kuzushiji49.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from __future__ import annotations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display, HTML\n",
    "display(HTML('<style>.container { width:100% !important; }</style>'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pydot\n",
    "import datetime\n",
    "import numpy as np\n",
    "import sklearn.metrics\n",
    "import tensorflow as tf\n",
    "import sklearn.datasets\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set_style('dark')\n",
    "sns.set(rc={'figure.figsize': (10, 10), 'axes.grid': False})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "rng = np.random.default_rng()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]\n",
      "GPU enable\n"
     ]
    }
   ],
   "source": [
    "gpus = tf.config.list_physical_devices('GPU')\n",
    "print(gpus)\n",
    "if gpus:\n",
    "    try:\n",
    "        tf.config.experimental.set_memory_growth(gpus[0], True)\n",
    "        print('GPU enable')\n",
    "    except:\n",
    "        print('GPU not enable')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_grid(X, ncols=2, nrows=2, figsize=(10, 10), hide_axes=True):\n",
    "    fig, ax = plt.subplots(ncols=ncols, nrows=nrows, figsize=figsize)\n",
    "    imgs = X[rng.choice(np.arange(X.shape[0]), size=ax.shape)].reshape(*ax.shape, 28, 28)\n",
    "    for i in range(ax.shape[0]):\n",
    "        for j in range(ax.shape[1]):\n",
    "            ax[i, j].imshow(imgs[i, j], cmap='gray')\n",
    "            if hide_axes:\n",
    "                ax[i, j].get_xaxis().set_visible(False)\n",
    "                ax[i, j].get_yaxis().set_visible(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_grid_and_label(X, y, model, ncols=2, nrows=2, figsize=(10, 10), hide_axes=True, flatten_image=True, label_description=None):\n",
    "    fig, ax = plt.subplots(ncols=ncols, nrows=nrows, figsize=figsize)\n",
    "    idx = rng.choice(np.arange(X.shape[0]), size=ax.shape)\n",
    "    imgs, labels = X[idx], y[idx]\n",
    "    inputs = imgs.reshape(-1, *imgs.shape[2:])\n",
    "    \n",
    "    if flatten_image:\n",
    "        inputs = inputs.reshape(nrows * ncols, -1)\n",
    "        \n",
    "    map_label = (lambda x: x) if label_description is None else (lambda x: label_description[x])\n",
    "        \n",
    "    preds = np.argmax(tf.nn.softmax(model.predict(inputs)), axis=-1).reshape(nrows, ncols)\n",
    "    for i in range(ax.shape[0]):\n",
    "        for j in range(ax.shape[1]):\n",
    "            ax[i, j].imshow(imgs[i, j], cmap='gray')\n",
    "            ax[i, j].set_title(f'label: {map_label(labels[i, j])}, prediction: {map_label(preds[i, j])}')\n",
    "            if hide_axes:\n",
    "                ax[i, j].get_xaxis().set_visible(False)\n",
    "                ax[i, j].get_yaxis().set_visible(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "label_description = [\n",
    "     'A',   'I',   'U',  'E',  'O',\n",
    "    'KA',  'KI',  'KU', 'KE', 'KO',\n",
    "    'SA', 'SHI',  'SU', 'SE', 'SO',\n",
    "    'TA', 'CHI', 'TSU', 'TE', 'TO',\n",
    "    'NA',  'NI',  'NU', 'NE', 'NO',\n",
    "    'HA',  'HI',  'FU', 'HE', 'HO',\n",
    "    'MA',  'MI',  'MU', 'ME', 'MO',\n",
    "    'YA',         'YU',       'YO',\n",
    "    'RA',  'RI',  'RU', 'RE', 'RO',\n",
    "    'WA',  'II',        'EE', 'WO',\n",
    "     'N',  'IT'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\dmitry\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\datasets\\_openml.py:968: FutureWarning: The default value of `parser` will change from `'liac-arff'` to `'auto'` in 1.4. You can set `parser='auto'` to silence this warning. Therefore, an `ImportError` will be raised from 1.4 if the dataset is dense and pandas is not installed. Note that the pandas parser may return different data types. See the Notes Section in fetch_openml's API doc for details.\n",
      "  warn(\n"
     ]
    }
   ],
   "source": [
    "X, y = sklearn.datasets.fetch_openml('Kuzushiji-49', version=1, return_X_y=True, as_frame=False)\n",
    "y = np.array(list(map(int, y)))\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "counts = { j: np.sum(y_train == i) for i, j in enumerate(label_description) }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'A': 5225,\n",
       " 'I': 5309,\n",
       " 'U': 5271,\n",
       " 'E': 668,\n",
       " 'O': 5283,\n",
       " 'KA': 5193,\n",
       " 'KI': 5264,\n",
       " 'KU': 5284,\n",
       " 'KE': 4179,\n",
       " 'KO': 5287,\n",
       " 'SA': 5215,\n",
       " 'SHI': 5261,\n",
       " 'SU': 5252,\n",
       " 'SE': 3599,\n",
       " 'SO': 3386,\n",
       " 'TA': 5218,\n",
       " 'CHI': 2210,\n",
       " 'TSU': 5284,\n",
       " 'TE': 5288,\n",
       " 'TO': 5304,\n",
       " 'NA': 5185,\n",
       " 'NI': 5231,\n",
       " 'NU': 1796,\n",
       " 'NE': 2140,\n",
       " 'NO': 5213,\n",
       " 'HA': 5237,\n",
       " 'HI': 4486,\n",
       " 'FU': 5233,\n",
       " 'HE': 5216,\n",
       " 'HO': 1746,\n",
       " 'MA': 5227,\n",
       " 'MI': 2681,\n",
       " 'MU': 1505,\n",
       " 'ME': 2896,\n",
       " 'MO': 5259,\n",
       " 'YA': 5233,\n",
       " 'YU': 1418,\n",
       " 'YO': 5281,\n",
       " 'RA': 5241,\n",
       " 'RI': 5222,\n",
       " 'RU': 5225,\n",
       " 'RE': 5278,\n",
       " 'RO': 1915,\n",
       " 'WA': 2096,\n",
       " 'II': 362,\n",
       " 'EE': 336,\n",
       " 'WO': 5205,\n",
       " 'N': 5248,\n",
       " 'IT': 3093}"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counts # what to do with imbalanced classes?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "counter = 0\n",
    "for key, value in counts.items():\n",
    "    counter += value\n",
    "counter /= 49"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "class_weights = {}\n",
    "i = 0\n",
    "for _, value in counts.items():\n",
    "    class_weights[i] = (counter / value)\n",
    "    i += 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_grid(X_train)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Flattened images\n",
    "Use Dense layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create train and validation datasets, these datasets should use flattened images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data = tf.data.Dataset.from_tensor_slices(X_train).map(lambda x: tf.cast(x / 255, tf.float32))\n",
    "train_labels = tf.data.Dataset.from_tensor_slices(y_train)\n",
    "train_dataset = tf.data.Dataset.zip((train_data, train_labels)).batch(32)\n",
    "\n",
    "val_data = tf.data.Dataset.from_tensor_slices(X_test).map(lambda x: tf.cast(x / 255, tf.float32))\n",
    "val_labels = tf.data.Dataset.from_tensor_slices(y_test)\n",
    "val_dataset = tf.data.Dataset.zip((val_data, val_labels)).batch(32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create model, this model should accept a flattened image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "inputs = tf.keras.layers.Input((784,), name='input')\n",
    "x = tf.keras.layers.Dense(512, activation='relu', name='dense1')(inputs)\n",
    "x = tf.keras.layers.Dense(256, activation='relu', name='dense2')(x)\n",
    "x = tf.keras.layers.Dense(128, activation='relu', name='dense3')(x)\n",
    "x = tf.keras.layers.Dense(49, activation='softmax', name='output')(x)\n",
    "model = tf.keras.Model(inputs=inputs, outputs=x, name='kuzuzuzu49')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"kuzuzuzu49\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " input (InputLayer)          [(None, 784)]             0         \n",
      "                                                                 \n",
      " dense1 (Dense)              (None, 512)               401920    \n",
      "                                                                 \n",
      " dense2 (Dense)              (None, 256)               131328    \n",
      "                                                                 \n",
      " dense3 (Dense)              (None, 128)               32896     \n",
      "                                                                 \n",
      " output (Dense)              (None, 49)                6321      \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 572,465\n",
      "Trainable params: 572,465\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.keras.utils.plot_model(model, show_shapes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "logdir = os.path.join('logs/kuzushiji-49/', datetime.datetime.now().strftime('%Y%m%d-%H%M%S'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "callbacks = [\n",
    "    tf.keras.callbacks.ModelCheckpoint(logdir, save_best_only=True, monitor='val_loss'),\n",
    "    tf.keras.callbacks.TensorBoard(logdir, update_freq=10)\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# compile the model, make sure to add accuracy metric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy', ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# train the model, make sure to use callbacks and validation dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2\n",
      "6343/6350 [============================>.] - ETA: 0s - loss: 0.8404 - accuracy: 0.7736INFO:tensorflow:Assets written to: logs/kuzushiji-49\\20230617-151944\\assets\n",
      "6350/6350 [==============================] - 46s 7ms/step - loss: 0.8400 - accuracy: 0.7737 - val_loss: 0.5524 - val_accuracy: 0.8508\n",
      "Epoch 2/2\n",
      "6343/6350 [============================>.] - ETA: 0s - loss: 0.4441 - accuracy: 0.8730INFO:tensorflow:Assets written to: logs/kuzushiji-49\\20230617-151944\\assets\n",
      "6350/6350 [==============================] - 42s 7ms/step - loss: 0.4439 - accuracy: 0.8731 - val_loss: 0.4817 - val_accuracy: 0.8728\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x130cedb8130>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(train_dataset, validation_data=val_dataset, epochs=2, callbacks=callbacks, class_weight=class_weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "images = X_test.reshape(-1, 28, 28, 1) / 255 # normalize if needed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 71ms/step\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_grid_and_label(images, y_test, model, label_description=label_description)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = model.predict(X_test / 255, verbose=False).argmax(axis=-1) # make predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x12f2799eaa0>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2600x2600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, ax = plt.subplots(figsize=(26, 26))\n",
    "sklearn.metrics.ConfusionMatrixDisplay.from_predictions(y_test, y_pred, display_labels=label_description, ax=ax, colorbar=False)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "##### Balanced accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8704920867140412"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy = y_test == y_pred\n",
    "np.mean([np.mean(accuracy[y_test == i]) for i in range(49)])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Actual images\n",
    "Use Conv2D layers with Dense layer on top"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create train and validation datasets, these datasets should use 28x28x1 images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data = tf.data.Dataset.from_tensor_slices(X_train).map(lambda x: tf.cast(tf.reshape(x, (28, 28, 1)) / 255, tf.float32))\n",
    "train_labels = tf.data.Dataset.from_tensor_slices(y_train)\n",
    "train_dataset = tf.data.Dataset.zip((train_data, train_labels)).batch(32)\n",
    "\n",
    "val_data = tf.data.Dataset.from_tensor_slices(X_test).map(lambda x: tf.cast(tf.reshape(x, (28, 28, 1)) / 255, tf.float32))\n",
    "val_labels = tf.data.Dataset.from_tensor_slices(y_test)\n",
    "val_dataset = tf.data.Dataset.zip((val_data, val_labels)).batch(32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create model, this model should accept a 28x28x1 image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "inputs = tf.keras.layers.Input((28, 28, 1), name='input')\n",
    "x = tf.keras.layers.Conv2D(8,  3, activation='relu', name='conv1')(inputs)\n",
    "x = tf.keras.layers.Conv2D(32, 3, activation='relu', name='conv2')(x)\n",
    "x = tf.keras.layers.Conv2D(32, 3, activation='relu', name='conv3')(x)\n",
    "x = tf.keras.layers.Flatten(name='flatten')(x)\n",
    "x = tf.keras.layers.Dense(49,  activation='softmax', name='output')(x)\n",
    "model = tf.keras.Model(inputs=inputs, outputs=x, name='crazyhead')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"crazyhead\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " input (InputLayer)          [(None, 28, 28, 1)]       0         \n",
      "                                                                 \n",
      " conv1 (Conv2D)              (None, 26, 26, 8)         80        \n",
      "                                                                 \n",
      " conv2 (Conv2D)              (None, 24, 24, 32)        2336      \n",
      "                                                                 \n",
      " conv3 (Conv2D)              (None, 22, 22, 32)        9248      \n",
      "                                                                 \n",
      " flatten (Flatten)           (None, 15488)             0         \n",
      "                                                                 \n",
      " output (Dense)              (None, 49)                758961    \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 770,625\n",
      "Trainable params: 770,625\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.keras.utils.plot_model(model, show_shapes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "logdir = os.path.join('logs/kuzushiji-49/', datetime.datetime.now().strftime('%Y%m%d-%H%M%S'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "callbacks = [\n",
    "    tf.keras.callbacks.ModelCheckpoint(logdir, save_best_only=True, monitor='val_loss'),\n",
    "    tf.keras.callbacks.TensorBoard(logdir, update_freq=10)\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# compile the model, make sure to add accuracy metric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy', ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# train the model, make sure to use callbacks and validation dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2\n",
      "6350/6350 [==============================] - ETA: 0s - loss: 0.5203 - accuracy: 0.8653"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 3 of 3). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: logs/kuzushiji-49\\20230617-152207\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: logs/kuzushiji-49\\20230617-152207\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6350/6350 [==============================] - 40s 5ms/step - loss: 0.5203 - accuracy: 0.8653 - val_loss: 0.3164 - val_accuracy: 0.9155\n",
      "Epoch 2/2\n",
      "6348/6350 [============================>.] - ETA: 0s - loss: 0.2084 - accuracy: 0.9401"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 3 of 3). These functions will not be directly callable after loading.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: logs/kuzushiji-49\\20230617-152207\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: logs/kuzushiji-49\\20230617-152207\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6350/6350 [==============================] - 34s 5ms/step - loss: 0.2084 - accuracy: 0.9401 - val_loss: 0.3145 - val_accuracy: 0.9234\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x131289e79a0>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(train_dataset, validation_data=val_dataset, epochs=2, callbacks=callbacks, class_weight=class_weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "images = X_test.reshape(-1, 28, 28, 1) # normalize if needed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 364ms/step\n"
     ]
    },
    {
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sPYO+9FX/pbp16xaFhYXlLsXacMMNy355j4iyovjdy+a+T8eOHeO9996LmTNnxqRJk+Kjjz4qe4N+hw4doqioqNwxe2l5jPjm8SoqWvnr5t/3ffLxk16DLFmyJK6//vq4++67Y+7cudGwYcNo3bp1uSeHpTbZZJNyf95oo40iImLmzJkxffr0iPjmI0cvvfTSZdZ+8cUXP3ivV199dRx88MGx9957x7hx4+I3v/lNPPLII+XeuPz111/H6NGjY+HChdGuXbtlbmPkyJHfe4p3eerXr1/uz0vv+7dPxS492Cw1ffr0+Pjjj1f46Rrz5s2LGTNmRJ06dZY5df7dn/V3b/fbe1gVM2bMiI033niZr2+88cZRWloas2fPLvvauuuuWy5TrVq1Vf4M86p8DIE1z9pyDFr6PozS0tIYM2ZMHH/88WXf69KlS9xxxx3xySefxKuvvhpt27aN6tWrR8R/z1x8+30RyzNp0qRYb731ok6dOkn7+u6xKeKbn8u3j00RUfaKe8R/jyHfPjv0bV988UXMmDEjSktLo27duuW+932Xwk6fPv0HH5siln2si4qKom7duuU+jem7x6alx9Hvvofx+yx9M/7rr78en376aay33nplL6zVqlUrWrduHWPHjo1ddtklvvjii3KfDrbZZpvFmDFjYt68ecvsZ6ml773YdNNNk/ZFOgVjDXLrrbfGH/7wh7j00kuja9euUbt27YiIOPzww5fJLn1SWmrp9agbbbRRrL/++hERcd5550X79u2XWZtyyndFDj744IiIWH/99eOqq66Kk046Kfr06RNDhw4te2J55JFHYtGiRTF48OCy+7LUTTfdFKNGjYpf//rXZU/+FTVt2rRyr5R8/fXXEbHyX/Jr164d7du3j/POO2+5369evXrUrVs3pk2bFosXLy57BSti2Z/1ty39WU+dOrXcqf2JEyfG9OnTy145W5kNNtggvvrqq2W+vvQxrVu3bpZS+F1V+RgCa5615RjUsWPHGDlyZLz99tvx5Zdfljvr3LZt21hnnXXi1VdfjVdeeaVc+dhoo41ixx13jL///e/x61//utwZmKVmz54dY8aMWaV/C2LatGnLfO2rr74qd7z6rqU/q379+sUWW2yxzPc33njjqFOnTlSrVm2Z48TKjk0R3xz3lnf56+jRoyt0BmPp4/Tll1+Wu6xs4cKFMW3atGUKTw4bbrhh2b9n8v7770eHDh3KnXHq3LlzjBo1Kl5++eVYf/31Y/vtty/73l577RX33HNPPPnkk3HQQQct9/b/9re/lWWpXC6RWoOMGzcuttpqqzjssMPKntinTJkSEyZMWOZVgO9+OsPjjz8eBQUF0b59+2jatGlstNFGMXny5GjVqlXZ/+rXrx/9+/df5pOTfqiOHTvGCSecEKNHjy67pj8iYtSoUbHjjjvGPvvsE7vssku5/x155JExderU+L//+7/keU8++WS5P//tb3+LzTbbbKVP4u3bt48PP/wwttxyy3I/k4cffjgeeOCBKCwsjI4dO8aiRYvK3X5JSclKT+cvLRDffcNzv3794oorroiIWO5B7NvatWsXTz/9dLkzFYsXL47HH388WrVqtVp+eV/djyGw5llbjkG77LJLLFmyJEaMGBEbb7xxbLvttmXfq169erRt2zaeeeaZ+Oyzz8pdQhMR0atXr/jwww/j+uuvX+Z2Fy9eHJdccknMnz9/hR96sTLjxo0rVzLGjx8fkydPLnvfyPLssMMOUVxcHFOmTCn3syoqKorrr78+Jk+eHDVq1IiddtopnnjiiXJnrL/vgzbatm0bY8aMKXd52zvvvBOnnXZavP322+VeSFuepeXwu/8uyOOPPx6LFy+u0Atoq6JTp07xz3/+M1599dVyZygivjlD9emnn8bo0aOjQ4cO5e5D586dY+edd45rrrlmuZ8S9dZbb8Xtt98eBx544HLLHHk5g7EGad26dQwZMiRuvfXW2HHHHePjjz+OoUOHRklJyTLXMb711lvx29/+Nrp37x5vvfVWDBw4MA4//PCy/2jOOuus+N3vfheFhYWx5557xsyZM2PIkCExZcqUFV4m9Pnnn8fnn38eLVu2TP6l9pxzzokxY8ZEv379ol27drF48eKYMGFCuU/B+LZ999031ltvvfjTn/4U3bp1i5KSknjnnXcq9Ca/u+66K2rUqBE77rhjPPHEE2Wfa74yJ554Yjz88MNx4oknxsknnxx169aNv/zlL3HffffFBRdcEBHf/JLdpUuXuOiii+Lrr7+OzTbbLIYPHx5Tp05d4dmRbbfdNvbff/+47rrrYv78+dGiRYt49tln4+mnny77VI71118/vvrqqxW+atSrV6949tln4/jjj4/TTjstiouL449//GNMmjQpbr/99pXer++qyscQWLutLceg2rVrx3bbbRePP/54HHjggctc1tqlS5fo379/bLLJJtG8efNy39t1112jT58+ce2118a//vWvOOyww6JevXoxefLkuPfee+Nf//pXXHHFFeVKyyeffBJTp0793jcpz5s3L0499dT45S9/GXPmzIkbbrghttlmm+jevfsK19StWzdOPfXUGDBgQMyePTt22WWXmDJlSgwYMCAKCgrK9nH22WfHCSecEL169YqjjjoqPvzww7jllltWup+ePXvGUUcdFT169Ijjjz8+5s+fHzfeeGO0bt06OnfuXFY8XnzxxWjWrFnssMMO5dZvtdVWccghh8TAgQNj3rx50a5du/jXv/4VgwYNil122aXcmaOKeOONN5Z5r8bydOjQIUaMGBELFy5cZkarVq1igw02iH/84x9lb4pfqlq1atG/f/847bTT4vDDD4/jjz8+2rRpE0uWLIkXXngh7r777mjZsuVyL9sjPwVjDdKjR4+YNm1aDB8+PAYPHhwNGzaMgw8+OAoKCmLo0KExc+bMstOpZ5xxRowfPz5OP/30qF27dpx66qnRq1evsts64ogjYr311ovbb789Ro4cGTVr1ow2bdpEv379yr0J7dvuv//+GDRoUDz11FOx+eabJ+29evXqcd1118URRxwRZ599drRp0yYKCwvLPv3hu9Zdd93Yb7/9YtSoUTFx4sSoUaNGHHXUUdGrV6/41a9+tdJZF154YTz00EMxdOjQaNq0adlH0a5M/fr1409/+lP0798/fv/738eCBQtiiy22iCuuuKLc6f9BgwZFv379YuDAgbFgwYI48MAD48gjj1zpR9pdd911MWjQoBg2bFhMmzYtmjVrFgMHDox99tknIiIOPfTQGD16dJxxxhnRu3fvOPDAA8ut33rrreOee+6J66+/Pi644IIoKCiI1q1bx/Dhw8s+aaSiqvIxbNasWdI8YM2yNh2DOnbsGP/85z+XeYU74puCcfXVVy9z9mKpk046KXbaaacYNmxYXHPNNTF16tTYZJNNonPnznHFFVcs8w+pDhkyJB566KH497//vdI9tW3bNjp06FD2KYd77bVXnHfeed/7Ys+ZZ54Zm2yySdxzzz1x++23xwYbbBAdO3aMs88+u+xMUtu2beO2226L66+/Pnr16hWbb755XHnllXH66aev8HZbtmwZI0aMiP79+8eZZ54ZtWrVit133z3OPffcqF69elSvXj1OOumkGDlyZIwePXq5Z+uvuOKKaNKkSTz44INx2223Rb169eL444+Pnj17fu/Z+e866qij4pBDDomrr756pbml7/dr0qTJMn9XCgsLo0OHDvH3v/+97OOHv61hw4YxcuTIuPfee+Oxxx6LO+64IwoLC6NZs2bRp0+fOOKII773zA15FJSu6jtEIbMHHnggpk6dusI3u40dOzaOP/74GD58eNnnXgNAZevatWs88cQTK/z+0n98dcSIEatrS7BG8x4M1ghz5syJe++9t+wTJABgTfDwww9H06ZNq3obsFZxiRRrhJo1a8bll1++3H/sBwCqSqtWrWLfffet6m3AWsUlUgAAQDYukQIAALJRMAAAgGwUDAAAIBsFAwAAyKbCnyK1cOHC5f7T60C61H9lOyKiTp06Sfn11lsvecZ3/0Xc7/PBBx8kz6BiGjVqFMXFxVW9jTWeYxPA6lPRY1OFP0Xqgw8+8C/1wgqk/mLeunXr5Bnnn39+Uv7II49MnpH6L5ym3m8qbuLEiT57vwIcmwBWn4oem1wiBQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkUVfUGoLJtsskmSfmWLVsmz9hnn32S8j//+c+TZzRp0iQpX1BQkDwDYKn1118/eU3q886MGTOSZ/xUFRYWJq9p1apVUr5Zs2bJM4qLi5PyH330UfKMl19+OSm/6aabJs/o0aNHUn6dddZJnjF//vyk/MiRI5NnjB8/PnlNZXAGAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIJuiqt4APx5FRel/nTbeeOOkfLt27ZJnnH766Un59u3bJ89IvR9rqn/9619VvQWgAoqLi5PXNGrUKCl/zz33JM+YOXNmUr5r167JM36qFi9enLzmjTfeqNT8murTTz9NXnPrrbcm5evVq5c8Y/r06Un5jz76KHnGmsIZDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALIpquoNsOaqU6dOUv6AAw5InnHccccl5ffee+/kGdWrV09e82MwYcKE5DWnnXZaJewE+D5dunRJyvft2zd5xpZbbpmUb9y4cfKMuXPnJuWPOOKI5Bn3339/8hp+WkpLS5PXTJo0qVLzERFFRWm/di9evDh5xprCGQwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsiqp6A6yawsLCpPw+++yTPOP8889Pyrdr1y55Rs2aNZPy1ar9dDvx7Nmzk/K33XZb8owxY8YkrwF+uPr16yfld9ttt+QZBQUFyWtSpT6n77TTTskz7r///uQ1kNuee+6ZvOaqq65Kyq/KMfm3v/1tUn7+/PnJMyrip/vbGgAAkJ2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkUVfUGWDVbb711Uv76669PntGyZcvkNVTM7Nmzk9fcfffdSfk777wzeUZpaWnyGuCHmzp1alK+pKQkeUaNGjWS16R6/vnnk/K33nprJe2En7KCgoLkNVtuuWVS/rLLLkueUb9+/aT8sccemzyjQYMGSfmLL744KV9UVLHq4AwGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANkVVvQFWTbt27ZLyLVq0qKSdEBFRUlKSlP/973+fPOPOO+9Myk+bNi15BvzY1ahRI3lN165dk/J169ZNnrHVVlsl5YuKKv/wXVpamrxm+PDhSfmPPvooeQZrt4KCguQ1u+22W1L+sMMOS55x3HHHJeXnzp2bPGPKlClJ+SZNmiTP+N///d+k/C677JKUb9iwYYVyzmAAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQTVFVb4CI4uLi5DU/+9nPkvIFBQXJM6i4kpKSpPxzzz2XPGPatGnJa+DHrnr16rHDDjtUOH/fffclz2jWrFlSvrCwMHnG7Nmzk/LVqlX+64Orctw49thjk/IjR45MnjFz5szkNVTMqvzdbdSoUVJ+wIAByTMOOuigpPzq+J1n8eLFyWuaNGmSlF8d9+OPf/xjUr53795Rt27d7805gwEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJBNUVVvgIgtt9wyeU379u0rYSesqurVqyfl99prr+QZr7/+elJ+4cKFyTNgbVNSUhLjx4+vcP6YY45JnrHddtsl5ffdd9/kGY0bN67UfETEpptumpSvUaNG8ozddtstKX/bbbclzzj//POT8h999FHyjB+LWrVqJeXPPvvs5Bmpj0fNmjWTZ6wOJSUlSflV+e9j9uzZSflJkyYlz3jppZeS8nfeeWdS/qSTToq6det+b84ZDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALIpquoNELHddtslr6lTp07+jbDKiouLk/IHHHBA8ow///nPSfl33303eQasjRYvXlzh7GuvvZZ8+6lrRowYkTwjVfXq1ZPX9OjRIyl/+eWXJ8/YYIMNkvJHHnlk8ozWrVsn5Q8++ODkGRMmTEheU9m22GKL5DU33XRTUn5Vjk2FhYXJa1LNnj07Kf/kk08mz7j11luT8tOmTUue8dFHHyXl586dmzwj9We1ZMmSpPyiRYsqlHMGAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIJuiqt4AETvuuGPymvXWWy//RlhlBQUFSfkuXbokz/j1r3+dlO/du3fyjIULFyavAVa/kpKS5DU33XRTUv6FF15InnHmmWcm5Q899NDkGdtuu21SfsCAAckzTjnllKR8rVq1kmeceuqpSfmDDz44ecY222yTvCbV9OnTk/LDhw9PnnHvvfcm5V9//fXkGQsWLEhew4o5gwEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2RVW9ASKaNGmSvKagoKASdvLDzJ07N3lNcXFxpebXVNWqpXf7Aw44ICm/ww47JM949dVXk9cAP07jxo1LXnPSSScl5VflOefKK69Mynft2jV5xnPPPZeUX2+99ZJn1K9fPym/aNGi5BmjR49Oyj/00EPJM55++umk/Ntvv508Y/HixclrqFrOYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGRTVNUbIKJx48bJa7788suk/OOPP548480330zKv//++8kzGjVqlJQ/+OCDk2fss88+SfnCwsLkGatD6t+Tgw46KHnGq6++mrwGYKlFixYl5QcPHpw8o27dukn5Sy65JHlG06ZNk9dUtieeeCJ5zZFHHpmUnzNnTvIMWB5nMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMimqKo3QMTgwYOT10ydOjUp/+qrrybPmDVrVvKaynb33Xcnr0m971tvvXXyjNWhoKAgKX/AAQckz7jqqquS8vPnz0+eAbDUokWLkteMHTs2Kb9kyZLkGdWqVf7rr6n7euihh5JnzJkzJ3kN5OAMBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDZFVb0BIh588MGq3sJaY+bMmclr/vd//zcp37Nnz+QZRx11VFK+Zs2ayTNS1a9fP3lNvXr1kvKffPJJ8gzgx6uwsDAp36JFi+QZ5557blK+oKAgecbqMG3atKT8448/Xkk7gfycwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACCboqreAFS2V199NSl/7bXXJs/o1KlTUr558+bJM1Ktu+66yWvq1auXlP/kk0+SZwBrh4033jh5zXnnnZeU/9nPfpY8Y+utt05esyZ67LHHkvL/+c9/KmknkJ8zGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkUVfUGYE0za9as5DVz586thJ38MOuuu27ymoYNG1bCToA1wc4775yUv+uuu5JnfPDBB0n5Z555JnlGvXr1kvIbbLBB8oxUX331VfKaYcOGVcJOYM3gDAYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZFFX1BmBNs3DhwuQ1CxYsqISd/DClpaXJaxYtWlQJOwHWBL///e+T8gUFBckzTjzxxKT8vHnzkmdsvvnmSfkDDjggeUaqZ555JnnN008/nX8jsIZwBgMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACCboqreAKxpiouLk9fUqFGjEnbywyxcuDB5zaxZsyphJ8D3qV69elK+devWyTMaN26clL/sssuSZ0yfPj15TaqHHnooKb/vvvsmzygqSvv16M0330yeAT9mzmAAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQTVFVbwDWNHXq1Eles8kmm+TfyA80d+7c5DWff/55JewE+D5t2rRJyj/88MPJM6pVS3tNcVVmrA6jRo1Kyjdr1qySdvJfw4cPr/QZsDZxBgMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACCboqreAKxpNtpoo+Q1DRo0qISd/DBTpkxJXjNp0qRK2An8tBQVpR9azznnnKR8vXr1kmfMnz8/KV+zZs3kGSUlJclrUn399ddJ+T59+lTSToAVcQYDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbIqqegOwpmnQoEHymqKiNe8/pS+//DJ5zYIFCyphJ/DTUlBQkLxmVZ53Uq2zzjpJ+WOOOSZ5xi233JKULy0tTZ7xU7Uqf69Sf76rMiP1+Ld48eLkGYWFhUn5RYsWJc/wdzEvZzAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyKarqDcCaZr311qvqLWTx3nvvVfUW4Cdp4cKFyWtGjBiRlG/fvn3yjOrVqyflr7zyyuQZzZs3T8r/3//9X/KMGTNmJOU33njj5BkNGzZMypeWlibPqF27dlJ+Ve7H1KlTk/I1a9ZMnrH55psn5b/66qvkGdtuu21S/pZbbkme8de//jV5DSvmDAYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZFFX1BmBN07Jly6reQhaffPJJVW8BqKBhw4Yl5Q866KDkGd26dUvK16lTJ3nGr3/966R8r169kmfMnTs3KV9cXJw8Y5111klew5pj2223TV7zzDPPJOXnzZuXPOOnxBkMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbIqqegOwpmnZsmVVb2G5Zs2alZR/8803K2knQG4LFixIyp9yyinJMw499NCk/LHHHps8o0GDBkn5zTffPHlG7dq1k9fw09KsWbPkNccff3xSfujQockzfkqcwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACCboqreAFS2ddZZJym/5ZZbVtJOfph///vfSfnx48dX0k6AqvbFF18kr7nllluS8sOGDUuesfHGGyflTzvttOQZ2223XVJ+6623Tp7RsmXLpHy1al6vXZNMmTIlec3MmTMrYSc/Xf6LAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyKaoqjcAla158+ZJ+bp161bSTn6YiRMnJuW//PLLStoJ8FMwb9685DWTJk1Kyv/ud79LnlFQUJCUr1OnTvKMLbfcMim/KseNzTffPClfv3795Blz5sxJXpMq9e/JhhtumDxj8uTJSflXXnklecZHH32UvIYVcwYDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbIqqegNQ2Tp16pSUr1OnTuVs5AeaPHlyUn7RokWVtBOAPEpLSyt9zdSpU5NnrMoa4L+cwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACCbgtLS0tKKBBcuXBiTJk2q7P1Aduuvv35SfsMNN0yeUa1a5Xf16dOnJ+WnTp1aORthtWjUqFEUFxdX9TbWeI5NAKtPRY9NFS4YAAAA38clUgAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkoGLAalJaWVvUWAKAcxyYqi4JRxZo3bx433XRTpa9Znj59+sRee+2VtGbUqFHRvHnzFf7vsssuK5ebPHnycm/npptuiubNm//g+7A6fPfndNxxx8Vxxx1X4fXjxo2L0047rezPkydPjubNm8eoUaOy7rOifoqPIVA51rZj2NLnrT/84Q/ZbrOqfPdYtNdee0WfPn0qvP6pp56K888/v+zPY8eOjebNm8fYsWOz7rOi+vTpE82bN48nn3xyud9PPfZStYqqegOsnQYNGhSbbLLJMl/feOONq2A3q9cll1ySlL///vtj4sSJZX+uV69ejBw5Mho3bpx7a0l+yo8h8NN2ww03xJ577hlNmjSp6q1kM2jQoKhVq1aF898tWdttt12MHDkyttpqq8w7S3PJJZdE27Zto06dOlW6D34YBYNV0qJFi9h8882rehtV4oc++VavXj123HHHPJv5AX7KjyHw01a9evW48MIL449//GMUFBRU9XayaNmy5Q9aX6tWrSo/Nq277roxY8aMuPzyy6N///5Vuhd+GJdIrWHefffd6NWrV3To0CG222672HXXXaNv374xf/78crnZs2fHueeeGzvttFN07Ngx+vbtG/PmzSuXefLJJ+PQQw+NVq1aRefOnaNv374xd+7cFc5eeup4RZfEVLWlp2+ff/75OPbYY6N169bRtWvXuOeee8rlmjdvHoMGDYpDDz00WrduHYMGDYqIiM8++yzOPvvsaN++feywww5xwgknxDvvvFNu7YwZM+KCCy6I9u3bR7t27eK6666LJUuWlMt89zRtSUlJ3HjjjbH33ntH69ato3v37vHQQw9FxDenfB966KH49NNPyy6LWt4lUh999FH07t07OnfuHDvuuGMcd9xxMW7cuLLvL13z17/+NXr37h077bRTtG/fPi666KJyj+ma/hgCP25ryzGsT58+8eqrr8bw4cNX7Y5+y9LLSd9888045JBDonXr1nHQQQfF3/72t7LM0ufwu+66K/bff//YYYcd4sEHH4yIiAkTJkSPHj2iTZs20aZNmzjjjDNi0qRJ5WZ89tln0atXr9h5552jc+fOcddddy2zj+9eIjV79uy4/PLLY9ddd40dd9wxDjvssHjmmWci4pvj2Msvvxwvv/xy2WVRy7tE6q233opTTjkldtlll2jTpk2cfvrp8d5775V9f+maF198MU4++eTYYYcdonPnznHdddfF4sWLy3JLL3/6PhtuuGGcdtpp8dhjj8VTTz31vXnWXArGGuSLL76IY489NubNmxdXX3113HbbbdGtW7cYMWLEMk+CI0aMiDlz5sSNN94YPXr0iPvvvz/OPffcsu8/+uijccYZZ0TTpk1j8ODB0atXr3jkkUeiZ8+eK3xT1xFHHBEjR46MevXqfe9elyxZEosWLSr3v+/+Il5ZzjrrrGjZsmUMHjw4OnXqFJdeeukyJeOWW26Jgw46KAYOHBj77bdfTJ06NY4++uh4++234+KLL47+/fvHkiVL4thjjy27fGnJkiVx6qmnxujRo+P888+Pq6++Ol577bX4y1/+stL9nHvuuXHXXXfFEUccEUOHDo0uXbpEnz594rHHHouePXvG7rvvHptsskmMHDky9thjj2XWv//++3HooYfG5MmT46KLLop+/fpFQUFBnHDCCfHyyy+Xy15yySWx2WabxZAhQ+KUU06JBx54IG6++eay768tjyHw47M2HcMOO+yw2G233eKGG26ITz755Ifd8f+vR48esffee8egQYNiyy23jDPPPDNGjx5dLnPTTTfFL37xi7j22mujc+fO8eGHH8bRRx8dX3/9dVxzzTVxxRVXxKRJk+KYY46Jr7/+OiIi5s6dGz//+c9jwoQJcfnll8fFF18c999/f7z++usr3MvixYvj5JNPjkcffTR69OgRQ4YMiaZNm8YZZ5wRr776alxyySXRsmXLaNmyZYwcOTK22267ZW7jpZdeimOOOSYiIq688sro27dv/Oc//4mjjz663GW/Ed8cB3feeee45ZZbonv37nH77bfH/fffX/b9nj17xsiRIyv0c/zlL38ZzZs3j0suuSSmT59eoTWseVwitQaZMGFCtGjRIgYMGFB2HWWnTp1izJgxMXbs2HJvFG7WrFkMHjw4qlWrFrvvvnsUFBTElVdeGRMmTIitt946+vXrF7vuumv069evbM0WW2wRJ554YowePXq5v+g2aNAgGjRoUKG97rvvvst8rUuXLnHHHXck3ut0++67b/z2t7+NiIhdd901vvjiixgyZEgcc8wxZae627ZtGyeddFLZmhtuuCGmT58e9957b2y22WYREbHbbrvFgQceGAMGDIiBAwfGs88+G//85z/jtttui9122y0iIjp27LjSN/xNmDAh/v73v8eFF14YJ5xwQtmaTz/9NMaOHRvdu3ePDTfcsNxlUd99BW7QoEFRvXr1GD58eNnjvscee0T37t3j2muvjQceeKAsu/vuu5e9Ka9jx44xZsyYeOaZZ+Kcc86JiLXnMQR+fNamY1hExOWXXx7du3ePCy+8MEaMGPGDL5U67rjj4owzzoiIb45NhxxySAwePDh23333sswBBxwQhx12WNmfzznnnFh33XXjD3/4Q9nPrGPHjrHPPvvE7bffHueff3489NBD8dlnn8Vjjz1WdonuDjvssNzn8KWeffbZePPNN2Pw4MGxzz77REREhw4dYtKkSfHSSy9Fr169yuat6LKo/v37R5MmTeLWW2+NwsLCiPjmGLHvvvvGwIEDY8CAAWXZI444ouy+d+zYMZ588sl45pln4uijj46IiMaNG1f4fYfFxcVx9dVXxxFHHBF9+/Yt93eAtYeCsQbp0qVLdOnSJRYuXBjvv/9+fPzxxzFhwoSYOnXqMm922n///aNatf+egOratWtceeWV8corr0RhYWF8/vnn0aNHj1i0aFFZpl27dlGrVq0YM2bMcp+cU9x8883LvEG4du3aZf+/Mq9pPeSQQ8r9uWvXrvHUU0/Fhx9+GE2bNo2Ib95f8G0vvvhitGjRIurXr1/2M6lWrVrstttu8cgjj0RExKuvvhrFxcWx6667lq2rWbNm7L777vHKK68sdy9LL2Pq2rVrua+nfELKyy+/HHvuuWe5N+cVFRVFt27dYvDgwTFnzpyyr3/3QNCgQYP49NNPKzzr26ryMQR+fNamY1jEN8+f559/flx00UUxYsSIOP7443/Q7X372FRQUBD77rtv3HTTTeUuD/vusemll16K9u3bxzrrrFN2X2vVqhVt27aNF154ISK+OTY1bty43Pv/GjZsuNL3S4wbNy6Ki4vLvUBWrVq1+NOf/lSh+zJ37tx46623olevXmXlIiJi/fXXjz333HOZMzM77bRTuT83aNBgpZezfZ+WLVvGL37xi7j55pvjwAMPXGs+2Yv/UjDWIEuWLInrr78+7r777pg7d240bNgwWrduHTVq1Fgm+91fDDfaaKOIiJg5c2bZKcVLL700Lr300mXWfvHFFz94r9tss81K3yC87rrrRsQ3709YnpKSkqhZs+Yqza5fv365Py+97zNmzCj72ndve/r06fHxxx8v9zRwRMS8efNixowZUadOnWV+sV7eJy19+3a/vYdVMWPGjOV+ctPGG28cpaWlMXv27LKvLf25LlWtWrVV/hzzqnwMgR+ftekYttQRRxwRf/vb3+L666+PPffc8wfd1ncvzdpoo42itLQ0Zs6cWfa15R2b/vKXvyz3UtwNN9wwIr45RtStW3eZ72+yySbx1VdfLXcv06dPjzp16pQrcSlmzZoVpaWlKzw2zZo1q9zX1llnnXJ//iHHpqV69uwZTz31VPzud7+LnXfe+QfdFqufgrEGufXWW+MPf/hDXHrppdG1a9eyV5MPP/zwZbLfvS7xyy+/jIhvntDWX3/9iIg477zzon379sus3WCDDTLvfFlLn5S++OKLsrMK3/b555+v8sehTps2rdyp1qXXqa7sl/zatWtH+/bt47zzzlvu96tXrx5169aNadOmxeLFi8u9YrOya0CX/qynTp1a7tT8xIkTY/r06RV6Utxggw2We5BY+pjWrVs36wG1oirzMQR+fNbWY1jfvn3LLpXadNNNV/l2pk+fXu458auvvorCwsKoU6fOCp/Da9euHZ06dSp3Se9SRUXf/IpWt27d+Pjjj5c7b0Vq164d06dPj9LS0nIvmr3zzjtRWlq6whfbvr2+oKBghcem1fERstWrV4+rrroqjjrqqLjiiisqfR55eZP3GmTcuHGx1VZbxWGHHVb2xDxlypSYMGHCMm++ffbZZ8v9+fHHH4+CgoJo3759NG3aNDbaaKOYPHlytGrVqux/9evXj/79+y/zyUmVoVWrVlGzZs3lvioze/bseP7556NDhw6rdNvf/Ud4/va3v8Vmm2220us727dvHx9++GFsueWW5X4mDz/8cDzwwANRWFgYHTt2jEWLFpW7/ZKSkhgzZswKb3dpgfjHP/5R7uv9+vUre0L8vleQ2rVrF08//XS5MxWLFy+Oxx9/PFq1ahXVq1df6frKUpmPIfDjs7Yewxo2bBjnn39+vPzyyz/ok4u+fewoLS2NJ554InbeeeeVPoe3b98+3n///WjRokXZ/dx+++3jD3/4Q/zf//1fRHzz3onJkyfHW2+9VbZu6tSp8cYbb6zwdtu2bRsLFy4s93MuLS2NCy64IIYOHRoRKz821axZM7bffvv461//Wu7ToGbNmhXPPPPMajujsP3228epp54aDz/88Gr53YV8nMFYg7Ru3TqGDBkSt956a+y4447x8ccfx9ChQ6OkpGSZj+9766234re//W1079493nrrrRg4cGAcfvjhscUWW0TEN5+09Lvf/S4KCwtjzz33jJkzZ8aQIUNiypQpK3zl4vPPP4/PP/88WrZs+YN/qa1Ro0b8+te/jquuuipKSkpiv/32i9q1a8ekSZNixIgRUa1atfjlL39Zli8pKYl33nmnQm/Su+uuu6JGjRqx4447xhNPPBFPP/30935e9oknnhgPP/xwnHjiiXHyySdH3bp14y9/+Uvcd999ccEFF0TEN29M69KlS1x00UXx9ddfx2abbRbDhw+PqVOnrvDsyLbbbhv7779/XHfddTF//vxo0aJFPPvss/H000+XfTzu+uuvH1999VWMHj16metvIyJ69eoVzz77bBx//PFx2mmnRXFxcfzxj3+MSZMmxe23377S+/VdVfkYAj9ta/Mx7Mgjj4y//e1vMWbMmLIzKBHfvJjy/vvvR+PGjcsuWVqRa6+9NhYsWBBbbrll2T+wOmzYsJWu6dmzZxx99NHRo0ePOOaYY6JGjRoxcuTIePLJJ2PgwIEREXHwwQfH8OHDo1evXnHWWWdFrVq14uabb17pp/7tsccesdNOO0WfPn3izDPPjEaNGsXDDz8cEydOjMsvvzwivjk2vf766/Hiiy8u99/QOOecc+KUU06J0047Lf73f/83Fi5cGLfeemuUlJSUvaG7oj755JOYOnXqKv07G2eccUY89dRT5T4elzWfgrEG6dGjR0ybNi2GDx8egwcPjoYNG8bBBx8cBQUFMXTo0Jg5c2bZE98ZZ5wR48ePj9NPPz1q164dp556avTq1avsto444ohYb7314vbbb4+RI0dGzZo1o02bNtGvX79o1KjRcufff//9MWjQoHjqqaey/ANsJ554YjRo0CDuueee6NOnT8yZMyfq1asXXbp0Kbt/S33xxRdx1FFHRa9eveJXv/rVSm/3wgsvjIceeiiGDh0aTZs2Lfso2pWpX79+/OlPf4r+/fvH73//+1iwYEFsscUWccUVV5Q7fT9o0KDo169fDBw4MBYsWBAHHnhgHHnkkSt9Veu6666LQYMGxbBhw2LatGnRrFmzGDhwYNkndxx66KExevToOOOMM6J3795x4IEHllu/9dZbxz333BPXX399XHDBBVFQUBCtW7eO4cOHR9u2bVd6v76rKh9D4KdtbT+GLb1U6tvefvvtOP744+Oqq66KQw89dKXrf//738fQoUNj0qRJ0bJly7jzzju/9zl82223jbvvvjtuuOGGOO+886K0tDS22WabGDx4cOy9994R8c2lQsOGDYsrr7wyrrjiiigoKIgjjzwyGjVqVHaJ8HcVFhbGbbfdFv369YsBAwbEvHnzonnz5nHnnXdG69atIyLi2GOPjfHjx8cvfvGLuOqqq5Z5D0nHjh3jrrvuioEDB8bZZ58d1atXj7Zt28Y111wTW2+99Urv13cNGTIkHnroofj3v/+dtG7p/V96qRRrj4LSH/ouHMjkgQceiKlTp5b7KMNvGzt2bBx//PExfPjw2GWXXVbz7gD4KRowYEBstdVW0a1bt+V+f9SoUXHBBRdke2EHfgy8B4M1wpw5c+Lee+91TT8Aa4wpU6bE3//+92U+hhVYOZdIsUaoWbNmXH755cu9DhQAqkKdOnXipptu+kGfLgU/RS6RAgAAsnGJFAAAkI2CAQAAZKNgAAAA2SgYAABANhX+FKmFCxfGpEmTKnMvAPx/jRo1iuLi4qrexhrPsQlg9anosanCBWPSpEnRrFmzH7QpACpm4sSJ0bRp06rexhrPsQlg9anoscklUgAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGRTVNUbYPWoVi29S7Zq1Sopv2DBguQZ7777bvKaynbAAQckr9ljjz2S8iUlJckzRo4cmZQfP3588gwA1kzFxcXJa1KPTXPnzk2e8dJLLyXlFy9enDyDtY8zGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGRTVNUbYPVYsmRJ8pq33norKV9aWpo8Y3WoUaNGUr5t27bJM4444oik/COPPJI845NPPkleA8CaKfXYdP755yfPOOuss5LyN954Y/KMF198MXkNP37OYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGRTVNUbYM21ZMmSqt5CFl27dk3Kn3feeckzpk+fnpS/8sork2fMnDkzeQ0Ala9atfTXaw899NCk/FFHHZU844033kjK33333ckzfiy/K5CXMxgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABkU1TVG4DK9ve//z0pf/zxxyfPOOuss5Lyc+bMSZ4BwOpRWFiYlL/wwguTZxx44IFJ+WuuuSZ5xn333ZeUnz9/fvIMWB5nMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALIpquoNQGU766yzkvK9evVKnjF//vykfGFhYfIMANIVFBQkr0k9DlxwwQXJM1KPA1tuuWXyjJKSkuQ1kIMzGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGRTVNUbgMq26aabJuU333zz5BlvvfVWUr60tDR5BgDptttuu+Q1Z599dlJ+3XXXTZ7x6KOPJuWvuuqq5BlLlixJXgM5OIMBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQTVFVbwAq2/jx4yt9RpMmTZLy9erVS54xa9as5DUAPzYbbrhhUv68885LntG4ceOkfGlpafKM5557Lim/ZMmS5BlQVZzBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIJuiqt4ApCguLk5es+GGG1bCTsqrXbt2Uv7MM89MnjFs2LCk/Oeff54849NPP03Kl5aWJs8AWKphw4bJa+65556kfOPGjZNnLFq0KClfVJT+61Tfvn2T8j/72c+SZwwYMCApf9999yXPgOVxBgMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACCboqreAD9tG2+8cVJ+0KBByTO6deuWvCZVQUFBUr5Xr17JM3r06JGUnzVrVvKM66+/Pin/2GOPJc946623kvJLlixJngFUje233z4pf+ONNybP2GOPPZLyJSUlyTOKiir/16Pq1asn5Tt16pQ8o7CwMCn/8ssvJ8/46KOPktfw4+cMBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkUVfUG+PEoLi5OXnPKKack5Y866qjkGWuiqVOnJq8ZPnx4Uv5Xv/pV8oy+ffsm5Xv06JE849JLL03KP/DAA8kzZsyYkbwGKG+LLbZIXvP4448n5Rs3bpw8o7S0NClfVJT+q87kyZOT8hMmTEie0b59+6R8rVq1kme0aNEiKX/wwQcnzxgwYEDyGn78nMEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIpqiqN8Caq2HDhkn5Hj16JM9o0qRJUv7GG29MnnHCCSck5evWrZs8o6SkJCk/dOjQ5BmXXXZZUr6oKP0/7y5duiTlUx+/iIjbbrstKV+7du3kGTfffHNSfsGCBckzYG3TrFmzpPxdd92VPKNx48ZJ+dLS0uQZqWtGjx6dPOPCCy9Myo8bNy55xpAhQ5Lyp5xySvKMmTNnJuUfffTR5BmwPM5gAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkE1RVW+AVVNYWJiUb9WqVfKMW265JSk/e/bs5Bk///nPk/ILFixInnHIIYck5evWrZs8I3Vft99+e/KMhQsXJuV79+6dPCNV06ZNk9cMHz48Kd+/f//kGW3atEnK33///ckzHnvssaR8aWlp8gxYkfr16yevGTVqVFK+devWyTNSFRQUJK956aWXkvInnXRS8oyZM2cm5VOfnyMihg0blpTff//9k2c0bNgwKV9cXJw8A5bHGQwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsiqp6A6yaHXbYISl/6623Js+YMGFCUv43v/lN8owpU6Yk5TfffPPkGQsWLEjKv/nmm8kznn766aT8V199lTxj8eLFyWsq28SJE5PXHHzwwUn5vn37Js947733kvJXX3118owxY8Yk5adOnZo8g5+O6tWrJ+VHjhyZPKN169bJayrbqjyH/OIXv0jKf/zxx8kzVofJkycn5adPn548I3XNBx98kDwDlscZDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALIpquoNEFG9evXkNRMnTkzK77XXXskz5syZk5RfvHhx8ozU+/6zn/0seUZpaWlS/tFHH02ecfHFFyev+an66quvkvK9e/dOnnHbbbcl5YuK0p8Kd9hhh6T8M888kzyDtVO1aumv3Z188slJ+S5duiTPWB1KSkqS8r169Uqe8fbbbyevWRNNnTo1Kf/BBx8kzyguLk7KL1y4MHkGLI8zGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkUVfUGVrfq1asn5QsKCpJn7LTTTkn5O+64I3nGwIEDk/JDhw5NntGgQYOk/O9///vkGU2aNEnK77HHHskzFi1alJSfM2dO8gwqT0lJSfKaTTfdNCk/a9as5BnnnXdeUv7kk09Oym+yySZJedYcHTp0SF5z4403JuULCwuTZ6QqLS1NXnPXXXcl5Z966qnkGT8Ws2fPTsrPnDkzecaqPLdBDs5gAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkE1RVW/gh9h2222T19xzzz1J+XXWWSd5xoYbbpiULygoSJ5Rp06dpHybNm2SZ2yzzTZJ+eLi4uQZV1xxRVL+3nvvTZ4xb968pPyoUaOSZ7Bm6devX1L+2muvTZ6x2267JeU/+eSTpHyNGjWS8lSerbbaKik/YMCA5Blr4uM9cuTI5DW9e/dOyi9cuDB5xo/FkiVLkvJffPFF8oxp06Ylr4EcnMEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIpqiiwYKCgqhZs2aFb7hNmzbJm5k1a1ZSfvHixckziouLk/KbbbZZ8oxFixYl5ceNG5c8o7S0NCn/3nvvJc945513kvL33Xdf8owlS5Yk5Z9//vnkGfz0vPTSS0n52rVrJ89Yd911k/KzZ89Oyqf+N07F1KpVK3nNqFGjkvKtWrVKnrE6zJgxIyl/6aWXJs8oKSlJXkPF3HTTTclrbr755krNR0RMmDAhKf/+++8nzxg7dmxSfvr06ckz/N3NyxkMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAsimqaHD99dePM844o8I3vMsuuyRvZsstt0zKFxYWJs9o1KhRUn6dddZJnlG9evWk/Krcj+uvvz4pv2jRouQZsLaaMWNGUv6aa65JntGtW7ek/L333puUv/HGG6NevXpJa/h+xx13XPKa7bffvhJ2svrdcccdSfl33323knbCqpg0aVLymn/+859J+d/85jfJM1J9+umnyWuWLFmSlJ89e3byjCeeeKLSZ2yyySZJ+dT7HRHx3nvvJeX/9Kc/JeUr+jurMxgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZFJSWlpZWJPjpp5/G4YcfXuEbHjt2bPJm6tatm5R/8sknk2e0aNEiKf/ll18mz3jhhReS8r169Uqe8dVXXyWvAZZv5513Tl6T+vxTUlKSlN9oo42isLAwac1P0eTJk+Oggw6qcH5VjhsbbbRR8prKNnny5OQ1rVq1SspPnz49eQZrltq1ayflzzzzzOQZBxxwQFJ+vfXWS56xcOHCpHzq/Y6ImD9/flJ+5syZyTPeeOONpPykSZOSZ7z99ttJ+SlTpiTl//znP8dmm232vTlnMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMimqKLBwsLCaNCgQYVveL/99kvezCabbJKUb9y4cfKMRYsWJeULCgqSZ9xyyy1J+a+++ip5xuqw3nrrJeXnzp2bPKO0tDR5DeT22muvJa9p1apVUn7JkiVJ+RdeeCGaNGmStOanqGbNmnHQQQdVOL/RRhtV4m5Wn+HDhyevmT59ev6NsEabNWtWUv7yyy9PnnHFFVck5dddd93kGam/K1SvXj15Rurvh6vyO0/qcWBNtGDBggrlnMEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIpqiiwfr168eDDz5Y4RsuKChI3syzzz6blL/hhhuSZ9SrVy8pf9dddyXP+Ne//pW8prIVFhYmr7nnnnuS8ldddVXyjJdeeil5DeRWWlqavGby5MmVsJP/Wrx4caXe/o/FokWL4uOPP65wflV+rrNnz07Kr7/++skzPv3006T89ddfnzwDKsOSJUuS8nPmzKmknfzX3LlzK30GK+cMBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABko2AAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkUVTRYUlIS7777boVveIcddkjezK677pqUb926dfKMefPmJeWvv/765BkLFixIXlPZFi9enLxm6tSpSfmTTjopecZLL72UlN9qq62SZ7Rr1y55TapJkyYl5Z9//vlK2gn8tNSsWTMOOuigCucLCgqSZzz88MNJ+W222SZ5xtVXX52U//rrr5NnAKwuzmAAAADZKBgAAEA2CgYAAJCNggEAAGSjYAAAANkoGAAAQDYKBgAAkI2CAQAAZKNgAAAA2SgYAABANgoGAACQjYIBAABkU1TR4IIFC+KFF16o8A23aNEieTPFxcVJ+ZkzZybP6N69e1L+448/Tp7xY3HBBRck5bt165Y84+KLL07KH3fccckzUv9eNWnSJHnGf/7zn6T87rvvnjzj/fffT14DP3bTp0+Pyy+/vML5rl27Js9o165dUn7AgAHJMx599NHkNQBrKmcwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyKaoosGvv/46zj777Arf8EMPPZS8mV133TUp//LLLyfPGD9+fPKan6rPP/88KX/HHXckz9hhhx2S8jVr1kye8dprryXl27RpkzyjWrW0rr7xxhsnz3j//feT18CP3eLFi2PKlCkVzp9wwgnJM+bPn5+Uf/XVV5NnLFmyJHkNwJrKGQwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsCkpLS0srEvzggw+iWbNmlb0fACJi4sSJ0bRp06rexhrPsQlg9anosckZDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALJRMAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBsFAwAACAbBQMAAMhGwQAAALIpKC0tLa1IcOHChTFp0qTK3g8AEdGoUaMoLi6u6m2s8RybAFafih6bKlwwAAAAvo9LpAAAgGwUDAAAIBsFAwAAyEbBAAAAslEwAACAbBQMAAAgGwUDAADIRsEAAACyUTAAAIBs/h8S0/2+ztNXAwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_grid_and_label(images, y_test, model, label_description=label_description, flatten_image=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = model.predict(X_test.reshape(-1, 28, 28, 1) / 255, verbose=False).argmax(axis=-1) # make predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x1312a63b640>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x3000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, ax = plt.subplots(figsize=(30, 30))\n",
    "sklearn.metrics.ConfusionMatrixDisplay.from_predictions(y_test, y_pred, display_labels=label_description, ax=ax, colorbar=False)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Balanced accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9191469683219436"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy = y_test == y_pred\n",
    "np.mean([np.mean(accuracy[y_test == i]) for i in range(49)])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}