{ "cells": [ { "cell_type": "markdown", "id": "acquired-writer", "metadata": {}, "source": [ "# Clustergam: visualisation of cluster analysis" ] }, { "cell_type": "markdown", "id": "shared-bridge", "metadata": {}, "source": [ "When we want to do some cluster analysis to identify groups in our data, we often use algorithms like K-Means, which require the specification of a number of clusters. But the issue is that we usually don't know how many clusters there are. \n", "\n", "There are many methods on how to determine the correct number, like silhouettes or elbow plot, to name a few. But they usually don't give much insight into what is happening between different options, so the numbers are a bit abstract.\n", "\n", "[Matthias Schonlau](http://www.schonlau.net/clustergram.html) proposed another approach - a clustergram. Clustergram is a two-dimensional plot capturing the flows of observations between classes as you add more clusters. It tells you how your data reshuffles and how good your splits are. [Tal Galili](https://www.r-statistics.com/2010/06/clustergram-visualization-and-diagnostics-for-cluster-analysis-r-code/) later implemented clustergram for K-Means in R. And I have used Tal's implementation, ported it to Python and created `clustergram` - a Python package to make clustergrams.\n", "\n", "`clustergram` currently supports K-Means and using `scikit-learn` (inlcuding Mini-Batch implementation) and RAPIDS.AI `cuML` (if you have a CUDA-enabled GPU), Gaussian Mixture Model (`scikit-learn` only) and hierarchical clustering based on `scipy.hierarchy`. Alternatively, we can create clustergram based on labels and data derived from alternative custom clustering algorithms. It provides a sklearn-like API and plots clustergram using matplotlib, which gives it a wide range of styling options to match your publication style.\n", "\n", "## Install\n", "\n", "You can install clustergram from conda or pip:\n", "```shell\n", "conda install clustergram -c conda-forge\n", "```\n", "or\n", "```shell\n", "pip install clustergram\n", "```\n", "\n", "In any case, you still need to install your selected backend (scikit-learn and scipy or cuML)." ] }, { "cell_type": "code", "execution_count": 1, "id": "eligible-insider", "metadata": {}, "outputs": [], "source": [ "from clustergram import Clustergram\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from sklearn.preprocessing import scale" ] }, { "cell_type": "code", "execution_count": 2, "id": "friendly-cherry", "metadata": {}, "outputs": [], "source": [ "sns.set(style='whitegrid')" ] }, { "cell_type": "markdown", "id": "military-community", "metadata": {}, "source": [ "Let us look at some examples to understand how clustergram looks and what to do with it.\n", "\n", "## Iris flower data set\n", "\n", "The first example which we try to analyse using clustergram is the famous Iris flower data set. It contains data on three species of Iris flowers measuring sepal width and length and petal width and length. We can start with some exploration:" ] }, { "cell_type": "code", "execution_count": 3, "id": "democratic-stage", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.01, 'Iris flowers')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "iris = sns.load_dataset(\"iris\")\n", "g = sns.pairplot(iris, hue=\"species\")\n", "g.fig.suptitle(\"Iris flowers\", y=1.01)" ] }, { "cell_type": "markdown", "id": "extensive-confidence", "metadata": {}, "source": [ "It seems that _setosa_ is a relatively well-defined group, while the difference between _versicolor_ and _virginica_ is smaller as they partially overlap (or entirely in the case of sepal width). \n", "\n", "Okay, so we know how the data looks. Now we can check how does clustergram look. Remember that we know that there are three clusters, and we should ideally be able to recognise this from clustergram. I am saying ideally because even though there are known labels, it does not mean that our data or clustering method are able to distinguish between those classes.\n", "\n", "Let's start with K-Means clustering. To get a stable result, we can run a clustergram with 1000 initialisations." ] }, { "cell_type": "code", "execution_count": 4, "id": "operating-homeless", "metadata": {}, "outputs": [], "source": [ "data = scale(iris.drop(columns=['species']))" ] }, { "cell_type": "code", "execution_count": 5, "id": "everyday-scotland", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "K=1 fitted in 2.3119359016418457 seconds.\n", "K=2 fitted in 0.7519302368164062 seconds.\n", "K=3 fitted in 1.380197286605835 seconds.\n", "K=4 fitted in 2.1237080097198486 seconds.\n", "K=5 fitted in 2.4642157554626465 seconds.\n", "K=6 fitted in 2.1841089725494385 seconds.\n", "K=7 fitted in 2.4315130710601807 seconds.\n", "K=8 fitted in 2.996204137802124 seconds.\n", "K=9 fitted in 2.9375381469726562 seconds.\n" ] } ], "source": [ "cgram = Clustergram(range(1, 10), n_init=1000)\n", "cgram.fit(data)" ] }, { "cell_type": "code", "execution_count": 6, "id": "laughing-flight", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'K-Means (scikit-learn)')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = cgram.plot(figsize=(10, 8))\n", "ax.yaxis.grid(False)\n", "sns.despine(offset=10)\n", "ax.set_title('K-Means (scikit-learn)')" ] }, { "cell_type": "markdown", "id": "prompt-floating", "metadata": {}, "source": [ "On the _x_ axis, we can see the number of clusters. Points represent a centre of each cluster (by default) weighted by the first principal component (that helps with the diagram's readability). The lines connecting points and their thickness represent observations moving between clusters. Therefore, we can read when new clusters are formed as a split of a single existing class and when they are formed based on observations from two clusters.\n", "\n", "We're looking for the separation, i.e., did an additional cluster bring any meaningful split? The step from one cluster to two is a big one - nice and clear separation. From two to three, we also have quite a nice split in the top branch. But from 3 to 4, there is no visible difference because the new fourth cluster is almost the same as the existing bottom branch. Although it is now separated into two, this split does not give us much information. Therefore, we could conclude that the ideal number of clusters for Iris data is three.\n", "\n", "We can also check some additional information, like a silhouette score or Calinski-Harabazs score." ] }, { "cell_type": "code", "execution_count": 7, "id": "understanding-alabama", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, figsize=(10, 10), sharex=True)\n", "cgram.silhouette_score().plot(xlabel=\"Number of clusters (k)\", ylabel=\"Silhouette score\", ax=axs[0])\n", "cgram.calinski_harabasz_score().plot(xlabel=\"Number of clusters (k)\", ylabel=\"Calinski-Harabasz score\", ax=axs[1])\n", "sns.despine(offset=10)" ] }, { "cell_type": "markdown", "id": "accessible-channels", "metadata": {}, "source": [ "These plots would suggest 3-4 clusters, similarly to clustergram, but they are not very conclusive.\n", "\n", "## Palmer penguins data set\n", "\n", "Now let's try different data, one where clusters are a bit more complicated to assess. Palmer penguins contain similar data as Iris example, but it measures several attributes of three species of penguins." ] }, { "cell_type": "code", "execution_count": 8, "id": "about-seven", "metadata": {}, "outputs": [], "source": [ "penguins = sns.load_dataset(\"penguins\")" ] }, { "cell_type": "code", "execution_count": 9, "id": "intense-cotton", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.01, 'Palmer penguins')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.pairplot(penguins, hue=\"species\")\n", "g.fig.suptitle(\"Palmer penguins\", y=1.01)" ] }, { "cell_type": "markdown", "id": "raised-polymer", "metadata": {}, "source": [ "Looking at the situation, we see that the overlap between species is much higher than before. It will likely be much more complicated to identify them. Again, we know that there are three _clusters_, but that does not mean that data has the power to distinguish between them. In this case, it may be especially tricky to differentiate between _Adelie_ and _Chinstrap_ penguins." ] }, { "cell_type": "code", "execution_count": 10, "id": "alone-diamond", "metadata": {}, "outputs": [], "source": [ "penguins = sns.load_dataset('penguins')" ] }, { "cell_type": "code", "execution_count": 11, "id": "falling-murder", "metadata": {}, "outputs": [], "source": [ "data = scale(penguins.drop(columns=['species', 'island', 'sex']).dropna())" ] }, { "cell_type": "code", "execution_count": 12, "id": "ecological-lafayette", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "K=1 fitted in 2.782831907272339 seconds.\n", "K=2 fitted in 1.244720220565796 seconds.\n", "K=3 fitted in 2.0478179454803467 seconds.\n", "K=4 fitted in 2.480475902557373 seconds.\n", "K=5 fitted in 3.037703275680542 seconds.\n", "K=6 fitted in 3.4877982139587402 seconds.\n", "K=7 fitted in 4.160067796707153 seconds.\n", "K=8 fitted in 3.7954599857330322 seconds.\n", "K=9 fitted in 4.1314170360565186 seconds.\n" ] } ], "source": [ "cgram = Clustergram(range(1, 10), n_init=1000)\n", "cgram.fit(data)" ] }, { "cell_type": "code", "execution_count": 13, "id": "mysterious-spine", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'K-Means (scikit-learn)')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = cgram.plot(figsize=(10, 8))\n", "ax.yaxis.grid(False)\n", "sns.despine(offset=10)\n", "ax.set_title('K-Means (scikit-learn)')" ] }, { "cell_type": "markdown", "id": "bacterial-anger", "metadata": {}, "source": [ "We're looking for separations, and this clustergram shows plenty. It is actually quite complicated to determine the optimal number of clusters. However, since we know what happens between different options, we can play with that. If we have a reason to be conservative, we can go with 4 clusters (I know, it is already more than the initial species). But further splits are also reasonable, which indicates that even higher granularity may provide useful insight, that there might be meaningful groups.\n", "\n", "Can we say it is three? Since we know it should be three... Well, not really. The difference between the split from 2 - 3 and that from 3 - 4 is slight. However, the culprit here is K-Means, not clustergram. It just simply cannot correctly cluster these data due to the overlaps and the overall structure. \n", "\n", "Let's have a look at how the Gaussian Mixture Model does." ] }, { "cell_type": "code", "execution_count": 14, "id": "attached-veteran", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "K=1 fitted in 0.5952157974243164 seconds.\n", "K=2 fitted in 0.2548811435699463 seconds.\n", "K=3 fitted in 0.9859671592712402 seconds.\n", "K=4 fitted in 0.6935789585113525 seconds.\n", "K=5 fitted in 0.659264087677002 seconds.\n", "K=6 fitted in 0.8167891502380371 seconds.\n", "K=7 fitted in 1.0208890438079834 seconds.\n", "K=8 fitted in 1.3887920379638672 seconds.\n", "K=9 fitted in 1.669816017150879 seconds.\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Gaussian Mixture Model (scikit-learn)')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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loaqKetQIIYQQovAEAgFWrVoFNzc39OrVi+1wGEM9aoQQQghRaAUFBZg/fz66deumVEkaQD1qhBBCCFFg2dnZWLBgASZMmKAw1QaqgnrUCCGEEKKQSkpCzZo1SymTNIB61AghhBCigEpKQi1fvhzm5uZshyM1lKgRQgghRKG8e/cO27Ztw7p166Cvr892OFJFiRohhBBCFIail4SqKkrUCCGEEKIQlKEkVFVRokYIIYQQuefn54c3b94ofEmoqqJEjRBCCCFy7eDBg8jNzcWCBQvYDkXmak5KSgghhBCF8mVJqEmTJrEdDiuoR40QQgghcofP52P16tVKVxKqqqhHjRBCCCFypaCgAAsWLED37t1rdJIGUKJGCCGEEDmSnZ2NuXPnYuTIkWjTpg3b4bCOEjVCCCGEyIWaUBKqqmiMGiGEEEJYV1NKQlUVK4natm3bcOnSJXA4HPj4+GDMmDFshEEIIYQQOVCTSkJVlcwTtUePHuHBgwfw9/dHUVER+vTpg06dOsHOzk7WoRBCCCGEZU+fPsWRI0dqTEmoqpJ5oubm5oZDhw5BRUUF8fHx4PP50NLSknUYhBBCCGHZzZs3cfnyZaxfvx4qKjQaqzysTCZQVVXF9u3b0bdvX7Rp04auRRNCCCE1jJ+fH+7fv49Vq1ZRklYJ1mZ9zpgxA/fv38fnz59x4sQJtsIghBBCiIwdOHAAnz9/xvz588HhcNgOR67JPFGLiIhASEgIAEBTUxM9evRAaGiorMMghBBCiIwJhUJs2bIFmpqaNbYkVFXJPFGLiYnB4sWLUVBQgIKCAly7dg0tWrSQdRiEEEIIkSE+n49ffvkFzs7OGDJkCNvhKAyZXxTu1KkTXr58iQEDBoDH46FHjx7o27evrMMghBBCiIzk5+djyZIlGDhwIFq3bs12OAqFldF706dPx/Tp09k4NCGEEEJkKDs7GwsWLMCECROo2kA10DQLQgghhEhFSkoKFi9ejHnz5qFu3bpsh6OQKFEjhBBCCOOoJBQzKFEjhBBCCKOoJBRzKFEjhBBCCGOoJBSzKFEjhBBCCCNu3LiBq1evUkkoBtFvkRBCCCHf7OzZs3j79i1WrlxJ1QYYRIkaIYQQQr7JgQMHkJeXh/nz57MditJhrdYnIYQQQhQblYSSPupRI4QQQkiV8fl8rFq1Cm3atEGPHj3YDkdpUY8aIYQQQqokPz8fCxYsQM+ePSlJkzJK1AghhBBSIQ0NjVK3s7KyMHfuXIwaNapG1O3k8XisHp8ufRJCCCGkXEKhEA0bNoRQKASHw6mRJaGaNm3K6vEpUSOEEEJIKSWJGQQC5MYnQMPCHOBwUFhYiPnz58PY2BjZ2dlshykVqqqqUFNTAwAUZWeDo6IKnrra/38nMkaJGiGEEFLD5eTk4P379wgPD4elpSXc3NyQGRaGt2s3oCAlBepmpmiwcD7Mbeti/fr12LZtG9shS4WZmRkePXoEoUCA8J27kfDvdfDU1WAzYjhq9e3NSkyUqBFCCCE1gFAoRHx8PMLDwxEeHo6IiAhEREQgPDwcsbGxov0ePHgAAIjc9xcKUlIAAPkJifhw8DAaLl8CDw8PpU3UevXqBVVVVSQ/eISEq9cAAPzcPET++ReM27aGmqGhzGOiRI0QQghRIvn5+fjw4YMoGfvy36ysLLGP19HRAQDkJSSUbve/2yXblVHJueV/de5CPh8FycmUqBFCCCFEMikpKaV6x0r+Hx0dDYFAUO12X79+jfbt28OscyfEnvET3W/aqaNou7IKDg4GABi3aYWoo8cgyMsDAGjZWEPbzo6VcWqUqBFCCCFyqqioCNHR0QgPDxeNISv5SU1Nlcox9+3bh/bt28NmxDBoWJgj481b6Dd2gXm3rgCATp06ISwsTCrHlgdZWVnQMTVFk42/Iv7qNahoa8Oid09wuOysaEaJGiGEEMKyjIyMUmPGSv6NjIxEYWGh1I7L5XJhbW0NBweHUj85OTnQ0tKCRa+esOjVE8D/Z4JqampKLR42CYVCHDt2DHXq1EGHDh2gVac2bMeMYjssStQIIVXD9uKPbFJRqdlvmVyWehTkARPPvUAgwKdPn0pdpixJyuLj4xmIsmI6OjpwcHCAvb29KBmzt7dH3bp1oa6uXuljU1JSYGRkxMrSFLKSn5+P33//HT169EDDhg1LbYuPj4e5uTlLkVGiRgipIrYXf2RTkyZNWFtLiU0l59ysWTO2Q2FNkyZNJN43NzdXdJnyy6QsIiICef+NeZIWKyurUolYSWJmbm5e7ddtZGQkjIyMGI5UfiQmJmLfvn0YP348TExMymyPiYmhRI0QohgKMzPBVVMD779v4Hl5eUq76CUAaGpqQktLCwAgKCwEPycHqvr6AIqTF6FQyGZ4UsfhcEQ/BWnpUNHRBve/nqWsrCzk5+ezHKH06OjoiHqa+Lm5EAoEUNHWFm0XCoVISEgok4iFh4cjJiZGqrFpaGjAzs6uTA+ZnZ2d6PVKJBMcHIyrV69izpw5okVu5Q0laoQQsXKiPyJi1x/IeBMCrpoaTDt3gu24MdDQ0MCsWbPg7+/PdoiMa9++PY4fPw4Bn4+og4cRd+kKBHl50La3g/2k8dB1csL9+/cxaNAgtkNlHIfDwY0bN+Dg4IDUZ88RuW8/cmNioaKjA0vPfqgzZBC0tLTg6emJ0NBQtsNl3Pjx47F8+XIUZmXh/e69SL53H0KBAAZNm8B+yiRomJniyJEjmD9/vlTjMDMzK9UrVvJjZWVVoy9DM+XixYtIS0vDjz/+KNe95JSoEUIqJBQKISwqwusVq1CQlAQAEBQUIP7yFXBUVGA/cRzGjh2rlInamDFjAAAxJ33xyS9AdH92xHu8WbEaLfb8jrZt28LZ2Rlv3rxhK0yp6NSpExwcHJCXkIiQ1esg/G8we1FWFqL//geqBgaw6Nkdo0ePxoIFC1iOllkcDgejR48GAITv+B0pDx6KtqU9e463a39F0y0b4eXlhZUrV35zj7KKigrq1q1b6nJlyb/6//XeEmYJBALs378f9erVQ69evdgORyxK1Agh5Xr58iUaN26M1OcvREnalxKu/Qu7cWPg6uoKdXV1pbsM1q5dOwBA/OUrZbYVZWUh+f4DmHfrirZt2ypdolZy7ok3b4mStC/FX74Ci57dRfspk9q1a6Nu3booTE9HyqPHZbZnv49EVngEdBzs0aRJE9y7d0+idg0MDMr0jNnb28Pa2hqqqqpMnwapQE5ODn777Tf4+PjAzs6O7XAkQokaIaSUoqIirF+/HgkJCdi6dSv4FQx+FhQWQsjng8PjKeVM0JJZfhWdf8n9yjgTVHTuubnlbi85d2V+3gUFBUAFi8ZW9NxzOBxYW1uXm5AZGxvL9eW1miAmJgZHjhzBlClToKenx3Y4ElO+dxhCSLUlJCRgypQpuH//vmiKukGzpuCqq0PwVY+ZUcvm4KqpITIyEjk5OWyEK1Vv3rxBixYtYNy6NRKu/Vt6I5cLIzc30X7KpuScjNu0RqzvmTLbjdu0LrWfMomNjUVaWhoMTE2h42CPrPCIUttVDQ2gW78e+Hw+7Ozs0KpVK1EyZmtrCw0NDZYiJ5V59OgRnj59ip9++knhvmDQaERCCADg/v376NmzJ+7fvw+guEzM06dPoaqjA8cZ08DT/P8HkGadOrAd9wMA4PDhw6zEK21HjhwBANiMHA4dRwfR/Vw1NdhPHA8NM1NERkbi9u3bbIUoNQEBAUhLTYWuowOsvx8KzhcfbPpNGsPK2wuAcj73BQUFOHHiBADAYfpUqJuZirap6OrCadaP4Kqo4PLlywgNDcXAgQPRr18/NGjQgJI0OeXr64vPnz9j0qRJCpekAQBHqCDzy/Pz8xEcHAwXFxexi/PJSlBQEFq0aMF2GKygc1eecxcKhdi1axfWrVsHPp9falvDhg1x+vRp6OjooCgnB+kvg6Giow19l+LetqdPn2LQoEFSXxuKDTweDwcOHIC7uzsAIONtKApTU6HXsCFU9XRRkJ+PYcOHSzxGSdH069cPu3btApfLRUFKKjLevoWGuTl07IvH9Zw6dQo//vgjy1FKh4GBAfz8/ODg4AABn4+MV8EQFBZCv3Fj8NTVkJKSgr59+yI6OhpaWlpYtGgRRo4cqbQzMRX1Pa+oqAi7d+9GmzZtvil+ts+fErVvwPaTxyY6d+U49/T0dMycOROXL1+ucJ+GDRvil19+QevWrUX3CYVC5OfnK/UaaiW0tLSgoa5eqs5fyRpaPB5PaRcCjYuLg6amJgwMDEqNrRIIBMjLy0NuBePXlAWHw4G2tjbU1NTKjC3LycnBmjVr8Ndff4nua9OmDTZv3gxra2tZhyp1iviel5aWhl27dmHUqFGwtLT8prbYPn8ao0ZIDRUcHIwJEyYgKiqq0v1ev34Nb29vTJgwAfPmzUNsbCwcHBygoaFR4y71vH//HnZ2duBwODA3N0d4eDi0tLSUbpHR9PR0FBUVwdDQsNT97969g6Ojo1KeszgRERGwt7cHUJy8r1q1Cn369MGcOXMQHR2N+/fvo2vXrkrfu6YIwsPDcfbsWcycOVMp6pLSK4mQGqak8LCnp6fYJA0ontn2yy+/YOnSpdDU1ER6eroMopRPqamppW47ODjg/fv3EFQwO1AR5efnIy4urtyeoYyMDBYikg9paWll7mvbti2uXr0qWnMvJycHixYtwuDBgxEdHS3jCAkA3LhxA3fu3MGcOXOUIkkDKFEjpEbJzc3F7NmzMXfuXInWPatVqxZ8fX3xww8/0NICFVCmBW+FQiHevXuHevXqsR2KwtDW1saqVatw8uRJUXJb0rt24MABpUri5ZlQKMThw4dRWFiI0aNHK9X7FSVqhNQQ79+/h4eHh2hGmzgdO3bEpUuX0LJlSylHpti4XC7s7e3x7t07tkP5ZiEhIahfvz7bYSikinrXhgwZQr1rUpaXl4ctW7agZcuW6N69O9vhMI4SNUJqgMDAQPTu3RshISFi9+VwOJg9ezaOHDkCY2NjGUSn+DQ1NWFsbCz1YtzS9P79e1hbWyvlAr6yUl7v2r1796h3TYri4+OxZcsWjB49Gg0aNGA7HKmgRI0QJVZYWIgVK1Zg/PjxyMrKEru/oaEhDh8+jDlz5ijkekNsMjIyApfLRVI55bbk3efPn6GnpwcdHR22Q1EKJb1rJTVDqXdNOl6+fInjx49j7ty5Sjv7GqBEjRCl9fnzZwwaNAh79uyRaP9mzZrh0qVL6NKli5QjU16WlpZIT09XqGVLUlNTUVRUBBMTE7ZDUSra2tpYvXo1Tpw4Qb1rUhAYGIi3b99ixowZSl8rlRI1QpTQnTt30KtXLzx+XLaodHnGjh2L06dPw8rKSsqRKT97e3t8+PChzOLB8igvLw9JSUmoU6cO26EorXbt2lHvGoMEAgH27NkDAwMDDB48mO1wZIISNUKUiEAgwPbt2/Hdd99JdAlOS0sLv//+O1auXAk1NTUZRFgzODs7SzQekE1CoRDh4eFwdHRkOxSlR71rzMjKysKGDRvQs2dPtG3blu1wZIYSNUKURGpqKkaNGoVff/1Vojd+R0dHBAYGon///jKIrmbhcDhwcHBAWFgY26FUKCQkRGkHX8sr6l2rvujoaOzcuRNTpkyBjY0N2+HIFCVqhCiBFy9eoFevXvj3338l2t/Lywvnz5+n3hQp0tDQgJmZGT5+/Mh2KGVERESgbt26NGGEBZX1rh08eJB618px//59XLx4ET/99BN0dXXZDkfmKFEjRIEJhUIcPHgQAwYMkGhpCDU1NaxZswY7duyAtra2DCKs2QwMDKCqqorExES2QxGJjY2FgYFBjSsBJW/K611buHAh9a595eTJk0hOTsaECRNqbFmumnnWhCiBnJwczJgxAwsXLkRBQYHY/a2srHDmzBmMGjVKqVbtlncWFhbIyspCZmYm26EgJSUFAGh9PDlBvWsVKywsxI4dO+Do6Ih+/fqxHQ6rKFEjRAGFh4ejX79+OH36tET7u7u74+LFi2jatKl0AyPlsrW1RUxMDIqKiliLITc3FykpKTSzVw5R71ppKSkp2LhxIwYNGkTvWaBEjRCF4+/vjz59+iA0NFTsvlwuF/PmzcPBgweVekFIRVC/fn28ffuWlWMLBAJERETAwcGBleMT8b7sXStZLqUm9q6FhobiwIEDmDVrFiwsLNgORy5QokaIgigoKMDSpUsxefJkiRZUNTY2xt9//40ff/yxxo7tkCccDgdOTk4SJdhMCwkJgbOzs8yPS6quXbt2uHbtGkaNGgWgdO+aPE5MYdK1a9fw8OFDzJo1CxoaGmyHIzfo3ZsQBRAbG4uBAwfizz//lGj/li1b4tKlS+jQoYOUIyNVoaamBgsLC0RFRcnsmOHh4bCzs6NkXYFoa2tjzZo1ZXrX3N3dlbJ3rWRSFIfDwciRI2kM7VfoL5cQOXfz5k307NkTz549k2j/CRMm4NSpU6hVq5aUIyPVoa+vDw0NDcTHx0v9WLGxsTAyMoKmpqbUj0WYV1Hv2tChQ5Wmdy03NxebN29GmzZt4O7uznY4cokSNULkFJ/Px+bNmzFs2DCkpqaK3V9HRwd79uzBsmXLlL72naIzNzdHXl4eMjIypHaM5ORkcDgcGpuo4MrrXbt7965S9K59/vwZW7duxdixY+Hk5MR2OHKLEjVC5FBKSgpGjBiBTZs2QSgUit2/QYMGCAwMRN++fWUQHWGCjY0NPn36JNHSKlWVnZ2NtLQ0WFpaMt42YYey9a49e/YMvr6+mDt3LgwNDdkOR65RokaInAkKCkKPHj1w8+ZNifYfNGgQAgICYG9vL+XICNPq1auHsLAwiZJxSfH5fHz48IFeD0pIWXrXAgICEBERgWnTplHvvwQoUSNETgiFQuzfvx/e3t74/Pmz2P3V1dWxfv16bNmyhcYgKSgOh4N69eoxumwHzfBUforau8bn87F7926YmprCx8eH7XAUBiVqhMiBrKwsTJkyBUuWLEFhYaHY/a2treHn54dhw4bRDCkFp6qqitq1ayMyMvKb2woLC4ODgwO9JmoARetdy8zMxMaNG9G3b1+0bt2a7XAUCiVqhLAsNDQUffr0gb+/v0T79+jRAxcuXECjRo2kHBmRFV1dXejo6CAuLq7abXz8+BGmpqa0/lQNowi9a5GRkdi1axemTZsmSiqJ5ChRI4RFp0+fRt++fRERESF2Xy6Xi0WLFuHPP/+EgYGB9IMjMmVqaoqCggKkpaVV+bGJiYlQUVGhQdk1VEW9a127dsWhQ4cYHQNZVXfv3sW1a9cwd+5caGtrsxaHIqNEjRAW5OfnY8GCBZg+fTpyc3PF7m9qaooTJ05gypQptHCpErO2tkZCQgLy8/MlfkxWVhaysrJo3TxSpnctOzsbCxYsYKWqgVAoxPHjx5Geno5x48bR+9Y3oN8cITL28eNHeHl54dChQxLt37p1a1y6dAlt2rSRcmREHjg5OeHdu3cS9YIUFRUhOjoatra2MoiMKIKS3rXjx4+z1rtWUFCA7du3w9nZGX369JH68ZQdJWqEyNDVq1fRq1cvvHjxQqL9p0yZguPHj8Pc3FzKkRF50qBBA4SEhIjd7+3bt2jQoIEMIiKKpn379qz0riUnJ2PTpk347rvvaBwtQyhRI0QG+Hw+fv31V4waNUqiMUh6enrYv38/Fi1aBBUVFekHSOQKj8eDjY0N3r9/X+E+oaGhcHR0pBmepEKy7l178+YNDh06hNmzZ8PMzIzRtmsyStQIkbKkpCR899132L59u0T7N2zYEBcuXEDPnj2lHBmRZ9ra2tDT08OnT5/KbIuOjoaFhQXU1dVZiIwomop614YOHYqYmBhGjnH58mU8e/YMM2fOpNclwyhRI0SKHj9+jJ49e+Lu3bsS7f/999/Dz88PdevWlW5gRCGYmJhAIBCUqvWakJAAdXV16OvrsxgZUTTl9a7duXMH7u7uOHz4cLV714RCIf766y+oq6vTuo5SQokaIVIgFArxxx9/wNvbW6K1sTQ0NLB582Zs2LCBqgyQUmrXro3k5GTk5uYiIyMDOTk5NGaRVFt5vWvz58+vVu9abm4uNm3ahA4dOqBTp07SCJeAEjVCGJeRkYEJEybgl19+AZ/PF7t/3bp1ERAQgCFDhsggOqKIHBwcEBoaitjYWOptJd+sqr1rWlpaZdqIjY3Ftm3bMG7cODg4OMgkbraw3UsoUaJWMkPkxo0b2LlzJzIzM6UaFCGK6s2bN+jduzcCAwMl2r9Pnz64cOEC1WYklRIKheByuXJXFogotpLetZEjRwIo3bsWHx8v2u/rmcVPnjyBn58f5s6dWyMW327WrBmrxxebqC1duhR79+5FREQEFi9ejJiYGCxcuFAWsRGiUE6cOAEPDw98+PBB7L48Hg9Lly7Fnj17oKenJ/3giEILDQ1FgwYNYGtri/DwcLbDIUpEW1sba9euxfHjx1G7dm0AxZUuSnrR+Pn5yIp4D0FBAYDixbpTUlIwZcqUGjEjXVBYCAiKexjZqvAg9rccHByMU6dOYc+ePfDy8sKcOXMwcOBAWcRG5Fj//v3ZDoE1fn5+pW7n5eVhyZIl+PvvvyV6vIWFBXbt2gU3NzdphEeUzIcPH2BlZQVVVVWoqqrCyMgIsbGxsLKyYjs0okRKetdWr14Nd3d36OrqIvnBI7zbvgP87Byo6OrCac5MGDZrisLCQjRu3JjtkKXCysoK58+fB0coxPs9fyL+6jXwNDRgPfx71OrNzkx8sYlaSZf73bt3MWnSJADFH0ykZrt37x7i4uJw9uxZ+Pr6Iisri+2QpKply5YYMWIEmjRpAhsbG9H9nz59wpgxYxAcHCxRO+3atcPOnTthamoqrVCJEomLi4O2tjZ0dXVF95UkaikpKTAyMmIxOqJsdHR0sHbtWgiFQggKCxHx+y7ws3MAAEWZmYjYuRst9+1Gt27dMH369CqVOlMUI0aMAJfLRcL1m4i7eAkAUJSVhfd79sGwWVNoWMh+Io/YS5/W1tYYP348YmJi4Obmhjlz5qB+/frfdNDffvsNffv2Rd++fbF+/fpvaovIxtddvtbW1nBzc8OaNWsQFBSEqVOnshSZdDk5OeHixYvw8/ODj48PHB0doaamJtpuaWmJRYsWSbS444wZM3Ds2DFK0ohE0tPTUVBQUO7rxcrKCikpKcjJyWEhMqLsOBwOClJSUJieUer+/MREFGZmQl1dHTo6OixFJ10mJiYAgOyvF5sWCJD1PpKFiCToUVu9ejWuXbuGFi1aQFVVFS1btsSAAQOqfcB79+7hzp07OHPmDDgcDsaNG4crV66ge/fu1W6TSB+Hw0HGmxDEXbyEzNB3AAAdR3tY9OoJfZeGWLhwISwsLLBkyRKWI2WOi4sLTpw4AX19fRSkpSP+ylUk372HouxsqBoYwKxLJ5h27oyOHTvC398fAwcOLHdxUgMDA2zbtg3dunVj4SyIIsrPz0dcXBzq1atX4T4ODg4IDg6Gs7MzFbwmjEhJScEff/yBWbNmQcPcHBq1aiHv82fRdm07W6jq6iI9PR3p6eksRio9JWOMDZo1xSf/c6L7uWpq0G/ITrk2sYnasGHDSo3J+e67777pgKamppg/f76oV8Le3r7cDzciPwRFRXi3ZRuS7twrdX9eXBySbt+FkZsrnH6ajbFjxyI8PBwHDx5kKVLm6Ovr4+DBg9DX10fyg4cI27RVNJgWAPITEpEV9g7Rx07AeckC1HFywoEDB9C7d+9SS3I0adIEf/zxh2gKPCHiCIVCvHv3Di4uLmL3dXZ2xps3byTal5CKZGVlYe/evdi9ezeysrJga2uLoUOHot682YjYuRtZ4RHQrV8PDtOmAADOnTuntAsuX79+HfPnz4dh82awnzwRcRcvgaelhTpDB0OVpXMWm6hpamoiLi4OFhYWjBzQ0dFR9P8PHz7gwoULOHbsGCNtE2bExsbCyMhItPDq+917yyRpX0p59BgRv/0Op9kzMXXqVBw5ckSi9cPk2dChQ2FhYYGMt6EI3bAZwqKicvcrysjAmxWr0WTzBjRs2BDu7u64cuUKgOKxDitWrKByKqRKQkJCJB5ewuVyYW9vj3fv3pV6byVEEnl5eTh06BB27NiBlJQU0f2bN29Gjx49YGRnhyab1kMoEIDzRa/tsGHDMGzYMDZClhmhUAiLXj1g0atHqfvYWFNNbH95bm4uunbtiq5du8LDw0P0863evXuHsWPHYt68ebSAo5z5+eefMW3aNABAXkIi4q/9K/YxibfuIDf2E6ysrNC1a1dphyhVHA4HI0aMAADEnDpdYZJWoigrC5/PFa+bNmrUKPB4PMyZMwfr1q2jJI1Uyfv372FtbV2lZQ80NTVhYmLCWM1GovyKiopw7NgxdOjQAStWrBAlaTweD8OHD4efn1+piSqcGnhp/cuELDc3t8x9siT23WDRokWMHzQoKAgzZszAwoUL0bdvX8bbJ9UXFxeHmzdvYtWqVQCAhKvXAEkW2RQKEX/lKuqOHonevXvj8uXLUo5UeurXrw9bW1vkJycjNeipRI9J+Pc6bEYNR5cuXaCmpoZNmzbh33//xZgxY9CvXz9K2IhYnz59gp6eXrUGaRsaGiI3NxfJyckwNjaWQnREGQgEApw/fx4bNmxAREREqW0DBgzA3LlzYWtrW+ZxQUFBaNGihazClDtv3rxh9fzFpslubm7Q0NDA+/fv0bRpU6iqqn7T+k+fP3/G1KlTsXHjRkrS5NDZs2chEAhEb/a5sbESP7ZkX0VfMqAk/rxPnyVLUlHcq1b43+BaQ0NDAMCzZ88wY8YMuLm5YcOGDRLV/CQ1U2pqKgQCgWjGWXVYWloiPT0d2dnZDEZGlIFQKMT169fRu3dvTJo0qVSS1rVrV1y+fBk7d+4sN0kj7BObqJ0+fRoLFizAvn37kJmZiSlTpuDEiRPVPuCff/6J/Px8rFu3Dv3790f//v1pjJqcEAqFOHnyJACg4L+B8xxVVYkfz/nvck3BF4PuFVF1zh0AuBWcf1JSErZu3YpWrVph8uTJePz4MWsrXBP5k5ubi6SkJNGq8N/Czs4OUVFRCj9GlDDn8ePH8PHxwfDhw0ut99i6dWucPXsWhw4dQsOGDVmMkIgjNlE7fPgwjh8/Dh0dHRgbG+P06dPfNKtv8eLFePbsGfz8/EQ/3zqTlDAjODgYb9++BQBERhavF2PQpInEjzdo2hQAJCqhJM8+fvwIgUAAHXs7qHyx0GhltO1soaqvj7S0NKSmppa7T1FREfz9/TFgwAD06tULx48fF419IDWTUChEREQEoxMBGjRogJCQEMbaI4rp9evXGDVqFAYMGIAHDx6I7ndxccGRI0dw6tQpuLq6shghkZTYRI3L5ZYaM1GrVi3weDypBkXYUdKbBhTXrRQIBDBp3xYqEtSi5GlrwbRTBwDAP//8I7UYZSEuLg7Xr18HV1UV5t3cJXqMxX+lRU6ePClRb0ZwcDBmz54NV1dXrFmzBrFVuMRMlMebN2/KFLz+VhwOBw4ODggLC2O0XaIYIiMjMXXqVPTs2RNXr14V3W9nZ4fdu3fjwoUL6NKlC2sD40nViU3UDAwMEBISInpS/f39lXb9lJqssLAQZ8+eFd2OiYnBtWvXwFVVhcPUSUBls344HNhPnACehgbu3LlTZpCqIirpNa7t4w1NMWug6TdpDDP3LgCKe6CrIjU1FTt37kTr1q0xbtw43L17ly6L1hARERGwtbWVyhdfDQ0NmJmZITo6mvG2iXz6/Pkzfv75Z3Tu3Blnz54VvY/UqlULGzduxPXr1+Hh4UGLIysgsc/YwoUL8dNPPyEiIgLt27fHtm3bsHjxYlnERmTo+vXrSE5OLnXfypUrkZ6WBuPWrdBg0Xxo1i5bBFrDshbqz/8Jpp06ICsrCytWrJBVyFJ17do1BAYGQkVHG43W/ALjdm3B+eoDlaumBovePdFg8QJwVVTw+++/VztJFQgEuHDhAgYPHoxu3brh8OHDVB5IicXGxsLAwABaWlpSO4aBgQHU1NSQmJgotWMQ9qWkpGDlypVo3749jhw5gqL/lhMyMjLCsmXLcOfOHXz33XdVWvKFyBexz5ydnR38/Pzw4cMH8Pl82Nra0geIEvrysmeJiIgIjBg5EgcPHoRRyxYwatkCaS9fISvsHYRCIXQdHWDQtHgMW3p6OsaOHYs3b97IOnSpmT59OtTU1NCtWzfUnzcH+cnJSL7/EPz/SkgZt2sD1f+GBRw8eBBr1qxh5Lhv377F/PnzsXbtWgwZMgSjR48uVQieKLaSNatksYyGhYUFIiMjoaGhUaqwO1F8JdUE/vjjD2RmZoru19HRwaRJkzB+/HilrcdZ04hN1AYOHIgzZ87A3t5edN+wYcNw7ty5Sh5FFElqamqpsQxfCgoKQp8+fTB16lQMHDgQBo0bwaBxI9H2vLw8nDlzBr///jvef13EVsHl5eVh7NixGD58OMaMGQNHR0dY9utTap/nz59jz549pcqsMSU9PR179uzB3r170bVrV4wdOxYdO3aksSUKLDc3FykpKXBwcJDZMW1tbRESEgIHBweoVnEmM5E/eXl5OHz4MHbs2FHqKoi6ujpGjx6NadOmKfwSSaS0ChO1UaNG4dWrV8jLy0Pz5s1F9wsEAjRq1KiihxEF5O/vX+mSGtHR0fj555+xatUq9O7dGxYWFuBwOIiLi8PFixeVtjgvAPD5fBw8eBAHDx5EmzZt0LhxY4wbNw6WlpYAigtju7q6Ijg4WGpj84RCIa5evYqrV6/C3t4eY8aMwaBBg+jbsoIRCASIiIhgpS5n/fr18fr1a6oJqsCKiopw6tQpbNq0qVR9bB6Ph6FDh2LmzJmi9yWiXCpM1Hbu3Im0tDQsXLgQa9eu/f8DVFRgamoqk+CIbJR32bM8mZmZYtfQU+bengcPHuDBgwfo27ev6A1RR0cHY8aMwahRo3D79m3s378f165dk9qEgIiICCxevBjr1q3D4MGDMXr06FK93UR+vXnzBs7Ozqwcm8PhwMnJCaGhoahXrx4rMZDqqayaQP/+/TF37lzY2dmxFB2RhQoTNR0dHejo6ODQoUPIysqCjo4O3rx5g7CwMPTt25dmjiiJ8PBwPHv2jJG2NDQ08OzZM+hJsJyHIgsKCipzH5fLRadOndCpUydERUXhwIEDOH78uNR6G7OysrB//37s378fnTt3xpgxY+Du7k5/l3IqPDwc9vb2rD4/ampqqFWrFqKiomjMowIQCoW4efMm1q1bh1evXpXa5u7ujp9//pl6SGsIse8a27dvx7Jly/Dp0yeMGzcOp0+fxvLly2UQGpGFU6dOMdZWz549lT5Jk4SNjQ2WLVuGJ0+e4Ndff0X9+vWlerwbN25g1KhR6NChA/bs2aPUl6IVUUxMDIyMjKCpqcl2KNDT04OGhgbi4+PZDoVU4smTJxg0aBCGDRtWKklr1aoVzpw5g8OHD1OSVoOITdRu3LiBVatW4fLly+jbty8OHTokWr2eKDaBQABfX1/G2vPx8WGsLWWgpaWF4cOH4+rVqzh58iT69Okj1R6VDx8+YMWKFWjRogXmz5+P0NBQqR2LSCYpKQkcDkeuBnebm5sjLy8PGRkZbIdCvvLmzRuMHj0a/fv3x/3790X3N2zYEIcPH4avr+831domikmiTw1NTU3cu3cPrVu3BqD4tRxJsXv37pUalPotzMzM0LFjR0baUjYcDgdt27bF3r178eDBA0ybNk1UuF0acnNzcfjwYbi7u2PQoEG4cOEC1X5kQXZ2NtLT02FlVXb9QbbZ2Njg06dP9F4uJz58+IBp06ahR48euHLliuh+Ozs77Nq1CxcvXoS7u7tSjwEmFRObqBkaGmL58uUIDg5G27ZtsXHjRpiZmckiNiJlkk4ikISXlxctqCgBKysrLFiwAI8fP8bmzZulfvni3r17GDduHNq0aYOdO3eK1vAi0sXn8/Hhwwe5nuhRv359hIWFUSUMFsXFxeHnn39Gp06dcObMmVLVBDZs2IDr16/D09OTxp7WcGKf/V9//RVmZmb4448/oKmpCQ6Hg19//VUWsREpys7ORmBgIGPtDRo0iLG2agJNTU0MGTIEFy9exNmzZ+Hp6SnVRDc2NhZr1qyBq6sr5syZg+DgYKkdiwAhISGszfCsinr16tFQFhakpKRg1apVaNeuXalqAoaGhli6dCnu3LmD77//nr78EgASLHhrYmKCKVOmiG7PmTNHqgER2QgMDGSswoSLiwvjhaVrCg6HA1dXV7i6uiIuLg6HDx/GkSNHkJSUJJXj5eXl4Z9//sE///wDNzc3jBkzBr1796aFUBkUFhYGBwcHhbhMpaqqitq1ayMyMhK2trZsh6P0srOzsXfvXuzevbtMNYGJEydi/PjxVEGClCE2UWvWrFm5bzhPnz6VSkBENpic7UmTCJhhYWGBn376CTNmzMC5c+fw119/MbZ0SnkePXqER48ewcLCAiNGjMDw4cNhYmIitePVBNHR0TA1NYWGhgbboUhMV1cXeXl5iIuLg4WFBdvhKKX8/HwcOXIE27dvL/UlTF1dHaNGjcL06dPlasIJkS9iE7UvS0UVFhbi3LlzcjHNnFRfbGws7t69y0hbPB4PXl5ejLRFiqmrq8Pb2xve3t549uwZ9u/fj4CAABQWFkrleHFxcdiwYQO2bdsGDw8PjB07Fk2bNpXKsZRZYmIiVFVVpTpRRFpMTU3x8eNHpKWlwcDAgO1wlEZRURF8fX2xadMmxMbGiu6nagKkKsSOUbOyshL91K1bF9OmTcPFixdlERuRktOnTzM2gLhLly7UCyNFzZo1w44dO/D48WPMnTtXqj0eBQUF8PX1Rd++fdGvXz+cPn2aZgVKKCsrC1lZWahVqxbboVRbnTp1kJCQgPz8fLZDUXhCoRDnzp1D165dMXv27FJJmqenJ65fv47169dTkkYkUuWpJBEREaUKwRLFIhQKGZ3tSZMIZMPU1BSzZs3CgwcP8Pvvv8PV1VWqx3v27BmmT58ONzc3bNy4EXFxcVI9niIrKipCdHS0UozxcnJywrt372gmaDWVVBPo06cPJk6ciPDwcNE2d3d3XLp0Cbt27ZLr2cBE/lRpjJpQKERhYSF++uknqQdGpOPZs2eMFQ/X19dHt27dGGmLSEZVVRX9+/dH//79ERwcjP379+Ps2bNS6wVJTEzEli1bsHPnTvz444/o37+/Ql7aY4qxsXGZ+96+fYuGDRuyEI10NGjQoMJZq/TcVywoKAhr164ttVAtALi5uWH+/Plo1aqVNMMjSqxKY9Q4HA709PSgo6Mj1aCI9DA5icDT01OhBk0rGxcXF2zevBmLFy/GsWPHcPDgwVKXWJgyZswYTJgwAdbW1oy3rSiEQiE4HA7q1q1b6v7Q0FA4OTkpxAxPSfF4PNjY2IhmgpacO1C8AOuXt2uSr5/7EiEhIVi/fj0uX75c6n5nZ2fMnz9fKRaqrelF39nuLa8wUfv6Rfe1Hj16MB4Mka78/Hz4+fkx1h5d9pQPRkZGmDp1KiZOnIgrV65g//79uHfvHiNtr1+/HsOGDQMA5MXFI/31G/A01GHYvBl4mpooLCzE3LlzcePGDUaOJ09atGiBnTt3QlNTE4LCQqQ9fYai7GzoOjlBq05tAMDnz58xZcoUpav8oK6ujnXr1gEo/oKeFfEe2ZGRUDUwgEGzpuDweEhNTcX48ePx7t07lqNlnpeXF5YuXQoul4vCrCykPX0OIb8IBk0aQ+2/2ZkpKSlYsmQJ/Pz8Sl0qtrW1xezZs9G3b19wuVzRGmmKhsfjiRba/bInVSAQKN3r/WtcLhdcLleUYJfMyGXrSwpHWMFghBEjRlT8IA4Hhw4dklpQ5cnPz0dwcDBcXFygrq4u02NXJCgoCC1atGA7DIkFBgZi/PjxjLRlaWmJR48eKfw3xepQhOf97du3+Ouvv+Dr64vc3NxqtTFixAisW7cO/Lw8hO/YiaS794H/3i54WlqwHvYdLPv1QW5uLjp27MhYOTJ5oK+vj3v37sHAwAAJN24ict9fKPpi3SvDFs3hOPtHqOroYMOGDdi6dSt7wUrB2rVrMXLkSOQnJSN042Zkhvx/UVw1IyPYT50Mo5bN8fHjR3To0EFqM5LZ0LBhQ1y4cAE8Hg/Rf/+D2DN+EPw3qYbD48GsmzvsJo4Hl8fDmDFjxHZqKBodHR0EBgbC3t4eBSmpiLt8BTnRH6FtWxcWPbpBVV8fr1+/hqenJ/Ly8tgOl3EzZ87ETz/9BCGfj+T7D5Dy6Am46uow69IJes4NWEnWKkzUvvTx40fUqVMHWVlZiI6OZmXFbUrUvh2TbyrDhw+vsRUqFOl5T0tLw/Hjx3Hw4EFERUVJ/DgOh4Nbt27Bzs4OYZu3IfHmrXL3q79gHoxbt8KOHTtEPTDKYPz48Vi+fDnSX79B8OJlgEBQZh+Dpk3QcMVSJCYmws3NTWlmyBoaGuLJkyfQ0NDAsx9nI+dD2dcNR1UVTbdsgFadOpg8eTL8/f1ZiFQ6tmzZgsGDB+Nz4EW8/2NvuftYefVH3dEjce/ePaW7sjBx4kQsXboU2VHRCF64BEVZWaJtqvr6aPTramjWqoWffvoJf//9N4uRMs/Q0BBBT55AXUMDIavXIeXR41LbbUaNQO2BA2Qel9hZn0eOHBFVJkhNTcX06dMZnTVIZCM5ORn//vsvY+117tyZsbaI9BgYGGDixIm4ffs2Dhw4gE6dOkn0uBYtWsDOzg75SUlIvH2nwv1izxRfSh88eDAj8cqLkvP5dNa/3CQNANKev0B25AeYmpoq1d9Dv379oKGhgdSnz8pN0gBAWFiIz+eKS9Ap03OvoaEBT09PCAUCfPKrOPmMu3gZRTm5aNu2LerUqSPDCKXv+++/BwBEHzlaKkkDgML0dHw8dqLUfspk4MCBUNfQQMqTp2WSNACI/vsfFKanyzwusYnaP//8g2PHjgEoXmfn7NmzMr/sSb7d2bNnGRsr0bZtW5iZmTHSFpENHo+H7t274++//8bNmzcxZswYaGtrV7h/yfpOmW/DKkxUireHQsjnw9zcXKnqElpZWQEAMt6EVLpfyfbatWtLPSZZkfTc018r37kbGRlBQ0MDBSmpyIuLr3A/fm4usiMjAfz/96UsSgbOpz59Xu721KfF1VKUcYJByTmlPXte7nZhYSHSg1/LMKJiYhM1Pp9fapanrq5ujRyXpOho7TRSwsHBAatWrUJQUBBWrlxZ7htuyZgjnmbls3q5Ghrg8Hjg8/lKNcC45DImT6vyKiwl25XlsifwxbmLqUCjooTnLnrda6gD3Mo/HlW0tAAo1/kD/z8fFd3yV3couV8ZF0YuOSdVvYrrraqwUItVbKJmZ2eHjRs34uPHj/j48SO2bdtW4TRlIp/evn2LV69eMdKWpqYm+vTpw0hbhF26uroYO3Ysbt68iaNHj6Jr166iL2HPnz8Hn8+HfuNGUK2kpJBph/YAimv/KtMiqUFBQQAA044dKtyHq6EBIzfXUvsrg5JzMWnfrtJkxeS/382TJ09kEpcsJCYmIioqCio6OjBs1rTC/bSs60Dbti6ysrIQGhoquwBl4Pbt2wAA8+7lr5Fp0aM7AODOnYqHRCiqknM37dwJnHKuEGjUqgV9l4Yyf68Tm6itWLECUVFRGDBgAHx8fPDhwwcsX75cBqERpjC5dlqfPn1oHT0lw+Vy0blzZxw6dAh37tzB+PHjkZ2djcuXL4OrqgrbsaOAcnrR1YwMUXuwDwDg4MGDsg5bqkrOx7K/BzQqKNtlM/x7qGhr49GjRwgJqfwyoSK5desWPnz4AA1zM1h59S93Hx0He5h3cwcApRsKU3I+NiOHg6etVWY7R0UFdceOBlD83pqdnS3L8KRu//79AIA6g31g1rWLKFnnqKjAondPWHr2AwD89ddfrMUoLTdu3EBkZCQ0zM1Q76fZpb6katnYoMHCn8H5YtkOWZFo1qc8oFmf1cPn8+Hq6or4+IrHW1TFsWPH0LFjR4U4d2mpCeeek5ODa9euoVu3btDU1ETay1eIPeOH9FfB4Gmow6RDB9T2HgB1ExM8ffoUAwcOVKolGkqWIHJ3d0dBWjo+nfVDwvWbKMrKgm79erDq7wkjt5YoKCjAkCFD8OjRI7ZDZlTv3r2xb98+AEDizVv4dC4Q2e+L11Ez79oFlgM8oaKlhRMnTmDWrFksR8ssXV1dnD9/Hvb29siNjUWM7xkk338IYVERDFs0h9XAAdB1ckRSUhJ69+6tVMvSlFiyZAkmTZoEAChISUFOTCy0rOtA7b/ERRmXpCnRqFEjnDhxAnp6ehAUFSEr7B24GurQYXFMHiVq30ARPrBv3LghWrD0W9WqVQsPHz4Ej8dTiHOXlpp07kKhEPyiIqioqpa7PSgoCKNGjUJqaqqMI5M+bW1t/PHHH+jSpUu523NzczF58mRcuXJFxpHJxpAhQ/Drr79CtYLn/uzZs5g5c6ZSJeglrKyscPjwYdSrV6/c7UKhUGEXspUUh8MBj8cr1XskFArB5/OVaphDRUrO/csSmmyNz1eeaVqkXExOIvD29gaPx2OsPSL/OBxOmSStoKAAz58/x/Hjx3Hjxg3weDyYmJiwFKF0zZo1Cx06dMDgwYPRvHlzqKurIyEhAZcvX8a5c+eQlJQER0dHtsOUiqdPn2LkyJHw9PREt27dYGRkhLy8PNy7dw8nTpzAo0ePoK+vz3aYUpGfn4/hw4ejZ8+eGDRoEJycnKCqqiqa2czhcCpMYJVRWFiYqFSaMs3ullRoaGiFSbss1LzfeA2SmZmJixcvMtYezfYkAPDq1Su4ubnBzc2N7VBkrqQ3dfTo0Rg9ejTb4cjc27dv0b17d3Tv3p3tUGSuJvWkfy3zi6ocNVHWV+vJyZrYyQQAcPHiRWzZsgW5ubmlirQT+Xbu3DnGSnw0a9YMDg4OjLRFCCGEEMmITdT27NmDY8eO4eLFi8jLy8Nvv/2GnTt3yiI28o2YnO3p4+PDWFuEEEIIkYzYRO38+fPYu3cvNDU1YWhoiBMnTlCvmgKIjo7GgwcPGGlLVVUVnp6ejLRFCCGEEMmJTdRUVFSgpqYmuq2np1cjBxMqGiZ700oGEhNCCCFEtsRmXLVq1cKNGzfA4XBQUFCAP//8U+lqmykboVDIaKJGkwgIIYQQdohN1JYsWYJ58+YhNDQUTZs2RZMmTbBx40ZZxEaq6fHjx4iKimKkLSMjowrXkSKEEEKIdIlN1MzNzXHw4EHk5uaWKdBO5BOTvWkDBgwodembEEIIIbIjNlFLSkrCyZMnkZycXOr+xYsXSy0oUn25ubnw9/dnrD267EkIIYSwR2yiNmvWLOjp6aF+/fqslU8gkrt8+TJjixM6OTmhUaNGjLRFCCGEkKqTqEft8OHDsoiFMIDpSQSUnBNCCCHsEbs8h6mpKdLS0mQQCvlW8fHxuHHjBiNtcblceHl5MdIWIYQQQqqnwh61VatWASiuID9o0CC0bdu2VBFaGqMmf86cOQOBQMBIWx06dECtWrUYaYsQQggh1VNhomZgYAAAaNGiRY0tRKtIaO00QgghRPlUmKhNmzYNAPD333/j+++/L7Vtz5490o2KVNnr168REhLCSFs6Ojro1asXI20RQgghpPoqTNSOHTuGvLw8HDhwAPn5+aL7CwsL8c8//2DChAkyCZBI5uTJk4y11a9fP2hqajLWHiGEEEKqp8JETUVFBWFhYcjLy0NYWJjofh6Ph/nz58skOCKZwsJCnDlzhrH2fHx8GGuLEEIIIdVXYaI2aNAgDBo0CFevXkW3bt1kGROpohs3bpRZkLi66tSpg1atWjHSFiGEEEK+jdjlOShJk39MXvb08fEBlyv2ZUEIIYQQGaBPZAWXlpaGK1euMNaet7c3Y20RQggh5NtUmKi9ePFClnGQavL390dBQQEjbbm6usLW1paRtgghhBDy7SpM1JYvXw4AGDVqlKxiIdXA5NppNImAEEIIkS8VTiYoKirC2LFj8ebNG0yaNKnM9t27d0s1MCJeREQEgoKCGGlLXV0dHh4ejLRFCCGEEGZUmKjt3bsXDx48QGRkJHr27CnLmIiEmOxN69GjB/T19RlrjxBCCCHfrsJEzcLCAgMGDECtWrXQqlUrxMbGoqioCDY2NrKMj1RAIBDA19eXsfaoZBQhhBAifypM1EqYm5ujb9++SEhIgEAggKGhIf744w/Y29vLIj5Sgfv37yM2NpaRtkxNTdGpUydG2iKEEEIIc8Quz7Fy5UqMGzcOjx8/RlBQECZPnowVK1bIIjZSCSYve3p5eUFFRWzOTgghhBAZE5uoJScnw8vLS3Tb29sbqampUg2KVC4nJwfnz59nrD267EkIIYTIJ7GJGp/PR1pamuh2SkqKNOMhEggMDER2djYjbTk7O8PZ2ZmRtgghhBDCLLHXu4YPH44hQ4agd+/e4HA4CAwMpLXVWMbkZU/qTSOEEELkl9hEbciQIbC2tsadO3cgEAiwbNkytG3bVhaxkXLExsbizp07jLTF4/FKXdYmhBBCiHyRaAR5mzZt0KZNG2nHQiRw5swZCIVCRtrq3LkzTE1NGWmLEEIIIcyjouwKRCgU4uTJk4y1R5c9CSGEEPlGiZoCefHiBcLDwxlpS19fH927d2ekLUIIIYRIByVqCoTJ3jQPDw9oaGgw1h4hhBBCmCd2jNqzZ8+wefNmpKenlxobFRAQINXASGn5+fk4e/YsY+35+Pgw1hYhhBBCpENsorZ06VIMHDgQzs7O4HA4jB04KysLQ4cOxe7du1G7dm3G2lVW//77b6n17L6Fra0tWrZsyUhbhBBCCJEesYmaiooKxowZw+hBX7x4gcWLF+PDhw+MtqvMmLzs6ePjw2jSTQghhBDpEDtGzdHREaGhoYwe9MSJE1i2bBnMzMwYbVdZpaSk4Nq1a4y15+3tzVhbhBBCCJEesT1qHz9+hLe3NywtLaGuri66/1vGqK1evbraj62Jzp49i6KiIkbaatOmDerUqcNIW4QQQgiRLrGJ2qxZs2QRB6kElYwihBBCaiaxiZqbmxvS0tKQm5sLoVAIPp+P6OhoWcRGAISFheHFixeMtKWpqYm+ffsy0hYhhBBCpE9sorZt2zbs2bMHQHFtyMLCQjg4ONDyHDLC5CSC3r17Q0dHh7H2CCGEECJdYicT+Pn54fr16+jZsycuX76MtWvXwsHBQRax1Xh8Ph+nT59mrD267EkIIYQoFrGJmpGREczMzGBnZ4e3b99iwIABCAsLY+Tg//77L62hVok7d+4gLi6OkbYsLCzQrl07RtoihBBCiGyITdRUVFQQHR0NOzs7PHnyBEVFRcjPz5dFbDUek5MIvL29wePxGGuPEEIIIdInNlGbOHEilixZgs6dO+PKlSvo3LkzWrduLYvYarTMzEwEBgYy1h6VjCKEEEIUj9jJBF26dEGXLl0AFK/nFRUVhXr16kk9sJru/PnzyMvLY6StJk2awMnJiZG2CCGEECI7YnvUsrOzsWLFCowaNQr5+fn4+++/kZOTI4vYajRaO40QQgghYhO1VatWQU9PD8nJyVBXV0dWVhaWLl0qi9hqrOjoaNy/f5+RtlRVVdG/f39G2iKEEEKIbIlN1EJCQjBr1iyoqKhAU1MTGzduREhIiCxiq7F8fX0Za6tr164wMjJirD1CCCGEyI7YRI3LLb0Ln88vcx9hjlAopMuehBBCCAEgwWQCV1dXbNiwAXl5ebh9+zaOHj2KVq1aySK2GunJkyf48OEDI20ZGhrC3d2dkbYIIYQQIntiu8bmzp0LLS0t6OrqYsuWLahXrx7mzZsni9hqJCZLRg0YMABqamqMtUcIIYQQ2RLbo6aqqoqpU6di6tSpsoinRsvNzWW0hipd9iSEEEIUm9hE7eHDh9izZw/S09NL3c/kOCpS7MqVK8jIyGCkLUdHRzRu3JiRtgghhBDCDrGJ2uLFizFixAhYW1vLIp4ajcnLnoMGDQKHw2GsPUIIIYTInthEzdjYGCNHjpRFLDVaQkICbt68yUhbHA4HXl5ejLRFCCGEEPaITdTc3d1x9OhRdOjQASoq/9/d0tJSqoHVNGfOnAGfz2ekrQ4dOtDzQwghhCgBsYlaamoqNm/eDE1NTdF9HA4HT58+lWpgNQ3Tlz0JIYQQovjEJmrXr1/HnTt3YGJiIot4aqTXr18zVu1BW1sbvXr1YqQtQgghhLBL7DpqxsbGVIJIypjsTevXrx+0tLQYa48QQggh7BHbo+bk5ITvv/8eXbp0KbV46pgxY6QaWE1RVFSEM2fOMNaej48PY20RQgghhF1iE7W8vDzY2toyVtaIlHbjxg0kJSUx0lbt2rXRunVrRtoihBBCCPvEJmpr166VRRw1FpMLB3t7e4PLFXs1mxBCCCEKgj7VWZSWlobLly8z1h5d9iSEEEKUCyVqLAoICEB+fj4jbbVs2RJ2dnaMtEUIIYQQ+UCJGouYvOxJvWmEEEKI8qlwjNrZs2crfeCAAQMYDqVmef/+PZ48ecJIW+rq6vDw8GCkLUIIIYTIjwoTtYsXLwIAEhMT8f79e7Ru3RoqKip4+PAhGjRoQInaN/L19WWsre7du8PAwICx9gghhBAiHypM1Hbv3g0AmDBhArZs2QJra2sAwKdPn7BkyRLZRKekBAIBo5c9qWQUIYQQopzEjlH7/PmzKEkDiouxx8XFSTUoZffgwQPExMQw0paJiQk6d+7MSFuEEEIIkS9i11EzNTXF9u3b4eXlBQA4fvw46tSpI/XAlBmTvWleXl5QURH7NBJCCCFEAYntUVu3bh1CQ0PRv39/eHl5ITY2FmvWrJFFbEopJycH586dY6w9uuxJCCGEKC+xXTFmZmbYuXMn0tPToa+vL4uYlNrFixeRnZ3NSFsNGjRAw4YNGWmLEEIIIfJHbI/a+/fv0adPH/Tr1w/x8fHo3bs3IiIiZBGbUjp58iRjbVFvGiGEEKLcxCZqq1atwqJFi2BsbAxzc3MMHz4cS5culUVsSufz58+4ffs2I23xeDzRuEFCCCGEKCexiVpaWhratWsnuj1s2DBkZWVJNShldfr0aQiFQkba6tSpE8zMzBhpixBCCCHySaISUvn5+eBwOACKF8AVCARSDUoZCYVCuuxJCCGEkCoRO5ngu+++ww8//IDk5GRs2rQJ58+fx7hx42QRm1J5+fIl3r17x0hbenp66NGjByNtEUIIIUR+iU3UBg0ahLp16+LGjRsoKirCypUrS10KJZJhsjfNw8MDGhoajLVHCCGEEPkkNlHbunUrZs6cCVdXV9F9q1atwuLFi6UamDIpKCgQW+S+KuiyJyGEEFIzVJiobd++HRkZGQgMDCw1eaCwsBB37tyhRK0K/v33X6SmpjLSVt26ddGyZUtG2iKEEEKIfKswUWvSpAlevXoFLpcLAwMD0f08Hg8bN26URWxKg8nLnj4+PqKJHYQQQghRbhUmap06dUKnTp3QsWNHNG7cWJYxKZWUlBRcu3aNsfZ8fHwYa4sQQggh8k3sGDUdHR0sXrwYycnJpdYA2717t1QDUxZ+fn4oLCxkpK02bdqgTp06jLRFCCGEEPknNlGbO3cuWrRoge7du9Mlt2o4deoUY21RbxohhBBSs4hN1AoLC7Fo0SJZxKJ03r17h+fPnzPSloaGBvr27ctIW4QQQghRDGIrE1haWuLjx4+yiEXpMNmb1rt3b+jq6jLWHiGEEELkX4U9apMmTQJQXDLKx8cHjRo1gorK/3enMWqV4/P5jCZqtHYaIYQQUvNUmKj17NlTlnEonbt37yIuLo6RtiwsLNC+fXtG2iKEEEKI4qgwUfPy8gIAfPr0qdT9HA6HyhdJgMm10wYOHAgej8dYe4QQQghRDBIVZU9ISICOjg44HA4yMzPB4/FgaGiIbdu2oXnz5rKIU6FkZWXhwoULjLVHsz0JIYSQmklsota2bVu0atUKAwYMAABcunQJd+/exdChQ7Fs2TJGe46Uxfnz55Gbm8tIW40bN0a9evUYaYsQQgghikXsrM+3b9+KkjSgeOxacHAwnJ2dGVvIVdkwmbzSJAJCCCGk5hKbqBUVFSEsLEx0OywsDAKBAPn5+SgqKpJqcIro48ePuH//PiNtqaiolEqSCSGEEFKzSFSZYMSIEXB0dIRAIEBUVBQ2btyI7du3o1u3brKIUaH4+voy1lbXrl1hZGTEWHuEEEIIUSxiE7VOnTrh0qVLePLkCXg8Hpo3bw59fX00atQIOjo6sohRYQiFQlo7jRBCCCGMqTBR8/PzQ//+/fHXX3+Vuv/Dhw8AgDFjxkg1MEUUFBSEyMhIRtoyMDCAu7s7I20RQgghRDFVmKhFRUUBQKnxaaRyTE4iGDBgANTV1RlrjxBCCCGKp8JEbcaMGQCAtWvXAgAyMjKgp6cnm6gUUF5eHgICAhhrj9ZOI4QQQojYWZ+RkZHo06cP+vbti/j4ePTu3RsRERGyiE2hXLlyBenp6Yy05eDggKZNmzLSFiGEEEIUl9hEbeXKlVi0aBGMjY1hbm6O4cOHY+nSpbKITaEwvXYah8NhrD1CCCGEKCaxiVpaWhratWsnuj1s2DBkZWVJNShFk5iYiBs3bjDSFofDwcCBAxlpixBCmKSpqcl2CKwxMTFhOwTWGBgYsB0Cq9ge9iU2UQOA/Px8UQ9PYmIiBAKBVINSNGfOnAGfz2ekrfbt28PS0pKRtgghhEnOzs5shyBzQqEQAGBjY8NyJOyxt7dnOwRWlDz3jo6Oov+zQaKi7D/88AOSk5OxadMmnD9/HuPGjZNFbAqDybXTaBIBIUReCIVCcDgc8PMLkPXuHTQtLaFmZAihUIjExETGahrLI3Nzc2hoaEBYVITkx08gKCiAkZsrVLS0kJeXh3fv3iltp4W2tjbs7ezA4XKRn5yM7Ij30HFyhJqBAQQCAeLj41FQUMB2mFJjYWEBdXV1CPl8pL9+A56mJnSdHFmLR2yiNmjQINStWxc3btxAUVERVq5cWepSaE335s0bvH79mpG2tLW10adPH0baIoSQb5Gfnw91dXVkvA1FyOp1KMrIALhc2Az/HrW9vZCZmYmOHTuyHaZUuLu74/DhwyhIS8OrnxchLy4OAKCip4dGa36BVp06OHbsGA4ePMhypNLh7+8PDpeLz4EXEblvP4R8PjgqKnCYOglm7l3w9u1bDB8+nO0wpcLHxwfbtm1DXkIighcvQ358PABAv0ljOC9dBK6K2LSJcWIvfc6ePRvJycmYNm0afv75Z0rSvsJkb1rfvn2hpaXFWHuEEFIVmZmZOH36NMaMGYPk5GQAQOSffxUnaQAgECDqyN8oSEmBvb09GjVqxGK00tO/f38AwOeA86IkDQCKMjLw8Xjxe76npycrsUmblZUVWrRogaKcHHw4cAjC/4b1CIuKEPnnAQgKC9GlSxcYGhqyHKl0lDyvMSd9RUkaAKS/eImk23dYiUlsota5c2dcvHgR3bp1w/Tp0xEQEECTCf7D5/Nx+vRpxtqjy56EEFnLzs6Gn58fxo0bhyZNmmD69Om4fPmyaAB5bkxs6QcIBMiN/QRAeQeZlwwez/n63PH/34eynnvJeeUnJkGQn19qW1FWFgpS0wCwP8BeWkoS0JyPH8tsy/kYI+twAEiQqHl6emLr1q24ceMGevTogc2bN6Nt27ayiE3uPXv2DImJiYy0ZWVlhTZt2jDSFiGEVCYnJwcBAQGYMGECGjdujClTpuDChQvI/+KD+f379wAAwxbNSz1WRVcXOv+N12GqZJ68KSmVaNisSZltBs2bAlDec4+JiUFBQQG0altB3cy01DYt6zrQMDNFdnY24r/obVImFb3uK7pPFsRebH306BHu3r2Le/fuISEhAa1bt0b79u1lEZvcu379OmNteXt7g8uVaBIuIYRUWW5uLq5fv46AgABcuXJF7ESAo0ePYu3atbCbUDx5LPVJEDTr1IbtD6PBU1fH9evXERPDTg+DtB07dgwTJkyAefduyI6MQvzVaxAKBDBu3Qq1B3kDAP7++2+Wo5SO9PR0nDt3DgMHDkT9+fMQsesPZL0Lh26D+nCYMgkA4Ovri7y8PJYjlY4jR47Ax8cHVgM8UZCcjIRr18HT1ETtwd7Qb+gsmmAjSxyhmDmn9evXh6mpKSZPnozBgwdDhYGBdAEBAdi1axeKioowatQoDBs2TOxj8vPzERwcDBcXF7mogZmeno4mTZqgsLCQkfZu3bqlUFOgg4KC0KJFC7bDYEVNPnegZp+/op17Xl4ebt68CX9/f1y5cgXZ2dkSP5bH42Hv3r3o2bNnmW1FRUWIj49HUVERk+HKjZycHMTGxqJbt24AAH5uLoR8PlR0dAAU18JOTEyEqqpquY9PTk5GTk6O6LaOjo5CjelSUVGBg4NDuZ+1ubm5ePv2LYyMjFiIrHqSkpJKvfZ1dHRgbGxc4f6GhoblXtplI0kDJOhRu3XrFm7fvo07d+7gzz//hJOTE9q3by9RclWe+Ph4bNmyBadPn4aamhqGDh2KVq1awcHBoVrtseXcuXOMJWnNmzdXqCSNECK/8vPzcevWLfj7++Py5cvVGlNsY2MDDw8PWFlZlfpwKigogJqaGlRUVGBlZcV06HIhOTkZf//9N6ZNmya6j/fVQr82NjbIzc2FtbW1RBPA0tLSkJSUJLqtpqaGOnXqKGQFGk1NTVhZWSE/Px916tRhO5wyBAIBPn78WOrz2cnJCbq6ut/UJpfLZe35EpuomZmZwdvbG126dMGNGzewb98+PHnypNqJ2r1799C6dWvRgMWePXvi4sWLpf4oFAHTJaMIIaS6CgoKcOfOHfj7++PSpUvIKJmlWQW1a9eGh4cHPD090ahRo3I/lF69eqVQPYpVFR0djRMnTmD27NllepNevHiBJk3+P2atfv36CA8Ph4mJidiJBQYGBqX2ycvLK1Uzm8PhoE6dOlBTU2PkPJj2dU+ymZkZUlJS8P79e9jZ2bEYWfEXk5iYGNGCtNL4XT579ozV173YRG3btm24ffs24uLi0KVLF/z888/fNJkgISEBpqb/H6BoZmaGly9fVrs9NkRGRuLx48eMtKWmpqa007wJIdJTWFiIe/fuwd/fHxcvXkRaWlqV27C0tISHhwc8PDzQtGlThezhYcrr169x48YNzJ49u9zxwuVd5nVwcEBUVBSKioqqVGJKQ0Oj1FWk8nqBzM3Nv6kXSNqMjIygpqaGsLAwODk5yey46enppSbxqaurw87OTqlfu2ITtezsbMyfPx8tWrRg5BchEAhKtcPWNd9v4evry1hb3bt3V9pp3oQQZhUVFeH+/fsICAhAYGAgUlNTq9yGhYUF+vXrBw8PDzRv3pwmMQG4f/8+wsLCMGXKlCp/HtnY2ODTp0/4/PkzatWqVa3jc7ncMiWq4uLiSs2s1NPTg5mZWbXalxYdHR1YW1sjODgYDRs2lMpneVxcXKnL93p6ego3VOpbiU3UFi5cyOgBLSws8OTJE9HtxMREuXvxVUYgEDC6yC1d9iSEVIbP5+PBgwei5KxkIdqqMDMzEyVnLVu2pOTsCxcvXkR+fj5GjRpV7TYsLS2RmJiI6OhoWFtbMxKXhYVFqdvp6ekIDw8X3ZaXcW4aGhpo0KABgoOD0aBBg2+acFhRz+LXv4uaRua1ENq2bYsdO3YgJSUFmpqauHz5MlauXCnrMKrt0aNH+FjOQnjVYWxsjM6dOzPSFiFEeQgEAjx69AgBAQE4f/58tdZrNDExQd++feHh4QE3NzfweDwpRKrYjh8/DjMzM/Tq1eub2zI1NUVqaioiIiKkMjlMX18f+vr6otvyNM6Nx+PBxcUFb968gZ2dHTS/mnxRkfz8/FKfp/I+Vo8t1UrUbt68iU6dOlXrgObm5pg1axZGjhyJwsJC+Pj4oHHjxtVqiw1MTiLw8vKqcHo3IaRmEQgECAoKQkBAAM6dO1etBUWNjIzQp08feHh4oE2bNpScVUAoFGLfvn1o3rw5o4PEDQ0Noaqqirdv36J+/fqMtVseeRvnxuFw0LBhQ4SFhaFWrVrlHre88WX29vas9wrKO4kTtby8PJw5cwYHDx5EcnLyNw2mLxm8qmhyc3Nx7tw5xtqjy56E1GxCoRBPnz4VJWefP3+uchsGBgai5Kxt27aMrHWpzIqKivDbb7+hX79+UhnrpKOjA1tbW6mO2yqPvIxzc3Jywvv371FYWIiCgoIaP76MCWL/ouPj43HkyBGcOHEC2dnZmDBhAkaPHi2D0OTPxYsXGatz2qBBAzRs2JCRtgghikMoFOLFixcICAhAQEAAYmPL1pMUR19fH7169YKnpyfatWtHPfMSys3Nxfbt2zFy5MhqD/yXhLq6OpydnREcHIz69euz9vzIcpzb1z16b968Qa1atSgxY0CFidrLly9x4MABXLt2DW3atMGyZcuwceNGzJgxQ5bxyRUmL3v6+PhQdy8hNYRQKERwcLAoOYuOjq5yG7q6uujZsyc8PT3RoUMHGsdTRampqdi9ezemTJlSaqyXtHC5XLi4uCAkJAS2trYSj9uSpq/HueXn5+P9+/di1yAr7/clbnyZg4MD4uLiEBsbq7SLI8tKhYna4MGD4enpiatXr4rWPdu0aZPMApM3nz9/xu3btxlpi8vlwsvLi5G2CCHySSgU4s2bN6LkrKTQd1Voa2ujZ8+e8PDwQKdOneSifJ4iio2NxdGjRzFr1ixoaGjI7LgcDgfOzs4IDw+HmZlZuWWJ2FQyRqxEeePc7OzsYGdnBz6fX6oQvSTjyywsLJCSkoLIyEjY2tpK5yRqgAoTtUWLFuH48eMYOHAgPD09MWDAABmGJX/OnDkDgUDASFudO3eGubk5I20R2ZOkZIwyk4eeAbaI68USCoUIDQ0VJWdfzsqTlJaWFnr06CFKzmry75sJoaGhuHTpEubMmcPa5AoHBwd8+PABhYWFldaYZFt549wAIP7hI5i5uVbrMqaRkRFUVFTw7t07ODo6MhFmjVNhojZixAiMGDECDx8+xLFjx+Dl5QUul4uzZ8+iX79+NWrAqlAoZPyyJ1FcDRo0YDsEVpQsTu3s7KyQC1UzoVGjRuWe+7t37xAQEAB/f3+8e/euyu1qamqiW7du8PDwgLu7OyVnDHn06BFev36N6dOns/56rVu3LmJjY79pYVy26DUuv6SYxI/X04Oqqipev34NZ2dn1p8LRSM222rVqhVatWqFpKQkHD9+HNu2bcPWrVtx48YNGYQnH169eoWwsDBG2tLT00OPHj0YaYvIXkFaOgqSkqBRywIq2toAgBMnTmDdunUsRyYdPXr0wKpVq6CiogIhn4/s6GjwNDWh+d8HTXx8PJYvX16tdb7knYaGBhYuXAhnZ2cAQFF2Noqyc6BuYgxwOBAIBAgMDMSWLVvw9u3barXv7u4ODw8PdOvWrcb31DLtypUrSE9Px5gxY9gORcTKygrx8fH4+PGjXBY0r8ibN2++eRkTTU1N1KtXD8HBwXB2dqalY6pA4m4xExMTTJ06FZMnT8b169elGZPcKelN09LSQuvWrdG4cWPY29tDXV0d+fn5iIiIwMuXL/HgwQPk5ORU2paHhwd9W1ZAhekZiPhjL5LvPwAEAnDV1GDWtQvqjhmFwYMH4/nz5zh48CDbYTKqfv36+OWXX6CiooLPgRfw8cQpFKamAQB0HB1gN3E8zB0dMH36dPTo0UM0IFlZ7Ny5E87OzshPSkbkn/uR8vAxhHw+1M3MUGewD8y7d0WP7t2xZcsWidtUV1dHly5d4OHhge7du0P7v2SfMMvX1xd6enpyefXC3Nxcbgqay5qKiopoYVx7e3uZjhdUZJUmatu3b4erqyvatGkDAJg3bx6sra0xbdo0mQQnDwoKCvDkyROsWrUKPj4+lS4emJmZiVOnTmHPnj0VzuqSxzcOUjGBQAAul4s3K1cj693/p7ULCgoQd+ESirKzUW/OLEycOBGHDx9mbByjPBg3bhzU1NQQf/Ua3v+xr9S2rHfheL10BZrt2AJnZ2d07txZqb7AWVtbw9PTE4LCQgQvXoa8L9Y3y09IQPhvvwNcLsy7dsG4ceMwd+7cCttSU1NDp06d4OHhgR49esh1oW1FJxQK8ddff8HFxQVubm5sh1MhIyMjqKqqIjQ0FPXq1WM7HJkqWRg3NDQUVlZW0NHRYTskuVdhwbe9e/fi7t27pabVDh8+HLdv38Zff/0lk+DkQUREBE6fPo0xY8ZAV1cXmWFhiPULwLttv+HtrxvwbttviPULQGZYGHR1dTFmzBj8+++/+OGHH8pchzc3N4erqytLZ0KqKj8/H1wuF2kvXpZK0r6UdOce8uITYGNjI9cfDFWlqqoqmkAUc+pMufvwc3LwOfAiAOVbvNnHxwdcLhdJd+6WStK+FHPSFwDgNWBAmUkGKioqcHd3x9atW/H8+XMcOHAA3t7elKRJEZ/Px44dO9C2bVuF+FvU1dUVFTRXtt5oSdSrVw/x8fFITU1lOxS5V2GPWkBAAA4fPlxq/ZTGjRtj586dGDNmjFxd95emkoHjibfuIObUaeRERVW4r5aNDWr7DIRpx/b45Zdf0KpVK0ybNg0FBQUAihcbfPfuHZycnGQSO6k+oVCIa9euoU+fPsgIqWT8kUCAzLeh0DA3g6WlpewClDJDQ0NoamqiIC29wkQFADL/+90o07kD/z+fjDcVP/d5nz+jIDUVGoaGMDQ0RFJSEjp06ABPT0/06NEDhoaGsgq3xsvLy8P27dsxbNgwhVqzS1NTEw0aNMDr169Rv379GjVJDwDs7e1Fy4FIu2KCIqvwVcHj8cpd5M7ExKRGDQIszMpC+PadSHn4SOy+OVFRCNu0BUl37sJxxjT07dsXADBx4kQIhULk5eVh2LBh8Pf3V7hZPzXNnj17kJycjD59+kBVzNpHqgbFfyd5eXmyCE0mcnNzAQA8TQ1wVFUh/GJdpS+p6ivfuQP/Px9V/Yqfe46qKnj/TQBYsGABunbtCiMjI5nER/4vPT0dv//+OyZNmqSQyTGPx0PDhg2rXNBcWdSpUwefP3+mhXErUeGlTwCinqCv7ysqKpJaQPKkMCsLrxcvkyhJ+1LKw0cIXrwMRVnZ6Nu3b6nex0+fPmHEiBHIyMhgOlzCkDt37mDVqlW4e/cuAMCkfTtwK1g/S93UFPouDVFQUIBHj6r2OpFnmZmZePnyJXjq6jBp37bC/czcOwMo/p0pk5LFrc26dAa45b9NmrRvB566Ol69eoV//vkHMTExsguQACheiHz37t2YOXOmQiZpJUrGbUVHRyMzM5PtcGSuVq1aUFdXr9ai0DVBhYla586dsWHDhlLXzoVCITZu3IjWrVvLJDi2lJxz+LbfkB35oVptZEdG4t323wAACxcuhLW1tWhbSEgIxo4di/z8/G+OlTArJiYGkydPhkAgwPPnz/HixQuo6unCfuokcL7qSeZpasJx5nRweDycP38eSUlJLEUtHSWzWOuOHgnN2mW/6Zr36A4jN1fk5+fj2LFjsg5Pqq5evYrY2FhoWlnC9ocxZZI1LRsb1B09EgBw4MABPHjwAH369MHMmTOrVVidVF14eDj++ecfzJkzR2l6oerVq4fExESkpKSwHYrMmZiYwNDQsFQtUlKMI6xgFGNBQQEmT56MyMhINGnSBAKBAK9evYKdnR127Ngh8z+M/Px8BAcHw8XFRSZlVBJv3UHYJsmn3VfEae4smHZoj/3792PJkiWltnl6emLnzp3gVvCNXZ4FBQV987o68iY3NxdeXl549eqV6L7GjRvD19cXWlpayIuLR/yVq8iLT4CWjTXMu3eFmoEB4uLi4OHhgU+fPrEYPfNUVFRw+PBhdOzYEfyCAiTdvov0Fy/B09SEScf20G9YvL7Y4sWLlXKCUYcOHXDo0CGoqakhLy4eiTdvoTAjA3oNnWHcyg0cHg83btzAqFGjSl1l0NTUxJQpUzBp0iSlWxtNXv7ug4KC8OzZs3InbUnzmLI695iYGKiqqspNBRtZnntOTg6ioqJQv359uVkYl+3XfYWJWonHjx8jODgYHA4HTZs2RdOmTWUUWmmyStRKVh1/NmMWcqKqXjj5a1o2Nmi2fTMyMzPRvHnzMuusTZgwAcuWLfvm48ga2y9cpgmFQsycOROnTp0qs6158+b47bffyi2tEhISgp9//llpL3tpaGhg8eLF6NOnT5ltOTk5OHLkCM6dO4eMjAwYGxvLzRsrUxo1aoRJkyaV+cAUCoUoKChAWFgYxowZU24vmoWFBebPnw9vb2+F/DJWHnn4u79+/ToSEhIwZMgQmR5X1uceFxeHoqIi1K5dW2bHrIisz72wsBBv375Fw4YN5eJvh+3XfaVTTMLCwpCamoo+ffrITWYvbRwOB5lhYYwkaUDxBIPMsDDoOjmhVatWZdaa2rNnDywsLDBx4kRGjkeq58CBA+UmaQDw9OlTtG/fHu7u7qJ1sDIzM9GpUyc0aNAA/v7+Mo6WXcnJyTA2NoaWlhYmTJiACRMmICcnB+fPn0e/fv2U5jJUeRISEmBmZgYOh4OoqCg0atQIjx49wrRp0/Dw4UPExcWJ9o2Li8PMmTPx119/YdmyZWjVqhWLkSsHPz8/qKuryzxJY4OFhQWSk5NrZEFzVVVV0QQLJycnsTV2lV2Fqaqvry+GDx+OvXv3wtPTU+kGC1cmIyRUKu01bty43O2//PIL/Pz8GD0mkdzDhw+xfPnySvcRCAS4evUq5s2bh8mTJ8PU1FQuvumyobwBv1paWhg4cCAuXryodGP1vvTx40fR/y0sLPD582dwuVz8/vvvmDp1Krp3715m5ueLFy8wcOBAjB8/HlGVLO9DKiYUCnHw4EGYmpqiV69ebIcjM8bGxjA2Nq5W/VhFx+Vy4eLigvfv3yM7O5vtcFhVYaJ2+PBhBAQE4OTJk9i9ezf27Nkjy7hYlfOB2TfTkvYcHBwq3OfHH3+sUcmwvPj8+TMmTJhQpZnMQ4cOpXqt5eDxeBgwYACePn2K9+/fsx2O1Onp6SEjI0M0+Wjs2LEYPnw4evXqhQkTJpTpBQgMDETnzp2xatUqmvVdBQKBAL///jtatmyJtm0rnoGsrPT09FC7dm28fv26Ri6MW79+fXz+/BlpaWlsh8KaSi/+llzubNasWY1aPZifl8twe8VrMlU2tq6wsBDjxo3D69evGT02qVh+fj7Gjx9fpR6gbt26YejQoVKMSrFxOBz06NED8fHxePHiBdvhSJ2trS0iIyNFt7t164aRI0ciKSkJAQEBorUUSxQUFGDXrl1o164dDh48WGOWOqqu/Px8bNq0CR4eHmjYsCHb4bBGU1MTTk5OCA4OBp/PZzscmXNwcEB6ejoSExPZDoUVFSZqXw8KrkmL3PI0mB1jw/uv8Ky45TgyMzMxYsQIpR2YLm+WLFmCZ8+eSby/ra0ttm/fLheDW+VdmzZtwOPxROuRKSs1NTUIhUIUfrEgcKNGjTB//nzs3LkTS5YswenTp9GkSZNSj0tJScHChQvRo0cP3LhxQ8ZRK4bMzExs3rwZY8eOLbW8UU2lqqoKFxcXhISE1MilnWxsbFBQUKB0s+slIfEnjrLN5qqMVt2ys/uYaE+S9WHi4+MxbNiwGtWDyYajR4/i6NGjEu+vpaWFP//8s9xqHaR8Li4usLGxQWBgoFJfsrGzsyvVqwYAVlZW+PXXX7FhwwZoaGjg3Llz2LZtGywsLErtFxoaimHDhmHEiBEICwuTZdhyLSEhATt37sSMGTNgbGzMdjhyg8PhwMXFBZGRkcjKymI7HJmzsrKCqqpqjRvrWWGiFhoaiubNm4t+Sm43a9YMzZs3l2WMMqfXoJ5U2nv58qVE+4eHh2P06NGiMj6EWUFBQVi8eHGVHrNlyxbUq8fs66ImsLa2Rps2beDr61uq10mZcDgc6OjolBl3pqenh02bNuHUqVO4evUqfHx8cPv2bcydO7fMzNh///0X3bp1w8KFC2vkYqdfev/+PY4cOYI5c+ZAW1ub7XDkUv369REXF1cjXyumpqbQ09OrUQvjVpioXblyBQEBAaKfktvnzp1DQECALGOUKaFQCF0nJ2jZMNPVrmVjA10nJ2RmZuLhw4cSP+7JkyeYNm1ajRyPIE0JCQmYMGFCueXRKjJ16lT069dPilEpN0NDQ3h4eODs2bNKWx7H0tKy1NIcJVRVVfHLL78gNDQUBw4cgJaWFmbNmoXbt29j0KBBpfbl8/k4ePAg2rVrh927d9fIy1svXrzA5cuXMXPmTKiqqrIdjlxzcHBAVlYWEhIS2A5F5gwNDVGrVi2EhISwHYpMVJioWVlZVfqjrEou8db28WakvdqDBgIATp48WWaxW3EuXryIJUuWKPVlI1kqKCjAxIkTy/1ArUinTp3w888/SzGqmkFdXR0+Pj64ceOG0o4xMTU1RXx8fJn7ORwOpk+fDl1dXaxZswZ8Ph+1atXC1q1bceHChTIl+TIyMrBy5Uq4u7sr/WXjL926dQvBwcGYNGkSjQOVkLW1Nfh8PmJjY9kORea0tbVhZ2eH4OBgpf8bob+GcgiFQph2bA+jVm7f1I5RKzeYdmiP3Nxc7N27t1ptHDx4EDt27PimOEixX375pUqF0+vUqYPffvutRk2kkSYOhwMPDw+EhoYiNJTZtQrlgaGhIdLT0yvc7u3tjc6dO2PevHmiYQ2NGzfGqVOnsHfv3jKVLz58+IDx48fDx8dH4mETiiogIAAZGRkYNmwY26EonJpc0FxdXR3Ozs54/fq10g6tAChRK1dJr5rjjGnQtq1brTa0bW3hOGMaAGDNmjWIjq5+pYNff/0Vx48fr/bjCXDixIkq1aPU0NDAvn37yixeSr5dly5dkJWVhcePH7MdCuOsra0r/cBs27YtJk2ahDlz5oiWheFwOOjTpw+uX7+OJUuWQFdXt9RjlL3g+9GjR6Gvr0/DC76BiYkJDAwMauzCuA0bNsS7d++qfNVKUVCiVo49e/bg/PnzUNHRhsuqX6rcs2bUyg0uq1ZARUcb58+fZ6Rg9U8//VSm/BSRzMuXLzF//vwqPWbjxo1wcXGRUkSkRYsWMDAwwL///st2KIzS0NBAUVFRpWNLHR0dsWLFCixdurTUgGh1dXVMmjQJd+/exahRo0r15AqFQpw8eRIdOnTA5s2bleIDSSAQYNeuXWjUqBE6duzIdjgKz8DAAFZWVggJCVH6S4Ff43A4cHZ2RmxsbKW92oqKErUvCAQCrFixAitWrMC0adNEyVqDhT/Dae4saJVTlPtLWjY2cJo7Cw0W/ixK0qZNm8bIHw2fz8eECRNqxCKiTEpOTsa4ceOqNDB7/Pjx8PLykmJUBChOWJydneHn5weBQMB2OIyxt7dHREREpfuYmppi06ZN2LVrFx48eFBqm7GxMdasWYOrV6/C3d291Lbc3Fxs2rQJHTp0wMmTJxX291ZYWIitW7eiV69eFZbWI1WnpaUFe3t7vH79WmFfG9/C0dERqampSE5OZjsURlGi9p/8/HxMmzZNVCqrZOD50qVLkZubC9MO7dFs+2Y03rAWdceOhpl7Fxi3bQMz9y6oO3Y0Gm9Yh2bbN4vGpC1ZsgQTJ06s0uxCcXJycjBy5MgaORahOoqKijB58uQqDbRt06ZNlZfuINVnYWGBrl27wtfXF3n/VfBQdBwOB1paWmLrE2pqamL9+vW4du0azpw5U2a7k5MTDh8+jKNHj8LJyanUtpKC7/369avSbHJ5kJ2djY0bN2L48OE1rti4LKipqYnGbTH5+aMo6tati7y8PKUaJkCJ2n8yMjIQFBRU6j6hUIg///wT7u7u2L9/PzIzM6Hr5ASr/h5w/HEa6v88F44/ToNVfw/oOjkiIyMD+/fvF+0vje7npKQkDBs2TKkLXzNlzZo1uHv3rsT7W1paYvfu3VBRUZFiVORrOjo68PLywoULF5RmXajatWtL9AWBx+Nh0aJFSE1NxW+//Vbue0bnzp1x5coVrF27VuELviclJWH79u2YNm0azMzM2A5HaXG5XDRq1AgRERE1sqC5lZUVuFzuN40NlyeUqP3H1NQUR48ehYGBQZlt0dHRWLJkCZo3b47hw4dj/fr1OH36NM6fP4/Tp09j/fr1GD58OFq0aIElS5ZI/cXx4cMHjBo1qkb+AUrq7Nmz+OOPPyTeX11dHfv27YOJiYkUoyIVUVFRwYABA/D48WOFSDgkYWxsLPEXqrFjx8LR0RHLli0rd/aaiooKRo4cibt372Ly5MkKWfA9OjoaBw4cwOzZs8tMmCDS0aBBgxpb0Nzc3Bw6OjpihyEoAkrUvuDg4IADBw5A47/anF/LycnB9evXsW3bNkyfPh0TJkzA9OnTsW3bNly/fl2mA3yfP3+OSZMmKfWU5Op6/fo15syZU6XHrF27tkw9RiJbHA4HPXv2RExMDF69esV2ON/M2Ni4Sj2EPXv2xMCBAzFnzpwKFwbW09PD4sWLcePGDYUq+B4cHIyAgADMnj0b6urqbIdTozg4OCAtLa1GFjQ3MjKCmZmZwi8HRInaV1xdXbFz506FWHDx33//xfz582vcDJ/KpKamYty4cVUa7zRq1CgMGTJEilGRqmjXrh0AVOmytbyqXbs2Pn78KPH+TZs2xdy5czFv3rxKL53a2Nhgz549ClHw/e7du3j69CmmTJmiEO+ryqhu3bo1tqC5rq4ubGxsFHphXPqrKUevXr2wevVqtsOQyD///IONGzeyHYZc4PP5mDZtWpUuPbu6umL58uXSC4pUS6NGjWBlZYWLFy8q7JsrUDwLLy8vr0oz8KytrbF27VqsW7cOwcHBle7bqlUrsQXfhw8fzlrB9wsXLiApKQkjR44UrU9J2FFS0FxZxm1VhYaGBho0aIDg4GC56mmWFCVqFRg5ciRmzJjBdhgS2bp1Kw4fPsx2GKxbv359lXoQzM3NsWfPnjLjfYh8qFu3Ltzc3HDmzBmFfHMtIclyHV8zMDDAxo0bcfToUbFrzXG53EoLvl+/fp2Vgu/Hjx+HpqYm+vfvL7NjksqZmppCV1e3RhU0L8Hj8eDi4oKwsDBRZRBFQYlaJebNm4fBgwezHYZEFi5ciEuXLrEdBmvOnz+P3377TeL9VVVVsWfPHpp5JueMjIzQp08fnDlzRmEnz3C5XKirq1f5w0FdXR1r1qzBixcvJPoiJi8F34VCIfbs2QNHR0d07txZasch1WNoaAgLC4saU9D8SyUL4378+FFuJ92UhxK1SnA4HKxfv77MopPySCAQYMqUKXjy5AnbochcWFgYZs2aVaXHrFy5Ei1btpRSRIRJGhoa8Pb2xtWrVxEXF8d2ONVibW1dpbFqJTgcDmbNmgU1NTX8+uuvEl1CZbPge1FREbZu3Qp3d3c0b96c0bYJc3R0dGpMQfPyODk5ISkpSWGWA6JETQxVVVXs3r1bIWYE5uXlYdSoUTWqWzsjIwNjx46tUm/L999/j+HDh0sxKsI0LpeL/v374/Xr1wpbz9DQ0LDaHwxDhgxBmzZtMH/+fIknysi64Htubi42btyI7777Dg4ODoy0SaSnpKB5cHBwjVw9wM7ODjk5OQrx5Y8SNQloa2vj0KFDqFu3LtuhiJWWloZhw4YhPj6e7VCkTiAQYPr06YiMjJT4Mc2aNcOqVatoYLOC6tq1K9LS0sosTq0ITE1Nv2mh6o4dO2Ls2LGYO3euxAnf1wXf9fT0Sm1nquB7SkoKtm7dismTJ5eZ1EDkF5fLVdhxW0yoXbs2ACAmJoblSCpHiZqETExMcOTIERgbG7MdilgxMTEYPnx4hWsxKYutW7fi6tWrEu9vYmKCPXv20DpOCs7V1RXa2tpysfREVVlaWlappNnX6tevj8WLF2Px4sVV+oJSUvD9zp07GD16NKMF32NjY7Fv3z7MmjUL+vr6VXosYR+Hw0HDhg0RExOjlAXNxbGwsICWlhbev3/PdigVokStCmxtbXHo0KEys6rk0Zs3bzBu3DilrfV2+fJlbNq0SeL9VVRU8Mcff8DS0lKKURFZqV+/PpycnBAQEKBQY2x0dHSQnZ39TTFbWFhgw4YN2L59Ox4/flylxxobG2P16tWMFXx/+/YtfH19MWfOnAoXCieKwdHRESkpKUpX0FwSRkZGMDExYW0ZG3EoUauipk2bYs+ePaW+kcqrO3fuYPbs2VVaw0kRREREVHnplGXLlpUZWE0Um6WlJTp37gxfX1+pzmJkmp2d3TeXtdHW1saGDRsQGBiIgICAKj++ugXfv7x0+ujRI9y/fx/Tp09XiPfDb6Wqqsp2CFJna2tbbkHzkkuEykxPTw916tQpd4LF10MGZI0StWpwd3fHhg0b2A5DImfOnMGaNWvYDoMxWVlZ+OGHH6p0Wdfb2xtjxoyRYlSELbq6uujfvz/OnTunMPUMVVRUwOPxvjm5VFFRwdKlS/Hp0yfs3r27Wr104gq+jx07ttQyDo6OjgCAhw8f4uPHjxgzZkyNGe/ZuHFjtkOQiZKC5klJSaLXlLm5OQAoVO91dWhqaqJ+/foIDg6GQCAQna+joyOr506JWjUNGTIEw4YNYzsMiezatQv79u1jO4xvJhQKMWvWrCrN+nNxccGvv/5aYz5MaiJVVVUMHDgQ9+/fr9YSGGywtbVlpPg8h8PBxIkTUbt2baxYsaJaCwNXVvB927ZtaNCgAQqzspB48xZyPhYPum7evDm8vb2/OX55V/LhzM/PR9F/M8uVPVkBihMzY2NjcDgcpAY9xYcDh5D28hU4HI7Sn7+KigpcXFzA5XLB4XCQ/ioY2R+iWD13FVaOqiQGDx4MLperEFUBli9fDjMzM3h6erIdSrX99ttvCAwMlHh/Q0ND/PnnnwoxppB8Gw6Hg969e+P27dvIyMhAw4YN2Q5JLD09PaSlpcHAwOCb2+rXrx8sLCwwd+5crF69Gtra2tWKZ/HixRgxYgRWr16N169fo1u3buDn5eH5j7NRkJQMcLlw+WUZ9Bu5fHPMioDD4SDj7Vu8Wb4KgsJCOM3+ESbt2rIdlkxwOBwk3buP0F+LSxTGnvGD8/IlMGzWFOnp6Qq7ALUkTE1NoaqqinfbfkPCv9cBAA7TJsO8ezdW4qFE7RtwOBysXr0aCQkJcl8VQCgU4scff4SpqSnatGnDdjhVdv36dfz6668S78/lcrFr164aMbaC/F+HDh3w4sULPHjwQO7HJFpYWCAsLIyRRA0AWrZsCRMTE8ydOxfLli2r9jIZJQXfQ0NDAQCZb0OLkzQAEAiQdO8+9Bu54PTp0/jll18AQNT7oEyWL18ODw8PJF6/Cf5/S1fEX7kGk3Zt8fDhQ3z//fcsR8iMkl4ioVAo+v/27dvh6emJlEelJ6ukPHoMw2ZNERAQgJ9//lnmscoCh8MRLdeRePOW6P7Em7cpUVNUPB4PO3fuxJAhQ+R+baeCggKMHTsWp0+fRoMGDdgOR2JRUVGYNm1albqdFy1ahA4dOkgxKiKvmjRpgvfv3+Py5cvo0aMH2+FUytzcHJ8/f0atWrUYaa9u3bpYvXo1lixZgmnTpn3T33m9evUAANr2duBpa4GfXbxsh0HjRgCKJ/UkJiZ+e9ByqmQGoGHLFoi7fBUQCGDkVlzNJDo6WuKFhxXRp0+fAAB6DRog8fpN0f16zsWvJ0VYJLa6hEIhPn36BEtLSxg0bYLUoKcAAIOm7C16T4kaAzQ1NXHgwAEMGDDgm2dzSVtGRgaGDx8Of39/WFlZsR2OWDk5Ofjhhx+qNFDc09MTEydOlF5QRO7Z2dlBT08PZ86cgaenp9zOStTX10dcXBwsLCwY65EyMjLCpk2bsHTpUvTr1w8dO3b8pvZUdXXRZNN6JN25Bx0Hexg2a4qCggJcv34d5ubmpWaVV+f3/OWg7argcDiiHybw+XzR/7lcLjIzMyEUCmHk2hItdu+EoKAAWnVqQygUIiUlhfHlSMrr2fr63/KUnP+X/359nzhfPoccDgdnz57FhAkTYNGzO4R8PtJfvYJh8+Yw7dAehYWFOHnyZBXPTrEcOnQI8+fPR72f5yLpzl2o6OjAuJUba/FwhAoyMjA/Px/BwcFwcXGRmwVLg4KC0KJFC9Htjx8/wtPTEwkJCSxGJRknJyecOXOm2pddvj53aRAKhZg6dSr8/PwkfkyDBg3g7+8PLS0tqcUli3OXZ4p0/rm5uQgICEC/fv0YeU1I49wLCgoQExMDOzs7RtsVCATYtGkT6tSpg6FDhzLWrlAoLDcBEAgEiIqKEiU8RkZGZWaSMik3Nxfp6emiBXpLPsoqSk6+/KjT1NSEqqoq0tLSRIlN3bp1RYlmXl4eCgsLoauri6LsbKj8N+avKCcXKlqaEAgE4HK5pdrOyspCeno60tLSkJ6eLvpJS0tDWlqaKPH7MsaS36WOjg709fWhr68PAwODUv/q6+tDV1e31PG+VWxsLF6/fg0AUFNTQ4sWLaCrqyv2cUKhEGlpaaWqGKSmpuLOnTu4ffs2srKy0LJlS3Ts2BH29vYKfTncwMCg1HtGRa97WaBE7RuU96YdHBwMb29vZGVlsRSV5Fq1aoW///67Wt8MZfFh/ccff4jGwEhCX18fgYGBUi/1pUiJijQo2vnz+XwEBASgbdu2MDMz+6a2pHXuERERsLa2lspaXUePHkV8fDxmzZr1zR800dHRsLa2lmjf5ORkpKamAiieSWdtbc1oslEdiYmJSEtLQ35+PgoLC0WVFDIzM/Hq1Su8fPkSr169wtu3bxEREQEul4v7Q4dDq05tcHg8ZIVHoOW+P6BmoI+ePXuiqKgI5ubmMDc3h4mJSaXJlp6eHmvnX1RUhGfPnomej1q1aqFhw4YSxyPppJe8vDzcu3cPly9fRmhoKFxcXNC9e3e0bt261GxiRRMVFVWmXq4s0aVPhrm4uGDfvn0YMWKE3Be6ffjwIaZPn47du3fL3aWhO3fuYNWqVRLvz+FwsHPnToWox0pki8fjYcCAAbhy5QpsbW3lsmC4nZ0d3r17V2bxWSYMGzYM169fx8KFC7F8+fJv+qKbmJgocaJmbGwsKrlXWFiIyMhIUY+SmZmZTBYRFQqFiIqKEi1bYmJiAkdHR3z69AmPHj0S/bx9+7bM5cWcnBzo6OhAzdAAWWHFSwLxtLXA0yz+Yvvp0yekpKTg7du3AIrHB7q5ucHNzQ3Ozs6ws7NjtUcpKSkJz549g1AoBJfLRfPmzavdwxkRESHRFxQNDQ24u7vD3d0dQqEQwcHBuHLlCnbs2AFjY2N0794dXbp0kWpPqzQkJSVRoqZsOnTogC1btmDatGlshyJWYGAgli1bhpUrV8pNN3VMTAwmT55cpYoK8+bNQ5cuXaQYFVF03bt3x8OHD5GZmYlmzZqxHU4pHA4H2trayMzMlOgSVFV16dIFZmZmmDt3LlauXMnYTFNJqaqqwt7eXnQ7Pj5eNEREXV0dtWvXZuz9Jy8vr1SR7dq1ayMqKqpUYiZJEe6AgAB89913cJo9Ex/2H4SgIB/W3w8FT10dd+/eRUpKSqn9P3z4gA8fPuDEiRMAipNCNzc3uLq6ws3NDS4uLlBRkd5HrkAgwMuXL0W/V2NjY7i7u7P2JZzD4aBRo0Zo1Kh48smnT59w9epVzJ49GwUFBejYsSO6d+9e6nVBykeJmpR4eXkhPj4eK1euZDsUsf766y9YWlpiypQpbIeC3NxcjBs3rsybYGV69+6N6dOnSzEqoixatWqFN2/e4NatW988yJ5pVlZWCAsLk0qiBgANGzbEggULRD+S9oxJQ8nlQqA4sfpyEpalpWWVxxOmpKSI3jO4XC5SU1Px5MkTPHz4EI8fP67SZCQ1NTU0bdoUSUlJyM3Nha6jAxqt/f/7uFAggLq6OmbNmoVHjx7h6dOnpcZslUhKSkJgYKBo7UctLS00b94crVq1gqurK5o3b16t9e6+lJ6ejqCgIFGPYaNGjdC0adNvalNaLC0tMXLkSIwcORLZ2dm4ffs2du7ciQ8fPqBZs2bo3r07WrZsKdVkVlHRb0SKJk6ciE+fPuHPP/9kOxSxVq9eDTMzM/j4+LAWg1AoxPz58/Hq1SuJH+Po6IitW7fKTW8gkX/Ozs6IiYnBuXPn0LdvX7l67ZiYmCAhIeGbx9JVxNLSEuvXr8fixYsxevRouehZ1NDQKHU5OjY2VrQ8hJaWFiwtLcs8RigUIiYmBvn5+cjOzkZUVBRCQkLw+PFjPHv2rEpLZ+jr66Nly5Zwc3NDq1at0KhRo3LH7ebl5UFDQwMcLhctW7ZEy5bFS3UUFhYiODhYlBQ+evSo3C+aOTk5uHPnDu7cuQOg+JJ8o0aN4OrqKkreTExMKo1VKBTi7du3+PjxI4RCIfT09NC+fXuFG/+lra2NXr16oVevXuDz+Xj27BmuXLmCjRs3olatWujRowc6d+4stS8tioYSNSnicDhYvnw5EhISqlU4WdbmzJkDMzMz1noaDhw4gFOnTkm8v66uLvbt2wcdHR0pRkWUUe3ataGrqwtfX194enrKzQedkZERwsLCpJaoAcV/Nxs3bsTKlSsRFxeH3r17S+1Y1fHlskHZ2dkIDw8HUDwgXiAQICMjAy9fvkRkZCSCgoIQEhJSpWEStWrVQqtWrUTjyerVqyfRoPrXr1+XO05LVVUVzZo1Q7NmzTBp0iQIhUJERETg0aNHouStvHJhfD4fz58/x/Pnz7F3714AxWMVS5K2Vq1awcbGBjk5OQgKChIln/Xq1ZP79QGrgsfjlUp8o6KicOXKFdEVHnd3d3Tv3r1GL15Osz6/gaQzwPLy8jB8+HDcv39fBlF9G21tbfj6+orGFVSE6dlvDx8+xODBg6tUq/Cvv/5i5Q1L0WY9Mk2Zzr+goAD+/v7o3r27aAZgZWRx7rm5uUhISJD64GWhUIhdu3ZBTU0N48aNk+gxsn7u09LS8PTpU7x8+VI0I7Okt01S9erVEyVlbm5u1f7A/5Zzj4uLw6NHj/D48WM8fPgQb968kWjtOH19fdSvXx89evRAu3bt4OzszMqYM7b+5tPT03Hjxg1cuXIFcXFxcHV1RY8ePdCkSROZzqBl+z2PetRkQENDA3/++ScGDhwomiEkr7KzszFixAj4+/vLbAzL58+fMWHChColabNmzVKqb5WEHWpqavD29kZgYCCaNm0qF4tAa2pqoqCgAHw+X6ofyhwOB1OmTIGfnx9WrVqFBQsWsD77u7CwEDdu3MDDhw/x6tUrBAcHV2l8maqqKpo0aSIaxO/q6gpDQ0PpBSwhCwsLeHp6imotZ2Rk4OnTp6Iet6dPnyI/P7/M49LT0/Hw4UM8fPgQAKCjo4MWLVqIetyaNWum1LWM9fX10b9/f/Tv3x+FhYV4/Pgx/Pz8sHLlStjb26N79+7o0KGDUv8OAErUZEZfXx+HDx+Gp6cnPn/+zHY4lUpMTMT3338Pf39/qU+jzs/Px/jx45GUlCTxY7p27YrZs2dLMSpSk3A4HPTt2xe3bt1CRkaGXJRXc3BwkNpyHV/r378/LCws8NNPP2HVqlVSXSz6a9nZ2Xj8+DGuXLmCFy9e4M2bN+UmLBXR1dVFy5Yt0aJFC9jY2MDJyQkaGhpSX2z3W+np6cHR0REFBQVo1qwZOBwO1NTU8ObNm0onQGRlZeHmzZu4ebO4rJOqqioaNWok6i10dXWV6/P+Fqqqqmjbti3atm0LoVCI8PBwXLlyBX/99Rc0NTXRtWtXdOvWTTRJRZlQoiZDlpaWOHr06P/au++wJrIuDsC/FLp0FBABC9gbiq64rC6ugop0UCkCYkOxYxfbrr33jiKCSlvAgp3dtWHDih1QAUVUihRpCfP9oeQzUgyQZBK87/P4rE5mJmeWkJzcufccODg44NOnT3SHU6uXL1/C09MTERERIv22smjRIty9e1fg/Vu2bIlt27bRXjiTaHz69euHu3fv4ubNm+jdm752McCX5FFBQQFFRUUNXhkoiF9++QWamprw9/fHsmXLRDZH7sOHD7h58yauXLmC69evIzk5uU7zy7S1tXmT/nv16oUOHTpUOwqYnZ3Nm9vGYrFgaGjY4PeMhiZA1RWdHThwIF9c/fv355UmevHixQ9LipSXl+POnTu4c+cOdu/eDeDLAqtvb/Xq6+tL1IIZYWAwGDA2NoaxsTEmTZqE7OxsXLx4EYsWLUJeXh7MzMxgaWmJjh07NoprJ3PUGqC+961v3LgBV1fXOn1zpMvAgQMRGBhYZcm0MO7Zh4aGYs6cOQLvr6ioiJMnT/KaRdOF7vkKdGvs15+cnIxXr15h4MCBVR7Lz88XS6HWSs+ePRPr6/3jx49YvHgxpk+fXu1oXl2un6IovHz5kjcv69q1a0hPT69TPEZGRnyT6+uTdJSXlyMtLY03J0xbW7tOqwkb0jro26KzLBYLJiYm9U743rx5w1tVWlOR3uro6OjwJbft27ev8y3uT58+CTSHUxKUlpYiISEB586dw5MnT9CxY0dYWlqiT58+9c4diouLab29ShK1BmjIB9apU6cwYcKEejUjFjd3d3esWbOG782qoR/WiYmJcHZ2RllZmcDH7NmzB8OGDav3cwpLY09UfuRnuP73798jISEBNjY2Qm38XVeVUwJ+VLZBmIqLi7Fo0SIMHz68xpHF6pIXDofDu3VXmUzUZUoDm83m3cb75ZdfYGpqyutsIExZWVkoKCgAUHux3cprrCgvR97d+6jglEPdpDtYCgq19jt9+PAhsrKyAHwZhevevbtIaoPl5eUhMTGR9//63r17Ar2fqqiowNTUlJf8duvWTegN5iUFRVF49OgRzp8/j2vXrkFDQwMDBw7EH3/8IVW3iEmi1gAN/cA6ePAgAgIChBiR6MyaNQszZszg/bsh1/7+/XsMGTIE7969E/gYPz8/LFiwoF7PJ2w/Q6JSm5/l+ktKSiArIwMmi4VPSY+Qde4Cyj99gmrXLtAZbAm2khIuXbqE2bNnizSO8vJykfQArQ2bzcb+/fvRoUMHlH78iLcnTqHg6TPINdWCzpDBUO3UERRF4d69e7zJ/4mJibwG6YJQUlJCz549ebfoTExMxDo/DqjaxUBPT49v5CT/yVM8Xb0O5V/ni7EUFGA8bTI0zfrw9qmu6Kyurq54LuAbJSUlePDgAa8syO3bt5Gfn//D42RlZdG1a1feiFvv3r15o2elHz4g8/RZFKenQ7FlS+gOsYKshgZSUlLg4+NTp3p1koDL5aK4uBglJSWgKAry8vKQl5cHm83mJd6bNm1C3759UZb3CW9jYpFzOxEsOTk07d8POkMHg0lDQV6SqDWAMD6wVq5ciR07dggpItFat24d3NzcANT/2svKyjBixAjcvHlT4GP69++Pw4cP074irdLPkqjU5Ge7/sy4M0jds49vm4KeHrquXQV2EyXY2dnh9u3bNEUnGs7OztiyZQuKM9/hwZz54Hz7gc9gwHiqH5oNsMCpU6cwfvx4gc6pqqqKdu3awdjYGEZGRrwVtlwuFxUVFeBwOLy/c7lcsW+v/BBXUlLCsWPHwGYykTjBD6UfPvBdB1NeHr0C94LdRAmTJk1CRkYGNDU1wWazwWKxwGKxwGQywWKxwGazeX8X9vbK56tpO/DldumTJ0/w+PFjPHr0CB++u5bqTJw4EQEBAShMfYmkhYvB/Sb5Zisro+uaFVDQ08O8efNw+PBhgX720sLU1BSxsbEoLyzEA/85KHmXxfe4Rm9TdFg4v0G3w+uDLCag2fz58/Hu3TtERUXRHcoPzZs3D02bNsWgQYPqfY4///yzTkmavr4+tm/fLjFJGvFzKCsrg6ysLLglJXgdElrl8eI3b/DuzFm0cHaEq6tro0vUXF1dAQAZkX/zJ2kAQFF4FRwCrX6/wcrKChoaGgK1fPv06RPvNp0k++233yAjI4P8x0+qJGkAUFFSgpxbt9HMoj+UlJSQmJhIQ5SiU/llPC3kCF+SBgCcggKkHQ1Du1kz4erq2ugStREjRgAAss6cq5KkAUDOzdvIf/wEKh3FuzKcLJ2jGYPBwPr169G/f3+6Q/khLpcLX19f3Llzp17Hh4eH4+DBgwLvLy8vj/3790vVXAJC+r158wbLli0DABQmp4BbVP3tvLx79wFA5IVp6VB5TZ/uP6j28fLcPHxOSwebzW50FeN5N5mYNY+YML6u1JSSG1J10rJlSwBAXg0/+8rXfatWrcQVkthUvu7zHtTcxrC2x0SFjKhJAFlZWezduxdOTk5ISkqiO5xalZSUwMvLCytWrKjT7a8HDx5g3rx5dXqu9evXo3PnznUNkSDq7b///sPkyZPRunVrAICMas0rHGXUvs7jkYLV23VVOfdIRlWl2lElMBiQUVHm21caVHeb8PttOTk5KCsrg3LbtpDT1kZpFv/ICktBAeq9vrz3FRYWomPHjrxbp9/fWv3R9rqUJhGX0tJSKCgoQEZFBWXVjJTKqHx53UvTz11QvNd9LSubK1/34kQSNQnRpEkTHD58GHZ2dkhLS6M7nFrl5ORg6dKl6NOnj0D1lrKzszF27Ng6faCNGzcODg4ODQmTIARWUVGBzZs3Y+PGjaAoCkVFRcjJyYGGvj6U27dDwdNnVY7RHvSlfMelS5fEHa7IXb58Ga1atYL2oIEoTE6p8riaSXfIaWkhPz8fgwcPxtChQ6vMl/r2D13bv0/IfjSviKIorFq1CsePH4ezszPaz5mJp6vX85JVtrIyjKdPBVtRETdu3ICMjAzi4uLqvdiDoqg6JXaCbK/siVrf7ZmZmWjdujW0rQYh/WhYlZh1Bn+Z+tIYX/dXrlzBH3/8Ae1Bf+Dj5StVHmfKy0PrN3Oxx0XbYoLNmzeDxWJhypQpAu3fWBcTfC8lJQV2dna8ooiSrEuXLoiMjKy1KTqHw4GbmxuuXr0q8HnNzMy+TOalYXWNIH62yfTfa2zXn5OTgylTpuDff//l2z5v3jxMmTIFpR8+4Nn6TbxkjaWgAAO3kWhuOwxFRUXo3bt3ndocSYN27drhwoULYDKZSN13AO9OnwHF5QIAlDu0R/s5syCrQX9rJmHicDiYM2cOwsLC0LRpU8TGxsLQ0BAVXC7yHz0GVV4O1S6dwZSVRW5uLuzt7ZGcnAwLCwvs3btX7CtWRaWydVkFh4OX+wKRdSEeFIcDhowMdIcMRsvRnmAwmRg6dCju379Pd7hCpaamhlu3bkFRURHpEVFIPxYO6utqXnaTJjCeMRUapuJ/7xN7olZQUIBVq1bh1KlTGDt2LEnUajjv8OHDpWJouX///ggKCoKsrGy1j//555/Ys2ePwOdr3rw5Tp8+Lda6UXXV2BKVumpM13/nzh1MmDCh2kbf8vLyOHr0KK+WWNHrNJTn5aGJsTHYigrgcDiYPn06bt68KdYVYOIq1+Hm5oZp06YBAMpyclGYnAxZLS00af1lbtKDBw9w/vx5zJw5U+qrvxcXF2PixIk4f/48b1uzZs2wYcMGWFhY8K6PoijcvXsX06dPR0rK/0caTUxMEBwcLPXzaYuLizFlyhSYmJjAz88PAFD+6ROKMzOhoKcHma+Fgjdt2oQjR440yg4xFhYWWLFiBVgsFspyc5F37z6YcnJQ79kDLDk5sa/4BGhI1GJiYvD+/Xt8/vyZjKjV4ty5cxgzZoxEzmH4npOTE7Zs2VLlxRsTE8P7ZReEnJwcoqOj0a1bN2GHKFSNKVGpj8Zw/RRFISgoCMuWLUN5eXmN+8nLy2PmzJlwd3ODWjXNvT99+oSdO3diwoQJYvuQzs/PR0FBAW0N5Cs/qEpKSjB16lQoKytj9erVYq/1Jix5eXnw9vbGrVu3+Lb37t0bQUFBvJpiycnJMDIyQklJCaZMmYK4uDi+/Y2MjHDkyBHafi4NlZubi9GjR+PFixcICgpCr169atyXoiicPn0aXbt2bTSLSSqL47Zp00bimryLPR22t7fH+PHjSbmFH7C0tMTq1avpDkMgUVFRVWJ99OgR/P3963SeVatWSXySRki/oqIi+Pn5ISAgoNYkDfgyuXjlypXo178/EhIS8Pz5c77HVVVVMWPGDOzfv7/O7ZHqS0VFBQUFBbSsOHz+/DnvC5m8vDx2794NJSUl+Pj41KnYraTIzMyEk5NTlSTN0tISR44c4WubVNmfufK6R40axXdMcnIy7Ozs8OxZ1fmMku7NmzdwcHBAZmYmYmNjqyRpT58+5fs3g8HA0KFDkZycLJXX+z0Oh4OkpCR06NCh2iTt5cuXNET1fyJL1E6fPo1+/frx/fH29hbV0zVK7u7umDlzJt1hCGT79u280hu5ubkYO3ZsnW7denl58WrYEISoPH/+HEOHDkVsbKzAx3To0AExMTEwMzPjtR76lry8PPz9/REbG4tHjx4JM9watWnThu/Wm7h8f/1MJhPLli1D3759MXz48Dq1jKJbZWL1fRIycuRI7Nu3r9ZRFRaLhVWrVlX5MpqZmQlHR8cqiZ8ke/ToEWxtbSErK4vjx4/DyMioyj5FRUXVHvv777/j06dPuHv3rqjDFJni4mI8e/YMnTt3rnEASZA6gaIkskRtyJAhuHTpEt+foKAgUT1dozVz5kxeAUJJt2jRIpw8eRKTJ0+u08rVXr16YenSpaILjCDw5Va8tbU1kpOTBT7GxcUFJ06c4JXrqAmLxYKfnx9u376Na9euNTTUH5KRkQGDwZCI0iAMBgMTJ06Ej48PnJ2daR99EMS9e/fg4OCAN2/e8G2fPHky1q9fL9BCJgaDgZkzZ2LlypV80z7y8vIwcuRIXLhwQehxC9uVK1fg6OgIY2NjREVFQVtbu87n6N27N2RkZHDlStVVkpIuPz8f6enp6NSpk0TPs2x8MwEbGQaDgVWrVmHgwIF0h/JDFEVh0qRJVVbP1UZbWxt79+6tcTECQTRUaWkpFixYAD8/P4Fvz8nJyWHdunXYtGmTwPNVGAwGvLy88OHDB5w+fbohIQukdevWePXqlcifR1COjo74888/4eHhgXv37tEdTo3+++8/uLi4VBklWbZsGebPn1/nD2wvLy/s2rWL7z2spKQEPj4+iIiIEErMohATEwMPDw9YWloiODgYysr1rw/WuXNn6Onp4dy5c0KMULSys7ORnZ2Ntm3b0h3KD5FETQqw2Wzs2rULJiYmdIfyQ9yvS/gFISMjg7179wpUi40g6iMjIwOOjo44dOiQwMcYGBggNjYWbm5u9fqWbWdnBwUFBRw9erTOx9YFg8GAioqKRJUG6devH/bs2QM/Pz/Ex8fTHU4VMTEx8PT05EvY2Ww2tm/fjrFjx9b7vDY2Njh8+DBfqSIul4vp06dj165dDYpZFHbv3g0/Pz+MGzcOW7ZsEcoX5VatWqFbt26IjY2V+I4NmZmZKC4ulpruCrQlalOmTBF4xScBKCoq4tChQ1LzwhLEX3/9BVNTU7rDIBqp+Ph4WFlZ1Wl0x9LSEqdPn0aXLl0a9Ny///472rdvj927d4v0Q0tXVxdZWVV7EtKpc+fOOHbsGFasWIGwsKoFU+kSGBgIPz8/cL7WxQL+/74qjOLa5ubmiIyMrFJaaPny5fjrr78kYgV/RUUFli5dyotp4cKFQi2xoa2tjQEDBiAyMvKHC3Xokp6eDiaTKVWrVcmImhTR1NREaGgomjZtSncoDebm5gYPDw+6wyAaIS6Xi3Xr1sHT01Pg0SYmk4mFCxciMDAQampqQonDxMQElpaW2LRpk0g/tLS1tZGZmSmy89eHvr4+IiIicPToUWzevJnWERaKorB69WosXryYb7u6ujrCw8Px+++/C+25unTpgpiYGBgYGPBt3717N2bMmEFr8lJaWopJkyYhODgYu3fvho+Pj0ieR1lZGba2toiOjq5xEQJdUlJSoKSkVK+5eHQiiZqUMTQ0xOHDh6GkpER3KPVmYmKC5cuXS/TkTUI6ZWdnw93dvU7JQdOmTREeHo5JkyYJvYBn69at4eHhgQ0bNojsQ0tNTQ35+fkiOXdDaGho4OjRo3j48CHmzZvHN5IlLhwOB7Nnz8a2bdv4tuvp6SEmJkYk00latWqFmJgYdOzYkW97ZGQkbWVMPn36BHd3d1y6dAlHjhzBsGHDRPp8cnJycHZ2xrlz5yRmJfDTp0+hra0tlUWJSaImhbp06YJ9+/ZJbIul2mhpaWHv3r0SU7SYaDxu3boFS0tLXL58WeBj+vTpg7Nnz8LMzExkcTVr1gx+fn7YunWryD60WrZsidTUVJGcuyEUFBSwd+9eMJlMjBs3DsXFxWJ77uLiYowfP77KXMF27dohNja22jIUwqKtrY2oqKgqr6v4+HiMGDFCrC0C3759C0dHR7x69QrR0dHo06ePWJ6XyWTC3t4eiYmJeP36tVieszoURSEpKQktW7astd2hJCOJmpTq378/NmzYINbnbN68Oezt7eHt7Y3Ro0fDwcEB+vr6Ah/PZrOxZ88eNG/eXIRREj8biqKwb98+ODs74927dwIfN3HiRISFhYnlNoiysjL8/f0RFBQkkpWacnJyqKiooGXU6kdYLBZWrlwJExMTjBw5Uiw1qSpHkM6ePcu33dTUFFFRUdDV1RV5DCoqKggJCcGQIUP4tt+5cweOjo7Vti0TtmfPnsHW1hYAcPz4cbRr107kz/ktBoMBKysrvH79Gk+ePBHrcwNf2q1VFrKVl5cX+/MLi/QNyRA8lR9Mq1atEtlzMBgM9OvXD15eXhg4cGCVgoAVFRX4559/cOjQIfzzzz+1TphdsmSJ2L7NET+HgoICzJo1CydPnhT4GBUVFWzatAmDBw8WYWRVycrKYubMmdi9ezfMzc3RtWtXoZ6/TZs2eP78udg/jAXBYDAwdepUaGtrw8XFBUFBQXX6klcX7969g4eHR5XEYODAgdi9e7dY2wPJy8tjz549mD9/PkJDQ3nbnz9/Djs7Oxw5cgTGxsYiee4bN25g9OjR6NixIwIDA/m6LIhbv379kJiYKNb2c58/f8arV6/QuXNnqZ9mQ0bUpJyfnx9Gjx4tknPr6Ojg1KlTOHLkCKysrMCoqEDOzVvIjDuDzLjTyL5+AxSHgz/++APBwcE4e/ZsjStpnJycRBYn8XN68uQJhg4dWqckrVOnTjh9+rTYk7RKTCYTkyZNwoMHD3Dp0iWhnpvBYKBJkybVdk+QFCNGjEBAQABGjhyJpKQkoZ8/JSUF9vb2VZK04cOHIzAwkJYejiwWC2vWrMH06dP5tr99+5Z3a1DYTp48CVdXV/Tr1w+hoaG0JmmVevbsCUVFRaG/7qvz6dMnvH37Fh07dpT6JA0giZrUYzAYWLZsGYYOHSrU8xoaGuLEiRPo1q0bSj9m41VwCG6PGY8nK1Yjdc8+pO7Zj6er1uK2z3i8CgpGyfsP6NixY7UtSBgMBoqKihAfHy+Rt2YI6RMZGYlhw4bVaV6Wq6srYmNj0bJlS9EFJiAPDw/k5+fjxIkTQj2vnp6eWG6pNYSFhQWvkb0wP7QfPHgABweHKj1XJ02ahI0bN9I6p5fBYGD27NlVFlHl5eVhxIgRQq05d+DAAfj6+mLUqFHYuXOnRM0H7tChAwwNDXHmzBmRrQT++PEjcnNzRToHUdxIotYIsFgsbN26Fb179xbK+dTV1RESEoLmzZsj//ET3Js+E2+iolH+qerKMk5BAd5Ex+Le9JnIe/AQ2traCAkJ4aslRFEUzpw5A09PT/Tu3RsrV66sUxsfgqhUUlKCuXPnYtq0aQL3kpWXl8fGjRuxfv16WkZUajJs2DCoqakhJCREqOdt2rQp3r9/L9RzClu3bt1w5MgRLFmyBFFRUQ0+36VLl+Ds7Izs7Gy+7YsXL8bChQslZlRl9OjR2LFjB2RkZHjbiouLMXr06Ab/f6ioqMCKFSuwaNEiBAQEYNmyZUJfxSwMhoaGMDU1RWxsrNBry719+xalpaUS8WVMmCTvp0jUi4KCAg4ePCiUdhjTpk1D69atUZiaisd/LgenoPCHx3CLPuPJXytR8Pw59PX1MWvWrGr3y8rKwo4dO9C/f3/Y2NggJCREIksLEJInLS0NDg4OdUpsWrZsiePHj2PEiBEijKz+fvvtN3Tr1g07d+4U2oeWhoaGWFcV1pehoSEiIyNx8OBB7Ny5s94jLLGxsfD09OQrf8Jms7F161ZMmDBBWOEKjZ2dHYKDg/lKLHE4HEydOhV79uyp1znLysowbdo07Nu3Dzt27ICvr6+wwhUJLS0tDBo0CFFRUULrV/v69Wuw2Wzo6ekJ5XyShCRqjUjlt3MdHZ16n0NBQQHDhw8HACRv3wVusWCjFgBQUVaGF1t3APjS9+9HvePu3LmDuXPnwsTEBFOmTMHly5clono3IXnOnz+PIUOG4MGDBwIfM2TIEJw+fRqdOnUSYWQN16VLF1hbW2Pjxo1C+9AyMDCgtSSCoDQ1NREeHo7r169j8eLFdWpBBwAHDx6En58fXyHZyi+tTk5Owg5XaPr164eIiAhoamrybf/zzz+xYsWKOiWtBQUF8PT0xPnz5xESEgJ7e3shRysaSkpKsLe3x/Hjxxs8rzI5ORkqKiqNth0hSdQaGT09PYSEhNS7wa6dnR1UVVVR8Ow5ilLqXpepOD0Dnx4mQUlJSeA3ypKSEvz9998YOXIkzMzMsH79eqn4kCFEj8PhYNWqVfD29ha4ywCLxcKiRYuwb98+qKioiDZAITE0NIS3tzc2btwolMUACgoKKC0trXPiQwdFRUUcOHAAJSUlmDhxokC3tCmKwrp16xAQEMCX1KipqSEsLAwDBgwQZchC0a1bN0RHR1dZgLVz5074+/sLNJ83KysLTk5OeP78OaKiomBubi6qcEVCRkYGzs7OiI+Pr3crtCdPnkBXVxfq6upCjk5ykEStEerQoQMOHDhQr0a7zs7OAIDM02fq/fyZcWf4zlUXGRkZ2LRpE/r27QtnZ2eEh4fTUsmboN+HDx/g6uqK7du3C3yMtrY2IiIi4OvrKzHzkgSlpaWFqVOnYseOHULp32lkZISUlBQhRCZ6bDYba9euRfv27eHu7l5rUs7lcjF37lxs3ryZb3vz5s0RExMjtvIPwtCmTRvExsaiQ4cOfNvDwsIwZsyYWgsEJycnw9bWFmVlZTh+/LjEjxzXhMFgwM7ODvfv38fLly8FPq6iogIPHz5EmzZtpLpTjyBIotZI9e3bF1u2bKnzcZXFaAuePKv3cxc8fcZ3rvpKSEjAjBkz0L17d/j7++PGjRu09gwkxOfmzZuwsrLCtWvXBD6mb9++OHPmDH755RcRRiZaSkpK8Pf3x5EjRxqcZDGZTMjLy0vNFx0Gg4GZM2fC0dERzs7OePPmTZV9SkpKMGHCBL6aZABgbGyMmJgYkdUkEyUdHR1ERUVVed1euHABrq6u1Satt27dgp2dHXR1dasdlZNGlpaWePPmjUBlW8rKyvDo0SN06tSpXgMS0oYkao2Yra0tli5dWqdjKr+ZcBvQ6qXyWGG16ygqKsKxY8fg6OgIc3NzbNmypdo3cUL6URSF3bt3w9nZuU6jSpMnT8bRo0cbxRwVGRkZTJ8+HRcvXsTdu3cbdC4DA4Mq5Soknbu7O+bOnYsRI0bw1UPLz8+Hh4cHTp8+zbd/jx498Pfff0v1JHJVVVWEhobCysqKb/utW7fg6OiIzMxM3razZ89i5MiR6Nu3L44ePdqobvmZm5ujvLwct27dqnGfoqIipKSkoEuXLhK5qlUUfo6r/ImNGzeuTiufKldOsRpQxqDy2MLCH68WratXr15h7dq1+OWXX+Dm5oaYmBix9g8kRCc/Px/jxo3DX3/9JfDcKlVVVQQFBWH+/PlS2fu2JgwGA+PHj8ezZ8/w77//NuhcGhoaVcpWSLpBgwZh69atGDt2LK5du8abi5WQkMC334ABAxAWFiaVjba/V9kX1dXVlW/7s2fPYGdnh+TkZBw+fBhjx47FyJEjxd5lQVxMTEygqqpa7es+NzcXmZmZVW4VN3YkUfsJBAQECLwSqHKkSrlD+3o/n3L7Ly1sRFl4k6Io/Pfff/Dz80OPHj0wb9483L17l9walVKPHj3irdIUVJcuXXDmzBkMGjRIhJHRa+TIkSgpKUFMTEy9z9G0aVORNYMXpR49eiA4OBizZs3CoEGD8PjxY77HnZ2dceDAASgqKtIUofCx2WysW7cOU6ZM4dv+5s0bWFlZYd68eZg7dy6WL19epZ1fY9K2bVsYGRkhLi6O957+/v175OfnN6pCtoIiidpPgMlkYuPGjfj1119/uG9kZCQAQHeI1Q/2rJnu0C/teSIiIup9jrrIz8/H4cOHMWzYMAwYMAC7d++W+IKfxP+FhYXB1ta2Ts3KPTw8EBMTAwMDA9EFJiEGDx4MbW1tBAUF1fuLSIsWLaTuFijwpV9jQUFBlRFBX19fbNq0ia9wbGPBYDAwb948/Pnnn3zbS0pKICsriy5dukjdQpn6aNGiBfr06YO///4baWlp4HA4MDQ0pDssWpBE7SchJyeHwMBAdOzYsdb9YmNjkZeXB+V2baHUpnWdn0dBvwVUu3RGUVGRUCqO19Xz58/x119/wdTUFF5eXoiLi0NZWZnY4yB+rLi4GLNnz8bMmTPr1GVgy5YtWLNmDeTl5UUcoeQwMzND7969sX379nqV3FBSUsLnz5+lasT5ypUrcHZ2Rk5ODt/2hQsXYtGiRY1+ftKYMWOwYcMGvqSsrKwMnp6eiI6OpjEy8dHQ0EDHjh1x/vz5RnF7u74a9yud4KOsrIzDhw/XukKopKQE4eHhAACjyZPqNFeNKScH46mTAQBRUVEimaMmKC6XiwsXLmDcuHHo2bMnFi9ejEePHtEWD8Hv1atXsLOzw5EjRwQ+plWrVjh58mS9yr40Bh07doSDgwM2bNggcGL7LSMjI6lp3Xby5EmMGjWK7z2EyWTC1NQUSUlJQisMLMk+fvyI4OBgqKio8H0p4XA4mDx5Mvbv309jdOLx4sULNG/eHF5eXjhx4gQ+ffpEd0i0IInaT0ZHRwehoaFQU1OrcZ8tW7YgNTUVTVq3QselAWALUDyXpaSEjosWQLmtMV6/fo0NGzYIMeqGycnJQWBgICwtLWFpaYnAwMAq39IJ8Tl79iyGDBlSp8TZ2toap0+f/ukmEX+vRYsWGDt2LDZt2lTnDy0WiwUZGRmJX3xz6NAh+Pr68o2Ey8vL4+DBg7zb3ZVN7Rurly9fws7ODvn5+Th9+jQiIyOrrO5csmQJVq1aJVWjpIKiKAqPHj2Cnp4eVFVVwWaz4ezsjEuXLvGtgP1ZkETtJ2RkZISgoKAabx1RFIX8/HxQFAWV9u1hsnUjWrg4Qaaa5E5GVQV6Tg4w2bIBql064927dxg1apTETl5+9OgRFi9ejB49emDcuHG4cOGCQBXAiYbjcDhYsWIFfHx8BP6QZbPZWLp0Kfbs2VPvbhuNjYaGBqZPn47du3fX+UOrZcuWSEtLE1FkDUNRFDZs2IAFCxZU6TZw7NgxDBw4kDd/y9raGi4uLnj37h2NEYvG3bt3YWdnB3V1dRw/fhyGhoYwMTFBTExMlRIk27dvx+zZsxvVexiXy0VSUhLatm3Lt1CEwWDAxsYGjx8/lpqRYWFpPOvZiTrp1asXduzYgXHjxvH119TV1UVoaCjatWvH2yaroQFDDzfojxyOvLv3UJadA4CCrIYG1Ey6g/l1Qu+jR4/g7e0t0tWewlJeXo64uDjExcVBW1sbTk5OGD58uFQWzJQGWVlZmDRpEq5fvy7wMTo6Oti9ezd69eolwsikk4KCAvz9/bF9+3ZYW1vX6XWrpqaGnJwciZrzw+VyERAQgODgYL7tOjo6OHLkCN/7EQB4e3tDW1sbw4cPR2BgYKP5vb1w4QJ8fX3x66+/Vim/YWRkhNjYWHh4eODp06e87UePHkVOTg527Ngh9eU6SkpKkJycjM6dO9e4YOKPP/5AQkICiouL0aVLFzFHSA8yovYTGzx4MFasWMH7d/v27XH8+PEqb4oAkJ6eDorBgEYvU+gMtoTOYCto9O4FsFg4d+4c3N3dYWVlJRVJ2veysrKwc+dO/P777xg2bBgOHz7cqG+riFtCQgKsrKzqlKSZm5vj7NmzJEmrBZvNxrRp03Dp0qVaC4R+T1tbGx8+fBBhZHVTWlqKiRMnVknSjIyManw/AoAhQ4Zgw4YN8Pb2xs2bN8URqkgdPXoUPj4+cHR0RGBgYLVJl66uLqKioqr8Xpw9exbu7u5SPYersLAQr169qjVJq2RmZoaKioo6vadIMzKi9pPz9PREZmYmbt26hcDAQKiqqla734wZM/D69WuYmppCTU0NDAYDeXl5uH37dqPqEnD37l3cvXsXS5cuxZAhQzB8+HCYm5s3+hVmokBRFHbu3InVq1fzjdr+yLRp0+Dv79+o60QJC4PBwJgxYxAREYG8vDyBa8rp6urizZs3tFfzLygogI+PT5VWYSYmJggODv7hqF+vXr0QFBSEMWPGYN68eRg6dKgowxUJiqKwefNmrF+/HrNmzcL06dNrTVTU1NRw9OhR+Pr64sKFC7ztN27cgJOTE0JCQqCjoyOO0IUmJycHubm5aN9e8Pqd3bp1Q3JyMi5evIg//vhDhNHRjyRqBObMmYPy8vJae6bt3bsXMTExCAsLE6gXm7QrKSlBdHQ0oqOj0bx5c7i4uGD48OFo2bIl3aFJhU+fPmH69Ok4d+6cwMeoqalh27ZtGDBggAgja5xcXFxw/vx5REZGCrQqVkVFBZmZmaAoiraaXB8+fICHh0eV9xMLCwvs3btX4EK2xsbGCA8Ph7e3N96/fw9vb28RRCsaHA4HCxYswLFjx7B+/foqXQlqoqCggMDAQMyZMwdhYWG87U+ePIG9vT1CQ0PRpk0bUYUtVFlZWSgrK6tXvEZGRlBQUMCJEycwbNiwRltfjiRqBBgMxg8b22poaMDHxwc+Pj549OgRtm/fjitXrvwUqyffvn2LLVu2YMuWLejTpw86dOgANTU1qZ8PIipJSUkYP348Xr9+LfAx3bt3x549expFc2m6DBo0iDcy7uPj88MPrdatWyMlJYWWSu+vX7+Gm5tblSLHjo6O2LhxY50L2ero6CA8PBxjx45FZmYm5s2bJ/Ef2sXFxZg4cSKuXLmCAwcOYODAgXU6ns1mY8OGDdDS0sKOHTt429PT02Fvb4+QkBB069ZN2GELVUZGBlgsFvT19et9Dj09PSgpKSEqKgr29vaNqpVcJQYlJWt7S0tLkZSUhM6dO0NOTo7ucAAAiYmJ6NmzJ91h0CIxMRFdunTBxYsXERYWhvj4+HoV4iSkz/Hjx6t93VMUhaNHjyIgIKBOda68vLywZMkSifm9ro00/M4/e/YMZ86cgZ+f3w8/tFJSUqCvr//DL2qVhHH9SUlJ8PDwqDJPbty4cVi8eHGDphmUlZVhxowZYLPZWL9+vVA7FwjzZ5+TkwMvLy+8evUKwcHBMDExadD59u7di2XLlvFtU1JSwv79+9GvX78GnRsQzes+NTUVqqqq0NTUFMr5iouLceLECdjY2Aj9SzTdv/dk4g1Rb7KyshgyZAiCgoKQmJiIRYsW1Tjxl2jciouLMXPmTMyePVvgJE1BQQHbt2/HypUrpSJJkxbt2rWDi4sLNm7c+MOaaa1bt8bLly/FFBlw7do1ODs7V0nSFixYgCVLljR4LqisrCy2bduGpk2bwsvLi9ai2zVJS0uDnZ0dsrOzcfz48QYnaQAwfvx4bN26lS8xLyoqgqenJ2JjYxt8fmF7/vw5tLS0hJakAV/eT5ycnBAXF9fo7vSQRI0QiqZNm8LX1xcXL17EqVOn4OnpWePCBKJxSU1NhY2NDa+jhSAqGy47ODiIMLKfV/PmzTF+/Hhs3rwZubm5Ne7HYDCgrKwsltWCcXFxcHd3R0FBAW8bi8XCxo0b4efnJ7RblUwmEwEBARgwYABcXFwkqu/vw4cPYWtrC2VlZcTGxqJVq1ZCO7eTkxMOHjzIN5pUXl4OPz8/HDhwQGjP0xCVhWz19fWhoqIi9POzWCw4OjoiISGhUS1yI4kaIVQMBgPdu3fHqlWrcOfOHV7ZC0mfL1IbOTk5ODo6IjIyEg8ePEBycjLu3buH4OBgDBo0qNGvCO3UqRPWrFmDmzdv4vnz53zzXi5cuIChQ4fiyZMnAp/P1tYWp06dQtu2bUURLvGVmpoaZsyYgX379tX6odW8eXORF44NCQnBhAkTqnQb2L9/P0aMGCGS5xw7diwmTpwIFxcXpKSkiOQ56uK///6Dk5MTOnfujIiICDRt2lTozzFgwACEh4fzdZ6hKAqLFi3C2rVrae1iUFnItl27diKd38tgMGBtbY3nz5/jxYsXInsecWrcnzAEreTl5WFnZ4fQ0FDcvHkTc+fOFeo3SHHw8PDArVu3sG3bNpiZmUFTUxMKCgpo2rQp/vjjDwQFBeHatWsCl0WQJq1atUJ0dDTOnTsHDw8P3qTdb2+v/Pbbb5g/f75Ac5xkZGSwfPly7Ny5E02aNBFl6MRX8vLy8Pf3R1RUVK3JdLNmzUSSrFEUhU2bNmHu3Ll8JVpUVVVx9OhRWFpaCv05v2Vra4vVq1fD09MTiYmJIn2u2kRGRsLT0xPW1tY4ePAglJSURPZcPXr0QExMDJo3b863fcuWLZg7dy4tc4mLi4vx5MkTdO7cWWyT/S0sLJCbm4t79+6J5flEiSRqhFg0b94cU6dOxeXLlxETEwNXV1eRvlkJw9y5c7FmzRpoamqiMDUVydt34ab3GCSMcMetMRPw8uAhFGe+g76+Pg4cOCDw0npp0KlTJxw/fhy9e/cGp7AIb4+fxN2pM3F9pAduuHvh0bLlyLl5C7IyMvDy8kJoaGiNLcmALz//qKgojB49WqpHV6URi8XClClTcOPGjRoLhKqrqwv99mdlt4H169fzbdfR0UFUVBR69+4t1OeriZmZGQIDA+tcLkYYKIrCjh07MG3aNPj5+dVrRWt9GBsbIyYmpsqodWhoKCZMmICSkhKRx1ApPz8faWlpAhWyFbbevXuDzWZXqdMnbciqzwageyUInYRx7Z8/f8apU6cQHh4ucb9IXl5eWLlyJSo4HKTs2I338f9UvyODgRYuTjB0dwWXy4WXlxf++aeGfaWEjo4Or7VWzu07eL5+I7g1TEpXatUKHRbNh5ymJk6dOoXx48dXu5+MjAxatGgBQ0ND6Ovrw8DAgO+/6urqUpHASfvvfHR0NBQVFWFlZVXlsZKSEmRmZtY66i3o9ZeWlmLatGk4ceIE3/bWrVvj6NGjtJRhefPmDby9veHl5QUPD486H1/Xnz2Xy8WSJUtw6NAhrFixAp6ennV+zobKzc2Fl5dXldFEMzMzHDhwQOB5YvV93efk5CAvLw+tW7eu87HClJqaitTU1DqXQKlE9+994ys4QkgNRUVFuLi4wMXFBWlpaYiIiEB4eDgyMjJojUtBQQFz584FACRv24kP//5X884UhYzwSDDZbOiPcEFAQIDUJ2oTJ06EtrY2Pj1MwtNVa0DV0vC56OVLPFq8DF3XrIK1tTV69+5dbTuf8vJyvHz5ssYVhk2aNIG+vn61iZyBgQGpWSckDg4O+OeffxAWFlZlbpi8vDy4XC44HE6Dbk8VFhZizJgxuHLlCt/27t27Izg4WKgr/epCT08PkZGRGDNmDN69ewd/f3+RfTkoLi7G1KlTER8fj/3791ebGIuDuro6wsLCMH78eMTHx/O2JyQk8LoYaGtri+S53717Bw6HQ3uSBnz5gqCoqIjY2FjY2tpKxZfCb5Fbn4REMDAwgL+/PxISEhAWFgZHR8dab6WJkr29PVRVVZH/9FntSdo30sMjUfa1Bcovv/wi4ghFR0FBAcOHDwcAvAw8WGuSVqk44w0y404D+DISWR+FhYV48uQJzpw5g3379mHRokXw9vbGgAEDYGRkhG7dusHGxgZ+fn5YvXo1jhw5gsuXL+P169coLy+v13P+rCwsLGBsbIy9e/dWmVzepk2bBk28//jxI1xcXKokaf3790d4eDhtSVolVVVVhISE4MWLF5g9ezY4Ary+6yo3Nxdubm64du0ajh07RluSVklBQQEHDhyo0rHi8ePHsLe3F0l5lvT0dDAYDIkqYK2jowMLCwtERkZK3XsGGVEjJAqTyYS5uTnMzc2xcuVKnDhxAmFhYbh9+7bYYqi8LfLu9FmBj6E4HGSduwD9ES7w8PDAjRs3RBWeSNna2kJFRQX5T5+i6OUrgY97d/Y8Wjg5YOjQoVBXV6+1JER9fPz4ER8/fsSdO3eqPMZisdC8efNqb6kaGBigWbNmUvcNWtR69OgBFRUVbN68GZMnT+bNm2IwGFBSUkJhYWGdF3ykpaXB1dW1SrcBe3t7bNq0SeCiuqImLy+PXbt2YenSpRg9ejT27NkjcLuqH3nz5g3c3d1RXFyM2NhYWro+VEdGRgabN29G06ZNsWvXLt72yppuoaGh6NKli1CeKyUlBerq6j/s00oHFRUV2NraIjo6GsOGDRPaz13USKJGSCxlZWW4ubnBzc0NycnJiIiIQGRkpMhLCVQ2Bs6pY7KVfeMm9Ee41KmxsKTp0KEDACDnetXbl7Up+/gRhSmpUG5rjDZt2og1seZyuUhPT0d6enq1cx3l5eWhr69f7S1VfX39n7ben5GREdzc3LBhwwZMnTqV96HVokULPHv2rE7Fqx8/fgx3d/cqNcvGjBmDpUuXSlwJGyaTiWXLlmHPnj0YPnw4Dh061ODRvsePH2PUqFHQ1NREWFiYyG4p1heDwUBAQAC0tLTw119/8bZnZ2fD2dkZgYGBMDc3b9BzPH36FHp6elBWVm5ouCIjJycHZ2dnxMbGol+/frSP8gqCJGqEVDAyMsL8+fMxZ84cXLp0CWFhYTh79ixfXSZhYLFYkJeXB1VRAW5x3VZGcYs+A4DEr2atTeWHNefz5zofy/0smddfUlKCFy9e1FhTSU1NrcZErkWLFrTdghcHbW1tTJo0CVu2bMH48eN5H1paWlp4//49mjVr9sNzXL9+HaNHj0Z+fj7f9rlz52LKlCkSO5rJYDDg6+sLbW1tODs74+DBg2jZsmW9znX16lWMGTMG3bt3x759+yQ6UfH19YWmpib8/f15pToKCwsxatQobN26FTY2NnU+Z2UhWyMjI6n4fWEymbC3t8fZs2fRsWNHGBgY0B1SrUiiRkgVFosFCwsLXo2c2NhYhIWF4cGDB0I5P5fLRXFxMRQUFMBSVOQlH4JgN/mSoBQVFQklFjpUxs6uR50zlpJ0Xn9eXh7y8vLw8OHDah/X0dFB586d0bNnT3C5XCgoKDS6xs82NjZYv349Bg8eDF1dXQDAy5cv0apVKzCZTCgqKoLFYlW5nXXmzBlMmjSJr20Yk8nEmjVr4ObmJtZrqC8HBwdoaWnB3d0dO3furLGReU0JSGxsLKZNmwYbGxts2LBBYm7x1sbFxQXq6up8pTrKysowceJEZGdnw9vbm2//bwvofq+8vBxPnz5Fx44dwWKxRBi1cDEYDAwePBiXLl3C58+fJfpOSON6tyF+Kurq6vD29oa3tzeePHmC8PBwREVFITs7u0HnffToEUxNTaFp1gfvL8b/+ICvNPua8Y6XVklJSQAATbM+eBMVLfBxcs2aoUmb1igtLUVycrKowhO7Hj16YOzYsRg6dChf/auXL18iODgYhw8f/mE/TWkSHBzM+3urVq0wefJk2NvbV5uk/Pvvvxg3bhxfIVs5OTns3LkTgwcP/uFzURTF+1NRUcH338q/17T9+8frckx1+yooKGDq1KkYM2YMfHx8YGJiAjk5Oejq6qJZ06Zgsdno1KkTKIrirYxlMBgIDAzEihUr4OvriwULFkhVojJw4ECEhYXBy8sLeXl5AL78TBYuXIiKigqMHj0awJeEpk2bNrzHvx0hLS4uRmpqKi010oSlX79+uHXrVq0lOOgeISV11BqA7toqdJLUay8vL0d8fDzCwsJw8eLFeq3qcnFxwebNm1GYnIL7/nMEOoYhI4NegXsgo6oKW1tbWqugN4S8vDwSb9+Gmro67vvPQWGyYCsADT090MLJAZGRkZg2bZqIoxQPLy8vLF++HEwmExSXi4LnL8AtKYGifgvIaWkB+JLYenh4VGkyLu169+6NoKAg3vy9vAcPUZL5DmwlJaj3NAHra7mUdevWYfPmzQD+vxCByWQKlEhJ8kePpaUldu3axUtQi99mgqqogEJzXTCYTFRUVGDhwoV8iW0lBoMBJpMJJpPJ+zuDwaiyvbptwtj3++0/2reoqAj379/njYr269cP+/fv501hKHj+HGW5eZDT1ECTr4sjKIpCUVERMjMzYWxsLKafimg9fvwY2dnZ+O2336p9/PskVZxIotYAkpqsiIM0XPvHjx/x999/Izw8vE69KOXl5XH79m2oq6sjecduZJ07/8NjWnp7Qs/BDklJSbQvx2+oRYsWwdfXF/lPn+HRoqWo+ME8QKVWLdF55XKwFRVgY2NT7cpMaWNnZ4edO3cCAN7EnsDb4ydQ9vHrSC2TCQ3THmg52hsKzXXx4MEDODg4iLXauyi1adMGJ06cgKqqKrKv38CroMMoyczkPc5SVITu0MEwcBsJBouFOXPmIDQ0lMaIhatHjx6IioyErJwcPvx3CekRUShO/1LbUa5ZUzS3tUFzG2sAwLhx4xAXF0dnuELVuXNnxMTEQEFBAR+vXkPakWMozvh/n1hFQ0MYerhBo7cpCgsLMXXqVLx+/ZrGiIWrrKwMgwYNwsKFC8FiscAtKUHBs+dgyslCuW1bML5+CRF3wkYStQaQhmRFVKTp2imKwsOHDxEWFoaYmBjeMH9tRowYgY0bN4LicpG6/8CXUh3V/KowWCwYuLuihZMDysvLefWTpJmWlhbi4uKgp6f3pejtmnXgFBRWu69y+3Zov2AuZFVV8ffff2PKlClijlb42Gw2rl+/Dl1dXaTuP4DME6eq3U9GVQVd1qyEgq4u5s6di5CQEDFHKhpbt26Fk5MTshOu4+naDcA3tza/1WyABYynTUZ2djZMTU2FvrCHLiEhIbCwsEBm3Bmk7tlX7T56DnZo6e2J5ORk9O/fX8wRik7ltWddjEfy1h3V78Rkot2sGdD6tS9OnDgBX19f8QYpQp06dUJcXBzYbDYyIv9GRlQ0b56yXLOmaD1uLDR6m4o9WZOsNdMEIQIMBgNdu3bFihUrkJiYiN27d2PAgAG1lgwICwvD6tWrwWCx0GbCOPTYsQW6NtaQ19GBjKoqFPRbQH/kcJju381L0qZPny71SRrwZSTS3d0dWVlZUO3SGaaBe2E0eSKU27WFjLoaZLW0oNnXDJ3+Woqua1ZCVlUV8fHx8Pf3pzt0obCysoKuri4+p6fXmKQBQPmnfKSFHgNQ/0K/kkZdXR3Dhg0DVVGBlwcO1ZikAcD7+H9QmJoKTU1NWFtbizFK0TE0NISFhQW4paVICz1a435vYk+gNDsbRkZG+PXXX8UYoei0bNmSd+2vDhyqeceKCrzcfxAVXC4GDx4scWVIGmLs2LFgs9l4d+YsXh8O5VtMVvr+A56uWYfC1FSxj6iRRI34qcjLy8PGxgaHDx/GzZs3MX/+/BpbnGzbtg1TpkzB27dvoaCnh9ZjfdBzzw70Dj6AHtu3wMB1BGQ1NPDixQuMGjUKMTEx4r0YEXrx4gVsbGzw77//giUnB+1BA9F17Sr0DgpEr8A9aD93FtS6dkFRURF27tyJ0aNHN5oRlcqJ8O/O/viWd3bCdZTn56Njx471Lu0gSSwsLCAnJ4e8e/dR+l1NtOpknb0AABgyZIioQxOLyrsEuYl3wSmsfhQZAFBRgY+XrwIAevXqJY7QRK5yykb2tYTarx1AWU4Ocm8lQkZGpt79MyWNjIwMbL+WJnkTHVvtPhSHg8wT4r/VTVZ9Ej8tXV1dTJ48GX5+fkhMTER4eDhiY2NR+M2b1N9//43Y2FgcPnyYd4sjOzsbBQUFePjwIYKDgxvFKFp1Kqust27dGp6envj999+hpqYGVVVVyMrKorS0FBkZGTAyMsKiRYuQlpaG9PR0pKWlIS0tDZ/rUYtNElSWoCh+8/aH+1IcDkqy3kNGRQXq6upVqvJLG961v/3xtQNA8de5a7WVb5AmlYsHuAKUmKlMZqShbpgg1NXVAQj2uv+y3xu+46Sdqqoq5BUUUP7pE0reZUG5fTvo2dtCuUN7UBwOcm7ewpvo4yh49lzssZFEjfjpMRgMmJqawtTUFMuWLUNcXBzCwsJw9eqXb8wyMjIwMTHh7d+1a1e6QqVFamoqli5dyvv38ePH0bNnT8jJyaFdu3bVVrCnKAo5OTm8pK0ygav8b0ZGhkj6LApD5aIAtpJg7WXYigp8x0mzymtgKQh27SwFeb7jpF3l6l2l1q1+uK/S15H477sxSCvez17AtkqVvx+N5WdfWWaHpaiIZgP/gNGkCWB8U25Fd+gQaP1mjleHDos9NpKoEcQ3FBQU4OTkBCcnJ2RkZCAiIgLFxcVQUVGhOzSpwmAwoKmpCU1NTb4ktxKXy8W7d+9qTORE3SasNvfu3cPgwYOhZf4r7/ZWTZRat4KCnh4+ffokkubW4nbv3j0AgEZvUzBlZX+44lfr6/ys+/fvizo0sbh06RJyc3Oh3qY1lNu1rXH0RFZLExq/9EJ5eTlOnap5HqM0qfwZav1qhteHQ2udn8hgs6HR5xcA/3/NSLuioiLeIrk2vuPAYLHwJvYEMk+dBltREYaj3KDeswdaeo4Se2wkUSOIGrRo0QIzZsyosv3AgQNCa2AsjTK/KdVQXywWC3p6etDT04OZmVmVx0tKSpCRkVElgav8uyArd+vr2LFjmDlzJjR6mULRQB+f09Jr3LeFkyMAIDw8vFGMLCQlJeHu3bswMTFBs4F/4F3c6Rr3ldfRhqbZL+BwODhy5IgYoxSd0tJShIaGYvLkyWg7czqSFi1B6Xv+Gnls5SZoP28OmCwWTp46haysLJqiFa7//vsPr1+/hqGhIbTM++LjpSs17tvsDwvIqqnh8ePHYu3rK2qHDh1Cz549wZSRQe7de3h1IAgAUArg6ep1MA3cCxkVZbGv+iSJGkHUkZaWFpo3b053GLQRRqL2I/Ly8jAyMoLR1wKb38vPz692JK7y7w1Jmj58+ICIiAi4u7uj45JFeLJ8FYq+Gy1jsNlo6TUKWuZ9UVxcjIMHD9b7+STN3r17sWvXLrTy8UJZTg5yrt+oso+ctjY6LlkEpowMYqOjxfKaEJfNmzfj119/hYmJCUy2bcaHfy8h5+YtUBUVUOvWFc3+GAAZFWW8fv0aixcvpjtcoamoqMCePXuwcuVKGPlNAre4BLm3qiZhmr/2RetxYwAAu3fvFneYIhUTE4MZM2agVatWKHjylO+xirIyFKakQN2kO6mjVhNSR02ykGv/Oa8dkPzrpygKHz58qJLIvX79Gunp6Xj79i2vGXVN5OXlERISwhvty717D9nXrqOitASKhoZo9scAyKqpoqysDOPHj8f58z9eISpNKoseA0D+4yd4d+4CSjIzwVZSgtZv5tAy7wumjAwePnwIZ2dnvgU4dBGkOn9lSZ7vt32/r7KyMhYtWlRjjbSUlBQcOHAAubm5fB0XANTY4kqQ7XXdt6aWWHVptfX9vqtWrYK7uzuAL10J3sf/y+tM0GzgADT5OjcvIiJCrInat3Fzudxq//ujxwRJd7y9vbFixQrk3X+AR4uX8bYz5eXRK3BPvfogNxRJ1BpA0j+wRIlc+8957YD0Xz+Hw8Hbt29rTOQqJ5TLyckhICAArq6uUPjaMulbjx8/xqJFi3D9+nVxX4JYTJgwAdOnT692fiZFUcjNzUV6+pfbwvVpXVRTIiVoy6Tvt4lafn7+TzVXtabbe3S2Umqo0tJSFBQUID8/n/fn238XFBSgrKwM/v7+kJOTQ2bcGWTGfZmjZuDuCrVu9CwkI7c+CYL4qbDZbBgYGMDAwKDax4uLi/kSuK1bt8LAwAD9+/fHzZs38fHjR5w4caJRzc2pzp49e3D48GE4ODjAysoKampqMDY2hoqKChgMBjQ0NHjlPH4GL168kOovKHX1bTKWl5fHK8EirUka8OXLl5ycHLS+9uqtDUVR0B06GLpDB/Nto+P6SaJGEATxDQUFBbRt2xZt27at8hhFUejXrx/69etHQ2T0+9mSFeKLlJSUn+7n/m1CVlJSAnl5edqSVJKoEQRBCMjAwKDaBO5nkZiYSHcIBCF2jx49ojVRJS2kCIIgCIIgJBRJ1AiCIAiCICQUSdQIgiAIgiAkFEnUCIIgCIIgJBRJ1AiCIAiCICQUSdQIgiAIgiAkFEnUCIIgCIIgJBRJ1AiCIAiCICQUSdQIgiAIgiAkFEnUCIIgCIIgJBRJ1AiCIAiCICQUSdQIgiAIgiAkFEnUCIIgCIIgJBRJ1AiCIAiCICQUg6Ioiu4gBFFaWoqkpCR07twZcnJydIdDEARBEAQhclKTqFEUhbKyMsjKyoLBYNAdDkEQBEEQhMhJTaJGEARBEATxsyFz1AiCIAiCICQUSdQIgiAIgiAkFEnUCIIgCIIgJBRJ1AiCIAiCICQUSdQIgiAIgiAkFEnUCIIgCIIgJBSb7gCErbLeGkEQBEEQhLSoqU5so0vUysrKkJSURHcYBEEQBEEQAqup81KjK3hLRtQIgiAIgpA2NY2oNbpEjSAIgiAIorEgiwkIgiAIgiAkFEnUCIIgCIIgJBRJ1AiCIAiCICQUSdQIgiAIgiAkFEnUCIIgCIIgJBRJ1AiCIAiCICQUSdQIgiAIgiAkFEnUCIIgCIIgJBRJ1OqpsLAQw4YNQ0ZGBt2hiNX27dthbW0Na2trrF27lu5wxG7Lli0YOnQorK2tcfDgQbrDocWaNWswb948usMQu1GjRsHa2hp2dnaws7PD/fv36Q5JbOLj4+Ho6IghQ4Zg+fLldIcjVhEREbyfuZ2dHXr27Ik///yT7rDEJjY2lveev2bNGrrDEau9e/fCysoKNjY22LVrF32BUESd3bt3jxo2bBjVqVMnKj09ne5wxObq1avUiBEjqNLSUqqsrIzy9PSkzp07R3dYYnPjxg1q5MiRVHl5OVVcXExZWFhQKSkpdIclVteuXaN++eUXau7cuXSHIlYVFRWUubk5VV5eTncoYpeWlkaZm5tTmZmZVFlZGeXq6kr9+++/dIdFi+fPn1ODBg2isrOz6Q5FLD5//kz16tWLys7OpsrLyylnZ2fq6tWrdIclFlevXqWGDRtGFRQUUBwOh5owYQJ19uxZWmIhI2r1EB4ejiVLlqBZs2Z0hyJWTZs2xbx58yArKwsZGRm0adMGb9++pTsssenduzeCg4PBZrORnZ0NLpcLRUVFusMSm7y8PGzatAm+vr50hyJ2qampAAAfHx/Y2toiJCSE5ojE5/z58xg6dCh0dHQgIyODTZs2oVu3bnSHRYulS5dixowZ0NDQoDsUseByuaioqEBxcTE4HA44HE61TcMbo8ePH8Pc3BxNmjQBi8XCb7/9hgsXLtASC0nU6mHFihUwNTWlOwyxMzY2Rvfu3QEAr169wunTp9G/f396gxIzGRkZbN26FdbW1jAzM4O2tjbdIYnN4sWLMWPGDKioqNAditjl5+fDzMwMO3bsQFBQEI4dO4arV6/SHZZYvH79GlwuF76+vrCzs8ORI0egqqpKd1hid+3aNZSUlGDIkCF0hyI2TZo0wbRp0zBkyBD0798fenp66NGjB91hiUWnTp1w5coV5OXlobS0FPHx8fj48SMtsZBEjaizFy9ewMfHB3PmzEHLli3pDkfspk6dioSEBGRmZiI8PJzucMQiIiICurq6MDMzozsUWpiYmGDt2rVQVlaGhoYGnJ2d8d9//9EdllhwuVwkJCRg5cqVCAsLw4MHDxAdHU13WGJ37NgxjB49mu4wxOrp06eIiorCP//8g8uXL4PJZCIwMJDusMTCzMwMjo6OGDVqFMaOHYuePXtCRkaGllhIokbUSWJiIry9veHv7w8HBwe6wxGrlJQUPHnyBACgoKAAS0tLPHv2jOaoxCMuLg5Xr16FnZ0dtm7divj4eKxcuZLusMTm9u3bSEhI4P2boiiw2WwaIxIfLS0tmJmZQUNDA/Ly8hg4cCAePHhAd1hiVVZWhlu3bmHAgAF0hyJWV65cgZmZGTQ1NSErKwtHR0fcvHmT7rDEorCwEJaWljhx4gQOHz4MWVlZ6Ovr0xILSdQIgWVmZsLPzw/r16+HtbU13eGIXUZGBgICAlBWVoaysjJcvHgRPXv2pDsssTh48CBOnjyJ2NhYTJ06FQMGDMCCBQvoDktsCgoKsHbtWpSWlqKwsBDR0dEYNGgQ3WGJhYWFBa5cuYL8/HxwuVxcvnwZnTp1ojsssXr27Blatmz5U81JBYD27dvj2rVr+Pz5MyiKQnx8PLp06UJ3WGKRkZGBSZMmgcPhoKCgAJGRkbTd9v45vhISQhEYGIjS0lKsXr2at23kyJFwdXWlMSrx6d+/Px48eAB7e3uwWCxYWlr+lAnrz8jCwgL379+Hvb09Kioq4ObmBhMTE7rDEotu3bph7NixcHNzQ3l5OX799Vc4OTnRHZZYpaenQ0dHh+4wxM7c3ByPHz+Go6MjZGRk0KVLF4wfP57usMSiffv2sLS0hK2tLbhcLry9vWn7Ys6gKIqi5ZkJgiAIgiCIWpFbnwRBEARBEBKKJGoEQRAEQRASiiRqBEEQBEEQEookagRBEARBEBKKJGoEQRAEQRASiiRqBEE0SEZGBtq1a4eIiAi+7YGBgZg3b57QnmfAgAF4+PCh0M5Xm8LCQowcORLW1tY4d+6cQMeMGjUKZ86cqdfzFRQUwNPTs17HCurJkyeYP38+gJr/X65evRo3btwQaRwEQdQNSdQIgmgwJpOJNWvW8JqXS7snT54gOzsbp06dgqWlpcif79OnTyJNQisqKrBw4UJMnz691v38/PywfPlylJSUiCwWgiDqhiRqBEE0mLy8PEaPHo1Zs2ahrKysyuPz5s3j6xH47b8HDBiAjRs3Yvjw4bCyskJERATmz58PW1tbODo6Iisri3fckSNH4ODgAGtra0RGRvK2x8fHw8XFBfb29hg5ciTu3r0LANi2bRvGjBkDGxsbzJo1q0pcFy5cgL29PWxtbeHq6ooHDx4gNTUVCxYsQFZWFuzs7KokLR8+fMCkSZMwePBgDB06FMHBwXyPZ2Rk8BXD/fbfHz58gI+PDxwcHODg4IDNmzcDAObPn4+SkhLY2dmBy+UiJSUFPj4+cHR0hJ2dHe9ab9y4AVtbW4wcORI2NjYoKCjA1KlTYWdnBwcHBwQEBKCioqLKdZ4+fRotWrSAtrY23/aioiK4u7tj3bp1AABlZWWYmJggLCysyjkIgqAH6UxAEIRQTJw4EQkJCdi0aRPmzp1bp2NLS0sRHh6OuLg4+Pv7Izo6Gu3bt4efnx+io6Ph6+sLAJCTk0N0dDSysrLg4OCAbt26QUZGBps2bUJwcDDU1dXx4sULjB49mnfL8s2bNzh58mSV3pwpKSlYsmQJjh07Bn19fSQkJGDSpEk4c+YMli9fjr/++guxsbFVYl22bBlatmyJnTt3oqCgAK6urujfv79A1xkeHo4WLVrgwIED+Pz5MxYuXIiCggKsWrUKNjY2iI2NBYfDwdSpU7F27Vp06tQJBQUFGDFiBIyMjAAAL168wIULF6Cnp4eYmBgUFRUhNjYWXC4XS5YsQXp6OgwNDfme9+zZs/j999/5thUWFmLMmDEYMGAAX7V5c3NzBAcHw8vLS6BrIghCtEiiRhCEUDCZTKxbtw729vYwNzev07GVtxf19fWhpaWF9u3bAwAMDAzw6dMn3n4jR44EAGhra+PXX39FQkICWCwW3r9/D29vb95+DAYDaWlpAIDu3btX20D9+vXr6NOnD6/RcmXj8aSkJDAYjBpjvXbtGmbPng3gywjUyZMnBb7O3377DePHj0dmZib69u0Lf39/KCsr813jq1evkJaWxtdLtaSkBI8fP0abNm2gq6sLPT09AEDPnj2xadMmjBo1Cn379oWXl1eVJA0AUlNTq8yBmz17NthsdpXtLVq0wMuXLwW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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cgram = Clustergram(range(1, 10), n_init=100, method=\"gmm\")\n", "cgram.fit(data)\n", "ax = cgram.plot(figsize=(10, 8))\n", "ax.yaxis.grid(False)\n", "sns.despine(offset=10)\n", "ax.set_title('Gaussian Mixture Model (scikit-learn)')" ] }, { "cell_type": "markdown", "id": "ordinary-joyce", "metadata": {}, "source": [ "The result is very similar, though the difference between the third and fourth split is more pronounced. Even here, I would probably go with a four cluster solution.\n", "\n", "A situation like this happens very often. The ideal case does not exist. We ultimately need to make **a decision** on the optimal number of clusters. Clustergam gives us additional insights into what happens between different options, how it splits. We can tell that the four-cluster option in Iris data is not helpful. We can tell that Palmer penguins may be tricky to cluster using K-Means, that there is no decisive _right_ solution. Clustergram does not give an easy answer, but it gives us additional insight, and it is upon us how we interpret it.\n", "\n", "You can install clustergram using `conda install clustergram -c conda-forge` or `pip install clustergram`. In any case, you will still need to install a clustering backend, either `scikit-learn` or `cuML`. The documentation is available at [clustergram.readthedocs.io](https://clustergram.readthedocs.io), and the source code is on [github.com/martinfleis/clustergram](https://github.com/martinfleis/clustergram), released under MIT license.\n", "\n", "If you want to play with the examples used in this article, the Jupyter notebook is on [GitHub](https://github.com/martinfleis/clustergram/blob/main/examples/introduction.ipynb). You can also run it in [an interactive binder environment](https://mybinder.org/v2/gh/martinfleis/clustergram/HEAD?filepath=examples%2Fintroduction.ipynb) in your browser.\n", "\n", "For more information, check [Tal Galili's blog post](https://www.r-statistics.com/2010/06/clustergram-visualization-and-diagnostics-for-cluster-analysis-r-code/) and [original papers by Matthias Schonlau](http://www.schonlau.net/clustergram.html).\n", "\n", "Give it a go!" ] } ], "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": "3.9.2" } }, "nbformat": 4, "nbformat_minor": 5 }