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author | Gustaf Rydholm <gustaf.rydholm@gmail.com> | 2021-09-30 23:01:05 +0200 |
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committer | Gustaf Rydholm <gustaf.rydholm@gmail.com> | 2021-09-30 23:01:05 +0200 |
commit | c7ce2de1fc62429eb75b26d6b138668f287835fd (patch) | |
tree | 9e4741fa97de2e87245b73331178971598516853 /notebooks/02b-look-at-emnist-lines.ipynb | |
parent | 0456dbe77b82deeb90db5edd8e5155d9b514ce81 (diff) |
Update notebooks
Diffstat (limited to 'notebooks/02b-look-at-emnist-lines.ipynb')
-rw-r--r-- | notebooks/02b-look-at-emnist-lines.ipynb | 290 |
1 files changed, 0 insertions, 290 deletions
diff --git a/notebooks/02b-look-at-emnist-lines.ipynb b/notebooks/02b-look-at-emnist-lines.ipynb deleted file mode 100644 index 89045a4..0000000 --- a/notebooks/02b-look-at-emnist-lines.ipynb +++ /dev/null @@ -1,290 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[autoreload of text_recognizer.data.emnist failed: Traceback (most recent call last):\n", - " File \"/home/aktersnurra/.cache/pypoetry/virtualenvs/text-recognizer-ejNaVa9M-py3.9/lib/python3.9/site-packages/IPython/extensions/autoreload.py\", line 245, in check\n", - " superreload(m, reload, self.old_objects)\n", - " File \"/home/aktersnurra/.cache/pypoetry/virtualenvs/text-recognizer-ejNaVa9M-py3.9/lib/python3.9/site-packages/IPython/extensions/autoreload.py\", line 410, in superreload\n", - " update_generic(old_obj, new_obj)\n", - " File \"/home/aktersnurra/.cache/pypoetry/virtualenvs/text-recognizer-ejNaVa9M-py3.9/lib/python3.9/site-packages/IPython/extensions/autoreload.py\", line 347, in update_generic\n", - " update(a, b)\n", - " File \"/home/aktersnurra/.cache/pypoetry/virtualenvs/text-recognizer-ejNaVa9M-py3.9/lib/python3.9/site-packages/IPython/extensions/autoreload.py\", line 302, in update_class\n", - " if update_generic(old_obj, new_obj): continue\n", - " File \"/home/aktersnurra/.cache/pypoetry/virtualenvs/text-recognizer-ejNaVa9M-py3.9/lib/python3.9/site-packages/IPython/extensions/autoreload.py\", line 347, in update_generic\n", - " update(a, b)\n", - " File \"/home/aktersnurra/.cache/pypoetry/virtualenvs/text-recognizer-ejNaVa9M-py3.9/lib/python3.9/site-packages/IPython/extensions/autoreload.py\", line 266, in update_function\n", - " setattr(old, name, getattr(new, name))\n", - "ValueError: prepare_data() requires a code object with 1 free vars, not 0\n", - "]\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": 4, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2021-03-28 20:17:54.375 | INFO | text_recognizer.data.emnist_lines:setup:103 - 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(0.0152), tensor(0.0954), tensor(0.9960))\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": 5, - "metadata": {}, - "outputs": [], - "source": [ - "def convert_y_label_to_string(y, dataset=dataset):\n", - " return ''.join([dataset.mapping[i] for i in y if i != 3])" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "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>'" - ] - }, - "execution_count": 6, - "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": 9, - "metadata": {}, - "outputs": [ - { - "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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- "text/plain": [ - "<Figure size 1440x1440 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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Q0ShPs1qtzM/PEwqFCAaDxGKxVRkD3F7fKqvVao41PT3dvI5mZ2eZnp4mFAoRi8Vu6RqxWCx4vV5KS0vJy8vj5MmTRCKRWx6bEEIIIYQQQnwQfSgDP1arldLSUh5++GGOHDlCfX09VVVVuFwukskkc3NzjI+PMzw8jFKK7OxscnJyyMjIID09HZfLhcfjoauryyzZKikpMYM+hYWFZmZBR0cH//AP/8CZM2fw+Xw89dRTPPfcc6xfvx6Xy4XP5wMWGyB/73vfY2xsjHA4fN2xL11WXmuN0+lkz549PPbYY2RlZdHW1kZHR8c9b+rscrnYtm0bmzdvxuPx0NPTQ2tr622XYlmtVsrKyjh06BAvvPACO3fuxOv1XrHSmtVqJS0tjdLSUp5++mm2b9/OzMwMVquV4eFhZmZmbqsnj9PpZMuWLXzqU5/i6aefpr+/n9dee43JycnbOpaVZDQjt9vtpKenk5aWhtvtJjMzE7vdjs1mw+v1kpOTQ2ZmJkopxsfH6enpoaOjg6GhoRXLgLFarTidTlwuF/F4nFAodEtlfXa7nerqah555BHKy8tZt24dFRUVzMzMMDg4SEtLCw0NDTQ1NTExMbHscefk5LBv3z6eeeYZzp8/z7lz5+7bwI/ROBy4qw3LhRBCCCGEEA+uD13gx263U1xczKFDhzh06BBbt26loKAAp9NJIpFgdnaWnp4ezp8/T3t7O16vl6qqKjZu3EhWVpZZahSLxdBaY7FYKC0tZc+ePTzyyCPk5+djt9tZWFhgZmaGl156iWPHjjExMcHOnTs5cOAAtbW1uFwuLBYLLpeLkpIS4vE4f/3Xf33dwITdbsftdpOeno7b7WZubo6pqSkeffRRfv3Xf52dO3fi8Xi4dOkSXV1dd5TdcqdsNhs1NTU89dRTrFmzhpmZGXp7e+nt7b3tDBO3283Bgwd57rnnqK+vJy0tDaUU0WiUpqYmGhoaGBkZoaioiOeee46nn36agoICRkdH6ezsZGpqiubmZkZHR29pDBaLhYqKCh599FF27doFQGNjI8Fg8LaOYyUZjchzcnIoKSmhvr6egoICCgoKqKiowOl0msEYj8eDw+EgkUiYGWbf+MY3mJycvGGg8XqWBijsdjtZWVlmlpXH46G9vZ2zZ88SDAZvGvwxVsFbu3Ytv/Zrv8azzz6Lz+fD5XJhs9mYn59n06ZNbNq0Cb/fTyQSobGxcVkZV1arlby8PPbu3cuOHTt49dVXVyXLaSUYwTuHw4HWmrm5udsu/7weI1DocDhwOBwkk0lisRgLCwvSqPwaVnLVRSGEEEIIIe6VD1Xgx2q1kpubyzPPPMMLL7xAXV0dmZmZWCwWZmdnGRwc5MKFC2Zp1vj4OLm5uWzdupWioiIzqwRgZGSEwcFBPB4PGzduZP/+/fj9fiwWC1NTU7S1tdHQ0MCPfvQjRkdHycrKYu3atRQXF5vlZIZkMsn4+Dh9fX3XDNh4vV7Wr1/P3r17qaurIz8/n+7ubtrb23nhhRfYtm0b6enpALS2ttLf37+ik8Vb5fF42LZtG2VlZVgsFnp7e+nr6yMWi+FwOMyMKYfDgVIKt9uNzWZjamqKYDBIJBIxJ6FKKbxeL1u3buX5559n69atZGRkoJRibm6OixcvcuzYMc6fP4/H42Hfvn08//zzVFRUmE27Dx48SGZmJoFA4KZ9j6xWq1nql0wmyczMZMeOHezZs4fS0lICgQBnzpy55xkjTqeTgoICampqqK2tZf369Wzbts3MSjPOESwG4mw2G0op4vG4eV76+/uXHSA0Aj0Wi8XM6rFYLMzPz+P3+1m/fj379u1j48aNhEIhIpEI7e3tRCKRGwZ+lFJ4PB7WrFnDU089xcGDBykuLjZXapudnWV2dpZQKERfXx9DQ0PLziRyOp1UVlZy5MgR9uzZw+zsLJcvX74vS/SsVitVVVVUVVWRlpZGOBymt7eXwcHBO2r6vpTdbsfn8+H3+ykoKMDtdhOJRBgZGWF0dJSpqan7IsBhvM9sNhsWiwWtNclk8q72pTJKgYuLi4nH4wwODjI6OnrPV0kUQgghhBDidnxoAj9GrxO/38/hw4fZsGED2dnZWK1WJiYm6Ozs5MyZM5w6dYqmpiZ6e3uJx+NEo1GKiopwuVzmpEhrTX9/P8PDwxQUFLBlyxYqKyux2+2Ew2HOnDnDa6+9xjvvvENzczPz8/MUFRVRVVVFRkbG+4I+kUiE5uZmZmZm3jfxcrlcrFmzhieffJKnn36awsJCXC4XGzduJBwOU15ejtfrxWKxMDk5id1uJzs72wyi3IvMH7fbzebNm8nOziaRSDAwMMDs7CxlZWWUlJRQU1NDWVkZXq8XWMxcicfj9Pb20tDQwLlz58wmzS6Xi8rKSg4fPnxF1tXc3Bzt7e289tprnD9/nng8zpo1a9i5cydlZWU4nU4zqFRdXU0gEDDP99WMLK7MzEwyMzNxu91MT08zNzfHo48+yi/90i9RX19Peno6ly5doqmp6Z4FD6xWK263m/LycrZt28a2bdtYs2YNVVVVFBYWYrVaSSQSZkaaEajUWhOPx4lEIgwNDdHc3MzU1NRNJ9JGsKCwsJDMzEyz705eXh6JRMIMjm7cuJHt27dTXFzMwMAAxcXFVFdXs7CwwNjY2HUDCg6Hg4qKCp5//nmeeeYZKisrgcWePi0tLZw+fZru7m4mJycZGRmhv7+fwcHBmwY2lVLk5eWxa9cuHnvsMfLz8/n5z39+X07eLRYLWVlZfO5zn2P9+vU4HA4mJyc5evQoJ06cYGFhgWg0ettBGSPQZ2RkVVdXU1xcjNVqZXx8nLa2Ni5cuMDc3Bxzc3P37PwYAR+Hw4HX68Xn85nZk7FYzOxLdadNvm/E6XSSnZ3Nli1b2LlzJ4WFhfT09HD8+HFzJUchhBBCCCE+aD40gR+r1YrP5zMzJHw+H1arlWg0SltbG++++y4nT56kubmZgYEBQqEQVquVWCxGMpk0Aw4A8XicgYEBpqamWL9+PZWVlfh8PpRSBINBTp8+zdtvv82FCxfM5dtLS0uprKwkLS3tinElEgmCweB1+44YTYU3bNhAYWEhs7OzvPfee2it2bp1K263G4BoNEosFmP79u243W66u7vp6uqipaWFoaGhO5o43gqlFFlZWaxfvx6fz2cGbzZu3MiuXbvYsGEDpaWl5OTk4HA4zMckEgkCgQB2u52JiQkzaFVUVGSW5eXm5mKz2RgaGqKnp4c33niDo0eP0t/fT05ODjU1NdTU1JhBH2PfDoeD4eFhwuHw+wIdRkZRdXU127dvp6KiArfbTV9fH4lEgsOHD7Njxw78fj/T09P09vYyNjZ2T1aGslqtZpPiQ4cOceDAAWpqasjNzcXj8aCUIhQK0dLSwtjYGDabjZycHNxuN+FwmImJCUZHR+nt7aWxsfG6mSQ2mw2n00lGRgYlJSXU1dWxbt06srOzzcBPenq62VDbYrFQUlJCdnY2Ho+HnJwctm7dSjKZZHJykrGxsWsej91uJycnhy1btnDkyBFqa2vNoOqJEyd48803aWpqYnR0lHA4zNzcHLFYbFklSXa7nTVr1rB79242bdpEPB6/b0r0llJK4XQ6WbNmDYcOHaKqqgqr1crQ0BAdHR1cvHgRu93O3NzcbV2/FouFjIwMM3hcV1dHWVkZPp+PZDLJ9PQ0fr+fubk5QqEQo6Ojt/1cd8J4z3k8HrKysigqKjLLZsPhMKFQiMHBQTNLzcj+Wclx5ubmUl9fT11dHbt27WL9+vXEYjGmp6fNPmJCCCGEEEJ8EH0oAj9GeUpeXh5btmwhKysLu90OwPDwMA0NDbz11ltcunSJkZERIpEIiUTCLPvx+Xx4vV4zmDAzM8Pk5CQul4uCggKysrLMINHExIS5OpfRYNntdlNQUEBeXp65RDwsZmEYvYCam5uvmUWSTCbNzKPp6Wl6enr40Y9+xNjYGL/7u79LaWkpsViMpqYm4vE42dnZHDp0iEgkQmdnJ2+//TbHjx+no6PjrvQ28Xg8ZkaP2+0mHo9TV1dHaWkpfr/fzBQxJpkA2dnZZGZm4vF42LJlC11dXUxOTjIzM8OaNWt44okn2LRpEy6Xi0gkQkNDA++++y6vv/46HR0dhMNhqqurqaqqoqio6IqMKq010WiUixcvMjs7+77Jm91uJz8/n4985CM88cQTFBYWsrCwwPj4OB6Ph8rKSjPoZ7zumZmZZkbQ3QoAWSwW0tLSKC4upr6+nsOHD7Nz504yMjJIJpMEg0Gmpqbo7u7mxRdfZHh4mKysLEpKSrBarQQCAfr7+xkZGTFLe64VDLRYLGRnZ5OXl0dtbS3bt2+nvr7eDIg5nU4AIpEIgUCAqakppqenCYfDhMNhfD4fGRkZbNy4kfHxcVwu1zWPZ2kg9uGHH2bNmjUkEgm6u7t57733+P73v2+uhHezc2xkiVgsFhYWFsyyqX379vHwww+TnZ1Na2urmdVyK4wslNXKMjGy0oxyUqNEb+l7GG6tx4xSyuzj4/P5qK2tZffu3Tz77LP4/X7sdrvZV6m4uJhEIkFvby9DQ0PMzMzcdgP2W7V0xbmCggJycnLIzs6msLCQ0tJS8vPzsVqthMNhJicnaW1txe12MzMzQyQSIRgMMjc3Rzwev+3XxmKx4Ha7KS0t5cCBAxw+fJi1a9ea101jYyNtbW309/fft72hhBBCCCGEuJkHPvBjfKOem5vL+vXrefjhh83GwMlkkvb2dhobG7l06RLDw8NEo1GSySRKKXOVqJqaGnOypLVmYGDADDYUFhaazVhDoRA9PT0EAgEikYg5GUlPTzczMpYyGqsODw8TCASuWb5i9Ep57733zEn35OQkLS0tpKenY7FYGBkZ4e/+7u9YWFigqqqKNWvWUFxcbI47HA6bPXZW+1wXFxdz8OBBsrOzzYDb2rVrmZubY3Z2ls7OTgYGBujp6aGzsxO73c7mzZvZvXs3eXl51NXVsXPnToaGhhgYGGDdunVs2LABr9dLMplkYmKCY8eO8cYbb9De3k4sFsPlcuH3+ykvLycnJ+eK85xIJJienqa5ufmajYbtdjslJSUcPHiQ7du3m72WvF4vNTU1ZiaXUTJXUlLC4cOHaW1tpaenh4GBgZv2sblTRilQRUUFGzZsYN++faxbtw6fz8f8/DyTk5N0dnbS19fHuXPneOWVV5ibm6OgoMDsGzU8PMzk5CTRaNScLF/92rlcLjIyMti+fTt1dXVs3ryZhx56iPLyctxut9n3aGJigqGhIYaGhhgcHCQYDJqvjzFe4IY9lVwuF4WFhWzZsoVt27Zhs9no7u7mjTfe4Ac/+AEnT568aTmX1WolPT2dnJwc/H4/NpuNyclJ3G43H/nIR/joRz9KbW0t8/PzdHd3MzAwcMNsIavVaq6QZvRFMpogRyIR5ubmmJ+fJx6Pm+fiTlksFjweD1u3biUtLQ2r1YrWmvHxcSYnJ6/5Wt1sfy6Xi6ysLAoKClizZg27du1i+/btFBUVMTk5yeDgIC6Xi4qKCtLS0khPTyc/P98sQ71bmYEul4ucnByqqqrYu3cv5eXl5gqKRvYYwPz8PLOzs5SXl1NbW8vY2BhDQ0O0t7czNDREMBi8reCPzWYjMzOTdevW8eyzz/KJT3wCj8dj9hYySryMxvH3IstPCCGEEEKIlfDAB36cTif5+fls3bqVJ554gt27d5vlVvPz8zQ3N9Pe3s7Y2NgV/S2MvhiFhYVs3brVzNQxshImJyeprq42s3201oTDYbq7u5mamrriW3NjhZ5QKMTCwoJZ4pRMJolGo/T09Fx3/Mlkkt7eXl588UU6OjooLi5mbGyMuro68vLyiMViNDc3c+rUKQYHB0lPTycvL49NmzZRX19PVlYWOTk5d6U3hdVqZfPmzTz22GPm0uFGFlRXVxdnz57l5MmTnD9/nqGhIebm5swsH4vFwqFDh/D5fKSnp5Oenk5ZWRnr1683X694PE57ezt9fX2Mjo6ysLCAUgq/309FRQW5ublmTxtYPO+xWIyOjg4CgcD7+h0ZmRFGH5FgMMg777zDN7/5Taqrq/nKV75CWlqaGTiJxWLs27ePw4cPEwwGefvtt/mbv/kbTp8+zfT09KplhHg8HrPB9MaNG82yq2AwyMDAAGfPnqWhoYGenh4z20wpRTgcpqenh4WFBTOAcK1ghZFNVFVVxc6dO/nYxz7G2rVryc7ONoMR8/PzTExMEI1GzfNvsViorq5GKUVlZSVFRUXMz8/T19dHU1MTr732GlNTU+b5Nc6P1Wo1S/O2bt1KZWUlU1NTHDt2jNdee41Lly7dNOhjZCYdOHCAAwcOsG7dOubm5ujq6jJ7tFRUVOByuQgEAjQ3NxOPx83snavPsdPpJCsri7y8PPLy8sjOziYrK8u8vkdGRhgYGGB4eJjx8XFCoRDRaJT5+fnbft2N919mZiZbtmzB7XabWUuBQIDh4WFmZmauOHc3YrVa8Xg8FBcXs3nzZjZs2EB9fT3r1q3D4XAwNDTEG2+8QUtLC1u3bjXLAI2V3+5m0MfI8tm4cSN79+7lmWeewe/343A4rmhEbpwjpRRr1641MwW7urp4+eWXicfjLCwsmFmay2Vk+u3Zs4df/uVfZs+ePczPz9PQ0AAs/u44ceIEr776Kp2dnbLimRBCCCGE+EB7oAM/DoeD3Nxc6urq2LNnD9u2bTMbCieTSYaGhmhrayMQCJhBH6P8ICMjg/Lycnbs2MFDDz1k9tKZm5ujubmZvr4+nnjiCTIzM7HZbGb2TiAQYHp6+orsGiPTxG63Y7FYrshIMYIK12sWbAQv+vv76e/vx2q1UlxczJe+9CX8fj/t7e380z/9k9lzaHJykuHhYTo7Ozl69Ch2u/2urdZjtVrJzs6mrKwMm83G3Nwcly5d4uWXX+bnP/85ly9fZnZ29ooJmrEyV09PD6FQyOw9kp6ebjYwXvrN/4ULFxgaGiIcDpvHlJaWRmZmJi6Xi3g8bgZ/kskkc3NzZv+kq8+BUWo3NDTEq6++ysLCgtnAdWJigvn5eXN8L774IoFAgPXr17Np0yYzS8HtdvPf/tt/49ixY6tyji0WCzk5OXzxi19k586dZGdnAzAxMUFrayvHjh3jpZdeorOz832lZ8vJ8HI4HKSlpbF+/Xr279/PoUOHeOihh8yAB2CWGkYiEcLhME6nk6qqKnJzc8nIyDAzJGZmZrh48SJvvvkmp06dYnh4mNraWiYnJxkYGDADb7m5uezatYuDBw+yZcsWrFYr7733Hl/72tfo6+tbVqmRw+Fg7dq1/OZv/iabN2/GZrMRiUTYvn07Xq/XDGgY49daU15ejlLKvD6Xvn+2bNli9nUpKCgwV0dLT09Ha83U1BRDQ0O0trbS2dlJd3c3bW1tN7x2b2Zp0MfIHASYnp5mYGCAQCBAKBRadtDB4/FQXV3NoUOHeOKJJyguLiY/P59EIsE777xDQ0MDr7/+Oi6Xi0OHDpGZmWn2+RkaGmJkZGTVm5YrpUhLS6OiooL6+nr27dvHjh07KC0txeVymdfszMwMoVDILFfzer1kZmbi9XpJT0/Hbrdz8eJFsyz0VsbtcDioqqriox/9KJ/5zGeorKyku7ubb33rW/zsZz/D7XYzPz/P4OAgU1NT96RBvhBCCCGEECvppoEfpVQp8D+AfEADX9da/6lSKhv4DlAB9AC/rLWeWr2h3hqjhKKkpMQsJykrKzPLtWKxGKdPn6azs9Nsqmyz2XC73fj9fmpqati5c6eZhWIsXX3mzBna29vx+/1kZmaavYIikQjDw8OMjIxcMVkzAjWbN2+mtLTUDCAZE5yhoSHeeusthoaGln1sDoeD+vp6AE6cOMGxY8eu6IUSjUaJRqPXbaq7WpxOJwsLC4TDYex2O2+88QZf/epXOXXqFOFw+JqP0VozOzvL8ePHOXLkCDk5OdTV1TEwMIDD4aCsrMwspUskEnR1dTE+Pn5Ff5rp6WkzG8XY59I+SgMDA9dtWBuNRmlvb2dqasoMAAYCAT75yU+SnZ1NNBqlsbGR119/ncuXL/PjH/+YgoICdu7cyZNPPmkunX6tTJI7tbTx76ZNm/D7/eZKTM3Nzbzxxhu89tprXL58+aYZMtfi8XjMjJlDhw5RXFxMVlaW2S/HYPRBKSgoIJFImFkYRsZab28vfX195opnLS0txGIx9u/fz44dO2hububNN99kYGAAq9XKY489xqc+9SnzPdzU1GQGL5cTrLJarWRkZFBVVUVeXh7xeJzvfe97vP3222zbto3nnnsOl8tFIpEwA1Uf+9jH2LNnD8PDw7z77ru8/PLLBAIBnE4nTz75JJ/97GfZsmULAP39/WYWoBEILiwspLa2lrq6OpLJJKdPn+Y73/mO2RPnVoN+RpnamjVrOHLkCJmZmWbGTU9PD319fUxPTy8728fpdFJaWsr+/ft55pln2LNnD1prxsbGOHXqFF/96lfp6urC7Xbz+OOPs3HjRjIzM5mYmDBLp8bHx1e9v4/RdPvgwYMcPHiQTZs2UVBQgMvlMvuddXd3097eTigUIicnx1yNzOVyYbVazd5raWlpV5Rm3YyRJbZr1y4+/vGPc+TIEdLT0zl37hy/93u/R1NTE6FQyLyWV3P1MCGEEEIIIe6m5WT8xIHf0lqfUUqlA41KqVeBfwYc1Vr/gVLqK8BXgH+7ekO9dUbz5crKSkpKSkhPTzfvW1hYoLe3F6UUubm5eL1eHA4HeXl5rFu3jm3btrF161bWrl2L3W4nmUwyOzvL0aNHaW1t5eDBg1itVnNyEIlEmJycJJFImM1mjcDFJz7xCfbt24fP5zOf3ygNGxwcxGKxYLVal71akdEIdXp6msuXLzM4OHjPSxGUUqSnp7Nr1y7S09OJRqOcPXuW4eHhmwYlnE4ntbW1ZnbF7OwsaWlp5qo+sJi10d3dTSgUuqK8xmKxYLPZzAmhURYCmMuNBwIBgsHgNSdxWmvm5+cZGhri+9//PlprSkpK+PjHP05OTg7vvPMOR48epaWlxVwFa2pqio6ODv7xH/8Rq9XK7Ozsqpx/Iztix44dpKenm6vQGaVUp0+fNku5bpXb7aauro5PfepT7Nixg4qKiivOncEIotntdux2O1prM0uku7ub3t5e3nzzTVpaWujt7WV0dJR4PE5RUREbNmzg8ccfp7i4GICf/vSnAOzYsYN169aRkZFBT08PJ0+epKGhYdkrzxkBp4GBATPYEwwGuXz5srnaWDQapauri8bGRqanp1mzZg1lZWWUl5dTWlpKRkYG77zzDlVVVXzhC1+gurraDMIeP36c1tZWpqenzeBbdXU1hw8fpr6+noceeoj6+nreeust8xzdCmOfhYWF7N69m0cffdTsO7awsMDly5fp6OhgcnJy2aVkRmnkhg0bKCsrI5FIMDg4aDbKvnDhAjabzSyt8vv9ZiahUR54veDsSrHb7RQVFfHZz36WAwcOUFlZaf5OnpmZYWBggAsXLvD222/T3NyMxWKhoqKCvXv3UlVVZe7HYrGYzcqNVciMJtE2m80s/Vra98dms7Fnzx5+6Zd+iUOHDpGXl0dvby9/8Rd/wfe//306OzvN60h6+QghhBBCiAfNTQM/WuthYDj176BS6jJQDDwHHExt9rfAG9xHgR+jpMpoKjw3N2eWfhgr6Tz//PPs37+fcDhs9v9wu91kZ2eTnZ2Nz+fD6XSaDXQvXLjAT37yEwYGBjhw4ABpaWk4HA5zYmyUlU1NTbFt2zaysrLYsWMHhw8fpqSkBLvdbmZMGI8xMimKiooYGRm5acaDEVxxuVx0dnbS2dl5X0xUrFYrlZWV7N+/H6/Xy+DgIC0tLczMzNw0EyYtLc08X/F4nL6+PjMAYzS0NnorGauuGRM6p9NJTU0NmzdvprCw0AxcGMEBIziynGwcoxxv48aN2O12hoaGOH78OJcuXbpi6XMjWGRMFFcrK8DIWtuxYwdpaWlYLBai0SiBQIDe3l4CgcBtTdZtNhv5+fk8+eST7N+/n4KCAnPCHA6HzWMzVpKbnJwkGAya2XJGwNHoedPX18fMzAzRaJSFhQVsNhvxeJxAIIDL5WLDhg0Eg0EaGxsBqK2tJTc3F6WUuQqe8ZovhxE0bWpqIhwO88ILL3Dp0iX6+/v5/Oc/T2ZmppnR96Mf/Yjh4WFyc3MpKytj69at1NXVsXHjRgD27NmDz+fj6NGjHD16lNOnT5sZYkbpp9frJRqNmiuhJRIJ+vr6mJycvK3X3ujFk5eXR3V1Nfn5+WZPm+HhYU6ePElHR4eZ8bMcRqBt/fr15OXlMTExwfHjx3nxxRd56623mJ2dpbi4mPLycrNvVldXF6dOneLdd9+lo6NjVfuA2Ww2/H4/jzzyCAcPHqSmpgaPx0M8HmdkZISWlhZOnTrFyZMnuXDhAqOjo6SlpRGNRqmpqTF/DwCEQiGam5u5fPkyMzMzlJSUUFVVZTaHNprhj42NkUgk8Hq9lJeX89u//dvs2bMHi8VCU1MT3/nOd3j55ZcZHh6+54FzIYQQQgghVtMt9fhRSlUAW4GTQH4qKAQQYLEU7FqP+TLw5TsY423RWhOPx82VeIxMBZtt8ZBtNtsVPTCMzAar1YrdbjcbNgeDQQKBABcuXODVV1+lp6eH9PR0MjMzSUtLM/fncrkoKytj9+7dlJSU4Pf78fv9FBYWkpubay65vbCwgNvtJi0tDa/XS11dHfv37ycajfLqq6/e9Lg8Hg8PPfQQTqeTubk5Jicn35elcbfZbDYqKip49tlnKS0tNbOjysrKqK6uJhaLMTk5ed3HlpaWsmnTJtLT0xkdHaWzs9NcUW3phM8oyVtYWMDj8WC326mrqzNLW/x+/xXnwggszM3NYbFYlhUgSyaTZt+Zjo4O2trarrkMPKxewAd+sdR1fn4+tbW1uFwuM+AUi8XM97URSLyVsRi9mIzm30ZGW2dnJz09PeZy2TMzM2aTYSPAlEwmGRkZYXh42FxO2xjH0sCY0T/JaDhusVgoLS0lNzeX3NxcbDYbU1NT9PT0MDQ0dMvBy0QiwezsLM3NzUxOThIOh8nIyDAz61pbW3nvvfc4ffo0s7OzOJ1OmpubaWlpobq6mrm5ObNcbGxsjMbGRs6ePcvAwIC5sh8sBt+qqqr43Oc+x44dOygpKSEUCnH06FHOnTtHMBi8pXHD4nve6/VSXFxMRUWFWeIVjUZpaGigubmZsbGxK/oQXY/R3Hz79u3s2rWL0tJSMyj2s5/9jLNnzzI9PY3FYiEjI4OSkhJKSkqwWCwMDAzQ0tJiNqu/ncyx5TDey3l5eezevZuioiKzkfXIyAgNDQ289957NDY20tnZydjYGPPz8zidTrTWpKenX1F2ZWSW5eTksGnTJh5++GHWr19v9qXq7+9nx44dZrloVVUVNTU1bNiwAbfbzeDgIIODg2YPIZfLdUXPMCGEEEIIIR40yw78KKW8wA+Af6W1nl06wdZaa6XUNf/XrLX+OvD11D7u2v+sjUlyKBRCa43D4TAnD0bGjdPpNBuqGozjMlaj6u/v59KlS5w8eZITJ04QDocpKSkxy7YSiYQZLMrOzsZut1NWVobX68Xj8eB0OolEIvT29jI+Po7D4aCiogKn02lmE5SUlJCdnY3T6SSRSFx3aWKjB5HxfHa7nYmJiXue8eNwOMwVmlwuFwB5eXls3bqVrq4uOjo6rvu4zZs38+lPf5rS0lJCoRCNjY0MDAxQVFRkZlwYQbyCggI2bdrEwsICWVlZ5Obm8tBDD7Fnzx4qKirMjCpYnLBbLBZyc3MpKCggFAqZGQA3s2PHDtxuN0NDQ/T29q56Ccy1GNlnRnaGUopkMonFYiE9PZ2SkhLKysqYn58nGAwSiUSYn5+/YoJsvM+XXqtGnxMjO8TohRMIBPjbv/1b2trazNXnYrEYwWCQYDBoBpiSyaRZSpVIJK4ZEDN664yNjdHX10dFRQX5+flUVFSYvYpsNpu52tvw8PBtTbqN5+nt7cVut7N//34yMzOZnJzk5MmTXLp0yWzOG4vFCIVCzMzM0N7ejtPpZOfOnUQiEbxeL5WVlWagIBgMMjs7SzQaxe12s27dOp566in8fj8Wi4XLly/T3t7OzMwMSqlb6u9k9Efy+XwUFRVRUVFhntdwOMzJkyfNsqvl7NPhcLBhwwZ27drF2rVrsVqttLS0cOzYMRobGxkZGSGZTOL1esnLy6O8vByXy0UoFCISibCwsHDd1d5WirF0e2FhIdu2bcPn85mB9cuXL/PWW29x8uRJent7r2imbFz/paWlZgZnMpmkr68Pl8vF448/Tk1NDUVFRfh8PrN5flVVFX6/n0QigdPpJD09Ha/XawaSsrOzzUb/tbW1nDp1ilOnTjE6Orpq50AIIYQQQoh7aVmBH6WUncWgz7e01j9M3TyilCrUWg8rpQqB++p/zUawYH5+nng8TiKRYG5uzszqWTopvjpTwSg/OHfuHJcvX6apqYlLly7R19dn7nNubo7p6Wkz88dqteJ2u81GxMZzzM/Pc+7cOY4fP87o6Cg1NTW4XC58Ph8ulwuHw0F+fj5VVVXU1dXR09Nj9va4ms1mIy0tjVgsRjQaZXh4mFAotKqTtuWw2+1UVFRQVVVlltOlp6eTSCSYnp6+ZsNYI1j08Y9/nMcffxyXy0VDQwOvvvoqExMTrF271gwiAeYEcMeOHVRWVpKXl0dubq6ZXWWs6pRIJLDb7eZrUllZybZt2wiFQmYPputRSlFYWGgGnSKRCLOzs6uWCXEjRmCysrLSbDRrtVrxer3U1NQAi+e4oqLCXPFtfHyccDjMwsICdrsdr9dLRkaGuSqS0QTXKLnJzc3FYrEwNzfHhQsXOH78ON3d3Waz4mQyaV47S10vMGnQWjM3N2eOqaKigoqKCrZt28aWLVvIycnBarWaGT+jo6O3nW1hZBZZLBY2bdqE3W6no6ODc+fOMTQ0ZL52xjk0Alkul4vZ2VnGxsZYu3Yt9fX1+Hw+s8nxyMgIMzMzpKWlsWvXLjObJJFI4Ha7qa6uZmJigsHBwSvK3IzsQuPP1SwWC06nk8zMTIqKiigoKEApZWYwnTt3jomJiWU1dTZ+dxiro2VmZjI+Pk5jYyPvvvsuw8PD5rVnLJ9eWVmJ3W5nfHyc6enp9/XCWWnGConV1dU8/PDDlJeXm1l8U1NTXLx4kaamJrq7u5menjbPnxHczszMpLy83Oz1ZWSRGdfB3NwcDQ0NZlDU6PVlBHeMptnG70sjUG9kW+bk5BAOhzl//vyqHL8QQgghhBD3g+Ws6qWAbwKXtdZ/vOSunwCfB/4g9fePV2WEt8mYEM7MzNDW1saJEyfo7+8nJyfH7OFjNFM1vv02JmuhUIjW1lbeeecdurq6zNICoxwgGAwyMjJCIBAwM3WM8jCLxWJOlufn5xkYGOCnP/0pb775JpOTk8TjcdasWUNJSQlutxuPx2MGNPr6+piammJ6evqax2SUTNhsNoLBIM3Nzbe1otBKstvt5OTkUFNTQ15enjmJnZyc5Pz58/T19ZllG8ZkLi0tjcrKSg4fPswzzzxDcXExAwMDvPLKK7z99tvk5OTg9Xrxer1orc3Jcl5eHps3b0Zrjc/nM0vBQqEQg4ODTE9Pm6Vjbrcbm81GQUEBdXV1XLp0CY/HYwb2rnXOlFKUlJQAmMG9pSVMd5vFYsHr9ZrZPEZ5oNPpxO12k5OTQ2VlJe3t7Vy6dIne3l6zbCojI4Py8nJKSkooKioiJycHm81GIpHA4/FQV1dnlikuLCzQ2dlJKBQiHA4TiUTuOJi4sLDA2NgYPT091NTUmKvkFRYW4na7iUQijI2NmSVjK2HTpk24XC6Gh4fNldqu99otLCwwMjJCT08PBQUF+Hw+Nm3aRG1tLeFwmKmpKcLhMFarlaysLDNLKDMzE7/fz2OPPUZRUZGZsTQ5Ocn4+LhZMhWLxcx+SUvHYJQw5uXlUVxcbL7HY7EYvb299Pf3m/2FbsRms5GVlcVDDz3E/v37KS8vZ2ZmhpaWFk6fPk17e7v5u0EpZQZ+ysvLsVqtDAwMmL2VZmZmViW4aWQ2VVRUsGvXLvbt23fFCni9vb20trYyMDDAzMzMFUEft9tNbm4ua9euJS8vD5vNhtaa8fFxs9fSxYsXuXjxIh0dHWbgx2634/f72b9/P9u2bSORSNDf38+bb75Jd3c3yWQSl8tlZntarVb6+vpWtb+REEIIIYQQ99pyMn72Ap8FLiilmlK3/S6LAZ/vKqW+CPQCv7wqI7wDCwsLjI+P884779DT00NRURElJSXU1tZSU1ODxWJhenrazExIJpNmlkp7e7u5klM0Gr0iWGBM0lpbW/F4PCSTSXPVJaM8xsgIOn36NEePHqW9vZ14PM7ExIS5BDRgfqttlCoZpRfXYmRgGGVioVBo1ZdfvhFjUrxp0ybq6urMperj8ThDQ0MEAgHS09OpqanB7Xbj8/nw+Xzk5+fz8MMP88gjj+D3+xkaGuKVV17hlVdeobu7G6fTaWZWxWIxs7zNCHoY3+wbzbtbW1tpbGwkEAiQn59PWloaPp8Ph8NBWloaRUVFFBUVMTw8bGZJXW+i6/P5mJ+fZ35+nkAgsKzlxVfT+Pg4/f39pKenm8EzY9JvZFNkZ2ebGSQdHR3YbDaKiorYuHGj2cfKWDEtHA4Ti8VIS0sz32cWi4VYLEZOTo65pP31MlaWy+jzdObMGSorK9myZQtVVVXmstszMzOMjo6u2IQ7NzeX6upqLBYLY2NjjI2NmT2hriWRSDAwMEBjYyOxWIyMjAyysrLMoLDRaHxiYoLz58/T0NCAx+Nhy5YtZnZbUVER9fX1TE5OMjk5SW9vL8PDw8zPzzM+Ps7FixevWKLeCNwaZV5GkNEI/Fy4cOGK/kLXY2SDlZSUsHfvXurq6rBarXR3d9PQ0MCFCxeuaDxt/I4pKSkhLy+PWCxGS0sLTU1NdHZ2MjU1teLloktXLtu0aRO7du1iw4YNZmltPB6npaWFnp6eK1bFM8pZ/X4/69evZ9euXXi9XjOg3N7ezsDAAD09PYyPj5sZksZj/X4/e/fuNTOL+vr6eOmll/izP/szhoeHze2MxvppaWlMTU1dtweZEEIIIYQQD4LlrOr1NnC97sGHVnY4K8soORkdHSUYDJrfco+NjdHR0UEikWBiYsKcfCzN+JmYmCAUCl1zQhSPx2lubjaXAV+3bh1FRUXYbDbGx8fp6+tjdnaW4eFhzp49S3t7O+FwmMzMTKLRKCMjI4yOjppBo/Hxcc6cOcPZs2cZGxu74Qoz8/PzRKNRsrOzWb9+/T0NTKSlpbFu3TqefPJJNm/ebE7qYbHZ9RNPPMHevXtxuVzk5OSQm5tLRkYG6enpZsPWlpYWfvjDH/KP//iP5jfyoVCInp4eurq68Hg85jfzxrLtRtlOJBKhp6eH1157jddff53JyUk2b97M5s2byc/Px+VykZ6eTm1tLXv27DEzu4yynGtZWFggLS2NSCRCa2vrqkyKl0NrTSKR4OzZs2Y2mbEalBEAMsoF09PT8fv9VFdXs3HjRtxuN4WFhZSXl5OWlobL5cJqtTI/P8/09LTZnNntdpsBy4KCAtatW8fExISZCWeUexnZa8b1sZxsICOA2tzczJ49e8zzbZRWJhIJM3C59H1zO5RSbNu2DZvNZq5AZmSK3ei1m5mZ4Y033uDChQtmsKGgoIDs7Gwzc6+zs5PXX38dWHy/Hzp0iE2bNpmZVPn5+dTU1GC1Ws0MH4DOzk7+6q/+yswAMvrVOBwOfD4fhYWFFBcXm+djYWGBtra2ZWXeGBk8ZWVlbNmyhbS0NLq7u2lqaqKpqemKnklKKdLS0igsLKSyshKlFL29vXR3dzM6OmqWR640oxdVeXk5W7ZsYcOGDWbzda01kUiEixcvMjw8TCwWM4O5RjbUunXr2Lt3L/X19WZAORaLcfbsWc6fP2/2WFr6u9Lr9bJr1y4+97nPsXv3bsbHx/nhD3/It771LQYGBt5XPnt1qa8QQgghhBAPqlta1euDKJFIEI1GmZubIxgMMjU1RSgUMksHwuEw09PTV0x+4vH4DfteBINB85vnlpYWSkpKyMnJIZlM0t/fz8jICOFw2JzYGvuJRCI0NzfjcDiIRqOUlZURiUS4dOkSb731Fs3NzUSj0esei9Eg1efzkUgkzFKgqamplT1py2CxWCgoKODxxx/n2WefNZek1lpjt9tZt24da9euvWaD4YWFBaanp2lqauLv//7vef311xkfHycej5tBh4mJCXp7e/H7/bhcLjwej9mPxgje9Pf388Ybb/Daa6/R0tKCw+EgFAoxMjJCTU0NWmvcbjfFxcWsXbuW48ePA1w3cGGsbmW1WpmdnWVqampZZTerIZFIMD4+zqlTpxgfH8fpdDI/P09eXh5+v5+MjAxcLpeZtZCfn09dXR3wiwmtEVBJJpNm+dHAwADvvvsu/f397Nu3z8yieuSRRyguLqampob+/n6z8a9RkmWUIEUiEaanp5cd/DGy5YwG1UsDEjMzM4yPj9/xxFtrTW5urnnNzszMLCsgurCwQG9vL729vVitVhwOhxlUg8XfA9Fo1NzX1NQUP/jBDzh69ChlZWXmSlG1tbXk5+djs9lIJpNmCadS6n0rhBm9l3Jzc68IhACMjo4uq7TQYrGQlpZGeXk5NTU12O12Ojs7OXfuHF1dXczOzprbGoGfoqIiMyOqp6eHgYGBK3rqrCQj2yc3N5fKykqqqqrMci3jvAYCAcbGxrDZbGRmZhKPx3G73WYAsr6+3uznZbVaicfjTE1N8cYbb9Dd3f2+oI/VaqWkpITPfOYzHDx4EKUUr7zyCl/72tfM3mxXu9OsNiGEEEIIIT4oHvjAD/ziP/hGo+el5VGJROKWv/E29mWsqNTT02P2T7nREsxGhsrY2Bhnz57F5/OZAYwblaUsfd5YLGb2FFFKUV1dzYULF+565o/H4zGzFtxut9k7x5gsz8zMmGU8RlNhgFAoRHNzM6+++ionT56kp6fnirEbfTxOnTrFyMgIFy9eZNu2bWYp3MWLF82Gut3d3Vy+fJlAIEAkEiEnJ8fMwhofH8flcrGwsGD2Wbpw4YIZYLoWrTVOp5OxsTGzVOrcuXP3ZFUvWJwgB4NB+vv7OXv2LIFAgPLyctavX09xcTFZWVl4vV6z79PSgI9RGmMEN6empujr6+Ptt9/m5ZdfNhsYT0xM8PDDD1NQUMD69eupqqoiFouZ10UwGGR0dJTh4WEGBgZ46623aGhoWHZvKZfLxdjYGAMDA/h8Pmw2mxn4C4fD5ljv1NzcnFmm19LSwsTExA0z5wzGMRjv3Rtdh/F4nOnpaaanp+np6eGtt97C6XTi9XpxuVzm7xkj+2dmZuaK3y1G4CctLc0stTNWG+zr6zMzu250PoysoezsbMrKysjLy2N6eppz587R1tZmNoZeun1aWhrFxcWsWbMGpRQ9PT309/evWm8fWAzEOJ1O89q/+piUUhw4cIC1a9eavdOW9iEyjs0o55yYmODll1/m0qVLTE9Pvy/oU1xczOHDh3nsscdQSnHq1Cm++93v0tPTc8+b3wshhBBCCHGvfSgCP0slk8lrrph1J/uLxWLLDrwYJS6xWIyRkRFztbHlCAaDnDx5kkAgQG9vL11dXbS1ta3o8SyXUopwOExraytnzpyhpKSEqakpWltbaWho4NKlSwwPDxOPx80yJSObZ3Z21sw2uNakLBgMEo1GGRoa4vLly7z33ntkZ2eTTCZpb28nGAyaK5stnbhOT09z/vx58/XIy8tjYmKCEydOcOLEiZsGA7TWFBQUUFhYiN/vN5ts38py3SstHo8zOzvLiRMn8Pl8FBcX097eTnl5udm02ev1XpFlYqziNTc3Rzgcpr29nba2Ntra2jhz5gxNTU1mo21YfE9WVFRQXV2Nw+HA4/GYJWJG8CcQCBAOh5mYmFh2w2sj+8ZoWlxWVkZ6erqZCWOUPY2MjNxR4DI9PR273U40GqWrq4vJyckbBmBXilFKutzr1wiKAmRlZV0xvv7+fmZnZ697TRgsFgsej4eSkhJqamqIxWK8/fbb5jLwS8dilFsZ29rtdvr6+ujv72diYmLVstmM0rWlwS9jJS+jz1F5eTkFBQVmSaGxzL3dbjf7eCUSCWZmZhgaGqKxsZFvf/vbDA0Nve/3nd/v58CBAzz33HMAHDt2jD//8z/nnXfekaCPEEIIIYQQfAgDP/eDWw0WGYyJZnd3N9/4xjeYn583vy2/20KhEJcvXyYUCtHV1UU8Hqerq4uhoSGCwaA5oTMmdUu/8U8mkzddDtxoch2NRhkfHzeX0l7aa+Zq8/PzDA8PMzs7S3d3N+np6WZvp+WUtNhsNgKBAJcvXyYzM5PKykp8Ph9TU1P3bAKptTZLFQOBAF1dXTQ0NOB2u3G73eYKX0bWid1up6CgAIfDwfDwsJn9ZAQbY7EYCwsLKKXo7OxkdHSUc+fO4ff78fv9OJ1OsrOzqaqqIjc31wzetLe3c/z4cTo7O28pSyQej9Pf38/U1BSDg4Nm5tbo6ChDQ0NMT0/fcbaaEVycnZ3FbreTn59vrhx2P1FKYbVa8fv9rF271mzSnkwm6ejoYHh4+KYrqlksFlwuF9nZ2WRkZNDW1sbLL7/M5cuX35dhpJTC6/Wa2T6w2Huov7+fUCi0qsu4w2IWlhHIslqt5u8CwFxVC7jid4RR+haLxRgbG6O3t5fTp0/z1ltvmY24l47ZZrNRUVHB/v37WbNmDW1tbfzlX/4l77zzzqplMwkhhBBCCPFBI4GfDxhjUrQ0sHKvxhGJROjs7GRgYOCKUrqrx3S7YzSaABsT4Zvtxyg3C4VCzM/PY7PZzJXBlmNubo6TJ0+SSCQ4fvw4Fy5cMDNc7rWryxUjkQgWiwWLxYLNZsPhcJjZFF6v1zwPRq8eI0vHOIdGEHF+fp7Z2VkGBwdxOBzmimFGw+NkMsnMzAyBQMBsxHsrjCbJDQ0NwGIfpXA4zJkzZ2hvb39f2c7tiMfjZGZmUlBQQEZGBvPz8yQSifuuca/dbqewsJCSkhIzoyWZTNLV1WWurmVc19eytJQvFovR1tZGT08Pb775JoFA4H3BTaMXUF5eHpWVlSSTSdra2szsojs97zdirEBoBLZCoZCZZWaUfhlBoKVjNjIi+/r6OH/+PBcvXuTMmTM0NzdfEeQ2+giVlZWxf/9+tmzZYmY/nTlz5oa90oQQQgghhPiwkcDPB9T9UMJgZOas9jfrtzp5N8rnbnXir7VmdnbWLFWLRCKEw+H74lwvZaxqBosTYGOlN2MyPTMzY068b5RdtTSwNj8/b07IQ6EQo6OjZrPi+fl5IpHIbZUUJpNJxsbGOHr0KDMzM3R1dTE4OMjZs2fp6em54+XcjRWujD4wbreb3Nxc0tLSCAaD90XQzpBIJIhEInR0dPDiiy+Sk5NDIpHg/PnznDx5ksnJyZuWIhoB1/b2dnPlwGsFfYwgoJERtrCwQEtLC+fPnycQCCxr2fg7YfSnGhwcpLGxkXA4TEFBgRmgS0tLM48lHA6bv0MSiQT9/f00NTVx/vx5uru7GRgYYGpqylypzehxVFtbyyOPPMLBgwfJzMzkwoULHD9+3NxWCCGEEEIIsUgCP+KBdLvZUEbwZ+nKSPezax3nrZbwXL1MuxGgMAJny13C/Xr7Npqaz83Ncfr0aWZmZpiZmSEajd5xYMYIXl26dIlXX32VrKys+yZL62pGz5pLly4xNjZmZma1t7fT29tLNBq96etmBFQ6Ojro6ekxywCv9Tjj3AeDQU6fPk1jYyPvvvsuo6Ojq7Ka11LJZNLsuZRIJOjs7CQ/P5+CggI2btxoNuIeHR2lv7/fDPzE43G6u7vNpd6NEsW0tDQKCgpwu92UlJSwadMm6uvrWb9+PS6Xi9bWVn7+859z7tw5KfESQgghhBDiKupufjOqlJKvYYX4EDKa9y4t3VspRnnaxo0b8Xg8Zh+bSCRy32V+uFwusx+T0bdqYmKCWCy24ufFbreTk5PD3r178fv9nDp1itbW1lXP9jEY/Yi8Xi8+n8/M9jGCNUYD997eXvN1WlhYYHR0lEAgYJYV+nw+9uzZw+7du0lPT6eoqIjy8nIyMzOJRCKcOXOGo0eP0tjYSF9f37KbbQshhBBCCPGAadRa11/rDgn8CCE+8CwWCxkZGQBmWdr9FvQBzL5MFosF+EW55Go9l9vtpqKigkQiQV9f37KyilZ6DMZqXS6Xi6ysLHJzc7FarUSjUSYnJ5mdnb0i22x+ft58/ex2O5WVlXzpS1/ihRdewOFwmA3H29raOHv2LG+++SZnz54lHA7fteMSQgghhBDiPnTdwI+UegkhPvCSySRTU1P3ehg3tbQ/0914rnA4THNzM3D7TdbvdAzz8/MsLCwQi8WYm5tjbGwMWAzyxGIxs/G44epeRR6PB4CBgQEmJycZHx+no6ODkydP0tLSwsTExKo2qhZCCCGEEOKDTjJ+hBBC3BXGSl6Gm33+WCwWsrOz2bp1Kz6fj8uXLzM9Pc3s7OyK9IgSQgghhBDiASKlXkIIIT6YrFbrHTUZF0IIIYQQ4kPguoEfy3L3oJSyKqXOKqVeTP1cqZQ6qZTqUEp9RynlWKnRCiGEEIbVaAouhBBCCCHEh8WyAz/AbwKXl/z8h8BXtdZrgCngiys5MCGEEEIIIYQQQghxZ5YV+FFKlQBPA/899bMCHgO+n9rkb4GPrcL4hBBCCCGEEEIIIcRtWm7Gz58AvwMYufY5wLTW2lhKZQAoXtmhCSGEEEIIIYQQQog7cdPAj1LqGWBUa914O0+glPqyUuq0Uur07TxeCCGEEEIIIYQQQtwe2zK22Qs8q5R6CnABPuBPgUyllC2V9VMCDF7rwVrrrwNfB1nVSwghhBBCCCGEEOJuumnGj9b632mtS7TWFcCvAse01p8GXgc+kdrs88CPV22UQgghhBBCCCGEEOKW3cqqXlf7t8D/qpTqYLHnzzdXZkhCCCGEEEIIIYQQYiUore9e9ZWUegkhhBBCCCGEEEKsuEatdf217riTjB8hhBBCCCGEEEIIcR+TwI8QQgghhBBCCCHEA0oCP0IIIYQQQgghhBAPKAn8CCGEEEIIIYQQQjygJPAjhBBCCCGEEEII8YCSwI8QQgghhBBCCCHEA0oCP0IIIYQQQgghhBAPKAn8CCGEEEIIIYQQQjygJPAjhBBCCCGEEEII8YCSwI8QQgghhBBCCCHEA0oCP0IIIYQQQgghhBAPKAn8CCGEEEIIIYQQQjygbHf5+UJA611+TiE+bHKB8Xs9CCEecHKdCbH65DoTYvXJdSbE6rtb11n59e6424GfVq11/V1+TiE+VJRSp+U6E2J1yXUmxOqT60yI1SfXmRCr7364zqTUSwghhBBCCCGEEOIBJYEfIYQQQgghhBBCiAfU3Q78fP0uP58QH0ZynQmx+uQ6E2L1yXUmxOqT60yI1XfPrzOltb7XYxBCCCGEEEIIIYQQq0BKvYQQQgghhBBCCCEeUHct8KOU+ohSqlUp1aGU+srdel4hHjRKqVKl1OtKqWal1CWl1G+mbs9WSr2qlGpP/Z2Vul0ppf4sde2dV0ptu7dHIMQHg1LKqpQ6q5R6MfVzpVLqZOpa+o5SypG63Zn6uSN1f8U9HbgQHyBKqUyl1PeVUi1KqctKqd3yeSbEylFK/evU/xcvKqW+rZRyyeeZEHdOKfVXSqlRpdTFJbfd8ueXUurzqe3blVKfX63x3pXAj1LKCvxX4ElgPfBJpdT6u/HcQjyA4sBvaa3XA7uAX09dT18Bjmqta4CjqZ9h8bqrSf35MvAXd3/IQnwg/SZwecnPfwh8VWu9BpgCvpi6/YvAVOr2r6a2E0Isz58CP9VarwMeYvGak88zIVaAUqoY+JdAvdZ6I2AFfhX5PBNiJfwN8JGrbrulzy+lVDbw74GdwA7g3xvBopV2tzJ+dgAdWusurfU88A/Ac3fpuYV4oGith7XWZ1L/DrL4n+RiFq+pv01t9rfAx1L/fg74H3rRe0CmUqrw7o5aiA8WpVQJ8DTw31M/K+Ax4PupTa6+xoxr7/vAodT2QogbUEplAI8A3wTQWs9rraeRzzMhVpINcCulbIAHGEY+z4S4Y1rr48DkVTff6ufXE8CrWutJrfUU8CrvDyatiLsV+CkG+pf8PJC6TQhxB1IpuFuBk0C+1no4dVcAyE/9W64/IW7dnwC/AyRTP+cA01rreOrnpdeReY2l7p9JbS+EuLFKYAz461RZ5X9XSqUhn2dCrAit9SDwR0AfiwGfGaAR+TwTYrXc6ufXXftck+bOQnxAKaW8wA+Af6W1nl16n15crk+W7BPiNiilngFGtdaN93osQjzgbMA24C+01luBML9Iiwfk80yIO5EqGXmOxSBrEZDGKmUTCCGudL99ft2twM8gULrk55LUbUKI26CUsrMY9PmW1vqHqZtHjJT31N+jqdvl+hPi1uwFnlVK9bBYmvwYi31IMlOp8nDldWReY6n7M4CJuzlgIT6gBoABrfXJ1M/fZzEQJJ9nQqyMw0C31npMa70A/JDFzzj5PBNiddzq59dd+1y7W4GfBqAm1UHewWJTsZ/cpecW4oGSqrX+JnBZa/3HS+76CWB0gv888OMlt38u1U1+FzCzJAVRCHEVrfW/01qXaK0rWPy8Oqa1/jTwOvCJ1GZXX2PGtfeJ1Pb3zTc8QtyvtNYBoF8pVZu66RDQjHyeCbFS+oBdSilP6v+PxjUmn2dCrI5b/fz6GXBEKZWVytA7krptxam7dS0rpZ5isWeCFfgrrfXv35UnFuIBo5TaB7wFXOAX/Ud+l8U+P98FyoBe4Je11pOpD/o/ZzG1NwJ8QWt9+q4PXIgPIKXUQeC3tdbPKKWqWMwAygbOAp/RWseUUi7g71jstzUJ/KrWuuseDVmIDxSl1BYWm6g7gC7gCyx+MSmfZ0KsAKXUfwR+hcVVYc8CX2Kxh4h8nglxB5RS3wYOArnACIurc/2IW/z8Ukr9GotzOYDf11r/9aqMV4K4QgghhBBCCCGEEA8mae4shBBCCCGEEEII8YCSwI8QQgghhBBCCCHEA0oCP0IIIYQQQgghhBAPKAn8CCGEEEIIIYQQQjygJPAjhBBCCCGEEEII8YCSwI8QQgghhBBCCCHEA0oCP0IIIYQQQgghhBAPKAn8CCGEEEIIIYQQQjyg/n/uSyyO6jWHXQAAAABJRU5ErkJggg==\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", - " 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 (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": "3.9.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} |