diff --git a/ai/projects/data-science/digits-classifier/digits_classification.ipynb b/ai/projects/data-science/digits-classifier/digits_classification.ipynb new file mode 100644 index 0000000..88f6c6d --- /dev/null +++ b/ai/projects/data-science/digits-classifier/digits_classification.ipynb @@ -0,0 +1,595 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "authorship_tag": "ABX9TyPF5h54lqDRIvbTTQtKPQew", + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Loading and Visualizing the digits data" + ], + "metadata": { + "id": "D23EYE1sQ38f" + } + }, + { + "cell_type": "code", + "source": [ + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ], + "metadata": { + "id": "BgGNtCcDRsf_" + }, + "execution_count": 35, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "X0dBo_x7QpTL" + }, + "outputs": [], + "source": [ + "from sklearn.datasets import load_digits" + ] + }, + { + "cell_type": "code", + "source": [ + "digits = load_digits()" + ], + "metadata": { + "id": "X9G7lQioRCp7" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "digits.images.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "r3Pa-FiWRHMx", + "outputId": "417c511a-5d76-4682-ec6f-8ee678b87817" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1797, 8, 8)" + ] + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The images data is a three-dimensional array: 1,797 samples, each consisting of an 8×8 grid of pixels. Let's visualize the first hundereds of these:" + ], + "metadata": { + "id": "Ih0uhIQtRV6o" + } + }, + { + "cell_type": "code", + "source": [ + "fig, axes = plt.subplots(10, 10, figsize=(8, 8),\n", + " subplot_kw={'xticks': [], 'yticks': []},\n", + " gridspec_kw=dict(hspace=0.1, wspace=0.1))\n", + "\n", + "for i, ax in enumerate(axes.flat):\n", + " ax.imshow(digits.images[i], cmap='binary', interpolation='nearest')\n", + " ax.text(0.05, 0.05, str(digits.target[i]), transform=ax.transAxes,\n", + " color='green')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 653 + }, + "id": "JBfppAlXRdC3", + "outputId": "1cfdc78d-0a94-4bb5-e6e0-de71d90dbf07" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "In order to work with this data within Scikit-Learn, we need a two-dimensional, `[n_samples, n_features]` representation. We can accomplish this by treating each pixel in the image as a feature—that is, by flattening out the pixel arrays so that we have a length-64 array of pixel values representing each digit. Additionally, we need the target array, which gives the previously determined label for each digit. These two quantities are built into the digits dataset under the `data` and `target` attributes, respectively:" + ], + "metadata": { + "id": "xDZ8uM41S_s8" + } + }, + { + "cell_type": "code", + "source": [ + "X = digits.data\n", + "Y = digits.target" + ], + "metadata": { + "id": "ZPl1Dub3TIqw" + }, + "execution_count": 9, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "X.shape, Y.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ivewItd3TTFO", + "outputId": "8cd414e5-4328-43d2-eb10-bb8d92c5e257" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "((1797, 64), (1797,))" + ] + }, + "metadata": {}, + "execution_count": 11 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Alternatively, to get `X` from `data.images` you can use the following method in which we reshape the array to flatten the pixel data:" + ], + "metadata": { + "id": "SiaYqa9mT_dA" + } + }, + { + "cell_type": "code", + "source": [ + "# digits.images.reshape(X.shape)\n", + "#\n", + "# To confirm if we got the required matrix:\n", + "# digits.images.reshape(X.shape) == X" + ], + "metadata": { + "id": "bbB9qPpkT2_9" + }, + "execution_count": 13, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Unsupervised learning: Dimensionality reduction\n", + "\n", + "We’d like to visualize our points within the 64-dimensional parameter space, but it’s difficult to effectively visualize points in such a high-dimensional space. Instead we’ll reduce the dimensions to 2, using an unsupervised method. Here, we’ll make use of a manifold learning algorithm called Isomap and transform the data into two dimensions:" + ], + "metadata": { + "id": "vu-AUKEsVdKv" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.manifold import Isomap" + ], + "metadata": { + "id": "T42HNU4BVoXu" + }, + "execution_count": 14, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "iso = Isomap(n_components=2)\n", + "iso.fit(digits.data)\n", + "data_projected = iso.transform(digits.data)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "MRnGGPzXV6bW", + "outputId": "7931202e-6791-4e89-cf55-336b57d46e08" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/sklearn/manifold/_isomap.py:352: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/usr/local/lib/python3.10/dist-packages/scipy/sparse/_index.py:103: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "data_projected.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "r7IX-J9BWL2r", + "outputId": "5072c38e-dac4-41a1-dc42-a786bfb544c0" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(1797, 2)" + ] + }, + "metadata": {}, + "execution_count": 17 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "We see that the projected data is now two-dimensional. Let’s plot this data to see if we can learn anything from its structure" + ], + "metadata": { + "id": "ZEDXQAPSWTY1" + } + }, + { + "cell_type": "code", + "source": [ + "plt.scatter(data_projected[:, 0], data_projected[:, 1], c=digits.target,\n", + " edgecolor='none', alpha=0.5, cmap='Spectral')\n", + "plt.colorbar(label='digit label', ticks=range(10))\n", + "plt.clim(-0.5, 9.5);" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "id": "YyKJRuKLWU6n", + "outputId": "327ce269-3275-4982-9f74-43f6d56fbcce" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "This plot gives us some good intuition into how well various numbers are separated\n", + "in the larger 64-dimensional space. For example, zeros (in black) and ones (in purple)\n", + "have very little overlap in parameter space. Intuitively, this makes sense: a zero is\n", + "empty in the middle of the image, while a one will generally have ink in the middle.\n", + "On the other hand, there seems to be a more or less continuous spectrum between\n", + "ones and fours: we can understand this by realizing that some people draw ones with\n", + "“hats” on them, which cause them to look similar to fours.\n", + "\n", + "Overall, however, the different groups appear to be fairly well separated in the param‐\n", + "eter space: this tells us that even a very straightforward supervised classification algo‐\n", + "rithm should perform suitably on this data. Let’s give it a try." + ], + "metadata": { + "id": "IAtafpXzYLhJ" + } + }, + { + "cell_type": "markdown", + "source": [ + "#### Classification on Digits" + ], + "metadata": { + "id": "hN23mUxQYWqn" + } + }, + { + "cell_type": "markdown", + "source": [ + " we\n", + "will split the data into a training and test set, and fit a Gaussian naive Bayes model:" + ], + "metadata": { + "id": "DCU-w_LSYfRv" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.model_selection import train_test_split" + ], + "metadata": { + "id": "qjvRSbvFYMYh" + }, + "execution_count": 26, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "xtrain, xtest, ytrain, ytest = train_test_split(X, Y, random_state=0)" + ], + "metadata": { + "id": "vz2gMz0mYsKF" + }, + "execution_count": 27, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "xtrain.shape, xtest.shape, ytrain.shape, ytest.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zuNoq8LNY527", + "outputId": "7ff9009b-562e-4366-f76e-9e6b2062275c" + }, + "execution_count": 28, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "((1347, 64), (450, 64), (1347,), (450,))" + ] + }, + "metadata": {}, + "execution_count": 28 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from sklearn.naive_bayes import GaussianNB" + ], + "metadata": { + "id": "ShnjfjQhZAkj" + }, + "execution_count": 29, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "model = GaussianNB()\n", + "model.fit(xtrain, ytrain)\n", + "y_pred = model.predict(xtest)" + ], + "metadata": { + "id": "gqYwnzLMZEXs" + }, + "execution_count": 30, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Now that we have predicted our model, we can gauge its accuracy by comparing the\n", + "true values of the test set to the predictions:" + ], + "metadata": { + "id": "rIIM5jaSZSRg" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.metrics import accuracy_score" + ], + "metadata": { + "id": "P9CibfG8ZSwa" + }, + "execution_count": 31, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "accuracy_score(ytest, y_pred)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "74p-wGzhZXU9", + "outputId": "89ae05c1-814c-4477-918b-55507dc575a3" + }, + "execution_count": 32, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0.8333333333333334" + ] + }, + "metadata": {}, + "execution_count": 32 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "With even this extremely simple model, we find about 80% accuracy for classification\n", + "of the digits! However, this single number doesn’t tell us where we’ve gone wrong—\n", + "one nice way to do this is to use the confusion matrix, which we can compute with\n", + "Scikit-Learn and plot with Seaborn" + ], + "metadata": { + "id": "03EJ-NpEZn4R" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.metrics import confusion_matrix" + ], + "metadata": { + "id": "io9v6zfYZolz" + }, + "execution_count": 33, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "mat = confusion_matrix(ytest, y_pred)" + ], + "metadata": { + "id": "qqK7UyohZumD" + }, + "execution_count": 34, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "sns.heatmap(mat, square=True, annot=True, cbar=True)\n", + "plt.xlabel('predicted value')\n", + "plt.ylabel('true value');" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "eHaq2MbvZ0TE", + "outputId": "bb885764-711d-4420-ff00-4eb1ef3b40d4" + }, + "execution_count": 37, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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CXrbCCg8Px+rVq+Hl5aVRPnHiROzduxc7duzAsWPHEBMTg969e+tUNzt3IiIyTSqVfrZCSEtLw6BBg7BmzRqULl1aXZ6SkoJ169ZhyZIlaN++PRo2bIgNGzbg5MmTCAvT/pokdu5ERERFoFQqkZqaqrEplcq3vmfMmDHo3r07OnbsqFEeERGBnJwcjXJPT094eHjg1KlTWmdi505ERKZJUOllCwoKgqOjo8YWFBT0xsNu3boVkZGRr31NXFwcLC0tUapUKY1yNzc3xMXFaf2t8Wp5IiIyTUU4X/6ygIAATJo0SaNMoVC89rUPHjzAhAkTcOjQIVhZWenl+K/Dzp2IiEyTnu5zVygUb+zMXxUREYGEhAR4e3ury/Ly8nD8+HH8+OOP+Pvvv5GdnY3k5GSN0Xt8fDzc3d21zsTOnYiIyEA6dOiAixcvapQNHToUnp6e+PLLL1GxYkVYWFggJCQEffr0AQBcv34d0dHR8PHx0fo47NyJiMg0ifCEOnt7e9SrV0+jzNbWFmXKlFGXDx8+HJMmTYKTkxMcHBwwbtw4+Pj4oFmzZlofh507ERGZJomuCrd06VLI5XL06dMHSqUSnTt3xooVK3Sqg507ERGRiI4eParxtZWVFZYvX47ly5cXuk7eCvcGo0f54daNMKSl3sbJ0L1o3KiBaFn+OL0N4THH821T5k80WIZ3xvri/X1fY/D1NRgQtRzt1/nDoVpZjdeYKSzQbJ4fBl5aicE31qLdT+Nh5exgsIwTPx+FkGO7EB17HjfunsYvv65E9RpVDHb8t5HSzxMzlZxMVZt4YtjayZhxegUW3/sVdTs10tjff/EoLL73q8b2ycapBsv3Mil+dgUS8SE2xY2d+2v07dsDixcFYs7cJWjctAuiLlzB/n2b4eJSRpQ8fl1Hokv9XuptTP/nnfo/e48YLIN7s9q4tvEQ/vSdhb8HfgO5hTk6b/kS5tb/XSHaZNYgVHzvXRz99Af81WcubNxLo/1af4NlbN6yCdb+9As6te+L3r5+sLAwx64/gmFjY22wDK8jtZ8nZio5mSxtFIi5Go3dM9e/8TXXjp7H7Maj1NvmcT8YJNvLxG6nQlMJ+tkkiJ37a0ycMAJr123Bxp+34+rVm/hszFRkZGRi6JABouRJTkrBk8dJ6q1lx+Z4cPchIk+dN1iGQ4MX4tb2E0i+8QhPr0TjhP9q2FVwRhmvygAAC3tr1BjQFmdmb0bsv1fw5OI9hE78CW6Na8LFu5pBMvb9YBh+3bwL167exKVL1/DZqC9R0aM8Grxbr+A3FyOp/TwxU8nJdO1oFA58ux2X/j77xtfkZufg2eMU9ZaZmm6QbC8Tu50oP3bur7CwsIC3txdCDp9QlwmCgJDDoWjWrKGIyZ4ztzBH1z7vYc/W/aLmsHSwAQAok5//InH2qgIzS3PEnrisfk3K7VikPUyES8MaomR0cLAHADx9mizK8QFp/jwxU8nN9DrVmtXBrLOrMCXkW/SeOww2pewMevyS0k6vpacn1EkRO/dXODs7wdzcHAnxiRrlCQmP4e7mIlKq/7Tt0gp2Dnb4c/tf4oWQydB09mDEn7mO5OsPAQDWLo7IU+YgOzVD46WZj1Ng4+IoQkQZgr6ZjrCTZ3H1yk2DH/8FKf48MVPJzfSq68ei8OuklVg1aB72ffMrqjWtjU+Cv4RMLjNYhpLQTm9kxNPyol8tn5mZiYiICDg5OaFOnToa+7KysrB9+3Z8/PHHb3y/UqnM94B+QRAgkxnuh9uQegzsjlNHTiMx/oloGXzm+6FUrQrY/8Ec0TIUZPHSWahdpya6vsdpQTJe5/f+t5BI3PUHiL0ajWknlqFaszq4dfLyW95Jxk7UkfuNGzdQu3ZttG7dGu+88w7atGmD2NhY9f6UlBQMHTr0rXW87oH9gupZoTMlJiYhNzcXrm7OGuWuri6Ii39c6Hr1wb28G5q0aojft+wTLUOzuR+jYsd3caDvfGTEJqnLMx+nwExhoZ6uf8HaxREZj1MMmnHht4Ho3KU9fLsNRkyM9gstFAcp/jwxU8nNVJCkBwlIe5IK58raP6a0qEpiO70gqFR62aRI1M79yy+/RL169ZCQkIDr16/D3t4eLVq0QHR0tNZ1BAQEICUlRWOTye0LnSknJweRkRfQvl1LdZlMJkP7di0RFhZR6Hr1wXdANzxNTMa//2i/7J8+NZv7MTy6NMKBfvOR9kDzH23ihbvIy85F2ZZ11WUO1crCroIzHkcYblp84beB6O77Hnp0H4zo+w8Ndtw3keLPEzOV3EwFcXR3gk1pO6QmJBvsmCWxndQ4LV88Tp48iX/++QfOzs5wdnbG3r178dlnn6FVq1Y4cuQIbG1tC6zjdQ/sL+qU/NJla7Bh3VJERF5AePg5jB83Ara21gjeuK1I9RaFTCaDb/+u2LfjAPLy8gx+/Gbzh6BqLx+EDFuKnLQsWP//efTsZxnIy8pBzrNM3Nx6FE0CB0GZnIacZ5loNvdjJJy9gceRtw2ScfHS2fiwry8+GjAKac/S4er6fCSRmvoMWVlvX1u5OEnx54mZSkYmSxuFxijcqaILytWphIzkNGQkp6HThD64cOAMnj1ORhkPN7wf8BGe3IvH9eNRBsn3gtjtVGgSvRhOH0Tt3DMzM2Fu/l8EmUyGlStXYuzYsWjTpg22bNkiSq4dO/bAxdkJs2ZOhru7C6KiLqP7+4ORkJBY8JuLSZPWjVC2gjv2bBVnSr62X0cAQLffvtIoPzFxNW5tf36V7JlZmyGoBLT/aQLkCnPEHL2IU9OCDZZx+IhBAIB9BzR/bj77dAp+3bzLYDleJcWfJ2YqGZkqelXF6K0z1V/3nPH8+qPwncfw2/R1KFvbA436tIaVgy1SE57ixvELOLBkB/Kycw2S7wWx24nykwmCeA/XbdKkCcaNG4f//e9/+faNHTsWmzdvRmpqqs4jVXPL8vqKqDfvOhvmXm9dfCbzEDtCPpNSwsSOkM+z7EyxI5AR8S/XWuwI+XwXc1zsCPnkZj8q9mOkfz1IL/XYztysl3r0SdRz7h988AF+/fXX1+778ccfMXDgQIj4twcRERkzPn62eAQEBGD//jc/jGXFihVQSbThiIiIpEr0+9yJiIhEIdEr3fWBnTsREZkmI75ano+fJSIiMjIcuRMRkWnitDwREZFxkeqjY/WB0/JERERGhiN3IiIyTZyWJyIiMjLs3ImIiIwMb4UjIiKikoIjdyIiMk2clqeiOpdomDXNdTEC0suUuqCb2BHycZj65vUPSNoszKT3K25P+k2xI9D/E4y4c+e0PBERkZGR3p+1REREhmDEI3d27kREZJr4hDoiIiIqKThyJyIi08RpeSIiIiNjxJ07p+WJiIiMDEfuRERkkgTBeEfu7NyJiMg0GfG0PDt3IiIyTUbcufOcOxERkZHhyJ2IiEwSny1vgkaP8sOtG2FIS72Nk6F70bhRA7EjMdMrzL3awOp/gbAe8z2sx3wPxYCpkFeup94vc3SBZY/PYD1qCazHfA/L7p8CNvYGy/cyfnYlM1OLFk2wc+c63LlzBpmZ9+Hr20nUPOO+GIkbj89qbAdO7hQ10wtS++y0ohL0s0kQO/fX6Nu3BxYvCsScuUvQuGkXRF24gv37NsPFpQwzSSiTkPYU2aG/IWvzXGRtngfVg2tQ9BwDWZlygLklFH38AUFA1s5vkbXtG8DMDIpe4wDIDJLvBbHbiZkKz9bWBhcvXoW//wzRMrzqxtXbaF63s3ob+P5wsSNJ8rMzdezcX2PihBFYu24LNv68HVev3sRnY6YiIyMTQ4cMYCYJZcq7cwGqu5cgJCdASI5Hzr+/AzlKyMtWhbx8dcgcnJH99wYIiY8gJD5C9oENkLtVgtzD0yD5XhC7nZip8A4ePIrZsxdjz56/Rcvwqry8XCQmPFFvT5NSxI4kyc9OKyo9bRLEzv0VFhYW8Pb2QsjhE+oyQRAQcjgUzZo1ZCapZpLJYFarMWBuCVXMbcjMzAEIQF7uf6/JywEEAWblqxssluTaiZlKvEpVPHDi4l8ICf8di1fOQdnybqLmKcmfnaAS9LJJUYm/oE6pVEKpVGqUCYIAmaxwU6/Ozk4wNzdHQnyiRnlCwmN41qpW6JxFwUxvJnMuD6sBUwFzCyBbCeXeFRCSYpGX+QzIUcKiVR/khO4GAFi06gOZ3AywdTRYPqm0EzMZh6jIS5g6fhbu3roPFzdnjJ08Alv2rsX7rfojPT1DlEz87KRJ9M796tWrCAsLg4+PDzw9PXHt2jUsW7YMSqUSgwcPRvv27d/6/qCgIMyePVujTCa3g8zMoThjk0QISXHI+uVrwNIa5jUbQtF5GLK2L4KQFAvln6th2WEQzN9tDwgC8q6dgSr+PmDET6Ui43Y85KT6v69fuYWoiEs4eu5PdO31HnZu/kPEZCWUREfd+iBq537gwAH07NkTdnZ2yMjIwO7du/Hxxx+jfv36UKlU6NSpEw4ePPjWDj4gIACTJk3SKCtdpvDnVBMTk5CbmwtXN2eNcldXF8TFPy50vUXBTG+hyoOQ/Px4OQnRkLtVhrl3B+T88wtU968ga/10wMoOEPIAZSasP10MIcVw+STTTsxklJ6lpuHe7fuoVKWCaBlK9Gcn0fPl+iDqOfevv/4aX3zxBZ48eYINGzbgo48+wogRI3Do0CGEhITgiy++wIIFC95ah0KhgIODg8ZW2Cl5AMjJyUFk5AW0b9dSXSaTydC+XUuEhUUUut6iYCYdyOSQmVlolmWlAcpMyCt6Ajb2yLsdZbA4UmwnZjIeNrbWqFi5Qr4pcUPiZydNoo7cL1++jJ9//hkA0K9fP/zvf//Dhx9+qN4/aNAgbNiwweC5li5bgw3rliIi8gLCw89h/LgRsLW1RvDGbQbPwkxvZtHyA+TdvQThWRJgaQVzzyaQV6wJ5W/fAQDM6jaHkBQHIeMZ5OWqwrLtAORG/APhabxB8r0gdjsxU+HZ2tqgWrXK6q8rV64IL686ePo0GQ8exBg8z5ezJuDwwROIeRALV3cXjJ/yKVR5Kvy5S9yr+aX42WlDqhfD6YPo59xfjLLlcjmsrKzg6PjfxU729vZISTH8bR47duyBi7MTZs2cDHd3F0RFXUb39wcjIUG8v46ZKT+ZjQMsuwyDzNYRyM6E6vFDKH/7DqroqwAAeWl3mLfsDVjZQkh9gpzT+5Ebecgg2V4mdjsxU+F5e3vh4MH/OqiFC2cCADZt2oGRIycbPI97OTcsWT0PpUs7IunJU0ScjkLfrkPw9EmywbO8TIqfnVaMeFpeJoi45l39+vXxzTffoEuXLgCAS5cuwdPTE+bmz//mOHHiBPz8/HDnzh2d6jW3LK/3rGQYqQu6iR0hH4ep+8WOQIVkYSb6+CWfinYuYkfI505KrNgR8snNflTsx0j6oI1e6nHafUwv9eiTqD/5o0ePRl5envrrevXqaez/66+/CrxanoiIiDSJ2rmPGjXqrfvnz59voCRERGRyjHhaXnpzVkRERAYgGHHnzsfPEhERGRmO3ImIyDQZ8cidnTsREZkkTssTERFRicGROxERmSYjHrmzcyciIpNkzNPy7NyJiMgkGXPnznPuRERERoYjdyIiMknGPHJn505ERKZJkImdoNiwczcQKa5OlZOXK3aEfKS4AltMq+piR8in3IlbYkcoEWo4lhM7Qj5XkqLFjkAmgOfciYjIJAkq/Wy6WLlyJby8vODg4AAHBwf4+Pjgr7/+Uu/PysrCmDFjUKZMGdjZ2aFPnz6Ij4/X+Xtj505ERCZJUMn0sumiQoUKWLBgASIiInD27Fm0b98ePXv2xOXLlwEAEydOxN69e7Fjxw4cO3YMMTEx6N27t87fm0wQBEHndwHIzs7G3bt3Ua1aNZibS2vK2dyyvNgR8uG0fMnFafmSq46Th9gR8uG0vHZysx8V+zFiW7bTSz1OIQegVCo1yhQKBRQKhXbvd3LCokWL8OGHH8LFxQVbtmzBhx9+CAC4du0aateujVOnTqFZs2ZaZ9J55J6RkYHhw4fDxsYGdevWRXT08x/UcePGYcGCBbpWR0REJAp9TcsHBQXB0dFRYwsKCirw+Hl5edi6dSvS09Ph4+ODiIgI5OTkoGPHjurXeHp6wsPDA6dOndLpe9O5cw8ICEBUVBSOHj0KKysrdXnHjh2xbds2XasjIiIShSDI9LIFBAQgJSVFYwsICHjjcS9evAg7OzsoFAqMGjUKu3fvRp06dRAXFwdLS0uUKlVK4/Vubm6Ii4vT6XvTea74999/x7Zt29CsWTPIZP+da6hbty5u376ta3VEREQlmi5T8ABQq1YtnD9/HikpKdi5cyf8/Pxw7NgxvWbSuXN//PgxXF1d85Wnp6drdPZERERSJtZDbCwtLVG9+vNreRo2bIjw8HAsW7YM/fv3R3Z2NpKTkzVG7/Hx8XB3d9fpGDpPyzdq1Aj79u1Tf/2iQ1+7di18fHx0rY6IiEgUYlwt/zoqlQpKpRINGzaEhYUFQkJC1PuuX7+O6OhonftXnUfu8+fPR9euXXHlyhXk5uZi2bJluHLlCk6ePKn3aQUiIqLiUrh7xYomICAAXbt2hYeHB549e4YtW7bg6NGj+Pvvv+Ho6Ijhw4dj0qRJcHJygoODA8aNGwcfHx+drpQHCjFyb9myJc6fP4/c3Fy88847OHjwIFxdXXHq1Ck0bNhQ1+qIiIhMRkJCAj7++GPUqlULHTp0QHh4OP7++2+89957AIClS5fi/fffR58+fdC6dWu4u7tj165dOh+n0Pe5Sxnvc9cO73PXDu9zL7l4n3vJZYj73O97dyz4RVqoFPmPXurRJ517nBf3tb+Jh4f0/jERERG9Sh/ny6VK52n5ypUro0qVKm/cjMXoUX64dSMMaam3cTJ0Lxo3aiBqnhYtmmDnznW4c+cMMjPvw9e3k6h5XpBaO4mdydq3J5zWrIfznv1w3rMfpX9YAcsmTdX7rbr7otS338F5z364hhyDzNbOYNlexc+uYK7uLpj/YyCOXzmAM3eP4rcjv6BOfU9RMwHSayepZjJlOnfu586dQ2RkpHo7ffo0Vq1ahZo1a2LHjh3FkdHg+vbtgcWLAjFn7hI0btoFUReuYP++zXBxKSNaJltbG1y8eBX+/jNEy/AqKbaT2JnyEh8jbc1qPB09Ak8/G4nsc5Fw/HoezCpVBgDIFApkh59BxpZfDJLnTcRup5KQyd7RHhv3rkZubi4+GzQJH7QZiMWzvkdq8jNR8rwgtXaSaiZtCIJ+NinS2zn3ffv2YdGiRTh69Kg+qiuSop5zPxm6F+FnozDB/ysAz2/3u3cnHMtXbMDCRcsLVac+z7lnZt5Hv34jsHfvwSLVU9Rz7sXRTkVVHJmKes7defdepP20Ell//becrUX9Bii9ZBke9+gOIT1N5zqLes7dVD67opxznzB9NN5t7IUhvUYXuo7XKeo5d1P57Axxzv3OO/qZAa16sWi/i4uD3laFq1WrFsLDw4tcj9jX91lYWMDb2wshh0+oywRBQMjhUDRrxrsBXpBiO0kuk1wORbv2kFlZIefKZcMf/w0k104SzdS2cytcjrqGxWvm4eilfdh2aCP6DOohSpYXpNhOUsxEhbigLjU1VeNrQRAQGxuLWbNmoUaNGkUOpFAoEBUVhdq1a2v1eqVSmW81HkEQCv20PGdnJ5ibmyMhPlGjPCHhMTxrVStUncZIiu0klUxmVaqi9A/LIbO0hJCZiZTAr5B3/77Bjl8QqbST1DNV8CiHfn4fYNPqrVi7bCPqNqiNL+dOQk5OLvZs319wBcVAiu0kxUzaEgTjvaBO5869VKlS+TpOQRBQsWJFbN26Vet6Jk2a9NryvLw8LFiwAGXKPD9Xs2TJkrfWExQUhNmzZ2uUyeR2kJk5aJ2FSJ/yHkTj6chPILO1haJ1Gzh8OQ1PJ42XVAdPBZPL5bgcdQ3fB60CAFy7dAPVPaui78e9ROvcSb/EevysIejcuR85ckTja7lcDhcXF1SvXl2ndd2/++471K9fP9/qN4Ig4OrVq7C1tdVq9B0QEJDvD4XSZQp/NWtiYhJyc3Ph6uasUe7q6oK4+MeFrtfYSLGdJJMpNxd5Mc/PF+bevAGLWp6w6f0hni391nAZ3kIy7STxTI8TEnHnxl2Nsrs376Fjd/2sAV4YUmwnKWaiQpxzb9OmjcbWqlUreHp66tSxA88fY5uSkoIZM2bgyJEj6s3MzAzBwcE4cuQIDh8+XGA9CoUCDg4OGltRFrDJyclBZOQFtG/XUl0mk8nQvl1LhIVFFLpeYyPFdpJiJgCAXA5YWIh3/FdIsZ2kmOn8mYuoXE3zgrxKVT0Q+1C3pTf1SYrtJMVM2lIJMr1sUqRVj7xnzx6tK+zRQ7sLTqZOnYoOHTpg8ODB8PX1RVBQECwk8gtw6bI12LBuKSIiLyA8/BzGjxsBW1trBG8Ub716W1sbVKtWWf115coV4eVVB0+fJuPBgxhRMkmxncTOZDt8BLLPnEZeQgJkNjawat8BFvUbIH3qFwAAeWknyJ2cYFb++R0d5lWrQsjIQF5CPIRnhrvFSux2KgmZNv20FT/v/QmfjPfD33tC8M67dfDh/3pi9uQFouR5QWrtJNVM2jD5c+69evXSqjKZTIa8vDytD964cWNERERgzJgxaNSoETZv3iyJZWN37NgDF2cnzJo5Ge7uLoiKuozu7w9GQkJiwW8uJt7eXjh48L9/KAsXzgQAbNq0AyNHThYlkxTbSexM8tKl4TB1GuROZSCkpyP3zm0kT/0CORFnAQDWvj1g6zdU/frS3/0AAEhdGISsvw8YJCMgfjuVhEyXz1/FxGFTMWHaaHw6aSgeRcdi4YzvsH+XuLc9Sa2dpJpJG8b8hDrJPFt+69at8Pf3x+PHj3Hx4kXUqVOn0HXx2fLa4bPltcNny5dcfLZ8yWWI+9yv1eyml3o8b0jvAkvJ9DgDBgxAy5YtERERgUqVKokdh4iIjJw0hrbFo1Cde3p6Oo4dO4bo6GhkZ2dr7Bs/fnyhw1SoUAEVKlQo9PuJiIi0ZczT8jp37ufOnUO3bt2QkZGB9PR0ODk5ITExETY2NnB1dS1S505ERERFp/OtcBMnToSvry+ePn0Ka2trhIWF4f79+2jYsCEWL15cHBmJiIj0zphvhdO5cz9//jw+//xzyOVymJmZQalUomLFili4cCGmTZtWHBmJiIj0ThBketmkSOfO3cLCAnL587e5uroiOvr5lZ+Ojo548OCBftMRERGRznQ+5/7uu+8iPDwcNWrUQJs2bTBz5kwkJiZi06ZNqFevXnFkJCIi0jtjvlpe55H7/PnzUbZsWQDAvHnzULp0aYwePRqPHz/GTz/9pPeARERExcGYz7nrPHJv1KiR+r9dXV1x4IDhnqpFREREBdN55D537lzcvXu34BcSERFJGC+oe8mOHTtQvXp1NG/eHCtWrEBiorSfHUxERPQ6gqCfTYp07tyjoqJw4cIFtG3bFosXL0a5cuXQvXt3bNmyBRkZGcWRkYiISO+M+Zy7zp07ANStWxfz58/HnTt3cOTIEVSuXBn+/v5wd3fXdz4iIiLSUZEXjrG1tYW1tTUsLS3xzIDrUZNxkuLqeVJcge3ZtnFiR8jHvv8PYkfIJyErWewIJGFSPV+uD4Uaud+9exfz5s1D3bp10ahRI5w7dw6zZ89GXFycvvMREREVC2Oeltd5mNSsWTOEh4fDy8sLQ4cOxcCBA1G+vPTWTyciIjJVOnfuHTp0wPr161GnTp3iyENERGQQEr3QXS907tznzZtXHDmIiIgMSqpT6vpQqHPuREREJF3SuzSZiIjIAIz5anl27kREZJJUYgcoRpyWJyIiMjKF6txPnDiBwYMHw8fHB48ePQIAbNq0CaGhoXoNR0REVFwEyPSySZHOnftvv/2Gzp07w9raGufOnYNSqQQApKSkYP78+XoPSEREVBxUgn42KSrUkq+rVq3CmjVrYGFhoS5v0aIFIiMj9RqOiIiouKgg08smRTp37tevX0fr1q3zlTs6OiI5OVkfmYiIiKgIdO7c3d3dcetW/oU0QkNDUbVqVb2EkoLRo/xw60YY0lJv42ToXjRu1EDUPC1aNMHOnetw584ZZGbeh69vJ1HzvMB20o5U2mn90QtoMHUDFu49rS6bs+tfvL9wJ5p+9TPazdkC/43/4G5Csij5pNJOAOA3bAAO//s7bkaH42Z0OP48+Cvad2wlWp6XSamdpJypIDzn/pIRI0ZgwoQJOH36NGQyGWJiYrB582ZMnjwZo0ePLo6MBte3bw8sXhSIOXOXoHHTLoi6cAX7922Gi0sZ0TLZ2trg4sWr8PefIVqGV7GdtCOVdrr04DF2nr6Omu6lNcprl3fG7A9bYtekD7BiWCcIAEavO4g8lWFvFJJKO70QExOHebOWoFPbD9G5XV+EHg9D8JYfUcuzuih5XpBaO0k1kzZUetqkSCYIgk6XAwiCgPnz5yMoKAgZGRkAAIVCgcmTJ2POnDnFElJX5pZFW8jmZOhehJ+NwgT/rwAAMpkM9+6EY/mKDVi4aHmh6tTnUqaZmffRr98I7N17sEj15OTlFun9bCftFEc76brka4YyBwN+2INpPX2w5nAUapVzwhTfpq997Y3YJPRb9gf2ftEHFcs4aH2Moi75Whzt5GyjfX5tXL17Cl/PXIxfN/1W6DoSM1KLlKE42qmoiiNTbvYjfUZ8rUNu/fVSz3vx2/RSjz7pPHKXyWSYPn06kpKScOnSJYSFheHx48eS6diLysLCAt7eXgg5fEJdJggCQg6HolmzhiImkxa2k3ak0k7z/ziFVrUqoFmNcm99XWZ2Dv44exPlnezg7mhroHTSaac3kcvl6Nm7G2xsbBBx5rxoOaTYTlLMpC1jnpYv9DDJ0tJSEivDKZVK9e14LwiCAJmscA3u7OwEc3NzJMQnapQnJDyGZ61qhc5pbNhO2pFCOx2IuoNrj55g81jfN75m26mr+O6vs8jMzkVlF0esGt4ZFuZmBskHSKOdXsezTg3sO/grFFYKpKdnYNjgcbhx/bZoeaTYTlLMpC2pTqnrg86de7t27d7acR4+fLjQYdLT07F9+3bcunULZcuWxcCBA1GmzNvP2QQFBWH27NkaZTK5HWRm+p2OIyqJ4pLTsHDvaawa3hkKizf/c+/2bjU0q1EOiamZ+PnEJUzZchTBo7q99T2m4PbNe+jQqjccHOzwfs/O+H5lED7o/rGoHTyRNnT+l9ugQQONr3NycnD+/HlcunQJfn5+OtVVp04dhIaGwsnJCQ8ePEDr1q3x9OlT1KxZE7dv38acOXMQFhaGKlWqvLGOgIAATJo0SaOsdBlPnXK8LDExCbm5uXB1c9Yod3V1QVz840LXa2zYTtoRu52uPHqCpLQsDPxhj7osTyUg8l4ctp26ijNzP4aZXA57K0vYW1mikrMjvDxc0Gr2Fhy+HI2uDQxzB4zY7fQmOTk5uHc3GgBwIeoKGni/g09G/Q9TJs4SJY8U20mKmbRlzCN3nc+5L126VGP78ccfERoaCn9/f42H2mjj2rVryM19frFSQEAAypUrh/v37+PMmTO4f/8+vLy8MH369LfWoVAo4ODgoLEVdkoeeP6POTLyAtq3a6kuk8lkaN+uJcLCIgpdr7FhO2lH7HZqWr0cdvr3wrbxPdVbnQrO6NagGraN7wkzef5fAcL//392bl6x53tB7HbSllwug0JhKdrxpdhOUsykLZ5z18LgwYPRpEkTLF68uFDvP3XqFFatWgVHR0cAgJ2dHWbPno0BAwboK6LWli5bgw3rliIi8gLCw89h/LgRsLW1RvBG8a6ItLW1QbVqldVfV65cEV5edfD0aTIePIgRJRPbSTtitpOtwgLVX7n1zdrCHI42ClR3L42HT57h7wt34VOjHErbWSE+JR0bjl6EwsIcrTwrFHu+l0nt52nazIk4/M8JPHoYA1s7W/T+8H00b9kEA3qPECXPC1JrJ6lmMnV669xPnToFKysrnd/3YpSdlZWFsmXLauwrX748Hj82/LTOjh174OLshFkzJ8Pd3QVRUZfR/f3BSEhILPjNxcTb2wsHD/73D2XhwpkAgE2bdmDkyMmiZGI7aUeK7fSCpYUZIu/FYfO/l5GamY0ydlbwruKOjaO7w8nO2qBZpNZOzi5l8MOqBXB1c8Gz1Ge4cvkGBvQegeNHT4qS5wWptZNUM2lDJc1Bt17ofJ977969Nb4WBAGxsbE4e/YsZsyYgcDAQK3rksvlqFevHszNzXHz5k0EBwejT58+6v3Hjx/HRx99hIcPH+oSscj3uRcHfd6/rS9FvX+7OLCdtKPrfe6GUNT73IuDvu9z14ei3uduKgxxn/sf7h/ppZ6ecVv0Uo8+6fyb9MW0+QtyuRy1atXC119/jU6ddHvU56t/CNjZ2Wl8vXfvXrRqJY3HPRIRkXGR6IJueqFT556Xl4ehQ4finXfeQenSpQt+QwEKGuUvWrSoyMcgIiIyNTpdLW9mZoZOnTpx9TciIirxjPnZ8jrfClevXj3cuXOnOLIQEREZjEom08smRTp37nPnzsXkyZPx559/IjY2FqmpqRobERERiUvnC+q6desGAOjRo4fGw2JePM89L89wD74gIiIqLF5Q95IjR44URw4iIiKDkur5cn3QuXOvUqUKKlasmO8Rr4Ig4MGDB3oLRkRERIWj8zn3KlWqvPapcUlJSW9d4IWIiEhKVDL9bFKk88j9TWulp6WlFerxs0RERGJQSXTRF33QunN/sayqTCbDjBkzYGNjo96Xl5eH06dP51sOloiIiAxP68793LlzAJ6P3C9evAhLy/+WPbS0tET9+vUxebI4C3MQERHpilfL47+r5IcOHYply5bBwUF6CzIQERFpS4zz5UFBQdi1axeuXbsGa2trNG/eHN988w1q1aqlfk1WVhY+//xzbN26FUqlEp07d8aKFSvg5uam9XF0XhWuJJDiqnBSxBXYSJ8yY06IHSEf63JceKqkMsSqcMHlB+ulniGPftH6tV26dMGAAQPQuHFj5ObmYtq0abh06RKuXLkCW1tbAMDo0aOxb98+BAcHw9HREWPHjoVcLse///6r9XHYuZswdu6kT+zcSZ+MtXN/1ePHj+Hq6opjx46hdevWSElJgYuLC7Zs2YIPP/wQAHDt2jXUrl0bp06dQrNmzbSqV+db4YiIiIyBoKdNqVTmexS7UqnUKkNKSgoAwMnJCQAQERGBnJwcdOzYUf0aT09PeHh44NSpU1p/b+zciYjIJOnrPvegoCA4OjpqbEFBQQUfX6WCv78/WrRogXr16gEA4uLiYGlpiVKlSmm81s3NDXFxcVp/b9KblyUiIipBAgIC1LeLv6BQKAp835gxY3Dp0iWEhobqPRM7dyIiMkn6era8QqHQqjN/2dixY/Hnn3/i+PHjqFChgrrc3d0d2dnZSE5O1hi9x8fHw93dXev6OS1PREQmSaWnTReCIGDs2LHYvXs3Dh8+nO+x7Q0bNoSFhQVCQkLUZdevX0d0dDR8fHy0Pg5H7kRERAYyZswYbNmyBX/88Qfs7e3V59EdHR1hbW0NR0dHDB8+HJMmTYKTkxMcHBwwbtw4+Pj4aH2lPMDOnYiITJQgwkNsVq5cCQBo27atRvmGDRswZMgQAMDSpUshl8vRp08fjYfY6IKdOxERmSQx1nPX5tEyVlZWWL58OZYvX17o4/CcOxERkZHhyJ2IiEySGCN3Q2HnTkREJsnonr3+Ek7Lv8HoUX64dSMMaam3cTJ0Lxo3aiB2JMllatGiCXbuXIc7d84gM/M+fH07iZrnBam1EzPlt3zdL6jXoqvG5jtwhHr/jj/2Y8jYKWj6Xm/Ua9EVqc/SDJbtVfzsSm6mgujrCXVSxM79Nfr27YHFiwIxZ+4SNG7aBVEXrmD/vs1wcSnDTC+xtbXBxYtX4e8/Q7QMr5JiOzHT61WvUglH92xWbz+vXKzel5WlRMumjTDi4wEGy/M6UmgnZqLC4Kpwr3EydC/Cz0Zhgv9XAACZTIZ7d8KxfMUGLFxU+KsXpZZJn6vCZWbeR79+I7B378Ei1VPUVeFM5bOTYiZdVoVbvu4XHD5+Cr9tfPuxzkRewLBxX+LkgR1wsLfTOVNRV4Uzlc9OipkMsSrcUg/9rAo3Mbrwq8IVF47cX2FhYQFvby+EHP7vF5UgCAg5HIpmzRoyk4RJsZ2Y6c2iHz5Cux6D0KXvUHw56xvExiUY7NjakEo7MVPxEeMJdYZS4jv31y21V5TJCGdnJ5ibmyMhPlGjPCHhMdzdXIoa12gySZEU24mZXs+rTi3Mnf45Vi2ZixmTx+JhbDw+/uwLpKdnGOT42pBCOzETFZaonXtkZCTu3r2r/nrTpk1o0aIFKlasiJYtW2Lr1q0F1vG6pfYE1bPijE1ERdTKpzE6t2+FWtWroEXThli5+Gs8S0vDgcPaT+0TFZW+1nOXIlE796FDh+L27dsAgLVr1+LTTz9Fo0aNMH36dDRu3BgjRozA+vXr31pHQEAAUlJSNDaZ3L7QmRITk5CbmwtXN2eNcldXF8TFPy50vUUhxUxSJMV2YibtONjboVLF8oh+GCPK8V9Hiu3ETPrFq+WLyc2bN1GjRg0AwIoVK7Bs2TIsW7YMo0aNwtKlS7F69Wp8++23b61DoVDAwcFBY5PJCt/aOTk5iIy8gPbtWqrLZDIZ2rdribCwiELXWxRSzCRFUmwnZtJORkYmHjyKhYuzkyjHfx0pthMzkbZEfYiNjY0NEhMTUalSJTx69AhNmjTR2N+0aVONaXtDWbpsDTasW4qIyAsIDz+H8eNGwNbWGsEbtxk8i5Qz2draoFq1yuqvK1euCC+vOnj6NBkPHogzApNiOzFTfot+XIO2LZqinLsbEhKfYPnaX2BmJke3jm0AAIlPkpD45Kl6JH/z9j3Y2lijrLsrHB0KPzOnK7HbiZmKl1QvhtMHUTv3rl27YuXKlVi7di3atGmDnTt3on79+ur927dvR/Xq1Q2ea8eOPXBxdsKsmZPh7u6CqKjL6P7+YCQkJBb8ZhPK5O3thYMH//vHu3DhTADApk07MHLkZFEySbGdmCm/+IRETAn8BsmpqXAq5Yh3vepi8+qlcCpdCgCw7ff9WLl+s/r1fmO+AADMnTYJvbq/Z5CMgPjtxEzFS6rny/VB1PvcY2Ji0KJFC3h4eKBRo0ZYuXIlGjZsiNq1a+P69esICwvD7t270a1bN53qLep97qZCn/e560tR73Mn8ehyn7uhFPU+dxKPIe5zD6qkn/vcA+7zPncN5cqVw7lz5+Dj44MDBw5AEAScOXMGBw8eRIUKFfDvv//q3LETERFpQwVBL5sUiT50K1WqFBYsWIAFCxaIHYWIiEwIz7kTEREZGWmOufWjxD+hjoiIiDRx5E5ERCaJ0/JERERGRqpPl9MHTssTEREZGY7ciYjIJEn1NjZ9YOdOREQmyXi7dk7LExERGR2O3ImIyCTxankiIiIjY8zn3DktT0REZGQ4cjdhXIFNO1w9TztSXIEtLWyl2BHysWs2WuwI9P+Md9zOzp2IiEwUz7kTEREZGZ5zJyIiohKDI3ciIjJJxjtuZ+dOREQmypjPuXNanoiIyMhw5E5ERCZJMOKJeXbuRERkkjgtT0RERCUGR+5ERGSSjPk+d3buRERkkoy3a+e0PBERkdFh5/4Go0f54daNMKSl3sbJ0L1o3KiB2JGYqYRmatGiCXbuXIc7d84gM/M+fH07iZrnBam1k5QyrfvjMOoP/AILN/4BAHj0OAn1B37x2u1gWJTB80mlnaSeqSAqCHrZpIid+2v07dsDixcFYs7cJWjctAuiLlzB/n2b4eJShpmYSWe2tja4ePEq/P1niJbhVVJsJ6lkunT7AXaGhKGmR1l1mXuZUghZOUNjG/1hJ9hYKdCygadB80mlnaSeSRsqPW1SJBMEQZp/dhSBuWX5Ir3/ZOhehJ+NwgT/rwAAMpkM9+6EY/mKDVi4aLk+IjJTCcqkzyVfMzPvo1+/Edi792CR6inqkq+m8tnpuuRrRpYS/QO+w/RhH2DN7hDUqlQOU/x6vva1/aYuRe0q5TH70346HaOoS76aymeXm/1InxFf65PKH+qlnrX3duqlHn3iyP0VFhYW8Pb2QsjhE+oyQRAQcjgUzZo1ZCZmKvGk2E5SyTR//W60frc2mr1T862vu3LnIa7fj8EH7ZoYKNlzUmknqWciI+jclUolUlNTNbaiTEY4OzvB3NwcCfGJGuUJCY/h7uZS1LjMZGKZpEiK7SSFTH+dPI+r9x5h/ICuBb5295EzqFreFQ1qVi7+YC+RQjuVhEzaMuZpeVE793HjxuHEiRMFv/AtgoKC4OjoqLEJqmd6SkhEpiDuSTIWbvwDQWMGQmFp8dbXZmXn4K+T59CrrWFH7aR/gp7+J0Widu7Lly9H27ZtUbNmTXzzzTeIi4vTuY6AgACkpKRobDK5faEzJSYmITc3F65uzhrlrq4uiIt/XOh6i4KZSm4mKZJiO4md6cqdh0hKTcOAacvgPehLeA/6Emev3sGWv/+F96Avkaf6b3x26PQFZCpz4Nva8FPOYrdTSclEEpiWP3jwILp164bFixfDw8MDPXv2xJ9//gmVSrvJDoVCAQcHB41NJpMVOk9OTg4iIy+gfbuW6jKZTIb27VoiLCyi0PUWBTOV3ExSJMV2EjtT03rVsXPh59i2YKJ6q1u1Arq1eBfbFkyEmfy/X5W/HzmDtg3rwMnBrthzvUrsdiopmbRlzNPyoj+h7p133kGHDh2waNEi7N69G+vXr0evXr3g5uaGIUOGYOjQoahevbpBMy1dtgYb1i1FROQFhIefw/hxI2Bra43gjdsMmoOZjCOTra0NqlWrrP66cuWK8PKqg6dPk/HgQYwomaTYTmJmsrW2Qo2K7hpl1gpLlLKz0SiPjktExLW7WD5lWLFnehN+dvqjMr6bxdRE79xfsLCwQL9+/dCvXz9ER0dj/fr1CA4OxoIFC5CXl2fQLDt27IGLsxNmzZwMd3cXREVdRvf3ByMhIbHgNzMTM73C29sLBw/+90tu4cKZAIBNm3Zg5MjJomSSYjtJMdOrfj8aDjcnR/h4vf1q+uIkxXaSYiZTJ+p97nK5HHFxcXB1dX3tfkEQ8M8//+C9997Tqd6i3udO9DJ93ueuL0W9z91U6HqfuyEU9T53U2GI+9wHV+qtl3p+ub9LL/Xok6i/tSpVqgQzM7M37pfJZDp37ERERNqQ6qNj9UHUzv3u3btiHp6IiMgoSW++kYiIyACkeo+6PrBzJyIikyTV29j0gZ07ERGZJGM+5y76Q2yIiIhIvzhyJyIik8Rz7kREREbGmM+5c1qeiIjIyHDkTkREJknEB7QWO3buRERkkni1PBERERXZ8ePH4evri3LlykEmk+H333/X2C8IAmbOnImyZcvC2toaHTt2xM2bN3U+Djt3IiIySWKs556eno769etj+fLlr92/cOFCfP/991i1ahVOnz4NW1tbdO7cGVlZWTodR9RV4YqLFFeFq+PkIXaEfK4kRYsdIR+uwKYdtpN27C2txY6Qz8OA5mJHyMdxdojYEfIxxKpw73t010s9v93cBaVSqVGmUCigUCje+j6ZTIbdu3ejV69eAJ6P2suVK4fPP/8ckyc/Xw46JSUFbm5uCA4OxoABA7TOxJE7ERFREQQFBcHR0VFjCwoK0rmeu3fvIi4uDh07dlSXOTo6omnTpjh16pROdUnvz38iIiID0NcFdQEBAZg0aZJGWUGj9teJi4sDALi5uWmUu7m5qfdpi507ERGZJH2dldZmCt7QOC1PREQmSYwL6t7G3d0dABAfH69RHh8fr96nLXbuREREElClShW4u7sjJOS/CxxTU1Nx+vRp+Pj46FQXp+WJiMgkibFwTFpaGm7duqX++u7duzh//jycnJzg4eEBf39/zJ07FzVq1ECVKlUwY8YMlCtXTn1FvbbYuRMRkUkS4wl1Z8+eRbt27dRfv7gQz8/PD8HBwZgyZQrS09MxcuRIJCcno2XLljhw4ACsrKx0Og47dyIiIgNp27btWy/kk8lk+Prrr/H1118X6Tjs3ImIyCQZ4TPc1Ni5ExGRSeLCMURERFRicOROREQmSYyr5Q2FI/c3GD3KD7duhCEt9TZOhu5F40YNRM3j6u6C+T8G4viVAzhz9yh+O/IL6tT3FDUTIL12atGiCXbuXIc7d84gM/M+fH07iZrnBbaTdqTUThM/H4WQY7sQHXseN+6exi+/rkT1GlUMmsHcuz2sP5kLm8mrYTN5Naz8ZsKsmpd6v8zWEYoen8J6wvew+WINrIZ/DbNajQya8QUpfXbaUgmCXjYpYuf+Gn379sDiRYGYM3cJGjftgqgLV7B/32a4uJQRJY+9oz027l2N3NxcfDZoEj5oMxCLZ32P1ORnouR5QWrtBAC2tja4ePEq/P1niJbhVWwn7UitnZq3bIK1P/2CTu37orevHywszLHrj2DY2BhupTnhWRKyj2xH5rqZyFwfiLz7V6Do6w+Z8/OVLxU9RkJWxh3KHd8hc8005F07C0XvsZC7VTJYRkB6nx1xydfXOhm6F+FnozDB/ysAz29NuHcnHMtXbMDCRa9fg7cgRVnydcL00Xi3sReG9Bpd6Dpep6hLvhZHO+lzKdPMzPvo128E9u49WKR6irqUKdtJO8XRTvpc8rWMsxNu3TuD7p0H4uS/4YWup6hLvtpMWoHskK3IjToOmy9+QvZfwci9dPK//RNXIPvINuSeP6Z1nUVd8rU4PjtDLPnaqnwHvdRz4pH0lszlyP0VFhYW8Pb2QsjhE+oyQRAQcjgUzZo1FCVT286tcDnqGhavmYejl/Zh26GN6DOohyhZXpBiO0kR20k7JaGdHBzsAQBPnyaLE0Amg1mdpoCFAnmPnj/hTPXwJszqNAOsbAH8/35zC+Tdv2qwWCXhs3sTFQS9bFJU4i+oUyqVUCqVGmWCIEAmkxWqPmdnJ5ibmyMhPlGjPCHhMTxrVSt0zqKo4FEO/fw+wKbVW7F22UbUbVAbX86dhJycXOzZvl+UTFJsJyliO2lH6u0kk8kQ9M10hJ08i6tXbhr22C4VYD1kJmBuAWRnQblzGYTEGABA1q7lUHwwBrafr4SQlwvkZD/f/zTBYPmk/tm9jVQ7Zn0QfeT+448/4uOPP8bWrVsBAJs2bUKdOnXg6emJadOmITf37VN9QUFBcHR01NgElbjnovVNLpfj6sUb+D5oFa5duoHffvkDv23+A30/7iV2NCKTsHjpLNSuUxPDh/gb/NjCk1hkrv0KWRtmIyfiMBS+IyFzLgcAsGzTBzIrG2RuXoCs9YHIOXMAit5jIHOpYPCcJC2idu5z587FtGnTkJGRgYkTJ+Kbb77BxIkTMWjQIPj5+WHt2rWYM2fOW+sICAhASkqKxiaT2xc6U2JiEnJzc+Hq5qxR7urqgrj4x4WutygeJyTizo27GmV3b96De3ndlgDUJym2kxSxnbQj5XZa+G0gOndpD99ugxETE2f4AKo8CE8ToIq7h5yjO6BKeACLxp0gK+UKi8bvQfnnWqjuXYEq4QFyTvwOVew9WDTqaLB4Uv7sCiIIgl42KRK1cw8ODkZwcDB27tyJAwcOYPr06Vi2bBmmT5+OgIAArF69Glu2bHlrHQqFAg4ODhpbYafkASAnJweRkRfQvl1LdZlMJkP7di0RFhZR6HqL4vyZi6hcTfOCvEpVPRD7UIRfNP9Piu0kRWwn7Ui1nRZ+G4juvu+hR/fBiL7/ULQcGmQywMwCsLB8/vUrnYugUj1/jYFI9bPTBs+5F5OYmBg0avT8nsz69etDLpejQYMG6v3e3t6IiYkxeK6ly9Zgw7qliIi8gPDwcxg/bgRsba0RvHGbwbMAwKaftuLnvT/hk/F++HtPCN55tw4+/F9PzJ68QJQ8L0itnYDnt3hVq1ZZ/XXlyhXh5VUHT58m48EDw/8sAWwnbUmtnRYvnY0P+/riowGjkPYsHa6uz0emqanPkJWlLODd+mHRti/ybl+AkPoEsLSCeV0fyCt5IvvXRRCexEKVFAdFtyHIDtkKISMNZrW8YVa1LpTblhgk3wtS++xI5M7d3d0dV65cgYeHB27evIm8vDxcuXIFdevWBQBcvnwZrq6uBs+1Y8ceuDg7YdbMyXB3d0FU1GV0f38wEhISC35zMbh8/iomDpuKCdNG49NJQ/EoOhYLZ3yH/buKdutSUUmtnQDA29sLBw/+9wtl4cKZAIBNm3Zg5MjJomRiO2lHau00fMQgAMC+A5qzh599OgW/bt5lkAwyW4fn97LblQKUmVAlPEDWr4ugunsZAJC19VtYtu8Hq74TAUsrqJ7GI3vPT8i7fcEg+V6Q2menLWN+Qp2o97nPmDEDq1evRs+ePRESEoL+/ftjy5YtCAgIgEwmw7x58/Dhhx9iyRLd/got6n3uxaEo97kXl6Le514c9Hn/tr4U9f7t4sB20o4+73PXl6Le514cinqfe3EwxH3ujcq20ks9Z2NPFPwiAxP1N8Ts2bNhbW2NU6dOYcSIEZg6dSrq16+PKVOmICMjA76+vgVeUEdERESaRO3c5XI5pk2bplE2YMAADBgwQKRERERkKqR6MZw+SG9uj4iIyACkehubPoj+EBsiIiLSL47ciYjIJHFanoiIyMgY861w7NyJiMgkqXjOnYiIiEoKjtyJiMgkcVqeiIjIyHBanoiIiEoMjtyJiMgkcVqeiIjIyBjztDw7dwN5kPZY7AglgquNo9gR8knISBE7Qj5SXIFNihTmFmJHyKft8ntiR8gnulFNsSOQnrFzJyIik8RpeSIiIiNjzNPyvFqeiIjIyHDkTkREJonT8kREREZGEFRiRyg27NyJiMgkGfOSrzznTkREZGQ4ciciIpMkGPHV8uzciYjIJHFanoiIiEoMjtyJiMgkcVqeiIjIyPAJdSZo9Cg/3LoRhrTU2zgZuheNGzUQLcvEz0ch5NguRMeex427p/HLrytRvUYV0fK8TErt9KrRE4bh/pMLmDlviqg5WrRogp071+HOnTPIzLwPX99OouZ5QYqfnZQy+Q0bgMP//o6b0eG4GR2OPw/+ivYdW4mWBwD+OL0N4THH821T5k80WAabD3rA5ee1cD/0J9wP/Qnnn36EolmT/15gaQHHzyfA/a/f4f7PfpSeNxvy0qUNlo+eY+f+Gn379sDiRYGYM3cJGjftgqgLV7B/32a4uJQRJU/zlk2w9qdf0Kl9X/T29YOFhTl2/REMGxtrUfK8ILV2epnXu3UxyK8vrly6LnYU2Nra4OLFq/D3nyF2FDUpfnZSyxQTE4d5s5agU9sP0bldX4QeD0Pwlh9Ry7O6KHkAwK/rSHSp30u9jen/vFP/Z+8Rg2XIS3iM1JVr8Hjop3g8bBSUEefg9M1cmFepDABwHD8GihY+SPpqNp6M8YeZSxk4BX1tsHy6EPT0PymSCUZ40sHcsnyR3n8ydC/Cz0Zhgv9XAACZTIZ7d8KxfMUGLFy0vFB12lvqryMu4+yEW/fOoHvngTj5b3ih63mWnVmkHMXRTuXti/6L3MbWGvsOb8NXU+Zh3KSRuHLpOr6evrDQ9elzydfMzPvo128E9u49WKR6irrka3F8dkVVHJmcbRz0GRFX757C1zMX49dNvxW6joo2LnrLM2n2OLTs6IPeLT4qUj1/VDYr0vvdD/yB1B9XI/PIMbjv342ns+Yi68hxAIB5pYpw/fVnPB7xGXIuX9W6znIni/8PFjdHT73UE59yTS/16BNH7q+wsLCAt7cXQg6fUJcJgoCQw6Fo1qyhiMn+4+BgDwB4+jRZtAxSbqc5C6fj8KET+PfYaVFzSJUUPzspZnqZXC5Hz97dYGNjg4gz58WOAwAwtzBH1z7vYc/W/eKFkMth1bEdZFZWyL50GRaeNSGzsIAyPEL9ktz7D5AbFwfLenXFy2mCRL2gLjY2FitXrkRoaChiY2Mhl8tRtWpV9OrVC0OGDIGZWcF/TSqVSiiVSo0yQRAgk8kKlcnZ2Qnm5uZIiE/UKE9IeAzPWtUKVac+yWQyBH0zHWEnz+LqlZui5ZBqO/l+0AX1vGqjR8eBomWQOil+dlLMBACedWpg38FfobBSID09A8MGj8ON67dFy/Oytl1awc7BDn9u/8vgxzavWgXOPy2HzNISQmYmkgJmIvfefVjXqA4hOxtCWrrG61VJTyEv42TwnAXhfe7F4OzZs6hduzb279+PnJwc3Lx5Ew0bNoStrS0mT56M1q1b49mzZwXWExQUBEdHR41NUBX8vpJq8dJZqF2nJoYP8Rc7iuSULeeGwPlfYsKnU6FUZosdh4zA7Zv30KFVb3Tr0B8b123F9yuDUFMCf+QDQI+B3XHqyGkkxj8x+LFzox/gsd8nSBzxGdJ3/4FSX02FeeVKBs9RVIIg6GWTItE6d39/f0ycOBFnz57FiRMnEBwcjBs3bmDr1q24c+cOMjIy8NVXXxVYT0BAAFJSUjQ2mdy+0LkSE5OQm5sLVzdnjXJXVxfExT8udL36sPDbQHTu0h6+3QYjJiZO1CxSbKd3GtSBi2sZ7DuyDbfjI3E7PhI+LRtj6MiPcDs+EnI5z0IB0vzspJgJAHJycnDvbjQuRF3B/K+X4vKl6/hk1P9Ey/OCe3k3NGnVEL9v2SdOgNxc5D2KQc71G3i2ai1yb92Gbb8+yEtKgszSEjI7W42Xy51KQ/UkSZysb6ESBL1sUiTab7vIyEj873///SP56KOPEBkZifj4eJQuXRoLFy7Ezp07C6xHoVDAwcFBYyvslDzw/B9zZOQFtG/XUl0mk8nQvl1LhIVFvOWdxWvht4Ho7vseenQfjOj7D0XL8YIU2+nf46fxXove6Nqmn3qLOncJv+/ch65t+kGlMt7lHXUhxc9OipleRy6XQaGwFDsGfAd0w9PEZPz7zymxozwnl0FmYYGcazcg5ORA0ei/6yTMPCrC3N0d2ZcuixjQ9Ih2zt3V1RWxsbGoWrUqACA+Ph65ublwcHh+dWuNGjWQlCTOX3pLl63BhnVLERF5AeHh5zB+3AjY2lojeOM2UfIsXjobH/b1xUcDRiHtWTpcXZ+PblJTnyErS1nAu4uP1NopPS0DN67d0ijLSM/E06SUfOWGZGtrg2rVKqu/rly5Iry86uDp02Q8eBAjSiapfXZSzDRt5kQc/ucEHj2Mga2dLXp/+D6at2yCAb1HiJLnBZlMBt/+XbFvxwHk5eUZ/Pj2oz6BMuwM8uLiIbOxgXWnDrB8twGSJk6BkJ6OjL374TB+NFSpqRDSM+A4aRyyL17S6Up5Q5HqlLo+iNa59+rVC6NGjcKiRYugUCgwZ84ctGnTBtbWz28Zu379OsqXL9otbYW1Y8ceuDg7YdbMyXB3d0FU1GV0f38wEhISC35zMRg+YhAAYN+BLRrln306Bb9u3iVGJADSayep8vb2wsGD/3VQCxfOBABs2rQDI0dOFiWTFD87qWVydimDH1YtgKubC56lPsOVyzcwoPcIHD96UpQ8LzRp3QhlK7hjz1ZxpuTlpUuj1IwAmJVxgio9Hbm37iBp4hT1FfIp3y+HoyDAaf5swMICytPhSFn8nShZC2LMF9SJdp97Wloahg8fjl27diEvLw8+Pj745ZdfUKXK8yevHTx4ECkpKejbt6/OdRf1PvfioM/73PWlqPe5Fwd93Oeub/q8z11finqfu6nQ933u+qDP+9z1paj3uRcHQ9zn7minn4sjU9KkcQfFy0QbudvZ2WHbtm3IyspCbm4u7OzsNPZ36iSNR3QSEZFx4rR8MbKyshI7AhERmSCpXumuD7w3iIiIyMiIPnInIiISg1QXfdEHdu5ERGSSOC1PREREJQZH7kREZJJ4tTwREZGR4Tl3IiIiI2PMI3eecyciIjKw5cuXo3LlyrCyskLTpk1x5swZvdbPzp2IiEySWOu5b9u2DZMmTUJgYCAiIyNRv359dO7cGQkJCXr73ti5ExGRSRL0tOlqyZIlGDFiBIYOHYo6depg1apVsLGxwfr164v6LamxcyciIioCpVKJ1NRUjU2pfP1y3NnZ2YiIiEDHjh3VZXK5HB07dsSpU6f0F0qgN8rKyhICAwOFrKwssaOoMZN2mEk7zFQwqeURBGaSmsDAwHwD+sDAwNe+9tGjRwIA4eTJkxrlX3zxhdCkSRO9ZRJtydeSIDU1FY6OjkhJSYGDgzSWjmQm7TCTdpip5OUBmElqlEplvpG6QqGAQqHI99qYmBiUL18eJ0+ehI+Pj7p8ypQpOHbsGE6fPq2XTLwVjoiIqAje1JG/jrOzM8zMzBAfH69RHh8fD3d3d71l4jl3IiIiA7G0tETDhg0REhKiLlOpVAgJCdEYyRcVR+5EREQGNGnSJPj5+aFRo0Zo0qQJvvvuO6Snp2Po0KF6OwY797dQKBQIDAzUerrFEJhJO8ykHWYqmNTyAMxU0vXv3x+PHz/GzJkzERcXhwYNGuDAgQNwc3PT2zF4QR0REZGR4Tl3IiIiI8POnYiIyMiwcyciIjIy7NyJiIiMDDv3Nyju5fh0dfz4cfj6+qJcuXKQyWT4/fffRc0TFBSExo0bw97eHq6urujVqxeuX78uaqaVK1fCy8sLDg4OcHBwgI+PD/766y9RM71qwYIFkMlk8Pf3Fy3DrFmzIJPJNDZPT0/R8rzw6NEjDB48GGXKlIG1tTXeeecdnD17VrQ8lStXztdOMpkMY8aMES1TXl4eZsyYgSpVqsDa2hrVqlXDnDlzRF+X/NmzZ/D390elSpVgbW2N5s2bIzw8XNRMpo6d+2sYYjk+XaWnp6N+/fpYvny5aBleduzYMYwZMwZhYWE4dOgQcnJy0KlTJ6Snp4uWqUKFCliwYAEiIiJw9uxZtG/fHj179sTly5dFy/Sy8PBwrF69Gl5eXmJHQd26dREbG6veQkNDRc3z9OlTtGjRAhYWFvjrr79w5coVfPvttyhdurRomcLDwzXa6NChQwCAvn37ipbpm2++wcqVK/Hjjz/i6tWr+Oabb7Bw4UL88MMPomUCgE8++QSHDh3Cpk2bcPHiRXTq1AkdO3bEo0ePRM1l0vT2lHoj0qRJE2HMmDHqr/Py8oRy5coJQUFBIqb6DwBh9+7dYsfQkJCQIAAQjh07JnYUDaVLlxbWrl0rdgzh2bNnQo0aNYRDhw4Jbdq0ESZMmCBalsDAQKF+/fqiHf91vvzyS6Fly5Zix3irCRMmCNWqVRNUKpVoGbp37y4MGzZMo6x3797CoEGDREokCBkZGYKZmZnw559/apR7e3sL06dPFykVceT+CoMtx2dkUlJSAABOTk4iJ3kuLy8PW7duRXp6ul4f6VhYY8aMQffu3TV+rsR08+ZNlCtXDlWrVsWgQYMQHR0tap49e/agUaNG6Nu3L1xdXfHuu+9izZo1omZ6WXZ2Nn755RcMGzYMMplMtBzNmzdHSEgIbty4AQCIiopCaGgounbtKlqm3Nxc5OXlwcrKSqPc2tpa9BkhU8Yn1L0iMTEReXl5+Z4U5ObmhmvXromUStpUKhX8/f3RokUL1KtXT9QsFy9ehI+PD7KysmBnZ4fdu3ejTp06ombaunUrIiMjJXMOsmnTpggODkatWrUQGxuL2bNno1WrVrh06RLs7e1FyXTnzh2sXLkSkyZNwrRp0xAeHo7x48fD0tISfn5+omR62e+//47k5GQMGTJE1BxTp05FamoqPD09YWZmhry8PMybNw+DBg0SLZO9vT18fHwwZ84c1K5dG25ubvj1119x6tQpVK9eXbRcpo6dOxXZmDFjcOnSJUn8lV6rVi2cP38eKSkp2LlzJ/z8/HDs2DHROvgHDx5gwoQJOHToUL6RjVheHuV5eXmhadOmqFSpErZv347hw4eLkkmlUqFRo0aYP38+AODdd9/FpUuXsGrVKkl07uvWrUPXrl1Rrlw5UXNs374dmzdvxpYtW1C3bl2cP38e/v7+KFeunKjttGnTJgwbNgzly5eHmZkZvL29MXDgQERERIiWydSxc3+FoZbjMxZjx47Fn3/+iePHj6NChQpix4GlpaV6tNCwYUOEh4dj2bJlWL16tSh5IiIikJCQAG9vb3VZXl4ejh8/jh9//BFKpRJmZmaiZHuhVKlSqFmzJm7duiVahrJly+b7A6x27dr47bffREr0n/v37+Off/7Brl27xI6CL774AlOnTsWAAQMAAO+88w7u37+PoKAgUTv3atWq4dixY0hPT0dqairKli2L/v37o2rVqqJlMnU85/4KQy3HV9IJgoCxY8di9+7dOHz4MKpUqSJ2pNdSqVRQKpWiHb9Dhw64ePEizp8/r94aNWqEQYMG4fz586J37ACQlpaG27dvo2zZsqJlaNGiRb5bKW/cuIFKlSqJlOg/GzZsgKurK7p37y52FGRkZEAu1/y1bWZmBpVKJVIiTba2tihbtiyePn2Kv//+Gz179hQ7ksniyP01DLEcn67S0tI0RlZ3797F+fPn4eTkBA8PD4PnGTNmDLZs2YI//vgD9vb2iIuLAwA4OjrC2tra4HkAICAgAF27doWHhweePXuGLVu24OjRo/j7779FyQM8Px/56nUItra2KFOmjGjXJ0yePBm+vr6oVKkSYmJiEBgYCDMzMwwcOFCUPAAwceJENG/eHPPnz0e/fv1w5swZ/PTTT/jpp59EywQ8/+Nww4YN8PPzg7m5+L8ufX19MW/ePHh4eKBu3bo4d+4clixZgmHDhoma6++//4YgCKhVqxZu3bqFL774Ap6enqL+zjR5Yl+uL1U//PCD4OHhIVhaWgpNmjQRwsLCRM1z5MgRAUC+zc/PT5Q8r8sCQNiwYYMoeQRBEIYNGyZUqlRJsLS0FFxcXIQOHToIBw8eFC3Pm4h9K1z//v2FsmXLCpaWlkL58uWF/v37C7du3RItzwt79+4V6tWrJygUCsHT01P46aefxI4k/P333wIA4fr162JHEQRBEFJTU4UJEyYIHh4egpWVlVC1alVh+vTpglKpFDXXtm3bhKpVqwqWlpaCu7u7MGbMGCE5OVnUTKaOS74SEREZGZ5zJyIiMjLs3ImIiIwMO3ciIiIjw86diIjIyLBzJyIiMjLs3ImIiIwMO3ciIiIjw86diIjIyLBzJ9KzypUr47vvvlN/LZPJ8Pvvvxs8x6xZs9CgQYNiPUZwcDBKlSpVrMcgIt2xcycqZrGxsRrLrL6NITpkIjJ+4q+EQCRB2dnZsLS01EtdXCqYiAyNI3cyem3btsXYsWMxduxYODo6wtnZGTNmzMDLyypUrlwZc+bMwccffwwHBweMHDkSABAaGopWrVrB2toaFStWxPjx45Genq5+X0JCAnx9fWFtbY0qVapg8+bN+Y7/6rT8w4cPMXDgQDg5OcHW1haNGjXC6dOnERwcjNmzZyMqKgoymQwymQzBwcEAgOTkZHzyySdwcXGBg4MD2rdvj6ioKI3jLFiwAG5ubrC3t8fw4cORlZX1xjZRqVSoUKECVq5cqVF+7tw5yOVy3L9/HwCwZMkSvPPOO7C1tUXFihXx2WefIS0t7Y31DhkyBL169dIo8/f3R9u2bTWOHRQUhCpVqsDa2hr169fHzp0731gnEemOnTuZhI0bN8Lc3BxnzpzBsmXLsGTJEqxdu1bjNYsXL0b9+vVx7tw5zJgxA7dv30aXLl3Qp08fXLhwAdu2bUNoaCjGjh2rfs+QIUPw4MEDHDlyBDt37sSKFSuQkJDwxhxpaWlo06YNHj16hD179iAqKgpTpkyBSqVC//798fnnn6Nu3bqIjY1FbGws+vfvDwDo27cvEhIS8NdffyEiIgLe3t7o0KEDkpKSAADbt2/HrFmzMH/+fJw9exZly5bFihUr3phDLpdj4MCB2LJli0b55s2b0aJFC/U66nK5HN9//z0uX76MjRs34vDhw5gyZYpujf+KoKAg/Pzzz1i1ahUuX76MiRMnYvDgwTh27FiR6iWil4i8Kh1RsWvTpo1Qu3ZtQaVSqcu+/PJLoXbt2uqvK1WqJPTq1UvjfcOHDxdGjhypUXbixAlBLpcLmZmZwvXr1wUAwpkzZ9T7r169KgAQli5dqi4DIOzevVsQBEFYvXq1YG9vLzx58uS1WQMDA4X69evnO6aDg4OQlZWlUV6tWjVh9erVgiAIgo+Pj/DZZ59p7G/atGm+ul527tw5QSaTCffv3xcEQRDy8vKE8uXLCytXrnzje3bs2CGUKVNG/fWGDRsER0dH9dd+fn5Cz549Nd4zYcIEoU2bNoIgCEJWVpZgY2MjnDx5UuM1w4cPFwYOHPjG4xKRbjhyJ5PQrFkzyGQy9dc+Pj64efMm8vLy1GWNGjXSeE9UVBSCg4NhZ2en3jp37gyVSoW7d+/i6tWrMDc3R8OGDdXv8fT0fOvV4+fPn8e7774LJycnrbNHRUUhLS0NZcqU0chy9+5d3L59GwBw9epVNG3aVON9Pj4+b623QYMGqF27tnr0fuzYMSQkJKBv377q1/zzzz/o0KEDypcvD3t7e/zvf//DkydPkJGRoXX+l926dQsZGRl47733NL6Xn3/+Wf29EFHR8YI6ov9na2ur8XVaWho+/fRTjB8/Pt9rPTw8cOPGDZ2PYW1trfN70tLSULZsWRw9ejTfvqLehjZo0CBs2bIFU6dOxZYtW9ClSxeUKVMGAHDv3j28//77GD16NObNmwcnJyeEhoZi+PDhyM7Oho2NTb765HK5xrUMAJCTk6PxvQDAvn37UL58eY3XKRSKIn0vRPQfdu5kEk6fPq3xdVhYGGrUqAEzM7M3vsfb2xtXrlxB9erVX7vf09MTubm5iIiIQOPGjQEA169fR3Jy8hvr9PLywtq1a5GUlPTa0bulpaXGbMKLHHFxcTA3N0flypVfW2/t2rVx+vRpfPzxxxrfY0E++ugjfPXVV4iIiMDOnTuxatUq9b6IiAioVCp8++23kMufT/Jt3779rfW5uLjg0qVLGmXnz5+HhYUFAKBOnTpQKBSIjo5GmzZtCsxHRIXDaXkyCdHR0Zg0aRKuX7+OX3/9FT/88AMmTJjw1vd8+eWXOHnyJMaOHYvz58/j5s2b+OOPP9QX1NWqVQtdunTBp59+itOnTyMiIgKffPLJW0fnAwcOhLu7O3r16oV///0Xd+7cwW+//YZTp04BeH7V/t27d3H+/HkkJiZCqVSiY8eO8PHxQa9evXDw4EHcu3cPJ0+exPTp03H27FkAwIQJE7B+/Xps2LABN27cQGBgIC5fvlxgu1SuXBnNmzfH8OHDkZeXhx49eqj3Va9eHTk5Ofjhhx9w584dbNq0SaPzf5327dvj7Nmz+Pnnn3Hz5k0EBgZqdPb29vaYPHkyJk6ciI0bN+L27duIjIzEDz/8gI0bNxaYl4i0JPZJf6Li1qZNG+Gzzz4TRo0aJTg4OAilS5cWpk2bpnGBXaVKlTQugnvhzJkzwnvvvSfY2dkJtra2gpeXlzBv3jz1/tjYWKF79+6CQqEQPDw8hJ9//jlfXXjpgjpBEIR79+4Jffr0ERwcHAQbGxuhUaNGwunTpwVBeH7BWZ8+fYRSpUoJAIQNGzYIgiAIqampwrhx44Ry5coJFhYWQsWKFYVBgwYJ0dHR6nrnzZsnODs7C3Z2doKfn58wZcqUt15Q98KKFSsEAMLHH3+cb9+SJUuEsmXLCtbW1kLnzp2Fn3/+WQAgPH36VBCE/BfUCYIgzJw5U3BzcxMcHR2FiRMnCmPHjlVfUCcIgqBSqYTvvvtOqFWrlmBhYSG4uLgInTt3Fo4dO1ZgViLSjkwQXjlBRmRk2rZtiwYNGmg8EpaIyJhxWp6IiMjIsHMnIiIyMpyWJyIiMjIcuRMRERkZdu5ERERGhp07ERGRkWHnTkREZGTYuRMRERkZdu5ERERGhp07ERGRkWHnTkREZGT+DwAygfJmdXLCAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "This shows us where the mislabeled points tend to be: for example, a large number of\n", + "twos here are misclassified as either ones or eights. Another way to gain intuition into\n", + "the characteristics of the model is to plot the inputs again, with their predicted labels.\n", + "We’ll use green for correct labels, and red for incorrect labels" + ], + "metadata": { + "id": "FP4aHLQIapTo" + } + }, + { + "cell_type": "code", + "source": [ + "fig, axes = plt.subplots(10, 10, figsize=(8, 8),\n", + " subplot_kw={'xticks':[], 'yticks':[]},\n", + " gridspec_kw=dict(hspace=0.1, wspace=0.1))\n", + "\n", + "for i, ax in enumerate(axes.flat):\n", + " ax.imshow(digits.images[i], cmap='binary', interpolation='nearest')\n", + " ax.text(0.05, 0.05, str(y_pred[i]),\n", + " transform=ax.transAxes,\n", + " color='green' if (ytest[i] == y_pred[i]) else 'red')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 653 + }, + "id": "ZRfuKtK9aqDs", + "outputId": "92fe75c8-b66c-4624-ba06-a08aa20ad2b1" + }, + "execution_count": 39, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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