{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8lCi3O2Otp9D", "outputId": "41d30bd2-8760-47cf-a42b-d4c52b396480" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "--2024-05-29 14:19:51-- https://bitbucket.org/ishaanjav/code-and-deploy-custom-tensorflow-lite-model/raw/a4febbfee178324b2083e322cdead7465d6fdf95/fruits.zip\n", "Resolving bitbucket.org (bitbucket.org)... 104.192.141.1, 2406:da00:ff00::22c5:2ef4, 2406:da00:ff00::22cd:e0db, ...\n", "Connecting to bitbucket.org (bitbucket.org)|104.192.141.1|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 105946856 (101M) [application/zip]\n", "Saving to: ‘fruits.zip’\n", "\n", "fruits.zip 100%[===================>] 101.04M 57.9MB/s in 1.7s \n", "\n", "2024-05-29 14:19:55 (57.9 MB/s) - ‘fruits.zip’ saved [105946856/105946856]\n", "\n" ] } ], "source": [ "!wget https://bitbucket.org/ishaanjav/code-and-deploy-custom-tensorflow-lite-model/raw/a4febbfee178324b2083e322cdead7465d6fdf95/fruits.zip" ] }, { "cell_type": "code", "source": [ "!unzip fruits.zip" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rsAyVrj8uirw", "outputId": "5ab9055d-f885-44f9-9105-395fae4fbeed" }, "execution_count": 2, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Archive: fruits.zip\n", " creating: fruits/\n", " inflating: __MACOSX/._fruits \n", " inflating: fruits/.DS_Store \n", " inflating: __MACOSX/fruits/._.DS_Store \n", " creating: fruits/test/\n", " creating: fruits/train/\n", " creating: fruits/validation/\n", " creating: fruits/test/apple/\n", " inflating: fruits/test/.DS_Store \n", " inflating: __MACOSX/fruits/test/._.DS_Store \n", " creating: fruits/test/banana/\n", " creating: fruits/test/orange/\n", " creating: fruits/train/apple/\n", " inflating: fruits/train/.DS_Store \n", " inflating: __MACOSX/fruits/train/._.DS_Store \n", " creating: fruits/train/banana/\n", " creating: fruits/train/orange/\n", " creating: fruits/validation/apple/\n", " inflating: fruits/validation/.DS_Store \n", " inflating: __MACOSX/fruits/validation/._.DS_Store \n", " creating: fruits/validation/banana/\n", " creating: fruits/validation/orange/\n", " inflating: fruits/test/apple/Screen Shot 2018-06-08 at 5.27.19 PM.png \n", " inflating: __MACOSX/fruits/test/apple/._Screen Shot 2018-06-08 at 5.27.19 PM.png \n", " inflating: fruits/test/apple/Screen Shot 2018-06-08 at 5.26.13 PM.png \n", " inflating: __MACOSX/fruits/test/apple/._Screen Shot 2018-06-08 at 5.26.13 PM.png \n", " inflating: fruits/test/apple/Screen Shot 2018-06-08 at 5.26.29 PM.png \n", " inflating: __MACOSX/fruits/test/apple/._Screen Shot 2018-06-08 at 5.26.29 PM.png \n", " inflating: 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" inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.54.35 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.54.03 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.54.03 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.50.28 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.50.28 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.50.47 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.50.47 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.55.05 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.55.05 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.52.46 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.52.46 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.55.42 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.55.42 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.55.00 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.55.00 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.52.16 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.52.16 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.52.32 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.52.32 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.55.28 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.55.28 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.52.51 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.52.51 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.50.33 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.50.33 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.54.20 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.54.20 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.50.19 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.50.19 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.53.12 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.53.12 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.51.13 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.51.13 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.54.55 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.54.55 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.53.43 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.53.43 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.52.26 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.52.26 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.52.55 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.52.55 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.52.12 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.52.12 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.50.54 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.50.54 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.54.10 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.54.10 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.53.22 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.53.22 PM.png \n", " inflating: fruits/test/orange/Screen Shot 2018-06-12 at 11.53.53 PM.png \n", " inflating: __MACOSX/fruits/test/orange/._Screen Shot 2018-06-12 at 11.53.53 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.02.43 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.02.43 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.20.56 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.20.56 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.11.59 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.11.59 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.11.24 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.11.24 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.06.19 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.06.19 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.16.16 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.16.16 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.15.39 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.15.39 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.05.12 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.05.12 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.06.23 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.06.23 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.02.08 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.02.08 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.06.40 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.06.40 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.03.10 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.03.10 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.13.54 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.13.54 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.13.25 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.13.25 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.00.50 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.00.50 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.17.10 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.17.10 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.03.34 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.03.34 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.03.26 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.03.26 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.17.34 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.17.34 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.10.53 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.10.53 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.04.16 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.04.16 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.14.07 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.14.07 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.21.40 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.21.40 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.03.47 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.03.47 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.18.37 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.18.37 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.03.59 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.03.59 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.10.43 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.10.43 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.21.31 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.21.31 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.18.58 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.18.58 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.01.01 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.01.01 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.05.34 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.05.34 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.15.01 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.15.01 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.11.02 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.11.02 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.16.06 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.16.06 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.19.15 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.19.15 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.01.29 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.01.29 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.06.33 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.06.33 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.18.42 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.18.42 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.21.56 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.21.56 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.21.35 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.21.35 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.00.03 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.00.03 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.04.24 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.04.24 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.04.59 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.04.59 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.21.44 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.21.44 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.17.04 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.17.04 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.14.48 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.14.48 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.14.56 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.14.56 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.13.31 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.13.31 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.22.20 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.22.20 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.13.40 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.13.40 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.00.35 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.00.35 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.14.44 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.14.44 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.07.52 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.07.52 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 4.59.36 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 4.59.36 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.05.18 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.05.18 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.06.54 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.06.54 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.15.21 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.15.21 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.05.06 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.05.06 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.20.17 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.20.17 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.09.47 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.09.47 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.12.29 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.12.29 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.19.35 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.19.35 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.16.57 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.16.57 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.05.41 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.05.41 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.16.49 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.16.49 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.02.38 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.02.38 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.20.42 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.20.42 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.15.09 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.15.09 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.11.41 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.11.41 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.12.56 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.12.56 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.15.52 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.15.52 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.11.08 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.11.08 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.11.16 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.11.16 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.19.58 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.19.58 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.02.24 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.02.24 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.01.15 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.01.15 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.09.10 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.09.10 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.16.28 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.16.28 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.14.01 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.14.01 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.17.22 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.17.22 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.07.05 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.07.05 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 4.59.49 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 4.59.49 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 4.59.57 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 4.59.57 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.04.31 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.04.31 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.21.51 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.21.51 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.18.26 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.18.26 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.00.43 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.00.43 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.08.46 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.08.46 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.08.58 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.08.58 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.14.20 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.14.20 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.08.37 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.08.37 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.09.31 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.09.31 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.01.34 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.01.34 PM.png \n", " inflating: 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inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.12.14 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.12.14 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.15.28 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.15.28 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.12.20 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.12.20 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.05.48 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.05.48 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.02.31 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.02.31 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.05.27 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.05.27 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.11.35 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.11.35 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.09.17 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.09.17 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.21.22 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.21.22 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.13.02 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.13.02 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.04.42 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.04.42 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.13.10 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.13.10 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.10.21 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.10.21 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.00.18 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.00.18 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.17.58 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.17.58 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.21.06 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.21.06 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.18.12 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.18.12 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.04.05 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.04.05 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.13.45 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.13.45 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.07.26 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.07.26 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.11.52 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.11.52 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.01.08 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.01.08 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.20.51 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.20.51 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.02.48 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.02.48 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.20.32 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.20.32 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.16.44 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.16.44 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.09.54 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.09.54 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.12.47 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.12.47 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.06.28 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.06.28 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.20.08 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.20.08 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.09.25 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.09.25 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.06.47 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.06.47 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.03.17 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.03.17 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.00.26 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.00.26 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.18.16 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.18.16 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.03.05 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.03.05 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.08.52 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.08.52 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.07.18 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.07.18 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.17.42 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.17.42 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.10.37 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.10.37 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.10.29 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.10.29 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.18.51 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.18.51 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.13.18 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.13.18 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.07.32 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.07.32 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.10.11 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.10.11 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.04.11 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.04.11 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 4.59.44 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 4.59.44 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.10.03 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.10.03 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.03.40 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.03.40 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.22.15 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.22.15 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.00.12 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.00.12 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.04.48 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.04.48 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.08.05 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.08.05 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.09.03 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.09.03 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.02.54 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.02.54 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.19.47 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.19.47 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.15.14 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.15.14 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.16.37 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.16.37 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.19.28 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.19.28 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.06.10 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.06.10 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.12.34 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.12.34 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.01.22 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.01.22 PM.png \n", " inflating: fruits/train/apple/Screen Shot 2018-06-08 at 5.01.41 PM.png \n", " inflating: __MACOSX/fruits/train/apple/._Screen Shot 2018-06-08 at 5.01.41 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.48.39 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.48.39 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.53.57 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.53.57 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.05.13 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.05.13 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.02.09 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.02.09 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.48.48 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.48.48 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.57.25 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.57.25 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.05.29 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.05.29 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.57.58 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.57.58 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.05.54 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.05.54 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.57.46 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.57.46 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.54.18 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.54.18 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.58.36 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.58.36 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.08.01 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.08.01 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.59.41 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.59.41 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.56.23 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.56.23 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.51.44 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.51.44 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.46.43 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.46.43 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.51.58 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.51.58 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.51.29 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.51.29 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.55.02 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.55.02 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.51.54 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.51.54 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.56.33 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.56.33 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.49.15 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.49.15 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.52.06 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.52.06 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.49.23 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.49.23 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.46.30 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.46.30 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.00.30 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.00.30 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.54.43 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.54.43 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.47.55 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.47.55 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.02.19 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.02.19 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.48.54 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.48.54 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.53.36 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.53.36 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.47.59 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.47.59 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.58.49 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.58.49 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.50.31 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.50.31 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.05.35 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.05.35 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.47.00 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.47.00 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.52.45 PM.png \n", " inflating: 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\n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.59.28 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.04.54 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.04.54 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.50.44 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.50.44 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.06.12 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.06.12 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.50.48 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.50.48 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.57.31 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.57.31 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.06.24 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.06.24 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.48.21 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.48.21 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.06.59 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.06.59 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.53.51 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.53.51 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.05.07 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.05.07 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.47.51 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.47.51 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.47.32 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.47.32 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.54.02 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.54.02 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.47.18 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.47.18 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.57.42 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.57.42 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.53.41 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.53.41 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.02.01 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.02.01 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.57.17 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.57.17 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.58.16 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.58.16 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.53.22 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.53.22 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.06.38 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.06.38 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.47.22 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.47.22 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.01.41 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.01.41 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.53.30 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.53.30 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.59.02 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.59.02 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.56.03 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.56.03 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.46.24 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.46.24 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.46.55 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.46.55 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.49.37 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.49.37 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.49.54 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.49.54 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.56.39 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.56.39 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.00.00 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.00.00 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.56.56 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.56.56 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.00.12 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.00.12 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.56.48 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.56.48 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.07.29 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.07.29 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.52.21 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.52.21 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.49.32 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.49.32 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.55.46 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.55.46 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.00.21 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.00.21 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.07.46 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.07.46 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.52.50 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.52.50 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.59.07 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.59.07 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.00.42 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.00.42 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.07.13 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.07.13 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.55.13 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.55.13 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.06.07 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.06.07 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.06.19 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.06.19 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.53.03 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.53.03 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.54.07 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.54.07 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.47.39 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.47.39 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.50.04 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.50.04 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.48.26 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.48.26 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.47.27 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.47.27 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.01.27 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.01.27 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.50.16 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.50.16 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.50.53 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.50.53 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.58.56 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.58.56 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.57.38 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.57.38 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.53.46 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.53.46 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.01.37 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.01.37 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.06.33 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.06.33 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.01.58 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.01.58 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.57.02 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.57.02 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.01.46 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.01.46 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.54.50 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.54.50 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.47.46 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.47.46 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.46.40 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.46.40 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.51.00 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.51.00 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.59.17 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.59.17 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.56.16 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.56.16 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.55.27 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.55.27 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.46.19 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.46.19 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.51.24 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.51.24 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.00.07 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.00.07 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.51.36 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.51.36 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.58.07 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.58.07 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.50.38 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.50.38 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.48.04 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.48.04 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.05.41 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.05.41 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.55.19 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.55.19 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.04.59 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.04.59 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.56.28 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.56.28 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.07.52 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.07.52 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.46.48 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.46.48 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.49.45 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.49.45 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.04.49 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.04.49 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.49.00 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.49.00 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.59.35 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.59.35 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.59.48 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.59.48 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.55.33 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.55.33 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.07.21 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.07.21 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.52.37 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.52.37 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.00.37 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.00.37 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.52.58 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.52.58 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.00.54 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.00.54 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.55.42 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.55.42 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.57.08 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.57.08 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.50.12 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.50.12 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.01.52 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.01.52 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.54.56 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.54.56 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.06.44 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.06.44 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.54.35 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.54.35 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.05.20 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.05.20 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.48.14 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.48.14 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 9.53.07 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 9.53.07 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.02.24 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.02.24 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.01.07 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.01.07 PM.png \n", " inflating: fruits/train/banana/Screen Shot 2018-06-12 at 10.02.36 PM.png \n", " inflating: __MACOSX/fruits/train/banana/._Screen Shot 2018-06-12 at 10.02.36 PM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.16.16 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.16.16 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.15.27 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.15.27 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.16.08 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.16.08 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.06.52 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.06.52 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.19.17 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.19.17 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.15.39 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.15.39 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.20.39 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.20.39 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.06.15 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.06.15 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.11.28 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.11.28 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.09.14 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.09.14 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.02.20 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.02.20 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.01.03 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.01.03 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.14.09 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.14.09 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.03.34 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.03.34 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.18.27 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.18.27 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-12 at 11.59.19 PM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-12 at 11.59.19 PM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.00.17 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.00.17 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.10.53 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.10.53 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.07.46 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.07.46 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.13.29 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.13.29 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.13.58 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.13.58 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-12 at 11.59.23 PM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-12 at 11.59.23 PM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.17.10 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.17.10 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.17.55 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.17.55 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.03.55 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.03.55 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.04.51 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.04.51 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.08.02 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.08.02 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.13.44 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.13.44 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.10.16 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.10.16 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-12 at 11.59.33 PM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-12 at 11.59.33 PM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.10.04 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.10.04 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.07.39 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.07.39 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.00.23 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.00.23 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.13.35 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.13.35 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.01.58 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.01.58 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.11.02 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.11.02 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.09.43 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.09.43 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.09.32 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.09.32 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.11.10 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.11.10 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.11.45 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.11.45 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.16.22 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.16.22 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.02.53 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.02.53 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.15.13 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.15.13 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.20.25 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.20.25 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.11.57 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.11.57 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.02.41 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.02.41 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.15.01 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.15.01 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.04.12 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.04.12 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.08.41 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.08.41 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-12 at 11.59.54 PM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-12 at 11.59.54 PM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.00.35 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.00.35 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.17.43 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.17.43 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.13.19 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.13.19 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.14.03 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.14.03 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.17.51 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.17.51 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.20.21 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.20.21 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.02.45 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.02.45 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.16.45 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.16.45 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.06.01 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.06.01 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.15.21 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.15.21 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.20.15 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.20.15 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.01.23 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.01.23 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.09.49 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.09.49 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.08.32 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.08.32 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.10.10 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.10.10 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.00.54 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.00.54 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.18.07 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.18.07 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-12 at 11.59.48 PM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-12 at 11.59.48 PM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.18.52 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.18.52 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.04.26 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.04.26 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.10.57 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.10.57 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.07.17 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.07.17 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.18.23 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.18.23 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.18.40 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.18.40 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.10.45 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.10.45 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.04.34 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.04.34 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.07.05 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.07.05 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-12 at 11.59.11 PM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-12 at 11.59.11 PM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.10.38 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.10.38 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.14.32 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.14.32 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.00.43 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.00.43 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.18.02 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.18.02 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.08.58 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.08.58 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.08.29 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.08.29 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.08.54 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.08.54 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.13.24 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.13.24 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.14.43 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.14.43 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.03.44 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.03.44 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.03.27 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.03.27 AM.png \n", " inflating: 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AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.02.05 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.02.05 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.01.49 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.01.49 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.19.08 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.19.08 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.05.13 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.05.13 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.09.05 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.09.05 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.05.27 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.05.27 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.12.04 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.12.04 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.06.43 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.06.43 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.01.36 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.01.36 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.08.48 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.08.48 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.03.01 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.03.01 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.14.53 AM.png \n", " inflating: 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AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.10.21 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.06.36 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.06.36 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.09.54 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.09.54 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.01.32 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.01.32 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.05.19 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.05.19 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.09.37 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.09.37 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.06.28 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.06.28 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.06.59 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.06.59 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.09.25 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.09.25 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.02.11 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.02.11 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.15.08 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.15.08 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.00.02 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.00.02 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.03.21 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.03.21 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.04.46 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.04.46 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-12 at 11.59.28 PM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-12 at 11.59.28 PM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.03.17 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.03.17 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.17.05 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.17.05 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.04.01 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.04.01 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.17.31 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.17.31 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.08.09 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.08.09 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.04.39 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.04.39 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.08.17 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.08.17 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.10.27 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.10.27 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.07.32 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.07.32 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-12 at 11.59.38 PM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-12 at 11.59.38 PM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.13.51 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.13.51 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.17.19 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.17.19 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.20.06 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.20.06 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.11.17 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.11.17 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.05.33 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.05.33 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.16.54 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.16.54 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.19.36 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.19.36 AM.png \n", " inflating: fruits/train/orange/Screen Shot 2018-06-13 at 12.06.10 AM.png \n", " inflating: __MACOSX/fruits/train/orange/._Screen Shot 2018-06-13 at 12.06.10 AM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.24.12 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.24.12 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.23.51 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.23.51 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.25.22 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.25.22 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.25.43 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.25.43 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.23.14 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.23.14 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.24.26 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.24.26 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.25.28 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.25.28 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.23.26 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.23.26 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.24.04 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.24.04 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.25.02 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.25.02 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.22.53 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.22.53 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.25.49 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.25.49 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.22.27 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.22.27 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.22.48 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.22.48 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.22.35 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.22.35 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.23.23 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.23.23 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.24.35 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.24.35 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.23.31 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.23.31 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.23.07 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.23.07 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.25.33 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.25.33 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.22.58 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.22.58 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.24.19 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.24.19 PM.png \n", " inflating: fruits/validation/apple/Screen Shot 2018-06-08 at 5.25.37 PM.png \n", " inflating: __MACOSX/fruits/validation/apple/._Screen Shot 2018-06-08 at 5.25.37 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.39.13 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.39.13 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.40.22 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.40.22 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.39.58 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.39.58 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.38.15 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.38.15 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.40.32 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.40.32 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.38.29 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.38.29 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.40.10 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.40.10 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.39.33 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.39.33 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.40.02 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.40.02 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.39.17 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.39.17 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.40.26 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.40.26 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.38.22 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.38.22 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.39.28 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.39.28 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.39.47 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.39.47 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.39.00 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.39.00 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.38.04 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.38.04 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.38.51 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.38.51 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.39.53 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.39.53 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.39.22 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.39.22 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.38.38 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.38.38 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.38.10 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.38.10 PM.png \n", " inflating: fruits/validation/banana/Screen Shot 2018-06-12 at 9.39.08 PM.png \n", " inflating: __MACOSX/fruits/validation/banana/._Screen Shot 2018-06-12 at 9.39.08 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.55.58 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.55.58 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.55.48 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.55.48 PM.png \n", " inflating: fruits/validation/orange/.DS_Store \n", " inflating: __MACOSX/fruits/validation/orange/._.DS_Store \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.56.16 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.56.16 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.56.43 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.56.43 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.56.20 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.56.20 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.58.56 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.58.56 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.57.45 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.57.45 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.58.11 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.58.11 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.56.55 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.56.55 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.58.50 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.58.50 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.56.02 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.56.02 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.58.24 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.58.24 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.58.28 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.58.28 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.57.37 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.57.37 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.58.02 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.58.02 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.57.52 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.57.52 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.57.07 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.57.07 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.58.18 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.58.18 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.56.48 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.56.48 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.56.35 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.56.35 PM.png \n", " inflating: fruits/validation/orange/Screen Shot 2018-06-12 at 11.58.43 PM.png \n", " inflating: __MACOSX/fruits/validation/orange/._Screen Shot 2018-06-12 at 11.58.43 PM.png \n" ] } ] }, { "cell_type": "code", "source": [ "import tensorflow as tf\n", "import matplotlib.pyplot as plt" ], "metadata": { "id": "yYCcRf6jumBp" }, "execution_count": 3, "outputs": [] }, { "cell_type": "code", "source": [ "img_height, img_width = 32, 32\n", "batch_size = 20\n", "\n", "train_ds = tf.keras.utils.image_dataset_from_directory(\n", " \"fruits/train\",\n", " image_size = (img_height, img_width),\n", " batch_size = batch_size\n", ")\n", "val_ds = tf.keras.utils.image_dataset_from_directory(\n", " \"fruits/validation\",\n", " image_size = (img_height, img_width),\n", " batch_size = batch_size\n", ")\n", "test_ds = tf.keras.utils.image_dataset_from_directory(\n", " \"fruits/test\",\n", " image_size = (img_height, img_width),\n", " batch_size = batch_size\n", ")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qHX_Fi2cu7y3", "outputId": "81f19f1e-645f-461e-f9e6-b0488b01ea7b" }, "execution_count": 4, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Found 460 files belonging to 3 classes.\n", "Found 66 files belonging to 3 classes.\n", "Found 130 files belonging to 3 classes.\n" ] } ] }, { "cell_type": "code", "source": [ "class_names = [\"Manzana\", \"Platano\", \"Naranja\"]\n", "plt.figure(figsize=(10,10))\n", "for images, labels in train_ds.take(1):\n", " for i in range(9):\n", " ax = plt.subplot(3, 3, i + 1)\n", " plt.imshow(images[i].numpy().astype(\"uint8\"))\n", " plt.title(class_names[labels[i]])\n", " plt.axis(\"off\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 849 }, "id": "oDzXZ6AwvX5f", "outputId": "192971f4-f916-42e1-ca21-69d4470a5e3c" }, "execution_count": 5, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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UyiMySx//d50dc7bM4l0cE/gkAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKCpssfvp+5GMknxJZkccdpDMeh/5C/eQ017+f0c/L4yBrkb16Z7g4cd/JrO4sk5mac/j/iEbTuWx8+eZyKnUtaa+/VGmsyxf0NsV9DLeTDtkluvQtcxpU+8zaXOqds0s3fyIzBp1fd8kzbreZ6rvm7hzjt6ud73MopquBW4O6vrikbs+q/d56udkZmaWm7aXmwOAT6+FTee1Z+Y+M2W2qzW1Hj7JAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEExZAAAAAAIigpbTE1OnWej/3sym941TWYjA0N6n9btnk6qG1SZ1HeKc0c6WVqtySzb8IDM6svvk1kcN5xzGaVsN9LnGmXO7XCe1+lQjz5eoUVGWW6+zBpRu8xyJV1Fm6T6vsnSqszMzKKCrs3NF/VLTjqwQe+05txv69fqc8nrx8JrGo50u61lFX2e1Ydv0xuaWfLKv9THdJ5TAGBmVqvq9Tet64Vr9rFXTcTpjIr3RwAAAACCYsgAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQVFhiylpeODrMkua+mk7OKBrQL0ne87rrDSzaOQ5HZbmutviv2VOTa1X4Dn81L0yqz6qa0NzaV2fS9PpMDUzc+pPo1j/fSZzKmwt07Wx0cxZMqv3bpZZsa6fm+Xpc/Txck4tbm1AZ8N9MjPzq3gz5+9aTad+MXaqfyOn3jZKxlkL65xLc9i5fSt/7u622ff/ySzX6dRo024LwMxW/uxNMss5613cPm8iTmdUfJIBAAAAICiGDAAAAABBMWQAAAAACIohAwAAAEBQDBkAAAAAgmLIAAAAABAUFbaYNLp40iy38X69XZKXmT81ezW13tmY1UYelVmRCtsxi7z72al+rd6lK41jp7Y4azZ0NsqfWGKnwjYddp5LznZxWd/+dNNamSUtM/XxTF8PNrJRRs2ozdluk4zSnmXOuZilI7oaOG7p0tvV9bkmXi1wrLNsRD9OqVuZ6xzOaT7ONj6tQzOrrdZ5rsupsHXXJ/ptgT3FyHM/dvNqZURmM6eVQp/OLuOTDAAAAABBMWQAAAAACIohAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoKiwxaRprvmYzLKc89Rs6OrJxKt63IWmx7Sha+MQin7skmyz3qq/qrNEP+hRwX9CpHWniraU6A2L+nZ4RaRxS7vMolKLs2VdJo0NT+jjtc2WWXONrlqNZyxwzsUsqlf0+axbL7O8U/1rTa9+2qmwzfQ97tXUZtXxPYY20O+lFtf189hSrzeXmlpgTzHw6CUyKxUedrct5PRnA6Xc3uM+p4nCJxkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEFRYYsJldX7ZJY2BmUWZboidKC/V28XeVWX45dvWTgh+33xcepGm7qKNdu4Vu/S+1NJsaSzpq6+NTOLS3rHadbQ2zWcE3Ken80efa1EdV2NGhX14dJIX0fpSE1mubmHy6z27IP6gGaW1PV9k2X68U+HvZ06dcJeF61T/ZqNOGuF14QdOfW23vPNzOprnpRZ4cBXyiwutzl7pd72eU5jsdVWfV1mxQVn6g0j/haLnVdffrXM8uXHZdase3XlZgtmTZdZbv+PjH5iLzCuHgAAAABBMWQAAAAACIohAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoKiwxRg1ZZI6s2r1uU/KLI6cp1+kazCtoatO3anZqbO0ptMDamZJ+RA3RwCp8xzr03WzWV4/rkk0oo+XG6X606mwtRF9rl79qdV1GDV1pWrWNVNmjaEtMotr+jpKnapZ2/QzfS6j3G+pk8c5fZ96l2fm3Y5hp4rWq7B1+k69VtzMOVw02t/tqrqK2DsfjM2HTlgks89eepDM6ulKmUVtervcjDf5J+RUSGN3odf6hlOLnNUflVlSd9775Drds8mKHXrTlr3dbScDn2QAAAAACIohAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAARFhS3GJMt0FV9lxbtlFke6js2bcEcq+qk5EaWAaeTXckZe3S7GbLwlnXFrQYcjNZ019BFHPZcBXZUcuXXITsepU+EaOTW1VhvQu2zqW5Lm9fPWq7eNcvr+ToacWmAz/8JOdOhVuDZr+j6NnSZe/7J27jfnNsSZU4tbmu4d0IZ6N8qsZdwVtuPdbpQK593Q//qf+8isXtHP29yae2WWdT2nDzj0pHs+UedLZZZ0neRui6mh8cxVOszndeas2ea8L8q81w8zS524GenzmawyZT7JAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEExZAAAAAAIil5O/Le0KaORNR+WWWQdepeNsswa8b4yq9fulpnXHhqNs82x2tTnaWaWObVxEaP6mGUN545MdcleNqBrajOnRdB9roz2uNWdcy04GzsVp6mzz2j9Jr1Lp6Y0KutlPCo492lVX++ZV1NbKOrMzNJhvW3sVNGaU+EaOTW97iXvPcbec8Prvm3t0odLnT5dM2tp1zXFsbd4Oc8pi7zKyz2vptaTxvoBLxT0dZI6931UW6236+91zydq6BrTtO9xmSV7v19m8YvsMQ1HV5KPLPuMzHKJs072rZJZXJwms8awfl7EuZLMzMxSZ5mYrJpaD2+PAAAAAATFkAEAAAAgKIYMAAAAAEExZAAAAAAIiiEDAAAAQFAMGQAAAACCClRhW5HJ4JYhmRVafiezfOFImWVpwT2bOHFmJ7fuz6uldDYbd6Oct1Mv0+eZOjev0fd192zSwV/KLOdVaGb68cjap8tscNXdMkvGW+foyDX1/TbnT/7F33ic1bj4I5GuEYxiZzlq65JRNtCjt/NWuNFWv7yzHniVqvom+hXLTjdhlDjlhFWnNnVY1y9GXheiUwWaVap6O/OX2Kzphc4+vQPmdOrWFDs7TSPdixy3tOtdtujaSjOzZObeMstKer+pc6cm/K1wqyjW92HTeZ8SR857iqZXS6z3aWZmtc06S3XVc3PlVTKL5r1TZ3GbPt4e0rWeml7T4qauAa8v0/dpEg3LLBt+Tp9LMktnPY/JLNe2SG+X+Y9To6nr3KeiPeNZBwAAAGDKYMgAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAgqzPdkpC0yins/rDfr10XlI/afMsub/z0ZacO5WUXnOx2ibpnFLfs42b76eNn4euGz2mqZNbfo77OIsj6Z1d2SfrNirB+PLNY9/fX8/jpb/xOZxeO8b8arkc1wDudfCtG4vwsFf6je0F8ikc90//lQqvvvW+NemaUN/RyLve+esFG+m6DgfFeN8x0aziXm99h714p3GdV1GHnf9eF8F413n5qN8p0W3rlm47vok7x7p+rj5ZzXglKHzJrD+ntC4sIot6FFf2+Qd99EzuORxc73q7zIFq7WV1wjs+FH/kJmUeZ8F0aqvzMlc76z4ffb9upj1r2/8T6td7nuWn0+Dee7N1qPkFlxxmv08Zyn0Lj/Sj3KZVLfdLPM0p6fyizO6+8JSRtP6QM29GtB5K3LI8/qcykt1PssdMksq+vvljMzS9O5eltnu8laCfgkAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgqDAVtvGgjGo9AzIrtpdllivo2jiL/QrFNK9r3LLmsM6yXr3Pfl0plwzpu3G8tYxp6lTjOaOhV1mYjHIu9Vg/HvmyrrjbtOzfZdaVlGQ2AS21NhLr582sV/zzBBwROyOr1WTWSPV1Pf1tF8ms8uUPyiyXdy6WUapYk7JTcet00SZ5vV2j5lzXTk1t7NS0RrpR1bLaeGuinVpU5/aZmdmIrgONvEpZ51TjslM3W9e1yFGLXg+igl63k7yzbrXN0tt1TpOZmVnUvY/MUq9G1fR9Hmfj+1vhnlhvG5X1YxPnnerP4ZV6n5HzXsR70pqZVXUdaebUYEdNXaGcDq3Qx0v1tRCn+n1affgXep/NLXq7ul4nksR5exn7z9koLupN0/V6w6Hn9D4zvU8zvYhmI/o9o5l+PcsKeq3PUn2tJ5H/FQ0j8T4y63K3nBx8kgEAAAAgKIYMAAAAAEExZAAAAAAIiiEDAAAAQFAMGQAAAACCYsgAAAAAEFSYCltrk0nsVLhVnD1msa4NK5b8iq/EyaNEz1Vxpiv9vJpAt6bW2WcUOZWVkX5oGpGuqctn7TJLOv5UZmZmQz2/0tmG62XWEeu6x9StyXTuG2er2PTtn/Xyf3W2dGo53SMilKyqa/0amVP5N3OBzOLO6fqAzX4ZpaOUKCdOxad3yUeJrkqMYl2vbU69bdTU609a09eD05RoibP8exWLkTk1vGZuva93l8clXdPabDiVjy3Oeu9UoWetM/TJOFWo3m3ITNeAm5kVneex96TKnPs8c15jPHtiha0nbernV5bo9zCJU29qqV/nnDV1xWnkvDimiX7flJTm6+NlzvEqm/R2qb6NUeysBc46kZpzXY76523nrWnmrFtNff01m7reNvYWStPv0yKn9j+OW8a1z8ER/7qc87L/4eZTDZ9kAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQFEMGAAAAgKAYMgAAAAAEFajCVotmHyezuOcBvaFTE9gY1jVtZmaNis5jtzZOV4flnCrEYucR+mScmsQs1XWzUcO5jQNPymiw9oQ+3nPX6X2aWRx51b9OnafTuBb5LaF6n04WHaAr3KLIq5B8cVU2TkXNuq5wjTJd61d1KhZH9n+lzMpP/UBmSVeXzMzM0kzXGsZOxXbmVMp69a5xq67RtEzv06t+Nad+M2vqWlSvmTNOR7mO8s7GTk1xVNbXbuLUQWaNQZk1c3qNjXNdep+x/vtb0qK3S5acIDMzs1qsX3ILToWte4+7i6V7Oi8qLa+4Rma1B94ts6y5Re/UuS7NzDJzKpSd9yKR6bUnG16jD5jo46VOZXFk+ppNm14ltVfRr+8bZxn4f7/gVH17dbNZj4zihj7XpnO8JG7Vh0u8mlqn3rfhrC+5uc4+zXa3C55PMgAAAAAExZABAAAAICiGDAAAAABBMWQAAAAACIohAwAAAEBQDBkAAAAAgprwCtu2fS6U2ZaeM2UWm1dFuguchi+33ramK86GN90rs6ypazkzp7LQPVGnNi51quiySNfbmfkVvhMi1jW9uel/LrOWrhMn4mzwAmg2nVpDrw4x08/r/Mtepw+4WVc6mw04mVk0oqtRo7Y5Msuc6sZkxKm+7a/o47V3yKyZ6NuRlYr6XJxKx6jm1ESWR1knCk41d+Tst6bXyobptaKamyazvPM6UnDqPnOdXTJLnerb+qz9ZGZmlrjdnfr2m7OuY9dFc86RWfrc1XrDuvN8NrMocv6Om3r1t87ruHMtZA29T6fB1q2h994mZqnzfI71fRM5dflmo703crZ1tkvNqamN9DqZ5Ut6u5zzODmV7CNNvZ53veSjMvt/ex4ln1r4JAMAAABAUAwZAAAAAIJiyAAAAAAQFEMGAAAAgKAYMgAAAAAExZABAAAAIKgo87vCJlTa3CKzwQc/ILN67Dfvxs5N8jK3Giwa33YTc/eOu4vOlU5Ag22xqmsii4veJ7No7ktl5pc5ejfiBa7oxXb6Vj/jpM7fPOq6trE21C+z5qqnZda68efOuZhlw5t02NR1s9bQ52pOxaQ1ne2aVRllcavM0iG9xnpLWtZ01lCnFtfMLPPW0Uyv3VFLm96s7ly7BV0xGbXoLJ6+SG9XbJHZ8AGv16fSpqspzcxyXTNlli/qtTKO9KoXxXq7KNb3WxzzN8b/putGKz//HzKLE7/CNmvqeunYuQAz86qOnWsh0rcjcipVs8ypt4+9amXvWncqskerZPYWJ/dl3Nuvcz7ONWR5Z72LncrctFPvcj9dU5uU5+vj7YZYZQAAAAAExZABAAAAICiGDAAAAABBMWQAAAAACIohAwAAAEBQDBkAAAAAgvK7YCdYnJRl1rrkEzKrPP5xd78Nt+LWq5v19jppTb8vnHHexNSpV2w54l9kFhX9ukftRfBY7KGiRD9XYqd+0HuOFZ2/lYxMmyOzjeumy8zMbGZbQYc1rxpW19Rm9WGd1UZ0ZrqmNq7q6tuooNfYKNKZW4WZjPKy4W7rVEU6VbSW0/dpWtTnk+uc5exTn0tf11KZFZ37NC77a1rs3HeR8zyOIidzamqjiNrusdH3b8tRX5ZZ/0/e4u41V9DXrcX6eremVxvrcGpjM2d9zSKnMtf7SgDnuef/DXsX/r7t1fQ714nldJY57xm9Xdbquuq6Ue2WWbE8T+90D8MnGQAAAACCYsgAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQUVZ5he3Th5d9ZgO+xWKgw+9W4d5Z79OTaZl453HJuLudSrcnPOMUr/OMJdVZFZ+yadk1mhdIrO804wXJeOtVxzvfUqd42Qb7t0sszhzKhadZSqr6yrI6sigzCqrlsnMzGzw0Z/IbK/pznMwcrLUqa2sD+ms0ZBR5lXmNpwqzLquvm00qjLLF52qWTNLvYrJ1KnDzDuVwU7FZtraqTcr6QrbzYW9ZVacd4DM2mbtJbNcq19hm5R0/W3OqXf2qmi9WmAqbEPwXm/8+3fz3afIrFjW11Eh79StNvW16ckyrxZ3nM8T51r3nnvZLrwWRznnfZrzniKK9PvGzOmpbTT149RX2V9mex3zUZm9mPBJBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUFO4wtY7rdFO2ZmdvHbJoWdlNrjhZpnVB1fpbKRfZi2xVymnVQszZTat+09llpt9kr/jyKuQHGeN3/jb/7AHagzqStksdio8nerTZqorXNOGrj5tDg/IzMxsZNUzMtv05IMym9Wmz7UYObffqZSNMn07MiezVO/Tmvp+c7dzqobNzJoN53Y4Na2W11WRSXmazPrSNpkNlufJrHXuvjJrm7NQZrnWFpnli0WZmZklOZ1HTo1mFHsZC+nUpaun1//qMzJLKj+VWdGpac3nvXp/vS5FTf1exG/vd557zvM5c99PmEU5fTsi53Zkznu/2HR99HBVr6FtB35Yn0vnS/TxvK9EeBHhkwwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQFEMGAAAAgKB20wrb0XiVfrqqLXVmrsi8ekmn+tXjVU9G46uGS53bFzvZ73n1d962zKoYm9SrN3WqUbPMef6l+jpKneUtazgVrmbWqFVk1hzolVnvqidlNrJurcxK8YjM2lr0tZnP9HZR5tzGTNdrWqbXn2yUtTlL9Ho4MKz3u7ZXZ4Vpc2XW2T1dZh3zdBVtvlVvlyvruss4rytsk9wotZVJ+CraiC7wAJyKbKfe1Zz6bDOzplOh3ajpevueviGd/fz9MpvZUZVZoaTXkEJBVyvHTtV+7FXRxk4NrVPJ/Hv6OmrU9fk0U51t6NHHbH/JJ2SWd9aCYmGG3s5bJ/J5nTlrhJmNUv0/9dYC3h0CAAAACIohAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgqBfh92RMhCl6F+4077swvPuUWRVj4y43E3IZOf33o3Tcm9O53mzo75hI63q/taEBvV3fFpmN9OisNqK/z6M+onvzvbvb+36RxigvGYWC7pX3vn+i1Nmms64umRW977so6v5/S5yu+pzT8Z84mff9RqPYlW2xa2p1/V0ztWH9nRW1kV53vyP9G2W2ecMqmfVu0ll187MyG+jbpLfr75FZZ05/f8+Mbn2dlPL6tb+lU2832nO9VtNrzJrV+rF6ak2HzA467BUy65q1t8xauvR39JS75uisdZrMSq1dMsuX9DpoZpbL6+8hSpzvKJosvDsEAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAhqClfY4oU33qcC1YvYHXmVzWaW6ushc57yWV3v11tus0zX4mZNXUVrzaaOGjprNGoyi5ylIIoTHZpZZDqPEmfbkq5fjCJdGxvH+sFI3LpZ5zxj5+9vLHd7nDTV114zda6vqq5TNTPLUp0PO9W4WU1vFzlPzayh66wz07ej4Dyp66lee6JIr3Vppo8Xj7KGeG9Fcs5akCa6IjvJtcosip21J+dU8Sb6wYijks5yTtWss56ZmeWc6m13v5OETzIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAIKiwhZ/gApbYLJkqVOp63XKOlW8mVNvO3F/Y9L1lN6tiEapblRir24WmEzOEz5t6gppr1LX3WnmrCFOFa+/FnhV3y/8tRdFep3InEpdM6fOOtH7jJztvCpzy/Q6GDvruXf7fr/xKPW/UwyrMwAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUFTY4g9QYQvsfrzaRqfucYJW/lErGIFdUKvp6ld49pC3euNduNxlyQtZz5RCoTDq7/BJBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUFTYAtjNTUb18kQsm+M9H6qnAQBTD59kAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQFEMGAAAAgKAYMgAAAAAElZvsEwCAXTMZVaxTqf51Kp0LAAC/xycZAAAAAIJiyAAAAAAQFEMGAAAAgKAYMgAAAAAExZABAAAAICiGDAAAAABBMWQAAAAACIohAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEExZAAAAAAIiiEDAAAAQFAMGQAAAACCYsgAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKIWMKu/vuuy2KIrv77rsn+1QA7IZYQwAAk4UhY5J8+ctftiiKtv5fqVSyAw44wC688EJbv379Lu//tttus0984hO7fqIApiTWEABj9YfrxX333bddnmWZLViwwKIosje+8Y2TcIbYEzFkTLKLL77YrrvuOvv85z9vxxxzjF199dV29NFHW6VS2aX93nbbbfbJT34y0FkCmKpYQwCMValUsuuvv367n99zzz22evVqKxaLk3BW2FPlJvsEXuxOPvlkO+KII8zM7F3vepfNmDHDLrvsMrvlllts7ty5k3x2AKY61hAAY/WGN7zBbrzxRrviiissl/vvt4DXX3+9HX744bZp06ZJPDvsafgkY4o54YQTzMxs+fLlO8zvvfdeO/30023hwoVWLBZtwYIF9qEPfciGh4e3/s65555rV111lZnZNv+c4nmf+9zn7JhjjrEZM2ZYuVy2ww8/3L71rW9td6woiuzCCy+0m2++2Q455BArFou2dOlS+8EPfrDd7z744IN28sknW0dHh7W1tdlrXvMau//++3fpvgCw81hDAChnnnmmbd682e64446tP6vVavatb33LzjrrrO1+P+S1vmLFim3Wkz/+v+eNZY0y+/061dbWZmvWrLHTTjvN2trarLu72y666CJrNpvjuh0Ii08ypphly5aZmdmMGTN2mN94441WqVTs/PPPtxkzZtgvfvELu/LKK2316tV24403mpnZeeedZ2vXrrU77rjDrrvuuu32cfnll9upp55qb3/7261Wq9kNN9xgp59+ut166612yimnbPO79913n33729+2Cy64wNrb2+2KK66wt7zlLbZy5cqt5/jYY4/ZcccdZx0dHfZ3f/d3ls/n7ZprrrFXvepVds8999hRRx0V8i4C4GANAaDss88+dvTRR9s3vvENO/nkk83M7Pvf/7719fXZGWecYVdcccU2vx/yWu/u7t5uPanX6/ahD33ICoXC1p+NZY16XrPZtJNOOsmOOuoo+9znPmd33nmn/dM//ZMtXrzYzj///HHdDgSUYVJce+21mZlld955Z7Zx48Zs1apV2Q033JDNmDEjK5fL2erVq7O77rorM7Psrrvu2rpdpVLZbl+f/vSnsyiKsmeffXbrz9773vdm6uH9433UarXskEMOyU444YRtfm5mWaFQyJ5++umtP3v44YczM8uuvPLKrT877bTTskKhkC1btmzrz9auXZu1t7dnxx9//NjuEAA7hTUEwFg9v1788pe/zD7/+c9n7e3tW6/j008/PXv1q1+dZVmW7b333tkpp5yydbvQ1/ofu+CCC7IkSbIf/ehH8phZtuM16pxzzsnMLLv44ou3+d3DDjssO/zww7f52VhvB8Lin0tNshNPPNG6u7ttwYIFdsYZZ1hbW5t95zvfsXnz5u3w98vl8tb/f2hoyDZt2mTHHHOMZVlmDz744JiO+Yf76Onpsb6+PjvuuOPsgQce2OH5LV68eOt/H3roodbR0WHPPPOMmf3+rwg//OEP7bTTTrNFixZt/b25c+faWWedZffdd5/19/eP6bwA7DzWEAA7421ve5sNDw/brbfeagMDA3brrbfu8J9KmYW91v/YV7/6VfvCF75gl156qb361a/e4THHska95z3v2ea/jzvuuO2OuTO3A+Hwz6Um2VVXXWUHHHCA5XI5mz17ti1ZssTiWM9+K1eutH/8x3+07373u9bT07NN1tfXN6Zj3nrrrXbJJZfYQw89ZNVqdevP//DfRD5v4cKF2/1s2rRpW4+9ceNGq1QqtmTJku1+76CDDrI0TW3VqlW2dOnSMZ0bgJ3DGgJgZ3R3d9uJJ55o119/vVUqFWs2m/bWt751h78b8lr/Qw899JC95z3vsTPPPNP++q//eptsZ9aoUqlk3d3dox5zZ24HwmHImGRHHnnk1maY0TSbTXvta19rW7ZssQ9/+MN24IEHWmtrq61Zs8bOPfdcS9N01H3ce++9duqpp9rxxx9vX/jCF2zu3LmWz+ft2muv3WGtXZIkO9xPlmVjOmcAE4s1BMDOOuuss+zd7363rVu3zk4++WTr6ura7ncm6lrv6emxt7zlLXbAAQfYv//7v2+T7ewapY65K7cD4TBk7EYeffRRe/LJJ+0rX/mKvfOd79z68z9siXiems5vuukmK5VKdvvtt2/Th33ttdeO65y6u7utpaXFnnjiie2yxx9/3OI4tgULFoxr3wDCYg0BYGb25je/2c477zy7//777Zvf/OYOfyf0tW5mlqapvf3tb7fe3l678847raWlZZt8Z9aosZqI24GxYcjYjTw/sf/hXwWyLLPLL798u99tbW01M7Pe3t5t/kKRJIlFUbRNvduKFSvs5ptvHvc5ve51r7NbbrnFVqxYYfvss4+Zma1fv96uv/56O/bYY62jo2Nc+wYQFmsIADOztrY2u/rqq23FihX2pje9aYe/E/paNzP75Cc/abfffrt9//vft3333XeHxzQb2xo1VhNxOzA2DBm7kQMPPNAWL15sF110ka1Zs8Y6Ojrspptu2uG/dzz88MPNzOz973+/nXTSSZYkiZ1xxhl2yimn2GWXXWavf/3r7ayzzrINGzbYVVddZfvtt5898sgj4zqvSy65xO644w479thj7YILLrBcLmfXXHONVatVu/TSS3fpNgMIhzUEwPPOOeccNw99rT/66KP2qU99yo4//njbsGGDfe1rX9smP/vss3dqjRqriVizMEaTU2qFP6yTU3ZUP/nb3/42O/HEE7O2trZs5syZ2bvf/e6tNXHXXnvt1t9rNBrZ+973vqy7uzuLomibKsovfelL2f77758Vi8XswAMPzK699trs4x//+HZ1lWaWvfe9793uvPbee+/snHPO2eZnDzzwQHbSSSdlbW1tWUtLS/bqV786++lPf7pzdwqAMWMNATBWY1kvsmz7CtuQ1/rz65H6v+eNdY0655xzstbW1u2OuaPzG+vtQFhRlvG/vgMAAAAQDt+TAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQFEMGAAAAgKD4xm9gDHqe+JTMLnr3f8rsSz9+dCJOB0E0R8mTF+QsAExd3leJZan/NWPNdLQ1ZuePGbmH1GGtqc+lMjio99hI9eEi71x0mMuNsrZGettCoTCuLEn0MWMni2L3RmIUfJIBAAAAICiGDAAAAABBMWQAAAAACIohAwAAAEBQDBkAAAAAgqJdChiDelO3b0yfvY/MTn/ZoTK78aFHduWUMAY9y2+XWb5rlrtty7TDZMZfZ4AXh8hpOooSv3koTqbOSuG92WttaXnBzmNsxtfo1TO8UWZFZ9XuGeqX2W9W/kZmRx7wCpl1FPXrS+w8GntamdXUuQIAAAAA7BEYMgAAAAAExZABAAAAICiGDAAAAABBMWQAAAAACIohAwAAAEBQVNgCY1AbTmR24d/uK7Pz//JBmaXNusziJD+2E3uRyDJdW7jxoStk1to2X2aNoenuMeNpo58XAOwOplYzql7PzcwajVRmb/v8n8gsTvTrdKW/JrN8riSz4ZEhmTXrep/Ddf363lmfKbNPXPC/ZWZm9opFr5JZHE+9zw2m3hkBAAAA2K0xZAAAAAAIiiEDAAAAQFAMGQAAAACCYsgAAAAAEBRDBgAAAICgqLAFzMxSv1Jv/eZfy2xud7fMXvPG02TWdI4Z6ya+Fyenf3HF4z+W2cLDTpNZrjHgHrLat0Jmxc593G0BYHeRZboy9vEHfy6zg15+9DiP6Bfqnn/FnztbFmXWP1CRWXVkRGZ9m9brk3H+FF9qKTub6fOs5Boyu+Q/L9YHNLPu/L/J7EsXfUNvGOn3G/6jsWufRfBJBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUFTYAmb23PLL3LyzoGtqf/Sd38hs86alMsuZrrEzK7jng/+2+OVvk1nvyp/KLD/T/xtLdYN+XOcd+VfOliV3vwAwpWRNGb3/nefJ7Jaf3y+zltYWmdWag+7pNFo3y2xWcY7Mphf0mn7AXofL7EeP3SqzarNfZq3JTJlFJV2ne8j8o2TWVdPvNczMVtY2yeyd/1tX/37lY1+XWRRN3CjAJxkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEFFWZZlk30SwAshy1KZbXzirf62I4nM1m+uyew3v9Q1tWf+zTdlFuXb3PPBf/v814+W2X7dugr4yUd73P3+yYkHyuzghRfLrG2a3g4Aphr9ymgWpTp9+1G6ivWK22+W2Yxpc93zeXjFfTL72v3XyKxW129na826zFY9t0pmPT26wnZ6d4fMyoVWmW3q0TW0h+/7JzIzM5vftUhmA0O6Nnf9gD7mv/zVlTLLxbv2WQSfZAAAAAAIiiEDAAAAQFAMGQAAAACCYsgAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACAovicDe5S0vkVmvWsulNkDP1/h7vfgA2bJrH9gSGa5uEtmi47+usziRH+/A7b19TtfKbN1W3Q3+sZVuv/czOygeboDfd50/fic+Lq73f0CeLHwvoHC+Ruv964scjLv7VykN8waTb2dc5q1gUGZ/fbnP5XZy157st6pmXsb01Sv6alz87/x0y/I7IePfFVm67dUnZPJy+hrF35XZt3T99L7dB4nM/MfY9Pf57W25ymZ/eTR/5LZn7/yPf75jIJPMgAAAAAExZABAAAAICiGDAAAAABBMWQAAAAACIohAwAAAEBQDBkAAAAAgspN9gkAO9Ks/Fpm0cDVMhuub5bZc8/0yuygg9/unk8hf7vMsuFOmU2fM1Nm1NTuDF3b117WlX8r+isyayn4VYHT5+h6wrSuKx8zpw0y0g2DAPYwqfN33GxY17+OrNoos6HBAZk99+RvZRb99EGZzTntFJlVN2yS2chzz8nsG9+6UWbzB/xvTljTp1/Hf/uLB2TWX9H3zbTZ+rX4b1/xMZkd8hf6vonL+jU8iibob/ijNNwq86fvJ7O3Hr9YZmmqa5jjePTbyCcZAAAAAIJiyAAAAAAQFEMGAAAAgKAYMgAAAAAExZABAAAAICiGDAAAAABBBamwfea3ulJs/rR/kVmc6hknLhZ1VtaZmVkzmuvs9wMyi5IWd79QdB1dve8ymUX9um7PGlXnaLpSrdKjt9u4Ykhm7cVb9bmY2YZmXWblllkya53Z5u4XY5Tq51jZ6fRrSY+QWdyia5LNzOKa7qKNnJra4aH/0ufT8Rr3mAAmg15fMmd9aQ7o1xQzswc+crHM2lo6ZDb3sINlVuvV9a6b7/uZzDqPOFRmj994g8xaOvTtjxv69s+dP0Nmq77zHzIzM5vzyjfq7G1vk1lPj67+3XD/r2S27/R5Mut74CGZ2bQuGXUsOUBmuZxTbayPNiqv3dZ5ybIkc7aMx9mZ+/zmu7Q1AAAAAPwRhgwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQVJRl2a40ZpmZ2d+efbrM/ven8vrgpjOLdbtuXErc84nLTuVWpPebprrCNkqcqrqmriqL2o7X28X76Mw6dRR5s6FT/dp4ztnOrFq5RWbJ4EMyi7OC3mlDV79mqVOqFjVklNZ0hW1a1fscrNdkVjV9PDOz1c/0yGzevjNlNmt//dwodHzOPeaLj36u3PFfJ8msrV1f74sX/i+Z/fCOC92zmb9Pq8xGVg7L7NCX6urGWTNOlVk8/bU6Ky6WmV9cCGA03pugysqVMnvibz/h7nffc98ps2ZjUGZxQdf0tyycI7PK02tltmzFMpm1dnXJbHDlMzKrtZVk9ptfPiqzVxzzcpmZmQ1E+j3F/ocdKbOW3gGZDW3ZIrModt5TturbuPbL35RZr/Me5rD/80mZTd93gT4XM/O+eWIqfmowFc8JAAAAwG6MIQMAAABAUAwZAAAAAIJiyAAAAAAQFEMGAAAAgKAYMgAAAAAEFaTC9oGbL5LZQQfo+jer6ENHia5ljPJ+ZWNU0pVjcUHXikWJro0zp+IsKujz8e7dqKmrWC3Sx0vrTi2s92hmuvrMbLSJU1fDZu7DobeLmvpk04bzODn3WxY79bapPtHBmlNRbGZrl+m6wRmL23W2cKHMih1XOkd88dWSZvVNMlv723fLrJnT18Mv7lgls475urLazGzBfF1hW9igq6JnHri3zPIFXXccOdd8obyfzOJZ5+t9ygTj56wxo6yiQ2u+LrPK6rtkNusVn5dZFOvXuxcb5xXVfWSa/bqifM2f/5XMOl77p/75OJXqceS8x+lw6rPreu3J6cgGnl4us+FNG2TW269fG6tVfcCRml6XZx/6EpmZmfU/9azM1m3Qa/qC/Q6U2XNPPyGzvrxee/depOvDCzNnyaylRT+GA5s3y+zgC94lMzOzmUcdKrM48d/jTQY+yQAAAAAQFEMGAAAAgKAYMgAAAAAExZABAAAAICiGDAAAAABBMWQAAAAACCpIha05e6iu+wuZJQMjMmtUdIWpOdVvo51QktNVZVbQM1daKMgs585q47sdmW6+M4u84zm1wO52ZpbT9WdZpreNbFhv13BKBVO9z6zhVN9GTk+fUwMaFXVlaWNYPxfNzFY8s1FmC/fvkFncNUNmuU5df5jkznHPZ0+0+dfvlFncqmsEy215mdVqq2U2MqirEM3MOrsOklmaTJPZ8Jofyawwe3+ZJc41Fqe68jBqf5XMcsUjZWYdh+njeYv6i6AYN7OazPrWfERmxUa/u9/qoK5KzWK9Bl161TyZffrz1zhH3PMfq7HKUv2cXnvRh2QWNQZk1nbEMf4xB/XzqLFFP1eqPX36fEb0PofXrtNZRdewV3r1uazfovdZc97DDDX1a3hulKrVcpuuhu3cdy+ZLf+drqn13v10dU7X283SWffBS2VWnq5fIyqbtsisOKjfT5mZHfSpv5ZZy3T9fmOy1gI+yQAAAAAQFEMGAAAAgKAYMgAAAAAExZABAAAAICiGDAAAAABBMWQAAAAACMrvERsrpxmrMPs/ZNbIf0BmuYKu+GrWnFpYM4vrXm2sU/Ga6brVuKZrUzOvUtepVG3ETtWu2yDp1MI6t88yp77XzLK6rsaLnfrbzNlv2tTnkw3qmr6kq01vV3fOxan+jZ3K3Dj2690W7V2SWWPEOZ++usyS0rP6gGGuzCknrfXKLEr18zpxntdZOldv5zyujdoymZmZZdau92t6PYhTpyq5b4XMcp37ySw1/fyLBu/V21Uf19vV7pdZw7nec11/LjMzsyzp0sd0t/R26kTOTrORp2RW3fAFvWFT18mWnZNJTdcpm5nVI11PuXnFkMzecfyjMstSfQeM1lr+YlJ75NcyK1V1tXDhyFfKLHeQrrk2M2sO6HUirenHrVwoyiyJndexx/T13v9/v6OzAX3799pX14f/5qnfyqyQ6GuhUNBrpJlZLdUv5EM9vTLrcOpme3v1+42BYadOeLN+MW43fZ7dhxwos/yylTIbWr5cZmZm9378f8vspCsu1RtGk/OmgiUIAAAAQFAMGQAAAACCYsgAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACCoCe+0ipwKyfzMK2SW2r/qrKKr6MzM4tKgzBoVp3rS60J0agItV5BR5nSqxk71q3e/ZZmeDaPM6771RV5NbUPfDi+rb9oks/K+s2SWjuiqxyjV1XiRU/3XdM6zsUlX+JmZxUXn8U90Fnt1lzXnudHqns5u67f/ebrM9t5/mswyp17aq/C0pq4QrmzRa4GZWWuXrhQt5vW10jLvjTLrefp6fcBEV+oWW+bLLIr09dBo6mrGbFCvozmnQztN9X1qZtbIdD1lrqiveUt1bWyzrh8Lq+gazTTboLdznlNe1kx1RXo65K8jlfV6XcsNO/3bHc6aN+5e4D1P5rz+bb7+BpmV27tklpb163tt5Sr3fAqzF+htc87feDucCvdW/RpXfUzf/risa7Atp59Ey599Rp+LU6driX5/U6n410nbbH37h+p6nUid8/Ha/VuKZZk1GhWZeY9/ybn99Vn6tS56xq+wTap6bUqH9X0Tt+j7dCLxSQYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEExZAAAAAAIiiEDAAAAQFATXmE7XvHM98hMl/n9XnPD/5ZZzh6XWZbqSsusqmsbs5quJTSnXtCtqdWbjbJTHaVNp7LRzMypeE379X2TduvKyuKC6TJrjjhVkM6pJnnnaett5zy+q5/t1Rua2bwDumUWJXpWj+MuvVOnCtO9Ibvx3wZipw5wpKof1xbT11/k1BZmTV0j2FWaKzMzs1ptncwK8RyZNbKnZda54BiZbV7xM5lV23SNZPtMXYeYL8yUWTPR162ZU/c8/DtnO7PMq20e0au3Vz+aefXiph/j2PRtTOt9MmtmOqv36vV+eMC7ps2KTm1p5NVWl/Vt9Nb8F5tmpu//wtrNesOl+8go8TqCnYfFzKzZoyukU+9FvlaTUb1fV9HWntHrxGBF15smia5wTTP9lQAtzn2zfqhXZl3ldpmZmVX7nOuvqCuFc05trNP8bxXnPVzm7HNw7XMyW3/XT2TWeeCBMst51dpmFlf12rzmEV3nveBPjnT3O1F233crAAAAAKYkhgwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQ1JStsPWM1tiXm/kxmTWGdI1pbcuDMsvHX5FZGm2RWezUlKaxriqLvRqzus7qfbr6LhvQNaBmZtaua+yK+zp1n071bVbXPX2Rc/sTp14zKhT1qQzrilTr03WC8xd16u3MLHWedZlTN5tE+lwt7nCOuGfO/7mcrgNs1J3nblPXKJpTb5vk9f2fm7fU2afZ0MDP9RGLM/R+m/q5Epdn6+26FsisunmFzNLhTTIrdunnfKlD19vGTk10FI/yspHpLtbUdP2kV9ucmq7fbNR69S6bev2p1/T9Vl+nj+fsctTXprxzWXu13Xsdd+coe4aZmfOSYo1hp2q+4lSYPrtGZklJv2aamdWb+jnWcNqOY6eKd3hIr3c9q56VWbNfb9c/PCCzWkOvyzNn6/cFm1frtafe8N+LjNT1+WRRm8xyBafeNu+sPU5lcFR3HqiqztY98rDMKht7ZTbUu14fz8zKCxbq0xn0Xicnx575TgYAAADApGHIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEHtlhW2Zk6HoJlZpHvscq1626T4Epk1Bj8rs7Rvucz6Nz0ls5Etv5XZQP8jMpt3kK6MbT9omszSit7OzCxqOAWMDe8+d2pqvdo4Z7ss0fNvs+ZUETrVeD1OpV7XYn2/mZnFka4qjJxRPcu8+6bkHnNPNOw8j8pNpwq52at3mum60SjR93HRqZ42M9u0Qdcotrc5dbuJrs1tVnXF5MwFJ8is3r1WZn2P3y6zhlNpPdSn92mxXguisq4hNjNraXWulXxeZo2mvnYbDb2mN/v0elAbcuonnX16LzGJszaNJvXqbzOn7tpbZLBV5lSRVkb0nT9t2KlUjZ0q1jW6otbMbKSqzycp6bWp6tTU96zrkVnv5s0ymztHv8aNDGyQWV9V3/6nVuv3PsVYP2cLo7yHG0idyupBfd+0duhq8b5Kr8y6CvqxyDnXe3VQ3zeFsn573etUDedavfdMZtNm6erxgvOW3n0vEo1Wvj1+rFwAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEExZAAAAAAIasp+T8b//Iv/T2Yfv6TT39ipGfbamSOnGz6u6g7/QlFvN32+c8QFTk97Vfc2O3XHlvY6fd/mHM/MLNZ3XOoUvEeZ7r63vDPHpjrLhqv6eA2n+3+l7i2fsUT3hGcN5zaY/50Wmen7PIqc7xTId7nH3BNNn3+0zOqVn8msWtHd8PlpfTKLTH9ng8UtOjOz6pDOBwaXyayrY4k+ZE5fY43KQzLLct0ym/ayd8tszX3/JrNS0fnOIKcbvjbsfPeEmdW36OvTWWItG2V5UppV5zs0vK/CSJ3t6vq+6ZjRqvfZdL7Dx8wSZ+2e9upvOlu6r1zuMV9UnJebkbn6fUPqvBY1V+vXlJ6a/j4HM7PGpkGZFTv12hQX9HemZL36uzCyHv3dP2v7dFZN9WtYPdP3TTnRa2TJeekbavhrSCHRz+mis4Zmdb32zJ6hv0Nj/UbnPnW+v6elq0NmqfNdJ4Om14lZxTaZmZnVnUV0xDnXyVon+CQDAAAAQFAMGQAAAACCYsgAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACCoKVthOzSkK2PjRNeUmZkNP+fUzSZOTWusZ67InGPGXr2g5jTDWezUlEVOvZtFTtWqk5mZZU6NXRQ5x4yd+len4s+rhrOqrngb7h+QWdsCXf+Weg9hTlcG/p5T4RvratyopGsTo+R1oxxzzzP/uI/JbNl3T5FZfaQis+bgszKLOxfrLNbrhJnZPi8/TmabHvu+zGrl9TJL4i59Pjn93C3EuvKxXv2NzLpf/hqZFTuPkJlVV8toxb036+3MrLOhr8/EqbWsjDiVuge9SWbT9l8os0b11/qAjWdkVBvS60+bU9v59x/WdcpmZn/zvz4ss1J1SGZxsV1n8ZR9GX/BedWvxcW6Wrrn4Ydklq/rdaI0XT8uZmabqroadWiLXtNKOf260XTq3eNWXYubDunn16y5s2Q2sEK/ho84L6pVpzK1Gfl91VmsF4qc0+EfT9OPx/r162TmNFZbsaDfNxVadIVts6Tfa3aUdA12c5Q//afOe5HW2bqm13sLN5H4JAMAAABAUAwZAAAAAIJiyAAAAAAQFEMGAAAAgKAYMgAAAAAExZABAAAAIKgp23331xcdILPhoTXutrVBXauW6IY3SwpOvW1TZ1HmdKM6dWtp3tmnUzeWRU7VrtMma7Ff/es0zpllTtjUlZWW6vo7q+rzqfTqmr6W2bqmMKs7c3Oq7+8s8S+FKNaVe1mqK+6itrl6pzkn20NFBV0x2Gw610pN3/+1YV0ZW2ibKbPEWwzMLE57ZTbn0PfKbONTV8usOXdQZu0tun4wzXSFbeZV3zqdsenQT2RmTmX3gj/VVaBmZpHTDByl+jFudyqF41iv+enAMpl5bd/W1Ndfqazv7w1rn5bZ6W9warnNrDDzJTJLCroOk5raMXLup+b8+XqzDXoNqazRWW1Tj3s6jU59bXZ26BrTkS26CrnQqSuU85v1dZuW9XpXN13ZHBf1a2o2pNflaqazOTNmy8zMLJfXj2M90q/jzVQfs326rprPl/VjkSvp+ztt6HUiX9LvC/JFfRsazm0wM3Pe/tncg/X75snCJxkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEFN2V68+UdeJrONv/qAu+30eb0yG9ms61ajmq5/i3JO3WzO643VksTZzqlzjLwOM3PqzzK/XjFLdR2bJXq/UaxrKb1jPvITfbyXnaLr9rJhfbysrp/S3uMUOVXDZmZZU1fcRdN0NV5cWuzu90Un0pWqmfMY1Kr6+Zcb7NfbtTwrs6JXL2xmsdPpHKePymzWgWfJbP2jX5dZraMis/bpuvq2UNS1wFGsn5te33XkvDR4j9Pvj+nU7Ub6NibmbOesTe665fVyOxWb61dskFllna777Cjo57eZ2bSuvWWWuH27GAvvmVnaey+Z1R5/UmZJq3NdturaaTOzZEC/30idnvqorOtPa1X9mhpN05W5+Yauk49a9fFapun3ItPn6DW00dTvp4YT/+/b09s6ZTZQ07e/0dD3aclZl2qpU9PrLSFO1e7giF4nCs5j39rSpQ9oZmmHrtR1v6NhkvBJBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUFO2wtbTfcS/uPng7z4rs/LMlTJrNvtklvVV9XYjuuItcapoLed0ozkVZ+MeDaNRqifL+phpSR+0f6XO+kzXDb/0NbqmOK3oesm0ouuEzakFjmKnps6cWjgzywq6GrDQvsg5nz919/vio+sHk/K+MmvWnOu2rp/X1f71MssXijIzM0vy02WWxk41ZWOZzOYe9k6Zrb/7P2S2abOug0w6N8usrWudzFrLupY5zfS1EnlrmpllTm11lulta1WntjvVj/HwoK6mHBp06j5rznpY0+uP19hd7D5Yh2ZmkVMx7lQKY2y8V7j5R7xMZk//6mGZVZ0a2tqQrpY2M2vU9HOzY+4smQ0M6drcztkzddbUz68tG56TWbldV9gm7boiuzaoz7Pe1HXOpVHWXqel1nKJfts6Ute3v1zQ7xuaznaNhn4MiyVdGRs7b6/1am6WTNP1vWZmsw45VGZZ7Kwv5tdrTxQ+yQAAAAAQFEMGAAAAgKAYMgAAAAAExZABAAAAICiGDAAAAABBMWQAAAAACCrKsszvNd3DpJWNMmuu+7bMomyNzvJPySwb0dW3WcOpG3MeliinZ8M00fuM6n5F4pZNB8qsuM97ZJZvOFV1yV/JrNHv3H5nn1mk6/YscmraYqemL5qmtzOz3Lz99SHbz9UbJrriDn9MP+d/+5/HyKylqKsCSx36OV/u8q+HUucCHTpVyYnTcZqafj40nL/5FAq6GvXpn31fZq2RrvDNivp4+cT5+9MoVdhZQ+dNJ8u8Stm6rrdtNp19OlXgubxzG5168Zrz+M5/g34szMwKOV0Hyl/8JlZmuor0iZtvk1nzFw/qfQ74FbZRv66/rab69a86MqT36V1+Tpg562sjc46X6Gshdl5uO7s6ZLa5p0dvaGZZTe+46ZxPM9bVuKnzXqxS1aWy+bxTUxvr14HMnLVnur5vWpYslpmZ2Z/+7UXO+Uy9VWTqnREAAACA3RpDBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAhKdz/uoeKWbp0tOk9maUNXKDYqfTKrb/6lPplU17hVa7puLzJ9G0pdR8qs0Nqmz8XMZi7UT4d0wwX6fBqrZdaoOAeM9fGiXEFvl9P1dlFD182lzRZ9KjPn6eOZWVY6SR+TmtpAdOXf8MB8mRWytXq7uK4PN8qfWNJ0pczyrc5zqdglsyzStZVxqs+1Xr9PZnu/ZLrM8vmZMmukTk1krCsWCzn/ZSOOdU1r//InZbbqUZ21R3r9tbJ+IL2KTcv0863h1H0ufMOPZJaM8qTir3qTJ3Le7ux/0okyW75hi8zqjz/uHnPQqTuOnQrbKHKe0226in2ov19m09v163+1rs8zX9DXScE5l1plWGYzu/3K+PWrdTVw2akPH6rr903FFv06neR09W3/gK4hLhT1fZMlevFJpnfK7ICTXyczs6lZU+vZvc4WAAAAwJTHkAEAAAAgKIYMAAAAAEExZAAAAAAIiiEDAAAAQFAMGQAAAACCirIs091lmETje1jSVFeq1db8q7ttnP1AZlFVV0imujXOosypqXWq6CzT82/a1JWdTafpMinrGtRo/mv1hmZWKL/CzTGxsoa+Hh79D6e2uU0//0odfhVrvqwrCAtlZ7/OMXNFXfkY55365cy7Vpx6bdM1mTknyyJ9UTezmj4XM0ucl5SsoY+ZNp3zifW6FjkP46qHdFbKV2W212u/LbNiSdcXm1NbaWYWRX6OSeK83G5++GGZ9fzXPe5uR5Y/qw85MiKzmlNvW0/19ZeN6GzLlk0y62jXtdOtbbreNUqca9apuo5Heds5PKyvzaSk6+0HN+uvBag570Vq3vubSJ9rqdwqs7ik77fCy14us2P/5oMyMzPzVhCn+XjSTMFTAgAAALA7Y8gAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQfkdjphgTv1bU89/1eUfkVkueVxn+nC/P2ZdV7VFsa6NSxJ9rplTRZs5ZWy1uj5eXNd1c1F5gcxy018ts4SK2qkt0RWm+7/zxzL77VeOG/ch63V9wTRq+lppOHWIhRZdDZvkhmQW5/W1ki/qqsTEqbe1SN+nXhdi4lTNmpml3rqWOvebU1NcH9H3W31AZ2sf0VWYL3nrx2RWG+6XWb7grYU6wxTmXArTXnqozNavWO3uNpfWZdZYsVJm9cGKzLq6Zshsy6A+n5aWNpllOX299/UOyMx5W2Cl9g6Z1aq6vtfMrFnT13TkLGkV5z1MV5eu6X1u4DmZzWzplNnKDXq7vQ95qcyOu/AvZRZ7PfxmljmvhdEU/Nxg6p0RAAAAgN0aQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEExZAAAAAAIigrbSZRV18qstukimeUSXYuXVvXcGI3ycGeRrsmMEp2lDV25llZ1vWa9oTPL9LnWklkya9/rz2QWdx6sj4cpTlcTxk7d6sJTvy2zZ7+rnytmZsWafs5bQ9cIpg1d4Vof1tdKkndqY/NO9W1erwfen5HyToVt5HR6Zk7dp5lfU+vVXafD+jY2R5zaaqd+86WvbZFZNdP1tnFts8zKqa60dJ4x2E3FznWy/4nHu9s+s36DzNLZusY1SdfJbF3PJr3PTF97pZayzOpDuj47adXXUFTXa0/vwKA+F2cdMDOrO2tM0cniJK9Dp06/XNb3TcX02jNn7lyZtRxzhMyasb5PU9ProJlZYs5tnIL4JAMAAABAUAwZAAAAAIJiyAAAAAAQFEMGAAAAgKAYMgAAAAAExZABAAAAICiGDAAAAABB8T0ZE6y26m9lFo2s1pn33RNO33MUex3Kur/fzKyZ6v3WB0oyqzkd9jmnDzsp6W7qWk33T3cd+kGZWVzQGXZbkdNVXyzq71tpm6aft92v+Hv3mM/99NMyy5o1mZWdZTVzrodmQ3fcR1XnOy0Sff3Fzvdd1HLOPr0uen8ZMeeQ/grk/cnL+S6MkSHdKz9sc2Q278iTZVbMOd944a2xo3yHCPYs+bZ2N2/uP0+Hq1fp/ba26qymr6KG8306g329erumXkM68vr5PlDV62A1c9alljaZmZnFzvW3ZaAiszTT90020C+z4eqwzBLnO8IaC/X6cuhb3qbPJXW+22i0RWQ3+zIePskAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAgqyrJM9yZiTKrLPiazOFsus+E+pzYt0j1lcaQrMlNnbhyueLVpZhbpqjqvCjNXmCazfPssvV3LwTqbd7rMIkZjjFWql7ehwXXupmt+d4/Mlt35RZktmDckM6+cMF90ntjjfM4nThetd017FbYW+y8Zmbdx4hzTu/mxs8/SS2S013H/JLNczqmi9Y7H3+ZeVLy3SKM2Fjvb/urGG2TW/OVDOuvX7xvq9arMhns3ySyu6O2Sgq6FrzjHs5LeLm36PdiDg3oNdZZ0S1O932Gv3tb0ubbO1+9vXn/Z1TLL5fWJxrF+f1du0dX+ZmaxU6nr1e3G8eSsW6yWAAAAAIJiyAAAAAAQFEMGAAAAgKAYMgAAAAAExZABAAAAICiGDAAAAABBUWEbwEPX/5nMDn5pi8w2rddVdGlD163lcrqmLPIqK53aNDOzNCnJrHXaXJkVW+bpY84+T2ZJi1MhCQThLG+ZX0BZSwdltmXNUzJb++AtMnvsJ9+W2cK5+nqY060rFkfv0dyxxKuCdLZLc/4BM+dPV0leh15td27h+TJrmXuIzNq79pZZqdwuM+B5u/IWyatUdSKr9PXJ7IFrvy6zePkymSWJvvbSno3OufTrzLlvvIrseqMmMzOzkawpsy0VvS4niV4nh/O6+n/+Ca+X2cEnniCztg69hrS166xQ1OdZKuv3YWZmSU7fjpyTUWELAAAAYI/AkAEAAAAgKIYMAAAAAEExZAAAAAAIiiEDAAAAQFAMGQAAAACCosI2gLPf8gaZfep9HTLLOV2PiVNFm8sV9XZ5XZmbFDtlZmYWO1W0yez/IbPWTq+K1ptjx9m9CUxhqVO/ODK4TmZ9m56W2eZlv9LZ0z+T2YbnVsts/dpNMquNNGRWLvhV2J3TdAXjXvP3ktmcfQ7V+9z7T2TWsuAlMmvr3FdmSV6vo8BYjPb2qdHQ11E91etEfVjX29cGRmS2ZuNzMnv4p3qd2PT4EzKL1qyU2QO/eVJmQ0X92t/f6ddHL5w9X2aLD9hPZvvtv7/M5u+7QGadHdNlVmxt1VlBV9G2tunbWG4pyyyX96v9c04Vr1dT6329wUTikwwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQFEMGAAAAgKCosA3BuQfTVGeVit6wOjKkD+fU21nRq1Rr09uZWblVV1Nmzo2MqKIFJlRmugozMl2FmdX1diO1LXq7Wl1mzbQmMzOzKNbnU8jr6sasoGsk8852caYrHS3263aBiZQ6bwCaTX2d1Gr6GvO28zKvwtTNnPc39bo+zzR1Noz99wyx854iSfQ17b0XiZxjetWvHvdcEr3PXOLU0DrbmY3/XCfL7nW2AAAAAKY8hgwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQFBW2AAAAAILikwwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQFEMGAAAAgKAYMgAAAAAExZABAAAAICiGDAAAAABBMWQAAAAACIohAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEExZAAAAAAIiiEDAAAAQFAMGQAAAACCYsgAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAgB26++67LYoiu/vuuyf7VLCbYciYYF/+8pctiiKLosjuu+++7fIsy2zBggUWRZG98Y1vnIQzBDCVsYYAmCh/uL5EUWSlUskOOOAAu/DCC239+vW7vP/bbrvNPvGJT+z6iWK3xJDxAimVSnb99ddv9/N77rnHVq9ebcVicRLOCsDugjUEwES5+OKL7brrrrPPf/7zdswxx9jVV19tRx99tFUqlV3a72233Waf/OQnA50ldjcMGS+QN7zhDXbjjTdao9HY5ufXX3+9HX744TZnzpxJOjMAuwPWEAAT5eSTT7azzz7b3vWud9mXv/xl++AHP2jLly+3W265ZbJPDbsxhowXyJlnnmmbN2+2O+64Y+vParWafetb37Kzzjpru9//3Oc+Z8ccc4zNmDHDyuWyHX744fatb31ru9+LosguvPBCu/nmm+2QQw6xYrFoS5cutR/84Adbf2fFihXbfBz6x//3vHvvvddOP/10W7hwoRWLRVuwYIF96EMfsuHh4W2Oee6551pbW5utWbPGTjvtNGtra7Pu7m676KKLrNlsjut2APCxhrCGAC+UE044wczMli9fvsN8LNf6ueeea1dddZWZ2Q7Xi5Br1PMefPBBO/nkk62jo8Pa2trsNa95jd1///27dF9g/HKTfQIvFvvss48dffTR9o1vfMNOPvlkMzP7/ve/b319fXbGGWfYFVdcsc3vX3755Xbqqafa29/+dqvVanbDDTfY6aefbrfeequdcsop2/zufffdZ9/+9rftggsusPb2drviiivsLW95i61cudJmzJhh3d3ddt11122zTb1etw996ENWKBS2/uzGG2+0SqVi559/vs2YMcN+8Ytf2JVXXmmrV6+2G2+8cZvtm82mnXTSSXbUUUfZ5z73Obvzzjvtn/7pn2zx4sV2/vnnj+t2ANBYQ1hDgBfKsmXLzMxsxowZO8zHcq2fd955tnbtWrvjjju2Wz/Mwq5RZmaPPfaYHXfccdbR0WF/93d/Z/l83q655hp71ateZffcc48dddRRIe8ijEWGCXXttddmZpb98pe/zD7/+c9n7e3tWaVSybIsy04//fTs1a9+dZZlWbb33ntnp5xyytbtnv+d59VqteyQQw7JTjjhhG1+bmZZoVDInn766a0/e/jhhzMzy6688kp5XhdccEGWJEn2ox/9SB4zy7Ls05/+dBZFUfbss89u/dk555yTmVl28cUXb/O7hx12WHb44Ydv87Ox3g4AO8YawhoCTJTn15c777wz27hxY7Zq1arshhtuyGbMmJGVy+Vs9erV2V133ZWZWXbXXXdt3W6s1/p73/veTL3VDL1GnXbaaVmhUMiWLVu29Wdr167N2tvbs+OPP35sdwiC4p9LvYDe9ra32fDwsN166602MDBgt9566w7/mYOZWblc3vr/9/T0WF9fnx133HH2wAMPbPe7J554oi1evHjrfx966KHW0dFhzzzzzA73/dWvftW+8IUv2KWXXmqvfvWrd3jMoaEh27Rpkx1zzDGWZZk9+OCD2+3nPe95zzb/fdxxx213zJ25HQB8rCGsIcBEOPHEE627u9sWLFhgZ5xxhrW1tdl3vvMdmzdv3g5/f2ev9dH2satrVLPZtB/+8Id22mmn2aJFi7b+3ty5c+2ss86y++67z/r7+8d0XgiHfy71Auru7rYTTzzRrr/+eqtUKtZsNu2tb33rDn/31ltvtUsuucQeeughq1arW3/+h/+e8XkLFy7c7mfTpk2znp6e7X7+0EMP2Xve8x4788wz7a//+q+3yVauXGn/+I//aN/97ne327avr2+b/y6VStbd3T3qMXfmdgDwsYawhgAT4aqrrrIDDjjAcrmczZ4925YsWWJxrP8OvTPXuhJyjdq4caNVKhVbsmTJdr930EEHWZqmtmrVKlu6dOmYzg1hMGS8wM466yx797vfbevWrbOTTz7Zurq6tvude++910499VQ7/vjj7Qtf+ILNnTvX8vm8XXvttTussEySZIfHyrJsm//u6emxt7zlLXbAAQfYv//7v2+TNZtNe+1rX2tbtmyxD3/4w3bggQdaa2urrVmzxs4991xL03RMx9yV2wFgdKwhrCFAaEceeaQdccQRY/rdnb3Wd2Si1ihMLQwZL7A3v/nNdt5559n9999v3/zmN3f4OzfddJOVSiW7/fbbt+m+v/baa8d93DRN7e1vf7v19vbanXfeaS0tLdvkjz76qD355JP2la98xd75zndu/fkfNtnsrIm4HcCLHWsIawgwmXbmWlefOIa+tru7u62lpcWeeOKJ7bLHH3/c4ji2BQsWjGvfGD+GjBdYW1ubXX311bZixQp705vetMPfSZLEoijapspxxYoVdvPNN4/7uJ/85Cft9ttvt+9///u277777vCYZtv+VSDLMrv88svHfcyJuB3Aix1rCGsIMJl25lpvbW01M7Pe3t5tPnUNfW0nSWKve93r7JZbbrEVK1bYPvvsY2Zm69evt+uvv96OPfZY6+joGNe+MX4MGZPgnHPOcfNTTjnFLrvsMnv9619vZ511lm3YsMGuuuoq22+//eyRRx7Z6eM9+uij9qlPfcqOP/5427Bhg33ta1/bJj/77LPtwAMPtMWLF9tFF11ka9assY6ODrvpppt2+G+yxyr07QDwe6whrCHAZNmZa/3www83M7P3v//9dtJJJ1mSJHbGGWdMyLV9ySWX2B133GHHHnusXXDBBZbL5eyaa66xarVql1566S7dZowPQ8YUdMIJJ9iXvvQl+8xnPmMf/OAHbd9997XPfvaztmLFinFdfJs3b7Ysy+yee+6xe+65Z7v87LPPtnw+b9/73vfs/e9/v33605+2Uqlkb37zm+3CCy+0l770pVPidgAYG9YQABNlZ671P/uzP7P3ve99dsMNN9jXvvY1y7LMzjjjjAm5tpcuXWr33nuvffSjH7VPf/rTlqapHXXUUfa1r32N78iYJFHG/2oGAAAAQEB8TwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEExZAAAAAAIiiEDAAAAQFAMGQAAAACC4sv4AABTWr1ZldnKTU/JrJDPy2z+tP1kFkXe398iJwMAPI9PMgAAAAAExZABAAAAICiGDAAAAABBMWQAAAAACIohAwAAAEBQtEtNqszJvAYTbztvs1G2i5xjpk7GqArg/2k0azI799+PlVmhkMis1tQvVY1KQ+8z0e1SmenGqlkz5sqsZ/OAzE5e+lqZmZmd/qqPuDkA7El4ewgAAAAgKIYMAAAAAEExZAAAAAAIiiEDAAAAQFAMGQAAAACCYsgAAAAAEBQVtkGkOsr0HNf36I0y2/ibW2XWUWzq45V0DWQ+72xnZkm+W2ex3jZr3UtmzfpMmRUWnyCzcvdimbntvgB2mVd2/Y5LTnK3jef0yqxW1evISEWvo7lIn9GivfUas3ztOpk1nRv5XN8qmbV3lGV21GFv1DsFgBcZPskAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKCtsxag5vkdmyb75dZnP32VdmUa0qs3kHzdHnMljQ+8w/J7Na5j/cufxGmaUjertGzwod1nQtbhQt15tt2Udm9Zq+b1oPPVWfC4AxOesLr5BZs8uvws56dJ5r0fWvaa2utyvpv4etWT8ss0KxJLN6XS9qhaLuyZ7bsr/MFnYeIjMAmCyZU9kdTeDXAvBJBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUFTY/oGNP/iEzKLhR2U2b7/9ZJaVZsgsH+t6xcw2y6xvaIXM2uZ2yayYq8jMzKy6cUBmUd2ZR6t5GfWs0bejO2uVWZKtk1lsvTIb+fUKmRUO/ku9z7I+F2Bqc7oJTXcTPrX6MZnFuiXbCqn/t6l6pF9WykmLzAYSXUVrmT5mo9kns9ZWvTaV24oy+8ArPyezg+YeLTMAmCzNdFBmWVMv6rm8s+DvIj7JAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEExZAAAAAAIao+ssM2yhsy23PFRmZXLNZnlZx2oj5d0yKx/3XMyK3Yvkdnwel2ZW+jUtbhxnMqssmmTzMzMoiyR2dN3PSuzOYmuyezoni+zxlpdWZn2Py2z3Ax9+2sD/TIbqXxVZq0Hv0FmZmb5GXu7OTCR0lRf1x/90Dky++zl18nsl4/eJ7PKkL4250ybJjMzs7YOvY6s7e2RWT6nq3ijvK6bbW3R9dODQ7re9mvvflAfT98EG29lMACMJqutcvNm40aZxSP6axGaI7/Q2V7XyizZxTWNTzIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQ1G75PRlpTX+fhZlZ710fk1mpNOhsWdfHbOq7qrdX9xoXug7T+8wGZFbJ6fnvQ+d9W2aHH6E77F+2yH+4548433exsSmzNKd76vt69XeWzDygS+8zLsusqR8ma2wckVm+/ycyGxx2dmpmHSe8V2aJ81jRm48QIud59OzPfjaufZ7+2r+Q2Q0PXaaP17fO3W+klwqbvU+nzDb06O+4mTEzL7PhEf2dHl8/7yF9Mlyae5y/ftPRMku6Zsrs0q9+V2ZRxBMFYaVD18ssSje428Yj+v1mVtPfQ2Rb9LqdzHae4+53Bo2OTzIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAIKauhW2WSqjjd//W3fTykOPy2zmgXNklptTkFl9iz6fuK7rFa31WRmt36C7wbb06mzOnJLMXnHkS2V2aKpvn5nZ6h/qKsz2WbNkls/pWspsxlyZxdMWyKy5ZYvMGvWqPpcOXVNYfUpXv0Wbb5OZmdlgqV1mncfrKlAghCjWFYPveP8nZZY5dbL5nF4PCq1FmdWG/LrnpEWf6+rlfTKLB/Qxv/yRX8iMilE879Lv/lRmH3nT4TL727fo6tvPffv+XTon7Ln0u0IzG/yijKJUfw1DZfAR95jFTGfZcK8OnZPNEr1Trz59LPgkAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgqClbYbvyPz8ss+E7fulu27Ffh8waA2tlNvS4ro0drOra1Fz7dH0yS/UclxV6ZVbf1C+zU+e1ymzhr56R2fI1uhbWzGz2TF1TGyfTZFaYprcrdOnK4IHla2RW7NSVsWnfgMx6HnpSZvmuhszqK/1aTttyt4zaD/8zmcWtut4XeyanYdCsqZ+Dm391l8x6739AZvn7fyuze7/yHzL7xoHrZfb53iNk1pira6LNzMqznLXi7JNl1r7/YXqn1NRiDPw6Y/1anKt6ZaTeFc3zcs+gH+PUnPcGQ9fqLB6RUX3wIZmVmqM8pzJ9PllFv09N9vofMtvVmloPn2QAAAAACIohAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAAQ1qRW2Gx57UGaDd+kq0tb22e5+1/9ipcwKaYvMEqc6rJHT29VnNmUWP6HrVgf7N8psv4P31cdr1w9bKdYVZiMDPTIzMysv7pZZoahrehtlXTfbWK+reGsNp4qtb1hm5QW6IrP5SJ/M+tYP6X2O0jSbH9B1n0N3Xy+z9lPO93eM3dLAI/fLbPMDj8isXCzILH5W12t33K/3uTTW68+VD+vq208teJ3MoqKuX0x+ofdpZjZY1BXblR/cLbOu+XvLLJ4zQ2bT3/N2meX3eYnMqB/d8yRO22yU6sf7lafoWuZ082dkFs/46JjOC1OdfuLEg/8ss1pev/dJ1v9GZrm8Pl42Sl132r9Jh87HBvF0XbU/kfgkAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgqCjLMqf0LQS9+8f/8d0ySzf1yqyxap17xPpgQ2btc3UVYmOjrnit1GsyyzlNwOUlC2QW9et611n7zZJZz5MbZBabrrDNl4oyMzMrzNhHZs1iSe93rr6NfavXyKzcovdZ7++VWRzp51Rt+VMyq1RTfS5JRWZmZiXd4Gu1hQfKbO+LvyyziArNSdXz+MNuPnTfPTLraO3SG87skFFpn0Uyy2q9Mms415Hl9drU80td510d1DW1jYq+HsoNvZ2ZWXu+TYezdL1t/jBdYZvM3V9mcU5XWvetflafyokny8zHdTtlZbrO+f0n7yWz//ON82RWcF77LNXPWTOzqE3XKyO81KuibTyht6votT5yvhag2fOo3i7Sz0WL9N/3G33OWm9msX4bY8m+f6+3aznWOR/3kLuETzIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAILS3auhZLpvq9iue0FrG3W9a8uBL3EPOfCb38psw7K1Mis16zKbvt9CmaVNXZtWjgoyq+cTmVXW61pKa+pKtWqm95lvn633aWb1Dc/JrHDQwTLbsvwZmZXbdb1kY2RYZlmkO9VqA30ym/7GN8gs/vUDMtv4a7/OdFabU/+7RT+nauv0fVqcoysVEcbqH35XZunjv3O3XfODn8ls7jT9vG531oNKv66f3lzNy2xkRK9NfcO6bjZu6BrFfKyPV4/19VfM/L7DglOVvXdBb5u0rtf7XLRMZnGnXteKP9Z1u9VHOvXxXnKMzJylCZMt0u83/umfXyWzXK5dZtmwfr3J6v/ln060UYf5/Zwt9WtDXDhIb5aVnZNxDjfl6DW0Xtd1s/nmr/Ue6/q9WNTU62S9X79vSCL9fsv7G35jy2pnK/+BylKnIrzVqamdJHySAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQVKAKW1039ujXrpRZ9OTTMmsplfR2La3u2cx97Ykyq972fZm1tszS21V0rVhsDZmlG3WFXaOma2rzL5mjj9ejq9hypqvY1j2gq33NzAplPXO25XXF34yDdBXf6oeeklnHSxfJrFzV93fh5bpOt3zMq2U28Otf6e3KTi2cmQ1v0rXBuYJ+HFfcqStUl5z9HveYGJvn7v+hzNKndL3y4K+edPc7d6Gukcye1XWrxXN0peqmf9FVtEM1XbfazOlrPm3q2s72l7xcZkmxRWYds/X1UJw2Q2ZmZo1VurZ5/bKVMpv9zVUyS6v6fmt/x3E6O11GNnzPEzKr/E5nnX/+FzIbrX4SE03XMldj/Zqa1PV7mHRIV5TH5Ze6Z9Ps+6UOS/r9Ty63WGbZkN5nVBjUx3PqVjPT76miVN83bi9uztku1bXb/++EnN3q9ylZqs+nOaJr6rOaXl8S72/xznk2Njo1tXlnnzmnhtjMcktu0Pt1t5wcU/GcAAAAAOzGGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUIEqbHVt2MwW3fG1qn+TzDr2Olxm3Se9xj2b+lpdGzv/Na+S2eDvdKXc8PoNMisWdDVcbUTPcc+t3Syzzn5dqVaerevm6sO6BrPu1AKbmUWmq1g3rtT1klGn3m+W6Kq6xvJ1MksOWiiz0qG6lrP2tK6eTDJd7xuVdA2omVmuvUNmzZx+PDpif78YI+exG378WZn1/UrXNlerunrazKypW4st6tdVkR036PVw84i+Pocbeq1sb5kmsxmvOExmSy/+gMySoq7FbQ4MyKxW0WuTmVn/b/Q1uPwJvcZu3KjXmINv2CKzgYH/K7O2C/5SZrklRZmlD+jzbD77O5nFe+t6bUyu/PSXyCxtPKI3TPU1W/O2M7Nixytklg3qOufm8KN6p85rSlbVFb658hJnn/p6zyKnMjZyKmybej2LvO3MrF7R743ihq6GjZw1NIr1MSOvijfVrz31Pv1eMyno+60e6fdMpYO+pc/Fdr9PBna38wUAAAAwxTFkAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQFEMGAAAAgKACVdhqUX+PzNoK7TJLB3plNvTj+9xjll9+qMziWNfNrt+g68ja8rrusdHQVZhPrF0rs9nTyjLb4lTRTt+kK+yGm/pc+gacTk4zm13U9XcN05Wdfev1/dY6a7rM6ht6Zdasz5VZ76NObeBDD8ioNqKr6OI2fdvNzKpVvW377FkyG3GqQDF2mx77tcw6u3SF8Lq1uiY7G6VeuM+pau0u6fWg9pw+5vqhXpklkb4dQ5vWyKzzcf23ot984GKZDbe3yawc6+d7Uvfvt3UPPCaz5zY79ZNZr8wGG7rC9vC7u2SWf8WTMsst1jXZyTy9bg3dqCsmuy76R5lhcuVzTp3s0D0yi2cdobfredg95nBFr1vlNl09nTT0czOtPKgP6FR9N4ecWtxUryGR6VrY8cpG2WfiNMpmmfO2NXLWJidqDur1JUr1e6rEqeKN2nVlcsvCS/XJjMJbfb1iYL80eOLwSQYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEExZAAAAAAIiiEDAAAAQFATXmHb7Nsss3xJb1fqLMpsxKmFNTPbtHyFzFo7OmQWp7rka2CwIrNcrLcrFXQ16qaNuhZ23kv3ltngE+tkNvegpTJrXbNSZmZmvSM1mZVbdfVvs3dIZrW8vm/S3l6Zrf+FruLrftmwzPrX6tuYy/RjEaX+pdDa1SWz4jSninlmt7tfjM3qX9wvs/U36/rJZEuvzJpONaGZWT2n/waT1PTzM8v1yWyo2S+zwYZeK1sT/fzsW66PV3pWP+crDV3Rmzh/fsqXdGWzmVnc1OvIUENXOvc3dMX23O4ZMrt/9W9ldsSXbpRZ51tfJ7Ok6KwHRf3ahKkrqy+TWZrqSurm0OMyy3fq11szs6zvNzKr9ekq9kL7S2UWO9W31tTvjZqV9Xo7tzLW20xvmLmdqeMvVI2cE2oM6Dr9KHPKXxvO+cT6eLkDr9HHi/T7u6z6r/p4Vf1+yswscurFG3VdS55Mv0BmE/lpA59kAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQFEMGAAAAgKAYMgAAAAAENeEVtlHJ6altKcto7WNPySzJ/ArBoV5d6bip6dRSlnT9Vzqsa8Wqzt1YbmuRWTPV9ZJPPvKszNqcylx7TNfi5Ur+w12c1imzZo+uY6vVdTawVtfmlbv0c6OyYYvMBteukFmurJ9TLdP1/d3M/Hnbq78rRLr+sP0AXUWIbTlNiTb89AqZ1Tfr691qIzJqjlKj2KjqStVGos+2t6IrXBPTtbl1JxtJdW3hcFNXOu89bbrMlm3S11js3L6o2iMzM7OGc600nNuROdWUv16tq3/nlfQ1v+bZ1TJr+fGDMms6a5M5dd5ZVVedm5lFRf16gIlVqz0hs9zwJpnFhWl6p039fDYzy097md50y8M6c6pv4/I+MouKs2WWdMyTWX3gaX28Eb2+Znm9ZmXO+4KsotdWM7/gNnVeKGLnZdz5hgKL8606W/haveHwt2WURc4BnRuRVnTVspmZOdXjcaZfC7Jp5+t9eue6i/gkAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEFN+PdkNFP9HQJ1p08+Z/q7MCqbdKe1mVmqd2vFjg6ZDVV0x7Dl9fnURnQXf2tBb9fWpu/+akN3TE/v7JLZUL/utE6Gdae1mVm+ukFmxW7dFV6q6tuxoUd38VuP7ntumO7aT4pdMiuX9PMtadXfg9IyzelCN7Nmn/6elKSsO7anLTnY3S/Gpvqcvuarw/q6LcX6uel994SZWb2un4PN1Pn+jUw/r/udjvP+mvM9Gc5346TO90s8vtm531J9vGamvwsib/o2mJltrusO/NZE/12rkDjXbqQfq2eHe2U2vaK/J6T4wOMy26u7XW93yFyZZd6Lj5lFxvdkTJbM+SaebEQ/Z+N2/Zxt9PnfaZBrO1RmyTT92tDsf1RmWXW5zpr6Nsall8gs17FIZpF+y2TmrBNZ0/nOmC79empmljWcx6PknFDkfL+N6e/JihK91meZPpdsZKXOGs57H2fNtsz/zorMeX1Je/Uxo4V6v/pR3HV8kgEAAAAgKIYMAAAAAEExZAAAAAAIiiEDAAAAQFAMGQAAAACCYsgAAAAAENSEV9hWnYqzwT5dcZY5laEtnbqK1MysUND1g+vW6prW/n5dhTljeqfMvNLCnk36eOXpM2UW1XVlY2VA3zfTZ8+W2ebVz8nMzKzUpe/XkY0DMqu36OrJYpuum8tG9P09faGuiezZop83pS59vEKrrprNmVd9Z1aYo7fd4jyPu/P+fjE2sW4YtFxOL2ONYV0/2Kz7lc6xU5vqlbjWnRpJb7vU9PGGUv33oJll/RwbcKo5K6lTd+mcy4jfsGiJU7ebRPr1oOFU6mZOve38GXrNq5ac14JhXUPc0uvc31Wv+pi/201VLXPPlllty49lllX1+h4X/PW9MfygzHLJUpklrUfJLO37tcwiZ51IBx7RmXO9x3ldbxuXdUV07L32OV8J8HveIuO8GLj1r3otrPf/TmZx5h3POZx3G+p67RkZ7PV2annnNuYP+YY+G682NxplUd8FrIgAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEFNeIVto6zrBTtnzpPZlr6nZTYyqOu/zMwGMp03nVqxlhZdq9Y3pGtjdbmiWb5VVyhWNup629Z2XQ3X079FZsWarlvrmL9QZmZmsen7LSnpOrqRIV1vWyjqe2eVc5/mewZlNqND19QW5+qq4Vyqn+5Z4pWLmtUS/bzp2muOzKIJrIbb03j3VGl+t8yav3tW77Ogn3/Nuq6mNDPLR/r5Um3q50vDWVaLzq1sTfT6M+zUzQ5WdfVrmujK2JklnW0Z0sXcrc4+zcwOWqTX9V8+uVpm7Tn9WHWU9eOf1fX9vSXTa8ys+fq1aSTfIrOoVa8xUVKWGSZXmjivf05LaWO4T2b5gl/FGkdOpeygrk2NyofrbNpL9QGHVugs06+pbk1rXa+vad053iTInL+be68vsdtF69w3qV4L64P6/V2S6n3mRnnPEM16h87iLnfbycAnGQAAAACCYsgAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQQWqsNX1X0ve/pcye/DnP5XZgj9ZKrPl9/3WPZtcrCvABob6Zdba2iazUqzvqvqIrkmMUqfCzqm382phG3FeZ4O6lrN1hq6hNTNbu0FX47ZM07Wxex/9Epn97u5fyqzcps+ntV0fLyvq2x9VqzIrdOnHMCrq45mZ9Vf0czx/+Anutth1XQcdJLOBn+v1oFh3Hre8/zeWek1Xw9ZG9BozvayfZ31Nvc9cqq/dLNO3I/FqUxNdS10d1rc/cdamxC3tNlu1Ut+OeaW5MqvH+pgdTqVsS1nf/pnzZ8msZ5OuJu2Yo2tqe9frKtDphQlvhcc4eVd7s+s1erv+u2RW69U1pWZmhQ5dk2zOe4qs8mu9WbSf3q59gd6u2Sqz+uBDznb6NTXKxvl36sirjDXLnBZXb1Ov/NU7YuRUytZGNsksHtHbJU7tvTnreW7vS/V2Zpa0H+rs19lwktr0+SQDAAAAQFAMGQAAAACCYsgAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACCoQH17TjdWUVcPRuV2mS1/9DmZxXmnstHMhiq6cq2re6ber3NvNLfomtq2aTNkVmrRdavDI7rOsme9rk2b2aLv04ZTm7a+V1c2mpllSVFmQ4O6CvOROx+Q2bTuaTIrtujj5dt1vW1qdZklid4u16GzZqIfJzOztjZdbzzjkMPcbbHrFp70Rpk9953/0htu0rXMdade2swsy+lraeFivQYtf1qvFcVEVyV3OWtlNdK1sFGWyGyvgj7eBqcyt9upjG2MUoUYOfWMRaemNi02ZTbs3MZqU68HlY368Z/Toa/pLK9vZHTgPJlNWk8kdklhn4tklj72I5mN9lfaRq1HZrmCfm20RD/f06GnZNas6nrpfMsSfS5dB8osaujXxqyqK3yrfY872/n3XJLpazpzMmvoLC7pNS0/9xiZlWfo6l8z/R4ui/V7JqvrfWbFUdYQ3Zo7JT82mIKnBAAAAGB3xpABAAAAICiGDAAAAABBMWQAAAAACIohAwAAAEBQDBkAAAAAggpUYau5ZVwv07Vh8bqbZFZzmsHMzCyvb1atqmsSaz26/qxU0DVuzUjPan1bBmUWOXWOuRZdcZZr0fWZ/UMDMktyo9TGRd5t1LWUrdP0dg29mbXlnePVdA1x2xynFneOvt+igvO8yPTzwswsmtntpe622HWl7jkySzp1NaENDsuo1amJNDOrDernxNo1ukewe0anzHo26xrpQaf6dUG7fs4Pjuh1a8SpOywWdIVrEunndDGvazLNzHJNXevYjPVtLJd03a7V9A1JWnUVdinW55o4neW5nF6b5v35mTLD7ilx1vDo4Ntk1nzsDe5+44q+NtP6Zr1du/N6E+tzTVJ9vEbvw3qXRV3DH7Uu0FlZn2epRX9dgFvDamaR855qvLJMHzRzDpc29HsqG14no2ZTV4QnzvuprKIfJzOzeM4XvNTddjJMvTMCAAAAsFtjyAAAAAAQFEMGAAAAgKAYMgAAAAAExZABAAAAICiGDAAAAABBTXiFreewc8+V2c/uu0NmpbpfGVrPdI1bPdK1lFFRV5w1Mn3MutfTGukKxbTuVE86jaqtTvVt4tVLjlLTmjkVt1GjJrNSm67UzTtVdIWSvk/zJV0hWW/qettG/5DMajVddZpO65KZmdnCM9/r5pg8s97wapltue4WmaWjdGE7l7x1lksyawzp/Xa2tcusOKy3azgdi1FRV/Emeb2mDdW8vzHp7aLYX0cKka6ULTtV4LWGrr6tO6faVdLrT7Opb0fB2S6aNV1m+fmL9MlgjxM7dc7Rwbe629YfOUVv6zynG/26GjVX1nWzltc7jRNnQWv2yCjt1VW7fn27kznvYX5/Pk7m1c1m+n1K7NbiOm+FU+dknFrcOHXei0X6PUw2sElvZ2Y2Z/eqzOeTDAAAAABBMWQAAAAACIohAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoKIsy5z+1cmTVnWd451n/Zm7bXtNVzr2DQ7LrK2zVWa9PQMyq1Sd2jRnjuuePk1m/cO64qyU6qzYqmvThgd1vauZWc2puO1q0bcj365rKWdO11Wf/Zv1Yzxttq76jIsdMsvKTqXc9Lk62/sgmZmZzT/9XU66e1XK7Xn0Evbwhz4gs80PPOXutdDQz6VcXa8jdae2uqCXJht21pH+akVmjbq+/SORPmDOqfPuT51aXGc7M7Nirk1m+Vjfxnan3jdz6m1zJV1NXXRqsqfPWyCzJZ/+mMzyc+bLDNiG8+6q/htdb5slesMo1ZnTdG1xaabeZ8F7DXPqXWO9RronM9rbTqc22Oft1zlX73jO7agPOPW+Nb3WWazPs7jkK3o7M4vy3U469T43mHpnBAAAAGC3xpABAAAAICiGDAAAAABBMWQAAAAACIohAwAAAEBQDBkAAAAAgpqyFbaegScfd/Nf/N1FMkurusasWdfVjDWnQjFJdIVr1akxayvoqsuc86iMNJzq12m6hrfDyczM1q9/TmZtTjVunOn7tKXVq9DU9bZppO+A3n6dzVqqa2obxRky2+8fPiszM7OYmtrdUn3jOpn97MIPudsm6/plVsjp5/WWfr1d1qzLrD3S68iQU2GbJvq5Wct0lpq+DeWCrq0cHHGqIM2sraS37RvRt6OtXHTOR68VrS16Xct36Drd6YfuK7O9P36xzICx8q6U2PT7jea6q3W26f/KzH2Vct5TuG8DnZ1GxbLOCvp6jhL9fmLUgzr3atrQ9f71YV07nqT6/Z1bGSwTs9hZl3MHf0MfL+py9rr74ZMMAAAAAEExZAAAAAAIiiEDAAAAQFAMGQAAAACCYsgAAAAAEBRDBgAAAICgdssK29FUt2yW2X+dc47MGsO6/iwf63ms1N4hs6iuq9FGBodk1lrQx3Pb33K6Ni3v1MKamY1k+lxzOV0bV4j0udadfXZ2deqTqelzrUe6Gq9l0UKZ7fc//0kfD3so/Tz6zT/9L3fL2o8elFn/5h69YcOppkz0ddSo6nrbfKTrZhvOZd3vhN3TdfXrSO+gzOo5XbX7+4317Uj1zbBci1NT6xyzfbpeRzrnz5PZoqv/WWYRldWYVON7W1bb9E0drv+KjCbi2e7eAm/RMhut+1dzamO97dy3Rt7XCbS+Vmat+7xf7zLSNd/OErlb4pMMAAAAAEExZAAAAAAIiiEDAAAAQFAMGQAAAACCYsgAAAAAEBRDBgAAAICgGDIAAAAABLVHfk+GJ8t0AfOdZ50ls5HhYZnFzvdr1J3u+872Npml1YrOGvq7J1rayjKL2/X3S5iZ5Z1+/8Qpb26a3q4tp4/ZzHvfr6F78bsWLZDZPv/wWZlNTBs49lQPvOd8mdUeXyGzkUF97SbOczCJ9UU2XK/JLF/Q10rfkD6XjlZ9vMqwXidbC/5LxpYhfRu7O/X6lM+3yGza9HZ9wE693YJPfERmpUX7630Ce5jUeZ2OTa8vad/PZdZ47st6u+ZGmUWjvRSn+hcy52/jce5omeUWvEWfT3mxzrxvruDP9KPiLgIAAAAQFEMGAAAAgKAYMgAAAAAExZABAAAAICiGDAAAAABBMWQAAAAACOpFV2E7Xs2hIZnd+wFddVnZ0i+zpK7rbVOn+rYQ52QWZ7qKLs6N0hsX6aq22KnXjHJ6Vi20lmSW6yzIbOnFV+rt2lplluScurlI32+022J7emn89Vt1HeLI+gGd9ffIrLW1U2ZRVVfK9o3omtp84tQ9xjrrKunq6S0VfTwzs6JTW50U9HowvUtXemclfe3OvvAvZNZ54utlBgCYWHySAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAIJiyAAAAAAQFBW2E6w+oitlf/udb8ts1a03y6zo7FMXXZpZXW9nZtbRrqthm04z7LKNm2W2MdL7nLVoX5nNXLhAZnP2309vt6/eZ+ecbpm1TJ8mMzOzfF5Xb1J/++KTNRsyu++f/1lm9ev1NV/O6+P19ela3MhZwiOnetpMV0g3nSrsYuJUQZtZwfQx20stMqvvpa/BI777HX3AiAsQAKYiPskAAAAAEBRDBgAAAICgGDIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKCtsx8u6mtK7rLAd6t8isf+NGna1eJ7Mt657T2z2n9zkyNCgzM7O0UZdZktf9muWOLpl1zJgus845s/V2Tt1sx/QZMmvt1DWYSUtRZnHer+WMqMnEWKVNGdWHKzLbtHatzFatfFZmT/3uCZlt3rxBZlFTP6c7OztlNmvhPJmZmS09aKnM5i3eX2ZxWV+f9EQDwO6HTzIAAAAABMWQAQAAACAohgwAAAAAQTFkAAAAAAiKIQMAAABAUAwZAAAAAIKiwnaK2lMeFq940ruFVMYCAADsvvgkAwAAAEBQDBkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKCpsAQAAAATFJxkAAAAAgmLIAAAAABAUQwYAAACAoBgyAAAAAATFkAEAAAAgKIYMAAAAAEExZAAAAAAIiiEDAAAAQFAMGQAAAACC+v8B1v+nkNjKuoYAAAAASUVORK5CYII=\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "model = tf.keras.Sequential(\n", " [\n", " tf.keras.layers.Rescaling(1./255),\n", " tf.keras.layers.Conv2D(32, 3, activation=\"relu\"),\n", " tf.keras.layers.MaxPooling2D(),\n", " tf.keras.layers.Conv2D(32, 3, activation=\"relu\"),\n", " tf.keras.layers.MaxPooling2D(),\n", " tf.keras.layers.Conv2D(32, 3, activation=\"relu\"),\n", " tf.keras.layers.MaxPooling2D(),\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(128, activation=\"relu\"),\n", " tf.keras.layers.Dense(3)\n", " ]\n", ")\n" ], "metadata": { "id": "sKiERvTtwRmf" }, "execution_count": 6, "outputs": [] }, { "cell_type": "code", "source": [ "model.compile(\n", " optimizer=\"adam\",\n", " loss=tf.losses.SparseCategoricalCrossentropy(from_logits = True),\n", " metrics=['accuracy']\n", ")" ], "metadata": { "id": "_2qTP0hk3OqK" }, "execution_count": 7, "outputs": [] }, { "cell_type": "code", "source": [ "model.fit(\n", " train_ds,\n", " validation_data = val_ds,\n", " epochs = 10\n", ")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ILi1YyWf3fob", "outputId": "e797b203-15af-4b10-953d-8d5e61f7bc10" }, "execution_count": 8, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/10\n", "23/23 [==============================] - 6s 79ms/step - loss: 0.9496 - accuracy: 0.5565 - val_loss: 0.6901 - val_accuracy: 0.8333\n", "Epoch 2/10\n", "23/23 [==============================] - 3s 79ms/step - loss: 0.5723 - accuracy: 0.7826 - val_loss: 0.5779 - val_accuracy: 0.7273\n", "Epoch 3/10\n", "23/23 [==============================] - 2s 50ms/step - loss: 0.4020 - accuracy: 0.8674 - val_loss: 0.3020 - val_accuracy: 0.8939\n", "Epoch 4/10\n", "23/23 [==============================] - 2s 53ms/step - loss: 0.3161 - accuracy: 0.8891 - val_loss: 0.2695 - val_accuracy: 0.9242\n", "Epoch 5/10\n", "23/23 [==============================] - 2s 50ms/step - loss: 0.2618 - accuracy: 0.9022 - val_loss: 0.2099 - val_accuracy: 0.9242\n", "Epoch 6/10\n", "23/23 [==============================] - 2s 50ms/step - loss: 0.3605 - accuracy: 0.8565 - val_loss: 0.3277 - val_accuracy: 0.8636\n", "Epoch 7/10\n", "23/23 [==============================] - 2s 51ms/step - loss: 0.2171 - accuracy: 0.9370 - val_loss: 0.2578 - val_accuracy: 0.9242\n", "Epoch 8/10\n", "23/23 [==============================] - 2s 64ms/step - loss: 0.1679 - accuracy: 0.9370 - val_loss: 0.2361 - val_accuracy: 0.9242\n", "Epoch 9/10\n", "23/23 [==============================] - 2s 61ms/step - loss: 0.1300 - accuracy: 0.9674 - val_loss: 0.2125 - val_accuracy: 0.9242\n", "Epoch 10/10\n", "23/23 [==============================] - 2s 50ms/step - loss: 0.1395 - accuracy: 0.9522 - val_loss: 0.3452 - val_accuracy: 0.9091\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 8 } ] }, { "cell_type": "code", "source": [ "model.evaluate(test_ds)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "AJalZYGa3tKG", "outputId": "9a4272cc-b338-4615-ebe3-8d1dbc8a1893" }, "execution_count": 9, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "7/7 [==============================] - 1s 28ms/step - loss: 0.3128 - accuracy: 0.9154\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[0.31283190846443176, 0.9153845906257629]" ] }, "metadata": {}, "execution_count": 9 } ] }, { "cell_type": "code", "source": [], "metadata": { "id": "bVSQwZ3taJW3" }, "execution_count": 9, "outputs": [] }, { "cell_type": "code", "source": [ "import numpy\n", "\n", "plt.figure(figsize=(10,10))\n", "for images, labels in test_ds.take(1):\n", " classifications = model(images)\n", " # print(classifications)\n", "\n", " for i in range(9):\n", " ax = plt.subplot(3, 3, i + 1)\n", " plt.imshow(images[i].numpy().astype(\"uint8\"))\n", " index = numpy.argmax(classifications[i])\n", " plt.title(\"Pred: \" + class_names[index] + \" | Real: \" + class_names[labels[i]])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 873 }, "id": "AZXzzvArbrR7", "outputId": "770af855-9ad9-46b4-f061-fea123d212ab" }, "execution_count": 10, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "converter = tf.lite.TFLiteConverter.from_keras_model(model)\n", "tflite_model = converter.convert()\n", "\n", "with open(\"model.tflite\", 'wb') as f:\n", " f.write(tflite_model)" ], "metadata": { "id": "P8ySxVJubs7Q" }, "execution_count": 11, "outputs": [] }, { "cell_type": "code", "source": [ "import pickle\n", "\n", "# Guardar el modelo en formato pickle\n", "with open('model.pkl', 'wb') as f:\n", " pickle.dump(model, f)\n" ], "metadata": { "id": "hVDj1pW3uvFx" }, "execution_count": 12, "outputs": [] }, { "cell_type": "code", "source": [], "metadata": { "id": "QUSEYiANu60o" }, "execution_count": null, "outputs": [] } ] }