21 files changed, 453 insertions, 358 deletions

diff --git a/notebooks/00-testing-stuff-out.ipynb b/notebooks/00-testing-stuff-out.ipynb
index becd918..0fa5a1b 100644
--- a/notebooks/00-testing-stuff-out.ipynb
+++ b/notebooks/00-testing-stuff-out.ipynb
@@ -25,6 +25,26 @@
   },
   {
    "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "' tes\".t '"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\"\"\" tes\".t \"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
    "outputs": [],
diff --git a/notebooks/01-look-at-emnist.ipynb b/notebooks/01-look-at-emnist.ipynb
index 1f393db..7d635fd 100644
--- a/notebooks/01-look-at-emnist.ipynb
+++ b/notebooks/01-look-at-emnist.ipynb
@@ -2,18 +2,9 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%load_ext autoreload\n",
     "%autoreload 2\n",
@@ -27,12 +18,12 @@
     "    import sys\n",
     "    sys.path.append('..')\n",
     "\n",
-    "from text_recognizer.datasets.emnist import EMNIST"
+    "from text_recognizer.data.emnist import EMNIST"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -44,7 +35,7 @@
       "Mapping: ['<b>', '<s>', '</s>', '<p>', '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', 'A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z', 'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z', ' ', '!', '\"', '#', '&', \"'\", '(', ')', '*', '+', ',', '-', '.', '/', ':', ';', '?']\n",
       "Dims: (1, 28, 28)\n",
       "Train/val/test sizes: 260276, 65070, 54028\n",
-      "Batch x stats: (torch.Size([128, 1, 28, 28]), torch.float32, tensor(0.), tensor(0.1715), tensor(0.3314), tensor(1.))\n",
+      "Batch x stats: (torch.Size([128, 1, 28, 28]), torch.float32, tensor(0.), tensor(0.1673), tensor(0.3277), tensor(1.))\n",
       "Batch y stats: (torch.Size([128]), torch.int64, tensor(4), tensor(65))\n",
       "\n"
      ]
@@ -59,7 +50,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -79,12 +70,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 648x648 with 9 Axes>"
       ]
@@ -104,6 +95,13 @@
     "    ax.imshow(image.reshape(28, 28), cmap='gray')\n",
     "    ax.set_title(data.mapping[label])"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/notebooks/02b-emnist-lines-dataset.ipynb b/notebooks/02b-emnist-lines-dataset.ipynb
deleted file mode 100644
index 7bc979d..0000000
--- a/notebooks/02b-emnist-lines-dataset.ipynb
+++ /dev/null
@@ -1,330 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "%matplotlib inline\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "from PIL import Image\n",
-    "import torch\n",
-    "from importlib.util import find_spec\n",
-    "if find_spec(\"text_recognizer\") is None:\n",
-    "    import sys\n",
-    "    sys.path.append('..')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from text_recognizer.datasets import EmnistDataset, EmnistLinesDataset, Transpose, construct_image_from_string, get_samples_by_character"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "transform = [{\"type\": \"ToTensor\", \"args\": None}, \n",
-    "             {\"type\": \"ApplyContrast\", \"args\": {\"low\": 0.0, \"high\": 0.15}},\n",
-    "             {\"type\": \"RandomAffine\", \"args\": {\"degrees\": [-0.25, 0.25], \"scale\": [0.9, 1.0]}}\n",
-    "            ]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "emnist_lines = EmnistLinesDataset(train=True,\n",
-    "                                  max_length = 60,\n",
-    "                                  min_overlap = 0.0,\n",
-    "                                  max_overlap = 0.3,\n",
-    "                                  num_samples = 50_000,\n",
-    "                                 transform=transform,\n",
-    "                                 )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2021-01-02 22:02:47.979 | DEBUG    | text_recognizer.datasets.emnist_lines_dataset:_load_data:152 - EmnistLinesDataset loading data from HDF5...\n"
-     ]
-    }
-   ],
-   "source": [
-    "emnist_lines.load_or_generate_data()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def convert_y_label_to_string(y, emnist_lines=emnist_lines):\n",
-    "    return ''.join([emnist_lines.mapper(i) for i in y])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/akternurra/.pyenv/versions/3.8.2/envs/text-recognizer/lib/python3.8/site-packages/torchvision/transforms/functional_tensor.py:876: UserWarning: Argument fill/fillcolor is not supported for Tensor input. Fill value is zero\n",
-      "  warnings.warn(\"Argument fill/fillcolor is not supported for Tensor input. Fill value is zero\")\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "412 We______________________________________________________\n",
-      "new structure that for supporting the basic_________________\n",
-      "expect______________________________________________________\n",
-      "you come out when you saw them gang up on___________________\n",
-      "fashion Passing_____________________________________________\n",
-      "life________________________________________________________\n",
-      "in__________________________________________________________\n",
-      "that________________________________________________________\n",
-      "a dilution of the intermediate sera to______________________\n",
-      "and Wilson remaining ashore determined to catch_____________\n",
-      "are of two types participation______________________________\n",
-      "nonetheless_________________________________________________\n",
-      "will begin as soon as the shelter is occupied_______________\n",
-      "their orbits but allows the wind to bend a blade____________\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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UVFRQU1NDSkoKP//5z3G73Rw6dIi9e/cSiUQYGRmhoaGBaDTK4ODglJ+HiIiIiIiIiNyfORPa3OwbEwgECIVCuN1usrOzsSwLYwwOh4Pm5mb27dtHbW3tXTtMbhWLxbDZbOTn5xOLxYhEIjQ0NEzauPhOIyMj42+IKigoYHBwkEuXLnHy5Enq6uomfHOUzWZj+fLlLFy4kD/+8Y9kZmZSVFRESkoKlmVRUVFBVVUVNTU1NDU10dHRMeG9LcsiFosRjUYn3BXU19fHkSNHxsOhW4XDYRobG2lpaSEnJ4fBwUG6urqorq7m5MmT43MrrBERERERERH57M2p0GbFihW89dZbABQXF5Obm0tCQgLhcJjLly/z3nvvcfjw4UkDj5ui0SgjIyNkZ2cTiUR4//33qa6unrI06lY33xrlcrmoqanh8OHDnDhxYrxPza1sNhupqans3r2bQCDA3//+d3w+H8FgEK/Xi2VZHDx4kMOHD9Pd3X3P8qre3l6uXr1KcnLyhOFKOBye9I1PNwOZwcFBMjMzGR4e5sqVKzQ0NNzW1FlEREREREREPntzIrQxxhAXF4fH4+EPf/gDw8PDfPWrX6W0tJTMzEwCgQCHDh3ib3/7G21tbfcMPWA02BgYGMDlcmFZFvv27aOysnLaO21gNDyxLIv29naOHj3Kn//8Z1pbWye81uFwkJGRweOPP05FRQWNjY10dXURDAbJzMwkFotRWVlJZ2fnlM1/u7u7aWhooLCwcNprnUhaWhrDw8M0Nzdz7dq1TzSXiIiIiIiIiMzcnAhtXC4X6enpBINBLl68yMjICImJifT29pKenk5/fz/Hjx+npaVlwtKkOw0NDdHT04NlWQwODnL27FmCweCM12VZFh999BEffPDBpIENMF6+ZYzho48+YnBwkPb2durq6mZ8z5GREUKh0D3Lv6Zj1apVALS3t0/asFlEREREREREPjtzIrQxxgBQWVk5vhOlurqa6urq+57PbrcTi8UIBoNcuXKFoaGhT229d7Isi0gkwgcffEBFRQXDw8OfaK6bP59EYmIidrsdYww2m+0TzSUiIiIiIiIiMzdnvo0Hg0H+9Kc/TVk+NJVvfOMb/OQnP6G0tBSbzUZOTg6/+93v2Lp1K6WlpezZs4fnn3+eH/3oR+Nh0adl4cKFbNu2jeTk5Pueo6enh9raWjo7O/nxj3/8iQKX5ORkSktLKSsrIysr677nEREREREREZGZmxM7bWC0RGrr1q1UVVV9ol0meXl55OXlEQqFGBoaIj4+ni9+8Yu0trYSi8Xw+XxkZmbicDh4/fXXp9VnZio3d/Z4vV4WL15MVVXVfc/V1NTE4cOHsdlsPP/886SmpvLGG29QX18/o7c+3bhxg/j4eDZt2kRubi6bN2/mxIkTuN1uDh48SFtbG+Fw+L7XKSIiIiIiIiL3NqdCm/LycqqqqmhqaiI9PZ2+vr4Z9YVJTk4mIyMDh8NBY2Mjxhi8Xi8ej4cNGzZgjGHhwoUkJiZy/fp1XC7XlLttwuHwlI2PI5EIvb29hEIhSkpKOHHiBD6fj1AoRE1NzbTXDxAKhWhra6Ouro6cnBy2b9/O1atXcTqddHZ2MjAwgN/vn3KeS5cuEQ6H8Xq9xMfH4/F4WLZsGU6nk0gkwl//+lf1uhERERERERH5DM2J0CYajTI0NERGRgbf/OY3OX36NADnzp2bUWiTkJCAw+GgtbWV48ePY4yhuLiYdevWkZubizGGefPmEQ6HOXXqFDdu3JhyV09fX9+Ur8uORqP4/X7Onj07Xo7U399PQ0PDjEMbGG2k3NLSwvDwMHl5eWzbto2srCw6OjpobGzk7bffnnKOmpoampubSU9PJyEhAa/XO14iVVVVNa05REREREREROT+zYnQJhwO09rayokTJygrK6OgoID9+/fP6BXdMBqetLW1EQgEeOWVVzDGsHr1alJTU0lISBhvGHzt2jV+85vf3HOniWVZhMNhGhoapvXK7Egkwv79+1m/fj1f+tKXOHr0KJ2dnTNa/03hcJiOjg5qa2vJz89n3bp1PPTQQ/T39/Phhx9OK3BpaWnh6NGjGGNYunQpGRkZ4/1xOjs7VRolIiIiIiIi8hmbE6ENwODgIL/85S9paGjg8uXLHD9+nLa2thnN0dXVxYkTJ3A6nTQ3N4+XPh04cAC3241lWYyMjNDd3c2FCxfuOVckEqG2tpbz58/T0dEx5b1jsRiVlZW8+OKLuFwuzpw5w5UrV2a0/lsNDAzwi1/8glWrVt1WwtXc3DztOV588UXefvttdu3axa5du0hISCAWi/GPf/yD3t7e+16biIiIiIiIiEzNzKRprzGmG5j+t34REREREREREZmKz7Ks9DsPzii0ERERERERERGRz4ftQS9ARERERERERETuptBGRERERERERGQWUmgjIiIiIiIiIjILKbQREREREREREZmFFNqIiIiIiIiIiMxCCm1ERERERERERGYhhTYiIiIiIiIiIrOQQhsRERERERERkVlIoY2IiIiIiIiIyCz0fwBurA8hZLsRHQAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
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-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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0JCUl8dRTT3HgwAG/Js9hYWHMnDmT8ePH093dfSXDvGEYDAZsNhsBAQF4PB5aWlr8io7R6/XMnDmT0NBQuru78Xq9BAUF4XA4+OY3v8kvfvGL6xZ1k5OTw0MPPcTChQtJSkrCaDSSnp5ORkYGDQ0NnDlzZsTrSQiB2WwmNDQUnU7HnDlzCAwMpKioiHPnztHW1jYqgUEVJqKjo4mNjSU8PByLxcJHH31EXV3dDRMpbjR2u5309HTuvvtuxo0bR1dXF+vXr+fo0aM0NjZe174EBQUxZcoUVq1axb//+7+P+pjodDpsNhvz58/n5MmTNDY23tDIsmtFREQEOp2Orq4uOjuH8pAdSHh4ODqdjo6ODpxO6fUskUgkEolEcj255UWb9PR07rnnHjIzMzl8+DDl5eVXdbU7MTGRyZMnY7fbaW9vp76+3q92LBYLKSkpGI1GKisr/Z4MREdHExISQnt7+3V9edbprtz+SK/Xk5mZycSJE0lOTkav1zN9+nSys7NxOBzYbDaOHDlCVVXVoL8XQhASEsJ9991HcHAwAEVFRZSWlhIWFsaECROYN28eBoNhzPtXr9eTkpLClClTCAwMxGg0XvF4bwTBwcGMGzeOqKgoenp6yM3Npba2dszt6HQ6goKC6Ovro7y8nM7OTqKiokhOTuaOO+7g17/+9XWb0GZnZ7NkyRJNrOzr6yMmJobQ0FCWLl1KaWnpiKKN0WgkPDycqVOnotfruf3227Hb7djtdjo7O/F6vbS0tIzYF5vNRkZGBhkZGaSkpBAbG4vVaqWkpISWlpb/s6JNeno6Dz30EMuXLycmJobe3l5sNhtCCA4dOkRzc/N164vD4WDZsmWsWrWK5557js7OzlE9E3Q6HSEhIaxZswadTsfevXtpa2u7Dj2+foSHh/PJT36SgIAASkpKOHHiBBcuXBjxdxMmTMBsNlNYWHjNozv9RafTjSnq7tLfGo1GdDrdDRGl7HY73d3deDye/9PRehKJRCKRSAbnlhdtkpOTmTNnDkFBQSQkJGh+JINhMPQPd7QvRkIIkpKSCA0Npa+vj8bGRpqamvzqp8lkIiKiPz2tt7fX7xczk8mEwWDA4/Fct0gbvV5PQEDAFbWhRsKsXLmS5cuXM378eNxuNw6Hg+7ubpYtW4ZOp6O7u3tI0Uav1xMeHs7KlSu1vzU3N+PxeLBYLOj1ehwOBwEBAbjd7lHvY51OR2RkJLfddhvp6elUVVXR1dV1ReO9EVitVnJycpgzZw5JSUl0d3djs9nYuHGj32JCV1cXJ06coKqqigkTJpCSkkJiYiKBgYE4nU6/J0ljITY2lujoaEwmE3V1dTQ3NzNu3DhsNhuLFi3irbfeGva6NJlMREdHM23aNFauXIler2fWrFkEBgZiMplwuVwEBARw6NChYc8Zq9WqCUiTJk0iLi6OsLAwLBYLeXl5FBUV4XK5bqmJl06nw2QyaR5B/h7PSZMm8cADDxAbG0tfXx8Oh4NVq1bR1NREU1MThw8fvso9H5rg4GBuu+02UlNTsVgsdHV1jVq0sdlszJs3j7KyMk6cOPEPJ9osXLiQJ598kuDgYM6cOUNISAhr166lu7t72HvEokWLCA4Opre396YUbQwGAw6Hg7a2Nr/E5KCgIMxmMy6X67qLNjqdjtmzZ3Pu3Dnq6+tvyQjakVC90W60L5pEIpFIJLcqt7xoo3pLdHR0UF1dfdnLuWpe2tfXR1hYGDqdjra2tlGlv6iRITabjfr6eiorK/0247XZbEyZMgWv10tfX5/fk7rg4GDMZjNer/e6GbHa7XYSExOvqA2Hw8Hjjz/OAw88QEJCAl1dXdTW1lJRUcHBgwdZvXo1S5cupbKyko8++mjQNiwWCxEREcTFxQH94tvMmTMxGAxYrVbg7xOv0a6uQ/8L/8KFC/nqV7+KTqcbNtrnZkUIQXp6Ol/72teYO3cuISEh9Pb2ctttt7Fnzx6ampr8Oudqamr4+OOPOXbsGLNnz2b16tXEx8cTGhpKS0vLdRFtVHPonp4e8vPzycvLw2azYbPZSEpKwmazodfrh7weoqOjWbJkCY899hgLFixACIFOp0MIQXBwMGlpaezfv59Tp04NO2GbMGECX/rSl1i8eDExMTFa9JkQgieeeILDhw/T29vr98TxeqP6gSUnJ9PS0kJnZ+eIk/ehUFPG+vr6KC4uJiwsjIiICObNm0deXt51FW1sNhuTJk3SfJjGct6r37VYLFcluvBmQgjBv//7v5OVlYXZbCYuLo7Y2Fhqamo4deoUdXV1g+4rg8HAPffcQ0pKCqWlpezfv/+qXfdCCIArFjkjIiKYOXMmBw8e9CsaNjMzk56eHk6ePHlF/fCHgIAA/t//+3+8/PLLfPTRR36nYF9rhlsQGw7Vt87hcOB2uykvL78p7o/q9e3vuWw0GhFC4Ha7ryjCS6/Xj2mR6WpdM8P16Xo8168lsqCERCL5R+SWFm2MRiPBwcEYjUbOnTvH6dOnB9ygLRYLsbGxZGdns3nzZu69917Cw8PZtWsXJ0+eHFa4UV80PvWpT2E2m9m/fz+HDx/2y9hSr9djs9mIiYmhtbWVgoICv1bTTCYTS5cuJSkpibNnz1430cZqtRIVFeX374UQfOUrX+Gf/umfCAkJYf/+/axfv56zZ8+Sn59PQ0MDQghWr16tGQsPNjYhhBYtpRIaGqq9xLjdbqqqqqipqRnTg9pgMJCVlUVQUBBVVVUcP36cwsJCv8d7IwgLC+POO+8kOzub4OBghBBYLBZSU1Ox2Ww0Nzf79fJy7Ngxzp8/T1NT05iEsGtBY2MjH3/8MWvXrsVoNPLlL3+ZlJQUYmJiKCsrG9Sfw2QyMXnyZJYuXcrkyZO188fr9Wqm1snJyfT09BAVFTWsJ9Zdd93FnDlziIiI0Myvof+8jI6OZsqUKbS2tlJSUnLdfVzGitlsJiwsjMjISFatWsW5c+coLy+ntLR0zMK0OvHwer00NTWxdu1abZ9HRUVpUVIul+sajWYgqu8QMKbJkNfrpauri8rKyqvSDzXlpre3F4vFghBCi8S6Eej1ejIyMmhsbMRgMBAUFMT48eN57LHHWLt2LevWrRuyb3q9HpPJpFWSu1qEhIQghKCzs9PvCBOdTscdd9zBsmXLtPvUWD3J5s6dS3d3N0VFRaP2+bka6PV6oqKimDBhAuPGjcNut1NbW3vTTZoDAgIICAigra1tzOdvRkYGTz75JLNmzaKxsZGXX36ZzZs3X6OeDo9qRB8QEEBYWBgGg2FMFSeFEFobsbGxGAwGWlpa6OjoGJMQdXE/QkJC6O7upqura8QoL5vNhtlsxu12X/UoQPWdIS4ujoqKilvaWD82Nhaj0Uh7e/t1Tc2VSCSSa8ktLdqYzWZMJhPt7e0cOHCAjo6OAZ+r/hP33Xcf+/btw+FwMH36dKqqqigtLR32xU6n02G324mKisLpdFJcXExtba1fE4/AwECio6MJCgpi8+bNHDhwwK8Q7OjoaCIiIqivr6egoGDMv/eXhoYGjh8/7tdvTSYT8+fP5+mnn6a7uxuz2UxRURFbt26lp6cHt9tNREQEs2fPJigoCKfTOeqXwksnEEIIAgMDMZvNozZ6NhgMxMTE8NBDD6HX69m2bRvHjh0bctIdGxvL3Llzufvuu5k+fTqpqal88YtfJCIigv3793P06NFRbfdqob70f/azn+Xpp5+mt7eXrVu30trayoQJE5g8ebI2YfSH7u5uenp66Ovro6+vD6fTSWlp6Q0x3c3Pz+f8+fP09vaOOn1tyZIlfOELX2DJkiVYrVZ6e3tpb2/no48+YtGiRcTExOBwODRvrF/96leXvaja7Xb++7//m9WrVxMcHIzX6+X8+fOcOXOG7u5uHnjgASwWCw8//DAxMTFs3LiRHTt2XItdcNWIjIzknnvu4bnnnsNiseD1enG73bzwwgv89re/9SuisLe3l6KiIn76058yefJkLYVMTTH1x1vJX/xZLVbNqtWIzCshPDxcS6W77777iI+PR6fT0djYyB//+Ed++tOfXjcR62IMBgN79uzRhOrk5GTGjx9PVlYWGzZsGPTe63a7qaysJDIy8qpc82azmaioKAwGA08++SQJCQkcOHCA3//+934JN3q9ni9+8YtXVClMNTW/GsckOjqa5ubmUbVlNpu5++67sdlsBAUFXbYocaNRJ/KqT1V7e/uY23jhhReYMWMGwcHB9PT0kJiYiNPpZNeuXdegx0NjMpmIjIzEYrEQHR3NhAkT2LZtG2azeVTnneqbN336dOx2OytWrMBqtXL69GnWrl3Lxo0bR2zDYDCQlpbGrFmziIqK0jwTKysrKSsr48c//vGwouGaNWuYMmUKFy5c4MUXXxzT+EciJCSEb3zjG9x999185Stf4cSJE36niZtMJoxG4w1JM9fr9SxdupTo6GhOnDjB1q1br3sfJBKJ5Fpwc70hjJH09HQiIiIoKytj3bp1tLa2ap+FhIQwb948HnjgARYuXIjdbqevr4+MjAxmz55NSUkJNTU1Q7at0+kIDg7GZDJRXV1NRUWF3ysboaGhJCcnoygK586d03xYxoK6ShoYGEhDQ8N1S98xm81apZGxYjAYiI6O5sEHH8RisfDss8/y0EMPMX/+fGJjY3G73TQ1NdHV1UVaWhrt7e2jmixeLEB0dHTQ1dWFXq8nLCwMh8NBcnIy58+fH9U+1uv1BAUFER0dTXd3txYlMdQL95NPPsmjjz6qeZkEBATwk5/8BIPBQENDg7bi9sorr/Dmm2+Ofmf5SXh4OE899RSrVq1Cp9Pxy1/+kgMHDhAeHs6DDz7IlClTiI6Opri42K8VflXAcDqdFBYW8oc//IG8vLwbEnXjdDrp6emhpaWFdevWDaj+NJhIZzKZmD17NmlpaVitVjwejyZ4bt68mbS0NK36k3oeXIoqBM6aNQu73Y5Op6O1tZXTp0/z4Ycf4na7WblyJSaTiaCgIOx2OxaLZdD+BwcHM378eKZPn47L5eIPf/jDVd9Ho8FqtTJnzhy+8IUv0N7ezocffsiaNWuw2+1aVTd/6Ojo4Pjx4zidTpqbm7UJvhqqfj0YN24cCxYs0FKjxoIayXel/l3Z2dmsXLmSu+66i4SEBI4ePUpdXR1RUVE4HA7S0tKYOHGi30L4lbJ+/XpaWlpYs2YN6enppKSksHjxYp5//vlBowX0ej3BwcFXJP5C//612+08/PDD3H777SQlJREbG6uZ9BcXFw+ZGjsSdrud3Nxcv1IT1YqGnZ2dft0jdTodFouF8PBwrFYrTz31FDt37mT//v0j+v94PB5KSkpwuVwEBQURGxtLe3s73d3dN0W0ntFoJCoqismTJ/tVlVGv1zNhwgRsNpsWpZOcnMz999/P7t27r+szJDw8nIULFxIREUFsbCzjx4+nvr4er9dLZWXliCJvQkICy5Yt094nx40bh9FoZPPmzZSWlg6boqsSFBTEwoULWbZsGbGxsYSGhhIVFUVCQgIZGRm89NJLQ3pwGY1Gpk2bxm233XZVF4fU8z89PZ1HH31Ue3eora0dUxSSisFgICcnh6ysLNauXeuX0HelBAUFMXXqVLq6uqRoI5FI/mG4pUWbBQsWkJKSQl1dHRUVFQMemOnp6dx2223MmzePoKAgdDodBQUFNDQ0YLPZCA0NHbbtwMBAlixZghCCs2fPUlJSclkkz2hJSUlh1qxZ9Pb2UlhYOGYjYiEE48ePZ/ny5ZqB5NUK4R+J6OhoYmJi/HqZNZlMxMTEMHXqVE6ePMmuXbtITU1l5cqVzJo1C0VRtJDgiooKdu/ezcGDB0dsV1EUhBB4PB62bdtGbm4uMTExfPrTn8ZsNpOTk8OFCxdGFSKvlsi2WCw0NDRQWVk5rEAVHBxMVVUVf/zjHzEajTz77LMkJibicrk4dOgQHR0dLFy4kNOnT49pX/lLYGAgCxYsICkpifPnz3P8+HHKy8sJDg7WfH5MJtMVT5rdbjf19fVs2bKFioqKG1IlSc1P7+npoaioiC1btlBWVjZkmficnBzmz59PXFwcHo+H2tpa3nnnHY4fP86BAwd44IEH6OvrIyAgQPO5uRS73c60adNITExEr9fT1dXFnj172LhxI7t37yYwMJCOjg5CQkK0NKGLvW5iY2P58pe/TEVFBampqWRnZxMTE4PT6eT999/nscceo6SkRDtu1xqDwcCsWbNYvnw5DoeDX//615w8eZK7776bgIAAAgMDsdvtwwraQ6GatSuKgsvloq+vj5aWFhobG6/bimt6ejqLFi1CURRaW1vHfN9S0x+2bNkyqmpilxIaGsqqVau49957yc7Opq+vj9dee01LMZ07dy69vb2kpKTcENHG6/Vq10xjY6MWSWG324e8R6hpHEaj0e/0KJ1OR3R0NCtWrOCxxx4jNTWVrq4uLly4gNFoxOFw8OCDD/ol2phMJiwWC52dnX6ln+Xk5BAdHe2XSOJwOEhMTCQ7O5t58+ZhNBpZvnw58fHx9PT0UF1dPWx/+vr6yM3Npaenh6lTp2KxWKirq+P8+fP87ne/uyJz8KuB3W5n0aJFLF68mB07dvgdvdbU1MT69evp7u7mq1/9KosXLyY8PFy7X1xr4uLieOCBB1i+fLkmrtntdlwuF+PGjeP3v/897e3tQ3o62Ww2pk6dyp133klaWpom7up0OiZNmsSZM2eoqqoa9p6hvpvce++9TJo0iaCgIIxGIyaTCavVSmNjI8HBwTQ3Nw8qPNrtdhISEggPDx8yEtAfv5uYmBiysrJYsGABYWFhdHV1MXPmTC3FdCxcnHY5ffp0PvzwQ79EGzXSvbu72y8PyL6+PoKDg7Hb7WPetkQikdys3NKizfjx47FYLJSVlQ1YaQ8ODmby5MlMnTqViIgIysvLtWgMj8dDSEgIISEhQ7YrhNCqiHi9XkpKSqivrx91ys2lxMXFkZ2dTXd396gjQC7tT2ZmJnPmzMFsNlNXV3dFoeBjIT4+nsTExMtEIrXqjNFoxOv10t3dfdmD1Wq1kpqaSkJCAr/5zW80YSY0NJR58+YREhJCS0sLbW1tfPjhh+zYsWPYtC+v14vT6aSpqQmTycSFCxfYuHEjhw4dYvr06axZs4aAgACSk5MxGAyjMk4MDAxk4sSJ6HQ6SktLqaioGFbsOXToEGfPnmX//v2sXr0a6E8L2bVrF1u3bsXhcDBjxgzOnj074Hfp6elERkZSXFzs14R4KEwmk7bid/jwYSoqKggLC2Py5MmkpKQAjLp6znAoikJnZyenT58e8uX2euHxeGhra+PEiRN0dHTQ09MzqAH5ihUryMzMJCAggOrqavbs2cPatWspKSnRIrxU8UlRlEGFqODgYGbOnElQUBCKolBdXc3+/fs5ePAg5eXlhIaGaqH1Ho9ngCmlwWDgM5/5DJ///Oe5cOECsbGxxMfHA/3nzIMPPsgTTzzBpk2bqKiouC6ijdVqZerUqWRnZ1NVVcV77703wHzYbDYPGSk0EoqiaPe2jo4O8vPzMRgM5OXljdljxF8iIyNJS0vD7XZTUVHh14RXCMGpU6cGCE2jnQzNnTuXJUuWkJmZSXd3N9u3b+fo0aN4vV5t9flaeMOMFtW3R50M9fb20traOmKkgcFguKKUsaioKObPn8+nP/1ppk2bRnNzM9u2bePMmTOYzWYmT57M3Llzx2x2q9PpCAoKIjAwkL6+Pr8qty1evJiwsDBcLteYzpfIyEimT5/O7NmzmT59OtOmTaOkpISuri6ys7OZOHEiBw8eHPZZ7fV6NQPotLQ04uPj6e7u5tixY6xduxan03lDIhVUbDYbM2bMICUl5Yo8TsrKyti3bx9er1erJBkYGOhX1PFYMRqN5OTkaCnN6kTe6/WyYMECQkJCeO+99wY8Dy4mMDCQ+Ph4srKyyMrKwmaz0dvbi9PpRAjBuHHjyMzMZNeuXUOKNnq9Hrvdzpw5c5g2bdqASqK9vb1aJKjVasVgMAwq2litVoKCgmhra6O4uPiyz1WPNqvVOqZU1LS0NJYtW8aMGTMoLS2lqamJ5ORkvyIOrVYrMTExJCYmEhMTM+rFItX/SxWxVC/KyspKzp49S1tb26jPPUVRqK2tRQiB1Wr120BbIpFIbjZuadHGYrFQVVXFiRMnMBgMWsnOGTNmMGfOHFJSUnA6nRw+fJiuri5mz55NSkoKzc3NwyrwaqrEuHHjcLlc1NXV0dPT49cEwGAwEBoaSnh4OHV1dZSVlY35AaLT6cjIyNBenKqrq6+baBMTE0NcXBzV1dWYzWZtJV5RFE38crlcFBYWXpbaZLPZmDhxIsHBwWzatAmn08nevXtxuVy0tLSQnZ3N/v37qampYfPmzdTU1Awb2u5yuaivr2ffvn3YbDZ27tzJjh07qKioICkpSXvhGksYf3h4OHfccQeKonDq1CkqKyuH9Rt6++23sVqtzJ49m2effVYzPn7++ecJCgoiJydnQPUPo9FIREQEDz74IFOnTuXVV1/lgw8+GFXfRoPBYCA8PJyWlhbef/996urqWL16NXfddRcZGRkoikJTUxNer1d7IQL8inxwuVw3TVWtvr6+YfsSEBDAvffeS1hYGK2trRw+fJjXX3+dw4cPI4QYcC0rioLX6x3US8ButzNlyhSgP9ro7NmznDlzhvr6+gGVKRRFobu7WxORoF9Q++53v0tjYyNhYWED0q/0ej2f/exnGT9+POvWrfNbEB4rCQkJZGZmYjab2bt3L9XV1QMMmtXS31eKakjc09NDXl7edYvMMhqNWCwWenp6yM3NvaIoBVWYtlgsmM1mgCFXwaH/mD788MOkpqbS2dnJ2bNnef3110lOTqaxsZHFixczc+ZMioqKbuh15PF4cLlctLW1UVVVRXFxMTt37hx2X11JpJ7ZbGbatGk8+OCD3HbbbRgMBs6cOcPvfvc7SkpKsNlsNDY2smTJEnQ63ZjOPzUF1+Fw+G3yvHDhQgwGw5jM2mNjY1m0aBGf+MQnmDt3LuHh4TQ3N7Nnzx46OjpYtWoVcXFxjBs3bthntRqJokZbWCwWbDabFp3b3NxMbm4unZ2dNyTixmq1kpCQcMXRlerCWnh4OF6vl97eXrxe7zWfTBsMBiIiIrjjjjvIysoiMDAQQCvtHhYWRmZmJklJSTQ2Ng76DAgPD2f8+PEkJiZisVi0qNOmpiZtcWikanOq99yMGTO0d0/VJLenp4eUlBRsNtuwqalGoxGdTkdxcTEHDhy47HOr1cr48eOJj49nw4YNo9q3JpOJiRMnsmjRIhwOB++++652v/PH3yk2NpbJkyeTlpaGyWQalVeQEIKwsDAtfdThcLBw4UIWLVpEQUEBv/nNbzh9+vSohX+v10thYSFut1vbpzdDtTKJRCK5Um5p0cbr9XL69GkOHDhAamoqEydOpKysjO9///ukpaURFBREY2Mjp0+fJj4+nrvuuou4uDhOnTpFSUnJoG3qdDqsVivR0dEkJydTW1vLkSNHaG1t9esFw2q14nA4EEJw7Ngxv9KahBDMnDmTsLAwDh06xLlz52hqahpzO/6gVn+xWCxMmjSJpUuX8sgjj3D8+HGio6NJSUmhra2Nt99+m//+7/8e8GKnmnoajUa6u7vxer20tbVppZXPnz/PgQMHaGlpobq6esSXwr6+Ps6fP89TTz2F0Wikuroap9OpTZ5dLteYJhcGgwGHw8H48eNxuVw0NDSMmLqm0+lYsGAB3/3udwH4+te/rglRP/rRj0hPT+c73/mOVm0lKSmJZ599lttvv52WlhZSU1NH3b+RUEs2u91u9uzZw969e+nq6iIhIUGLvunr69Ne9hMTE5kwYQJer5dt27b9w77ICCGIiIggPT0di8XCzp07effdd9m5c6c2ZovFoqV7XFw16OJjr54f6enpALS0tLBr1y4KCwsHpEqq55xawl5dbVVX/B588EE6Ozv5/ve/z8MPP6ylDT366KPs3LmTTZs2cebMmQFjMBqN1yQ14v7772fhwoXU1NSwbt06+vr6+NKXvqSliF1cbUP1ovG3D3/961+vZtdHhdlsxmw209jYyKZNm8bc94sjYBwOBxMmTCArK4uEhAS8Xi9vvPEGpaWlg4oDagRhcXExeXl5mEwmXnrpJSoqKsjLy+OTn/wkDoeDM2fODPn8uZZcHEHV3t7OoUOH0Ol0nDt3bkzCmnpeCCEuu8cMRmZmJvfeey9Lly6lqqqKxMRESktLcbvdOBwOsrKymDNnjl+eMhaLhVmzZmEymSgpKfHLayswMJCampoxRUD+/Oc/Z/HixZrnW3d3N6+++iovv/wyTqdTq2wZFxc3bDs6nY7IyEjMZrNWRUtRFFJTU3nxxRdpbW3lZz/7md9pJleCmrYWHx/PunXrrkhgUf3IVDPj4uJiGhoarqkQpdfrCQ0N5Z577uGJJ57QorHa29spLy/n/Pnz3H///SQkJLB48eIhKxCmpaUxe/ZsUlNTURSFhoYGDh48SH5+PhaLhczMzBELKJjNZrKyspgyZQoWi4WOjg4KCgo4e/Ysra2t3HvvvZof3lD7WRUg6uvrB420SUhI4N5772Xy5Mls3rx5VIJJamoqM2fOJC0tjePHj/O9732Pn/3sZ6xYscIvD8fly5dzxx13EBcXR25u7qgsBQIDA/nkJz/J8uXLGT9+PIGBgURGRmIwGJg6dSrV1dV0dnZe9owcDvW9UE35vdjvUiKRSG5VbmnRRo32mDx5MtOmTWPGjBnccccdGI1GbeU6ISGB5557jkcffZSJEydiMBg4fvw4p06dGrRNvV5PQEAAdrsdvV6Py+Xy26AQICIigpCQEDo7O/02j9PpdEyZMgWTycSZM2cGRHJcDwwGA8nJyTz66KOMHz+egIAA4uPjaW9vp7e3l7CwMJ599lkCAgJ44YUXtBefkJAQ5s6dO6CSi9vtprq6mpqaGvbu3Tvm1bu+vr5B00i8Xu+Yj5Ea9pycnExDQwO7d++mo6Nj2JfTNWvW8OSTT5KVlcWLL77Ie++9B8Cvf/1rFi5cyMmTJ+np6eFf/uVf+NSnPkV2djYWi4X9+/fz1ltvsW7dujH1cThWr17N888/j8vl0laiVL+fS8Urs9nMggULWLBgAfX19ezdu3dUok1gYKBm1Hujy9BeHPEwEuoKqMvlorS0lKKiogHjtdlsBAYGotfrNRFl//79A9qw2+2kpqYyYcIEurq6+P3vf89bb72lmVeqId3q6ujp06c5ceKEJsx2d3czZ84cTfBtb2/n5MmT/O///i8ff/wx8+bNGzRNRq/Xs3v3bl566SU+/vhj6uvr/d1ll7U7adIkIiIiOHr0KAcOHMBkMjFnzhyMRiPwd98go9FIRkYGM2fO1Mwkb+YQc7WErtVqJSAggKqqKmpra7W0nuDgYM3nZqgVZLPZTGZmJkFBQQQEBPD5z3+elStXMn78eM0fKikpiaeffnrQCXRcXBxCCN566y22b9/OzJkzefLJJ0lLS2P+/PnU19ezc+dO9uzZ41d1rishIiKCyspK7b7gdrs5f/48LS0tNDc3D3t81fuJGoXlcDgYN24cCQkJZGdnk5uby+7duwddSFA9fmbOnEl+fj4//OEP+dvf/saaNWuYNGkSLS0tREdHExcXx+HDh8c8ruDgYL74xS8C/amr/kw0g4KC2LFjx5DvBJcSHh7OihUrOHToEEVFRcTExLBs2TIeeugh7HY7ycnJzJkzR/P/Gg6DwcCUKVMQQlBVVcVbb72F3W5n5cqVJCUlkZyczA9/+EOOHj163UWbhIQE5s2bR0JCwpCVxcZCR0cH5eXl/PznPycvL8+vCpqjRfVWSU1N5Z577tGu38bGRkpKSlAUhaVLl2rfV58Fg3HvvfeyePFiYmNjqaio4PXXX+e3v/0tbW1tGAwGJk6ciMvlGtYTKTg4mIceeojk5GT6+vpYv349f/3rXzl06BCKorBnzx4ASkpKBhVb9Ho9s2fPJiwsDGDQZ3FnZyc6nY7k5GSioqK4cOHCiPtp/vz52Gw2Dh06xJYtW7BYLCxdupQf/ehHft3v09LStDGO5OcE/RGx3/rWt/jMZz6j+UDV1dWRn5/Pvn37mDt3LqtXr+bChQtjEm3g75XPgoKCpGgjkUj+IbilRZuKigoWLVrEXXfdpVWhaG5upqioiIqKCkJCQsjKyiIkJITW1la2bNnCgQMH2Lhx45DChxodEhsbi06n08wN/ZmwBgcHc+eddzJr1iza2trYt2/fmNvQ6XSEhoZq+cGnTp0a8UXwajNu3DimTJlCcHAwHR0d7Nq1ixdffJH8/Hx6enqw2Wzcc889fOELX+DXv/61Jtq0trZy5MgRMjMztco7KkN5iFwJ6oRztMdKTfcyGAyaODfSbxctWoTVauWZZ57RBBvorxiTkZFBamoqd911Fzqdjt7eXl599VU2bdpEXl4e9fX1fpW0HQo1iquiokKLmrgURVHo7e1l+fLlPPnkk0RFRbF58+ZRhz5PmzaNcePGUVRUpEVgXG9Unwo1RXAkVE8qRVE4fvw4O3fuJC8vb8B3Fi5cSEJCAgaDQUsTufTFzmQyERAQQHt7O9/73vf461//SktLi3aO6HQ6bDYbVqtV87tpbGwccIxbW1tZvHgxP/rRj8jNzeVb3/oWBw4cICAggJdeeomnnnqKc+fOaX3OyMjg+eefZ9q0aUyaNIlDhw5dNdFGNVtWFIW+vj5cLtegXiU6nQ6Hw8E999zD7Nmz+fjjj4f0e7gYtQrJ9WbOnDlMnz6d9PR05s6di9lsJjo6mm9/+9vs378fs9msCW/btm0bMgLIaDSSkJCA1WolPDycnJwc4uLicLlcdHR0EBQURFZWFhaL5bIJtMFgYMGCBXR0dHDhwgXKysowGAy89tprzJw5k23btrFz505KS0upqam5IUbelwq5zc3NtLa2jpimYrfbsdlsdHR0kJ6ezj/90z/xyU9+EpvNRkhICFVVVTzzzDPs27fvsjS/6OhoMjMz6erqYvv27Rw+fJjNmzezYsUKJk+eTF9fn5bK9txzz415THq9nvj4eLxeLx0dHaPer6rIFxoaSkhICF1dXXR1dWkibHh4+KCRlzqdjri4OBRF4fXXXyc3N5fs7GysVitLlizhc5/7HACHDx/mgw8+4OTJk8P2w2AwkJ6ejhCCTZs28e6779LS0sLhw4f513/9V1JTU4mPj9dSfq+XcKq+d6il6tV00CtBLR2/ZcuWq3ZPG4o1a9awcOFCwsPDWbp0KUIImpubee2119izZw9JSUl85zvfGbEghdlsJjk5mfDwcIQQNDQ0cObMGc1AOSwsjMrKSjo7O4dcBFGfE6mpqdo7ZWFhIeXl5bS1taHT6bQFvaH85xwOBzk5OTgcjiH72tDQQHNzMzqdbtQVABcvXoxer2fnzp2cOnWK1atXM378eL88tywWC0lJSYSHh1NUVERZWdmw3zcYDHz1q1/ly1/+svYes3fvXjZu3EhhYSG1tbWkpqZSW1t73UVuiUQiuRm5pUWb/fv34/V6mTt3LklJSbS2tlJXV8fvfvc7zp8/j81mY/z48aSmprJjxw66u7upqKjQVsoHY/LkycyfP5/Jkyfj8XhYt24dtbW1fr1kBwUFkZGRQUREhPYiP1bUcqtms1mbEFzPVYOLI4/a2trYsGEDf/nLXzhx4gRtbW14vV5aW1vZvn073//+9we8XKqRBStWrODnP/85r732Grt27aKqqkqb2F7t6A1FUSgrKxuVaaLNZiMyMhIhBF1dXaP6jdPpJC8vj82bNw/whVHPvZ6eHi5cuMBbb71FTU0N+fn5NDQ0jGrSO1a8Xi9ut1uLMFD9HSIjI7VUCIPBwLe+9S1SUlKIiIjg9OnTWjqXSnh4uFYZSRXcPB4PnZ2dREREkJWVRV5e3nURbXQ6nSakqWlG6jlvt9uJjIwkMDBwWE8eIQQxMTEAVFdX09DQMGAyaTAYmDZtGg6HA6fTSW1tLWVlZZcdH3VS6nK5yM3NpaWlRVs5jI2NZcqUKZqhdk1NjRYFp25Lp9Mxa9YsfvCDH1BXV8eWLVs4duwYYWFh/Nu//Ru9vb0UFxcze/ZsJk2aRHZ2NuPHjyczM5P169ezffv2q7rPAwMDsdlsmkB56bmuGgk7HA4mTpzII488ok0iRnOdqqbe15v09HRWrFhBUlISMTExmunnlClTCAkJwWg0EhkZSXt7O42NjUOKNmq64de+9jXmzp1LRkYGlZWV7Nmzh7y8PCZOnMgDDzyA3W4fUNIc/l4aWb0mPR4PDQ0NfPDBB7S0tPDBBx9w/vx5Wltbr6pw6w9qFNpoohMvjl7yeDykpKSQkpJCYmIibreb3t5eYmNjcTgcmEymy0SbSZMmkZycTGlpKVu3bqW9vZ2XX36ZCRMmUFJSQkNDA+Xl5Zw8eXLMK+nqWIKDg6mrqxtVVcbIyEjGjx9PWlqaVpUxLCyMxYsXYzQaKSsr0yoF7dy5k/Xr1w+I3lHLLre1tVFaWkpxcTFtbW243W46Ozs1k+ePPvqIo0ePjuhVJYTAZDLh8XgoKirSJqgnTpxg7969BAUFDTtRv1aokSpWq5WKiopB04b8oaOjg8LCwmuammswGEhKSmLevHnas7C9vZ0//OEPvPfee5SXl2OxWLR7mlqRcLB7nCpc2e12KisrOXLkCKdPn9bOM9UHaaTUqPDwcOLj43G73Rw7doxjx45pBtQej0eL0hnqPhsQEEBMTMyw5sDqfWe0mM1mYmNjNd/FqVOncv/994+5uin03ztXrVpFZmYmJpOJgoICdu7cOeT3LRYLOTk5PP744wPul4WFhRQWFtLS0oLJZNLMiP2tPmg0GkcdnSuRSCQ3O7e0aHP27Fm6urro6ekhMTGRoqIi9u3bx759+6ivr8dgMFBSUkJkZKRmTKbmug5FQkIC06dPH1D9o62tza/Q4MTEROLj4zEYDDQ1NflVMtxoNJKSkoJOp6OpqWnY8P6rjRpearVacTqdbNq0iXfeeYejR4/S0dExIOWprq5OmxTq9XrcbjdtbW3ayuojjzxCX18fMTEx5Ofna5NRr9dLXl4eHo9HM6Sz2+2cOHHCr32uKAolJSUjCiRms5mkpCQmTJhAX18f+/fv10So4diyZQs6ne6yUOjXX3+drVu3at44Bw4coL29/ZpWzenp6aGjo4PQ0FA+8YlPEBwcTE5ODtOmTdO8bvr6+li5ciU6nY5Nmzaxbds2jhw5MuAayMrKwmq1UlJSQmFhIdC/H9XUhaysLJKSkkadPnAlTJw4kaioKO3cgf6IuubmZkJDQ4mIiCAqKmpYTxAhBImJiQghcDqduN1uTCYTQUFBREZGEhoayuzZswkKCqKwsJCdO3detk+EEAQHBxMZGamVphdCYLfbCQ0NZfr06SxZsoQZM2ZgMBj4+OOPKSkpob29XTtvTSYTTz31FPv27ePw4cMcOXKEsLAw7r//flatWoXJZOKxxx4jIiKCuLg4zGYzVVVVvPLKK2zZsoVTp05dtckSoE2+t2/fzvvvv48Q4rJIm8jISK0keGhoKDt37rxs9VfdN4CWVqP6SSUlJWG1Wq9btSjoNznNy8sjJSWFoKAgzWslPDycgIAA9Ho9RqOR3t7eYc1CVVPYs2fP8tnPfhaHw0F+fj4HDhzg5MmTtLe38/jjj2O1WrV7HPy9glFGRsaAFe7Ozk6OHDlCfX09BQUFI3pWXA/UVX91f4yGwMBAzVRUNecvKCigpaWFM2fO8JnPfIaIiAjsdvtlEUixsbFahKbqW3by5EkOHjzI8ePHqampobKykgsXLox5YhYWFsbUqVMxGo2jNspVJ6e33347QggtsiojI0PzQrJarUyYMAGAbdu2aaKNel4lJSXR29tLd3c3TqeTuro6jh49is1mo729nZ6eHk6ePDnq6AD1PlVQUEBbWxtOp5OysjLefPNNcnNzue+++0Z8b7naREdHM2HCBGJiYjhz5swVG6WfOHGCCxcu4PF4rvm9wWazaRWMgoOD8Xq97N+/n/Xr11NYWEhXVxe9vb3o9Xot4regoGDQe21AQIDmJVNbW0tubu6AKKHRXEN6vR6r1YrNZsPpdHLy5MnLzveRRKyenp4RI3VXr17NnXfeOWJ/VDIzMwkNDdVEQZfLxYQJE/jggw/GLCyr6bRqGfW6urohzdYNBgORkZEsW7aM5ORkXnnlFT7xiU8QEhJCTk4Oer2etrY2XC4XK1eu9NsLEvqv99TUVIqKivz6vUQikdxM3NKiTX19Pe3t7bhcLqKiosjLy2Pbtm3U1dVpE6eurq5RmdyqREREMG7cOOLi4mhra+PcuXN+iSQBAQHMnj2bxMREOjs7KSoqGrMIoRrpLVy4EJfLRV5e3nX1llArWVgsFurq6ti0aZNWZvlicUP1jLh0Etjd3U1eXh5/+9vfWLJkCdOnTyc8PJzy8nJNtFEUhS1btgwwy7Xb7dTW1o76Qa2+TKsrKo2NjSOKL2q48oQJE3C5XGzfvp3W1tYRj9FQq0fvvvvuqPp6NVFTAW+77Tbuv/9+EhMTmTJlChEREbS1tWmVbrKysjh79izr1q1j7969l72czp8/n9jYWM6dO4fdbqezs1MzJ1XTG8aPH4/ZbL7mUQJLliwhKyuL/Px8TZStrKwkLy9PK5mdlZVFWVnZkMdYr9czd+5cDAaD9tIdGRlJSkoKkydPJjk5mUmTJmGxWMjPz2fz5s2cO3duQBtCCC3CTC2larPZSE5OJjMzkwULFmgpVm63m82bN9PQ0DDgPqPT6ZgxYwbf+MY3qK2txePxkJOTQ0xMDHl5eSiKwqpVq7RooOLiYrZv386ePXuuSfqATqfT/HK2bdumRfGpFcWg35jSYrEwd+5cqqqq2LJly2WijcFgIC0tjYqKCi1io6enR6vGEhkZSXl5+XW7T508eZLu7m6mT59OWloaDQ0NHD9+HEC7JwUFBVFZWUl+fv6Q7RiNRmJiYpg8eTLZ2dl0d3dz/vx5zp8/T2NjI5WVlZhMJkwm0wDxR01tS0pK0ryB4O/V1mpqaq67H5RqbKuWoVdT4iwWCzExMRQWFo66skt8fDxGoxGv10tUVBRlZWVs3LiRmpoaDhw4wMqVK4mJicHhcFx2z46NjSUwMBCv16tFMra1tfHhhx9SWFhIW1ubFqEyVmJiYli4cKFW+W80z3j1OM2cOVM7bupzVq06ZjQaCQoKIiYmZsDxVO8JCQkJA9rs6+ujoaGBffv20d3djcfjuSwSazj0ej2dnZ2aEa7X66W5uZkdO3awY8cOenp6hiwlfa1ITk7W0gMPHjx4xVGiJ0+e9HviPVasVishISHY7XYMBgO9vb2aZ5EaYagoiiaw9vT0cO7cuSGrB6qRaY2NjRQVFY3Zi0e976qG1Xl5ebS0tIxpn6p+QOp1MljBhdWrV3PHHXdw9uzZUbV5++23ExISQlhYGDabTfML/NOf/jQmkU410x43bhxut5vGxkYttXAw7HY72dnZLF26lCNHjvDHP/6RgIAAbrvtNq3CXltbG+3t7UyYMAGbzTbqvlyKWs3qo48+8rsNiUQiuVm4pUUbQCsp+8ILL2irXBczFu8UvV5PWFgY0dHRBAQEUFlZOaIx7WAIIcjKyuJTn/oUGRkZ7Ny5c9hQ0aEIDAwkMzOThx56iJaWFjZs2HDdqkZBf+Wo4OBgLb+5r6+PxMRErQKEGh1js9lYvnw5nZ2dtLe3a/tbURQ6OzvZvXs3GzZsYNmyZSQkJGjVeFSDy/nz5w8wQK2rq+PgwYOjfskzGAzYbLZhTfouJTg4mJiYGCIiIujp6eH8+fOjEueuRjnkq0VpaSmbNm1i9uzZJCQkkJCQgMfjoaqqilOnTnHkyBGtgtX7779Pfn7+oC+mixcvZs6cOfT29lJSUsKpU6d46qmneOutt0hPT9de4MeNG3eZN8zV5rbbbmPFihWcPHmSAwcOcOTIESorK1m3bh3jxo0jNTWV5cuXs2vXriEj1wwGA4899hiKohATE0NKSgp6vZ45c+aQk5NDQkICDodDixArLS0dNA3JYDBgMBi0MO329nYWLlxITk4OEydOJDExkYCAAHp7eykqKrrsJbWvr49f/epXNDQ0aOfNyZMnefrpp7XvvPzyy2zYsIEzZ87Q3NzsVzTeaHE6nXR3d2M2mwkJCdHGFRgYqF1/qampWkrBkSNHOHPmzGX3T7PZzO23386LL76ojaujo4Pm5mZiY2OZNGkSVVVV1606WXt7O0ePHqW+vp6Ojg727t3Lpz/9aTwej1YCfM6cOUD/iv9gCCEIDAxk6tSpZGVlkZ2dzdatW9m9ezeFhYVaZR/VL+LSSZNaRttgMGA0Ggf4j9wIA++4uDiMRqNWDUwVS4xGIzk5OeTm5o4q9U41wVerctXX13Po0CH+9Kc/aee1mkY5WBpPWlqaJnyq9PX1XRVjW7XylNvtZsuWLaO6f6upGDabDZ1Oh91u1xYhDAaD5r3W3t5OaWnpgDbVNJIpU6YM8PxQFIXu7u4hq4oNhyoId3d309nZOei7yiuvvDKmNq8GCQkJJCUlYbFYbjk/EfW+rRZA6OjoIDc3l56eHk2sCQgIwGKx4PF4ND+jwY6dWoVRNTEfywKgimpYD2hRVGMt4e52uzVBcCyeNcOxatUqQkNDtdTu5uZm3nnnnTELHEajkVmzZrFw4UJ6e3vJz8+npKRkyPt/bGwsy5YtIycnh2XLlnHq1Cm+973v8c1vfpOHH34Yh8OB2WzGbrdrpeLHgl6v10QyVYSXSCSSfwRuedEG+lc0r9bKtOrfoJpP+rNabDab+fOf/0x8fDwBAQE0NTX5VeJVfUGMioqiqKiIvLy865p2MHfuXBISEhBCEBkZyc9+9jNcLhd/+tOfeO2112hoaMBms5GVlcUzzzyjVV+69GWkt7eX5557jo8++ojPfOYzTJo0CbPZjF6vJzExUdvnPT09HDt2jA8//JCtW7eOup9qyorJZNIMVkciMjKS+Ph4rbKAml9+K9HU1MTJkycpLCwkMTERh8NBbW0thw4dYvv27Rw7doyIiAjuvPNO9uzZM+Rq7fHjx0lLSyMxMZEZM2aQnJzM1q1b2bRpEwUFBTz11FMsWrSI//qv/2LlypXXdEw6nQ6z2cykSZP4yU9+wuc//3mKi4vZt28fkyZN4oEHHmDx4sUsWLCATZs2DdmOWt0pOTmZxYsX09nZyYwZM4iJiSEwMFBLhaitraWlpeUywcXr9TJ//nweffRRXC4Xy5cvJyoqikWLFpGYmEhoaKgmdtTU1FBXV3fZy3xfXx+/+MUvhh3vl770Jb/31Vhpa2ujurpaqwhjsVhYtWoVDoeDmpoazGYzkZGRREVFkZ+fzwsvvDCoD1dAQACPPfYY27dvJzc3V6tetmHDBp5++mmeeOIJzp8/T0lJyXVL5VT71dzczJkzZ7Ttejweenp62Lx584i/VyfxKSkplJeX89prr2lRBhdHXFyK6sewf/9+nnjiCe38uJ4C+6UsXLiQkJAQioqKOHbsmFaVJSgoiLlz57J169ZRpQyoorzBYMBsNrN3717eeustTVAfybD08OHDZGdnYzKZBqyYXw3xOzg4mLS0NHp6ejh9+vSoJtMFBQW8+eabdHd343A4+PKXv8xrr71Gc3Oz5o8THh7O4cOHef/99wekwV4abTaYcDdW9Hr9ZZE7Nxq9Xs/UqVPJzs6msbGRQ4cO+d2WKgZfT6xWKyaTCSEE3d3d7Nq1i507d2oiQk5ODosXLyYoKAin00lFRcWgkS9q+pwateZyufx6/1LvKUIIreS4P+eK6osXFhZGYmLioPdmVSwezbWgioWvvfYab7/9Nu3t7X4VudDr9UycOFHzbhzJCsBisRAaGorBYNAin5qbm/npT3/Ke++9x6RJkzh8+DDNzc3U19ePWbRJSEggMTERq9VKYGAgERERYx6TRCKR3Iz8Q4g2V5PW1lYuXLiA1Wod9Yvgxej1eqKjo0lJSUFRFI4ePcquXbsoLi4eUzsGg4GpU6fyz//8z5hMJrZu3UpBQcE1LZN5KefPnyc/Px+TyUR3dzeLFi0C4D/+4z+4++670ev1REVFaYLJ3XffPWRZ0qamJjZv3szJkycJCgrCYDBok8b33nsPt9uN2+2mvb2dpqamUa/S6/V6pk+fzsKFC3G73ZSXl3PhwoVhV7H0ej1JSUkkJSUREBBAaWnpLVkSsqOjgwMHDvDYY48xefJkMjIy2LFjB0VFRbS0tGg+I6WlpVRWVg4ZrvyLX/wCi8XCJz7xCa1Sxosvvshf/vIXXC4XkZGRGI1GkpOTufvuu/nggw+u2ZgqKiqoqakhKiqKmTNn8uMf/5jvfOc71NXV8d577xEREcGjjz7Kpz71KY4ePTrkKrDqYxMTE8N9992nrbCqE62mpiZeffVVtm7dOmSZYNWo1Ww2s3LlSlasWKGt4KreDI2NjTz33HPU1NTcVFFYg+HxeHjzzTf5+te/zpo1a4D+SVVeXh4//elPSUhI4K677iI4OJg///nPQ96z1JSj3/72t3zta18jNzdXi/qaPn06y5Yto7W1le9+97vU1NRcl7F99atfJSMjY0QDzKEwmUw4HA6sVis//vGPiY+Pp6ysbNRpO06nk3379vG5z32Oxx9/HIC//e1v2uTl0nNDrbR1rco4P/zww0yePJmKigreffddXnzxRV566SXuvfdeFi1axNSpUzl37tywZYpV1IpjxcXFHD9+fEz+EMeOHWPu3LncddddzJgxg9/+9re8/fbbtLa2amK9v5P6gIAAQkJCKCwsHHUKmtPpJDc3l6KiIsaNG8ejjz7Kyy+/TElJiZZma7FYaG1tvcx/yO12U1tby65du/jCF75ASkoKpaWlfh9D1TNO9RRTzeSvV4TaUKiRq1arFa/XO2pfrejoaMxmM11dXdp55fF4aGtrIzAwUEs/u9bExMRo3lYul4uSkpIB201NTdUM02tra8nLy9OicC4lMDBw0FSksWCz2bRqpP7i8XjIzc2ltbWVmJgYMjMz2b1794DvqO339vaOKjrKbrfT1dVFcXExubm5fl+HVquVe+65B5vNxrFjx0Z8342NjWXGjBno9XrtvqimGDY1NXH48GEtpXMs6HQ6EhMT+dOf/kRERASxsbGYzWYtBfJmfz5LJBLJSEjR5iI8Hg8bNmzg6NGjWpnLsaIoCk6nk/LycgoKCnjnnXfYtWvXmNtRH/SxsbE4nU527tw5aBTLtSQ3N5cXXniB8PBwIiIiiImJISkpCbPZTE5OjjZ583g8FBYWUlZWNuyDUVEU6uvrtRc6nU5HZWWl9gIPf58ojwU1ZxwYtdGnuiI1VCWdWwWXy0V5eTnd3d0UFhZSUVFBe3u79uKvVtNSy2YPRktLC4cOHSIzM5PExER0Oh3h4eHceeed9PX1ERISQkhICF6vl7i4uGs6njfeeAOn08k999xDRkYGy5cvx2KxcPz4cXp6ehg/fjw2m41Zs2YxY8aMAX5IKmoqSFhY2GWh5Gp1nxMnTnD06NFhRYWenh66urq0FEH1HFND5SsqKiguLubIkSO3zAthQUEBjY2N6HQ6+vr6qK6uZsuWLZw4cYLq6mri4uJwOByaCfRguFwujh49ypo1a/j617/O1q1bOXLkCKWlpfz+979nxYoVLFq0iLi4OJqamq5LtI1awrm5uZny8vIx/16NJOns7GTz5s2UlpbS2Ng4QLTX6/Xa+TPYObd3717y8vLIzs7m8ccfJz09XVsNP3/+PMXFxfT19eFwOEhLS2Py5Mn87Gc/87syykjjsVqtZGZmMmfOHJ5//nnNtysnJ4fly5dTUVHBunXrhm1HrbDkdrv55S9/yYYNGy6bEKrVdwZb4Dh8+DB//OMf8Xq9LF26lKeffhqLxaLdn44fP051dTWKomA2m7njjjtoamriww8/HFJMhb+nnPT09PD666+PSQxQFAWdTsfcuXMJCgrC5XJpv+/p6RkydUVNgzp8+DBf/OIXefzxxwkICODAgQO0tLTQ2dl52X1AXZxwuVyXXQdqZE9wcDAHDx70OwLjaqNGKJw4cYKNGzeOWkSaOXMmkZGRFBcXDxBOGxsbiY2NJSwsbEhz2quJmv6qii1q2nV4eDipqaksW7aM7OxsWlpa+PWvf82BAweGjKBRU7jVf/sjvKjpWFeKumCQkpLCzJkzefnlly/rq5q6PtIxM5vNBAcHa2KVv+8/Op0Ok8mkeRp2dHTQ0dExol+Wuh8vTZ30er1+veOq0eAbNmzAYrFoCzRq2zfDdSWRSCRXihRtLqG2tlbL9fdnVUgtgf2Tn/xEW8Wpra0dczvd3d3s27ePb3/727S3t3PkyJHrmmoA/Ss2apRGcHAwL774InPmzGHJkiWEh4drgk1tbS2vvPLKqD1hLn6ANjQ0XLFgoq7YqnnfI+H1ejlx4gS9vb1s2LCB6urqW/ahrk6Y1Jz0wSZPI0WLqdWzEhISCA8PJzw8nOjoaJKTk/F6vRiNRq1azpWuOo5EWVkZR44cISkpifT0dOx2OzNmzCA8PByn00lcXBwGg4GwsDASEhI034KLcbvd/OUvf+Guu+7Syoer46ysrKSyspI333yTEydODLtKfubMGd5//33mzZuH1WrV/l5fX8+RI0fYt28fVVVVVFRU3DKiX29vL8ePH8dkMtHV1cW+ffu0yi719fX09fVhtVopKCgYsg2n08mf//xnHnzwQRYtWkRCQgITJ04kNzeX8PBwhBBERUWRkZFBeXn5dfHEUNMt3W63X/dJnU5Hb28vhw8f5uzZs7S1tV2WDhMXF0dzc7Nm8H0pra2tvPrqqzzzzDNMmDCBiIgILdKmurqa2tpa3G43VqsVh8Phl0A9WoqLi0lPTycmJoa4uDhycnI4f/685hE1btw4Jk6cyNatW4cVjdRxt7W1kZeXN8DkH/4ufquixaW0t7dz4MAB4uLiiIuLIyUlhc9+9rPaRHHx4sWa547BYGDixIn89re/HfE+88ADD/DEE0/Q09PDoUOH/PKdCw8Pvyy9a6QJrNvt5tChQ1y4cIGpU6cSGBjI3LlzKS0tpaysTIsU9Hg8BAcHk5SUREpKCiUlJZel/AYGBpKRkUFQUBDr16+ntbX1hvgfXUxCQoKWIltWVsbevXtHHYW6aNEicnJyOHbsGAUFBZogHhkZyeLFi2loaKCzs3NYMe5qoZ4/BoOBqKgoLXJTNRkPCgqirq6OEydOUFRUNOQz8uIIHIvFgt1ux2g0jikayuv1at9Xn10BAQG4XK4xHW+1cqjdbicqKmrAs+/f/u3fyMnJobq6mlOnTo14X3E4HGOqIDcUOp2OgIAAAgMDgf5nw1AC7sXjKC4uJjU1lZUrV3Lu3LkrTvtX/aaio6P5yle+QmRkJE888QQ5OTlX1K5EIpHcTEjR5hJ6e3u1l35/X6B6e3t5//336enp0czjxorL5SI/P5/KykqcTuc1WY0dDb29vfT29tLT08PGjRspKiqitbWViRMnaqXAz58/P6y/yHBc6WTX6/XS1tZGUVERR44c4fTp06PaZllZGXV1dRgMBrq7u2+ZSfdgKIqiHSd/f19ZWcmOHTu0CjGzZs1i0qRJdHd3YzAYaGtr4/jx42NO8xsrbW1tnD59msjISKZPn05ERIRmmuvxeLBYLNrE6mIh5WI8Hg+bNm3SIoTUVT2Xy8W5c+coKChg9+7dI1YLKy4uZtu2bVq6gMqFCxfYs2cPu3fvpr29/YZdm/7Q1dXF7t27NY+tgwcP0tTUhNvtprOzk+PHj6PX64cdk1oCXVEUoqOjcTgcOBwOkpKStEmwxWIhMTGRoKCg6yLaqObJV0JPTw9HjhwZdJJqMBhISkqivb2d7u7uQZ8NXq+Xbdu2ERERwcSJE4mOjmbu3LkYjUbi4+Npa2vT0upqa2s5evToNUuF2b59O6mpqQQEBBAWFsZDDz2klfJ1Op04HA5SUlKIiYkZNt1Jp9NpKUi1tbWX3WPMZjMmk4nGxsZBfSy8Xi+1tbXs3bsXq9XKvHnzWLBgAdAvWkRFRdHV1aVNbOvr6zl//vyw9zKdTsfMmTOZOXMmRUVFft2T1CjRi1PYRoN6r1y/fj33338/OTk5pKWlUVdXR21tLaWlpVr5cYfDQWxsLHa7nd7e3gHm1NAf0ZKcnIzFYrkqZbWvBomJiVrEzMmTJykuLh71/S0pKYnJkycTGBjIuXPnePfdd2lvb6e9vZ2cnBwaGxtpbW1l375913QMHR0d2r5U03qnTp3K4sWLtWhSIQRtbW1UVVUN6V2ovif09PRgt9s1f7SLRW110WQ4obizs5PKyko8Hg9BQUEsXrwYo9FIYWGh5nulKMqIHoqtra309PRoEVqhoaE0Nzfj9XpZtWoVCQkJnD17luLi4mHbUU3X1ZQhf99zVePu+Ph4rZx5aWnpsJWjoL/qZV5eHvPnz2flypXs2LGDvLw8Ojo6BjyP1TFcHDEzVF+NRiM2m43Kykref/995syZc0s9lyUSiWQ0SNHmEq6Wcd7VmKhcyUT8auN2u6msrKSmpobS0lJmzJihVd4oLS2ltLT0hvRLfYneuXMnJSUlnD9/flTHTxXn1JLF/9fxer2cOXOG0tJSbDYbubm5PPDAAzQ2NmI2m6msrGTPnj0cOXLkmvZDFQEBUlJSyMjIIC4uTqvioZq+FhUVDRml5fV6OXv2LJs3b9by2aFftFFXw1taWkY87g0NDRw7dgyPx6OtJALU1NRQUFBAfX39FZfCvd60trZy7Ngx8vPzCQ4OprGxccCL8mhWPFVPqJaWFm3lWTXCvphLy4lfS1Rhz188Ho9WZWYw9Ho9kZGRmtA31D2mtraW//mf/8FqtTJlyhSeeeYZTfBTK9TU1NRoXmfXKtJm8+bNTJgwgZCQEFJTU/nMZz5DaGgoTqeT4OBgAgICtMpqo/Go2b9//6CRIKr3yXCVz9Trsb6+nrNnz2qmzmp5dnWftre3s2nTJs04eShCQkJwOBz09vZy/vx5vwyf1VSXH/7wh6OqonUxbrebV199lZCQEObNm6dVTJsyZYomUqhRVO3t7Zw7d05LAbt4+yaTibCwMK0y2c3wHEpMTCQ1NVWbhI/F683pdKIoCpmZmXz2s5+luLiY06dPs2vXLh544AGWLVtGY2MjBw8evKaRrfX19VrKs9FoZNy4caxatYo5c+YQGRmpeUmp585wgsuZM2doa2sjNDSUrKwsHnnkERISEnjvvfdQFAWPx6OZ7w41ppaWFi2axOFw8NBDD5GQkMCOHTsoKCjQzhXV1H0oOjo6aGlp0a7h6dOna2l1auReQ0MD1dXVI+6joKAgoP954K9PosViISYmhqysLAIDA6mtreX06dNUVFQM22ZjYyMnTpwgLy+PGTNm8PDDD7NhwwZKS0u1c0hRFC2NXo0KcjqdQ17rRqORkJAQzp49i06nY+LEiQQHB98U15REIpFcLaRoIxkTHo+HoqIizbhRTU26kVRWVlJVVaUZxI6WG1HZ4mamp6eHnp4empqa+Mtf/sK+ffvo6elBp9PhdDpHJXRcDbxeLwUFBXzjG98AICwsjNdeew2z2axVQNq8eTOHDx8e9HgrikJVVRVvv/32ZZ+N5fzo6Ojg7Nmz5OfnX9a/W/286e7u9jsk3el08s4777B8+XKmTJlCdHQ0drudmJgYLWLC6XTidDqvm6hVUFDA3Llz/T42brdbSz8YDK/XS3t7O3l5eSMK6X19fbS1tbF79+7LzEKvFx0dHRw5coTJkyczZcoUAgMDWbZsmeapExgYiM1mIzw8fNh2vF4v5eXlHDt2bND0J5vNpkXBDXdt9fb2aqJ/Xl4eQgiWL1/OuXPnqKio0Co2jsbQe86cOcTExFBdXc3Ro0dHt0MuQjUcDgoK8vs6Li4u5j//8z9ZvHgxy5YtY/r06Zpo6XQ68Xq9nDt3jt27d7Nt27ZBFzVU3yFFUTSh50aTmprKuHHjtH6NhdzcXDIzM5k4cSJTp07lmWee4Z133mHt2rUsXbqUtLQ0cnJyCA0NvabRd6oo7/F4MBgMxMfH8/jjj2vifUdHBydPnuSPf/zjkBUVVRobG6mvrycqKkpLZzOZTJqvlcvlYtOmTVoU3WCoz9SGhgZSU1OJj49n/vz5WCwW0tLStMqZhYWFw3rytbe3c+LECbKyskhOTuab3/wmP/nJTzh69CgGg4ELFy5w9OjRIYVnFZ1Ox/jx49Hr9Zw7d86v9H3ojxSLiYlh3Lhx2r5qbGwcMbq8vr6e7du3YzKZyMnJ4fHHHyc7O5uCggKampo0MWzt2rUoisKiRYuwWCzk5uYOGdFtt9vJycmhuLiYkJAQJk6cqEVRSyQSyT8KUrSR+MXN8IJ5MeqDXnJ18Hg8fpWpvxY0NTWxatWqMf/uapwP8rwanN7eXr7xjW8QGxtLTk4OS5YsIScnh9raWjo7Ozl06BBr167VSkNfa3bv3k1mZiYlJSWjrnZzMS6Xi6ampiFXcru7u1m/fj0bN268JcLuPR4PW7ZsITIykgkTJpCcnExiYqL2eV9fH729vSOe2y6Xi82bN/Pxxx8Pul/dbjc1NTW0tbWN2tNMTWcqLS31S2Rbs2YNRqORjz76iL17947ptyoGg4EpU6ZckUdXZWUlb731Fh9++CGxsbGMHz8e6BcQXS4X7e3twwqB8Pf0mpvBzwb+LkhfnCY+Wl544QWOHj3K5z73OR5++GHuvfde7rnnHn75y18SGhpKQEAAiYmJTJs2jS1btlyjEfSf26ohrs1m0zzZoP98Lioq4sCBA5w6dWrEttrb2ykoKCAiIoL4+Hjsdjvp6ela9FxjYyOnTp3izJkzw/anqamJ/Px8EhMTMZlMJCQkYLPZyMnJweVy0dDQwG9+85sR+6P6PX37299myZIlLFmyhLa2NoKCgvjhD3/IG2+8MaIRu9FoJDMzE4PBQFdXl98pmqqhenp6OoqiUFJSclmK02B4vV4aGxtZt24dS5YsYcWKFcyZM4cFCxZo9wJFUXjwwQcBCA0N5cMPP2T//v1Dtmm325k6dSr5+fksW7aMefPmsXfvXsLCwoiKivJrfBKJRHKzIUUbiUQikYyZpqYmWlpaKCwsZPv27TgcDs3foampSYs4uB4cOXKE6upqXC7XNTE69Xg81NXVaf++FXC73WzcuJGSkhKWLVumTYKcTicHDx5k8+bN7NmzZ8Q2hjOZr6ur4wc/+AEnT54cc5qFv/uxqKiIHTt2sGfPHr9EQa/XS3NzM//1X/+leYL4S19fHy0tLbS2tmo+J+q4RmNqrPqx3Sxplu3t7dTU1LB27Vo2b948pt96PB7279+PyWQiMjKSrKwsIiIi+NKXvqSlthoMBiIjI69R7/tpbGzk7bffpq6ujpycHCZPnqx9tmPHDjZu3MjBgwdHFe3jcrl44403OH78OLNnz2b69OkEBgYSGxuLoihs2bJF870ZCq/XS11dHS+//DKlpaXMmzcPu92Ow+HAZDKRm5vL6dOnLzM/H4yOjg7279/Pxo0beeSRR9Dr9djtds1jraSkZFTns06n0zx7/EkvBAgPDycrK4v09HS8Xu+oohBVFEWhs7OTZ599lo8++ohHH32UlJQUTCYTBoOBmJgYLW1w06ZNrF+/ftioOjUKqqGhgU9+8pPExsZy8OBBysrKNK+1W+W+LZFIJEMhRRuJRCKRjBk1CkmtINfQ0KCt1A/n+3It8Hg8l/mGXE0URbnu1fuuBi0tLRw7dozy8nIOHToE/L2KmhohMxLDjbu3t5czZ86Mycz3Svnggw9oaWmhtrbW74mYy+Vi3759fhcKuBhVnBmL+KMoCk6nk/Lycs6cOXNTRNkAbNmyhdzcXK3a2Vjp7e3l2LFjPPfcc6SmpvKDH/xAS5mpqqri8OHD19yIuK+vj6KiIoQQ1NfXDygzvnPnTk6dOqWl4YyGwsJCzUS5vr6e4OBg5s+fD8C+fftGtZ96eno0z5rW1laCg4PJyMjA7Xazfft2zp49O+r+nD17ljfffJOIiAjmzJlDQ0MDa9euHZVgYzAYiI6OZv78+eh0OgoLC/1OVbvYILi3t5eOjo4xXwM1NTVs3ryZ8vJygoODMRqNBAYGsnDhQjZt2qT50NXU1AwrCLlcLpxOJ3fccQcRERGcOHGC0tJS3G63VkFSijYSieRWR4o2EolEIrki3G73DY8WuNbbvxV9jDweD52dnQNMZVUPjeH8M0aLWu77WlXBGozi4mL6+vquaJuqj8yNpKOjg6NHj9LW1nbTiDYVFRU0NDSMWBFpOFpaWjh58iQlJSVERUXR1NRET08PjY2NXLhwYYCIcq1obGzE5XJRVVU1oKJkRUXFZebrI6GabHd1dVFSUqJV+1IUhSNHjoxK+PR4PNTX12v+NiaTSatilZubS319/aj709bWxqlTp/jzn/9Mc3Mzx44dY9u2baMSX1QDbLPZTENDAzU1NX6ne/b19dHV1UVrayt6vd4vEdXtdtPS0sKpU6cwGAwIITCbzZSWlnLu3Dm8Xi9Op3PEa72xsZGNGzfyz//8z5w7d461a9dSWlpKZmYm8fHxWK3Wm6aoh0QikfiLFG0kEolEIvkHxuPxjKkS0Fi43hFIt4Kn0GhwOp0UFxdTWVl50wiCvb299PX1XZGI5PF46OrqoqurizfeeEPzTlKrYV6Psaqm+vX19QOqo/kzLrXfXV1dXLhwAZ1Op5nTNzc3j0qoUL2LVPEK+iNm9Ho9nZ2dYxKcVU+Y7du3a+bEdXV1o+5HV1cXBw4coLCwkJqaGr/F7ubmZs6ePYsQAqvVyrlz5/y+F1x6TatRm6OlsbGRDRs2kJWVxalTp9iyZQt1dXVkZWVpleIkEonkVkeM5QEqhLg53iwkEolEIpFIJJL/o/jj1WI0GomKisJgMIyYdjQcZrMZm81GQEAA0F8V6kamkOr1ejIyMqirq9MqXU6ZMoUJEybw3nvv3ZLprRKJ5P8sxxRFmXHpH6VoI5FIJBKJRCKRSEaNEEKrzHWj02MHw2KxYDabr4k5vUQikVxDropo0wAMX09QIpFIJBKJRCKRSCQSiUQyFpIURYm49I9jEm0kEolEIpFIJBKJRCKRSCTXB+nOJZFIJBKJRCKRSCQSiURyEyJFG4lEIpFIJBKJRCKRSCSSmxAp2kgkEolEIpFIJBKJRCKR3IRI0UYikUgkEolEIpFIJBKJ5CZEijYSiUQikUgkEolEIpFIJDchUrSRSCQSiUQikUgkEolEIrkJkaKNRCKRSCQSiUQikUgkEslNiBRtJBKJRCKRSCQSiUQikUhuQqRoI5FIJBKJRCKRSCQSiURyE/L/A6ghTPq4nT9CAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "num_samples_to_plot = 14\n",
-    "\n",
-    "for i in range(num_samples_to_plot):\n",
-    "    plt.figure(figsize=(20, 20))\n",
-    "    data, target = emnist_lines[i]\n",
-    "    sentence = convert_y_label_to_string(target.numpy()) \n",
-    "    print(sentence)\n",
-    "    plt.title(sentence)\n",
-    "    plt.imshow(data.squeeze(0), cmap='gray')\n",
-    "    plt.xticks([])\n",
-    "    plt.yticks([])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "EMNIST Lines Dataset\n",
-      "Max length: 50\n",
-      "Min overlap: 0.0\n",
-      "Max overlap: 0.2\n",
-      "Num classes: 80\n",
-      "Input shape: (28, 1400)\n",
-      "Data: (35000, 28, 952)\n",
-      "Tagets: (35000, 50)\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(emnist_lines)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.9.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/notebooks/02b-look-at-emnist-lines.ipynb b/notebooks/02b-look-at-emnist-lines.ipynb
new file mode 100644
index 0000000..423ad04
--- /dev/null
+++ b/notebooks/02b-look-at-emnist-lines.ipynb
@@ -0,0 +1,287 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The autoreload extension is already loaded. To reload it, use:\n",
+      "  %reload_ext autoreload\n"
+     ]
+    }
+   ],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "\n",
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "from PIL import Image\n",
+    "import torch\n",
+    "from importlib.util import find_spec\n",
+    "if find_spec(\"text_recognizer\") is None:\n",
+    "    import sys\n",
+    "    sys.path.append('..')\n",
+    "from text_recognizer.data.emnist_lines import EMNISTLines"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2021-03-24 21:19:07.415 | INFO     | text_recognizer.data.emnist_lines:setup:106 - EMNISTLinesDataset loading data from HDF5...\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/home/aktersnurra/projects/text-recognizer/data/processed/emnist_lines/ml_32_o0.000000_0.330000_ntr10000_ntv2000_nte2000.h5\n",
+      "EMNISTLines2 Dataset\n",
+      "Min overlap: 0.0\n",
+      "Max overlap: 0.33\n",
+      "Num classes: 83\n",
+      "Dims: (1, 56, 1024)\n",
+      "Output dims: (89, 1)\n",
+      "Train/val/test sizes: 10000, 2000, 2000\n",
+      "Batch x stats: (torch.Size([128, 1, 56, 1024]), torch.float32, tensor(0.), tensor(0.0136), tensor(0.0883), tensor(0.9984))\n",
+      "Batch y stats: (torch.Size([128, 89]), torch.int64, tensor(1), tensor(66))\n",
+      "\n",
+      "Mapping: ['<b>', '<s>', '</s>', '<p>', '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', 'A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z', 'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z', ' ', '!', '\"', '#', '&', \"'\", '(', ')', '*', '+', ',', '-', '.', '/', ':', ';', '?']\n"
+     ]
+    }
+   ],
+   "source": [
+    "dataset = EMNISTLines()\n",
+    "dataset.prepare_data()\n",
+    "dataset.setup()\n",
+    "print(dataset)\n",
+    "print('Mapping:', dataset.mapping)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def convert_y_label_to_string(y, dataset=dataset):\n",
+    "    return ''.join([dataset.mapping[i] for i in y])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "tensor([ 1, 45, 60, 53, 43, 58, 66, 42, 54, 52, 55, 51, 40, 48, 53, 48, 53, 46,\n",
+      "        66, 40, 41, 54, 60, 59,  2,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
+      "         3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
+      "         3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,\n",
+      "         3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3]) torch.Size([89])\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'<s>funds complaining about</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>'"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_example = dataset.data_train[0][1]\n",
+    "print(y_example, y_example.shape)\n",
+    "convert_y_label_to_string(y_example)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<s>funds complaining about</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>time locating a copy</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>his prime source</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>to</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>to with</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>out but certain of</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>murky dark He came to the</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>in Honolulu The</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n",
+      "<s>in the city of Philadelphia I</s><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p><p>\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "num_samples_to_plot = 9\n",
+    "\n",
+    "for i in range(num_samples_to_plot):\n",
+    "    plt.figure(figsize=(20, 20))\n",
+    "    x, y = dataset.data_train[i]\n",
+    "    sentence = convert_y_label_to_string(y) \n",
+    "    print(sentence)\n",
+    "    plt.title(sentence)\n",
+    "    plt.imshow(x.squeeze(), cmap='gray')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.9.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/06-try-transformer-model-predictions.ipynb b/notebooks/06-try-transformer-model-predictions.ipynb
index d39e111..8366088 100644
--- a/notebooks/06-try-transformer-model-predictions.ipynb
+++ b/notebooks/06-try-transformer-model-predictions.ipynb
@@ -350,7 +350,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.2"
+   "version": "3.9.1"
   }
  },
  "nbformat": 4,
diff --git a/pyproject.toml b/pyproject.toml
index e9a41b4..a4da5b8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -70,9 +70,9 @@ scipy = "^1.6.1"
 fail_under = 50
 
 [tool.poetry.scripts]
-download-emnist = "text_recognizer.datasets.emnist:download_emnist"
-generate-emnist-lines = "text_recognizer.datasets.emnist_lines:generate_emnist_lines"
-download-iam = "text_recognizer.datasets.iam_dataset:main"
+download-emnist = "text_recognizer.data.emnist:download_emnist"
+generate-emnist-lines = "text_recognizer.data.emnist_lines:generate_emnist_lines"
+download-iam = "text_recognizer.data.iam:download_iam"
 create-emnist-support-files = "text_recognizer.tests.support.create_emnist_support_files:create_emnist_support_files"
 create-emnist-lines-datasets = "text_recognizer.datasets.emnist_lines_dataset:create_datasets"
 create-iam-paragraphs = "text_recognizer.datasets.iam_paragraphs_dataset:main"
diff --git a/text_recognizer/datasets/__init__.py b/text_recognizer/data/__init__.py
index 2727b20..2727b20 100644
--- a/text_recognizer/datasets/__init__.py
+++ b/text_recognizer/data/__init__.py
diff --git a/text_recognizer/datasets/base_data_module.py b/text_recognizer/data/base_data_module.py
index f5e7300..f5e7300 100644
--- a/text_recognizer/datasets/base_data_module.py
+++ b/text_recognizer/data/base_data_module.py
diff --git a/text_recognizer/datasets/base_dataset.py b/text_recognizer/data/base_dataset.py
index a9e9c24..a9e9c24 100644
--- a/text_recognizer/datasets/base_dataset.py
+++ b/text_recognizer/data/base_dataset.py
diff --git a/text_recognizer/datasets/download_utils.py b/text_recognizer/data/download_utils.py
index e3dc68c..e3dc68c 100644
--- a/text_recognizer/datasets/download_utils.py
+++ b/text_recognizer/data/download_utils.py
diff --git a/text_recognizer/datasets/emnist.py b/text_recognizer/data/emnist.py
index 66101b5..7f67893 100644
--- a/text_recognizer/datasets/emnist.py
+++ b/text_recognizer/data/emnist.py
@@ -14,12 +14,12 @@ import torch
 from torch.utils.data import random_split
 from torchvision import transforms
 
-from text_recognizer.datasets.base_dataset import BaseDataset
-from text_recognizer.datasets.base_data_module import (
+from text_recognizer.data.base_dataset import BaseDataset
+from text_recognizer.data.base_data_module import (
     BaseDataModule,
     load_and_print_info,
 )
-from text_recognizer.datasets.download_utils import download_dataset
+from text_recognizer.data.download_utils import download_dataset
 
 
 SEED = 4711
diff --git a/text_recognizer/datasets/emnist_essentials.json b/text_recognizer/data/emnist_essentials.json
index 3f46a73..3f46a73 100644
--- a/text_recognizer/datasets/emnist_essentials.json
+++ b/text_recognizer/data/emnist_essentials.json
diff --git a/text_recognizer/datasets/emnist_lines.py b/text_recognizer/data/emnist_lines.py
index 9ebad22..6c14add 100644
--- a/text_recognizer/datasets/emnist_lines.py
+++ b/text_recognizer/data/emnist_lines.py
@@ -11,13 +11,13 @@ import torch
 from torchvision import transforms
 from torchvision.transforms.functional import InterpolationMode
 
-from text_recognizer.datasets.base_dataset import BaseDataset, convert_strings_to_labels
-from text_recognizer.datasets.base_data_module import (
+from text_recognizer.data.base_dataset import BaseDataset, convert_strings_to_labels
+from text_recognizer.data.base_data_module import (
     BaseDataModule,
     load_and_print_info,
 )
-from text_recognizer.datasets.emnist import EMNIST
-from text_recognizer.datasets.sentence_generator import SentenceGenerator
+from text_recognizer.data.emnist import EMNIST
+from text_recognizer.data.sentence_generator import SentenceGenerator
 
 
 DATA_DIRNAME = BaseDataModule.data_dirname() / "processed" / "emnist_lines"
diff --git a/text_recognizer/data/iam.py b/text_recognizer/data/iam.py
new file mode 100644
index 0000000..fcfe9a7
--- /dev/null
+++ b/text_recognizer/data/iam.py
@@ -0,0 +1,120 @@
+"""Class for loading the IAM dataset, which encompasses both paragraphs and lines, with associated utilities."""
+import os
+from pathlib import Path
+from typing import Any, Dict, List
+import xml.etree.ElementTree as ElementTree
+import zipfile
+
+from boltons.cacheutils import cachedproperty
+from loguru import logger
+from PIL import Image
+import toml
+
+from text_recognizer.data.base_data_module import BaseDataModule, load_and_print_info
+from text_recognizer.data.download_utils import download_dataset
+
+
+RAW_DATA_DIRNAME = BaseDataModule.data_dirname() / "raw" / "iam"
+METADATA_FILENAME = RAW_DATA_DIRNAME / "metadata.toml"
+DL_DATA_DIRNAME = BaseDataModule.data_dirname() / "downloaded" / "iam"
+EXTRACTED_DATASET_DIRNAME = DL_DATA_DIRNAME / "iamdb"
+
+DOWNSAMPLE_FACTOR = 2  # If images were downsampled, the regions must also be.
+LINE_REGION_PADDING = 16  # Add this many pixels around the exact coordinates.
+
+
+class IAM(BaseDataModule):
+    """
+    "The IAM Lines dataset, first published at the ICDAR 1999, contains forms of unconstrained handwritten text,
+    which were scanned at a resolution of 300dpi and saved as PNG images with 256 gray levels.
+    From http://www.fki.inf.unibe.ch/databases/iam-handwriting-database
+    The data split we will use is
+    IAM lines Large Writer Independent Text Line Recognition Task (lwitlrt): 9,862 text lines.
+        The validation set has been merged into the train set.
+        The train set has 7,101 lines from 326 writers.
+        The test set has 1,861 lines from 128 writers.
+        The text lines of all data sets are mutually exclusive, thus each writer has contributed to one set only.
+    """
+
+    def __init__(self, batch_size: int = 128, num_workers: int = 0) -> None:
+        super().__init__(batch_size, num_workers)
+        self.metadata = toml.load(METADATA_FILENAME)
+
+    def prepare_data(self) -> None:
+        if self.xml_filenames:
+            return
+        filename = download_dataset(self.metadata, DL_DATA_DIRNAME)
+        _extract_raw_dataset(filename, DL_DATA_DIRNAME)
+
+    @property
+    def xml_filenames(self) -> List[Path]:
+        return list((EXTRACTED_DATASET_DIRNAME / "xml").glob("*.xml"))
+
+    @property
+    def form_filenames(self) -> List[Path]:
+        return list((EXTRACTED_DATASET_DIRNAME / "forms").glob("*.jpg"))
+
+    @property
+    def form_filenames_by_id(self) -> Dict[str, Path]:
+        return {filename.stem: filename for filename in self.form_filenames}
+
+    @property
+    def split_by_id(self) -> Dict[str, str]:
+        return {filename.stem: "test" if filename.stem in self.metadata["test_ids"] else "trainval" for filename in self.form_filenames}
+
+    @cachedproperty
+    def line_strings_by_id(self) -> Dict[str, List[str]]:
+        """Return a dict from name of IAM form to list of line texts in it."""
+        return {filename.stem: _get_line_strings_from_xml_file(filename) for filename in self.xml_filenames}
+
+    @cachedproperty
+    def line_regions_by_id(self) -> Dict[str, List[Dict[str, int]]]:
+        """Return a dict from name IAM form to list of (x1, x2, y1, y2) coordinates of all lines in it."""
+        return {filename.stem: _get_line_regions_from_xml_file(filename) for filename in self.xml_filenames}
+
+    def __repr__(self) -> str:
+        """Return info about the dataset."""
+        return ("IAM Dataset\n"
+                f"Num forms total: {len(self.xml_filenames)}\n"
+                f"Num in test set: {len(self.metadata['test_ids'])}\n")
+
+
+def _extract_raw_dataset(filename: Path, dirname: Path) -> None:
+    logger.info("Extracting IAM data...")
+    curdir = os.getcwd()
+    os.chdir(dirname)
+    with zipfile.ZipFile(filename, "r") as f:
+        f.extractall()
+    os.chdir(curdir)
+
+
+def _get_line_strings_from_xml_file(filename: str) -> List[str]:
+    """Get the text content of each line. Note that we replace &quot: with "."""
+    xml_root_element = ElementTree.parse(filename).getroot()  # nosec
+    xml_line_elements = xml_root_element.findall("handwritten-part/line")
+    return [el.attrib["text"].replace("&quot", '"') for el in xml_line_elements]
+
+
+def _get_line_regions_from_xml_file(filename: str) -> List[Dict[str, int]]:
+    """Get line region dict for each line."""
+    xml_root_element = ElementTree.parse(filename).getroot()  # nosec
+    xml_line_elements = xml_root_element.findall("handwritten-part/line")
+    return [_get_line_region_from_xml_file(el) for el in xml_line_elements]
+
+
+def _get_line_region_from_xml_file(xml_line: Any) -> Dict[str, int]:
+    word_elements = xml_line.findall("word/cmp")
+    x1s = [int(el.attrib["x"]) for el in word_elements]
+    y1s = [int(el.attrib["y"]) for el in word_elements]
+    x2s = [int(el.attrib["x"]) + int(el.attrib["width"]) for el in word_elements]
+    y2s = [int(el.attrib["x"]) + int(el.attrib["height"]) for el in word_elements]
+    return {
+            "x1": min(x1s) // DOWNSAMPLE_FACTOR - LINE_REGION_PADDING,
+            "y1": min(y1s) // DOWNSAMPLE_FACTOR - LINE_REGION_PADDING,
+            "x2": min(x2s) // DOWNSAMPLE_FACTOR + LINE_REGION_PADDING,
+            "y2": min(y2s) // DOWNSAMPLE_FACTOR + LINE_REGION_PADDING,
+            }
+
+
+def download_iam() -> None:
+    load_and_print_info(IAM)
diff --git a/text_recognizer/datasets/iam_dataset.py b/text_recognizer/data/iam_dataset.py
index a8998b9..a8998b9 100644
--- a/text_recognizer/datasets/iam_dataset.py
+++ b/text_recognizer/data/iam_dataset.py
diff --git a/text_recognizer/datasets/iam_lines_dataset.py b/text_recognizer/data/iam_lines_dataset.py
index 1cb84bd..1cb84bd 100644
--- a/text_recognizer/datasets/iam_lines_dataset.py
+++ b/text_recognizer/data/iam_lines_dataset.py
diff --git a/text_recognizer/datasets/iam_paragraphs_dataset.py b/text_recognizer/data/iam_paragraphs_dataset.py
index 8ba5142..8ba5142 100644
--- a/text_recognizer/datasets/iam_paragraphs_dataset.py
+++ b/text_recognizer/data/iam_paragraphs_dataset.py
diff --git a/text_recognizer/datasets/iam_preprocessor.py b/text_recognizer/data/iam_preprocessor.py
index a93eb00..a93eb00 100644
--- a/text_recognizer/datasets/iam_preprocessor.py
+++ b/text_recognizer/data/iam_preprocessor.py
diff --git a/text_recognizer/datasets/sentence_generator.py b/text_recognizer/data/sentence_generator.py
index 53b781c..53b781c 100644
--- a/text_recognizer/datasets/sentence_generator.py
+++ b/text_recognizer/data/sentence_generator.py
diff --git a/text_recognizer/datasets/transforms.py b/text_recognizer/data/transforms.py
index b6a48f5..b6a48f5 100644
--- a/text_recognizer/datasets/transforms.py
+++ b/text_recognizer/data/transforms.py
diff --git a/text_recognizer/datasets/util.py b/text_recognizer/data/util.py
index da87756..da87756 100644
--- a/text_recognizer/datasets/util.py
+++ b/text_recognizer/data/util.py