diff --git "a/gender_detection_VGG16_model.ipynb" "b/gender_detection_VGG16_model.ipynb" new file mode 100644--- /dev/null +++ "b/gender_detection_VGG16_model.ipynb" @@ -0,0 +1,6333 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "EpAA0gZ4BS5f" + }, + "source": [ + "# Gener Classification - Binary Classification\n", + "\n", + "**Author: Himanshu Atri**\n", + "\n", + "*dataset link:- https://www.kaggle.com/datasets/playlist/men-women-classification*\n", + "\n", + "\n", + "Welcome to this notebook on binary classification of men and women using a custom Convolutional Neural Network (CNN) architecture. Our objective is to accurately distinguish between images of men and women based on their facial features. We will preprocess the dataset, design a tailored CNN model, and fine-tune its hyperparameters to optimize performance. Finally, we will evaluate the model using appropriate metrics to ensure its accuracy. Let's embark on this deep learning journey to classify images effectively!\n", + "\n", + "![img.jpg](data:image/jpeg;base64,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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "j7NJuz-SDq5z" + }, + "source": [ + "# Importing Neccessary Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "ZWOFFTxtBM0U" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import os\n", + "import imghdr\n", + "import matplotlib.pyplot as plt\n", + "import cv2\n", + "from tensorflow import keras\n", + "from tensorflow.keras import Sequential\n", + "from tensorflow.keras.applications.vgg16 import VGG16\n", + "from tensorflow.keras.layers import Flatten, Dense, Dropout\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.utils import compute_class_weight\n", + "from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping\n", + "from tensorflow.keras.optimizers import RMSprop\n", + "from tensorflow.keras.models import save_model\n", + "from sklearn.metrics import classification_report\n", + "from google.colab import drive" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "5gfQI5eXEb--" + }, + "source": [ + "# Downloading the Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_zpuMZ-4BSCf", + "outputId": "a080b265-c637-4550-89fe-7334dcffd28b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset URL: https://www.kaggle.com/datasets/playlist/men-women-classification\n", + "License(s): copyright-authors\n", + "Downloading men-women-classification.zip to /content\n", + " 99% 1.17G/1.19G [00:16<00:00, 42.7MB/s]\n", + "100% 1.19G/1.19G [00:16<00:00, 75.1MB/s]\n" + ] + } + ], + "source": [ + "!kaggle datasets download -d playlist/men-women-classification" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "collapsed": true, + "id": "t5RNn9ClBSEv", + "outputId": "1ffad45b-2b0a-4101-cab0-9747661a518d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", + " inflating: data/women/00000260.jpg \n", + " inflating: data/women/00000261.jpg \n", + " inflating: data/women/00000262.jpg \n", + " inflating: data/women/00000263.jpg \n", + " inflating: data/women/00000264.jpg \n", + " inflating: data/women/00000265.jpg \n", + " inflating: data/women/00000266.jpg \n", + " inflating: data/women/00000267.jpg \n", + " inflating: data/women/00000268.jpg \n", + " inflating: data/women/00000269.jpg \n", + " inflating: data/women/00000270.jpg \n", + " inflating: data/women/00000271.jpg \n", + " inflating: data/women/00000272.jpg \n", + " inflating: data/women/00000273.jpg \n", + " inflating: data/women/00000274.jpg \n", + " inflating: data/women/00000275.jpg \n", + " inflating: data/women/00000276.JPG \n", + " inflating: data/women/00000277.jpg \n", + " inflating: data/women/00000279.jpg \n", + " inflating: data/women/00000280.png \n", + " inflating: data/women/00000281.jpg \n", + " inflating: data/women/00000282.jpg \n", + " inflating: data/women/00000283.jpg \n", + " inflating: data/women/00000285.jpg \n", + " inflating: data/women/00000286.jpg \n", + " inflating: data/women/00000287.jpg \n", + " inflating: data/women/00000288.jpg \n", + " inflating: data/women/00000289.jpg \n", + " inflating: data/women/00000290.jpg \n", + " inflating: data/women/00000291.jpg \n", + " inflating: data/women/00000292.jpg \n", + " inflating: data/women/00000293.jpg \n", + " inflating: data/women/00000295.jpg \n", + " inflating: data/women/00000297.jpg \n", + " inflating: data/women/00000299.jpg \n", + " inflating: data/women/00000300.jpg \n", + " inflating: data/women/00000301.jpg \n", + " inflating: data/women/00000302.jpg \n", + " inflating: data/women/00000303.jpg \n", + " inflating: data/women/00000304.jpg \n", + " inflating: data/women/00000305.jpg \n", + " inflating: data/women/00000306.png \n", + " inflating: data/women/00000307.jpg \n", + " inflating: data/women/00000308.jpg \n", + " inflating: data/women/00000309.jpg \n", + " inflating: data/women/00000310.jpg \n", + " inflating: data/women/00000312.jpg \n", + " inflating: data/women/00000314.jpg \n", + " inflating: data/women/00000315.jpg \n", + " inflating: data/women/00000316.jpg \n", + " inflating: data/women/00000317.jpeg \n", + " inflating: data/women/00000318.jpg \n", + " inflating: data/women/00000319.jpg \n", + " inflating: data/women/00000321.jpg \n", + " inflating: data/women/00000322.jpg \n", + " inflating: data/women/00000323.jpg \n", + " inflating: data/women/00000324.jpg \n", + " inflating: data/women/00000325.jpg \n", + " inflating: data/women/00000326.JPG \n", + " inflating: data/women/00000327.jpg \n", + " inflating: data/women/00000328.jpg \n", + " inflating: data/women/00000330.jpg \n", + " inflating: data/women/00000331.jpg \n", + " inflating: data/women/00000333.jpg \n", + " inflating: data/women/00000334.jpg \n", + " inflating: data/women/00000335.jpg \n", + " inflating: data/women/00000336.jpg \n", + " inflating: data/women/00000339.jpg \n", + " inflating: data/women/00000340.jpg \n", + " inflating: data/women/00000341.jpg \n", + " inflating: data/women/00000342.jpg \n", + " inflating: data/women/00000343.jpg \n", + " inflating: data/women/00000345.jpg \n", + " inflating: data/women/00000347.jpg \n", + " inflating: data/women/00000348.jpg \n", + " inflating: data/women/00000349.jpg \n", + " inflating: data/women/00000350.jpg \n", + " inflating: data/women/00000352.jpg \n", + " inflating: data/women/00000354.jpg \n", + " inflating: data/women/00000368.jpg \n", + " inflating: data/women/00000369.jpg \n", + " inflating: data/women/00000377.jpg \n", + " inflating: data/women/00000388.jpg \n", + " inflating: data/women/00000392.jpg \n", + " inflating: data/women/00000406.jpg \n", + " inflating: data/women/00000421.jpg \n", + " inflating: data/women/00000432.jpg \n", + " inflating: data/women/00000433.jpg \n", + " inflating: data/women/00000434.jpg \n", + " inflating: data/women/00000435.jpg \n", + " inflating: data/women/00000436.jpg \n", + " inflating: data/women/00000437.jpg \n", + " inflating: data/women/00000439.jpg \n", + " inflating: data/women/00000440.jpeg \n", + " inflating: data/women/00000441.png \n", + " inflating: data/women/00000442.jpg \n", + " inflating: data/women/00000443.jpg \n", + " inflating: data/women/00000446.jpg \n", + " inflating: data/women/00000447.jpg \n", + " inflating: data/women/00000448.jpg \n", + " inflating: data/women/00000449.jpg \n", + " inflating: data/women/00000450.jpg \n", + " inflating: data/women/00000452.jpg \n", + " inflating: data/women/00000453.png \n", + " inflating: data/women/00000454.jpg \n", + " inflating: data/women/00000456.png \n", + " inflating: data/women/00000457.jpg \n", + " inflating: data/women/00000461.png \n", + " inflating: data/women/00000462.jpg \n", + " inflating: data/women/00000464.jpg \n", + " inflating: data/women/00000468.jpg \n", + " inflating: data/women/00000469.jpg \n", + " inflating: data/women/00000471.jpg \n", + " inflating: data/women/00000472.jpg \n", + " inflating: data/women/00000474.jpg \n", + " inflating: data/women/00000475.jpg \n", + " inflating: data/women/00000476.jpg \n", + " inflating: data/women/00000477.jpg \n", + " inflating: data/women/00000479.jpg \n", + " inflating: data/women/00000485.jpg \n", + " inflating: data/women/00000487.jpg \n", + " inflating: data/women/00000488.jpg \n", + " inflating: data/women/00000491.jpg \n", + " inflating: data/women/00000493.jpg \n", + " inflating: data/women/00000496.jpg \n", + " inflating: data/women/00000498.jpg \n", + " inflating: data/women/00000500.jpg \n", + " inflating: data/women/00000501.jpg \n", + " inflating: data/women/00000503.jpg \n", + " inflating: data/women/00000504.jpg \n", + " inflating: data/women/00000506.jpg \n", + " inflating: data/women/00000507.jpg \n", + " inflating: data/women/00000509.jpg \n", + " inflating: data/women/00000510.png \n", + " inflating: data/women/00000513.jpg \n", + " inflating: data/women/00000519.jpg \n", + " inflating: data/women/00000524.jpg \n", + " inflating: data/women/00000528.jpg \n", + " inflating: data/women/00000529.jpg \n", + " inflating: data/women/00000531.jpg \n", + " inflating: data/women/00000535.jpg \n", + " inflating: data/women/00000537.jpg \n", + " inflating: data/women/00000540.jpg \n", + " inflating: data/women/00000541.JPG \n", + " inflating: data/women/00000543.jpg \n", + " inflating: data/women/00000546.jpg \n", + " inflating: data/women/00000548.jpg \n", + " inflating: data/women/00000549.jpg \n", + " inflating: data/women/00000557.jpg \n", + " inflating: data/women/00000558.jpg \n", + " inflating: data/women/00000561.jpg \n", + " inflating: data/women/00000564.jpg \n", + " inflating: data/women/00000569.jpg \n", + " inflating: data/women/00000582.jpg \n", + " inflating: data/women/00000586.jpg \n", + " inflating: data/women/00000593.jpg \n", + " inflating: data/women/00000595.jpg \n", + " inflating: data/women/00000604.jpg \n", + " inflating: data/women/00000605.jpg \n", + " inflating: data/women/00000609.jpg \n", + " inflating: data/women/00000610.jpg \n", + " inflating: data/women/00000611.jpg \n", + " inflating: data/women/00000614.jpg \n", + " inflating: data/women/00000618.jpg \n", + " inflating: data/women/00000619.jpeg \n", + " inflating: data/women/00000624.jpg \n", + " inflating: data/women/00000625.jpg \n", + " inflating: data/women/00000629.jpg \n", + " inflating: data/women/00000630.jpg \n", + " inflating: data/women/00000631.jpg \n", + " inflating: data/women/00000632.jpg \n", + " inflating: data/women/00000635.jpg \n", + " inflating: data/women/00000649.jpg \n", + " inflating: data/women/00000656.jpg \n", + " inflating: data/women/00000659.jpg \n", + " inflating: data/women/00000664.jpg \n", + " inflating: data/women/00000666.jpg \n", + " inflating: data/women/00000669.png \n", + " inflating: data/women/00000671.jpg \n", + " inflating: data/women/00000672.jpg \n", + " inflating: data/women/00000673.jpg \n", + " inflating: data/women/00000674.jpg \n", + " inflating: data/women/00000690.jpg \n", + " inflating: data/women/00000691.jpg \n", + " inflating: data/women/00000703.jpg \n", + " inflating: data/women/00000704.jpg \n", + " inflating: data/women/00000708.jpg \n", + " inflating: data/women/00000712.jpg \n", + " inflating: data/women/00000715.jpg \n", + " inflating: data/women/00000716.jpg \n", + " inflating: data/women/00000717.jpg \n", + " inflating: data/women/00000718.jpg \n", + " inflating: data/women/00000729.jpg \n", + " inflating: data/women/00000734.jpg \n", + " inflating: data/women/00000736.jpg \n", + " inflating: data/women/00000746.jpg \n", + " inflating: data/women/00000748.jpg \n", + " inflating: data/women/00000755.jpg \n", + " inflating: data/women/00000768.jpg \n", + " inflating: data/women/00000770.jpg \n", + " inflating: data/women/00000790.jpg \n", + " inflating: data/women/00000792.jpg \n", + " inflating: data/women/00000796.jpg \n", + " inflating: data/women/00000801.jpg \n", + " inflating: data/women/00000806.jpg \n", + " inflating: data/women/00000807.jpg \n", + " inflating: data/women/00000820.jpg \n", + " inflating: data/women/00000824.jpg \n", + " inflating: data/women/00000832.jpg \n", + " inflating: data/women/00000835.jpg \n", + " inflating: data/women/00000838.jpg \n", + " inflating: data/women/00000839.jpg \n", + " inflating: data/women/00000843.jpg \n", + " inflating: data/women/00000844.jpg \n", + " inflating: data/women/00000845.jpg \n", + " inflating: data/women/00000847.jpg \n", + " inflating: data/women/00000849.jpg \n", + " inflating: data/women/00000851.jpg \n", + " inflating: data/women/00000852.jpg \n", + " inflating: data/women/00000855.jpg \n", + " inflating: data/women/00000859.jpg \n", + " inflating: data/women/00000861.jpg \n", + " inflating: data/women/00000864.jpeg \n", + " inflating: data/women/00000865.jpg \n", + " inflating: data/women/00000866.jpg \n", + " inflating: data/women/00000867.jpg \n", + " inflating: data/women/00000868.jpg \n", + " inflating: data/women/00000869.jpg \n", + " inflating: data/women/00000871.jpg \n", + " inflating: data/women/00000872.jpg \n", + " inflating: data/women/00000873.jpg \n", + " inflating: data/women/00000874.jpeg \n", + " inflating: data/women/00000875.jpg \n", + " inflating: data/women/00000876.jpg \n", + " inflating: data/women/00000877.jpg \n", + " inflating: data/women/00000878.jpg \n", + " inflating: data/women/00000879.jpg \n", + " inflating: data/women/00000880.jpeg \n", + " inflating: data/women/00000881.jpg \n", + " inflating: data/women/00000882.jpg \n", + " inflating: data/women/00000883.jpg \n", + " inflating: data/women/00000884.jpg \n", + " inflating: data/women/00000885.jpg \n", + " inflating: data/women/00000886.jpg \n", + " inflating: data/women/00000888.jpg \n", + " inflating: data/women/00000889.jpg \n", + " inflating: data/women/00000890.jpg \n", + " inflating: data/women/00000891.jpg \n", + " inflating: data/women/00000892.jpeg \n", + " inflating: data/women/00000893.jpg \n", + " inflating: data/women/00000894.jpg \n", + " inflating: data/women/00000895.jpg \n", + " inflating: data/women/00000896.jpg \n", + " inflating: data/women/00000897.png \n", + " inflating: data/women/00000898.jpg \n", + " inflating: data/women/00000900.png \n", + " inflating: data/women/00000901.jpg \n", + " inflating: data/women/00000902.jpg \n", + " inflating: data/women/00000903.jpg \n", + " inflating: data/women/00000904.png \n", + " inflating: data/women/00000905.jpg \n", + " inflating: data/women/00000906.jpg \n", + " inflating: data/women/00000907.jpg \n", + " inflating: data/women/00000908.jpg \n", + " inflating: data/women/00000909.jpg \n", + " inflating: data/women/00000910.jpg \n", + " inflating: data/women/00000911.jpg \n", + " inflating: data/women/00000912.jpg \n", + " inflating: data/women/00000913.jpg \n", + " inflating: data/women/00000914.jpg \n", + " inflating: data/women/00000915.jpg \n", + " inflating: data/women/00000916.jpg \n", + " inflating: data/women/00000917.jpg \n", + " inflating: data/women/00000918.jpg \n", + " inflating: data/women/00000919.jpg \n", + " inflating: data/women/00000920.jpg \n", + " inflating: data/women/00000921.jpg \n", + " inflating: data/women/00000922.jpg \n", + " inflating: data/women/00000923.jpg \n", + " inflating: data/women/00000924.jpg \n", + " inflating: data/women/00000925.jpg \n", + " inflating: data/women/00000926.jpg \n", + " inflating: data/women/00000927.jpg \n", + " inflating: data/women/00000928.jpg \n", + " inflating: data/women/00000929.jpg \n", + " inflating: data/women/00000930.jpg \n", + " inflating: data/women/00000931.jpg \n", + " inflating: data/women/00000932.jpg \n", + " inflating: data/women/00000933.jpg \n", + " inflating: data/women/00000934.jpg \n", + " inflating: data/women/00000935.jpg \n", + " inflating: data/women/00000936.jpg \n", + " inflating: data/women/00000937.jpg \n", + " inflating: data/women/00000938.jpg \n", + " inflating: data/women/00000939.jpg \n", + " inflating: data/women/00000940.jpg \n", + " inflating: data/women/00000941.jpg \n", + " inflating: data/women/00000942.jpg \n", + " inflating: data/women/00000943.png \n", + " inflating: data/women/00000944.jpg \n", + " inflating: data/women/00000945.png \n", + " inflating: data/women/00000946.jpg \n", + " inflating: data/women/00000947.PNG \n", + " inflating: data/women/00000948.jpg \n", + " inflating: data/women/00000949.jpg \n", + " inflating: data/women/00000950.jpg \n", + " inflating: data/women/00000951.jpg \n", + " inflating: data/women/00000952.jpg \n", + " inflating: data/women/00000953.jpg \n", + " inflating: data/women/00000954.jpg \n", + " inflating: data/women/00000955.jpg \n", + " inflating: data/women/00000956.jpg \n", + " inflating: data/women/00000957.jpg \n", + " inflating: data/women/00000958.jpg \n", + " inflating: data/women/00000959.jpg \n", + " inflating: data/women/00000960.jpg \n", + " inflating: data/women/00000961.jpg \n", + " inflating: data/women/00000962.jpg \n", + " inflating: data/women/00000963.jpg \n", + " inflating: data/women/00000964.jpg \n", + " inflating: data/women/00000965.jpeg \n", + " inflating: data/women/00000966.jpg \n", + " inflating: data/women/00000967.jpg \n", + " inflating: data/women/00000968.jpg \n", + " inflating: data/women/00000969.jpeg \n", + " inflating: data/women/00000970.jpg \n", + " inflating: data/women/00000971.png \n", + " inflating: data/women/00000972.jpg \n", + " inflating: data/women/00000973.jpg \n", + " inflating: data/women/00000974.jpg \n", + " inflating: data/women/00000975.jpg \n", + " inflating: data/women/00000976.jpg \n", + " inflating: data/women/00000977.jpg \n", + " inflating: data/women/00000978.jpg \n", + " inflating: data/women/00000979.jpg \n", + " inflating: data/women/00000980.jpg \n", + " inflating: data/women/00000981.jpg \n", + " inflating: data/women/00000982.jpg \n", + " inflating: data/women/00000983.jpg \n", + " inflating: data/women/00000985.jpg \n", + " inflating: data/women/00000986.jpg \n", + " inflating: data/women/00000987.jpg \n", + " inflating: data/women/00000988.jpg \n", + " inflating: data/women/00000989.jpg \n", + " inflating: data/women/00000990.jpg \n", + " inflating: data/women/00000991.png \n", + " inflating: data/women/00000993.jpg \n", + " inflating: data/women/00000994.jpg \n", + " inflating: data/women/00000995.jpg \n", + " inflating: data/women/00000996.jpg \n", + " inflating: data/women/00000997.jpg \n", + " inflating: data/women/00000998.jpg \n", + " inflating: data/women/00000999.jpg \n", + " inflating: data/women/00001000.jpg \n", + " inflating: data/women/00001001.jpg \n", + " inflating: data/women/00001002.jpg \n", + " inflating: data/women/00001003.jpg \n", + " inflating: data/women/00001004.jpg \n", + " inflating: data/women/00001005.jpg \n", + " inflating: data/women/00001006.jpg \n", + " inflating: data/women/00001007.jpg \n", + " inflating: data/women/00001008.jpg \n", + " inflating: data/women/00001009.JPG \n", + " inflating: data/women/00001010.jpg \n", + " inflating: data/women/00001011.JPG \n", + " inflating: data/women/00001012.jpg \n", + " inflating: data/women/00001013.jpg \n", + " inflating: data/women/00001014.jpg \n", + " inflating: data/women/00001015.jpg \n", + " inflating: data/women/00001016.jpg \n", + " inflating: data/women/00001017.jpg \n", + " inflating: data/women/00001018.jpg \n", + " inflating: data/women/00001019.jpg \n", + " inflating: data/women/00001020.jpg \n", + " inflating: data/women/00001021.jpg \n", + " inflating: data/women/00001022.jpg \n", + " inflating: data/women/00001023.jpg \n", + " inflating: data/women/00001024.jpeg \n", + " inflating: data/women/00001025.png \n", + " inflating: data/women/00001026.jpg \n", + " inflating: data/women/00001027.jpg \n", + " inflating: data/women/00001028.jpg \n", + " inflating: data/women/00001029.jpg \n", + " inflating: data/women/00001030.jpg \n", + " inflating: data/women/00001031.jpg \n", + " inflating: data/women/00001032.jpeg \n", + " inflating: data/women/00001033.jpg \n", + " inflating: data/women/00001034.jpg \n", + " inflating: data/women/00001035.jpg \n", + " inflating: data/women/00001036.jpg \n", + " inflating: data/women/00001037.jpg \n", + " inflating: data/women/00001038.jpg \n", + " inflating: data/women/00001039.jpg \n", + " inflating: data/women/00001040.jpg \n", + " inflating: data/women/00001041.jpg \n", + " inflating: data/women/00001042.jpg \n", + " inflating: data/women/00001043.jpg \n", + " inflating: data/women/00001044.jpg \n", + " inflating: data/women/00001045.jpg \n", + " inflating: data/women/00001046.jpg \n", + " inflating: data/women/00001048.jpg \n", + " inflating: data/women/00001049.jpg \n", + " inflating: data/women/00001050.jpg \n", + " inflating: data/women/00001051.jpg \n", + " inflating: data/women/00001052.jpg \n", + " inflating: data/women/00001053.jpg \n", + " inflating: data/women/00001054.JPG \n", + " inflating: data/women/00001055.jpg \n", + " inflating: data/women/00001056.jpg \n", + " inflating: data/women/00001057.jpg \n", + " inflating: data/women/00001058.jpg \n", + " inflating: data/women/00001059.jpg \n", + " inflating: data/women/00001061.jpg \n", + " inflating: data/women/00001062.jpg \n", + " inflating: data/women/00001063.jpg \n", + " inflating: data/women/00001064.jpg \n", + " inflating: data/women/00001065.jpg \n", + " inflating: data/women/00001067.jpg \n", + " inflating: data/women/00001068.jpg \n", + " inflating: data/women/00001069.jpg \n", + " inflating: data/women/00001070.jpg \n", + " inflating: data/women/00001071.jpg \n", + " inflating: data/women/00001072.jpg \n", + " inflating: data/women/00001073.jpeg \n", + " inflating: data/women/00001074.jpg \n", + " inflating: data/women/00001075.jpg \n", + " inflating: data/women/00001076.jpg \n", + " inflating: data/women/00001077.jpg \n", + " inflating: data/women/00001078.jpg \n", + " inflating: data/women/00001079.jpg \n", + " inflating: data/women/00001080.jpg \n", + " inflating: data/women/00001081.jpg \n", + " inflating: data/women/00001082.jpg \n", + " inflating: data/women/00001083.jpg \n", + " inflating: data/women/00001084.jpg \n", + " inflating: data/women/00001085.jpg \n", + " inflating: data/women/00001086.jpg \n", + " inflating: data/women/00001087.gif \n", + " inflating: data/women/00001088.jpg \n", + " inflating: data/women/00001089.jpg \n", + " inflating: data/women/00001090.JPG \n", + " inflating: data/women/00001091.jpg \n", + " inflating: data/women/00001092.jpg \n", + " inflating: data/women/00001093.png \n", + " inflating: data/women/00001094.jpeg \n", + " inflating: data/women/00001095.jpg \n", + " inflating: data/women/00001096.jpg \n", + " inflating: data/women/00001099.jpg \n", + " inflating: data/women/00001100.jpg \n", + " inflating: data/women/00001101.jpg \n", + " inflating: data/women/00001102.jpg \n", + " inflating: data/women/00001103.jpg \n", + " inflating: data/women/00001104.jpg \n", + " inflating: data/women/00001105.jpg \n", + " inflating: data/women/00001106.jpg \n", + " inflating: data/women/00001107.jpg \n", + " inflating: data/women/00001108.jpg \n", + " inflating: data/women/00001109.jpg \n", + " inflating: data/women/00001111.jpg \n", + " inflating: data/women/00001112.jpg \n", + " inflating: data/women/00001113.jpg \n", + " inflating: data/women/00001114.jpg \n", + " inflating: data/women/00001115.png \n", + " inflating: data/women/00001116.jpg \n", + " inflating: data/women/00001117.jpg \n", + " inflating: data/women/00001118.jpg \n", + " inflating: data/women/00001119.png \n", + " inflating: data/women/00001120.jpg \n", + " inflating: data/women/00001121.jpg \n", + " inflating: data/women/00001122.jpg \n", + " inflating: data/women/00001123.jpg \n", + " inflating: data/women/00001124.jpg \n", + " inflating: data/women/00001125.jpg \n", + " inflating: data/women/00001126.jpg \n", + " inflating: data/women/00001127.jpg \n", + " inflating: data/women/00001128.jpg \n", + " inflating: data/women/00001129.jpg \n", + " inflating: data/women/00001130.jpg \n", + " inflating: data/women/00001132.JPG \n", + " inflating: data/women/00001133.jpg \n", + " inflating: data/women/00001134.jpg \n", + " inflating: data/women/00001135.jpg \n", + " inflating: data/women/00001136.jpg \n", + " inflating: data/women/00001137.jpg \n", + " inflating: data/women/00001138.jpg \n", + " inflating: data/women/00001139.jpg \n", + " inflating: data/women/00001140.png \n", + " inflating: data/women/00001142.png \n", + " inflating: data/women/00001143.jpg \n", + " inflating: data/women/00001144.jpg \n", + " inflating: data/women/00001146.jpg \n", + " inflating: data/women/00001147.jpg \n", + " inflating: data/women/00001149.jpg \n", + " inflating: data/women/00001150.jpg \n", + " inflating: data/women/00001151.jpg \n", + " inflating: data/women/00001152.jpg \n", + " inflating: data/women/00001153.jpg \n", + " inflating: data/women/00001154.jpg \n", + " inflating: data/women/00001156.jpg \n", + " inflating: data/women/00001157.jpg \n", + " inflating: data/women/00001158.jpg \n", + " inflating: data/women/00001159.jpg \n", + " inflating: data/women/00001160.png \n", + " inflating: data/women/00001161.jpg \n", + " inflating: data/women/00001162.jpg \n", + " inflating: data/women/00001163.png \n", + " inflating: data/women/00001164.jpg \n", + " inflating: data/women/00001165.jpg \n", + " inflating: data/women/00001166.JPG \n", + " inflating: data/women/00001167.jpg \n", + " inflating: data/women/00001168.jpg \n", + " inflating: data/women/00001169.jpg \n", + " inflating: data/women/00001170.jpg \n", + " inflating: data/women/00001171.jpg \n", + " inflating: data/women/00001172.jpg \n", + " inflating: data/women/00001173.jpg \n", + " inflating: data/women/00001174.jpg \n", + " inflating: data/women/00001175.jpg \n", + " inflating: data/women/00001176.jpg \n", + " inflating: data/women/00001177.jpg \n", + " inflating: data/women/00001178.png \n", + " inflating: data/women/00001179.jpg \n", + " inflating: data/women/00001180.jpg \n", + " inflating: data/women/00001181.jpg \n", + " inflating: data/women/00001183.jpg \n", + " inflating: data/women/00001184.jpg \n", + " inflating: data/women/00001185.jpg \n", + " inflating: data/women/00001187.jpg \n", + " inflating: data/women/00001188.jpg \n", + " inflating: data/women/00001189.jpg \n", + " inflating: data/women/00001190.jpg \n", + " inflating: data/women/00001191.jpg \n", + " inflating: data/women/00001192.jpg \n", + " inflating: data/women/00001193.jpg \n", + " inflating: data/women/00001194.jpg \n", + " inflating: data/women/00001196.jpg \n", + " inflating: data/women/00001197.jpg \n", + " inflating: data/women/00001198.jpg \n", + " inflating: data/women/00001199.jpg \n", + " inflating: data/women/00001200.jpg \n", + " inflating: data/women/00001201.jpg \n", + " inflating: data/women/00001202.jpg \n", + " inflating: data/women/00001203.jpg \n", + " inflating: data/women/00001204.jpg \n", + " inflating: data/women/00001206.jpg \n", + " inflating: data/women/00001207.png \n", + " inflating: data/women/00001208.jpg \n", + " inflating: data/women/00001209.jpg \n", + " inflating: data/women/00001210.jpg \n", + " inflating: data/women/00001212.jpg \n", + " inflating: data/women/00001213.jpg \n", + " inflating: data/women/00001214.jpg \n", + " inflating: data/women/00001215.jpg \n", + " inflating: data/women/00001216.jpg \n", + " inflating: data/women/00001217.jpg \n", + " inflating: data/women/00001218.jpeg \n", + " inflating: data/women/00001219.jpg \n", + " inflating: data/women/00001220.jpg \n", + " inflating: data/women/00001221.jpg \n", + " inflating: data/women/00001222.jpg \n", + " inflating: data/women/00001223.jpg \n", + " inflating: data/women/00001225.png \n", + " inflating: data/women/00001226.jpg \n", + " inflating: data/women/00001227.jpg \n", + " inflating: data/women/00001229.jpg \n", + " inflating: data/women/00001230.jpg \n", + " inflating: data/women/00001231.jpg \n", + " inflating: data/women/00001232.PNG \n", + " inflating: data/women/00001233.jpg \n", + " inflating: data/women/00001234.jpg \n", + " inflating: data/women/00001235.jpg \n", + " inflating: data/women/00001236.jpeg \n", + " inflating: data/women/00001237.jpg \n", + " inflating: data/women/00001238.jpg \n", + " inflating: data/women/00001239.jpg \n", + " inflating: data/women/00001240.jpg \n", + " inflating: data/women/00001241.jpg \n", + " inflating: data/women/00001242.jpg \n", + " inflating: data/women/00001243.jpg \n", + " inflating: data/women/00001244.jpg \n", + " inflating: data/women/00001245.jpg \n", + " inflating: data/women/00001246.jpg \n", + " inflating: data/women/00001247.jpg \n", + " inflating: data/women/00001248.jpg \n", + " inflating: data/women/00001249.jpg \n", + " inflating: data/women/00001250.jpg \n", + " inflating: data/women/00001251.jpg \n", + " inflating: data/women/00001252.jpg \n", + " inflating: data/women/00001253.jpg \n", + " inflating: data/women/00001254.jpg \n", + " inflating: data/women/00001255.jpg \n", + " inflating: data/women/00001256.jpg \n", + " inflating: data/women/00001257.jpg \n", + " inflating: data/women/00001258.jpg \n", + " inflating: data/women/00001259.jpg \n", + " inflating: data/women/00001260.jpg \n", + " inflating: data/women/00001261.jpg \n", + " inflating: data/women/00001262.jpg \n", + " inflating: data/women/00001263.jpg \n", + " inflating: data/women/00001264.jpg \n", + " inflating: data/women/00001265.jpg \n", + " inflating: data/women/00001266.jpg \n", + " inflating: data/women/00001267.jpg \n", + " inflating: data/women/00001268.jpg \n", + " inflating: data/women/00001269.jpg \n", + " inflating: data/women/00001270.jpg \n", + " inflating: data/women/00001271.jpg \n", + " inflating: data/women/00001272.jpg \n", + " inflating: data/women/00001273.jpg \n", + " inflating: data/women/00001274.jpg \n", + " inflating: data/women/00001275.jpg \n", + " inflating: data/women/00001276.jpg \n", + " inflating: data/women/00001277.jpg \n", + " inflating: data/women/00001278.jpg \n", + " inflating: data/women/00001279.jpg \n", + " inflating: data/women/00001280.jpg \n", + " inflating: data/women/00001281.jpg \n", + " inflating: data/women/00001282.jpg \n", + " inflating: data/women/00001283.jpg \n", + " inflating: data/women/00001284.jpg \n", + " inflating: data/women/00001285.jpg \n", + " inflating: data/women/00001286.jpg \n", + " inflating: data/women/00001287.jpg \n", + " inflating: data/women/00001288.png \n", + " inflating: data/women/00001289.jpg \n", + " inflating: data/women/00001291.png \n", + " inflating: data/women/00001292.jpg \n", + " inflating: data/women/00001293.jpg \n", + " inflating: data/women/00001294.jpg \n", + " inflating: data/women/00001295.png \n", + " inflating: data/women/00001296.jpg \n", + " inflating: data/women/00001297.jpg \n", + " inflating: data/women/00001298.jpg \n", + " inflating: data/women/00001300.jpg \n", + " inflating: data/women/00001303.png \n", + " inflating: data/women/00001305.jpg \n", + " inflating: data/women/00001306.jpg \n", + " inflating: data/women/00001307.jpg \n", + " inflating: data/women/00001309.JPG \n", + " inflating: data/women/00001310.jpg \n", + " inflating: data/women/00001311.jpeg \n", + " inflating: data/women/00001312.jpg \n", + " inflating: data/women/00001313.png \n", + " inflating: data/women/00001314.gif \n", + " inflating: data/women/00001315.jpg \n", + " inflating: data/women/00001316.jpg \n", + " inflating: data/women/00001317.jpg \n", + " inflating: data/women/00001318.jpg \n", + " inflating: data/women/00001319.jpg \n", + " inflating: data/women/00001321.jpg \n", + " inflating: data/women/00001322.jpg \n", + " inflating: data/women/00001324.jpg \n", + " inflating: data/women/00001327.jpg \n", + " inflating: data/women/00001328.jpg \n", + " inflating: data/women/00001329.jpg \n", + " inflating: data/women/00001330.jpg \n", + " inflating: data/women/00001331.jpg \n", + " inflating: data/women/00001332.jpg \n", + " inflating: data/women/00001333.jpg \n", + " inflating: data/women/00001334.jpg \n", + " inflating: data/women/00001335.jpg \n", + " inflating: data/women/00001336.jpg \n", + " inflating: data/women/00001337.jpeg \n", + " inflating: data/women/00001338.jpg \n", + " inflating: data/women/00001339.jpg \n", + " inflating: data/women/00001340.jpg \n", + " inflating: data/women/00001341.jpg \n", + " inflating: data/women/00001342.jpg \n", + " inflating: data/women/00001343.jpg \n", + " inflating: data/women/00001344.jpeg \n", + " inflating: data/women/00001345.jpg \n", + " inflating: data/women/00001346.jpg \n", + " inflating: data/women/00001347.jpg \n", + " inflating: data/women/00001348.jpg \n", + " inflating: data/women/00001349.jpg \n", + " inflating: data/women/00001350.jpg \n", + " inflating: data/women/00001351.jpg \n", + " inflating: data/women/00001352.jpg \n", + " inflating: data/women/00001353.jpg \n", + " inflating: data/women/00001354.jpg \n", + " inflating: data/women/00001355.jpg \n", + " inflating: data/women/00001356.jpg \n", + " inflating: data/women/00001357.jpg \n", + " inflating: data/women/00001358.jpg \n", + " inflating: data/women/00001360.jpg \n", + " inflating: data/women/00001362.jpg \n", + " inflating: data/women/00001364.jpg \n", + " inflating: data/women/00001365.jpg \n", + " inflating: data/women/00001366.jpg \n", + " inflating: data/women/00001367.jpg \n", + " inflating: data/women/00001368.jpg \n", + " inflating: data/women/00001369.jpg \n", + " inflating: data/women/00001370.jpg \n", + " inflating: data/women/00001372.jpg \n", + " inflating: data/women/00001373.jpg \n", + " inflating: data/women/00001374.jpg \n", + " inflating: data/women/00001375.jpg \n", + " inflating: data/women/00001376.JPG \n", + " inflating: data/women/00001377.jpg \n", + " inflating: data/women/00001378.jpg \n", + " inflating: data/women/00001379.jpg \n", + " inflating: data/women/00001381.jpg \n", + " inflating: data/women/00001382.jpg \n", + " inflating: data/women/00001383.jpg \n", + " inflating: data/women/00001384.jpg \n", + " inflating: data/women/00001385.png \n", + " inflating: data/women/00001386.jpg \n", + " inflating: data/women/00001387.png \n", + " inflating: data/women/00001388.jpg \n", + " inflating: data/women/00001389.jpg \n", + " inflating: data/women/00001390.jpg \n", + " inflating: data/women/00001392.jpg \n", + " inflating: data/women/00001393.jpg \n", + " inflating: data/women/00001394.jpg \n", + " inflating: data/women/00001396.png \n", + " inflating: data/women/00001397.jpg \n", + " inflating: data/women/00001398.jpg \n", + " inflating: data/women/00001399.jpg \n", + " inflating: data/women/00001400.jpeg \n", + " inflating: data/women/00001401.jpg \n", + " inflating: data/women/00001402.jpg \n", + " inflating: data/women/00001404.jpg \n", + " inflating: data/women/00001407.jpg \n", + " inflating: data/women/00001408.jpg \n", + " inflating: data/women/00001409.jpg \n", + " inflating: data/women/00001411.jpg \n", + " inflating: data/women/00001412.jpg \n", + " inflating: data/women/00001413.jpg \n", + " inflating: data/women/00001414.jpg \n", + " inflating: data/women/00001415.jpg \n", + " inflating: data/women/00001416.jpg \n", + " inflating: data/women/00001417.jpg \n", + " inflating: data/women/00001418.jpg \n", + " inflating: data/women/00001419.jpg \n", + " inflating: data/women/00001420.jpg \n", + " inflating: data/women/00001421.jpg \n", + " inflating: data/women/00001422.jpg \n", + " inflating: data/women/00001423.jpg \n", + " inflating: data/women/00001424.jpg \n", + " inflating: data/women/00001425.jpg \n", + " inflating: data/women/00001426.jpg \n", + " inflating: data/women/00001427.jpg \n", + " inflating: data/women/00001428.jpg \n", + " inflating: data/women/00001429.jpg \n", + " inflating: data/women/00001431.JPG \n", + " inflating: data/women/00001432.jpg \n", + " inflating: data/women/00001433.jpg \n", + " inflating: data/women/00001434.jpg \n", + " inflating: data/women/00001437.jpg \n", + " inflating: data/women/00001438.jpg \n", + " inflating: data/women/00001439.jpg \n", + " inflating: data/women/00001440.jpg \n", + " inflating: data/women/00001441.jpg \n", + " inflating: data/women/00001444.jpg \n", + " inflating: data/women/00001445.jpg \n", + " inflating: data/women/00001446.jpg \n", + " inflating: data/women/00001447.jpeg \n", + " inflating: data/women/00001448.jpg \n", + " inflating: data/women/00001449.jpg \n", + " inflating: data/women/00001450.jpg \n", + " inflating: data/women/00001451.jpg \n", + " inflating: data/women/00001452.jpg \n", + " inflating: data/women/00001454.jpg \n", + " inflating: data/women/00001455.jpeg \n", + " inflating: data/women/00001457.jpg \n", + " inflating: data/women/00001458.jpg \n", + " inflating: data/women/00001459.jpg \n", + " inflating: data/women/00001460.jpg \n", + " inflating: data/women/00001461.jpg \n", + " inflating: data/women/00001462.gif \n", + " inflating: data/women/00001463.jpg \n", + " inflating: data/women/00001464.jpg \n", + " inflating: data/women/00001465.jpg \n", + " inflating: data/women/00001466.jpg \n", + " inflating: data/women/00001467.jpg \n", + " inflating: data/women/00001468.jpg \n", + " inflating: data/women/00001469.jpeg \n", + " inflating: data/women/00001470.jpg \n", + " inflating: data/women/00001471.jpg \n", + " inflating: data/women/00001472.png \n", + " inflating: data/women/00001473.jpg \n", + " inflating: data/women/00001474.jpg \n", + " inflating: data/women/00001475.jpg \n", + " inflating: data/women/00001476.jpg \n", + " inflating: data/women/00001478.png \n", + " inflating: data/women/00001480.jpg \n", + " inflating: data/women/00001481.jpg \n", + " inflating: data/women/00001482.jpg \n", + " inflating: data/women/00001484.jpg \n", + " inflating: data/women/00001486.jpg \n", + " inflating: data/women/00001487.jpg \n", + " inflating: data/women/00001488.jpg \n", + " inflating: data/women/00001489.jpg \n", + " inflating: data/women/00001490.jpg \n", + " inflating: data/women/00001491.jpg \n", + " inflating: data/women/00001492.jpg \n", + " inflating: data/women/00001493.png \n", + " inflating: data/women/00001496.jpg \n", + " inflating: data/women/00001498.jpg \n", + " inflating: data/women/00001500.jpg \n", + " inflating: data/women/00001501.jpg \n", + " inflating: data/women/00001502.jpg \n", + " inflating: data/women/00001503.jpg \n", + " inflating: data/women/00001504.jpg \n", + " inflating: data/women/00001505.jpg \n", + " inflating: data/women/00001507.jpg \n", + " inflating: data/women/00001508.jpg \n", + " inflating: data/women/00001511.jpg \n", + " inflating: data/women/00001512.jpg \n", + " inflating: data/women/00001513.jpg \n", + " inflating: data/women/00001515.jpg \n", + " inflating: data/women/00001516.jpg \n", + " inflating: data/women/00001517.jpg \n", + " inflating: data/women/00001519.jpg \n", + " inflating: data/women/00001521.jpg \n", + " inflating: data/women/00001522.jpeg \n", + " inflating: data/women/00001523.jpg \n", + " inflating: data/women/00001524.jpg \n", + " inflating: data/women/00001525.jpg \n", + " inflating: data/women/00001526.jpg \n", + " inflating: data/women/00001527.png \n", + " inflating: data/women/00001529.jpg \n", + " inflating: data/women/00001530.jpg \n", + " inflating: data/women/00001531.png \n", + " inflating: data/women/00001532.png \n", + " inflating: data/women/00001533.jpg \n", + " inflating: data/women/00001534.jpg \n", + " inflating: data/women/00001535.jpg \n", + " inflating: data/women/00001536.jpg \n", + " inflating: data/women/00001537.jpg \n", + " inflating: data/women/00001538.jpg \n", + " inflating: data/women/00001539.jpg \n", + " inflating: data/women/00001541.jpg \n", + " inflating: data/women/00001542.jpg \n", + " inflating: data/women/00001545.jpg \n", + " inflating: data/women/00001546.jpg \n", + " inflating: data/women/00001548.jpg \n", + " inflating: data/women/00001549.jpg \n", + " inflating: data/women/00001550.jpg \n", + " inflating: data/women/00001551.jpg \n", + " inflating: data/women/00001552.jpg \n", + " inflating: data/women/00001553.jpg \n", + " inflating: data/women/00001554.jpg \n", + " inflating: data/women/00001556.jpg \n", + " inflating: data/women/00001558.jpg \n", + " inflating: data/women/00001559.jpg \n", + " inflating: data/women/00001561.jpg \n", + " inflating: data/women/00001562.jpg \n", + " inflating: data/women/00001563.jpg \n", + " inflating: data/women/00001564.jpg \n", + " inflating: data/women/00001565.png \n", + " inflating: data/women/00001566.jpg \n", + " inflating: data/women/00001568.jpg \n", + " inflating: data/women/00001569.jpg \n", + " inflating: data/women/00001570.jpg \n", + " inflating: data/women/00001571.jpg \n", + " inflating: data/women/00001572.jpg \n", + " inflating: data/women/00001573.jpg \n", + " inflating: data/women/00001574.jpg \n", + " inflating: data/women/00001577.jpg \n", + " inflating: data/women/00001578.PNG \n", + " inflating: data/women/00001579.jpg \n", + " inflating: data/women/00001580.jpg \n", + " inflating: data/women/00001581.jpg \n", + " inflating: data/women/00001582.jpg \n", + " inflating: data/women/00001583.jpg \n", + " inflating: data/women/00001584.jpg \n", + " inflating: data/women/00001585.jpg \n", + " inflating: data/women/00001586.jpg \n", + " inflating: data/women/00001587.jpg \n", + " inflating: data/women/00001588.jpg \n", + " inflating: data/women/00001589.jpg \n", + " inflating: data/women/00001590.gif \n", + " inflating: data/women/00001592.jpg \n", + " inflating: data/women/00001593.jpg \n", + " inflating: data/women/00001596.jpg \n", + " inflating: data/women/00001597.jpg \n", + " inflating: data/women/00001598.jpg \n", + " inflating: data/women/00001599.jpg \n", + " inflating: data/women/00001600.jpg \n", + " inflating: data/women/00001601.jpg \n", + " inflating: data/women/00001603.jpg \n", + " inflating: data/women/00001604.jpg \n", + " inflating: data/women/00001605.jpg \n", + " inflating: data/women/00001606.jpg \n", + " inflating: data/women/00001607.jpg \n", + " inflating: data/women/00001608.gif \n", + " inflating: data/women/00001610.jpg \n", + " inflating: data/women/00001611.jpg \n", + " inflating: data/women/00001612.jpg \n", + " inflating: data/women/00001613.png \n", + " inflating: data/women/00001614.jpeg \n", + " inflating: data/women/00001615.jpg \n", + " inflating: data/women/00001616.jpg \n", + " inflating: data/women/00001617.jpg \n", + " inflating: data/women/00001618.jpeg \n", + " inflating: data/women/00001619.jpg \n", + " inflating: data/women/00001620.jpg \n", + " inflating: data/women/00001621.jpg \n", + " inflating: data/women/00001622.jpg \n", + " inflating: data/women/00001624.jpg \n", + " inflating: data/women/00001626.jpg \n", + " inflating: data/women/00001628.jpg \n", + " inflating: data/women/00001629.jpg \n", + " inflating: data/women/00001630.png \n", + " inflating: data/women/00001632.jpg \n", + " inflating: data/women/00001634.jpg \n", + " inflating: data/women/00001636.jpg \n", + " inflating: data/women/00001637.jpg \n", + " inflating: data/women/00001638.png \n", + " inflating: data/women/00001639.jpg \n", + " inflating: data/women/00001641.jpg \n", + " inflating: data/women/00001643.jpg \n", + " inflating: data/women/00001644.jpg \n", + " inflating: data/women/00001645.jpg \n", + " inflating: data/women/00001646.jpg \n", + " inflating: data/women/00001647.jpg \n", + " inflating: data/women/00001649.jpg \n", + " inflating: data/women/00001650.jpeg \n", + " inflating: data/women/00001651.jpg \n", + " inflating: data/women/00001652.jpg \n", + " inflating: data/women/00001653.jpg \n", + " inflating: data/women/00001654.jpg \n", + " inflating: data/women/00001655.jpg \n", + " inflating: data/women/00001656.jpeg \n", + " inflating: data/women/00001657.jpg \n", + " inflating: data/women/00001658.jpg \n", + " inflating: data/women/00001659.jpg \n", + " inflating: data/women/00001660.jpg \n", + " inflating: data/women/00001661.jpg \n", + " inflating: data/women/00001662.jpg \n", + " inflating: data/women/00001663.jpg \n", + " inflating: data/women/00001664.jpg \n", + " inflating: data/women/00001666.jpg \n", + " inflating: data/women/00001667.jpg \n", + " inflating: data/women/00001668.jpg \n", + " inflating: data/women/00001669.jpg \n", + " inflating: data/women/00001670.jpg \n", + " inflating: data/women/00001671.jpg \n", + " inflating: data/women/00001672.jpg \n", + " inflating: data/women/00001673.jpg \n", + " inflating: data/women/00001675.jpg \n", + " inflating: data/women/00001676.jpg \n", + " inflating: data/women/00001677.jpg \n", + " inflating: data/women/00001678.jpg \n", + " inflating: data/women/00001679.jpg \n", + " inflating: data/women/00001680.jpg \n", + " inflating: data/women/00001681.png \n", + " inflating: data/women/00001682.jpg \n", + " inflating: data/women/00001683.jpg \n", + " inflating: data/women/00001685.jpg \n", + " inflating: data/women/00001686.jpg \n", + " inflating: data/women/00001687.jpg \n", + " inflating: data/women/00001688.jpg \n", + " inflating: data/women/00001689.jpeg \n", + " inflating: data/women/00001691.jpg \n", + " inflating: data/women/00001692.jpg \n", + " inflating: data/women/00001693.jpg \n", + " inflating: data/women/00001694.jpeg \n", + " inflating: data/women/00001695.jpg \n", + " inflating: data/women/00001696.jpeg \n", + " inflating: data/women/00001697.jpg \n", + " inflating: data/women/00001698.jpg \n", + " inflating: data/women/00001699.jpg \n", + " inflating: data/women/00001700.JPG \n", + " inflating: data/women/00001701.jpg \n", + " inflating: data/women/00001702.jpg \n", + " inflating: data/women/00001703.jpg \n", + " inflating: data/women/00001705.png \n", + " inflating: data/women/00001706.jpg \n", + " inflating: data/women/00001707.jpg \n", + " inflating: data/women/00001708.jpg \n", + " inflating: data/women/00001709.jpg \n", + " inflating: data/women/00001710.jpg \n", + " inflating: data/women/00001711.png \n", + " inflating: data/women/00001712.png \n", + " inflating: data/women/00001713.jpg \n", + " inflating: data/women/00001715.jpg \n", + " inflating: data/women/00001716.jpg \n", + " inflating: data/women/00001717.jpg \n", + " inflating: data/women/00001718.jpg \n", + " inflating: data/women/00001719.jpeg \n", + " inflating: data/women/00001720.jpg \n", + " inflating: data/women/00001721.jpg \n", + " inflating: data/women/00001722.jpg \n", + " inflating: data/women/00001723.jpg \n", + " inflating: data/women/00001724.jpg \n", + " inflating: data/women/00001725.jpg \n", + " inflating: data/women/00001726.jpg \n", + " inflating: data/women/00001727.jpg \n", + " inflating: data/women/00001729.jpg \n", + " inflating: data/women/00001732.jpg \n", + " inflating: data/women/00001734.jpg \n", + " inflating: data/women/00001735.jpg \n", + " inflating: data/women/00001736.jpg \n", + " inflating: data/women/00001737.jpg \n", + " inflating: data/women/00001738.jpg \n", + " inflating: data/women/00001739.jpg \n", + " inflating: data/women/00001740.jpg \n", + " inflating: data/women/00001741.png \n", + " inflating: data/women/00001742.jpg \n", + " inflating: data/women/00001743.jpg \n", + " inflating: data/women/00001744.jpg \n", + " inflating: data/women/00001745.jpg \n", + " inflating: data/women/00001746.jpg \n", + " inflating: data/women/00001747.jpg \n", + " inflating: data/women/00001748.jpg \n", + " inflating: data/women/00001749.png \n", + " inflating: data/women/00001750.jpg \n", + " inflating: data/women/00001751.jpg \n", + " inflating: data/women/00001752.jpg \n", + " inflating: data/women/00001753.jpg \n", + " inflating: data/women/00001754.jpg \n", + " inflating: data/women/00001755.jpg \n", + " inflating: data/women/00001756.jpg \n", + " inflating: data/women/00001757.jpg \n", + " inflating: data/women/00001758.jpg \n", + " inflating: data/women/00001759.jpg \n", + " inflating: data/women/00001760.jpg \n", + " inflating: data/women/00001761.jpeg \n", + " inflating: data/women/00001762.jpg \n", + " inflating: data/women/00001763.jpg \n", + " inflating: data/women/00001765.png \n", + " inflating: data/women/00001766.jpg \n", + " inflating: data/women/00001767.jpg \n", + " inflating: data/women/00001768.jpg \n", + " inflating: data/women/00001770.jpg \n", + " inflating: data/women/00001771.jpg \n", + " inflating: data/women/00001772.jpg \n", + " inflating: data/women/00001773.jpg \n", + " inflating: data/women/00001774.jpg \n", + " inflating: data/women/00001775.jpg \n", + " inflating: data/women/00001776.jpg \n", + " inflating: data/women/00001777.jpg \n", + " inflating: data/women/00001782.jpg \n", + " inflating: data/women/00001783.jpg \n", + " inflating: data/women/00001785.jpg \n", + " inflating: data/women/00001786.jpg \n", + " inflating: data/women/00001787.jpg \n", + " inflating: data/women/00001789.jpg \n", + " inflating: data/women/00001790.png \n", + " inflating: data/women/00001792.jpg \n", + " inflating: data/women/00001793.jpg \n", + " inflating: data/women/00001794.jpg \n", + " inflating: data/women/00001795.jpg \n", + " inflating: data/women/00001796.jpg \n", + " inflating: data/women/00001797.jpg \n", + " inflating: data/women/00001798.jpg \n", + " inflating: data/women/00001799.jpg \n", + " inflating: data/women/00001800.jpg \n", + " inflating: data/women/00001801.jpg \n", + " inflating: data/women/00001802.jpg \n", + " inflating: data/women/00001803.png \n", + " inflating: data/women/00001804.jpg \n", + " inflating: data/women/00001805.jpeg \n", + " inflating: data/women/00001806.jpg \n", + " inflating: data/women/00001807.jpg \n", + " inflating: data/women/00001808.jpg \n", + " inflating: data/women/00001809.jpg \n", + " inflating: data/women/00001810.jpg \n", + " inflating: data/women/00001811.jpg \n", + " inflating: data/women/00001813.jpg \n", + " inflating: data/women/00001814.jpg \n", + " inflating: data/women/00001815.jpg \n", + " inflating: data/women/00001816.jpg \n", + " inflating: data/women/00001818.jpg \n", + " inflating: data/women/00001819.jpg \n", + " inflating: data/women/00001820.jpg \n", + " inflating: data/women/00001821.jpg \n", + " inflating: data/women/00001822.jpg \n", + " inflating: data/women/00001823.jpg \n", + " inflating: data/women/00001824.jpg \n", + " inflating: data/women/00001825.jpg \n", + " inflating: data/women/00001828.jpg \n", + " inflating: data/women/00001829.jpg \n", + " inflating: data/women/00001830.jpg \n", + " inflating: data/women/00001831.jpg \n", + " inflating: data/women/00001832.jpg \n", + " inflating: data/women/00001833.jpg \n", + " inflating: data/women/00001834.jpg \n", + " inflating: data/women/00001835.png \n", + " inflating: data/women/00001836.png \n", + " inflating: data/women/00001837.jpg \n", + " inflating: data/women/00001838.jpg \n", + " inflating: data/women/00001839.jpg \n", + " inflating: data/women/00001840.jpg \n", + " inflating: data/women/00001842.jpg \n", + " inflating: data/women/00001843.jpg \n", + " inflating: data/women/00001844.jpg \n", + " inflating: data/women/00001845.jpg \n", + " inflating: data/women/00001846.jpg \n", + " inflating: data/women/00001847.jpeg \n", + " inflating: data/women/00001848.jpg \n", + " inflating: data/women/00001849.jpg \n", + " inflating: data/women/00001850.jpg \n", + " inflating: data/women/00001851.jpg \n", + " inflating: data/women/00001852.jpg \n", + " inflating: data/women/00001853.jpg \n", + " inflating: data/women/00001854.png \n", + " inflating: data/women/00001855.jpg \n", + " inflating: data/women/00001856.jpg \n", + " inflating: data/women/00001857.jpg \n", + " inflating: data/women/00001858.jpg \n", + " inflating: data/women/00001859.jpg \n", + " inflating: data/women/00001860.jpg \n", + " inflating: data/women/00001862.jpg \n", + " inflating: data/women/00001863.jpg \n", + " inflating: data/women/00001865.jpg \n", + " inflating: data/women/00001866.jpg \n", + " inflating: data/women/00001867.jpg \n", + " inflating: data/women/00001868.jpg \n", + " inflating: data/women/00001869.jpg \n", + " inflating: data/women/00001871.jpg \n", + " inflating: data/women/00001872.jpg \n", + " inflating: data/women/00001873.jpg \n", + " inflating: data/women/00001874.jpg \n", + " inflating: data/women/00001875.jpg \n", + " inflating: data/women/00001876.jpg \n", + " inflating: data/women/00001877.jpg \n", + " inflating: data/women/00001878.jpg \n", + " inflating: data/women/00001879.jpg \n", + " inflating: data/women/00001880.jpg \n", + " inflating: data/women/00001881.jpg \n", + " inflating: data/women/00001882.jpg \n", + " inflating: data/women/00001883.jpg \n", + " inflating: data/women/00001884.jpg \n", + " inflating: data/women/00001885.jpg \n", + " inflating: data/women/00001886.jpg \n", + " inflating: data/women/00001887.jpg \n", + " inflating: data/women/00001888.png \n", + " inflating: data/women/00001890.jpg \n", + " inflating: data/women/00001892.jpg \n", + " inflating: data/women/00001893.jpg \n", + " inflating: data/women/00001894.jpg \n", + " inflating: data/women/00001895.jpg \n", + " inflating: data/women/00001896.jpg \n", + " inflating: data/women/00001898.jpg \n", + " inflating: data/women/00001899.jpg \n", + " inflating: data/women/00001901.jpg \n", + " inflating: data/women/00001902.jpg \n", + " inflating: data/women/00001903.jpg \n", + " inflating: data/women/00001904.jpg \n", + " inflating: data/women/00001905.jpg \n", + " inflating: data/women/00001906.jpg \n", + " inflating: data/women/00001908.jpg \n", + " inflating: data/women/00001909.jpg \n", + " inflating: data/women/00001910.jpg \n", + " inflating: data/women/00001911.jpg \n", + " inflating: data/women/00001912.jpg \n", + " inflating: data/women/00001913.jpg \n", + " inflating: data/women/00001914.jpg \n", + " inflating: data/women/00001915.jpeg \n", + " inflating: data/women/00001916.jpg \n", + " inflating: data/women/00001917.png \n", + " inflating: data/women/00001918.png \n", + " inflating: data/women/00001919.jpg \n", + " inflating: data/women/00001920.jpg \n", + " inflating: data/women/00001921.jpg \n", + " inflating: data/women/00001922.jpg \n", + " inflating: data/women/00001923.jpg \n", + " inflating: data/women/00001925.jpg \n", + " inflating: data/women/00001926.jpg \n", + " inflating: data/women/00001927.jpg \n", + " inflating: data/women/00001928.jpg \n", + " inflating: data/women/00001929.jpg \n", + " inflating: data/women/00001930.jpg \n", + " inflating: data/women/00001931.png \n", + " inflating: data/women/00001932.png \n", + " inflating: data/women/00001933.jpg \n", + " inflating: data/women/00001934.jpg \n", + " inflating: data/women/00001935.jpg \n", + " inflating: data/women/00001936.jpg \n", + " inflating: data/women/00001937.jpg \n", + " inflating: data/women/00001938.jpg \n", + " inflating: data/women/00001939.jpg \n", + " inflating: data/women/00001941.png \n", + " inflating: data/women/00001942.jpg \n", + " inflating: data/women/00001943.png \n", + " inflating: data/women/00001945.jpg \n", + " inflating: data/women/00001946.jpg \n", + " inflating: data/women/00001947.jpeg \n", + " inflating: data/women/00001948.jpg \n", + " inflating: data/women/00001949.jpg \n", + " inflating: data/women/00001951.jpg \n", + " inflating: data/women/00001952.jpg \n", + " inflating: data/women/00001953.jpg \n", + " inflating: data/women/00001954.jpg \n", + " inflating: data/women/00001955.jpg \n", + " inflating: data/women/00001956.jpg \n", + " inflating: data/women/00001957.jpg \n", + " inflating: data/women/00001958.jpg \n", + " inflating: data/women/00001960.jpg \n", + " inflating: data/women/00001961.jpg \n", + " inflating: data/women/00001962.jpg \n", + " inflating: data/women/00001963.jpg \n", + " inflating: data/women/00001964.jpg \n", + " inflating: data/women/00001965.jpg \n", + " inflating: data/women/00001966.jpeg \n", + " inflating: data/women/00001967.jpg \n", + " inflating: data/women/00001968.jpg \n", + " inflating: data/women/00001969.jpg \n", + " inflating: data/women/00001970.jpg \n", + " inflating: data/women/00001971.jpg \n", + " inflating: data/women/00001972.jpg \n", + " inflating: data/women/00001973.jpg \n", + " inflating: data/women/00001974.jpg \n", + " inflating: data/women/00001976.jpg \n", + " inflating: data/women/00001977.jpg \n", + " inflating: data/women/00001979.jpg \n", + " inflating: data/women/00001980.jpg \n", + " inflating: data/women/00001981.jpg \n", + " inflating: data/women/00001983.png \n", + " inflating: data/women/00001985.jpg \n", + " inflating: data/women/00001986.jpg \n", + " inflating: data/women/00001987.jpeg \n", + " inflating: data/women/00001988.jpg \n", + " inflating: data/women/00001989.jpg \n", + " inflating: data/women/00001990.jpg \n", + " inflating: data/women/00001991.jpg \n", + " inflating: data/women/00001992.jpg \n", + " inflating: data/women/00001994.jpg \n", + " inflating: data/women/00001995.jpg \n", + " inflating: data/women/00001996.jpg \n", + " inflating: data/women/00001997.jpg \n", + " inflating: data/women/00001998.jpg \n", + " inflating: data/women/00001999.jpg \n", + " inflating: data/women/00002000.jpg \n", + " inflating: data/women/00002001.jpg \n", + " inflating: data/women/00002002.jpg \n", + " inflating: data/women/00002003.jpg \n", + " inflating: data/women/00002004.jpg \n", + " inflating: data/women/00002005.jpg \n", + " inflating: data/women/00002006.jpg \n", + " inflating: data/women/00002007.jpg \n", + " inflating: data/women/00002008.jpg \n", + " inflating: data/women/00002009.jpg \n", + " inflating: data/women/00002010.jpg \n", + " inflating: data/women/00002012.jpg \n", + " inflating: data/women/00002013.jpg \n", + " inflating: data/women/00002015.jpg \n", + " inflating: data/women/00002016.jpg \n", + " inflating: data/women/00002019.jpg \n", + " inflating: data/women/00002020.jpg \n", + " inflating: data/women/00002021.jpg \n", + " inflating: data/women/00002022.jpg \n", + " inflating: data/women/00002023.jpg \n", + " inflating: data/women/00002024.jpg \n", + " inflating: data/women/00002025.jpg \n", + " inflating: data/women/00002026.jpg \n", + " inflating: data/women/00002027.jpg \n", + " inflating: data/women/00002029.jpg \n", + " inflating: data/women/00002030.png \n", + " inflating: data/women/00002031.jpg \n", + " inflating: data/women/00002033.jpg \n", + " inflating: data/women/00002034.jpg \n", + " inflating: data/women/00002035.jpg \n", + " inflating: data/women/00002036.jpg \n", + " inflating: data/women/00002037.jpeg \n", + " inflating: data/women/00002038.jpg \n", + " inflating: data/women/00002039.jpg \n", + " inflating: data/women/00002040.jpg \n", + " inflating: data/women/00002041.jpg \n", + " inflating: data/women/00002042.jpg \n", + " inflating: data/women/00002043.jpg \n", + " inflating: data/women/00002044.jpg \n", + " inflating: data/women/00002045.jpg \n", + " inflating: data/women/00002046.jpg \n", + " inflating: data/women/00002047.jpg \n", + " inflating: data/women/00002048.jpg \n", + " inflating: data/women/00002049.jpg \n", + " inflating: data/women/00002050.jpg \n", + " inflating: data/women/00002051.jpg \n", + " inflating: data/women/00002052.png \n", + " inflating: data/women/00002053.jpeg \n", + " inflating: data/women/00002054.jpg \n", + " inflating: data/women/00002055.jpg \n", + " inflating: data/women/00002056.jpg \n", + " inflating: data/women/00002057.jpg \n", + " inflating: data/women/00002058.jpeg \n", + " inflating: data/women/00002059.jpg \n", + " inflating: data/women/00002060.png \n", + " inflating: data/women/00002062.jpg \n", + " inflating: data/women/00002064.jpg \n", + " inflating: data/women/00002065.jpg \n", + " inflating: data/women/00002067.jpg \n", + " inflating: data/women/00002068.jpg \n", + " inflating: data/women/00002069.jpg \n", + " inflating: data/women/00002071.jpg \n", + " inflating: data/women/00002072.jpg \n", + " inflating: data/women/00002073.jpg \n", + " inflating: data/women/00002074.jpg \n", + " inflating: data/women/00002075.jpg \n", + " inflating: data/women/00002076.jpg \n", + " inflating: data/women/00002077.jpg \n", + " inflating: data/women/00002079.jpeg \n", + " inflating: data/women/00002081.jpg \n", + " inflating: data/women/00002083.jpg \n", + " inflating: data/women/00002084.jpg \n", + " inflating: data/women/00002085.jpg \n", + " inflating: data/women/00002086.jpg \n", + " inflating: data/women/00002087.jpg \n", + " inflating: data/women/00002088.jpg \n", + " inflating: data/women/00002089.png \n", + " inflating: data/women/00002090.jpg \n", + " inflating: data/women/00002091.png \n", + " inflating: data/women/00002093.jpg \n", + " inflating: data/women/00002094.jpg \n", + " inflating: data/women/00002095.jpg \n", + " inflating: data/women/00002096.jpg \n", + " inflating: data/women/00002097.jpg \n", + " inflating: data/women/00002098.jpg \n", + " inflating: data/women/00002099.jpg \n", + " inflating: data/women/00002100.jpg \n", + " inflating: data/women/00002101.jpg \n", + " inflating: data/women/00002102.jpg \n", + " inflating: data/women/00002103.jpg \n", + " inflating: data/women/00002105.jpg \n", + " inflating: data/women/00002106.jpg \n", + " inflating: data/women/00002107.jpg \n", + " inflating: data/women/00002108.jpg \n", + " inflating: data/women/00002109.png \n", + " inflating: data/women/00002110.jpg \n", + " inflating: data/women/00002111.jpg \n", + " inflating: data/women/00002112.jpg \n", + " inflating: data/women/00002113.jpg \n", + " inflating: data/women/00002115.jpg \n", + " inflating: data/women/00002119.jpg \n", + " inflating: data/women/00002120.jpg \n", + " inflating: data/women/00002121.jpg \n", + " inflating: data/women/00002123.jpg \n", + " inflating: data/women/00002125.gif \n", + " inflating: data/women/00002126.jpg \n", + " inflating: data/women/00002127.jpg \n", + " inflating: data/women/00002128.jpg \n", + " inflating: data/women/00002129.jpg \n", + " inflating: data/women/00002130.jpg \n", + " inflating: data/women/00002131.jpg \n", + " inflating: data/women/00002132.jpg \n", + " inflating: data/women/00002133.jpg \n", + " inflating: data/women/00002134.jpg \n", + " inflating: data/women/00002135.jpg \n", + " inflating: data/women/00002136.jpg \n", + " inflating: data/women/00002138.png \n", + " inflating: data/women/00002139.jpg \n", + " inflating: data/women/00002140.jpg \n", + " inflating: data/women/00002143.jpg \n", + " inflating: data/women/00002144.jpg \n", + " inflating: data/women/00002146.png \n", + " inflating: data/women/00002147.jpg \n", + " inflating: data/women/00002148.jpg \n", + " inflating: data/women/00002151.gif \n", + " inflating: data/women/00002152.jpg \n", + " inflating: data/women/00002153.jpg \n", + " inflating: data/women/00002154.jpg \n", + " inflating: data/women/00002155.jpg \n", + " inflating: data/women/00002156.jpg \n", + " inflating: data/women/00002157.jpg \n", + " inflating: data/women/00002158.jpg \n", + " inflating: data/women/00002159.jpg \n", + " inflating: data/women/00002160.jpg \n", + " inflating: data/women/00002161.jpg \n", + " inflating: data/women/00002162.jpg \n", + " inflating: data/women/00002163.jpg \n", + " inflating: data/women/00002164.jpg \n", + " inflating: data/women/00002165.gif \n", + " inflating: data/women/00002166.jpeg \n", + " inflating: data/women/00002167.jpg \n", + " inflating: data/women/00002168.jpeg \n", + " inflating: data/women/00002171.jpg \n", + " inflating: data/women/00002173.jpg \n", + " inflating: data/women/00002175.png \n", + " inflating: data/women/00002176.jpg \n", + " inflating: data/women/00002183.jpg \n", + " inflating: data/women/00002184.jpg \n", + " inflating: data/women/00002185.jpg \n", + " inflating: data/women/00002187.jpg \n", + " inflating: data/women/00002189.jpg \n", + " inflating: data/women/00002190.jpg \n", + " inflating: data/women/00002191.jpg \n", + " inflating: data/women/00002192.jpg \n", + " inflating: data/women/00002193.jpg \n", + " inflating: data/women/00002196.jpg \n", + " inflating: data/women/00002197.jpg \n", + " inflating: data/women/00002199.jpg \n", + " inflating: data/women/00002200.jpg \n", + " inflating: data/women/00002201.jpg \n", + " inflating: data/women/00002202.jpg \n", + " inflating: data/women/00002203.jpg \n", + " inflating: data/women/00002204.jpg \n", + " inflating: data/women/00002206.jpg \n", + " inflating: data/women/00002207.jpg \n", + " inflating: data/women/00002209.jpg \n", + " inflating: data/women/00002210.jpg \n", + " inflating: data/women/00002211.jpg \n", + " inflating: data/women/00002213.jpg \n", + " inflating: data/women/00002214.jpg \n", + " inflating: data/women/00002215.jpg \n", + " inflating: data/women/00002216.jpg \n", + " inflating: data/women/00002217.jpg \n", + " inflating: data/women/00002220.jpg \n", + " inflating: data/women/00002221.jpg \n", + " inflating: data/women/00002222.jpg \n", + " inflating: data/women/00002223.jpg \n", + " inflating: data/women/00002224.jpg \n", + " inflating: data/women/00002225.png \n", + " inflating: data/women/00002226.jpg \n", + " inflating: data/women/00002227.jpg \n", + " inflating: data/women/00002228.png \n", + " inflating: data/women/00002229.jpg \n", + " inflating: data/women/00002230.jpg \n", + " inflating: data/women/00002231.jpg \n", + " inflating: data/women/00002232.jpg \n", + " inflating: data/women/00002233.png \n", + " inflating: data/women/00002236.png \n", + " inflating: data/women/00002238.jpg \n", + " inflating: data/women/00002240.jpg \n", + " inflating: data/women/00002242.jpeg \n", + " inflating: data/women/00002243.jpg \n", + " inflating: data/women/00002244.jpg \n", + " inflating: data/women/00002245.jpg \n", + " inflating: data/women/00002247.jpg \n", + " inflating: data/women/00002248.jpg \n", + " inflating: data/women/00002249.jpg \n", + " inflating: data/women/00002253.jpg \n", + " inflating: data/women/00002254.jpg \n", + " inflating: data/women/00002255.jpg \n", + " inflating: data/women/00002256.jpg \n", + " inflating: data/women/00002257.jpg \n", + " inflating: data/women/00002258.jpg \n", + " inflating: data/women/00002260.jpg \n", + " inflating: data/women/00002261.jpg \n", + " inflating: data/women/00002262.jpeg \n", + " inflating: data/women/00002263.jpeg \n", + " inflating: data/women/00002264.jpg \n", + " inflating: data/women/00002265.jpg \n", + " inflating: data/women/00002266.jpg \n", + " inflating: data/women/00002268.jpg \n", + " inflating: data/women/00002270.jpg \n", + " inflating: data/women/00002271.jpg \n", + " inflating: data/women/00002273.jpg \n", + " inflating: data/women/00002274.jpg \n", + " inflating: data/women/00002275.jpg \n", + " inflating: data/women/00002276.jpg \n", + " inflating: data/women/00002277.jpg \n", + " inflating: data/women/00002278.jpg \n", + " inflating: data/women/00002280.jpg \n", + " inflating: data/women/00002282.jpg \n", + " inflating: data/women/00002284.jpg \n", + " inflating: data/women/00002285.jpg \n", + " inflating: data/women/00002286.jpg \n", + " inflating: data/women/00002289.jpg \n", + " inflating: data/women/00002291.jpg \n", + " inflating: data/women/00002292.jpg \n", + " inflating: data/women/00002294.jpg \n", + " inflating: data/women/00002295.jpg \n", + " inflating: data/women/00002296.jpg \n", + " inflating: data/women/00002297.png \n", + " inflating: data/women/00002298.png \n", + " inflating: data/women/00002299.jpg \n", + " inflating: data/women/00002300.jpg \n", + " inflating: data/women/00002301.jpg \n", + " inflating: data/women/00002303.jpg \n", + " inflating: data/women/00002304.jpg \n", + " inflating: data/women/00002305.jpg \n", + " inflating: data/women/00002306.jpg \n", + " inflating: data/women/00002307.jpg \n", + " inflating: data/women/00002308.jpg \n", + " inflating: data/women/00002309.jpg \n", + " inflating: data/women/00002310.jpg \n", + " inflating: data/women/00002312.jpg \n", + " inflating: data/women/00002313.jpg \n", + " inflating: data/women/00002314.jpg \n", + " inflating: data/women/00002316.jpg \n", + " inflating: data/women/00002317.jpg \n", + " inflating: data/women/00002318.jpg \n", + " inflating: data/women/00002319.jpg \n", + " inflating: data/women/00002320.jpg \n", + " inflating: data/women/00002323.jpg \n", + " inflating: data/women/00002325.jpg \n", + " inflating: data/women/00002326.jpg \n", + " inflating: data/women/00002327.jpg \n", + " inflating: data/women/00002334.jpg \n", + " inflating: data/women/00002336.jpg \n", + " inflating: data/women/00002339.png \n", + " inflating: data/women/00002340.jpg \n", + " inflating: data/women/00002346.jpg \n", + " inflating: data/women/00002349.jpg \n", + " inflating: data/women/00002350.jpg \n", + " inflating: data/women/00002351.jpg \n", + " inflating: data/women/00002353.jpg \n", + " inflating: data/women/00002354.jpg \n", + " inflating: data/women/00002355.jpg \n", + " inflating: data/women/00002356.JPG \n", + " inflating: data/women/00002358.jpg \n", + " inflating: data/women/00002360.jpg \n", + " inflating: data/women/00002361.jpg \n", + " inflating: data/women/00002362.jpg \n", + " inflating: data/women/00002364.jpg \n", + " inflating: data/women/00002365.jpg \n", + " inflating: data/women/00002366.jpg \n", + " inflating: data/women/00002371.jpg \n", + " inflating: data/women/00002372.jpg \n", + " inflating: data/women/00002373.jpg \n", + " inflating: data/women/00002374.jpg \n", + " inflating: data/women/00002375.jpeg \n", + " inflating: data/women/00002376.jpg \n", + " inflating: data/women/00002377.jpg \n", + " inflating: data/women/00002379.jpeg \n", + " inflating: data/women/00002380.jpg \n", + " inflating: data/women/00002381.jpg \n", + " inflating: data/women/00002382.jpg \n", + " inflating: data/women/00002383.gif \n", + " inflating: data/women/00002384.jpg \n", + " inflating: data/women/00002386.jpg \n", + " inflating: data/women/00002387.jpg \n", + " inflating: data/women/00002388.jpg \n", + " inflating: data/women/00002389.png \n", + " inflating: data/women/00002390.jpg \n", + " inflating: data/women/00002391.jpg \n", + " inflating: data/women/00002392.jpg \n", + " inflating: data/women/00002393.jpg \n", + " inflating: data/women/00002396.jpg \n", + " inflating: data/women/00002397.jpg \n", + " inflating: data/women/00002398.jpg \n", + " inflating: data/women/00002400.png \n", + " inflating: data/women/00002401.jpg \n", + " inflating: data/women/00002403.gif \n", + " inflating: data/women/00002404.jpg \n", + " inflating: data/women/00002405.jpg \n", + " inflating: data/women/00002406.jpg \n", + " inflating: data/women/00002407.jpg \n", + " inflating: data/women/00002408.jpg \n", + " inflating: data/women/00002409.jpg \n", + " inflating: data/women/00002415.jpg \n", + " inflating: data/women/00002416.jpg \n", + " inflating: data/women/00002417.jpg \n", + " inflating: data/women/00002418.jpg \n", + " inflating: data/women/00002419.jpg \n", + " inflating: data/women/00002420.jpg \n", + " inflating: data/women/00002421.jpg \n", + " inflating: data/women/00002423.jpg \n", + " inflating: data/women/00002424.jpg \n", + " inflating: data/women/00002425.jpg \n", + " inflating: data/women/00002426.jpg \n", + " inflating: data/women/00002427.jpg \n", + " inflating: data/women/00002428.jpg \n", + " inflating: data/women/000400296.png \n", + " inflating: data/women/02 (1).jpeg \n", + " inflating: data/women/02 (1).jpg \n", + " inflating: data/women/02 (10).jpg \n", + " inflating: data/women/02 (11).jpg \n", + " inflating: data/women/02 (2).jpg \n", + " inflating: data/women/02 (3).jpg \n", + " inflating: data/women/02 (4).jpg \n", + " inflating: data/women/02 (5).jpg \n", + " inflating: data/women/02 (6).jpg \n", + " inflating: data/women/02 (7).jpg \n", + " inflating: data/women/02 (8).jpg \n", + " inflating: data/women/02 (9).jpg \n", + " inflating: data/women/06 (1).jpg \n", + " inflating: data/women/06 (1).png \n", + " inflating: data/women/06 (2).jpg \n", + " inflating: data/women/missclassed (1).gif \n", + " inflating: data/women/missclassed (1).jpeg \n", + " inflating: data/women/missclassed (1).jpg \n", + " inflating: data/women/missclassed (1).png \n", + " inflating: data/women/missclassed (10).jpg \n", + " inflating: data/women/missclassed (10).png \n", + " inflating: data/women/missclassed (11).jpg \n", + " inflating: data/women/missclassed (11).png \n", + " inflating: data/women/missclassed (12).jpg \n", + " inflating: data/women/missclassed (13).jpg \n", + " inflating: data/women/missclassed (14).jpg \n", + " inflating: data/women/missclassed (15).jpg \n", + " inflating: data/women/missclassed (16).jpg \n", + " inflating: data/women/missclassed (17).jpg \n", + " inflating: data/women/missclassed (18).jpg \n", + " inflating: data/women/missclassed (19).jpg \n", + " inflating: data/women/missclassed (2).jpg \n", + " inflating: data/women/missclassed (2).png \n", + " inflating: data/women/missclassed (20).jpg \n", + " inflating: data/women/missclassed (21).jpg \n", + " inflating: data/women/missclassed (22).jpg \n", + " inflating: data/women/missclassed (23).jpg \n", + " inflating: data/women/missclassed (24).jpg \n", + " inflating: data/women/missclassed (25).jpg \n", + " inflating: data/women/missclassed (26).jpg \n", + " inflating: data/women/missclassed (27).jpg \n", + " inflating: data/women/missclassed (28).jpg \n", + " inflating: data/women/missclassed (29).jpg \n", + " inflating: data/women/missclassed (3).jpg \n", + " inflating: data/women/missclassed (3).png \n", + " inflating: data/women/missclassed (30).jpg \n", + " inflating: data/women/missclassed (31).jpg \n", + " inflating: data/women/missclassed (32).jpg \n", + " inflating: data/women/missclassed (33).jpg \n", + " inflating: data/women/missclassed (34).jpg \n", + " inflating: data/women/missclassed (35).jpg \n", + " inflating: data/women/missclassed (36).jpg \n", + " inflating: data/women/missclassed (37).jpg \n", + " inflating: data/women/missclassed (38).jpg \n", + " inflating: data/women/missclassed (39).jpg \n", + " inflating: data/women/missclassed (4).jpg \n", + " inflating: data/women/missclassed (4).png \n", + " inflating: data/women/missclassed (40).jpg \n", + " inflating: data/women/missclassed (41).jpg \n", + " inflating: data/women/missclassed (42).jpg \n", + " inflating: data/women/missclassed (43).jpg \n", + " inflating: data/women/missclassed (44).jpg \n", + " inflating: data/women/missclassed (45).jpg \n", + " inflating: data/women/missclassed (46).jpg \n", + " inflating: data/women/missclassed (47).jpg \n", + " inflating: data/women/missclassed (48).jpg \n", + " inflating: data/women/missclassed (49).jpg \n", + " inflating: data/women/missclassed (5).jpg \n", + " inflating: data/women/missclassed (5).png \n", + " inflating: data/women/missclassed (50).jpg \n", + " inflating: data/women/missclassed (51).jpg \n", + " inflating: data/women/missclassed (52).jpg \n", + " inflating: data/women/missclassed (53).jpg \n", + " inflating: data/women/missclassed (54).jpg \n", + " inflating: data/women/missclassed (56).jpg \n", + " inflating: data/women/missclassed (57).jpg \n", + " inflating: data/women/missclassed (58).jpg \n", + " inflating: data/women/missclassed (59).jpg \n", + " inflating: data/women/missclassed (6).jpg \n", + " inflating: data/women/missclassed (6).png \n", + " inflating: data/women/missclassed (60).jpg \n", + " inflating: data/women/missclassed (61).JPG \n", + " inflating: data/women/missclassed (62).jpg \n", + " inflating: data/women/missclassed (63).jpg \n", + " inflating: data/women/missclassed (64).JPG \n", + " inflating: data/women/missclassed (65).jpg \n", + " inflating: data/women/missclassed (66).jpg \n", + " inflating: data/women/missclassed (67).jpg \n", + " inflating: data/women/missclassed (68).jpg \n", + " inflating: data/women/missclassed (69).jpg \n", + " inflating: data/women/missclassed (7).jpg \n", + " inflating: data/women/missclassed (7).png \n", + " inflating: data/women/missclassed (70).jpg \n", + " inflating: data/women/missclassed (71).jpg \n", + " inflating: data/women/missclassed (72).jpg \n", + " inflating: data/women/missclassed (73).jpg \n", + " inflating: data/women/missclassed (74).jpg \n", + " inflating: data/women/missclassed (75).jpg \n", + " inflating: data/women/missclassed (76).jpg \n", + " inflating: data/women/missclassed (77).jpg \n", + " inflating: data/women/missclassed (78).jpg \n", + " inflating: data/women/missclassed (79).jpg \n", + " inflating: data/women/missclassed (8).jpg \n", + " inflating: data/women/missclassed (8).png \n", + " inflating: data/women/missclassed (80).jpg \n", + " inflating: data/women/missclassed (81).jpg \n", + " inflating: data/women/missclassed (82).jpg \n", + " inflating: data/women/missclassed (83).jpg \n", + " inflating: data/women/missclassed (84).jpg \n", + " inflating: data/women/missclassed (85).jpg \n", + " inflating: data/women/missclassed (86).jpg \n", + " inflating: data/women/missclassed (87).jpg \n", + " inflating: data/women/missclassed (88).jpg \n", + " inflating: data/women/missclassed (89).jpg \n", + " inflating: data/women/missclassed (9).jpg \n", + " inflating: data/women/missclassed (9).png \n", + " inflating: data/women/missclassed (90).jpg \n", + " inflating: data/women/missclassed (91).jpg \n", + " inflating: data/women/missclassed (92).jpg \n", + " inflating: data/women/missclassed (93).jpg \n", + " inflating: data/women/missclassed (94).jpg \n", + " inflating: data/women/missclassed (95).jpg \n", + " inflating: data/women/missclassed (96).jpg \n", + " inflating: men/00000001.jpg \n", + " inflating: men/00000002.jpg \n", + " inflating: men/0000000296.png \n", + " inflating: men/00000003.jpg \n", + " inflating: men/00000004.jpg \n", + " inflating: men/00000005.jpg \n", + " inflating: men/00000006.jpg \n", + " inflating: men/00000007.jpg \n", + " inflating: men/00000008.jpg \n", + " inflating: men/00000009.jpg \n", + " inflating: men/00000010.jpg \n", + " inflating: men/00000011.jpg \n", + " inflating: men/00000012.jpg \n", + " inflating: men/00000013.jpg \n", + " inflating: men/00000014.jpg \n", + " inflating: men/00000015.jpg \n", + " inflating: men/00000016.jpg \n", + " inflating: men/00000017.jpg \n", + " inflating: men/00000018.jpg \n", + " inflating: men/00000019.jpg \n", + " inflating: men/00000020.jpg \n", + " inflating: men/00000021.jpg \n", + " inflating: men/00000022.jpg \n", + " inflating: men/00000023.jpg \n", + " inflating: men/00000024.jpg \n", + " inflating: men/00000025.jpg \n", + " inflating: men/00000026.jpg \n", + " inflating: men/00000028.jpg \n", + " inflating: men/00000029.jpg \n", + " inflating: men/000000296.png \n", + " inflating: men/00000030.jpg \n", + " inflating: men/00000031.jpg \n", + " inflating: men/00000032.jpg \n", + " inflating: men/00000033.png \n", + " inflating: men/00000034.jpg \n", + " inflating: men/00000035.jpg \n", + " inflating: men/00000036.jpg \n", + " inflating: men/00000037.jpg \n", + " inflating: men/00000038.jpg \n", + " inflating: men/00000039.jpg \n", + " inflating: men/00000040.jpg \n", + " inflating: men/00000041.jpg \n", + " inflating: men/00000042.jpg \n", + " inflating: men/00000043.jpg \n", + " inflating: men/00000044.jpg \n", + " inflating: men/00000045.jpg \n", + " inflating: men/00000046.jpg \n", + " inflating: men/00000047.jpg \n", + " inflating: men/00000048.jpg \n", + " inflating: men/00000049.jpg \n", + " inflating: men/00000051.jpg \n", + " inflating: men/00000052.jpg \n", + " inflating: men/00000053.jpeg \n", + " inflating: men/00000054.jpg \n", + " inflating: men/00000055.jpg \n", + " inflating: men/00000056.jpg \n", + " inflating: men/00000057.jpg \n", + " inflating: men/00000058.jpg \n", + " inflating: men/00000059.jpg \n", + " inflating: men/00000060.jpg \n", + " inflating: men/00000061.jpg \n", + " inflating: men/00000062.jpg \n", + " inflating: men/00000063.jpg \n", + " inflating: men/00000065.jpg \n", + " inflating: men/00000066.jpg \n", + " inflating: men/00000067.jpg \n", + " inflating: men/00000068.jpg \n", + " inflating: men/00000070.jpg \n", + " inflating: men/00000072.jpg \n", + " inflating: men/00000073.jpg \n", + " inflating: men/00000074.jpg \n", + " inflating: men/00000075.jpg \n", + " inflating: men/00000076.jpg \n", + " inflating: men/00000077.jpg \n", + " inflating: men/00000078.jpg \n", + " inflating: men/00000079.jpg \n", + " inflating: men/00000080.png \n", + " inflating: men/00000082.jpg \n", + " inflating: men/00000083.jpg \n", + " inflating: men/00000084.jpg \n", + " inflating: men/00000085.jpg \n", + " inflating: men/00000086.jpg \n", + " inflating: men/00000089.jpg \n", + " inflating: men/000000899.jpg \n", + " inflating: men/00000090.jpg \n", + " inflating: men/00000091.jpg \n", + " inflating: men/00000092.jpg \n", + " inflating: men/00000093.png \n", + " inflating: men/00000094.jpg \n", + " inflating: men/00000095.jpg \n", + " inflating: men/00000096.jpg \n", + " inflating: men/00000097.jpg \n", + " inflating: men/00000098.jpg \n", + " inflating: men/00000099.jpg \n", + " inflating: men/00000100.jpg \n", + " inflating: men/00000101.jpg \n", + " inflating: men/00000102.jpg \n", + " inflating: men/00000104.jpg \n", + " inflating: men/00000105.jpg \n", + " inflating: men/00000106.jpg \n", + " inflating: men/00000107.jpg \n", + " inflating: men/00000108.jpg \n", + " inflating: men/00000111.jpg \n", + " inflating: men/00000112.jpg \n", + " inflating: men/00000113.jpg \n", + " inflating: men/00000114.jpg \n", + " inflating: men/00000115.jpg \n", + " inflating: men/00000116.jpg \n", + " inflating: men/00000117.png \n", + " inflating: men/00000118.jpg \n", + " inflating: men/00000119.jpg \n", + " inflating: men/00000121.jpg \n", + " inflating: men/00000122.jpg \n", + " inflating: men/00000123.jpeg \n", + " inflating: men/00000124.jpg \n", + " inflating: men/00000125.jpg \n", + " inflating: men/00000127.jpg \n", + " inflating: men/00000128.jpg \n", + " inflating: men/00000130.jpg \n", + " inflating: men/00000131.jpg \n", + " inflating: men/00000132.jpg \n", + " inflating: men/00000133.jpg \n", + " inflating: men/00000134.jpg \n", + " inflating: men/00000135.jpg \n", + " inflating: men/00000136.jpg \n", + " inflating: men/00000137.jpg \n", + " inflating: men/00000138.jpg \n", + " inflating: men/00000139.jpg \n", + " inflating: men/00000140.jpg \n", + " inflating: men/00000141.jpg \n", + " inflating: men/00000142.jpg \n", + " inflating: men/00000143.jpg \n", + " inflating: men/00000144.jpg \n", + " inflating: men/00000145.jpg \n", + " inflating: men/00000146.jpg \n", + " inflating: men/00000147.jpg \n", + " inflating: men/00000148.jpg \n", + " inflating: men/00000149.jpg \n", + " inflating: men/00000150.png \n", + " inflating: men/00000151.jpg \n", + " inflating: men/00000152.png \n", + " inflating: men/00000153.jpg \n", + " inflating: men/00000155.jpg \n", + " inflating: men/00000156.jpg \n", + " inflating: men/00000157.jpg \n", + " inflating: men/00000159.jpg \n", + " inflating: men/00000160.jpg \n", + " inflating: men/00000161.jpg \n", + " inflating: men/00000162.jpg \n", + " inflating: men/00000163.jpg \n", + " inflating: men/00000164.jpg \n", + " inflating: men/00000165.jpg \n", + " inflating: men/00000166.jpg \n", + " inflating: men/00000167.jpg \n", + " inflating: men/00000168.jpg \n", + " inflating: men/00000169.jpg \n", + " inflating: men/00000170.jpg \n", + " inflating: men/00000171.jpg \n", + " inflating: men/00000172.jpg \n", + " inflating: men/00000173.jpg \n", + " inflating: men/00000174.jpg \n", + " inflating: men/00000175.jpg \n", + " inflating: men/00000176.jpg \n", + " inflating: men/00000177.jpg \n", + " inflating: men/00000178.jpg \n", + " inflating: men/00000179.jpg \n", + " inflating: men/00000180.jpg \n", + " inflating: men/00000181.jpg \n", + " inflating: men/00000182.jpg \n", + " inflating: men/00000183.jpg \n", + " inflating: men/00000184.png \n", + " inflating: men/00000185.jpg \n", + " inflating: men/00000186.jpg \n", + " inflating: men/00000187.jpg \n", + " inflating: men/00000188.jpg \n", + " inflating: men/00000190.jpg \n", + " inflating: men/00000191.jpg \n", + " inflating: men/00000192.jpg \n", + " inflating: men/00000193.jpg \n", + " inflating: men/00000194.jpg \n", + " inflating: men/00000195.jpg \n", + " inflating: men/00000196.png \n", + " inflating: men/00000197.jpg \n", + " inflating: men/00000199.jpg \n", + " inflating: men/00000200.jpg \n", + " inflating: men/00000201.jpg \n", + " inflating: men/00000202.jpg \n", + " inflating: men/00000203.jpg \n", + " inflating: men/00000205.jpg \n", + " inflating: men/00000206.jpg \n", + " inflating: men/00000207.jpg \n", + " inflating: men/00000208.jpg \n", + " inflating: men/00000210.jpg \n", + " inflating: men/00000211.jpg \n", + " inflating: men/00000212.jpg \n", + " inflating: men/00000213.jpg \n", + " inflating: men/00000214.jpg \n", + " inflating: men/00000215.jpg \n", + " inflating: men/00000216.jpg \n", + " inflating: men/00000217.jpg \n", + " inflating: men/00000218.jpg \n", + " inflating: men/00000219.jpg \n", + " inflating: men/00000220.jpg \n", + " inflating: men/00000221.jpg \n", + " inflating: men/00000222.jpg \n", + " inflating: men/00000223.jpg \n", + " inflating: men/00000225.jpg \n", + " inflating: men/00000226.Jpg \n", + " inflating: men/00000227.jpg \n", + " inflating: men/00000228.jpg \n", + " inflating: men/00000229.jpg \n", + " inflating: men/00000230.jpg \n", + " inflating: men/00000232.jpg \n", + " inflating: men/00000233.jpg \n", + " inflating: men/00000234.jpg \n", + " inflating: men/00000235.jpg \n", + " inflating: men/00000236.jpg \n", + " inflating: men/00000237.jpg \n", + " inflating: men/00000238.jpg \n", + " inflating: men/00000240.jpg \n", + " inflating: men/00000241.jpg \n", + " inflating: men/00000242.jpg \n", + " inflating: men/00000243.jpg \n", + " inflating: men/00000244.jpg \n", + " inflating: men/00000245.jpg \n", + " inflating: men/00000246.png \n", + " inflating: men/00000247.jpg \n", + " inflating: men/00000249.jpg \n", + " inflating: men/00000250.jpg \n", + " inflating: men/00000251.jpg \n", + " inflating: men/00000252.jpg \n", + " inflating: men/00000253.jpg \n", + " inflating: men/00000255.jpg \n", + " inflating: men/00000256.jpg \n", + " inflating: men/00000257.jpg \n", + " inflating: men/00000258.jpg \n", + " inflating: men/00000259.jpg \n", + " inflating: men/00000260.jpg \n", + " inflating: men/00000261.jpg \n", + " inflating: men/00000262.jpg \n", + " inflating: men/00000263.jpg \n", + " inflating: men/00000264.jpg \n", + " inflating: men/00000265.jpg \n", + " inflating: men/00000266.jpg \n", + " inflating: men/00000267.jpg \n", + " inflating: men/00000268.jpg \n", + " inflating: men/00000269.jpg \n", + " inflating: men/00000271.jpg \n", + " inflating: men/00000272.jpg \n", + " inflating: men/00000273.jpg \n", + " inflating: men/00000274.jpg \n", + " inflating: men/00000275.png \n", + " inflating: men/00000276.jpg \n", + " inflating: men/00000277.jpg \n", + " inflating: men/00000278.jpg \n", + " inflating: men/00000279.jpg \n", + " inflating: men/00000280.jpg \n", + " inflating: men/00000281.jpg \n", + " inflating: men/00000283.jpg \n", + " inflating: men/00000284.jpg \n", + " inflating: men/00000285.jpg \n", + " inflating: men/00000286.jpg \n", + " inflating: men/00000287.jpg \n", + " inflating: men/00000288.jpg \n", + " inflating: men/00000289.jpg \n", + " inflating: men/00000290.jpg \n", + " inflating: men/00000291.jpg \n", + " inflating: men/00000292.png \n", + " inflating: men/00000295.jpg \n", + " inflating: men/00000297.jpg \n", + " inflating: men/00000298.jpg \n", + " inflating: men/00000299.jpg \n", + " inflating: men/00000300.JPG \n", + " inflating: men/00000301.jpg \n", + " inflating: men/00000303.jpg \n", + " inflating: men/00000304.jpg \n", + " inflating: men/00000305.jpg \n", + " inflating: men/00000306.jpg \n", + " inflating: men/00000308.jpg \n", + " inflating: men/00000309.jpg \n", + " inflating: men/00000310.jpg \n", + " inflating: men/00000311.jpg \n", + " inflating: men/00000312.jpg \n", + " inflating: men/00000313.jpg \n", + " inflating: men/00000314.jpg \n", + " inflating: men/00000315.jpg \n", + " inflating: men/00000317.jpg \n", + " inflating: men/00000318.jpg \n", + " inflating: men/00000319.jpg \n", + " inflating: men/00000321.jpg \n", + " inflating: men/00000322.jpg \n", + " inflating: men/00000323.jpg \n", + " inflating: men/00000325.jpg \n", + " inflating: men/00000326.jpg \n", + " inflating: men/00000327.jpg \n", + " inflating: men/00000328.jpg \n", + " inflating: men/00000329.jpg \n", + " inflating: men/00000330.jpg \n", + " inflating: men/00000331.jpg \n", + " inflating: men/00000334.jpg \n", + " inflating: men/00000335.jpg \n", + " inflating: men/00000336.jpg \n", + " inflating: men/00000337.jpg \n", + " inflating: men/00000338.jpg \n", + " inflating: men/00000339.png \n", + " inflating: men/00000341.jpg \n", + " inflating: men/00000342.jpg \n", + " inflating: men/00000344.jpg \n", + " inflating: men/00000345.jpg \n", + " inflating: men/00000346.jpg \n", + " inflating: men/00000347.jpg \n", + " inflating: men/00000350.jpg \n", + " inflating: men/00000351.jpg \n", + " inflating: men/00000352.jpg \n", + " inflating: men/00000353.jpg \n", + " inflating: men/00000354.jpg \n", + " inflating: men/00000355.jpg \n", + " inflating: men/00000356.jpg \n", + " inflating: men/00000357.jpg \n", + " inflating: men/00000358.jpg \n", + " inflating: men/00000359.jpg \n", + " inflating: men/00000360.jpg \n", + " inflating: men/00000361.jpg \n", + " inflating: men/00000364.png \n", + " inflating: men/00000366.jpg \n", + " inflating: men/00000369.jpg \n", + " inflating: men/00000371.jpg \n", + " inflating: men/00000372.jpg \n", + " inflating: men/00000374.jpg \n", + " inflating: men/00000376.jpg \n", + " inflating: men/00000378.jpg \n", + " inflating: men/00000379.jpg \n", + " inflating: men/00000381.jpg \n", + " inflating: men/00000382.jpg \n", + " inflating: men/00000385.jpg \n", + " inflating: men/00000387.jpg \n", + " inflating: men/00000388.jpg \n", + " inflating: men/00000390.jpg \n", + " inflating: men/00000391.jpeg \n", + " inflating: men/00000392.jpg \n", + " inflating: men/00000393.jpg \n", + " inflating: men/00000397.jpg \n", + " inflating: men/00000399.jpg \n", + " inflating: men/00000402.jpg \n", + " inflating: men/00000405.jpg \n", + " inflating: men/00000406.jpg \n", + " inflating: men/00000408.jpg \n", + " inflating: men/00000411.jpg \n", + " inflating: men/00000412.jpg \n", + " inflating: men/00000413.jpg \n", + " inflating: men/00000416.jpg \n", + " inflating: men/00000417.png \n", + " inflating: men/00000418.jpg \n", + " inflating: men/00000420.jpg \n", + " inflating: men/00000421.jpg \n", + " inflating: men/00000423.jpg \n", + " inflating: men/00000424.jpg \n", + " inflating: men/00000426.jpg \n", + " inflating: men/00000427.png \n", + " inflating: men/00000434.jpg \n", + " inflating: men/00000435.jpg \n", + " inflating: men/00000436.png \n", + " inflating: men/00000437.jpg \n", + " inflating: men/00000441.jpg \n", + " inflating: men/00000442.jpg \n", + " inflating: men/00000443.jpg \n", + " inflating: men/00000445.jpg \n", + " inflating: men/00000446.jpg \n", + " inflating: men/00000453.jpg \n", + " inflating: men/00000454.jpg \n", + " inflating: men/00000455.jpg \n", + " inflating: men/00000458.jpg \n", + " inflating: men/00000459.jpg \n", + " inflating: men/00000464.jpg \n", + " inflating: men/00000465.jpg \n", + " inflating: men/00000467.jpg \n", + " inflating: men/00000469.jpg \n", + " inflating: men/00000471.jpg \n", + " inflating: men/00000482.jpg \n", + " inflating: men/00000484.jpg \n", + " inflating: men/00000485.jpg \n", + " inflating: men/00000486.jpg \n", + " inflating: men/00000487.jpg \n", + " inflating: men/00000489.jpg \n", + " inflating: men/00000490.jpg \n", + " inflating: men/00000493.jpg \n", + " inflating: men/00000494.jpg \n", + " inflating: men/00000496.jpg \n", + " inflating: men/00000502.jpg \n", + " inflating: men/00000504.jpg \n", + " inflating: men/00000506.jpg \n", + " inflating: men/00000510.jpg \n", + " inflating: men/00000512.jpg \n", + " inflating: men/00000514.jpg \n", + " inflating: men/00000517.jpg \n", + " inflating: men/00000521.jpg \n", + " inflating: men/00000524.jpg \n", + " inflating: men/00000526.jpg \n", + " inflating: men/00000528.jpg \n", + " inflating: men/00000532.jpg \n", + " inflating: men/00000533.jpg \n", + " inflating: men/00000534.png \n", + " inflating: men/00000535.jpg \n", + " inflating: men/00000537.jpg \n", + " inflating: men/00000538.jpg \n", + " inflating: men/00000543.jpg \n", + " inflating: men/00000544.jpg \n", + " inflating: men/00000554.jpg \n", + " inflating: men/00000557.jpg \n", + " inflating: men/00000560.jpg \n", + " inflating: men/00000562.jpg \n", + " inflating: men/00000563.jpg \n", + " inflating: men/00000566.jpg \n", + " inflating: men/00000569.jpg \n", + " inflating: men/00000570.jpg \n", + " inflating: men/00000581.jpg \n", + " inflating: men/00000583.jpg \n", + " inflating: men/00000587.jpg \n", + " inflating: men/00000593.jpg \n", + " inflating: men/00000603.jpg \n", + " inflating: men/00000606.jpg \n", + " inflating: men/00000608.jpg \n", + " inflating: men/00000609.jpg \n", + " inflating: men/00000614.jpg \n", + " inflating: men/00000615.jpg \n", + " inflating: men/00000621.jpg \n", + " inflating: men/00000622.jpg \n", + " inflating: men/00000635.jpg \n", + " inflating: men/00000645.jpg \n", + " inflating: men/00000646.jpg \n", + " inflating: men/00000652.jpg \n", + " inflating: men/00000653.jpg \n", + " inflating: men/00000655.jpg \n", + " inflating: men/00000656.jpg \n", + " inflating: men/00000662.jpg \n", + " inflating: men/00000665.jpg \n", + " inflating: men/00000666.jpg \n", + " inflating: men/00000667.jpg \n", + " inflating: men/00000668.jpg \n", + " inflating: men/00000671.jpg \n", + " inflating: men/00000677.jpg \n", + " inflating: men/00000684.jpg \n", + " inflating: men/00000685.jpg \n", + " inflating: men/00000689.jpg \n", + " inflating: men/00000691.jpg \n", + " inflating: men/00000696.jpg \n", + " inflating: men/00000703.gif \n", + " inflating: men/00000707.jpg \n", + " inflating: men/00000712.jpg \n", + " inflating: men/00000714.jpg \n", + " inflating: men/00000715.jpg \n", + " inflating: men/00000717.jpg \n", + " inflating: men/00000723.jpg \n", + " inflating: men/00000727.jpg \n", + " inflating: men/00000729.jpg \n", + " inflating: men/00000736.jpeg \n", + " inflating: men/00000737.jpg \n", + " inflating: men/00000747.jpg \n", + " inflating: men/00000749.jpg \n", + " inflating: men/00000750.jpg \n", + " inflating: men/00000754.jpg \n", + " inflating: men/00000756.jpg \n", + " inflating: men/00000760.jpg \n", + " inflating: men/00000768.jpg \n", + " inflating: men/00000769.jpg \n", + " inflating: men/00000774.jpg \n", + " inflating: men/00000781.jpg \n", + " inflating: men/00000783.jpg \n", + " inflating: men/00000785.jpg \n", + " inflating: men/00000787.jpg \n", + " inflating: men/00000788.jpg \n", + " inflating: men/00000791.jpg \n", + " inflating: men/00000797.jpg \n", + " inflating: men/00000798.jpg \n", + " inflating: men/00000799.jpg \n", + " inflating: men/00000800.jpg \n", + " inflating: men/00000801.jpg \n", + " inflating: men/00000802.jpg \n", + " inflating: men/00000803.jpg \n", + " inflating: men/00000804.jpg \n", + " inflating: men/00000805.jpg \n", + " inflating: men/00000806.jpg \n", + " inflating: men/00000807.jpg \n", + " inflating: men/00000808.png \n", + " inflating: men/00000809.jpg \n", + " inflating: men/00000810.jpg \n", + " inflating: men/00000811.jpg \n", + " inflating: men/00000812.png \n", + " inflating: men/00000813.jpg \n", + " inflating: men/00000814.jpeg \n", + " inflating: men/00000815.JPG \n", + " inflating: men/00000816.jpg \n", + " inflating: men/00000818.jpg \n", + " inflating: men/00000819.jpg \n", + " inflating: men/00000820.jpg \n", + " inflating: men/00000821.jpeg \n", + " inflating: men/00000822.jpg \n", + " inflating: men/00000823.png \n", + " inflating: men/00000824.jpg \n", + " inflating: men/00000825.jpg \n", + " inflating: men/00000826.jpg \n", + " inflating: men/00000827.jpg \n", + " inflating: men/00000828.jpg \n", + " inflating: men/00000830.jpg \n", + " inflating: men/00000831.jpg \n", + " inflating: men/00000832.gif \n", + " inflating: men/00000833.jpg \n", + " inflating: men/00000834.jpg \n", + " inflating: men/00000835.jpeg \n", + " inflating: men/00000836.jpg \n", + " inflating: men/00000837.jpg \n", + " inflating: men/00000838.jpg \n", + " inflating: men/00000839.jpg \n", + " inflating: men/00000840.jpg \n", + " inflating: men/00000841.jpg \n", + " inflating: men/00000842.jpeg \n", + " inflating: men/00000843.jpg \n", + " inflating: men/00000844.jpg \n", + " inflating: men/00000845.jpg \n", + " inflating: men/00000846.jpg \n", + " inflating: men/00000847.jpg \n", + " inflating: men/00000848.jpg \n", + " inflating: men/00000849.jpg \n", + " inflating: men/00000850.jpg \n", + " inflating: men/00000851.JPG \n", + " inflating: men/00000852.jpg \n", + " inflating: men/00000853.jpg \n", + " inflating: men/00000854.jpg \n", + " inflating: men/00000855.jpg \n", + " inflating: men/00000856.png \n", + " inflating: men/00000857.jpeg \n", + " inflating: men/00000858.jpg \n", + " inflating: men/00000859.jpg \n", + " inflating: men/00000860.png \n", + " inflating: men/00000861.jpg \n", + " inflating: men/00000862.jpg \n", + " inflating: men/00000863.jpg \n", + " inflating: men/00000864.jpg \n", + " inflating: men/00000865.jpg \n", + " inflating: men/00000866.jpg \n", + " inflating: men/00000868.jpg \n", + " inflating: men/00000869.jpg \n", + " inflating: men/00000870.jpg \n", + " inflating: men/00000871.jpg \n", + " inflating: men/00000872.jpg \n", + " inflating: men/00000873.jpg \n", + " inflating: men/00000874.jpg \n", + " inflating: men/00000875.jpg \n", + " inflating: men/00000876.jpg \n", + " inflating: men/00000877.jpeg \n", + " inflating: men/00000879.png \n", + " inflating: men/00000880.jpg \n", + " inflating: men/00000881.jpg \n", + " inflating: men/00000882.jpg \n", + " inflating: men/00000883.jpg \n", + " inflating: men/00000884.jpg \n", + " inflating: men/00000885.jpeg \n", + " inflating: men/00000886.jpg \n", + " inflating: men/00000887.jpg \n", + " inflating: men/00000888.png \n", + " inflating: men/00000889.jpg \n", + " inflating: men/00000891.jpg \n", + " inflating: men/00000892.jpg \n", + " inflating: men/00000893.jpg \n", + " inflating: men/00000894.jpg \n", + " inflating: men/00000895.jpg \n", + " inflating: men/00000896.jpg \n", + " inflating: men/00000897.png \n", + " inflating: men/00000898.jpg \n", + " inflating: men/00000899.jpg \n", + " inflating: men/00000900.jpg \n", + " inflating: men/00000903.jpg \n", + " inflating: men/00000904.jpg \n", + " inflating: men/00000905.jpg \n", + " inflating: men/00000906.jpg \n", + " inflating: men/00000907.JPG \n", + " inflating: men/00000909.jpg \n", + " inflating: men/00000910.jpg \n", + " inflating: men/00000911.jpg \n", + " inflating: men/00000912.jpg \n", + " inflating: men/00000914.jpg \n", + " inflating: men/00000915.jpg \n", + " inflating: men/00000916.jpg \n", + " inflating: men/00000917.jpg \n", + " inflating: men/00000918.jpg \n", + " inflating: men/00000919.png \n", + " inflating: men/00000920.jpg \n", + " inflating: men/00000921.jpg \n", + " inflating: men/00000922.jpg \n", + " inflating: men/00000923.jpg \n", + " inflating: men/00000924.jpg \n", + " inflating: men/00000925.jpg \n", + " inflating: men/00000926.jpg \n", + " inflating: men/00000927.jpg \n", + " inflating: men/00000928.png \n", + " inflating: men/00000929.jpg \n", + " inflating: men/00000930.png \n", + " inflating: men/00000931.jpg \n", + " inflating: men/00000932.jpg \n", + " inflating: men/00000933.jpg \n", + " inflating: men/00000934.jpg \n", + " inflating: men/00000935.jpg \n", + " inflating: men/00000936.jpg \n", + " inflating: men/00000938.jpg \n", + " inflating: men/00000939.jpg \n", + " inflating: men/00000940.png \n", + " inflating: men/00000941.png \n", + " inflating: men/00000942.jpg \n", + " inflating: men/00000943.jpg \n", + " inflating: men/00000944.jpg \n", + " inflating: men/00000945.jpg \n", + " inflating: men/00000946.png \n", + " inflating: men/00000947.jpg \n", + " inflating: men/00000948.jpg \n", + " inflating: men/00000949.jpg \n", + " inflating: men/00000950.jpg \n", + " inflating: men/00000951.jpg \n", + " inflating: men/00000953.jpg \n", + " inflating: men/00000954.jpg \n", + " inflating: men/00000955.jpg \n", + " inflating: men/00000956.jpg \n", + " inflating: men/00000957.jpg \n", + " inflating: men/00000958.jpg \n", + " inflating: men/00000959.png \n", + " inflating: men/00000960.jpg \n", + " inflating: men/00000961.png \n", + " inflating: men/00000963.gif \n", + " inflating: men/00000964.jpg \n", + " inflating: men/00000965.jpg \n", + " inflating: men/00000966.jpg \n", + " inflating: men/00000967.jpg \n", + " inflating: men/00000968.jpg \n", + " inflating: men/00000970.jpg \n", + " inflating: men/00000971.jpg \n", + " inflating: men/00000972.jpg \n", + " inflating: men/00000973.jpg \n", + " inflating: men/00000974.jpg \n", + " inflating: men/00000976.jpg \n", + " inflating: men/00000977.jpg \n", + " inflating: men/00000978.jpg \n", + " inflating: men/00000979.jpg \n", + " inflating: men/00000980.jpg \n", + " inflating: men/00000981.jpg \n", + " inflating: men/00000982.jpg \n", + " inflating: men/00000983.jpg \n", + " inflating: men/00000984.jpg \n", + " inflating: men/00000985.jpg \n", + " inflating: men/00000986.jpg \n", + " inflating: men/00000987.jpg \n", + " inflating: men/00000988.jpg \n", + " inflating: men/00000989.jpg \n", + " inflating: men/00000990.jpg \n", + " inflating: men/00000991.JPEG \n", + " inflating: men/00000992.jpg \n", + " inflating: men/00000993.jpg \n", + " inflating: men/00000994.png \n", + " inflating: men/00000995.jpeg \n", + " inflating: men/00000997.jpg \n", + " inflating: men/00000999.jpg \n", + " inflating: men/00001000.jpg \n", + " inflating: men/00001001.jpg \n", + " inflating: men/00001004.jpg \n", + " inflating: men/00001005.jpg \n", + " inflating: men/00001006.jpg \n", + " inflating: men/00001007.JPG \n", + " inflating: men/00001008.jpg \n", + " inflating: men/00001010.jpg \n", + " inflating: men/00001011.jpg \n", + " inflating: men/00001013.jpg \n", + " inflating: men/00001014.jpg \n", + " inflating: men/00001015.jpg \n", + " inflating: men/00001016.png \n", + " inflating: men/00001017.jpg \n", + " inflating: men/00001019.jpg \n", + " inflating: men/00001020.jpeg \n", + " inflating: men/00001021.jpg \n", + " inflating: men/00001022.jpg \n", + " inflating: men/00001023.jpg \n", + " inflating: men/00001024.jpg \n", + " inflating: men/00001025.jpg \n", + " inflating: men/00001026.jpg \n", + " inflating: men/00001027.jpg \n", + " inflating: men/00001028.jpg \n", + " inflating: men/00001029.jpg \n", + " inflating: men/00001030.jpg \n", + " inflating: men/00001031.jpeg \n", + " inflating: men/00001033.jpg \n", + " inflating: men/00001034.jpg \n", + " inflating: men/00001035.jpg \n", + " inflating: men/00001036.jpg \n", + " inflating: men/00001037.jpg \n", + " inflating: men/00001038.jpg \n", + " inflating: men/00001039.jpg \n", + " inflating: men/00001041.jpg \n", + " inflating: men/00001042.jpg \n", + " inflating: men/00001043.jpg \n", + " inflating: men/00001044.jpg \n", + " inflating: men/00001047.jpg \n", + " inflating: men/00001048.jpg \n", + " inflating: men/00001049.jpg \n", + " inflating: men/00001050.jpg \n", + " inflating: men/00001051.jpg \n", + " inflating: men/00001052.jpg \n", + " inflating: men/00001054.jpg \n", + " inflating: men/00001055.jpg \n", + " inflating: men/00001056.jpg \n", + " inflating: men/00001057.jpg \n", + " inflating: men/00001058.jpg \n", + " inflating: men/00001060.jpg \n", + " inflating: men/00001061.jpg \n", + " inflating: men/00001062.jpg \n", + " inflating: men/00001063.jpg \n", + " inflating: men/00001064.jpg \n", + " inflating: men/00001065.jpg \n", + " inflating: men/00001066.jpg \n", + " inflating: men/00001067.jpg \n", + " inflating: men/00001068.jpg \n", + " inflating: men/00001069.jpg \n", + " inflating: men/00001070.jpg \n", + " inflating: men/00001071.png \n", + " inflating: men/00001072.jpg \n", + " inflating: men/00001073.jpg \n", + " inflating: men/00001074.jpg \n", + " inflating: men/00001075.jpg \n", + " inflating: men/00001076.jpg \n", + " inflating: men/00001077.jpg \n", + " inflating: men/00001078.jpg \n", + " inflating: men/00001079.jpg \n", + " inflating: men/00001080.jpg \n", + " inflating: men/00001082.jpg \n", + " inflating: men/00001085.jpg \n", + " inflating: men/00001086.jpg \n", + " inflating: men/00001087.jpg \n", + " inflating: men/00001088.jpg \n", + " inflating: men/00001089.jpg \n", + " inflating: men/00001092.jpg \n", + " inflating: men/00001093.jpg \n", + " inflating: men/00001095.jpg \n", + " inflating: men/00001096.jpg \n", + " inflating: men/00001097.jpg \n", + " inflating: men/00001098.jpg \n", + " inflating: men/00001100.jpg \n", + " inflating: men/00001101.jpg \n", + " inflating: men/00001102.jpg \n", + " inflating: men/00001103.jpeg \n", + " inflating: men/00001105.jpg \n", + " inflating: men/00001106.jpg \n", + " inflating: men/00001107.JPG \n", + " inflating: men/00001108.jpg \n", + " inflating: men/00001109.jpg \n", + " inflating: men/00001110.jpg \n", + " inflating: men/00001111.jpg \n", + " inflating: men/00001113.jpg \n", + " inflating: men/00001114.jpg \n", + " inflating: men/00001116.jpg \n", + " inflating: men/00001118.jpg \n", + " inflating: men/00001120.jpg \n", + " inflating: men/00001121.jpg \n", + " inflating: men/00001122.jpg \n", + " inflating: men/00001123.jpg \n", + " inflating: men/00001124.jpg \n", + " inflating: men/00001126.jpg \n", + " inflating: men/00001127.png \n", + " inflating: men/00001128.jpg \n", + " inflating: men/00001129.jpg \n", + " inflating: men/00001130.jpg \n", + " inflating: men/00001131.jpg \n", + " inflating: men/00001132.jpg \n", + " inflating: men/00001133.jpg \n", + " inflating: men/00001134.jpg \n", + " inflating: men/00001135.jpg \n", + " inflating: men/00001137.jpg \n", + " inflating: men/00001139.jpg \n", + " inflating: men/00001140.jpg \n", + " inflating: men/00001141.jpg \n", + " inflating: men/00001142.jpg \n", + " inflating: men/00001143.jpg \n", + " inflating: men/00001144.jpg \n", + " inflating: men/00001145.jpg \n", + " inflating: men/00001146.jpg \n", + " inflating: men/00001147.jpg \n", + " inflating: men/00001150.jpg \n", + " inflating: men/00001152.jpg \n", + " inflating: men/00001153.jpg \n", + " inflating: men/00001156.jpg \n", + " inflating: men/00001159.jpg \n", + " inflating: men/00001161.jpg \n", + " inflating: men/00001162.jpeg \n", + " inflating: men/00001163.jpg \n", + " inflating: men/00001164.jpg \n", + " inflating: men/00001166.jpg \n", + " inflating: men/00001167.jpg \n", + " inflating: men/00001168.jpg \n", + " inflating: men/00001169.jpg \n", + " inflating: men/00001172.jpg \n", + " inflating: men/00001173.jpeg \n", + " inflating: men/00001174.jpg \n", + " inflating: men/00001177.png \n", + " inflating: men/00001179.jpg \n", + " inflating: men/00001182.jpg \n", + " inflating: men/00001183.jpg \n", + " inflating: men/00001184.jpg \n", + " inflating: men/00001187.jpg \n", + " inflating: men/00001188.png \n", + " inflating: men/00001190.jpg \n", + " inflating: men/00001191.jpg \n", + " inflating: men/00001192.jpg \n", + " inflating: men/00001193.jpg \n", + " inflating: men/00001195.png \n", + " inflating: men/00001196.jpg \n", + " inflating: men/00001198.jpg \n", + " inflating: men/00001199.jpg \n", + " inflating: men/00001200.jpg \n", + " inflating: men/00001202.jpg \n", + " inflating: men/00001205.jpg \n", + " inflating: men/00001206.jpg \n", + " inflating: men/00001207.jpg \n", + " inflating: men/00001208.jpg \n", + " inflating: men/00001209.jpg \n", + " inflating: men/00001211.jpg \n", + " inflating: men/00001212.jpg \n", + " inflating: men/00001213.jpg \n", + " inflating: men/00001214.jpg \n", + " inflating: men/00001216.jpg \n", + " inflating: men/00001217.jpg \n", + " inflating: men/00001219.png \n", + " inflating: men/00001221.jpg \n", + " inflating: men/00001222.jpg \n", + " inflating: men/00001223.jpg \n", + " inflating: men/00001225.jpg \n", + " inflating: men/00001226.jpg \n", + " inflating: men/00001227.jpg \n", + " inflating: men/00001228.jpg \n", + " inflating: men/00001231.jpg \n", + " inflating: men/00001232.png \n", + " inflating: men/00001233.jpg \n", + " inflating: men/00001234.jpg \n", + " inflating: men/00001235.jpeg \n", + " inflating: men/00001236.jpg \n", + " inflating: men/00001239.jpg \n", + " inflating: men/00001240.jpg \n", + " inflating: men/00001243.jpg \n", + " inflating: men/00001248.jpg \n", + " inflating: men/00001249.jpg \n", + " inflating: men/00001250.jpg \n", + " inflating: men/00001252.jpg \n", + " inflating: men/00001253.jpg \n", + " inflating: men/00001254.jpg \n", + " inflating: men/00001256.jpg \n", + " inflating: men/00001257.jpg \n", + " inflating: men/00001258.jpg \n", + " inflating: men/00001260.jpg \n", + " inflating: men/00001261.png \n", + " inflating: men/00001264.jpg \n", + " inflating: men/00001265.jpg \n", + " inflating: men/00001267.jpeg \n", + " inflating: men/00001271.jpg \n", + " inflating: men/00001273.jpg \n", + " inflating: men/00001274.jpg \n", + " inflating: men/00001277.jpg \n", + " inflating: men/00001278.jpg \n", + " inflating: men/00001280.jpg \n", + " inflating: men/00001282.jpg \n", + " inflating: men/00001285.jpg \n", + " inflating: men/00001286.jpg \n", + " inflating: men/00001288.jpg \n", + " inflating: men/00001289.jpg \n", + " inflating: men/00001291.png \n", + " inflating: men/00001296.JPG \n", + " inflating: men/00001298.jpg \n", + " inflating: men/00001299.jpg \n", + " inflating: men/00001301.jpg \n", + " inflating: men/00001303.jpg \n", + " inflating: men/00001305.jpg \n", + " inflating: men/00001307.jpeg \n", + " inflating: men/00001308.jpg \n", + " inflating: men/00001312.jpg \n", + " inflating: men/00001316.jpg \n", + " inflating: men/00001322.jpg \n", + " inflating: men/00001324.jpg \n", + " inflating: men/00001331.jpg \n", + " inflating: men/00001332.jpg \n", + " inflating: men/00001334.jpeg \n", + " inflating: men/00001342.jpg \n", + " inflating: men/00001343.jpg \n", + " inflating: men/00001345.png \n", + " inflating: men/00001348.jpg \n", + " inflating: men/00001356.jpg \n", + " inflating: men/00001358.jpg \n", + " inflating: men/00001359.jpg \n", + " inflating: men/00001360.jpg \n", + " inflating: men/00001361.jpg \n", + " inflating: men/00001362.jpg \n", + " inflating: men/00001363.jpg \n", + " inflating: men/00001364.jpg \n", + " inflating: men/00001370.jpg \n", + " inflating: men/00001373.jpg \n", + " inflating: men/00001380.jpg \n", + " inflating: men/00001393.jpg \n", + " inflating: men/00001399.jpg \n", + " inflating: men/00001403.jpg \n", + " inflating: men/00001407.jpg \n", + " inflating: men/00001412.jpg \n", + " inflating: men/00001414.jpg \n", + " inflating: men/00001415.jpg \n", + " inflating: men/00001418.jpg \n", + " inflating: men/00001420.jpg \n", + " inflating: men/00001423.jpg \n", + " inflating: men/00001424.jpg \n", + " inflating: men/00001429.jpg \n", + " inflating: men/00001435.jpg \n", + " inflating: men/00001454.png \n", + " inflating: men/00001455.jpg \n", + " inflating: men/00001482.jpg \n", + " inflating: men/00001483.jpg \n", + " inflating: men/00001486.jpg \n", + " inflating: men/00001488.jpg \n", + " inflating: men/00001496.jpg \n", + " inflating: men/00001498.jpg \n", + " inflating: men/00001502.jpg \n", + " inflating: men/00001506.jpg \n", + " inflating: men/00001527.jpg \n", + " inflating: men/00001528.jpg \n", + " inflating: men/00001537.jpg \n", + " inflating: men/00001576.jpg \n", + " inflating: men/00001581.jpg \n", + " inflating: men/00001594.JPG \n", + " inflating: men/00001614.jpg \n", + " inflating: men/00001617.jpg \n", + " inflating: men/00001618.jpg \n", + " inflating: men/00001619.jpg \n", + " inflating: men/00001621.jpg \n", + " inflating: men/00001622.jpg \n", + " inflating: men/00001624.jpg \n", + " inflating: men/00001625.jpg \n", + " inflating: men/00001626.jpg \n", + " inflating: men/00001627.jpg \n", + " inflating: men/00001629.jpg \n", + " inflating: men/00001630.jpg \n", + " inflating: men/00001632.jpg \n", + " inflating: men/00001633.jpg \n", + " inflating: men/00001634.gif \n", + " inflating: men/00001635.jpg \n", + " inflating: men/00001636.jpg \n", + " inflating: men/00001637.png \n", + " inflating: men/00001638.jpg \n", + " inflating: men/00001639.gif \n", + " inflating: men/00001640.jpg \n", + " inflating: men/00001642.jpg \n", + " inflating: men/00001643.JPG \n", + " inflating: men/00001644.jpg \n", + " inflating: men/00001645.jpg \n", + " inflating: men/00001646.jpg \n", + " inflating: men/00001647.jpg \n", + " inflating: men/00001648.jpg \n", + " inflating: men/00001650.jpg \n", + " inflating: men/00001651.jpg \n", + " inflating: men/00001653.jpg \n", + " inflating: men/00001654.jpg \n", + " inflating: men/00001655.jpg \n", + " inflating: men/00001656.jpg \n", + " inflating: men/00001657.jpg \n", + " inflating: men/00001659.png \n", + " inflating: men/00001662.jpg \n", + " inflating: men/00001663.jpg \n", + " inflating: men/00001664.jpg \n", + " inflating: men/00001665.jpg \n", + " inflating: men/00001666.jpg \n", + " inflating: men/00001668.jpg \n", + " inflating: men/00001669.jpg \n", + " inflating: men/00001670.jpg \n", + " inflating: men/00001672.jpg \n", + " inflating: men/00001673.jpg \n", + " inflating: men/00001676.png \n", + " inflating: men/00001677.jpg \n", + " inflating: men/00001678.jpg \n", + " inflating: men/00001679.jpg \n", + " inflating: men/00001681.jpg \n", + " inflating: men/00001682.jpg \n", + " inflating: men/00001684.jpg \n", + " inflating: men/00001685.jpg \n", + " inflating: men/00001686.jpg \n", + " inflating: men/00001687.jpg \n", + " inflating: men/00001688.jpg \n", + " inflating: men/00001689.jpeg \n", + " inflating: men/00001691.jpg \n", + " inflating: men/00001693.jpg \n", + " inflating: men/00001695.jpg \n", + " inflating: men/00001696.jpg \n", + " inflating: men/00001697.jpg \n", + " inflating: men/00001699.jpg \n", + " inflating: men/00001700.jpg \n", + " inflating: men/00001701.jpg \n", + " inflating: men/00001703.jpg \n", + " inflating: men/00001705.jpg \n", + " inflating: men/00001706.jpg \n", + " inflating: men/00001707.jpg \n", + " inflating: men/00001709.jpg \n", + " inflating: men/00001712.jpg \n", + " inflating: men/00001713.jpeg \n", + " inflating: men/00001717.jpg \n", + " inflating: men/00001718.jpg \n", + " inflating: men/00001719.jpg \n", + " inflating: men/00001720.jpg \n", + " inflating: men/00001721.jpg \n", + " inflating: men/00001722.jpg \n", + " inflating: men/00001723.jpg \n", + " inflating: men/00001724.jpg \n", + " inflating: men/00001726.jpg \n", + " inflating: men/00001729.jpg \n", + " inflating: men/00001730.jpeg \n", + " inflating: men/00001732.jpg \n", + " inflating: men/00001733.jpeg \n", + " inflating: men/00001734.jpg \n", + " inflating: men/00001735.png \n", + " inflating: men/00001736.jpg \n", + " inflating: men/00001740.png \n", + " inflating: men/00001741.jpg \n", + " inflating: men/00001743.jpg \n", + " inflating: men/00001744.jpg \n", + " inflating: men/00001749.jpg \n", + " inflating: men/00001750.jpg \n", + " inflating: men/00001751.jpg \n", + " inflating: men/00001754.jpg \n", + " inflating: men/00001755.jpg \n", + " inflating: men/00001757.jpg \n", + " inflating: men/00001758.jpg \n", + " inflating: men/00001759.jpg \n", + " inflating: men/00001761.jpg \n", + " inflating: men/00001763.jpg \n", + " inflating: men/00001764.jpg \n", + " inflating: men/00001765.jpg \n", + " inflating: men/00001767.jpg \n", + " inflating: men/00001769.jpg \n", + " inflating: men/00001771.jpg \n", + " inflating: men/00001773.jpg \n", + " inflating: men/00001775.jpg \n", + " inflating: men/00001777.png \n", + " inflating: men/00001778.jpg \n", + " inflating: men/00001779.jpg \n", + " inflating: men/00001780.png \n", + " inflating: men/00001781.jpg \n", + " inflating: men/00001783.jpg \n", + " inflating: men/00001784.jpg \n", + " inflating: men/00001785.jpg \n", + " inflating: men/00001786.jpg \n", + " inflating: men/00001788.jpg \n", + " inflating: men/00001790.jpg \n", + " inflating: men/00001792.jpg \n", + " inflating: men/00001793.jpg \n", + " inflating: men/00001795.jpg \n", + " inflating: men/00001799.jpeg \n", + " inflating: men/00001800.jpg \n", + " inflating: men/00001801.png \n", + " inflating: men/00001802.jpg \n", + " inflating: men/00001805.jpg \n", + " inflating: men/00001806.png \n", + " inflating: men/00001807.png \n", + " inflating: men/00001808.jpg \n", + " inflating: men/00001810.jpg \n", + " inflating: men/00001811.jpg \n", + " inflating: men/00001814.jpg \n", + " inflating: men/00001816.jpg \n", + " inflating: men/00001818.jpg \n", + " inflating: men/00001819.jpg \n", + " inflating: men/00001821.jpg \n", + " inflating: men/00001822.jpg \n", + " inflating: men/00001824.jpg \n", + " inflating: men/00001827.jpg \n", + " inflating: men/00001828.jpg \n", + " inflating: men/00001830.jpg \n", + " inflating: men/00001832.jpg \n", + " inflating: men/00001836.jpg \n", + " inflating: men/00001838.png \n", + " inflating: men/00001839.jpg \n", + " inflating: men/00001840.jpg \n", + " inflating: men/00001843.jpg \n", + " inflating: men/00001844.jpg \n", + " inflating: men/00001845.jpg \n", + " inflating: men/00001847.png \n", + " inflating: men/00001850.jpg \n", + " inflating: men/00001853.JPG \n", + " inflating: men/00001856.jpg \n", + " inflating: men/00001858.jpg \n", + " inflating: men/00001860.jpg \n", + " inflating: men/00001861.jpg \n", + " inflating: men/00001862.jpg \n", + " inflating: men/00001863.jpg \n", + " inflating: men/00001864.jpg \n", + " inflating: men/00001866.jpg \n", + " inflating: men/00001868.jpg \n", + " inflating: men/00001869.jpg \n", + " inflating: men/00001870.jpg \n", + " inflating: men/00001872.jpg \n", + " inflating: men/00001874.jpg \n", + " inflating: men/00001876.jpg \n", + " inflating: men/00001879.jpg \n", + " inflating: men/00001881.jpg \n", + " inflating: men/00001883.jpg \n", + " inflating: men/00001884.jpg \n", + " inflating: men/00001886.jpg \n", + " inflating: men/00001887.jpg \n", + " inflating: men/00001888.JPG \n", + " inflating: men/00001892.jpg \n", + " inflating: men/00001893.jpg \n", + " inflating: men/00001894.jpg \n", + " inflating: men/00001895.jpg \n", + " inflating: men/00001898.jpg \n", + " inflating: men/00001899.jpg \n", + " inflating: men/00001902.jpg \n", + " inflating: men/00001904.jpg \n", + " inflating: men/00001906.jpg \n", + " inflating: men/00001911.jpg \n", + " inflating: men/00001914.jpg \n", + " inflating: men/00001915.jpg \n", + " inflating: men/00001919.jpg \n", + " inflating: men/00001921.jpg \n", + " inflating: men/00001925.jpg \n", + " inflating: men/00001926.jpeg \n", + " inflating: men/00001930.jpg \n", + " inflating: men/00001931.jpg \n", + " inflating: men/00001932.jpg \n", + " inflating: men/00001936.jpg \n", + " inflating: men/00001937.jpg \n", + " inflating: men/00001938.jpg \n", + " inflating: men/00001940.jpg \n", + " inflating: men/00001942.jpg \n", + " inflating: men/00001943.jpg \n", + " inflating: men/00001945.jpg \n", + " inflating: men/00001947.jpg \n", + " inflating: men/00001948.jpg \n", + " inflating: men/00001949.jpg \n", + " inflating: men/00001951.jpg \n", + " inflating: men/00001954.jpg \n", + " inflating: men/00001960.jpg \n", + " inflating: men/00001961.jpg \n", + " inflating: men/00001962.jpg \n", + " inflating: men/00001965.jpg \n", + " inflating: men/00001968.jpg \n", + " inflating: men/00001969.jpg \n", + " inflating: men/00001970.jpg \n", + " inflating: men/00001973.jpg \n", + " inflating: men/00001974.jpg \n", + " inflating: men/00001978.jpg \n", + " inflating: men/00001981.jpg \n", + " inflating: men/00001983.jpg \n", + " inflating: men/00001984.jpg \n", + " inflating: men/00001986.png \n", + " inflating: men/00001990.jpg \n", + " inflating: men/00001991.png \n", + " inflating: men/00001992.jpg \n", + " inflating: men/00001994.jpg \n", + " inflating: men/00001995.jpg \n", + " inflating: men/00001999.jpg \n", + " inflating: men/00002001.jpg \n", + " inflating: men/00002003.jpg \n", + " inflating: men/00002004.jpg \n", + " inflating: men/00002007.jpeg \n", + " inflating: men/00002010.jpg \n", + " inflating: men/00002011.jpg \n", + " inflating: men/00002012.jpg \n", + " inflating: men/00002014.jpg \n", + " inflating: men/00002015.jpg \n", + " inflating: men/00002016.jpg \n", + " inflating: men/00002017.jpg \n", + " inflating: men/00002020.jpg \n", + " inflating: men/00002025.jpg \n", + " inflating: men/00002026.jpg \n", + " inflating: men/00002027.jpg \n", + " inflating: men/00002029.png \n", + " inflating: men/00002030.jpg \n", + " inflating: men/00002032.jpg \n", + " inflating: men/00002033.jpg \n", + " inflating: men/00002035.jpg \n", + " inflating: men/00002036.jpg \n", + " inflating: men/00002038.jpg \n", + " inflating: men/00002039.jpg \n", + " inflating: men/00002040.jpg \n", + " inflating: men/00002041.jpg \n", + " inflating: men/00002042.jpeg \n", + " inflating: men/00002043.jpg \n", + " inflating: men/00002045.jpg \n", + " inflating: men/00002046.jpg \n", + " inflating: men/00002047.jpg \n", + " inflating: men/00002049.jpg \n", + " inflating: men/00002050.jpg \n", + " inflating: men/00002051.jpg \n", + " inflating: men/00002052.jpg \n", + " inflating: men/00002053.jpg \n", + " inflating: men/00002055.jpg \n", + " inflating: men/00002062.jpg \n", + " inflating: men/00002063.jpg \n", + " inflating: men/00002064.jpg \n", + " inflating: men/00002065.png \n", + " inflating: men/00002067.jpg \n", + " inflating: men/00002068.gif \n", + " inflating: men/00002069.jpg \n", + " inflating: men/00002070.jpg \n", + " inflating: men/00002071.jpg \n", + " inflating: men/00002072.jpg \n", + " inflating: men/00002074.jpg \n", + " inflating: men/00002075.JPG \n", + " inflating: men/00002078.jpg \n", + " inflating: men/00002079.jpg \n", + " inflating: men/00002080.jpg \n", + " inflating: men/00002081.jpg \n", + " inflating: men/00002082.jpg \n", + " inflating: men/00002083.jpg \n", + " inflating: men/00002084.jpg \n", + " inflating: men/00002085.jpg \n", + " inflating: men/00002086.jpg \n", + " inflating: men/00002087.jpg \n", + " inflating: men/00002088.jpg \n", + " inflating: men/00002089.jpg \n", + " inflating: men/00002090.jpg \n", + " inflating: men/00002091.jpg \n", + " inflating: men/00002092.jpg \n", + " inflating: men/00002094.jpg \n", + " inflating: men/00002095.jpg \n", + " inflating: men/00002098.jpg \n", + " inflating: men/00002099.jpg \n", + " inflating: men/00002101.png \n", + " inflating: men/00002102.png \n", + " inflating: men/00002104.jpg \n", + " inflating: men/00002105.jpg \n", + " inflating: men/00002107.jpg \n", + " inflating: men/00002108.jpg \n", + " inflating: men/00002109.jpg \n", + " inflating: men/00002113.jpg \n", + " inflating: men/00002115.jpg \n", + " inflating: men/00002117.jpg \n", + " inflating: men/00002118.jpg \n", + " inflating: men/00002120.jpg \n", + " inflating: men/00002123.jpg \n", + " inflating: men/00002124.jpg \n", + " inflating: men/00002125.jpg \n", + " inflating: men/00002127.jpg \n", + " inflating: men/00002128.jpg \n", + " inflating: men/00002129.jpg \n", + " inflating: men/00002130.jpg \n", + " inflating: men/00002132.jpg \n", + " inflating: men/00002134.jpg \n", + " inflating: men/00002135.jpg \n", + " inflating: men/00002136.jpeg \n", + " inflating: men/00002138.jpg \n", + " inflating: men/00002139.jpg \n", + " inflating: men/00002141.jpg \n", + " inflating: men/00002142.jpg \n", + " inflating: men/00002143.jpg \n", + " inflating: men/00002144.jpg \n", + " inflating: men/00002146.jpg \n", + " inflating: men/00002147.jpg \n", + " inflating: men/00002150.jpg \n", + " inflating: men/00002151.jpg \n", + " inflating: men/00002152.jpg \n", + " inflating: men/00002153.jpg \n", + " inflating: men/00002154.jpg \n", + " inflating: men/00002155.jpg \n", + " inflating: men/00002156.jpg \n", + " inflating: men/00002157.jpg \n", + " inflating: men/00002159.jpg \n", + " inflating: men/00002160.jpg \n", + " inflating: men/00002161.jpg \n", + " inflating: men/00002162.jpg \n", + " inflating: men/00002163.jpg \n", + " inflating: men/00002164.jpg \n", + " inflating: men/00002173.jpg \n", + " inflating: men/00002174.jpg \n", + " inflating: men/00002175.jpg \n", + " inflating: men/00002176.jpg \n", + " inflating: men/00002179.jpg \n", + " inflating: men/00002180.jpg \n", + " inflating: men/00002181.jpg \n", + " inflating: men/00002183.jpg \n", + " inflating: men/00002184.jpg \n", + " inflating: men/00002186.jpg \n", + " inflating: men/00002187.png \n", + " inflating: men/00002189.jpg \n", + " inflating: men/00002191.jpg \n", + " inflating: men/00002192.jpg \n", + " inflating: men/00002193.jpg \n", + " inflating: men/00002195.jpg \n", + " inflating: men/00002196.jpg \n", + " inflating: men/00002197.jpg \n", + " inflating: men/00002198.jpg \n", + " inflating: men/00002199.jpg \n", + " inflating: men/00002200.jpg \n", + " inflating: men/00002203.jpg \n", + " inflating: men/00002205.jpg \n", + " inflating: men/00002208.jpg \n", + " inflating: men/00002210.jpg \n", + " inflating: men/00002211.jpg \n", + " inflating: men/00002212.jpg \n", + " inflating: men/00002213.jpg \n", + " inflating: men/00002214.jpg \n", + " inflating: men/00002216.jpg \n", + " inflating: men/00002218.jpg \n", + " inflating: men/00002219.jpeg \n", + " inflating: men/00002220.jpg \n", + " inflating: men/00002223.jpg \n", + " inflating: men/00002224.jpg \n", + " inflating: men/00002226.jpg \n", + " inflating: men/00002227.jpg \n", + " inflating: men/00002228.jpeg \n", + " inflating: men/00002229.jpg \n", + " inflating: men/00002232.jpg \n", + " inflating: men/00002234.jpg \n", + " inflating: men/00002236.jpg \n", + " inflating: men/00002237.jpg \n", + " inflating: men/00002240.jpg \n", + " inflating: men/00002241.jpg \n", + " inflating: men/00002243.gif \n", + " inflating: men/00002244.jpg \n", + " inflating: men/00002248.jpg \n", + " inflating: men/00002249.jpg \n", + " inflating: men/00002251.jpg \n", + " inflating: men/00002256.jpg \n", + " inflating: men/00002258.jpg \n", + " inflating: men/00002259.jpg \n", + " inflating: men/00002262.jpg \n", + " inflating: men/00002264.jpg \n", + " inflating: men/00002265.jpg \n", + " inflating: men/00002266.jpg \n", + " inflating: men/00002268.gif \n", + " inflating: men/00002270.jpg \n", + " inflating: men/00002272.jpg \n", + " inflating: men/00002273.jpg \n", + " inflating: men/00002274.jpg \n", + " inflating: men/00002275.jpg \n", + " inflating: men/00002277.jpg \n", + " inflating: men/00002278.jpg \n", + " inflating: men/00002280.jpeg \n", + " inflating: men/00002281.jpg \n", + " inflating: men/00002282.jpg \n", + " inflating: men/00002284.jpg \n", + " inflating: men/00002287.jpg \n", + " inflating: men/00002288.jpg \n", + " inflating: men/00002290.jpg \n", + " inflating: men/00002291.jpg \n", + " inflating: men/00002292.jpeg \n", + " inflating: men/00002294.gif \n", + " inflating: men/00002295.jpg \n", + " inflating: men/00002297.jpg \n", + " inflating: men/00002298.jpg \n", + " inflating: men/00002299.jpg \n", + " inflating: men/00002300.jpg \n", + " inflating: men/00002302.jpg \n", + " inflating: men/00002304.jpg \n", + " inflating: men/00002306.jpg \n", + " inflating: men/00002307.jpg \n", + " inflating: men/00002310.jpg \n", + " inflating: men/00002311.jpg \n", + " inflating: men/00002314.PNG \n", + " inflating: men/00002315.jpg \n", + " inflating: men/00002317.jpg \n", + " inflating: men/00002318.jpg \n", + " inflating: men/00002324.jpg \n", + " inflating: men/00002326.jpg \n", + " inflating: men/00002327.jpg \n", + " inflating: men/00002328.jpg \n", + " inflating: men/00002329.jpg \n", + " inflating: men/00002330.jpg \n", + " inflating: men/00002332.jpg \n", + " inflating: men/00002333.jpg \n", + " inflating: men/00002334.jpg \n", + " inflating: men/00002336.jpg \n", + " inflating: men/00002337.jpg \n", + " inflating: men/00002338.jpg \n", + " inflating: men/00002339.jpg \n", + " inflating: men/00002340.jpg \n", + " inflating: men/01 (1).jpg \n", + " inflating: men/01 (1).png \n", + " inflating: men/01 (10).jpg \n", + " inflating: men/01 (11).jpg \n", + " inflating: men/01 (12).jpg \n", + " inflating: men/01 (2).jpg \n", + " inflating: men/01 (3).jpg \n", + " inflating: men/01 (4).jpg \n", + " inflating: men/01 (5).jpg \n", + " inflating: men/01 (6).jpg \n", + " inflating: men/01 (7).jpg \n", + " inflating: men/01 (8).JPG \n", + " inflating: men/01 (9).jpg \n", + " inflating: men/05 (1).jpeg \n", + " inflating: men/05 (1).jpg \n", + " inflating: men/05 (2).jpg \n", + " inflating: men/05 (3).jpg \n", + " inflating: men/05 (4).jpg \n", + " inflating: men/05 (5).jpg \n", + " inflating: men/05 (6).jpg \n", + " inflating: men/05 (7).jpg \n", + " inflating: men/05 (8).jpg \n", + " inflating: men/07 (1).PNG \n", + " inflating: men/07 (1).jpg \n", + " inflating: men/07 (10).jpg \n", + " inflating: men/07 (2).jpg \n", + " inflating: men/07 (2).png \n", + " inflating: men/07 (3).jpg \n", + " inflating: men/07 (4).jpg \n", + " inflating: men/07 (5).jpg \n", + " inflating: men/07 (6).jpg \n", + " inflating: men/07 (7).jpg \n", + " inflating: men/07 (8).jpg \n", + " inflating: men/07 (9).jpg \n", + " inflating: men/misclassed (1).jpg \n", + " inflating: men/misclassed (1).png \n", + " inflating: men/misclassed (10).jpg \n", + " inflating: men/misclassed (11).jpg \n", + " inflating: men/misclassed (12).jpg \n", + " inflating: men/misclassed (13).jpg \n", + " inflating: men/misclassed (2).jpg \n", + " inflating: men/misclassed (3).jpg \n", + " inflating: men/misclassed (4).jpg \n", + " inflating: men/misclassed (5).jpg \n", + " inflating: men/misclassed (6).jpg \n", + " inflating: men/misclassed (7).jpg \n", + " inflating: men/misclassed (8).jpg \n", + " inflating: men/misclassed (9).jpg \n", + " inflating: women/00000000.jpg \n", + " inflating: women/00000001.jpg \n", + " inflating: women/00000002.jpg \n", + " inflating: women/00000003.jpg \n", + " inflating: women/00000005.jpeg \n", + " inflating: women/00000006.png \n", + " inflating: women/00000007.jpg \n", + " inflating: women/00000008.jpg \n", + " inflating: women/00000009.jpg \n", + " inflating: women/00000010.jpg \n", + " inflating: women/00000011.png \n", + " inflating: women/00000013.jpg \n", + " inflating: women/00000014.jpeg \n", + " inflating: women/00000015.jpg \n", + " inflating: women/00000016.jpg \n", + " inflating: women/00000017.jpg \n", + " inflating: women/00000018.jpg \n", + " inflating: women/00000019.jpg \n", + " inflating: women/00000020.jpg \n", + " inflating: women/00000021.jpg \n", + " inflating: women/00000022.jpg \n", + " inflating: women/00000023.jpg \n", + " inflating: women/00000024.png \n", + " inflating: women/00000025.jpg \n", + " inflating: women/00000026.jpg \n", + " inflating: women/00000027.jpg \n", + " inflating: women/00000028.jpeg \n", + " inflating: women/00000029.jpg \n", + " inflating: women/00000030.jpg \n", + " inflating: women/00000033.jpg \n", + " inflating: women/00000034.jpg \n", + " inflating: women/00000036.jpg \n", + " inflating: women/00000037.gif \n", + " inflating: women/00000038.png \n", + " inflating: women/00000039.jpg \n", + " inflating: women/00000040.jpg \n", + " inflating: women/00000041.jpg \n", + " inflating: women/00000042.jpg \n", + " inflating: women/00000043.jpg \n", + " inflating: women/00000044.jpg \n", + " inflating: women/00000045.jpg \n", + " inflating: women/00000046.jpg \n", + " inflating: women/00000047.jpg \n", + " inflating: women/00000048.jpg \n", + " inflating: women/00000049.jpg \n", + " inflating: women/00000050.jpg \n", + " inflating: women/00000051.jpg \n", + " inflating: women/00000052.jpg \n", + " inflating: women/00000053.jpeg \n", + " inflating: women/00000054.png \n", + " inflating: women/00000055.jpg \n", + " inflating: women/00000056.jpeg \n", + " inflating: women/00000057.jpg \n", + " inflating: women/00000058.jpg \n", + " inflating: women/00000059.jpg \n", + " inflating: women/00000061.jpg \n", + " inflating: women/00000062.jpg \n", + " inflating: women/00000063.jpg \n", + " inflating: women/00000064.jpg \n", + " inflating: women/00000065.jpg \n", + " inflating: women/00000066.jpg \n", + " inflating: women/00000067.jpg \n", + " inflating: women/00000068.jpg \n", + " inflating: women/00000069.jpg \n", + " inflating: women/00000070.jpg \n", + " inflating: women/00000071.jpg \n", + " inflating: women/00000072.jpg \n", + " inflating: women/00000073.jpg \n", + " inflating: women/00000074.jpg \n", + " inflating: women/00000075.jpg \n", + " inflating: women/00000076.jpg \n", + " inflating: women/00000077.jpg \n", + " inflating: women/00000078.png \n", + " inflating: women/00000079.jpg \n", + " inflating: women/00000080.jpg \n", + " inflating: women/00000081.jpg \n", + " inflating: women/00000082.jpg \n", + " inflating: women/00000083.jpg \n", + " inflating: women/00000084.jpg \n", + " inflating: women/00000085.jpg \n", + " inflating: women/00000086.jpg \n", + " inflating: women/00000087.jpeg \n", + " inflating: women/00000088.jpg \n", + " inflating: women/00000089.jpg \n", + " inflating: women/00000090.png \n", + " inflating: women/00000091.jpg \n", + " inflating: women/00000092.jpg \n", + " inflating: women/00000093.jpg \n", + " inflating: women/00000094.png \n", + " inflating: women/00000095.jpg \n", + " inflating: women/00000096.jpg \n", + " inflating: women/00000097.jpg \n", + " inflating: women/00000098.jpg \n", + " inflating: women/00000099.jpg \n", + " inflating: women/00000100.jpg \n", + " inflating: women/00000101.jpg \n", + " inflating: women/00000102.jpg \n", + " inflating: women/00000103.jpg \n", + " inflating: women/00000104.jpg \n", + " inflating: women/00000105.jpg \n", + " inflating: women/00000107.jpg \n", + " inflating: women/00000108.jpg \n", + " inflating: women/00000109.jpg \n", + " inflating: women/00000110.jpg \n", + " inflating: women/00000111.jpg \n", + " inflating: women/00000112.jpg \n", + " inflating: women/00000113.jpg \n", + " inflating: women/00000114.jpg \n", + " inflating: women/00000116.png \n", + " inflating: women/00000117.jpg \n", + " inflating: women/00000118.jpg \n", + " inflating: women/00000119.jpg \n", + " inflating: women/00000120.jpg \n", + " inflating: women/00000121.jpg \n", + " inflating: women/00000122.jpg \n", + " inflating: women/00000124.JPG \n", + " inflating: women/00000125.png \n", + " inflating: women/00000126.jpg \n", + " inflating: women/00000127.jpg \n", + " inflating: women/00000128.jpg \n", + " inflating: women/00000129.jpeg \n", + " inflating: women/00000129.jpg \n", + " inflating: women/00000130.jpg \n", + " inflating: women/00000131.jpg \n", + " inflating: women/00000132.jpg \n", + " inflating: women/00000133.jpg \n", + " inflating: women/00000135.jpg \n", + " inflating: women/00000136.jpg \n", + " inflating: women/00000137.jpg \n", + " inflating: women/00000138.jpg \n", + " inflating: women/00000139.jpg \n", + " inflating: women/00000140.jpg \n", + " inflating: women/00000141.jpg \n", + " inflating: women/00000142.jpg \n", + " inflating: women/00000143.jpg \n", + " inflating: women/00000144.jpg \n", + " inflating: women/00000146.jpg \n", + " inflating: women/00000147.jpg \n", + " inflating: women/00000148.jpeg \n", + " inflating: women/00000149.jpg \n", + " inflating: women/00000150.jpg \n", + " inflating: women/00000151.jpg \n", + " inflating: women/00000152.jpg \n", + " inflating: women/00000153.jpg \n", + " inflating: women/00000154.jpg \n", + " inflating: women/00000155.jpg \n", + " inflating: women/00000156.jpg \n", + " inflating: women/00000157.jpg \n", + " inflating: women/00000158.png \n", + " inflating: women/00000159.jpg \n", + " inflating: women/00000160.jpg \n", + " inflating: women/00000161.jpg \n", + " inflating: women/00000162.jpg \n", + " inflating: women/00000163.jpg \n", + " inflating: women/00000164.jpg \n", + " inflating: women/00000165.jpg \n", + " inflating: women/00000166.jpg \n", + " inflating: women/00000167.jpg \n", + " inflating: women/00000169.jpg \n", + " inflating: women/00000170.jpg \n", + " inflating: women/00000171.jpg \n", + " inflating: women/00000172.jpg \n", + " inflating: women/00000173.jpeg \n", + " inflating: women/00000174.jpg \n", + " inflating: women/00000175.jpg \n", + " inflating: women/00000176.jpg \n", + " inflating: women/00000177.jpg \n", + " inflating: women/00000178.jpg \n", + " inflating: women/00000180.jpeg \n", + " inflating: women/00000181.jpg \n", + " inflating: women/00000182.jpg \n", + " inflating: women/000001835.png \n", + " inflating: women/00000184.jpg \n", + " inflating: women/00000185.jpg \n", + " inflating: women/00000186.jpg \n", + " inflating: women/00000187.jpg \n", + " inflating: women/00000188.jpg \n", + " inflating: women/00000189.jpg \n", + " inflating: women/00000190.jpg \n", + " inflating: women/00000191.jpg \n", + " inflating: women/00000192.jpg \n", + " inflating: women/00000193.jpg \n", + " inflating: women/00000196.jpg \n", + " inflating: women/00000197.jpg \n", + " inflating: women/00000198.png \n", + " inflating: women/00000199.jpg \n", + " inflating: women/00000200.jpg \n", + " inflating: women/00000201.jpg \n", + " inflating: women/00000202.jpg \n", + " inflating: women/00000203.jpg \n", + " inflating: women/00000204.jpg \n", + " inflating: women/00000205.jpg \n", + " inflating: women/00000206.jpg \n", + " inflating: women/00000207.jpg \n", + " inflating: women/00000208.jpg \n", + " inflating: women/00000209.png \n", + " inflating: women/00000210.jpg \n", + " inflating: women/00000211.jpg \n", + " inflating: women/00000212.png \n", + " inflating: women/00000213.jpg \n", + " inflating: women/00000214.jpg \n", + " inflating: women/00000215.jpg \n", + " inflating: women/00000216.jpg \n", + " inflating: women/00000217.jpg \n", + " inflating: women/00000218.jpg \n", + " inflating: women/00000219.jpg \n", + " inflating: women/00000220.jpg \n", + " inflating: women/00000221.jpg \n", + " inflating: women/00000222.jpg \n", + " inflating: women/00000223.jpg \n", + " inflating: women/00000224.jpg \n", + " inflating: women/00000225.jpg \n", + " inflating: women/00000226.jpg \n", + " inflating: women/00000227.jpg \n", + " inflating: women/00000228.jpg \n", + " inflating: women/00000229.jpg \n", + " inflating: women/00000230.jpg \n", + " inflating: women/00000231.jpg \n", + " inflating: women/00000232.jpg \n", + " inflating: women/00000233.jpg \n", + " inflating: women/00000234.jpg \n", + " inflating: women/00000235.jpg \n", + " inflating: women/00000236.jpg \n", + " inflating: women/00000238.jpg \n", + " inflating: women/00000239.jpg \n", + " inflating: women/00000240.png \n", + " inflating: women/00000241.jpg \n", + " inflating: women/00000242.jpg \n", + " inflating: women/00000243.jpg \n", + " inflating: women/00000244.jpg \n", + " inflating: women/00000245.jpg \n", + " inflating: women/00000246.jpg \n", + " inflating: women/00000247.jpg \n", + " inflating: women/00000248.jpg \n", + " inflating: women/00000249.jpg \n", + " inflating: women/00000250.jpg \n", + " inflating: women/00000251.jpg \n", + " inflating: women/00000253.jpg \n", + " inflating: women/00000254.jpg \n", + " inflating: women/00000256.jpg \n", + " inflating: women/00000258.jpg \n", + " inflating: women/00000259.JPG \n", + " inflating: women/00000260.jpg \n", + " inflating: women/00000261.jpg \n", + " inflating: women/00000262.jpg \n", + " inflating: women/00000263.jpg \n", + " inflating: women/00000264.jpg \n", + " inflating: women/00000265.jpg \n", + " inflating: women/00000266.jpg \n", + " inflating: women/00000267.jpg \n", + " inflating: women/00000268.jpg \n", + " inflating: women/00000269.jpg \n", + " inflating: women/00000270.jpg \n", + " inflating: women/00000271.jpg \n", + " inflating: women/00000272.jpg \n", + " inflating: women/00000273.jpg \n", + " inflating: women/00000274.jpg \n", + " inflating: women/00000275.jpg \n", + " inflating: women/00000276.JPG \n", + " inflating: women/00000277.jpg \n", + " inflating: women/00000279.jpg \n", + " inflating: women/00000280.png \n", + " inflating: women/00000281.jpg \n", + " inflating: women/00000282.jpg \n", + " inflating: women/00000283.jpg \n", + " inflating: women/00000285.jpg \n", + " inflating: women/00000286.jpg \n", + " inflating: women/00000287.jpg \n", + " inflating: women/00000288.jpg \n", + " inflating: women/00000289.jpg \n", + " inflating: women/00000290.jpg \n", + " inflating: women/00000291.jpg \n", + " inflating: women/00000292.jpg \n", + " inflating: women/00000293.jpg \n", + " inflating: women/00000295.jpg \n", + " inflating: women/00000297.jpg \n", + " inflating: women/00000299.jpg \n", + " inflating: women/00000300.jpg \n", + " inflating: women/00000301.jpg \n", + " inflating: women/00000302.jpg \n", + " inflating: women/00000303.jpg \n", + " inflating: women/00000304.jpg \n", + " inflating: women/00000305.jpg \n", + " inflating: women/00000306.png \n", + " inflating: women/00000307.jpg \n", + " inflating: women/00000308.jpg \n", + " inflating: women/00000309.jpg \n", + " inflating: women/00000310.jpg \n", + " inflating: women/00000312.jpg \n", + " inflating: women/00000314.jpg \n", + " inflating: women/00000315.jpg \n", + " inflating: women/00000316.jpg \n", + " inflating: women/00000317.jpeg \n", + " inflating: women/00000318.jpg \n", + " inflating: women/00000319.jpg \n", + " inflating: women/00000321.jpg \n", + " inflating: women/00000322.jpg \n", + " inflating: women/00000323.jpg \n", + " inflating: women/00000324.jpg \n", + " inflating: women/00000325.jpg \n", + " inflating: women/00000326.JPG \n", + " inflating: women/00000327.jpg \n", + " inflating: women/00000328.jpg \n", + " inflating: women/00000330.jpg \n", + " inflating: women/00000331.jpg \n", + " inflating: women/00000333.jpg \n", + " inflating: women/00000334.jpg \n", + " inflating: women/00000335.jpg \n", + " inflating: women/00000336.jpg \n", + " inflating: women/00000339.jpg \n", + " inflating: women/00000340.jpg \n", + " inflating: women/00000341.jpg \n", + " inflating: women/00000342.jpg \n", + " inflating: women/00000343.jpg \n", + " inflating: women/00000345.jpg \n", + " inflating: women/00000347.jpg \n", + " inflating: women/00000348.jpg \n", + " inflating: women/00000349.jpg \n", + " inflating: women/00000350.jpg \n", + " inflating: women/00000352.jpg \n", + " inflating: women/00000354.jpg \n", + " inflating: women/00000368.jpg \n", + " inflating: women/00000369.jpg \n", + " inflating: women/00000377.jpg \n", + " inflating: women/00000388.jpg \n", + " inflating: women/00000392.jpg \n", + " inflating: women/00000406.jpg \n", + " inflating: women/00000421.jpg \n", + " inflating: women/00000432.jpg \n", + " inflating: women/00000433.jpg \n", + " inflating: women/00000434.jpg \n", + " inflating: women/00000435.jpg \n", + " inflating: women/00000436.jpg \n", + " inflating: women/00000437.jpg \n", + " inflating: women/00000439.jpg \n", + " inflating: women/00000440.jpeg \n", + " inflating: women/00000441.png \n", + " inflating: women/00000442.jpg \n", + " inflating: women/00000443.jpg \n", + " inflating: women/00000446.jpg \n", + " inflating: women/00000447.jpg \n", + " inflating: women/00000448.jpg \n", + " inflating: women/00000449.jpg \n", + " inflating: women/00000450.jpg \n", + " inflating: women/00000452.jpg \n", + " inflating: women/00000453.png \n", + " inflating: women/00000454.jpg \n", + " inflating: women/00000456.png \n", + " inflating: women/00000457.jpg \n", + " inflating: women/00000461.png \n", + " inflating: women/00000462.jpg \n", + " inflating: women/00000464.jpg \n", + " inflating: women/00000468.jpg \n", + " inflating: women/00000469.jpg \n", + " inflating: women/00000471.jpg \n", + " inflating: women/00000472.jpg \n", + " inflating: women/00000474.jpg \n", + " inflating: women/00000475.jpg \n", + " inflating: women/00000476.jpg \n", + " inflating: women/00000477.jpg \n", + " inflating: women/00000479.jpg \n", + " inflating: women/00000485.jpg \n", + " inflating: women/00000487.jpg \n", + " inflating: women/00000488.jpg \n", + " inflating: women/00000491.jpg \n", + " inflating: women/00000493.jpg \n", + " inflating: women/00000496.jpg \n", + " inflating: women/00000498.jpg \n", + " inflating: women/00000500.jpg \n", + " inflating: women/00000501.jpg \n", + " inflating: women/00000503.jpg \n", + " inflating: women/00000504.jpg \n", + " inflating: women/00000506.jpg \n", + " inflating: women/00000507.jpg \n", + " inflating: women/00000509.jpg \n", + " inflating: women/00000510.png \n", + " inflating: women/00000513.jpg \n", + " inflating: women/00000519.jpg \n", + " inflating: women/00000524.jpg \n", + " inflating: women/00000528.jpg \n", + " inflating: women/00000529.jpg \n", + " inflating: women/00000531.jpg \n", + " inflating: women/00000535.jpg \n", + " inflating: women/00000537.jpg \n", + " inflating: women/00000540.jpg \n", + " inflating: women/00000541.JPG \n", + " inflating: women/00000543.jpg \n", + " inflating: women/00000546.jpg \n", + " inflating: women/00000548.jpg \n", + " inflating: women/00000549.jpg \n", + " inflating: women/00000557.jpg \n", + " inflating: women/00000558.jpg \n", + " inflating: women/00000561.jpg \n", + " inflating: women/00000564.jpg \n", + " inflating: women/00000569.jpg \n", + " inflating: women/00000582.jpg \n", + " inflating: women/00000586.jpg \n", + " inflating: women/00000593.jpg \n", + " inflating: women/00000595.jpg \n", + " inflating: women/00000604.jpg \n", + " inflating: women/00000605.jpg \n", + " inflating: women/00000609.jpg \n", + " inflating: women/00000610.jpg \n", + " inflating: women/00000611.jpg \n", + " inflating: women/00000614.jpg \n", + " inflating: women/00000618.jpg \n", + " inflating: women/00000619.jpeg \n", + " inflating: women/00000624.jpg \n", + " inflating: women/00000625.jpg \n", + " inflating: women/00000629.jpg \n", + " inflating: women/00000630.jpg \n", + " inflating: women/00000631.jpg \n", + " inflating: women/00000632.jpg \n", + " inflating: women/00000635.jpg \n", + " inflating: women/00000649.jpg \n", + " inflating: women/00000656.jpg \n", + " inflating: women/00000659.jpg \n", + " inflating: women/00000664.jpg \n", + " inflating: women/00000666.jpg \n", + " inflating: women/00000669.png \n", + " inflating: women/00000671.jpg \n", + " inflating: women/00000672.jpg \n", + " inflating: women/00000673.jpg \n", + " inflating: women/00000674.jpg \n", + " inflating: women/00000690.jpg \n", + " inflating: women/00000691.jpg \n", + " inflating: women/00000703.jpg \n", + " inflating: women/00000704.jpg \n", + " inflating: women/00000708.jpg \n", + " inflating: women/00000712.jpg \n", + " inflating: women/00000715.jpg \n", + " inflating: women/00000716.jpg \n", + " inflating: women/00000717.jpg \n", + " inflating: women/00000718.jpg \n", + " inflating: women/00000729.jpg \n", + " inflating: women/00000734.jpg \n", + " inflating: women/00000736.jpg \n", + " inflating: women/00000746.jpg \n", + " inflating: women/00000748.jpg \n", + " inflating: women/00000755.jpg \n", + " inflating: women/00000768.jpg \n", + " inflating: women/00000770.jpg \n", + " inflating: women/00000790.jpg \n", + " inflating: women/00000792.jpg \n", + " inflating: women/00000796.jpg \n", + " inflating: women/00000801.jpg \n", + " inflating: women/00000806.jpg \n", + " inflating: women/00000807.jpg \n", + " inflating: women/00000820.jpg \n", + " inflating: women/00000824.jpg \n", + " inflating: women/00000832.jpg \n", + " inflating: women/00000835.jpg \n", + " inflating: women/00000838.jpg \n", + " inflating: women/00000839.jpg \n", + " inflating: women/00000843.jpg \n", + " inflating: women/00000844.jpg \n", + " inflating: women/00000845.jpg \n", + " inflating: women/00000847.jpg \n", + " inflating: women/00000849.jpg \n", + " inflating: women/00000851.jpg \n", + " inflating: women/00000852.jpg \n", + " inflating: women/00000855.jpg \n", + " inflating: women/00000859.jpg \n", + " inflating: women/00000861.jpg \n", + " inflating: women/00000864.jpeg \n", + " inflating: women/00000865.jpg \n", + " inflating: women/00000866.jpg \n", + " inflating: women/00000867.jpg \n", + " inflating: women/00000868.jpg \n", + " inflating: women/00000869.jpg \n", + " inflating: women/00000871.jpg \n", + " inflating: women/00000872.jpg \n", + " inflating: women/00000873.jpg \n", + " inflating: women/00000874.jpeg \n", + " inflating: women/00000875.jpg \n", + " inflating: women/00000876.jpg \n", + " inflating: women/00000877.jpg \n", + " inflating: women/00000878.jpg \n", + " inflating: women/00000879.jpg \n", + " inflating: women/00000880.jpeg \n", + " inflating: women/00000881.jpg \n", + " inflating: women/00000882.jpg \n", + " inflating: women/00000883.jpg \n", + " inflating: women/00000884.jpg \n", + " inflating: women/00000885.jpg \n", + " inflating: women/00000886.jpg \n", + " inflating: women/00000888.jpg \n", + " inflating: women/00000889.jpg \n", + " inflating: women/00000890.jpg \n", + " inflating: women/00000891.jpg \n", + " inflating: women/00000892.jpeg \n", + " inflating: women/00000893.jpg \n", + " inflating: women/00000894.jpg \n", + " inflating: women/00000895.jpg \n", + " inflating: women/00000896.jpg \n", + " inflating: women/00000897.png \n", + " inflating: women/00000898.jpg \n", + " inflating: women/00000900.png \n", + " inflating: women/00000901.jpg \n", + " inflating: women/00000902.jpg \n", + " inflating: women/00000903.jpg \n", + " inflating: women/00000904.png \n", + " inflating: women/00000905.jpg \n", + " inflating: women/00000906.jpg \n", + " inflating: women/00000907.jpg \n", + " inflating: women/00000908.jpg \n", + " inflating: women/00000909.jpg \n", + " inflating: women/00000910.jpg \n", + " inflating: women/00000911.jpg \n", + " inflating: women/00000912.jpg \n", + " inflating: women/00000913.jpg \n", + " inflating: women/00000914.jpg \n", + " inflating: women/00000915.jpg \n", + " inflating: women/00000916.jpg \n", + " inflating: women/00000917.jpg \n", + " inflating: women/00000918.jpg \n", + " inflating: women/00000919.jpg \n", + " inflating: women/00000920.jpg \n", + " inflating: women/00000921.jpg \n", + " inflating: women/00000922.jpg \n", + " inflating: women/00000923.jpg \n", + " inflating: women/00000924.jpg \n", + " inflating: women/00000925.jpg \n", + " inflating: women/00000926.jpg \n", + " inflating: women/00000927.jpg \n", + " inflating: women/00000928.jpg \n", + " inflating: women/00000929.jpg \n", + " inflating: women/00000930.jpg \n", + " inflating: women/00000931.jpg \n", + " inflating: women/00000932.jpg \n", + " inflating: women/00000933.jpg \n", + " inflating: women/00000934.jpg \n", + " inflating: women/00000935.jpg \n", + " inflating: women/00000936.jpg \n", + " inflating: women/00000937.jpg \n", + " inflating: women/00000938.jpg \n", + " inflating: women/00000939.jpg \n", + " inflating: women/00000940.jpg \n", + " inflating: women/00000941.jpg \n", + " inflating: women/00000942.jpg \n", + " inflating: women/00000943.png \n", + " inflating: women/00000944.jpg \n", + " inflating: women/00000945.png \n", + " inflating: women/00000946.jpg \n", + " inflating: women/00000947.PNG \n", + " inflating: women/00000948.jpg \n", + " inflating: women/00000949.jpg \n", + " inflating: women/00000950.jpg \n", + " inflating: women/00000951.jpg \n", + " inflating: women/00000952.jpg \n", + " inflating: women/00000953.jpg \n", + " inflating: women/00000954.jpg \n", + " inflating: women/00000955.jpg \n", + " inflating: women/00000956.jpg \n", + " inflating: women/00000957.jpg \n", + " inflating: women/00000958.jpg \n", + " inflating: women/00000959.jpg \n", + " inflating: women/00000960.jpg \n", + " inflating: women/00000961.jpg \n", + " inflating: women/00000962.jpg \n", + " inflating: women/00000963.jpg \n", + " inflating: women/00000964.jpg \n", + " inflating: women/00000965.jpeg \n", + " inflating: women/00000966.jpg \n", + " inflating: women/00000967.jpg \n", + " inflating: women/00000968.jpg \n", + " inflating: women/00000969.jpeg \n", + " inflating: women/00000970.jpg \n", + " inflating: women/00000971.png \n", + " inflating: women/00000972.jpg \n", + " inflating: women/00000973.jpg \n", + " inflating: women/00000974.jpg \n", + " inflating: women/00000975.jpg \n", + " inflating: women/00000976.jpg \n", + " inflating: women/00000977.jpg \n", + " inflating: women/00000978.jpg \n", + " inflating: women/00000979.jpg \n", + " inflating: women/00000980.jpg \n", + " inflating: women/00000981.jpg \n", + " inflating: women/00000982.jpg \n", + " inflating: women/00000983.jpg \n", + " inflating: women/00000985.jpg \n", + " inflating: women/00000986.jpg \n", + " inflating: women/00000987.jpg \n", + " inflating: women/00000988.jpg \n", + " inflating: women/00000989.jpg \n", + " inflating: women/00000990.jpg \n", + " inflating: women/00000991.png \n", + " inflating: women/00000993.jpg \n", + " inflating: women/00000994.jpg \n", + " inflating: women/00000995.jpg \n", + " inflating: women/00000996.jpg \n", + " inflating: women/00000997.jpg \n", + " inflating: women/00000998.jpg \n", + " inflating: women/00000999.jpg \n", + " inflating: women/00001000.jpg \n", + " inflating: women/00001001.jpg \n", + " inflating: women/00001002.jpg \n", + " inflating: women/00001003.jpg \n", + " inflating: women/00001004.jpg \n", + " inflating: women/00001005.jpg \n", + " inflating: women/00001006.jpg \n", + " inflating: women/00001007.jpg \n", + " inflating: women/00001008.jpg \n", + " inflating: women/00001009.JPG \n", + " inflating: women/00001010.jpg \n", + " inflating: women/00001011.JPG \n", + " inflating: women/00001012.jpg \n", + " inflating: women/00001013.jpg \n", + " inflating: women/00001014.jpg \n", + " inflating: women/00001015.jpg \n", + " inflating: women/00001016.jpg \n", + " inflating: women/00001017.jpg \n", + " inflating: women/00001018.jpg \n", + " inflating: women/00001019.jpg \n", + " inflating: women/00001020.jpg \n", + " inflating: women/00001021.jpg \n", + " inflating: women/00001022.jpg \n", + " inflating: women/00001023.jpg \n", + " inflating: women/00001024.jpeg \n", + " inflating: women/00001025.png \n", + " inflating: women/00001026.jpg \n", + " inflating: women/00001027.jpg \n", + " inflating: women/00001028.jpg \n", + " inflating: women/00001029.jpg \n", + " inflating: women/00001030.jpg \n", + " inflating: women/00001031.jpg \n", + " inflating: women/00001032.jpeg \n", + " inflating: women/00001033.jpg \n", + " inflating: women/00001034.jpg \n", + " inflating: women/00001035.jpg \n", + " inflating: women/00001036.jpg \n", + " inflating: women/00001037.jpg \n", + " inflating: women/00001038.jpg \n", + " inflating: women/00001039.jpg \n", + " inflating: women/00001040.jpg \n", + " inflating: women/00001041.jpg \n", + " inflating: women/00001042.jpg \n", + " inflating: women/00001043.jpg \n", + " inflating: women/00001044.jpg \n", + " inflating: women/00001045.jpg \n", + " inflating: women/00001046.jpg \n", + " inflating: women/00001048.jpg \n", + " inflating: women/00001049.jpg \n", + " inflating: women/00001050.jpg \n", + " inflating: women/00001051.jpg \n", + " inflating: women/00001052.jpg \n", + " inflating: women/00001053.jpg \n", + " inflating: women/00001054.JPG \n", + " inflating: women/00001055.jpg \n", + " inflating: women/00001056.jpg \n", + " inflating: women/00001057.jpg \n", + " inflating: women/00001058.jpg \n", + " inflating: women/00001059.jpg \n", + " inflating: women/00001061.jpg \n", + " inflating: women/00001062.jpg \n", + " inflating: women/00001063.jpg \n", + " inflating: women/00001064.jpg \n", + " inflating: women/00001065.jpg \n", + " inflating: women/00001067.jpg \n", + " inflating: women/00001068.jpg \n", + " inflating: women/00001069.jpg \n", + " inflating: women/00001070.jpg \n", + " inflating: women/00001071.jpg \n", + " inflating: women/00001072.jpg \n", + " inflating: women/00001073.jpeg \n", + " inflating: women/00001074.jpg \n", + " inflating: women/00001075.jpg \n", + " inflating: women/00001076.jpg \n", + " inflating: women/00001077.jpg \n", + " inflating: women/00001078.jpg \n", + " inflating: women/00001079.jpg \n", + " inflating: women/00001080.jpg \n", + " inflating: women/00001081.jpg \n", + " inflating: women/00001082.jpg \n", + " inflating: women/00001083.jpg \n", + " inflating: women/00001084.jpg \n", + " inflating: women/00001085.jpg \n", + " inflating: women/00001086.jpg \n", + " inflating: women/00001087.gif \n", + " inflating: women/00001088.jpg \n", + " inflating: women/00001089.jpg \n", + " inflating: women/00001090.JPG \n", + " inflating: women/00001091.jpg \n", + " inflating: women/00001092.jpg \n", + " inflating: women/00001093.png \n", + " inflating: women/00001094.jpeg \n", + " inflating: women/00001095.jpg \n", + " inflating: women/00001096.jpg \n", + " inflating: women/00001099.jpg \n", + " inflating: women/00001100.jpg \n", + " inflating: women/00001101.jpg \n", + " inflating: women/00001102.jpg \n", + " inflating: women/00001103.jpg \n", + " inflating: women/00001104.jpg \n", + " inflating: women/00001105.jpg \n", + " inflating: women/00001106.jpg \n", + " inflating: women/00001107.jpg \n", + " inflating: women/00001108.jpg \n", + " inflating: women/00001109.jpg \n", + " inflating: women/00001111.jpg \n", + " inflating: women/00001112.jpg \n", + " inflating: women/00001113.jpg \n", + " inflating: women/00001114.jpg \n", + " inflating: women/00001115.png \n", + " inflating: women/00001116.jpg \n", + " inflating: women/00001117.jpg \n", + " inflating: women/00001118.jpg \n", + " inflating: women/00001119.png \n", + " inflating: women/00001120.jpg \n", + " inflating: women/00001121.jpg \n", + " inflating: women/00001122.jpg \n", + " inflating: women/00001123.jpg \n", + " inflating: women/00001124.jpg \n", + " inflating: women/00001125.jpg \n", + " inflating: women/00001126.jpg \n", + " inflating: women/00001127.jpg \n", + " inflating: women/00001128.jpg \n", + " inflating: women/00001129.jpg \n", + " inflating: women/00001130.jpg \n", + " inflating: women/00001132.JPG \n", + " inflating: women/00001133.jpg \n", + " inflating: women/00001134.jpg \n", + " inflating: women/00001135.jpg \n", + " inflating: women/00001136.jpg \n", + " inflating: women/00001137.jpg \n", + " inflating: women/00001138.jpg \n", + " inflating: women/00001139.jpg \n", + " inflating: women/00001140.png \n", + " inflating: women/00001142.png \n", + " inflating: women/00001143.jpg \n", + " inflating: women/00001144.jpg \n", + " inflating: women/00001146.jpg \n", + " inflating: women/00001147.jpg \n", + " inflating: women/00001149.jpg \n", + " inflating: women/00001150.jpg \n", + " inflating: women/00001151.jpg \n", + " inflating: women/00001152.jpg \n", + " inflating: women/00001153.jpg \n", + " inflating: women/00001154.jpg \n", + " inflating: women/00001156.jpg \n", + " inflating: women/00001157.jpg \n", + " inflating: women/00001158.jpg \n", + " inflating: women/00001159.jpg \n", + " inflating: women/00001160.png \n", + " inflating: women/00001161.jpg \n", + " inflating: women/00001162.jpg \n", + " inflating: women/00001163.png \n", + " inflating: women/00001164.jpg \n", + " inflating: women/00001165.jpg \n", + " inflating: women/00001166.JPG \n", + " inflating: women/00001167.jpg \n", + " inflating: women/00001168.jpg \n", + " inflating: women/00001169.jpg \n", + " inflating: women/00001170.jpg \n", + " inflating: women/00001171.jpg \n", + " inflating: women/00001172.jpg \n", + " inflating: women/00001173.jpg \n", + " inflating: women/00001174.jpg \n", + " inflating: women/00001175.jpg \n", + " inflating: women/00001176.jpg \n", + " inflating: women/00001177.jpg \n", + " inflating: women/00001178.png \n", + " inflating: women/00001179.jpg \n", + " inflating: women/00001180.jpg \n", + " inflating: women/00001181.jpg \n", + " inflating: women/00001183.jpg \n", + " inflating: women/00001184.jpg \n", + " inflating: women/00001185.jpg \n", + " inflating: women/00001187.jpg \n", + " inflating: women/00001188.jpg \n", + " inflating: women/00001189.jpg \n", + " inflating: women/00001190.jpg \n", + " inflating: women/00001191.jpg \n", + " inflating: women/00001192.jpg \n", + " inflating: women/00001193.jpg \n", + " inflating: women/00001194.jpg \n", + " inflating: women/00001196.jpg \n", + " inflating: women/00001197.jpg \n", + " inflating: women/00001198.jpg \n", + " inflating: women/00001199.jpg \n", + " inflating: women/00001200.jpg \n", + " inflating: women/00001201.jpg \n", + " inflating: women/00001202.jpg \n", + " inflating: women/00001203.jpg \n", + " inflating: women/00001204.jpg \n", + " inflating: women/00001206.jpg \n", + " inflating: women/00001207.png \n", + " inflating: women/00001208.jpg \n", + " inflating: women/00001209.jpg \n", + " inflating: women/00001210.jpg \n", + " inflating: women/00001212.jpg \n", + " inflating: women/00001213.jpg \n", + " inflating: women/00001214.jpg \n", + " inflating: women/00001215.jpg \n", + " inflating: women/00001216.jpg \n", + " inflating: women/00001217.jpg \n", + " inflating: women/00001218.jpeg \n", + " inflating: women/00001219.jpg \n", + " inflating: women/00001220.jpg \n", + " inflating: women/00001221.jpg \n", + " inflating: women/00001222.jpg \n", + " inflating: women/00001223.jpg \n", + " inflating: women/00001225.png \n", + " inflating: women/00001226.jpg \n", + " inflating: women/00001227.jpg \n", + " inflating: women/00001229.jpg \n", + " inflating: women/00001230.jpg \n", + " inflating: women/00001231.jpg \n", + " inflating: women/00001232.PNG \n", + " inflating: women/00001233.jpg \n", + " inflating: women/00001234.jpg \n", + " inflating: women/00001235.jpg \n", + " inflating: women/00001236.jpeg \n", + " inflating: women/00001237.jpg \n", + " inflating: women/00001238.jpg \n", + " inflating: women/00001239.jpg \n", + " inflating: women/00001240.jpg \n", + " inflating: women/00001241.jpg \n", + " inflating: women/00001242.jpg \n", + " inflating: women/00001243.jpg \n", + " inflating: women/00001244.jpg \n", + " inflating: women/00001245.jpg \n", + " inflating: women/00001246.jpg \n", + " inflating: women/00001247.jpg \n", + " inflating: women/00001248.jpg \n", + " inflating: women/00001249.jpg \n", + " inflating: women/00001250.jpg \n", + " inflating: women/00001251.jpg \n", + " inflating: women/00001252.jpg \n", + " inflating: women/00001253.jpg \n", + " inflating: women/00001254.jpg \n", + " inflating: women/00001255.jpg \n", + " inflating: women/00001256.jpg \n", + " inflating: women/00001257.jpg \n", + " inflating: women/00001258.jpg \n", + " inflating: women/00001259.jpg \n", + " inflating: women/00001260.jpg \n", + " inflating: women/00001261.jpg \n", + " inflating: women/00001262.jpg \n", + " inflating: women/00001263.jpg \n", + " inflating: women/00001264.jpg \n", + " inflating: women/00001265.jpg \n", + " inflating: women/00001266.jpg \n", + " inflating: women/00001267.jpg \n", + " inflating: women/00001268.jpg \n", + " inflating: women/00001269.jpg \n", + " inflating: women/00001270.jpg \n", + " inflating: women/00001271.jpg \n", + " inflating: women/00001272.jpg \n", + " inflating: women/00001273.jpg \n", + " inflating: women/00001274.jpg \n", + " inflating: women/00001275.jpg \n", + " inflating: women/00001276.jpg \n", + " inflating: women/00001277.jpg \n", + " inflating: women/00001278.jpg \n", + " inflating: women/00001279.jpg \n", + " inflating: women/00001280.jpg \n", + " inflating: women/00001281.jpg \n", + " inflating: women/00001282.jpg \n", + " inflating: women/00001283.jpg \n", + " inflating: women/00001284.jpg \n", + " inflating: women/00001285.jpg \n", + " inflating: women/00001286.jpg \n", + " inflating: women/00001287.jpg \n", + " inflating: women/00001288.png \n", + " inflating: women/00001289.jpg \n", + " inflating: women/00001291.png \n", + " inflating: women/00001292.jpg \n", + " inflating: women/00001293.jpg \n", + " inflating: women/00001294.jpg \n", + " inflating: women/00001295.png \n", + " inflating: women/00001296.jpg \n", + " inflating: women/00001297.jpg \n", + " inflating: women/00001298.jpg \n", + " inflating: women/00001300.jpg \n", + " inflating: women/00001303.png \n", + " inflating: women/00001305.jpg \n", + " inflating: women/00001306.jpg \n", + " inflating: women/00001307.jpg \n", + " inflating: women/00001309.JPG \n", + " inflating: women/00001310.jpg \n", + " inflating: women/00001311.jpeg \n", + " inflating: women/00001312.jpg \n", + " inflating: women/00001313.png \n", + " inflating: women/00001314.gif \n", + " inflating: women/00001315.jpg \n", + " inflating: women/00001316.jpg \n", + " inflating: women/00001317.jpg \n", + " inflating: women/00001318.jpg \n", + " inflating: women/00001319.jpg \n", + " inflating: women/00001321.jpg \n", + " inflating: women/00001322.jpg \n", + " inflating: women/00001324.jpg \n", + " inflating: women/00001327.jpg \n", + " inflating: women/00001328.jpg \n", + " inflating: women/00001329.jpg \n", + " inflating: women/00001330.jpg \n", + " inflating: women/00001331.jpg \n", + " inflating: women/00001332.jpg \n", + " inflating: women/00001333.jpg \n", + " inflating: women/00001334.jpg \n", + " inflating: women/00001335.jpg \n", + " inflating: women/00001336.jpg \n", + " inflating: women/00001337.jpeg \n", + " inflating: women/00001338.jpg \n", + " inflating: women/00001339.jpg \n", + " inflating: women/00001340.jpg \n", + " inflating: women/00001341.jpg \n", + " inflating: women/00001342.jpg \n", + " inflating: women/00001343.jpg \n", + " inflating: women/00001344.jpeg \n", + " inflating: women/00001345.jpg \n", + " inflating: women/00001346.jpg \n", + " inflating: women/00001347.jpg \n", + " inflating: women/00001348.jpg \n", + " inflating: women/00001349.jpg \n", + " inflating: women/00001350.jpg \n", + " inflating: women/00001351.jpg \n", + " inflating: women/00001352.jpg \n", + " inflating: women/00001353.jpg \n", + " inflating: women/00001354.jpg \n", + " inflating: women/00001355.jpg \n", + " inflating: women/00001356.jpg \n", + " inflating: women/00001357.jpg \n", + " inflating: women/00001358.jpg \n", + " inflating: women/00001360.jpg \n", + " inflating: women/00001362.jpg \n", + " inflating: women/00001364.jpg \n", + " inflating: women/00001365.jpg \n", + " inflating: women/00001366.jpg \n", + " inflating: women/00001367.jpg \n", + " inflating: women/00001368.jpg \n", + " inflating: women/00001369.jpg \n", + " inflating: women/00001370.jpg \n", + " inflating: women/00001372.jpg \n", + " inflating: women/00001373.jpg \n", + " inflating: women/00001374.jpg \n", + " inflating: women/00001375.jpg \n", + " inflating: women/00001376.JPG \n", + " inflating: women/00001377.jpg \n", + " inflating: women/00001378.jpg \n", + " inflating: women/00001379.jpg \n", + " inflating: women/00001381.jpg \n", + " inflating: women/00001382.jpg \n", + " inflating: women/00001383.jpg \n", + " inflating: women/00001384.jpg \n", + " inflating: women/00001385.png \n", + " inflating: women/00001386.jpg \n", + " inflating: women/00001387.png \n", + " inflating: women/00001388.jpg \n", + " inflating: women/00001389.jpg \n", + " inflating: women/00001390.jpg \n", + " inflating: women/00001392.jpg \n", + " inflating: women/00001393.jpg \n", + " inflating: women/00001394.jpg \n", + " inflating: women/00001396.png \n", + " inflating: women/00001397.jpg \n", + " inflating: women/00001398.jpg \n", + " inflating: women/00001399.jpg \n", + " inflating: women/00001400.jpeg \n", + " inflating: women/00001401.jpg \n", + " inflating: women/00001402.jpg \n", + " inflating: women/00001404.jpg \n", + " inflating: women/00001407.jpg \n", + " inflating: women/00001408.jpg \n", + " inflating: women/00001409.jpg \n", + " inflating: women/00001411.jpg \n", + " inflating: women/00001412.jpg \n", + " inflating: women/00001413.jpg \n", + " inflating: women/00001414.jpg \n", + " inflating: women/00001415.jpg \n", + " inflating: women/00001416.jpg \n", + " inflating: women/00001417.jpg \n", + " inflating: women/00001418.jpg \n", + " inflating: women/00001419.jpg \n", + " inflating: women/00001420.jpg \n", + " inflating: women/00001421.jpg \n", + " inflating: women/00001422.jpg \n", + " inflating: women/00001423.jpg \n", + " inflating: women/00001424.jpg \n", + " inflating: women/00001425.jpg \n", + " inflating: women/00001426.jpg \n", + " inflating: women/00001427.jpg \n", + " inflating: women/00001428.jpg \n", + " inflating: women/00001429.jpg \n", + " inflating: women/00001431.JPG \n", + " inflating: women/00001432.jpg \n", + " inflating: women/00001433.jpg \n", + " inflating: women/00001434.jpg \n", + " inflating: women/00001437.jpg \n", + " inflating: women/00001438.jpg \n", + " inflating: women/00001439.jpg \n", + " inflating: women/00001440.jpg \n", + " inflating: women/00001441.jpg \n", + " inflating: women/00001444.jpg \n", + " inflating: women/00001445.jpg \n", + " inflating: women/00001446.jpg \n", + " inflating: women/00001447.jpeg \n", + " inflating: women/00001448.jpg \n", + " inflating: women/00001449.jpg \n", + " inflating: women/00001450.jpg \n", + " inflating: women/00001451.jpg \n", + " inflating: women/00001452.jpg \n", + " inflating: women/00001454.jpg \n", + " inflating: women/00001455.jpeg \n", + " inflating: women/00001457.jpg \n", + " inflating: women/00001458.jpg \n", + " inflating: women/00001459.jpg \n", + " inflating: women/00001460.jpg \n", + " inflating: women/00001461.jpg \n", + " inflating: women/00001462.gif \n", + " inflating: women/00001463.jpg \n", + " inflating: women/00001464.jpg \n", + " inflating: women/00001465.jpg \n", + " inflating: women/00001466.jpg \n", + " inflating: women/00001467.jpg \n", + " inflating: women/00001468.jpg \n", + " inflating: women/00001469.jpeg \n", + " inflating: women/00001470.jpg \n", + " inflating: women/00001471.jpg \n", + " inflating: women/00001472.png \n", + " inflating: women/00001473.jpg \n", + " inflating: women/00001474.jpg \n", + " inflating: women/00001475.jpg \n", + " inflating: women/00001476.jpg \n", + " inflating: women/00001478.png \n", + " inflating: women/00001480.jpg \n", + " inflating: women/00001481.jpg \n", + " inflating: women/00001482.jpg \n", + " inflating: women/00001484.jpg \n", + " inflating: women/00001486.jpg \n", + " inflating: women/00001487.jpg \n", + " inflating: women/00001488.jpg \n", + " inflating: women/00001489.jpg \n", + " inflating: women/00001490.jpg \n", + " inflating: women/00001491.jpg \n", + " inflating: women/00001492.jpg \n", + " inflating: women/00001493.png \n", + " inflating: women/00001496.jpg \n", + " inflating: women/00001498.jpg \n", + " inflating: women/00001500.jpg \n", + " inflating: women/00001501.jpg \n", + " inflating: women/00001502.jpg \n", + " inflating: women/00001503.jpg \n", + " inflating: women/00001504.jpg \n", + " inflating: women/00001505.jpg \n", + " inflating: women/00001507.jpg \n", + " inflating: women/00001508.jpg \n", + " inflating: women/00001511.jpg \n", + " inflating: women/00001512.jpg \n", + " inflating: women/00001513.jpg \n", + " inflating: women/00001515.jpg \n", + " inflating: women/00001516.jpg \n", + " inflating: women/00001517.jpg \n", + " inflating: women/00001519.jpg \n", + " inflating: women/00001521.jpg \n", + " inflating: women/00001522.jpeg \n", + " inflating: women/00001523.jpg \n", + " inflating: women/00001524.jpg \n", + " inflating: women/00001525.jpg \n", + " inflating: women/00001526.jpg \n", + " inflating: women/00001527.png \n", + " inflating: women/00001529.jpg \n", + " inflating: women/00001530.jpg \n", + " inflating: women/00001531.png \n", + " inflating: women/00001532.png \n", + " inflating: women/00001533.jpg \n", + " inflating: women/00001534.jpg \n", + " inflating: women/00001535.jpg \n", + " inflating: women/00001536.jpg \n", + " inflating: women/00001537.jpg \n", + " inflating: women/00001538.jpg \n", + " inflating: women/00001539.jpg \n", + " inflating: women/00001541.jpg \n", + " inflating: women/00001542.jpg \n", + " inflating: women/00001545.jpg \n", + " inflating: women/00001546.jpg \n", + " inflating: women/00001548.jpg \n", + " inflating: women/00001549.jpg \n", + " inflating: women/00001550.jpg \n", + " inflating: women/00001551.jpg \n", + " inflating: women/00001552.jpg \n", + " inflating: women/00001553.jpg \n", + " inflating: women/00001554.jpg \n", + " inflating: women/00001556.jpg \n", + " inflating: women/00001558.jpg \n", + " inflating: women/00001559.jpg \n", + " inflating: women/00001561.jpg \n", + " inflating: women/00001562.jpg \n", + " inflating: women/00001563.jpg \n", + " inflating: women/00001564.jpg \n", + " inflating: women/00001565.png \n", + " inflating: women/00001566.jpg \n", + " inflating: women/00001568.jpg \n", + " inflating: women/00001569.jpg \n", + " inflating: women/00001570.jpg \n", + " inflating: women/00001571.jpg \n", + " inflating: women/00001572.jpg \n", + " inflating: women/00001573.jpg \n", + " inflating: women/00001574.jpg \n", + " inflating: women/00001577.jpg \n", + " inflating: women/00001578.PNG \n", + " inflating: women/00001579.jpg \n", + " inflating: women/00001580.jpg \n", + " inflating: women/00001581.jpg \n", + " inflating: women/00001582.jpg \n", + " inflating: women/00001583.jpg \n", + " inflating: women/00001584.jpg \n", + " inflating: women/00001585.jpg \n", + " inflating: women/00001586.jpg \n", + " inflating: women/00001587.jpg \n", + " inflating: women/00001588.jpg \n", + " inflating: women/00001589.jpg \n", + " inflating: women/00001590.gif \n", + " inflating: women/00001592.jpg \n", + " inflating: women/00001593.jpg \n", + " inflating: women/00001596.jpg \n", + " inflating: women/00001597.jpg \n", + " inflating: women/00001598.jpg \n", + " inflating: women/00001599.jpg \n", + " inflating: women/00001600.jpg \n", + " inflating: women/00001601.jpg \n", + " inflating: women/00001603.jpg \n", + " inflating: women/00001604.jpg \n", + " inflating: women/00001605.jpg \n", + " inflating: women/00001606.jpg \n", + " inflating: women/00001607.jpg \n", + " inflating: women/00001608.gif \n", + " inflating: women/00001610.jpg \n", + " inflating: women/00001611.jpg \n", + " inflating: women/00001612.jpg \n", + " inflating: women/00001613.png \n", + " inflating: women/00001614.jpeg \n", + " inflating: women/00001615.jpg \n", + " inflating: women/00001616.jpg \n", + " inflating: women/00001617.jpg \n", + " inflating: women/00001618.jpeg \n", + " inflating: women/00001619.jpg \n", + " inflating: women/00001620.jpg \n", + " inflating: women/00001621.jpg \n", + " inflating: women/00001622.jpg \n", + " inflating: women/00001624.jpg \n", + " inflating: women/00001626.jpg \n", + " inflating: women/00001628.jpg \n", + " inflating: women/00001629.jpg \n", + " inflating: women/00001630.png \n", + " inflating: women/00001632.jpg \n", + " inflating: women/00001634.jpg \n", + " inflating: women/00001636.jpg \n", + " inflating: women/00001637.jpg \n", + " inflating: women/00001638.png \n", + " inflating: women/00001639.jpg \n", + " inflating: women/00001641.jpg \n", + " inflating: women/00001643.jpg \n", + " inflating: women/00001644.jpg \n", + " inflating: women/00001645.jpg \n", + " inflating: women/00001646.jpg \n", + " inflating: women/00001647.jpg \n", + " inflating: women/00001649.jpg \n", + " inflating: women/00001650.jpeg \n", + " inflating: women/00001651.jpg \n", + " inflating: women/00001652.jpg \n", + " inflating: women/00001653.jpg \n", + " inflating: women/00001654.jpg \n", + " inflating: women/00001655.jpg \n", + " inflating: women/00001656.jpeg \n", + " inflating: women/00001657.jpg \n", + " inflating: women/00001658.jpg \n", + " inflating: women/00001659.jpg \n", + " inflating: women/00001660.jpg \n", + " inflating: women/00001661.jpg \n", + " inflating: women/00001662.jpg \n", + " inflating: women/00001663.jpg \n", + " inflating: women/00001664.jpg \n", + " inflating: women/00001666.jpg \n", + " inflating: women/00001667.jpg \n", + " inflating: women/00001668.jpg \n", + " inflating: women/00001669.jpg \n", + " inflating: women/00001670.jpg \n", + " inflating: women/00001671.jpg \n", + " inflating: women/00001672.jpg \n", + " inflating: women/00001673.jpg \n", + " inflating: women/00001675.jpg \n", + " inflating: women/00001676.jpg \n", + " inflating: women/00001677.jpg \n", + " inflating: women/00001678.jpg \n", + " inflating: women/00001679.jpg \n", + " inflating: women/00001680.jpg \n", + " inflating: women/00001681.png \n", + " inflating: women/00001682.jpg \n", + " inflating: women/00001683.jpg \n", + " inflating: women/00001685.jpg \n", + " inflating: women/00001686.jpg \n", + " inflating: women/00001687.jpg \n", + " inflating: women/00001688.jpg \n", + " inflating: women/00001689.jpeg \n", + " inflating: women/00001691.jpg \n", + " inflating: women/00001692.jpg \n", + " inflating: women/00001693.jpg \n", + " inflating: women/00001694.jpeg \n", + " inflating: women/00001695.jpg \n", + " inflating: women/00001696.jpeg \n", + " inflating: women/00001697.jpg \n", + " inflating: women/00001698.jpg \n", + " inflating: women/00001699.jpg \n", + " inflating: women/00001700.JPG \n", + " inflating: women/00001701.jpg \n", + " inflating: women/00001702.jpg \n", + " inflating: women/00001703.jpg \n", + " inflating: women/00001705.png \n", + " inflating: women/00001706.jpg \n", + " inflating: women/00001707.jpg \n", + " inflating: women/00001708.jpg \n", + " inflating: women/00001709.jpg \n", + " inflating: women/00001710.jpg \n", + " inflating: women/00001711.png \n", + " inflating: women/00001712.png \n", + " inflating: women/00001713.jpg \n", + " inflating: women/00001715.jpg \n", + " inflating: women/00001716.jpg \n", + " inflating: women/00001717.jpg \n", + " inflating: women/00001718.jpg \n", + " inflating: women/00001719.jpeg \n", + " inflating: women/00001720.jpg \n", + " inflating: women/00001721.jpg \n", + " inflating: women/00001722.jpg \n", + " inflating: women/00001723.jpg \n", + " inflating: women/00001724.jpg \n", + " inflating: women/00001725.jpg \n", + " inflating: women/00001726.jpg \n", + " inflating: women/00001727.jpg \n", + " inflating: women/00001729.jpg \n", + " inflating: women/00001732.jpg \n", + " inflating: women/00001734.jpg \n", + " inflating: women/00001735.jpg \n", + " inflating: women/00001736.jpg \n", + " inflating: women/00001737.jpg \n", + " inflating: women/00001738.jpg \n", + " inflating: women/00001739.jpg \n", + " inflating: women/00001740.jpg \n", + " inflating: women/00001741.png \n", + " inflating: women/00001742.jpg \n", + " inflating: women/00001743.jpg \n", + " inflating: women/00001744.jpg \n", + " inflating: women/00001745.jpg \n", + " inflating: women/00001746.jpg \n", + " inflating: women/00001747.jpg \n", + " inflating: women/00001748.jpg \n", + " inflating: women/00001749.png \n", + " inflating: women/00001750.jpg \n", + " inflating: women/00001751.jpg \n", + " inflating: women/00001752.jpg \n", + " inflating: women/00001753.jpg \n", + " inflating: women/00001754.jpg \n", + " inflating: women/00001755.jpg \n", + " inflating: women/00001756.jpg \n", + " inflating: women/00001757.jpg \n", + " inflating: women/00001758.jpg \n", + " inflating: women/00001759.jpg \n", + " inflating: women/00001760.jpg \n", + " inflating: women/00001761.jpeg \n", + " inflating: women/00001762.jpg \n", + " inflating: women/00001763.jpg \n", + " inflating: women/00001765.png \n", + " inflating: women/00001766.jpg \n", + " inflating: women/00001767.jpg \n", + " inflating: women/00001768.jpg \n", + " inflating: women/00001770.jpg \n", + " inflating: women/00001771.jpg \n", + " inflating: women/00001772.jpg \n", + " inflating: women/00001773.jpg \n", + " inflating: women/00001774.jpg \n", + " inflating: women/00001775.jpg \n", + " inflating: women/00001776.jpg \n", + " inflating: women/00001777.jpg \n", + " inflating: women/00001782.jpg \n", + " inflating: women/00001783.jpg \n", + " inflating: women/00001785.jpg \n", + " inflating: women/00001786.jpg \n", + " inflating: women/00001787.jpg \n", + " inflating: women/00001789.jpg \n", + " inflating: women/00001790.png \n", + " inflating: women/00001792.jpg \n", + " inflating: women/00001793.jpg \n", + " inflating: women/00001794.jpg \n", + " inflating: women/00001795.jpg \n", + " inflating: women/00001796.jpg \n", + " inflating: women/00001797.jpg \n", + " inflating: women/00001798.jpg \n", + " inflating: women/00001799.jpg \n", + " inflating: women/00001800.jpg \n", + " inflating: women/00001801.jpg \n", + " inflating: women/00001802.jpg \n", + " inflating: women/00001803.png \n", + " inflating: women/00001804.jpg \n", + " inflating: women/00001805.jpeg \n", + " inflating: women/00001806.jpg \n", + " inflating: women/00001807.jpg \n", + " inflating: women/00001808.jpg \n", + " inflating: women/00001809.jpg \n", + " inflating: women/00001810.jpg \n", + " inflating: women/00001811.jpg \n", + " inflating: women/00001813.jpg \n", + " inflating: women/00001814.jpg \n", + " inflating: women/00001815.jpg \n", + " inflating: women/00001816.jpg \n", + " inflating: women/00001818.jpg \n", + " inflating: women/00001819.jpg \n", + " inflating: women/00001820.jpg \n", + " inflating: women/00001821.jpg \n", + " inflating: women/00001822.jpg \n", + " inflating: women/00001823.jpg \n", + " inflating: women/00001824.jpg \n", + " inflating: women/00001825.jpg \n", + " inflating: women/00001828.jpg \n", + " inflating: women/00001829.jpg \n", + " inflating: women/00001830.jpg \n", + " inflating: women/00001831.jpg \n", + " inflating: women/00001832.jpg \n", + " inflating: women/00001833.jpg \n", + " inflating: women/00001834.jpg \n", + " inflating: women/00001835.png \n", + " inflating: women/00001836.png \n", + " inflating: women/00001837.jpg \n", + " inflating: women/00001838.jpg \n", + " inflating: women/00001839.jpg \n", + " inflating: women/00001840.jpg \n", + " inflating: women/00001842.jpg \n", + " inflating: women/00001843.jpg \n", + " inflating: women/00001844.jpg \n", + " inflating: women/00001845.jpg \n", + " inflating: women/00001846.jpg \n", + " inflating: women/00001847.jpeg \n", + " inflating: women/00001848.jpg \n", + " inflating: women/00001849.jpg \n", + " inflating: women/00001850.jpg \n", + " inflating: women/00001851.jpg \n", + " inflating: women/00001852.jpg \n", + " inflating: women/00001853.jpg \n", + " inflating: women/00001854.png \n", + " inflating: women/00001855.jpg \n", + " inflating: women/00001856.jpg \n", + " inflating: women/00001857.jpg \n", + " inflating: women/00001858.jpg \n", + " inflating: women/00001859.jpg \n", + " inflating: women/00001860.jpg \n", + " inflating: women/00001862.jpg \n", + " inflating: women/00001863.jpg \n", + " inflating: women/00001865.jpg \n", + " inflating: women/00001866.jpg \n", + " inflating: women/00001867.jpg \n", + " inflating: women/00001868.jpg \n", + " inflating: women/00001869.jpg \n", + " inflating: women/00001871.jpg \n", + " inflating: women/00001872.jpg \n", + " inflating: women/00001873.jpg \n", + " inflating: women/00001874.jpg \n", + " inflating: women/00001875.jpg \n", + " inflating: women/00001876.jpg \n", + " inflating: women/00001877.jpg \n", + " inflating: women/00001878.jpg \n", + " inflating: women/00001879.jpg \n", + " inflating: women/00001880.jpg \n", + " inflating: women/00001881.jpg \n", + " inflating: women/00001882.jpg \n", + " inflating: women/00001883.jpg \n", + " inflating: women/00001884.jpg \n", + " inflating: women/00001885.jpg \n", + " inflating: women/00001886.jpg \n", + " inflating: women/00001887.jpg \n", + " inflating: women/00001888.png \n", + " inflating: women/00001890.jpg \n", + " inflating: women/00001892.jpg \n", + " inflating: women/00001893.jpg \n", + " inflating: women/00001894.jpg \n", + " inflating: women/00001895.jpg \n", + " inflating: women/00001896.jpg \n", + " inflating: women/00001898.jpg \n", + " inflating: women/00001899.jpg \n", + " inflating: women/00001901.jpg \n", + " inflating: women/00001902.jpg \n", + " inflating: women/00001903.jpg \n", + " inflating: women/00001904.jpg \n", + " inflating: women/00001905.jpg \n", + " inflating: women/00001906.jpg \n", + " inflating: women/00001908.jpg \n", + " inflating: women/00001909.jpg \n", + " inflating: women/00001910.jpg \n", + " inflating: women/00001911.jpg \n", + " inflating: women/00001912.jpg \n", + " inflating: women/00001913.jpg \n", + " inflating: women/00001914.jpg \n", + " inflating: women/00001915.jpeg \n", + " inflating: women/00001916.jpg \n", + " inflating: women/00001917.png \n", + " inflating: women/00001918.png \n", + " inflating: women/00001919.jpg \n", + " inflating: women/00001920.jpg \n", + " inflating: women/00001921.jpg \n", + " inflating: women/00001922.jpg \n", + " inflating: women/00001923.jpg \n", + " inflating: women/00001925.jpg \n", + " inflating: women/00001926.jpg \n", + " inflating: women/00001927.jpg \n", + " inflating: women/00001928.jpg \n", + " inflating: women/00001929.jpg \n", + " inflating: women/00001930.jpg \n", + " inflating: women/00001931.png \n", + " inflating: women/00001932.png \n", + " inflating: women/00001933.jpg \n", + " inflating: women/00001934.jpg \n", + " inflating: women/00001935.jpg \n", + " inflating: women/00001936.jpg \n", + " inflating: women/00001937.jpg \n", + " inflating: women/00001938.jpg \n", + " inflating: women/00001939.jpg \n", + " inflating: women/00001941.png \n", + " inflating: women/00001942.jpg \n", + " inflating: women/00001943.png \n", + " inflating: women/00001945.jpg \n", + " inflating: women/00001946.jpg \n", + " inflating: women/00001947.jpeg \n", + " inflating: women/00001948.jpg \n", + " inflating: women/00001949.jpg \n", + " inflating: women/00001951.jpg \n", + " inflating: women/00001952.jpg \n", + " inflating: women/00001953.jpg \n", + " inflating: women/00001954.jpg \n", + " inflating: women/00001955.jpg \n", + " inflating: women/00001956.jpg \n", + " inflating: women/00001957.jpg \n", + " inflating: women/00001958.jpg \n", + " inflating: women/00001960.jpg \n", + " inflating: women/00001961.jpg \n", + " inflating: women/00001962.jpg \n", + " inflating: women/00001963.jpg \n", + " inflating: women/00001964.jpg \n", + " inflating: women/00001965.jpg \n", + " inflating: women/00001966.jpeg \n", + " inflating: women/00001967.jpg \n", + " inflating: women/00001968.jpg \n", + " inflating: women/00001969.jpg \n", + " inflating: women/00001970.jpg \n", + " inflating: women/00001971.jpg \n", + " inflating: women/00001972.jpg \n", + " inflating: women/00001973.jpg \n", + " inflating: women/00001974.jpg \n", + " inflating: women/00001976.jpg \n", + " inflating: women/00001977.jpg \n", + " inflating: women/00001979.jpg \n", + " inflating: women/00001980.jpg \n", + " inflating: women/00001981.jpg \n", + " inflating: women/00001983.png \n", + " inflating: women/00001985.jpg \n", + " inflating: women/00001986.jpg \n", + " inflating: women/00001987.jpeg \n", + " inflating: women/00001988.jpg \n", + " inflating: women/00001989.jpg \n", + " inflating: women/00001990.jpg \n", + " inflating: women/00001991.jpg \n", + " inflating: women/00001992.jpg \n", + " inflating: women/00001994.jpg \n", + " inflating: women/00001995.jpg \n", + " inflating: women/00001996.jpg \n", + " inflating: women/00001997.jpg \n", + " inflating: women/00001998.jpg \n", + " inflating: women/00001999.jpg \n", + " inflating: women/00002000.jpg \n", + " inflating: women/00002001.jpg \n", + " inflating: women/00002002.jpg \n", + " inflating: women/00002003.jpg \n", + " inflating: women/00002004.jpg \n", + " inflating: women/00002005.jpg \n", + " inflating: women/00002006.jpg \n", + " inflating: women/00002007.jpg \n", + " inflating: women/00002008.jpg \n", + " inflating: women/00002009.jpg \n", + " inflating: women/00002010.jpg \n", + " inflating: women/00002012.jpg \n", + " inflating: women/00002013.jpg \n", + " inflating: women/00002015.jpg \n", + " inflating: women/00002016.jpg \n", + " inflating: women/00002019.jpg \n", + " inflating: women/00002020.jpg \n", + " inflating: women/00002021.jpg \n", + " inflating: women/00002022.jpg \n", + " inflating: women/00002023.jpg \n", + " inflating: women/00002024.jpg \n", + " inflating: women/00002025.jpg \n", + " inflating: women/00002026.jpg \n", + " inflating: women/00002027.jpg \n", + " inflating: women/00002029.jpg \n", + " inflating: women/00002030.png \n", + " inflating: women/00002031.jpg \n", + " inflating: women/00002033.jpg \n", + " inflating: women/00002034.jpg \n", + " inflating: women/00002035.jpg \n", + " inflating: women/00002036.jpg \n", + " inflating: women/00002037.jpeg \n", + " inflating: women/00002038.jpg \n", + " inflating: women/00002039.jpg \n", + " inflating: women/00002040.jpg \n", + " inflating: women/00002041.jpg \n", + " inflating: women/00002042.jpg \n", + " inflating: women/00002043.jpg \n", + " inflating: women/00002044.jpg \n", + " inflating: women/00002045.jpg \n", + " inflating: women/00002046.jpg \n", + " inflating: women/00002047.jpg \n", + " inflating: women/00002048.jpg \n", + " inflating: women/00002049.jpg \n", + " inflating: women/00002050.jpg \n", + " inflating: women/00002051.jpg \n", + " inflating: women/00002052.png \n", + " inflating: women/00002053.jpeg \n", + " inflating: women/00002054.jpg \n", + " inflating: women/00002055.jpg \n", + " inflating: women/00002056.jpg \n", + " inflating: women/00002057.jpg \n", + " inflating: women/00002058.jpeg \n", + " inflating: women/00002059.jpg \n", + " inflating: women/00002060.png \n", + " inflating: women/00002062.jpg \n", + " inflating: women/00002064.jpg \n", + " inflating: women/00002065.jpg \n", + " inflating: women/00002067.jpg \n", + " inflating: women/00002068.jpg \n", + " inflating: women/00002069.jpg \n", + " inflating: women/00002071.jpg \n", + " inflating: women/00002072.jpg \n", + " inflating: women/00002073.jpg \n", + " inflating: women/00002074.jpg \n", + " inflating: women/00002075.jpg \n", + " inflating: women/00002076.jpg \n", + " inflating: women/00002077.jpg \n", + " inflating: women/00002079.jpeg \n", + " inflating: women/00002081.jpg \n", + " inflating: women/00002083.jpg \n", + " inflating: women/00002084.jpg \n", + " inflating: women/00002085.jpg \n", + " inflating: women/00002086.jpg \n", + " inflating: women/00002087.jpg \n", + " inflating: women/00002088.jpg \n", + " inflating: women/00002089.png \n", + " inflating: women/00002090.jpg \n", + " inflating: women/00002091.png \n", + " inflating: women/00002093.jpg \n", + " inflating: women/00002094.jpg \n", + " inflating: women/00002095.jpg \n", + " inflating: women/00002096.jpg \n", + " inflating: women/00002097.jpg \n", + " inflating: women/00002098.jpg \n", + " inflating: women/00002099.jpg \n", + " inflating: women/00002100.jpg \n", + " inflating: women/00002101.jpg \n", + " inflating: women/00002102.jpg \n", + " inflating: women/00002103.jpg \n", + " inflating: women/00002105.jpg \n", + " inflating: women/00002106.jpg \n", + " inflating: women/00002107.jpg \n", + " inflating: women/00002108.jpg \n", + " inflating: women/00002109.png \n", + " inflating: women/00002110.jpg \n", + " inflating: women/00002111.jpg \n", + " inflating: women/00002112.jpg \n", + " inflating: women/00002113.jpg \n", + " inflating: women/00002115.jpg \n", + " inflating: women/00002119.jpg \n", + " inflating: women/00002120.jpg \n", + " inflating: women/00002121.jpg \n", + " inflating: women/00002123.jpg \n", + " inflating: women/00002125.gif \n", + " inflating: women/00002126.jpg \n", + " inflating: women/00002127.jpg \n", + " inflating: women/00002128.jpg \n", + " inflating: women/00002129.jpg \n", + " inflating: women/00002130.jpg \n", + " inflating: women/00002131.jpg \n", + " inflating: women/00002132.jpg \n", + " inflating: women/00002133.jpg \n", + " inflating: women/00002134.jpg \n", + " inflating: women/00002135.jpg \n", + " inflating: women/00002136.jpg \n", + " inflating: women/00002138.png \n", + " inflating: women/00002139.jpg \n", + " inflating: women/00002140.jpg \n", + " inflating: women/00002143.jpg \n", + " inflating: women/00002144.jpg \n", + " inflating: women/00002146.png \n", + " inflating: women/00002147.jpg \n", + " inflating: women/00002148.jpg \n", + " inflating: women/00002151.gif \n", + " inflating: women/00002152.jpg \n", + " inflating: women/00002153.jpg \n", + " inflating: women/00002154.jpg \n", + " inflating: women/00002155.jpg \n", + " inflating: women/00002156.jpg \n", + " inflating: women/00002157.jpg \n", + " inflating: women/00002158.jpg \n", + " inflating: women/00002159.jpg \n", + " inflating: women/00002160.jpg \n", + " inflating: women/00002161.jpg \n", + " inflating: women/00002162.jpg \n", + " inflating: women/00002163.jpg \n", + " inflating: women/00002164.jpg \n", + " inflating: women/00002165.gif \n", + " inflating: women/00002166.jpeg \n", + " inflating: women/00002167.jpg \n", + " inflating: women/00002168.jpeg \n", + " inflating: women/00002171.jpg \n", + " inflating: women/00002173.jpg \n", + " inflating: women/00002175.png \n", + " inflating: women/00002176.jpg \n", + " inflating: women/00002183.jpg \n", + " inflating: women/00002184.jpg \n", + " inflating: women/00002185.jpg \n", + " inflating: women/00002187.jpg \n", + " inflating: women/00002189.jpg \n", + " inflating: women/00002190.jpg \n", + " inflating: women/00002191.jpg \n", + " inflating: women/00002192.jpg \n", + " inflating: women/00002193.jpg \n", + " inflating: women/00002196.jpg \n", + " inflating: women/00002197.jpg \n", + " inflating: women/00002199.jpg \n", + " inflating: women/00002200.jpg \n", + " inflating: women/00002201.jpg \n", + " inflating: women/00002202.jpg \n", + " inflating: women/00002203.jpg \n", + " inflating: women/00002204.jpg \n", + " inflating: women/00002206.jpg \n", + " inflating: women/00002207.jpg \n", + " inflating: women/00002209.jpg \n", + " inflating: women/00002210.jpg \n", + " inflating: women/00002211.jpg \n", + " inflating: women/00002213.jpg \n", + " inflating: women/00002214.jpg \n", + " inflating: women/00002215.jpg \n", + " inflating: women/00002216.jpg \n", + " inflating: women/00002217.jpg \n", + " inflating: women/00002220.jpg \n", + " inflating: women/00002221.jpg \n", + " inflating: women/00002222.jpg \n", + " inflating: women/00002223.jpg \n", + " inflating: women/00002224.jpg \n", + " inflating: women/00002225.png \n", + " inflating: women/00002226.jpg \n", + " inflating: women/00002227.jpg \n", + " inflating: women/00002228.png \n", + " inflating: women/00002229.jpg \n", + " inflating: women/00002230.jpg \n", + " inflating: women/00002231.jpg \n", + " inflating: women/00002232.jpg \n", + " inflating: women/00002233.png \n", + " inflating: women/00002236.png \n", + " inflating: women/00002238.jpg \n", + " inflating: women/00002240.jpg \n", + " inflating: women/00002242.jpeg \n", + " inflating: women/00002243.jpg \n", + " inflating: women/00002244.jpg \n", + " inflating: women/00002245.jpg \n", + " inflating: women/00002247.jpg \n", + " inflating: women/00002248.jpg \n", + " inflating: women/00002249.jpg \n", + " inflating: women/00002253.jpg \n", + " inflating: women/00002254.jpg \n", + " inflating: women/00002255.jpg \n", + " inflating: women/00002256.jpg \n", + " inflating: women/00002257.jpg \n", + " inflating: women/00002258.jpg \n", + " inflating: women/00002260.jpg \n", + " inflating: women/00002261.jpg \n", + " inflating: women/00002262.jpeg \n", + " inflating: women/00002263.jpeg \n", + " inflating: women/00002264.jpg \n", + " inflating: women/00002265.jpg \n", + " inflating: women/00002266.jpg \n", + " inflating: women/00002268.jpg \n", + " inflating: women/00002270.jpg \n", + " inflating: women/00002271.jpg \n", + " inflating: women/00002273.jpg \n", + " inflating: women/00002274.jpg \n", + " inflating: women/00002275.jpg \n", + " inflating: women/00002276.jpg \n", + " inflating: women/00002277.jpg \n", + " inflating: women/00002278.jpg \n", + " inflating: women/00002280.jpg \n", + " inflating: women/00002282.jpg \n", + " inflating: women/00002284.jpg \n", + " inflating: women/00002285.jpg \n", + " inflating: women/00002286.jpg \n", + " inflating: women/00002289.jpg \n", + " inflating: women/00002291.jpg \n", + " inflating: women/00002292.jpg \n", + " inflating: women/00002294.jpg \n", + " inflating: women/00002295.jpg \n", + " inflating: women/00002296.jpg \n", + " inflating: women/00002297.png \n", + " inflating: women/00002298.png \n", + " inflating: women/00002299.jpg \n", + " inflating: women/00002300.jpg \n", + " inflating: women/00002301.jpg \n", + " inflating: women/00002303.jpg \n", + " inflating: women/00002304.jpg \n", + " inflating: women/00002305.jpg \n", + " inflating: women/00002306.jpg \n", + " inflating: women/00002307.jpg \n", + " inflating: women/00002308.jpg \n", + " inflating: women/00002309.jpg \n", + " inflating: women/00002310.jpg \n", + " inflating: women/00002312.jpg \n", + " inflating: women/00002313.jpg \n", + " inflating: women/00002314.jpg \n", + " inflating: women/00002316.jpg \n", + " inflating: women/00002317.jpg \n", + " inflating: women/00002318.jpg \n", + " inflating: women/00002319.jpg \n", + " inflating: women/00002320.jpg \n", + " inflating: women/00002323.jpg \n", + " inflating: women/00002325.jpg \n", + " inflating: women/00002326.jpg \n", + " inflating: women/00002327.jpg \n", + " inflating: women/00002334.jpg \n", + " inflating: women/00002336.jpg \n", + " inflating: women/00002339.png \n", + " inflating: women/00002340.jpg \n", + " inflating: women/00002346.jpg \n", + " inflating: women/00002349.jpg \n", + " inflating: women/00002350.jpg \n", + " inflating: women/00002351.jpg \n", + " inflating: women/00002353.jpg \n", + " inflating: women/00002354.jpg \n", + " inflating: women/00002355.jpg \n", + " inflating: women/00002356.JPG \n", + " inflating: women/00002358.jpg \n", + " inflating: women/00002360.jpg \n", + " inflating: women/00002361.jpg \n", + " inflating: women/00002362.jpg \n", + " inflating: women/00002364.jpg \n", + " inflating: women/00002365.jpg \n", + " inflating: women/00002366.jpg \n", + " inflating: women/00002371.jpg \n", + " inflating: women/00002372.jpg \n", + " inflating: women/00002373.jpg \n", + " inflating: women/00002374.jpg \n", + " inflating: women/00002375.jpeg \n", + " inflating: women/00002376.jpg \n", + " inflating: women/00002377.jpg \n", + " inflating: women/00002379.jpeg \n", + " inflating: women/00002380.jpg \n", + " inflating: women/00002381.jpg \n", + " inflating: women/00002382.jpg \n", + " inflating: women/00002383.gif \n", + " inflating: women/00002384.jpg \n", + " inflating: women/00002386.jpg \n", + " inflating: women/00002387.jpg \n", + " inflating: women/00002388.jpg \n", + " inflating: women/00002389.png \n", + " inflating: women/00002390.jpg \n", + " inflating: women/00002391.jpg \n", + " inflating: women/00002392.jpg \n", + " inflating: women/00002393.jpg \n", + " inflating: women/00002396.jpg \n", + " inflating: women/00002397.jpg \n", + " inflating: women/00002398.jpg \n", + " inflating: women/00002400.png \n", + " inflating: women/00002401.jpg \n", + " inflating: women/00002403.gif \n", + " inflating: women/00002404.jpg \n", + " inflating: women/00002405.jpg \n", + " inflating: women/00002406.jpg \n", + " inflating: women/00002407.jpg \n", + " inflating: women/00002408.jpg \n", + " inflating: women/00002409.jpg \n", + " inflating: women/00002415.jpg \n", + " inflating: women/00002416.jpg \n", + " inflating: women/00002417.jpg \n", + " inflating: women/00002418.jpg \n", + " inflating: women/00002419.jpg \n", + " inflating: women/00002420.jpg \n", + " inflating: women/00002421.jpg \n", + " inflating: women/00002423.jpg \n", + " inflating: women/00002424.jpg \n", + " inflating: women/00002425.jpg \n", + " inflating: women/00002426.jpg \n", + " inflating: women/00002427.jpg \n", + " inflating: women/00002428.jpg \n", + " inflating: women/000400296.png \n", + " inflating: women/02 (1).jpeg \n", + " inflating: women/02 (1).jpg \n", + " inflating: women/02 (10).jpg \n", + " inflating: women/02 (11).jpg \n", + " inflating: women/02 (2).jpg \n", + " inflating: women/02 (3).jpg \n", + " inflating: women/02 (4).jpg \n", + " inflating: women/02 (5).jpg \n", + " inflating: women/02 (6).jpg \n", + " inflating: women/02 (7).jpg \n", + " inflating: women/02 (8).jpg \n", + " inflating: women/02 (9).jpg \n", + " inflating: women/06 (1).jpg \n", + " inflating: women/06 (1).png \n", + " inflating: women/06 (2).jpg \n", + " inflating: women/missclassed (1).gif \n", + " inflating: women/missclassed (1).jpeg \n", + " inflating: women/missclassed (1).jpg \n", + " inflating: women/missclassed (1).png \n", + " inflating: women/missclassed (10).jpg \n", + " inflating: women/missclassed (10).png \n", + " inflating: women/missclassed (11).jpg \n", + " inflating: women/missclassed (11).png \n", + " inflating: women/missclassed (12).jpg \n", + " inflating: women/missclassed (13).jpg \n", + " inflating: women/missclassed (14).jpg \n", + " inflating: women/missclassed (15).jpg \n", + " inflating: women/missclassed (16).jpg \n", + " inflating: women/missclassed (17).jpg \n", + " inflating: women/missclassed (18).jpg \n", + " inflating: women/missclassed (19).jpg \n", + " inflating: women/missclassed (2).jpg \n", + " inflating: women/missclassed (2).png \n", + " inflating: women/missclassed (20).jpg \n", + " inflating: women/missclassed (21).jpg \n", + " inflating: women/missclassed (22).jpg \n", + " inflating: women/missclassed (23).jpg \n", + " inflating: women/missclassed (24).jpg \n", + " inflating: women/missclassed (25).jpg \n", + " inflating: women/missclassed (26).jpg \n", + " inflating: women/missclassed (27).jpg \n", + " inflating: women/missclassed (28).jpg \n", + " inflating: women/missclassed (29).jpg \n", + " inflating: women/missclassed (3).jpg \n", + " inflating: women/missclassed (3).png \n", + " inflating: women/missclassed (30).jpg \n", + " inflating: women/missclassed (31).jpg \n", + " inflating: women/missclassed (32).jpg \n", + " inflating: women/missclassed (33).jpg \n", + " inflating: women/missclassed (34).jpg \n", + " inflating: women/missclassed (35).jpg \n", + " inflating: women/missclassed (36).jpg \n", + " inflating: women/missclassed (37).jpg \n", + " inflating: women/missclassed (38).jpg \n", + " inflating: women/missclassed (39).jpg \n", + " inflating: women/missclassed (4).jpg \n", + " inflating: women/missclassed (4).png \n", + " inflating: women/missclassed (40).jpg \n", + " inflating: women/missclassed (41).jpg \n", + " inflating: women/missclassed (42).jpg \n", + " inflating: women/missclassed (43).jpg \n", + " inflating: women/missclassed (44).jpg \n", + " inflating: women/missclassed (45).jpg \n", + " inflating: women/missclassed (46).jpg \n", + " inflating: women/missclassed (47).jpg \n", + " inflating: women/missclassed (48).jpg \n", + " inflating: women/missclassed (49).jpg \n", + " inflating: women/missclassed (5).jpg \n", + " inflating: women/missclassed (5).png \n", + " inflating: women/missclassed (50).jpg \n", + " inflating: women/missclassed (51).jpg \n", + " inflating: women/missclassed (52).jpg \n", + " inflating: women/missclassed (53).jpg \n", + " inflating: women/missclassed (54).jpg \n", + " inflating: women/missclassed (56).jpg \n", + " inflating: women/missclassed (57).jpg \n", + " inflating: women/missclassed (58).jpg \n", + " inflating: women/missclassed (59).jpg \n", + " inflating: women/missclassed (6).jpg \n", + " inflating: women/missclassed (6).png \n", + " inflating: women/missclassed (60).jpg \n", + " inflating: women/missclassed (61).JPG \n", + " inflating: women/missclassed (62).jpg \n", + " inflating: women/missclassed (63).jpg \n", + " inflating: women/missclassed (64).JPG \n", + " inflating: women/missclassed (65).jpg \n", + " inflating: women/missclassed (66).jpg \n", + " inflating: women/missclassed (67).jpg \n", + " inflating: women/missclassed (68).jpg \n", + " inflating: women/missclassed (69).jpg \n", + " inflating: women/missclassed (7).jpg \n", + " inflating: women/missclassed (7).png \n", + " inflating: women/missclassed (70).jpg \n", + " inflating: women/missclassed (71).jpg \n", + " inflating: women/missclassed (72).jpg \n", + " inflating: women/missclassed (73).jpg \n", + " inflating: women/missclassed (74).jpg \n", + " inflating: women/missclassed (75).jpg \n", + " inflating: women/missclassed (76).jpg \n", + " inflating: women/missclassed (77).jpg \n", + " inflating: women/missclassed (78).jpg \n", + " inflating: women/missclassed (79).jpg \n", + " inflating: women/missclassed (8).jpg \n", + " inflating: women/missclassed (8).png \n", + " inflating: women/missclassed (80).jpg \n", + " inflating: women/missclassed (81).jpg \n", + " inflating: women/missclassed (82).jpg \n", + " inflating: women/missclassed (83).jpg \n", + " inflating: women/missclassed (84).jpg \n", + " inflating: women/missclassed (85).jpg \n", + " inflating: women/missclassed (86).jpg \n", + " inflating: women/missclassed (87).jpg \n", + " inflating: women/missclassed (88).jpg \n", + " inflating: women/missclassed (89).jpg \n", + " inflating: women/missclassed (9).jpg \n", + " inflating: women/missclassed (9).png \n", + " inflating: women/missclassed (90).jpg \n", + " inflating: women/missclassed (91).jpg \n", + " inflating: women/missclassed (92).jpg \n", + " inflating: women/missclassed (93).jpg \n", + " inflating: women/missclassed (94).jpg \n", + " inflating: women/missclassed (95).jpg \n", + " inflating: women/missclassed (96).jpg \n" + ] + } + ], + "source": [ + "!unzip /content/men-women-classification.zip" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "qrZ8MxyrBSHO" + }, + "outputs": [], + "source": [ + "dir = \"/content/data\"\n", + "men_dir = '/content/data/men'\n", + "women_dir = '/content/data/women'" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "R70WJW_zE4sa" + }, + "source": [ + "# Data Cleaning and processing" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 406 + }, + "id": "-YJaYmWOE4Fu", + "outputId": "6aebd2e3-8d83-4153-94ff-89dbbb83c49a" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "temp_img = cv2.imread('/content/data/men/00000001.jpg')\n", + "plt.imshow(temp_img)\n", + "plt.axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9RMkuVqqFNVn", + "outputId": "1637512a-301d-4529-ce04-029de41d1133" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The number of images in men directory is 1418.\n", + "The number of images in women directory is 1912.\n" + ] + } + ], + "source": [ + "men_imgs = os.listdir(men_dir)\n", + "women_imgs = os.listdir(women_dir)\n", + "\n", + "print(f\"The number of images in men directory is {len(men_imgs)}.\\nThe number of images in women directory is {len(women_imgs)}.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 410 + }, + "id": "i59oajApGm8s", + "outputId": "e99e2ea7-e299-4887-d2ed-0586bf45b666" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6, 4))\n", + "plt.bar(['men', 'women'], [len(men_imgs), len(women_imgs)])\n", + "plt.xlabel(\"Gender\")\n", + "plt.ylabel(\"Count\")\n", + "plt.title(\"Images Count\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "8mthm8DssyFC" + }, + "outputs": [], + "source": [ + "valid_img_formats = ['jpg', 'jpeg', 'png']\n", + "\n", + "for root, dirs, files in os.walk(dir):\n", + " for file in files:\n", + " img_path = os.path.join(root, file)\n", + " if imghdr.what(img_path) not in valid_img_formats:\n", + " os.remove(img_path)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "yAL20o9EsxlT", + "outputId": "add83843-97e8-4d3b-e7a6-af2bbd8cddde" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The number of images in men directory is 1352.\n", + "The number of images in women directory is 1820.\n" + ] + } + ], + "source": [ + "men_imgs = os.listdir(men_dir)\n", + "women_imgs = os.listdir(women_dir)\n", + "\n", + "print(f\"The number of images in men directory is {len(men_imgs)}.\\nThe number of images in women directory is {len(women_imgs)}.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 410 + }, + "id": "yruisM3OsxiN", + "outputId": "a6ce0c34-f20c-454f-b0da-85f3ad94e4fd" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6, 4))\n", + "plt.bar(['men', 'women'], [len(men_imgs), len(women_imgs)])\n", + "plt.xlabel(\"Gender\")\n", + "plt.ylabel(\"Count\")\n", + "plt.title(\"Images Count\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "aSTkWQ2Pn536" + }, + "outputs": [], + "source": [ + "img_data = []\n", + "labels = []\n", + "\n", + "for img1_path, img2_path in zip(men_imgs, women_imgs):\n", + " man_img_path = os.path.join(men_dir, img1_path)\n", + " man_img = cv2.imread(man_img_path)\n", + " man_img = cv2.resize(man_img, (224, 224))\n", + " man_img = np.array(man_img, dtype=np.float32) / 255.0\n", + "\n", + " img_data.append(man_img)\n", + " labels.append(0)\n", + "\n", + " woman_img_path = os.path.join(women_dir, img2_path)\n", + " woman_img = cv2.imread(woman_img_path)\n", + " woman_img = cv2.resize(woman_img, (224, 224))\n", + " woman_img = np.array(woman_img, dtype=np.float32) / 255.0\n", + "\n", + " img_data.append(woman_img)\n", + " labels.append(1)\n", + "\n", + "img_data = np.array(img_data, dtype = np.float32)\n", + "labels = np.array(labels)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "y7CldkFPn51W", + "outputId": "0e14e1dd-7643-470a-afad-66b044984ff6" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "((2704, 224, 224, 3), (2704,))" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img_data.shape, labels.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "JtFkFzjip5so" + }, + "outputs": [], + "source": [ + "X_train, X_test, Y_train, Y_test = train_test_split(img_data, labels, test_size=0.2, random_state = 2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "wXq-AQmR3Rlk", + "outputId": "4be91c5b-cfc9-40e8-82f4-5e930cce1151" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.unique(Y_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "im0yVahYOLpZ" + }, + "source": [ + "# CNN Architecture" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-tqdpiCCxoK5", + "outputId": "e0bf15b9-9e44-4de0-a1c3-4b9e815a056e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n", + "\u001b[1m58889256/58889256\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n" + ] + } + ], + "source": [ + "vgg16_conv = VGG16(\n", + " weights = 'imagenet',\n", + " include_top = False,\n", + " input_shape = (224, 224, 3)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bFbkCLYhyFT8", + "outputId": "376dc635-e5ac-4c7f-9bf5-ac37ecb040e4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "input_layer False\n", + "block1_conv1 False\n", + "block1_conv2 False\n", + "block1_pool False\n", + "block2_conv1 False\n", + "block2_conv2 False\n", + "block2_pool False\n", + "block3_conv1 False\n", + "block3_conv2 False\n", + "block3_conv3 False\n", + "block3_pool False\n", + "block4_conv1 False\n", + "block4_conv2 False\n", + "block4_conv3 False\n", + "block4_pool False\n", + "block5_conv1 True\n", + "block5_conv2 True\n", + "block5_conv3 True\n", + "block5_pool True\n" + ] + } + ], + "source": [ + "vgg16_conv.trainable = True\n", + "set_trainable = False\n", + "\n", + "for layer in vgg16_conv.layers:\n", + " if layer.name == 'block5_conv1':\n", + " set_trainable = True\n", + "\n", + " if set_trainable == True:\n", + " layer.trainable = True\n", + " else:\n", + " layer.trainable = False\n", + "\n", + "for layer in vgg16_conv.layers:\n", + " print(layer.name,layer.trainable)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "LQQAw94ENAau" + }, + "outputs": [], + "source": [ + "model = Sequential()\n", + "\n", + "model.add(vgg16_conv)\n", + "\n", + "model.add(Flatten())\n", + "\n", + "model.add(Dense(256, activation = 'relu'))\n", + "model.add(Dense(1, activation='sigmoid'))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "aBIL3nfsRMUB" + }, + "outputs": [], + "source": [ + "model.compile(optimizer= RMSprop(learning_rate=1e-5), loss='binary_crossentropy', metrics=['Accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nNTBYPOySDUS", + "outputId": "57bf2970-3b42-442f-f624-7615163c6ba9" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: 1.0023169601482855, 1: 0.9976937269372693}" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "class_weights = compute_class_weight(class_weight='balanced', classes = np.unique(Y_train), y = Y_train)\n", + "class_weights_dict = dict(enumerate(class_weights))\n", + "class_weights_dict" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "3cMkO9UMSDRf" + }, + "outputs": [], + "source": [ + "path = 'gender_detector.keras'\n", + "model_checkpoint = ModelCheckpoint(\n", + " filepath = path,\n", + " monitor = \"val_loss\",\n", + " verbose = 1,\n", + " save_best_only = True,\n", + " save_weights_only = False,\n", + " mode = 'min',\n", + " save_freq = 'epoch'\n", + ")\n", + "\n", + "# Save only the weights\n", + "weights_checkpoint = ModelCheckpoint(\n", + " filepath='gender_detector_weights.weights.h5',\n", + " monitor=\"val_loss\",\n", + " verbose=1,\n", + " save_best_only=True,\n", + " save_weights_only=True, # Save only the weights\n", + " mode='min',\n", + " save_freq='epoch'\n", + ")\n", + "\n", + "early_stopping = EarlyStopping(\n", + " monitor = 'val_loss',\n", + " patience = 5,\n", + " verbose = 1,\n", + " mode = \"min\",\n", + " restore_best_weights=True\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_3ngKLKxRutx" + }, + "source": [ + "# Training the Model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "olDTZfB1Rs3u", + "outputId": "fc07f858-4c5b-44eb-c432-bec01cac6db2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/50\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 302ms/step - Accuracy: 0.6550 - loss: 0.6267\n", + "Epoch 1: val_loss improved from inf to 0.43694, saving model to gender_detector.keras\n", + "\n", + "Epoch 1: val_loss improved from inf to 0.43694, saving model to gender_detector_weights.weights.h5\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 646ms/step - Accuracy: 0.6558 - loss: 0.6257 - val_Accuracy: 0.7911 - val_loss: 0.4369\n", + "Epoch 2/50\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 150ms/step - Accuracy: 0.8576 - loss: 0.3452\n", + "Epoch 2: val_loss improved from 0.43694 to 0.38133, saving model to gender_detector.keras\n", + "\n", + "Epoch 2: val_loss improved from 0.43694 to 0.38133, saving model to gender_detector_weights.weights.h5\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m43s\u001b[0m 274ms/step - Accuracy: 0.8575 - loss: 0.3452 - val_Accuracy: 0.8392 - val_loss: 0.3813\n", + "Epoch 3/50\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 153ms/step - Accuracy: 0.9090 - loss: 0.2453\n", + "Epoch 3: val_loss did not improve from 0.38133\n", + "\n", + "Epoch 3: val_loss did not improve from 0.38133\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 191ms/step - Accuracy: 0.9089 - loss: 0.2453 - val_Accuracy: 0.8189 - val_loss: 0.4092\n", + "Epoch 4/50\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 156ms/step - Accuracy: 0.9416 - loss: 0.1650\n", + "Epoch 4: val_loss improved from 0.38133 to 0.33870, saving model to gender_detector.keras\n", + "\n", + "Epoch 4: val_loss improved from 0.38133 to 0.33870, saving model to gender_detector_weights.weights.h5\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m27s\u001b[0m 291ms/step - Accuracy: 0.9415 - loss: 0.1652 - val_Accuracy: 0.8503 - val_loss: 0.3387\n", + "Epoch 5/50\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 159ms/step - Accuracy: 0.9644 - loss: 0.1377\n", + "Epoch 5: val_loss improved from 0.33870 to 0.33848, saving model to gender_detector.keras\n", + "\n", + "Epoch 5: val_loss improved from 0.33870 to 0.33848, saving model to gender_detector_weights.weights.h5\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 292ms/step - Accuracy: 0.9644 - loss: 0.1376 - val_Accuracy: 0.8577 - val_loss: 0.3385\n", + "Epoch 6/50\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 161ms/step - Accuracy: 0.9773 - loss: 0.0994\n", + "Epoch 6: val_loss improved from 0.33848 to 0.33097, saving model to gender_detector.keras\n", + "\n", + "Epoch 6: val_loss improved from 0.33848 to 0.33097, saving model to gender_detector_weights.weights.h5\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 274ms/step - Accuracy: 0.9773 - loss: 0.0994 - val_Accuracy: 0.8614 - val_loss: 0.3310\n", + "Epoch 7/50\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 164ms/step - Accuracy: 0.9864 - loss: 0.0702\n", + "Epoch 7: val_loss did not improve from 0.33097\n", + "\n", + "Epoch 7: val_loss did not improve from 0.33097\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 198ms/step - Accuracy: 0.9864 - loss: 0.0703 - val_Accuracy: 0.8651 - val_loss: 0.3388\n", + "Epoch 8/50\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 167ms/step - Accuracy: 0.9937 - loss: 0.0490\n", + "Epoch 8: val_loss did not improve from 0.33097\n", + "\n", + "Epoch 8: val_loss did not improve from 0.33097\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 205ms/step - Accuracy: 0.9937 - loss: 0.0491 - val_Accuracy: 0.8355 - val_loss: 0.4440\n", + "Epoch 9/50\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 170ms/step - Accuracy: 0.9949 - loss: 0.0370\n", + "Epoch 9: val_loss did not improve from 0.33097\n", + "\n", + "Epoch 9: val_loss did not improve from 0.33097\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 205ms/step - Accuracy: 0.9949 - loss: 0.0370 - val_Accuracy: 0.8447 - val_loss: 0.4298\n", + "Epoch 10/50\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 171ms/step - Accuracy: 0.9956 - loss: 0.0329\n", + "Epoch 10: val_loss did not improve from 0.33097\n", + "\n", + "Epoch 10: val_loss did not improve from 0.33097\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 206ms/step - Accuracy: 0.9956 - loss: 0.0329 - val_Accuracy: 0.8595 - val_loss: 0.3669\n", + "Epoch 11/50\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 167ms/step - Accuracy: 0.9994 - loss: 0.0157\n", + "Epoch 11: val_loss did not improve from 0.33097\n", + "\n", + "Epoch 11: val_loss did not improve from 0.33097\n", + "\u001b[1m68/68\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 203ms/step - Accuracy: 0.9994 - loss: 0.0158 - val_Accuracy: 0.8521 - val_loss: 0.4036\n", + "Epoch 11: early stopping\n", + "Restoring model weights from the end of the best epoch: 6.\n" + ] + } + ], + "source": [ + "history = model.fit(\n", + " X_train,\n", + " Y_train,\n", + " validation_data=(X_test, Y_test),\n", + " epochs = 50,\n", + " class_weight = class_weights_dict,\n", + " callbacks= [model_checkpoint, weights_checkpoint, early_stopping]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 273 + }, + "id": "rMSmLmFGzWse", + "outputId": "4750193d-04ab-4194-ec75-faa941deb6ae" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
Model: \"sequential\"\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
+       "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
+       "│ vgg16 (Functional)                   │ (None, 7, 7, 512)           │      14,714,688 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ flatten (Flatten)                    │ (None, 25088)               │               0 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ dense (Dense)                        │ (None, 256)                 │       6,422,784 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ dense_1 (Dense)                      │ (None, 1)                   │             257 │\n",
+       "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
+       "
\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━���━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ vgg16 (\u001b[38;5;33mFunctional\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m14,714,688\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ flatten (\u001b[38;5;33mFlatten\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25088\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m) │ \u001b[38;5;34m6,422,784\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m257\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Total params: 34,640,196 (132.14 MB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m34,640,196\u001b[0m (132.14 MB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Trainable params: 13,502,465 (51.51 MB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m13,502,465\u001b[0m (51.51 MB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Non-trainable params: 7,635,264 (29.13 MB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m7,635,264\u001b[0m (29.13 MB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Optimizer params: 13,502,467 (51.51 MB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m13,502,467\u001b[0m (51.51 MB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IEeP72fka7zW" + }, + "source": [ + "# Accuracy and Training Graph" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 507 + }, + "id": "Ei6Mj1lzYbkJ", + "outputId": "a2ce993d-d5d4-45d5-b26d-6a246209d900" + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15, 6))\n", + "plt.subplot(1,2,1)\n", + "plt.plot(history.history['Accuracy'], color='r', label=\"Training Data\")\n", + "plt.plot(history.history['val_Accuracy'], color='b', label=\"Test Data\")\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel(\"Accuracy\")\n", + "plt.legend()\n", + "plt.title(\"Training and Validation Accuracy Graph\")\n", + "\n", + "plt.subplot(1,2,2)\n", + "plt.plot(history.history['loss'], color='r', label=\"Training Data\")\n", + "plt.plot(history.history['val_loss'], color='b', label=\"Test Data\")\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend()\n", + "plt.title(\"Training and Validation loss Graph\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "yg1RAbphbSAJ" + }, + "source": [ + "# Model Evaluation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "87ZeGrre2ZeU", + "outputId": "c1663cf9-cb63-4c52-9dda-3b996eea98fd" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m17/17\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 164ms/step\n" + ] + } + ], + "source": [ + "predictions = model.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "qImoWXE92Zb4" + }, + "outputs": [], + "source": [ + "# Extract predicted labels from the prediction\n", + "prediction_list = []\n", + "\n", + "for pred in predictions:\n", + " prediction_list.append(int(np.round(pred[0])))\n", + "\n", + "prediction_list = np.array(prediction_list, dtype=np.int32)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1h8AxN0m4Kmg", + "outputId": "b65a4a00-48f5-4215-d9b4-327a5af8e122" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0,\n", + " 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n", + " 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0, 0,\n", + " 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1,\n", + " 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1,\n", + " 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0,\n", + " 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0,\n", + " 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1,\n", + " 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1,\n", + " 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1,\n", + " 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1,\n", + " 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0,\n", + " 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0,\n", + " 0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0,\n", + " 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1,\n", + " 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1,\n", + " 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0,\n", + " 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1,\n", + " 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1,\n", + " 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0,\n", + " 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0,\n", + " 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 0,\n", + " 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1,\n", + " 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 0,\n", + " 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0], dtype=int32)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "prediction_list" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ulEX_lkU4BaB", + "outputId": "7d41d5f3-cb2f-4e87-ab02-6acb42bc13b1" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(541, 541)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(prediction_list), len(Y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CBsvRXD42fmU", + "outputId": "0c6e1980-4262-43d8-82a3-34ca8caa5ed6" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " Men 0.87 0.85 0.86 273\n", + " Women 0.85 0.87 0.86 268\n", + "\n", + " accuracy 0.86 541\n", + " macro avg 0.86 0.86 0.86 541\n", + "weighted avg 0.86 0.86 0.86 541\n", + "\n" + ] + } + ], + "source": [ + "# Generate the classification report\n", + "report = classification_report(Y_test, prediction_list, target_names=['Men', 'Women'])\n", + "print(report)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bCQvCWDlb32p" + }, + "source": [ + "# Testing on Random Images" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "nosu6tzob0zL" + }, + "outputs": [], + "source": [ + "def predict_gender(img_path):\n", + " img = cv2.imread(img_path)\n", + " img_resize = cv2.resize(img, (224, 224))\n", + " img_resize = np.array(img_resize, dtype=np.float32)\n", + " img_resize /= 255.0\n", + " img_input = img_resize.reshape(1, 224, 224, 3)\n", + " prediction = model.predict(img_input)\n", + "\n", + " if prediction[0][0] < 0.5:\n", + " title = \"He is a Men.\"\n", + " else:\n", + " title = \"She is a Women.\"\n", + "\n", + " plt.figure(figsize=(3, 2))\n", + " plt.axis(\"off\")\n", + " plt.title(title)\n", + " plt.imshow(img)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 230 + }, + "id": "S3AOD72cb0sG", + "outputId": "0ec1ccb6-fef5-49d5-f361-09e1a9ca7bab" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 2s/step\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "predict_gender('/content/data/men/00000009.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 207 + }, + "id": "hoy6JMDub0nr", + "outputId": "f1e9fffd-fee5-4349-bfd5-329c4d193bd1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "predict_gender('/content/data/women/00000102.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 207 + }, + "id": "mWQisH8nb0jQ", + "outputId": "10cbf67d-ab09-436a-c15f-411200e8bfd5" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "predict_gender('/content/data/men/00001101.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 230 + }, + "id": "GyIXXV-lcO3R", + "outputId": "219a93db-d44a-4039-de1c-5a7b9b7b1019" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 17ms/step\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "predict_gender('/content/data/women/00000005.jpeg')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 215 + }, + "id": "GaZ8ux1QcOwj", + "outputId": "642e82ad-06ed-4e9d-f20e-cb032fefe0fc" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "predict_gender('/content/data/men/00001153.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 215 + }, + "id": "jW_MWi1YcOrN", + "outputId": "e8e1d8f6-5b80-4e4f-eaf2-c5e7d058c531" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "predict_gender('/content/data/women/00000851.jpg')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Bue6cVfEcRxz" + }, + "source": [ + "# Uploading the Model on Drive" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fuLb4zsucVTr", + "outputId": "9abb112b-9979-4432-96b1-08b4db057925" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mounted at /content/drive\n" + ] + } + ], + "source": [ + "# Mount Google Drive\n", + "drive.mount('/content/drive')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "pq9cgmX-crco" + }, + "outputs": [], + "source": [ + "# Define the path where you want to save the model in your Google Drive\n", + "model_save_path = '/content/drive/MyDrive/Image_classification/gender_detector.keras'\n", + "# Save your trained model to the specified path\n", + "model.save(model_save_path)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "k4kzHpTJcraI" + }, + "outputs": [], + "source": [ + "# Unmount Google Drive\n", + "drive.flush_and_unmount()" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}