39. American Sign Language Prediction.ipynb

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  "metadata": {
    "colab": {
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
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    "accelerator": "GPU",
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5uzTiR_LJ8HI",
        "outputId": "3c59bf6e-8f3a-4398-94e3-516b0e47ad48"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading american-sign-language-asl.zip to /content\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
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          ]
        }
      ],
      "source": [
        "%%bash\n",
        "\n",
        "pip install -q kaggle\n",
        "mkdir -p ~/.kaggle\n",
        "cp drive/MyDrive/kaggle.json ~/.kaggle/\n",
        "chmod 600 /root/.kaggle/kaggle.json\n",
        "kaggle datasets download -d krishnapaanchajanya/american-sign-language-asl"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip american-sign-language-asl.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k4shSK6sqZam",
        "outputId": "08923380-6392-4f0a-ca4d-5c9df86f2e1b"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "  inflating: American Sign Language (ASL)/dataCE/Z/7.jpg  \n",
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            "  inflating: American Sign Language (ASL)/dataCE/Z/8.jpg  \n",
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            "  inflating: American Sign Language (ASL)/dataCE/Z/98.jpg  \n",
            "  inflating: American Sign Language (ASL)/dataCE/Z/99.jpg  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!ls"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "frm7-yO2Lk0L",
        "outputId": "4a291957-adc6-41f0-f44c-0dc09484a81a"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "'American Sign Language (ASL)'\t  drive\n",
            " american-sign-language-asl.zip   sample_data\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "from tensorflow.keras import models\n",
        "from tensorflow.keras import layers\n",
        "import numpy as  np"
      ],
      "metadata": {
        "id": "gSe6Uk7O5ltJ"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data_gen = ImageDataGenerator(\n",
        "    zoom_range=0.2,\n",
        "    shear_range=0.2,\n",
        "    horizontal_flip=True,\n",
        "    rescale=1./255,\n",
        "    validation_split=0.2\n",
        ")"
      ],
      "metadata": {
        "id": "5cih5WdQv0ws"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_set = data_gen.flow_from_directory(\n",
        "    \"American Sign Language (ASL)/data/\",\n",
        "    target_size=(120, 120),\n",
        "    class_mode='binary',\n",
        "    subset='training',\n",
        "    batch_size=32,\n",
        "    seed=437\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OPmR_4U0wM-x",
        "outputId": "e9cf38b7-7a23-4afd-f68d-348634cb1baf"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 6480 images belonging to 27 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "valid_set = data_gen.flow_from_directory(\n",
        "    \"American Sign Language (ASL)/data/\",\n",
        "    target_size=(120, 120),\n",
        "    class_mode='binary',\n",
        "    subset='validation',\n",
        "    batch_size=32,\n",
        "    seed=437\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hUakz4c8w42Z",
        "outputId": "7b1fd133-8c3e-4786-c240-30739f997933"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 1620 images belonging to 27 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "valid_set.target_size"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WB36aj8txhih",
        "outputId": "92504691-ec9d-4a49-ffb3-3fa18c3c30bb"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(120, 120)"
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "plt.imshow(train_set[0][0][0])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "CKhMbxO_zQFd",
        "outputId": "b9f32145-2b1b-4084-d397-f4836e926166"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f4f93530340>"
            ]
          },
          "metadata": {},
          "execution_count": 40
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model = models.Sequential()\n",
        "\n",
        "model.add(layers.Conv2D(input_shape=(120, 120, 3), kernel_size=3, activation='relu', filters=32))\n",
        "model.add(layers.MaxPooling2D(pool_size=2))\n",
        "model.add(layers.Dropout(0.3))\n",
        "model.add(layers.Conv2D(filters=32, kernel_size=3, activation='relu'))\n",
        "model.add(layers.MaxPooling2D(pool_size=2)) \n",
        "model.add(layers.Dropout(0.3))\n",
        "model.add(layers.Flatten())\n",
        "model.add(layers.Dense(240, activation='relu'))\n",
        "model.add(layers.Dense(27, activation='softmax'))"
      ],
      "metadata": {
        "id": "t9Hrtg63yyJC"
      },
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])"
      ],
      "metadata": {
        "id": "rg-l4Gpdy7x1"
      },
      "execution_count": 49,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZvDnIp_c0XA9",
        "outputId": "e156b020-bf9e-4ad9-f725-100bbe778c09"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_3\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv2d_3 (Conv2D)           (None, 118, 118, 32)      896       \n",
            "                                                                 \n",
            " max_pooling2d_3 (MaxPooling  (None, 59, 59, 32)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " dropout (Dropout)           (None, 59, 59, 32)        0         \n",
            "                                                                 \n",
            " conv2d_4 (Conv2D)           (None, 57, 57, 32)        9248      \n",
            "                                                                 \n",
            " max_pooling2d_4 (MaxPooling  (None, 28, 28, 32)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " dropout_1 (Dropout)         (None, 28, 28, 32)        0         \n",
            "                                                                 \n",
            " flatten_1 (Flatten)         (None, 25088)             0         \n",
            "                                                                 \n",
            " dense_2 (Dense)             (None, 240)               6021360   \n",
            "                                                                 \n",
            " dense_3 (Dense)             (None, 27)                6507      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 6,038,011\n",
            "Trainable params: 6,038,011\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "history = model.fit(x=train_set, batch_size=32, epochs=25, validation_data=valid_set) "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YI4gyQ-p0ap-",
        "outputId": "41d4e53c-2fe3-4ab1-e221-6a49798ef621"
      },
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/25\n",
            "203/203 [==============================] - 41s 198ms/step - loss: 2.4738 - accuracy: 0.2853 - val_loss: 1.5416 - val_accuracy: 0.5222\n",
            "Epoch 2/25\n",
            "203/203 [==============================] - 37s 182ms/step - loss: 0.6550 - accuracy: 0.7935 - val_loss: 0.7926 - val_accuracy: 0.7549\n",
            "Epoch 3/25\n",
            "203/203 [==============================] - 37s 184ms/step - loss: 0.2791 - accuracy: 0.9150 - val_loss: 0.6402 - val_accuracy: 0.8154\n",
            "Epoch 4/25\n",
            "203/203 [==============================] - 37s 182ms/step - loss: 0.1743 - accuracy: 0.9512 - val_loss: 0.5495 - val_accuracy: 0.8488\n",
            "Epoch 5/25\n",
            "203/203 [==============================] - 38s 188ms/step - loss: 0.1265 - accuracy: 0.9625 - val_loss: 0.5528 - val_accuracy: 0.8519\n",
            "Epoch 6/25\n",
            "203/203 [==============================] - 38s 187ms/step - loss: 0.0906 - accuracy: 0.9713 - val_loss: 0.5400 - val_accuracy: 0.8525\n",
            "Epoch 7/25\n",
            "203/203 [==============================] - 37s 180ms/step - loss: 0.0689 - accuracy: 0.9801 - val_loss: 0.5097 - val_accuracy: 0.8735\n",
            "Epoch 8/25\n",
            "203/203 [==============================] - 37s 180ms/step - loss: 0.0728 - accuracy: 0.9787 - val_loss: 0.4603 - val_accuracy: 0.8784\n",
            "Epoch 9/25\n",
            "203/203 [==============================] - 37s 181ms/step - loss: 0.0510 - accuracy: 0.9847 - val_loss: 0.4554 - val_accuracy: 0.8883\n",
            "Epoch 10/25\n",
            "203/203 [==============================] - 38s 187ms/step - loss: 0.0481 - accuracy: 0.9873 - val_loss: 0.4771 - val_accuracy: 0.8963\n",
            "Epoch 11/25\n",
            "203/203 [==============================] - 38s 188ms/step - loss: 0.0534 - accuracy: 0.9840 - val_loss: 0.5100 - val_accuracy: 0.8654\n",
            "Epoch 12/25\n",
            "203/203 [==============================] - 37s 181ms/step - loss: 0.0508 - accuracy: 0.9835 - val_loss: 0.4645 - val_accuracy: 0.8877\n",
            "Epoch 13/25\n",
            "203/203 [==============================] - 37s 181ms/step - loss: 0.0504 - accuracy: 0.9856 - val_loss: 0.5306 - val_accuracy: 0.8772\n",
            "Epoch 14/25\n",
            "203/203 [==============================] - 36s 180ms/step - loss: 0.0351 - accuracy: 0.9914 - val_loss: 0.4681 - val_accuracy: 0.8981\n",
            "Epoch 15/25\n",
            "203/203 [==============================] - 39s 193ms/step - loss: 0.0311 - accuracy: 0.9901 - val_loss: 0.5914 - val_accuracy: 0.8846\n",
            "Epoch 16/25\n",
            "203/203 [==============================] - 37s 180ms/step - loss: 0.0274 - accuracy: 0.9914 - val_loss: 0.4259 - val_accuracy: 0.9062\n",
            "Epoch 17/25\n",
            "203/203 [==============================] - 37s 180ms/step - loss: 0.0409 - accuracy: 0.9869 - val_loss: 0.4986 - val_accuracy: 0.9123\n",
            "Epoch 18/25\n",
            "203/203 [==============================] - 37s 180ms/step - loss: 0.0289 - accuracy: 0.9918 - val_loss: 0.4214 - val_accuracy: 0.9204\n",
            "Epoch 19/25\n",
            "203/203 [==============================] - 37s 184ms/step - loss: 0.0463 - accuracy: 0.9872 - val_loss: 0.6742 - val_accuracy: 0.8531\n",
            "Epoch 20/25\n",
            "203/203 [==============================] - 39s 194ms/step - loss: 0.0310 - accuracy: 0.9909 - val_loss: 0.5064 - val_accuracy: 0.9025\n",
            "Epoch 21/25\n",
            "203/203 [==============================] - 37s 182ms/step - loss: 0.0324 - accuracy: 0.9900 - val_loss: 0.4333 - val_accuracy: 0.9105\n",
            "Epoch 22/25\n",
            "203/203 [==============================] - 37s 182ms/step - loss: 0.0196 - accuracy: 0.9935 - val_loss: 0.4553 - val_accuracy: 0.9204\n",
            "Epoch 23/25\n",
            "203/203 [==============================] - 37s 181ms/step - loss: 0.0250 - accuracy: 0.9935 - val_loss: 0.4442 - val_accuracy: 0.9000\n",
            "Epoch 24/25\n",
            "203/203 [==============================] - 37s 181ms/step - loss: 0.0278 - accuracy: 0.9907 - val_loss: 0.4139 - val_accuracy: 0.9247\n",
            "Epoch 25/25\n",
            "203/203 [==============================] - 39s 195ms/step - loss: 0.0259 - accuracy: 0.9917 - val_loss: 0.6698 - val_accuracy: 0.8840\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from tensorflow.keras.preprocessing import image\n",
        "\n",
        "img = image.load_img(\"American Sign Language (ASL)/dataCE/W/209.jpg\", target_size=(120, 120))"
      ],
      "metadata": {
        "id": "3LylRS-v0j5L"
      },
      "execution_count": 100,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "img = image.img_to_array(img)\n",
        "img = np.expand_dims(img, axis=0) \n"
      ],
      "metadata": {
        "id": "wa-CS3QI5_YS"
      },
      "execution_count": 101,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.imshow(img[0])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 303
        },
        "id": "1NCEOpFD6Vzs",
        "outputId": "05a04283-932b-41f3-8049-6dea1fbeb41a"
      },
      "execution_count": 102,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f4f92d10280>"
            ]
          },
          "metadata": {},
          "execution_count": 102
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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u37+PnTt3VjpOVlYW1q1bh5KSEqxduxa5ubl4//33ce3atcZ4G60ezt+qB2U1Bnft2lVtRRyRSAQ/Pz9MmjSJjZkDpROFSqUSr732GhYsWABbW1solcoqowtEhHPnzmHfvn0YOnQopk6dCj6fD7VaDZFIxEptXGmVSoWSkhIIBIIKdRJfhlQqxfz58zF06FCIRCLw+XwQEUpKSpCbm4sDBw7gwoULmDJlCoYPHw6GYaBWq6FQKLQee3Jzc7F7927cunULs2bNgpmZGTZv3oywsLAa68JRdzhPoJEoKirCRx99BD6fr2UwTp48iejoaHzwwQfw9fXFF198gZCQkJfmGpQnMTERy5Ytg5WVFY4dO8b++NetW4eAgIBqz1er1fjuu+/g5OSE5cuXo6CgAMuXL39phONFfH19cfr0abi6ukKtVuPrr7/G1atXkZiYCIZhMHXqVGRnZ0Oj0eDQoUO4e/cuIiIiKowTFhYGPz8/tk8CR+PAGYFGQqVSVboiLjExEYmJiZg4cSKICHFxcYiKiqpywu1FCgsLcfnyZfTt2xc+Pj5QKpXIy8uDs7MzbG1tIZPJqh0rLCwMiYmJ+Pbbb8EwTI29gZKSEqSnp8PCwoINS5aUlCA0NBSXL19mjyu/mjI+Pp4taCqRSLTGk8lk+N///leja3PoDu5xoAkhFAqxfv36eiULHTx4EIMGDUKnTp0avCFpWFgYhg8fjh9//LHBrsHR8HCeQBOCx+PBwcGhRndjtVqNiIgICAQCrcxDmUyGmJgYiMVidOzYUWv+QdcUFxfj8ePHSE9PB1Dq1SQlJVXZjo2jacIZgWZKfn4+21S0qKhIz9qU8ttvv+HXX39FcXGxvlXhqAWcEagHPB4PAwcORKdOnWBiYlLlHfDVV1+Fvb09/ve//0Em0y6y5ObmBg8PD+Tk5ODvv//GoEGDanz9l6XU3rp1C2KxuNaVgszMzPDGG2+wE4ORkZE1nqVXKBTVTih26dIFPXr0AFAaNrWysqqVfhwNgL4ThZp7slBgYCBbIaeyZKGyasPZ2dnk4eFRYYz333+f1Go1LViwgAwMDOjixYs1Sht+USqrLFSbOn0WFhYUFhZGGo2G1Go1K2vWrKn23HfffZc0Gg0tW7as2mNXrFihNb5Go6HY2FiSSqV6/z5bgXDJQg0BwzBsWE4qleLzzz/HnTt32BVwRITDhw/j7t27lYa+QkJCsGrVKtja2uLLL7+Es7MzTExM8OGHH7KhxLCwMBw7dqzCudVRVa5Br169MGHCBJw/fx7//POP1r6MjAzs2rWLfcTg8XhYtWoV/P39ce/ePa1j27VrhxkzZqBPnz411unq1atYtWqV1racnBwtD8LLywtjx45FQEAAbty4UeOxOeqIvr2A5u4JBAUFad09NRoN/fnnn+xduKZ34y1bttCLlI27Z8+eas+vTY3B2bNns63Jy7aVeQLh4eFkYWHB6v7ZZ5+RRqOh2bNnVxjntddeo4KCAnYRUHWeQFkNxupkwYIFXI3BhhHOE2gocnJysGrVKkgkEq2Gn5MmTcLEiROxceNG/Pvvv7UeNyYmBt9++y2io6N1qW6N8PLywtKlS9GlS5cqj4mMjMTMmTMxfPhwdpKyKvr06YOPP/64yrJr5YmLi8O0adMQGhpaa705ag9nBHSAXC5HQEAATE1NsWLFCnZ7x44d4evri7///rtO4+bk5ODChQsoKiqCqakp5HI5FAqFrtSuFD6fjzZt2qB9+/YYMWIE+Hw+cnNzK004kslkuHDhAqysrJCbm/tS3WxsbDBixAgYGRnBwMAAAEBEKCwsrFBB6Y8//sChQ4d0+8Y4qoQzAg3I7t27ce7cOcTFxdXp/C5duuDMmTNsnv2WLVvwxx9/6FLFCjg7O8Pf3x937tzByJEj2WtX1g2oR48e2LRpE27duoWhQ4e+tK/itWvXMGzYMLzzzjtYsmQJgNI8gyVLluD+/ftax2ZmZurwHXFUB2cE6gERITExEYaGhlp3ShMTE7i7uyMzM7Nal9bc3Bw2NjZQKBSIiooCUFo1yMnJCcbGxujduzdyc3ORmpoKqVQKd3d3JCcn16tlWG5uLqKjo/Hs2TMAQNu2bWFvb4/U1FSYmJigW7duiI+PR2hoKExNTWFtbV1puzRjY2P06tULDx8+rLblek5ODkJDQ3H//n32fRYVFeHevXvcQiF9o+9JweY8MQiUVvixsrIiPp9PXl5elJubS8XFxZSWlkZLly6t9vy5c+dSWloaLVmyhGxsbMjGxoZ69OhBcXFx7ATh4cOHydbWlr755htKSUmh0aNHVxinNhODBgYGZGNjQ0ZGRsTn82nXrl0UHR1N/fv3p4EDB9KzZ8/I39+f+Hw+LV68mNLS0mjq1KkVxnnttdeosLCQfv/99xp/XkZGRuz7tLa2rlMNBE7qLNzEYEOQk5MDkUiEV199Fb169YJAIICBgQEMDAwqLJCpjDJv4cmTJ8jKyoKnpyecnJzYlYReXl6Qy+VIT09HbGwsQkNDq122XB1yuRxyuRxubm7o2LEj3NzcYGlpiby8PPY/ho2NDXx9fWFmZobQ0FDWa3gZ7u7uaNeuHUJDQyu49DY2NujVq5fWxKBarcatW7e4NGN9o28voLl7AgDI1taWHjx4wNb5K+Orr76q9lwej0dCoZB4PB6JxWI6d+4cxcXFkZubGw0YMIDy8/Np3759WsdWFnasSxuy7777jhQKBanVarayULdu3SgrK4vUajUpFApas2YNq9+L57/oCaxZs4YKCwtp1KhRFY4dP348FRUVkUKhYCU7O5v69u2r9++vFQnnCTQURUVF+Ouvv2BtbQ2g9I74spLa5dFoNOzkm1qtxqlTpxASEoJnz57BwsKCHe+DDz6o9Pzs7Gyt0tweHh744IMPcPHixUrX7Jfnxo0bbCMQjUYDX19fWFpawsDAADwej+0WVNP26Xw+H0KhsNIwYNl4d+/exfXr1zFixAi2ZTuHfuGMgA7Iz8/Hd999x76eOnUqRowYUetxVCoVNm/ezL52dXUFUBqz9/b2ZrdTuUzAyMhIrZ59Q4YMwZAhQzB//vxqjcCpU6dw6tQpAKXlvoODg9m8/obi/Pnz+OKLL7Bnzx44Ojo26LU4agZnBBqQsWPHsnX4i4uLsX79eiQmJtb4/Li4OHz00Ufo378/Zs+eDYZhoNFosGPHDjbqIBaL8Z///AcuLi7g8/m4cOECjh07pvP6fDNmzICnpyd+/fVXyGQyLFu2DF27dmW9BQA4duwYYmJiKoT8OJo2nBFoQLy9vdk7eE5ODg4cOFArI5CRkYH9+/dDrVZj9uzZAEq9gODgYBw7dgwlJSVwd3fH8uXLYWNjwzYc2bVrV41d+OoQCAQQi8UYNGgQ/Pz8cPz4cfB4PLz99ttsD0k+nw+xWIybN29WmxlZNnHK5/N1oh9H/eEqCzVhOnXqhKNHj2L58uXsNh6Ph88//xyHDh2Ci4sLEhISMG3aNKxevRpqtRoTJ07EmTNnMHLkSJ3o8Oabb+LMmTN48OABpk2bhjlz5mDXrl2wsbFhj/H19cXZs2cxceLEasebPHkyzpw5Ax8fH53ox1F/OE+gASguLkZycjJMTU1hYmICmUyG9PT0GtcNLMPU1JRtwpGSkoI2bdrAxMQE3bt3h5OTE1xcXJCfn4/r16/D1NQURKVtzRwdHWudqqzRaJCRkcG2FDMwMICFhQXatWsHJycnnDlzBk+ePEHnzp0rrBqUSqWQSqW4du0a/vnnH2RnZ1fZBLV9+/Zs+7P6JDxx6BB9hwdbQojwRZFIJOTs7EwbNmwgtVpNS5Ysofbt25NIJKrVOK+88grl5+fT8ePHycXFhTZt2sSGH1UqFSUmJtK5c+fI3NycDRESla4+fO+992p1LR6PRw4ODuTi4kIuLi40b948tk2ZRqOh9PR0evLkCRUXF1NVZGVlUXR0NA0ZMqTC+H5+flptz4iI8vPz6ZVXXtH799WKhAsRNhaFhYWIi4tjk3oyMjLYCru1oaCgADdv3mSTiconCRERnj17huLiYnh6eqJTp05gGAYpKSl4+vQpJBIJ+vTpg6ioKOTl5VV7LR6Px4YkHz58iLS0NBARkpOTkZCQwB5TFkIEgLy8PERGRrIhznbt2sHZ2RlGRkYvvRYR4fHjx0hISOC8gaZAfe/iAPgAQgGcfv7aGUAIgFgAfwMQtTZPoExWr15NarWaJk+eXKfzeTweSSQSEovFBIC+/fZb9i4qk8moX79+1Lt3b4qPj6eioiLSaDS0YcMGkkgktHXrVsrMzKQBAwbU6Frm5uZ048YNCgkJIQsLCxo3bhyVlJTQL7/8QhKJhCQSCVlbW2u1Dbt69SpZWVmx+zds2EBKpbLStObynoBGo6G5c+eSRCKpNAmJkwaTSj0BXUwMfgggstzrHwCsI6KOAGQA3tXBNVolGo0GhYWF7BLd0NBQ7Nu3D0+fPoVQKISPjw/69u2LCxcu4N9//wVRaYPQwsJC8Hg8SCSSGs/CK5VKXLhwARcuXNBaEuzm5oaJEyfCzs4OhYWFUKvVKCgowNGjR3Hnzh2MHj0a3bt3R2FhIf7991/s37+fnVcoT0JCAvbt28cuNFIoFCgsLKy2AStHI1BPL8ABwEUAPgBOA2AAZAEQPN/fD0Ag5wnUzROoTPh8Ph05coQ0Gg1pNBp68OABWVtb05gxY7TShrdt20ZFRUU0aNCgOl2nzBMoq240e/ZsMjIyoqtXr1J8fDw5OTnRwIEDqaCggLZv317jccs3JNX399MKpUHmBNYD+BSAyfPXlgByiKisSkQSgLaVncgwzDwA8wCw8eaWQo8ePTBp0iQMGjQIDMNgypQpcHNzwx9//FHvFltlX5xcLsfOnTtx//59FBQUsFmEAwYMwLfffovk5GSsWrWqzrUMyqgsrdfMzAzLly+HTCbD999/zyYujRw5Eq+++ioOHDigl2pIHHWjzkaAYZgxADKI6A7DMINrez4RbQewHQC8vLyorno0Rbp06YLPP/8cQKlL7+fnBx8fH5w9exYpKSlazULLeVW1Qi6XY8eOHRXW4vfp0wfe3t5YsGABduzYUb83Ug4ejwcejweGYdCmTRssWrQIV69exahRo9g+Az4+Pvjggw8QEhLCGYFmRH08gf4AxjEMMwqAAYA2ADYAMGMYRvDcG3AAUPEBsZVw6NAhHD16FB9//DFbq08qleLrr7+GqakpAODs2bPYtWuXzq55+vRp7N27F3fu3NHZmACwcOFCjB07Fu7u7sjKysJXX32FyMhIrfmDffv24d9//9X5tTkaljobASJaCWAlADz3BJYT0VsMwxwG8CaAgwBmATihAz2bFSUlJcjJycHdu3dx9OhRvPnmm6wRkEgkGDBgAJtxFxsbq9NrP3r0CEePHq3z+TweDyYmJjA2NgZQ6nEUFxeje/fu8PT0REFBAeLi4nD69OkKE4D379+vct2AUCiERCJhw4scTYeGyBP4DMBBhmG+RWnocGcDXKNJc/HiRfj4+FTaXjwhIQFvvPEGBILSjz4rK6ux1Xspzs7O2LFjB5ycnMDn87F//35s2LABq1atwogRI/D+++/j1q1bte5s9Nprr+HHH39kF1RxNB10YgSI6BKAS8//fgKg5t0oWiAajQZKpRJqtZrdxufz4ezsjNzcXERFRWnta0owDAORSMQ2RE1PT8e9e/eQnZ0NoHS5MxGhY8eOKCoqQkJCQo3mNExNTdGrVy/w+XwQEdq2bQt3d3ckJCRwvQv1DLeAqAEYOnQoLl26hFmzZrHbJBIJfv/9d+zbt4/NzGuKxMXFYdy4cfj8888rGCoDAwNs2rQJly9fxuXLl7Fx40aIxeI6XWflypU4d+4cunbtqgu1OeoBlzbcAIjFYlhZWbHps3fv3mXrDebk5GDw4MFsm6/4+Phqi380BkKhEP369YOJSWm0193dHQzDoGPHjhgzZgxbBcjMzAxFRUX4999/8fDhwyqTfUQiEfr168fOLXh5eYFhGMTExLCRA7lcXm0DU45GoL5pw7qQlpYsNHXqVFKr1WyNQR6PRwKBgAQCAXXp0oWSkpJIqVSSUqmkX375pVZj83g8Onz4MGVnZ1PPnj3Z7SO3RO0AACAASURBVHWpMVhezM3N6e7du6xeKpWKTRRSKpVsqzEiovj4eHJ2diY+n1/leFZWVhQWFlZhvO+//579LLhKw40u3AKixiIqKgq//PIL20zzxTqCfD4fSUlJ8Pf3x+XLl/WpKgvDMGyNwBe3l+U1lJSU4MiRI4iIiIBMJnvpvEZxcTH279/PRkFcXV0xduxYeHt744MPPsC5c+fw8OHDhntDHDWGMwINwL179yp08H2R6OhofPbZZzqrANQYKJVKbN68uUIn48ooLCzE2rVr2dd+fn4YM2YMfHx8MGTIEGRmZnJGoInAGYEGwNvbG3PnzgUAEBF+//13PHz4EEuXLoWNjQ2+/vprGBkZ4ddff0VwcHCdexU2NiKRCJ9++ikb+oyJicGGDRtqZcgCAgLg7++Pzp07Y+PGjVi/fj2ePHnSUCpz1AAuOtAAODs74+2338aMGTPw9ttvo3379hCJRPDz88OIESNw7NgxhIeHY9q0afDy8qrTNRiGgVgsrvPs/IsQERQKBeRyeZUhP4FAAF9fX8ycORPvvfcexo4dy+Y71JQHDx5g//79cHJywpw5c7TKlHHoB84TaAAuXbqE119/HQzDgIgQGRlZ4Zjbt29jzJgxdV5QJJFIsHnzZkRERODDDz+sr8rIz8/HokWL0K1bN6xfv55Nay6PQqHA8uXLkZmZiY0bN9bpOlOmTEGfPn3QqVOn+qrMoSM4I9AAZGRkVMioe/FHJZPJcPXq1TpfQygUwsvLC0ZGRhUm8+qCRqNBYmIizMzMtMJ+eXl5bJswuVyOuLg4ZGRkICEhARkZGZV6DVZWVhCJRMjIyADDMLCxsYGVlRWA0gasPB4PJSUlSEpKqnXdRQ7dwxkBDgClnZR3796N7t27o02bNuz2P//8E2vWrAFQmiy0du1aWFtbY8mSJUhISNBaQASUZkauWbMGvXr1wtSpUyEUCvHXX3/B3t4ePB4P+/btYycMiQjp6emN9yY5KoWbE2imqFQqhIaG4u7duzqJMGg0GqSnpyM9PV3LEzAxMYGDgwOKi4sRHx+PpKQkJCUlIT4+nq1D+CLPnj1DamoqVCoVRCIRuw7h+vXryM7OhoODA5ty/KIR4dAD+k4UaonJQpWJqakp3b59myIjI8nW1rbO45QlC8lkMnrllVfIwMCAgPonCwGlLcu9vLwoKyuLTQxSKpVUUFBAb7/9NgEgsVhMhoaGlTZFLZPyx/Ts2ZOys7PJ39+fjI2NaeXKlZSfn0/Tpk3T+3fSCoVLFmoKmJqaYsqUKWwF4IcPH+LmzZu1HoeIUFxcDLFYjAkTJqBv375axUpeffVVdOjQAUFBQTV2uctalpdHKBRCIBBg8ODBbCSgoKAAAQEBKCwsrDAGwzAYMGAArK2tERAQwG5Xq9UoKipCeHg4Dh06hKdPn9b6PXM0EPr2AlqbJ1BWG7BM1q9fX6txXkwb7ty5M6Wnp7Mt0etbY7CsNfmLlNc5Li6OHB0dKz1fIBDQyZMnKT09nTp37sx6AkePHuUqC+tfOE+gKZCZmYlt27ZBKpWy/QXrQ0ZGBr755ht4eHhg5syZ7PZjx44hOjq6zok4ERER2LdvHwYOHIhRo0aBYRgolUrs2LED4eHhWj0QyqNWq7F7924EBQUhIyMDDg4Odbo+R+PBGYFGJjs7G7/99ht69uyJ6dOn17vk9rNnz7Bp0yaMHj0ab7/9Nrs9MDAQgYGBtR6PiKBSqRAdHY2ffvoJarWabbMul8tx4MABXL9+HXw+Hzwer4L+RIRjx44BKK1S5OTkBLVazZUWb8JwRqCRadu2LXbu3InHjx9j+vTpOi8vVl8SEhIwe/ZsZGdnQ6PRwN/fH48ePQJQepePioqCtbU1/vvf/yIjIwOrV6+uNNbfpk0bfPfddzAyMsKiRYsQHx/PGYImCmcEGhkTExOMHDkS586dw8cff1yn8F5BQQFycnJgbGzMFigxMTHRKg9uZGQEsViM/Px8qFSqqoZiYRgGJiYmEAgEuHnzJpRKJYgIsbGxFQyVg4MD+vTpg4SEBK3JyDKMjY1ha2uL4cOHo7i4GMuWLUNhYSHMzc21dCSiGuvH0XBwRqCZodFo8J///AdSqRSff/452rVrB6D0zlu+29Dy5csxZswYLFq0CLdv3652XBMTE/zxxx9wdXUFAAQHB2Pp0qWV3r3T09MxZcoUKJXKSpOFvv/+e/j4+KBdu3aIiooCAAwcOBA//fSTltEoLi7GvHnzEB4eXvsPgkNncEagGZKQkIC8vDw4OjrCzc1Nq8GIlZUVunXrBgsLi0obh7wMhmFgaGgIZ2dnxMXFVTifYRi0b9+erZJUVaIPwzCVXrv8dgcHBwiFwkqbl1pYWEAqlSI1NRXPnj2r1XvgqAP6Dg+2thBhGQEBASQUCus8npmZGYWGhlJUVBS5ubnRtGnTqKSkhIqKiigzM5MWLlxIFhYWNa7ewzAMmZqaUv/+/enZs2fk7+9foXKQoaEhnTlzhrKysigrK4tOnjzJJiuVFxMTE3Jzc6OoqCgKDQ0lMzMzEolEZGFhQRYWFmRpaUkHDx6ssjX57NmzKTMzk+bPn6/3762FCRcibCl4e3ujffv2uHv3LoqKipCWloa8vDwQEQwNDWFgYACVSsVWCK4JRITc3Fzk5uZqpQJ37NgRXbp0QWhoKDIyMhAeHs7OY0RERFT6uJCfnw+xWKxVeUipVCI7Oxuurq7o0qULkpKScObMGchkMhgZGWHAgAFsTwIbGxv8888/9W7ZxlEzOCPQzODxeFi+fDl8fHwwYsQIhIWFNeis+4QJE/D9999j7ty52LNnD7744gvWpSeiWl974sSJ+OabbzB37lx89tlnUKvVcHZ2xvbt29G2bWnbyt9//x1vvPEGF01oJDgj0Azh8Xjg8/latQsfP36Mn376Ca+88goGDx5c57HLagUIhUIsW7YMgwYNAp/PB8MwEAgEmDx5MpsAlJiYiMOHD2vN7jMMAz8/P/Ts2ROWlpZITU0FUFpjcPz48Wz68ahRo2BnZwegdA7AzMwMycnJOHLkCK5du9Zk+zK0SPQ9H8DNCdRuHB6PR0eOHKHs7Gzq1atXhf3Lli0jjUZD7733Xr30Ld+aXKPRaLUmL9t26dKlCt+ZQCCgU6dOse+zbE7Az8+PVCpVpWnIZXLx4kUSi8V6/65asHBzAs2Vfv36Ye7cuezsuqenJ4yMjLBq1aoKz/3dunXTyTVDQ0Mxd+5cjBo1CpMmTcK7776L/v374/Dhw9i5s7SzXHp6ep2KghARduzYgevXrwMArK2tsXLlSnTu3Bnbt29nvYC//voL58+fB1AawlyxYgWUSiV+/PFHrmuRDuGMQBOkrH4gUJqq6+Ligjlz5lQIu40fP77CuSUlJSgqKgKPx4OhoSEUCkWtnq0ZhoGBgQEyMjKwZ88eWFhYYPTo0ejduzfc3d2xc+dOtpT6yyAiyOVyKBQKGBoaVqiFePXqVezbtw8A0L59e7z33nuQSqVsn0axWIzIyEi2srG5uTlGjx6NgoICrFu3jjMCOqReRoBhGDMAOwB0Q6m78Q6AaAB/A2gPIB7AZCKS1UvLVoalpSU2b94MmUyGjz76qFbnHjlyBJs3b8bEiRNx+vRpLFu2rNry5+Vp3749Nm3ahPDwcHzxxRc4dOgQu9RZrVbXuFtSbm4ulixZAoVCgT179sDBwaHS7EIASE1NxVtvvQWRSASgdDJy2bJlWLBgAcaNGwegNEty1apViIuLq3QJM0fdqa8nsAHAOSJ6k2EYEQAjAJ8DuEhEaxiGWQFgBUo7FXPUED6fDzs7OwgEAvB4PBQWFiI+Pl7LE+DxeOzEWlpaGnu3T0hIQHJyMuzt7dGvX79KC4a+DKFQCHt7eyQnJ4NhGCQnJ7MtyBmGga2tLZuqrFAokJ6erhVSLEOtViM9PR1CoRB9+vSBQCBgawgQEQoKCtjxxGKxVk3GxMRExMfHw9LSEi4uLgBKHz0iIyPZFmYcuqPORoBhGFMAAwHMBgAiUgJQMgwzHsDg54ftQWm3Ys4I1IKsrCxMnToVGo0GxcXFCAoKwqBBg7SOMTU1xcGDByESiTB58mQ2s27q1Km4fPlynZuexsXFYezYsVAoFFU2JPX29gYAhISEYObMmRUKkQCAmZkZ9uzZw65JCAwMxKJFi9gxnz17BkNDQ2zduhUeHh5a5/r7+2Pw4MH4f//v/+Hdd9+t0/vgqDn18QScAWQC2MUwTE8AdwB8CMCWiFKfH5MGwLaykxmGmQdgHgA4OTnVQ42Wh1qtZkNrAFBUVMQ2MC1DJpPhxo0bEAqFiIuLYysCJyQkID4+HvHx8VAoFFWu+6+KkpIS9s7/IhqNBmlpaYiPjweg7YG8CJ/Ph1QqZV8XFxcjISFB63gDAwOkpqay45Xx9OlTJCQk4N69e7h69Sq6du0KkUgELy8vtk9BVlYWIiMj4eTkxK5RyMzMrNV75XhOXcN6ALwAqAD0ff56A4BvAOS8cJyMCxHqPm0YKK3l92JITSAQkKGhIRkaGpKBgYHOq/mU1Q80NDQkkUhUYf+LIcIyqqosVH68Min7XIRCIZmYmNC5c+dIo9FQcXExFRYWUmFhIe3du5cYhqGVK1dSQUEBTZkyRe/fcTMQnYcIkwAkEVHI89dHUPr8n84wjD0RpTIMYw8go8oRWjgeHh7o1asXgoODK4TyHBwcMGfOHISHh9dotr0yKlvAo1KpGnRprq6rA79sPA8PD/Ts2RNSqZSNWpTRqVMnvPvuu+jbty8MDQ21VlBy1I46lxwnojQAiQzDuD/fNBTAQwAnAcx6vm0WgBP10rAZM27cOGzfvr3SVmNdu3bFb7/9hqlTp+pBs+bBlClT8Ntvv1Wa++Dl5YXt27ez0QOOulPf6MD7AA48jww8ATAHpYblEMMw7wJ4CmByPa/RbAkKCkJeXh7CwsLYbRkZGdiyZQvatm2LOXPm6FG7xiE5ORm//fYbwsPDK40ivIyTJ08iNTUVc+bMgYODA7Zs2QKRSIQFCxbA0NAQQOlnHBgYiLt37zaE+q0DfacMt4Y5AR6PRxYWFnTz5k26f/8+2djY0IgRI6iwsJB++eUXveunSxEIBOTv78+mHJelDddnvFOnTlFSUhK5ublR7969KTMzk1QqFWk0Glq9erXe33MzEi5tWB8wDIPly5ejb9++2LJlC+Lj45GTk4PQ0FBMmjSpxdXfV6vV+O6773Do0CF8//33Ohnvm2++gampKZKTk8Hn8/H2229jyJAh+OSTT3SgMQdnBBoBDw8P+Pj44LvvvmPd1szMTJw9e1bPmukeIsKtW7cQFxeHL774ol5jSSQSGBoaIjQ0VKsWY2BgYK2ToDiqhutFyNFkWbJkCS5cuIC+ffvqW5UWDecJNCB2dnawt7eHubk5+Hw+3NzcUFRUhNjYWLaW37Nnz6pMzmmuODs7o127dhCLxfVqPW5nZ4cuXbqgZ8+eyM/PB1CadNTUyrQ3dzhPoAGZPXs2Ll68iMGDB8PY2Bjbtm3Dnj17YG5uDm9vb5w/fx5LlizRt5o6hc/n47///S+OHz+O9u3b13s8gUCANWvWIDg4GMHBwdi2bRuMjY3rrygHC2cEGpC4uDgEBwcjIyMDKpUKt2/fRkhICFtv79KlS4iJidG3mjqFiBAeHo5r166hsLAQpqamGDNmTJ1deiJCWFgYrl+/DoFAAEdHR4wdOxZ9+vQBUJo05Ofnx7U7qw/6Dg+25BAhwzAkEAjo77//ppycHPLy8tJKneXxeC9t8d1chWEYsrW1pYiICNJoNKRSqejw4cO1TmFet24dKZVKGjVqFNnZ2VFkZCQ7nlqtJo1GQ2q1mpRKJdfqvGbChQgbGyKCWq1mP+zyNQEBtMhCmjweD2+88QZcXV1x7Ngx2Nvb46233qqylkB1vPi5paen48CBA3BxccGECRPYcWvbY4Hj/+CMAIdO4fF4mDFjBvr27YvBgwdDJBJh4sSJ9RqzrKwaESE5ORnffPMNfH192cpKtc1E5NCGMwIcOkWtVmPdunWwsrJCSkpKvScHBQIBli1bhri4OGzcuBGJiYlay6pPnDiBo0eP4t9//62n5q0Xzghw6BQiQnBwMPtao9GgsLCw0sIjAGBoaAiGYVBcXMze0ctqDAqFQvB4PAwdOhTp6en46aefKlQWioyMxPHjx3W+urE1wUUHOBqUx48fw8/PD6tXr64wB2JoaIgNGzZgz549sLS0ZLePHTsW58+fr9FjxIwZMxAUFAQfHx+d695a4DyBBkAikcDGxoZ9lm3Nce2ioqIquyLzeDx069YNNjY2bJFRALC1tcUrr7yiNdnH5/Ph6OiIgoICrapLDg4OkEqlsLKyarg30cLhjEADMGzYMPz666/szLW5uXm9Muc4Sj/D/fv3IzQ0FJMnt9rV6Q0CZwQaAENDQ7Rt21YrLMYZgYqo1Wrcvn0bUqkU3t7ebGqwu7t7hWP5fD5sbW3h4uKCwYMHw9raGsHBwXB2dtZJZmJrhjMCHHpDLpdj2bJlcHFxQUBAAOzt7QGA7X1YGR07dsShQ4dw/PhxjB07FitWrMCXX37ZmGq3ODgj0MAQEc6fP48HDx5w1XBfQCAQYMyYMejatSvMzc3ZGoIRERG4cuUK+vfvj65du+LcuXPIzMzE+PHj2eN4PB7kcjlCQkKwbdu2Fpd+3ajoO2W4JaYNT506ldRqNRERqdVqmjx5st51aooikUjo+vXrbEPSMrZs2UJAadqwQqGg119/nWxsbCgyMpI95uDBgy0y5bqBhUsb1jV8Ph/vvfdehWdYd3d3MAyDgIAABAUFoUePHujVqxe2bNmCpKQkPWnb9FAqldiwYQP+/vtvAKXty+fNm4f+/ftj3bp1GDhwIPh8PubNm4f09HTY2NggMTERW7ZsqVPNQo4q0LcX0Jw9AZFIRGfPniWlUql1J1Or1aRQKOirr74ikUhEhw4dIplMRh4eHnrXuamKQCCgYcOGUV5eHtvCXKVSkVKpZBcLKZVKunHjBrVp04Y9j8fjkVAo5LyCmkmlngCXLFQPSkpK8J///AezZ89GSkoKu/3KlSuYMGEC+Hw+/P39MWDAAD1q2fSxs7PDH3/8gUmTJmH69OnYunUriErbl0+cOBF37txBbm4uFi9ejKVLl2qlDU+ZMgX+/v4V2rRx1BzucaAeEBFiYmJQXFwMuVyOkpISyGQyREVF4dy5c+jWrRvbZy8zM1OrTh7H/yEWi9GjRw/ExsYiKCiIrQ2QlJSEu3fvIiEhAcbGxggPD8ejR4+gVqshFothamoKV1dXeHh41Ln3Igeg90eB5vw4IBQKaefOnRQTE0MKhYLCw8PJ09OT7O3tCQBZWVmRu7s7ubu7k6ura4WWYZz83+fYoUMHcnR0JIZhaMGCBaTRaCgtLY3u379P06ZNo759+9KFCxfoyJEjZGxsTCNHjqSIiAhatWoVubu7az0icFKlcBOD9cHExAQdO3ZEVlYWEhMT4ejoCKlUii5duqBdu3Z49OgRHj16BLFYDLFYDKC0aWZWVladrymRSODq6oqcnBytpp3Ozs4wNzcHUBprf/ToUYO2HmsoeDweXF1dIRAI8OjRIxgYGKBnz55wdHQEUDpxWFRUBKFQCBMTE3To0AHPnj0Dn8+HWq1GUVERUlNTuXbl9UXfXkBz8QQGDx5M6enptHbtWgJAa9eupZycHFIqlZSWlkYeHh702muvUWJiIu3YsUMnE1Xe3t6UnJxM27ZtY7fxeDzas2cPyWQykslkdOPGDbK0tNT751MXMTIyoqCgIAoNDSV7e3saOHAgpaWlUVFRERERrVixgiwtLen48eOUm5tLKpWKbt++TaampiQUCqlNmzacd1U74TyBumBsbIwhQ4agXbt2uHjxIkpKSjB58mR069aNrX0vEokwYMAAKBQKXL58ud7hK0NDQwwZMgROTk64dOkS8vLyMHnyZNy/fx/R0dEwMjKCmZkZAKBt27aYMGECoqOj8c8//zSrsFnZ4ip7e3uMGzcOUqkUFhYWEAqFAEorC+fl5UEsFkMkEiEoKAhhYWFQKpUoKSnh5lh0hb69gKbuCXTo0IGSkpIoMDCQDAwMaPHixWzIqoyyWnchISFkampaby9AKpVSTEwM/fPPP2RiYkJvv/02qVQqWrlyJfF4PDp8+HCFa584cYIEAoHeP6/aSPlkIbVaXeFz/fDDD0koFNLZs2cpLS2NOnfuzIUC6ye69wQYhvkYwNznF7iP0oak9gAOArAEcAfADCJqtqtnZDIZ1q9fD2NjY3z66afo06cPGIbBuXPncOvWLa1jk5OTtYpj1AeGYeDo6IhPP/0UnTt3ZotrCAQCRERE4MmTJ5g5cybs7OzAMEyda/g1BXJycrB7925YWlpi+vTpEAhK/1v6+vqiTZs2uHnzJm7evIlJkyYhNTUVe/fu5YqI6JK63r0BtAUQB8Dw+etDAGY//3fq822/AVjYnD0BoLR67vDhw0kul7N3qcWLFzfY9aRSKcXGxlJlqFQqevPNN8nc3Jzu3r3L3j1PnTrFJs00l7ulRCKhf/75h2JiYsjBwYGGDh1KxcXFWl6OXC6n119/nWxtbSkyMpKdE9C37s1UGmROQADAkGGYEgBGAFIB+ACY/nz/HgCrAGyt53X0hq2tLb766it06tSJvUPpEx6Ph/fffx+jR4/G9u3bYWJigi+//BK9e/fGnj172Oo9O3fu1Crz1RRRKBRYvXo1nJycsGrVKrRr146dDwCA/fv3IzAwECNGjMC7774Le3t7rvtQQ1CfZ3kAHwIoAJAJ4AAAKwCx5fY7AnhQxbnzANwGcNvJyanJegIdO3ak5ORk9u6kUCgoLy+P3n//fTI2NiY+n6/za5Z5AiqVivLy8qioqIh9VtZoNFRUVEQJCQnUvXt36ty5M2VkZFBJSQnl5eVRXl4e5ebm0vz58xtMP12KkZERde3alaKjo1n9y7yBzz77jMzNzcnf35/dd+XKFS4noO6i27RhhmHMAYwH4AxACkACYGRNzyei7UTkRURe1tbWdVWj0Tlx4gSGDRsGJycnBAQEwNPTs8Gu9fDhQ4wdOxZr1qxhtxERVq9ejQkTJuDx48fs9hs3bsDX1xfDhg3D8OHD4e7ujrNnz6JHjx4Npl99MTQ0xMaNG/Hjjz9iyZIlGDZsGIYNG4YNGzaAiLBw4UKcOXMG/v7+7L6FCxeisLBQ36q3KOrj3w4DEEdEmQDAMMwxAP0BmDEMIyAiFQAHAC2q26ZCoUB2djbs7Ozg7e2NNm3aNNi1VCoVZDKZ1n96IkJsbCzb4ryMnJwc3Lp1i00aGjduHMzNzbXc66ZImzZtYGBggPDwcKSnpwMAm2ptZGQEc3NzyOVyZGZmIikpiQsLNgD1MQIJAF5hGMYIQDGAoSh174MBvInSCMEsACfqq2RTws/PDz4+PmyOQEPStWtXBAYGshmItWHt2rXYtGkTsrOzG0Az3SCXy7Fw4ULweDw8e/aswv5ff/0Vu3fvxi+//IKVK1di4sSJWt4Ph26osxEgohCGYY4AuAtABSAUwHYAZwAcZBjm2+fbdupC0aZCdnY2oqKiAJSuImyIH5lCocA///zDltsqDxHBzs4Ow4YNAwB2Ms3KygpDhw7FkydPEBMTA6lUCnt7e4SGhjbZ+oZEVOmPv4y8vDykpKQgOjoaGo2GCws2FPWZGNSVNOUQ4YsTg1u2bCGRSMRKQ4XjhEKh1nXKxMDAgP7++2+Sy+Ukl8tJoVCwyTZyuZzWrFlDAGjLli2Uk5NDr732mt4/w9pK2QKiDz/8kIDSWgNCoVDverUA4dKG60NiYiJOnz6N4OBgKJVKDBw4EF26dMHp06cbpFpQVc++DMMgKCgIubm5mDBhAsomVRmGgVgsBp/PBwBcvXoVcrlcq0Z/c6U5Lo5qTnBGoIZERUXho48+Yl3rSZMm4b333kNsbGyjlgwjIuzcuRNHjx6Ft7c3qoqs/PXXX/jrr78aTS+O5gtnBGpIp06dsH79egQHB+Pw4cN604NhGLzzzjvo0aMH9u3bhx07dmjtDw0N1ZNmHM0VzghUAxGhpKQEUqkUCxYsgFqt1rsRGDZsGIYMGYIRI0YgPDxcb7roEqFQyPYaKHuk4WgcOCNQDSkpKZg5cyb69euHb775Rt/qQKPR4Pvvv8e2bdvw5MkTfaujE+zs7PDLL7+w/QTLyotxNA6cEaiG4uJiXLlyBSKRCBqNBkZGRrCzs4NKpUJ6erpewm8t5e5fhpGREQYOHIi2bdvqW5VWSfNdf6onJk6ciMuXLyMhIQFDhw6tsuMuB0dzgfMEqkEsFqNTp05sQxEzMzOYmZlBqVRyK9rqCY/Hg7u7O9zc3LTSmzMyMvD06VOIxWJ4enoiNjYWubm5etS0ZcN5AtXQtm1bHDp0CD/++GOTz8NvbhgYGGDjxo3Yv38/Ox8AAKdOncLQoUNha2uLwMBA9OnTR49atnw4T6AaCgsLceHCBXTu3Jlti8WhG9RqNa5fv842arW1tcWgQYOgVCqRn5+Pe/fuwdraGhkZGXrWtIWj75Thpp42DDR+ZaHWJGWVkBiGYSsLlTUkLduvbx1bkHBpw3WlbPnu119/jVdffRWjRo3S2m9sbIx33nkHlpaWAID79+/jyJEj+lC12UFEMDc3ZxOgBAIBvL29sXr1agQEBODGjRv6VrHlo28voDl4AuVl8eLFpNFoaMmSJexdytbWlqKiotiKufv37+fuYLUQZ2dnSkhIYOslli2IKltAxInOhPMEdMmcOXPwyiuv4IcffkBMTAw+/vhjmJiYAACePn1aVkKNowZkZGRg0aJF8Pb2xsqVKxEcHIydO3dyKdCNBGcEaolCoUBubi66du2Krl27Yvfu3bh//z4CAgL0rVqzpbCwEKdPn0ZeXh7mz5+PmJgYBAYGori4WN+qDY+MzQAAD1pJREFUtQq4EGEtOXHiBIYOHQp/f399q9LiCA0NxciRI/H48WNcvHgRb7zxhr5VahVwRqAahEIhOnTowOazZ2Zm4u7du8jMzGQbhHTo0IHLIdABZWHB4uJieHh4wMbGRt8qtQo4I1ANDg4OOHbsGH7++ecKP3ShUIiff/4Zx48fZzvpcnA0N7g5gWpQKBR48OAB4uPjtSb7IiMjcf78eXh4eMDKygp8Ph9t2rSBt7c3MjMzW9win4aAz+fDy8uLba5ahomJCQIDA/H06VM9adbK0Hd4sDmECAUCQYVmn3w+nyQSCZ0/f55SUlLI1dWVPD09KSsri/bu3cuFCGsgEomErly5QgqFQks2b95MQqGQeDye3nVsYcKFCOtK+Rp3PXr0wODBgwGU3skcHBwgkUgwc+ZMGBoaQiKRNIl2Zc2BkpISHDt2DI8fP8abb74JmUyGEydOQCaTYeHChbhy5Qru3bunbzVbPvr2ApqDJ1BeypKFysuL/Pnnn5wnUAtxcXGhpKQkunDhAonF4grVhjnRmXCegC64dOkSFi1aBKDUE1i8eDE6d+6sZ62aPr169cJ7772HoKAgnDhxArNmzULfvn0BlHYhaoxmLhyVwxmBWhIREYGIiAgAgEgkwvjx41kjoNFooFQquVZZleDs7Iz58+cjJycHJ06cgI+PD2bOnKl1DI/Hg1gs5h6nGhnu09Yhjx49wieffIInT55wacN1oGfPnvD396+08xJHw8EZgXpARMjKykJqaiqsra2Rn5+Py5cvIz8/X9+qNUskEgnc3NwgkUj0rUqrgksWqgclJSVYunQp/Pz8kJiYqG91mj137tzBsGHD8PPPP+tblVZFtZ4AwzB/ABgDIIOIuj3fZgHgbwDtAcQDmExEMqa0cPwGAKMAFAGYTUR3Kxu3JcAwDMzNzWFqaor79++juLgYnp6ekMvlWsfFxMS8tPFmayA7Oxs3btxgjWVsbCxCQkLQpUsXCIVCREREIDY2FlZWVigqKsKNGzeQlpamZ61bCdWF7wAMBOAB4EG5bT8CWPH87xUAfnj+9ygAAQAYAK8ACGlpIcLyIhKJ6MSJE/T48WPq3r079e/fn1JTUyk/P5+V3Nxcmjhxot511beUJVeJRCICQGKxmGxsbOjGjRv05MkTcnV1JV9fX8rKyqJNmzaRRCLhmpDqXuoWIiSiKwzDtH9h83gAg5//vQfAJQCfPd++l0otwg2GYcwYhrEnoubfFbMSNBoNrl27hqdPnyIjIwNisRhGRkbIzMzEtWvX2A+5MXsVNlWkUikGDRqEiIj/3965x0R5pXH4eQdBGKaoIKEorWBXpFajbYhC3SroGovZuJHaVGqykBRtjVbXmhqabdNu2tTVml13G9Jsqyvtaqqu23gB46VqqMaI1qioIFajRaUF1gvCWK5z9o/5mB0Vq6XOnClznuSE+c436M93Pn9zru85xdGjR2lpacHpdOJyuYiMjCQrK4v4+HiioqKw2Ww4nU7dkoOG7g4Mxnn9x/4eiLNeDwS8O8eXrLo7TEBEZgOzAR599NFuytBLe3s7H3zwgee6cxPRwYMHycvLw+Vy6ZIWcKSmprJ69WqWLVt2R7KQ2NhYVqxYoUmZ4WfPDiilOlfH/dTf+xj4GCA1NfUn/34g4XA4yM/PZ8SIEfTu3RvATBF2QedZgwDPPfcco0aNYtu2bRw4cIBZs2ZRX1/PZ599BsB7773nuWfwLd01gdrOZr6IxAOdOaEvA957ahOsuh5NZGQkL7/8MkOGDAHcBmCz2XC5XMYMLJRSdHR0eOIxdepUsrOzmTRpErW1tTz//POcP3+epUuXkpeXR2FhIXV1dcYE/EB3TWALkAv82fq52at+noisA8YADT11PMCb69evs2DBAk+OwUGDBrFu3TrWr19vsg5bHDp0iJycHKqqqu64V1dXx5w5c2hsbKStrY2dO3fywgsvcPz4cQ1Kg5D7mB34HHefvg13H/8lIAbYDXwDfAlEW+8VoBA4B5wAUnvy7MDdyowZM1RHR4d6//33Vd++fc0odxfl008/VY2NjSotLU27liAq3Z4dyLnLrYldvFcBc+/1ZwYLeXl5TJ48mYKCAnbt2qVbjsHQJWbFoA+Jj49n1KhRDB8+nKFDhxIeHq5bkjYeeughHn/8cWJjY3VLMdyGMQEfIyK88847lJSUkJycrFuONsaNG8eePXuYNWuWbimG2zAm4ANqamooKSnhzJkziAhRUVHExMQE9RbZsLAwYmNjzeagAMSYgA/Yt28f2dnZbNiwQbcUg+GeBO9Xkw9RStHe3u5ZJ1BcXMzx48epra3VLU07Y8aMYdGiRQwbNky3FIOFMQEfo5RizZo1plWAOxYTJkxg4kT3xFJTU5NmRQYw3QGfIyLMnj2bFStW/GL3SDwIjh49yiuvvGKObwtAjAn4AJvNRnh4OEopmpubycjIIDc3l/79++uWpo0LFy6watUqDh8+jFKK1tZWmpubzSarAMCYgA/IyMhg27ZtuFwupkyZwldffaVbUsCxfPlypk2bxunTp3VLCXqMCfgAh8PB4MGDaWhooLS0lLq6Omw2G3FxcSQkJJCQkBB0rYKIiAgSEhI8qcVPnz7N/v37uXHjhmZlBjMw6AN2797N+PHjuX79uqfO4XCwcuVKWltbASgtLSU/P/+W0416MuPGjaOwsJDo6GjdUgy3YVoCPiAiIoKBAwcSFRXlqXO5XNTV1XHlyhUGDBhASkoKY8eOJSkpSaNS/2G320lMTKRfv34AJCcnk5aW5tl5adCHMQEfkJmZyY4dO5g5c6anzul0MnfuXPLz87l27RqpqamUlJQwZ84cjUr18frrr7N582ZzelMAYLoDPqC6upoNGzZQUVHhqQsNDWXSpEnU19ezadMmwsLCAO5ItdXTKS8v58iRIzzzzDM8/PDD2Gzme0g3xgR8QFlZGWVlZcD/U2pFRETw9ttvU1VVRUZGRtCuHiwuLubNN9+kqKiI7Oxs3XIMGBPwCSNHjiQnJ4ddu3axZ88eAJqbm/nkk08oLy+nsbGR5ORkcnNzOXjwIFu3btWs2H9kZmayZMkSzp49y1tvvUV1dbVuSUGPaYv5gJSUFF577TXS09M9da2traxZs4aioiJaWlp47LHHWLhwIZmZmRqV+p/09HQWL15MdXU1H374ITU1NbolBT2mJeAD9u/fz/Tp029ZCGO321m2bBkNDQ0AXLp0iRdffJGzZ8/qkqmV+fPnk5WV5ekiGfRhTMAHXL58mcuX3UmWO8cEQkNDycjIoKOjgxs3blBaWsqBAwd67CaazjwKISEhgHudBMAPP/zAzZs3eeKJJ0hOTjbnDQQApjvgZ6qrq8nOzmbjxo1s376defPm6ZbkE/r06UNRURF79+5l7969vPvuu9hsNtauXcuECRPYuXOnbokGC9MS8AMXL16koqKCpKQkWlpaqKyspK2tDbj1QI6ewqBBgxgwYADh4eHY7XaSkpJoamri1KlTnDhxgvLyck6cOEFcXBw3b97ULddwPynBfV16Wsrx24vD4VCJiYnq2LFjqrKyUsXFxanQ0FAVHR2t7Ha7dn0PsoSEhKi1a9eqM2fOqNGjR6vx48era9euqa1bt6rY2FjPZxwZGamio6NVr169tGsOotK9lOOGn09TUxMhISG0t7d7jilra2vj6tWrmpU9eJRSVFRU0NHRQU1NDTExMZ6tw1euXPFsHXY6nebQ0QDBmIDhgeJyuViyZAkiQkdHBzExMbolGe6BMQHDA8ckCvllYWYHDD6lJw589jRMS8DgExwOBwUFBQwfPhy73a5bjuFHCBgTsNls2O12zzdHa2trj0y4YbPZiIiIoHfv3rS0tOiW4zPCw8OZNm0aKSkpNDc39+h/6y+dgDGBESNGsGXLFk9/srCwkHXr1mlW9eBJSEhg/fr17Nu3j4KCgh5pdN6cO3eOV199lW+//daMFQQoAWMCffr04emnn/Zc99TU1Ha7ndGjR3P16tWg6C87nU7KyspuSbVmCCzEfZq4ZhEi9YAT+K9uLV70x+i5F4Gmyej5cQYppe44FjogTABARL5WSqXq1tGJ0XNvAk2T0dM9zBShwRDkGBMwGIKcQDKBj3ULuA2j594EmiajpxsEzJiAwWDQQyC1BAwGgwaMCRgMQY52ExCRZ0WkSkTOikiBJg2PiMheEakQkVMissCqjxaRXSLyjfWzn591hYjIUREptq6TRKTMitV6EQnzo5a+IrJRRE6LSKWIpOuMj4gstD6rkyLyuYiE+zs+IvJPEakTkZNedV3GRNz83dJWLiJP+VLbT0GrCYhICFAIZAHDgBwRGaZBSjuwSCk1DEgD5lo6CoDdSqkhwG7r2p8sACq9rpcCf1VK/Qq4BrzkRy1/A7YrpVKAkZYuLfERkYHAfCBVKTUcCAFm4P/4FAHP3lZ3t5hkAUOsMhv4yMfa7h+dacWAdGCH1/UbwBu6050Bm4FJQBUQb9XFA1V+1JCA+yGaABQDgnv1Wa+uYudjLX2A81gDyV71WuIDDAQuAtG4l74XA5N1xAdIBE7eKybAP4Ccrt6nu+juDnR+mJ1csuq0ISKJwJNAGRCnlPrOuvU9EOdHKSuAxUDnrpsY4LpSqnPHkT9jlQTUA6ut7slKEYlEU3yUUpeB5UA18B3QABxBX3y8uVtMAu5Z70S3CQQUIuIA/gP8QSl1w/uectu3X+ZTReS3QJ1S6og//r77oBfwFPCRUupJ3Ps8bmn6+zk+/YDf4TanAUAkdzbLtePPmPwcdJvAZeARr+sEq87viEgobgNYq5T6wqquFZF46348UOcnOWOBqSJyAViHu0vwN6CviHTu/PRnrC4Bl5RSZdb1RtymoCs+vwHOK6XqlVJtwBe4Y6YrPt7cLSYB86zfjm4TOAwMsUZ1w3AP7mzxtwhx7+ldBVQqpf7idWsLkGu9zsU9VuBzlFJvKKUSlFKJuGOyRyk1E9gLTNeg53vgoogMtaomAhVoig/ubkCaiNitz65Tj5b43MbdYrIF+L01S5AGNHh1G/Sie1ACmAKcAc4Bf9Sk4de4m23lwDGrTMHdD98NfAN8CURr0JYBFFuvBwOHgLPAv4HeftQxCvjaitEmoJ/O+AB/Ak4DJ4F/Ab39HR/gc9xjEm24W0sv3S0muAd2C63n/ATumQ2/P+tdFbNs2GAIcnR3BwwGg2aMCRgMQY4xAYMhyDEmYDAEOcYEDIYgx5iAwRDkGBMwGIKc/wGQmWnrkDVKbgAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train_set.class_indices"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LlFrhZgB6b40",
        "outputId": "d8b7bfc9-0427-400b-93bc-3776f8455a1a"
      },
      "execution_count": 103,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'0': 0,\n",
              " 'A': 1,\n",
              " 'B': 2,\n",
              " 'C': 3,\n",
              " 'D': 4,\n",
              " 'E': 5,\n",
              " 'F': 6,\n",
              " 'G': 7,\n",
              " 'H': 8,\n",
              " 'I': 9,\n",
              " 'J': 10,\n",
              " 'K': 11,\n",
              " 'L': 12,\n",
              " 'M': 13,\n",
              " 'N': 14,\n",
              " 'O': 15,\n",
              " 'P': 16,\n",
              " 'Q': 17,\n",
              " 'R': 18,\n",
              " 'S': 19,\n",
              " 'T': 20,\n",
              " 'U': 21,\n",
              " 'V': 22,\n",
              " 'W': 23,\n",
              " 'X': 24,\n",
              " 'Y': 25,\n",
              " 'Z': 26}"
            ]
          },
          "metadata": {},
          "execution_count": 103
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "result = model.predict(img)\n",
        "print(result)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ftN1pT4662VF",
        "outputId": "a29673de-ee6c-45c6-c67a-c9154503dd52"
      },
      "execution_count": 104,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 16ms/step\n",
            "[[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.\n",
            "  0. 0. 0.]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "loc = 0\n",
        "for i in range(0, len(result[0])):\n",
        "  if result[0][i] == 1.:\n",
        "    loc = i\n",
        "iter = 0\n",
        "for stuff in train_set.class_indices.keys():\n",
        "  if iter == loc:\n",
        "    print(\"Predicted Sign Is --> \", stuff)\n",
        "  iter += 1"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ztG-HZ5I66x5",
        "outputId": "0625c9f5-c95e-431f-c86d-7888b5565340"
      },
      "execution_count": 105,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Predicted Sign Is -->  W\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "9sJ7ck2e8AxS"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}