{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# DS2500 Day 17\n", "\n", "Mar 17, 2023\n", "\n", "#### Content\n", "- Overfitting (super briefly)\n", "- Clustering\n", " - K-means\n", " - How do we pick a k for k-means clustering? \n", " - ... similar to how we pick a polynomial order, but not exactly\n", "- Principal Component Analysis\n", " - removes correlation between features\n", " - attempts to \"squish\" many features into a fewer features\n", " - loses fidelity to original features (fewer features are only an approximation of the many)\n", " - you can build a 2-feature scatter \"map\" of N > 2 features, nifty for data viz\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Overfitting\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Overfitting: Post-Mortem\n", "\n", "What went wrong here?\n", "\n", "According to this model, we'd predict some new, unseen data point with $x \\approx 1.8$ would have an estimate of $\\hat{y} \\approx -3$. \n", "\n", "\n", "\n", "**Overfitting:** When a model (over)fits the given training data in a way which harms performance on some new, unseen datapoint. \n", "\n", "Overfitting is characterized:\n", "- qualitatively\n", " - the model has behaviors which isn't expected of new samples\n", " - \"upside cat ears\" above\n", "- quantitatively\n", " - performance on unseen data is lowered\n", " - cross validation\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Preventing overfitting:\n", "\n", "| | Underfitting | Proper fitting | Overfitting |\n", "|:------------------------:|:------------------------------------------------------------------:|:-------------------------------------------------------------------:|:-----------------------------------------------------------------:|\n", "| Training Set Performance | Bad | Good | Suspiciously Good |\n", "| Testing Set Performance | Bad | About as good | Bad |\n", "| Model Complexity | Simple | balanced | Overly complex |\n", "| | | | |\n", "\n", "In many problems, we are building the classifier / regression model to predict new, unseen samples. Given this:\n", "\n", "**\"proper fit\" is the model which maximizing the performance on a testing set (e.g. cross validated accuracy or cross validated $r^2$)**\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Clustering\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## What does Clustering do?\n", "\n", "It identifies sub-groups within a population.\n", "\n", "It doesn't necessarily find the sub-groups with some particular application meaning (e.g. penguin species below)\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_penguin = sns.load_dataset('penguins')\n", "df_penguin.dropna(axis=0, how='any', inplace=True)\n", "\n", "sns.set(font_scale=1.4)\n", "sns.scatterplot(data=df_penguin, x='flipper_length_mm', y='bill_length_mm', hue='species', s=100)\n", "plt.gcf().set_size_inches(12, 6)\n", "plt.suptitle('penguin species');\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df_penguin, x='flipper_length_mm', y='bill_length_mm', s=100)\n", "plt.gcf().set_size_inches(12, 6)\n", "plt.suptitle('penguins (what is their subgroups membership?)');\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Clustering examples:\n", "Clustering partitions a set of samples into clusters with similar characteristics:\n", "\n", "- **Disease characterization**\n", " - Given a population of clinical features of people with Schizophrenia:\n", " - severeity of symptoms\n", " - clinical scores\n", " - physical, emotional, cognitive symptoms\n", " - brain imaging\n", " - disease progression\n", " - age onset\n", " - Maybe we can identify k distinct sub-types of \"Schizophrenia\". (Is it really one disease or maybe it is many diseases which science cannot yet distinguish?)\n", " \n", "- **Network Analysis**\n", " - Given a measure of distance between users in a social network:\n", " - number of messages between each pair of users\n", " - can we identify cliques?\n", " - clique: subgroups of people who often communicate with each other\n", " \n", "- **Email filtering**\n", " - Given features about email\n", " - domain of sender\n", " - user response time\n", " - keyword inclusion\n", " - ✔️𝐀𝐂𝐓 𝐍𝐎𝐖, 𝖦𝖾𝗍 $𝟤𝟧𝟢,𝟢𝟢𝟢 𝗈𝖿 𝖳𝖾𝗋𝗆 𝖫𝗂𝖿𝖾 𝖢𝗈𝗏𝖾𝗋𝖺𝗀𝖾 𝖺𝗌 𝗅𝗈𝗐 𝖺𝗌 $𝟣𝟧/𝖬𝗈👀\n", " - Can we identify subgroups of email to automatically sort them for users?\n", " - personal email\n", " - professional email\n", " - spam\n", " - some other group of emails which is user specific\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Happy Birthday K-Means Clustering!\n", "\n", "### Goal:\n", "- Celebrate birthdays on only k days of the year for N total people \n", " - k < N so that at least one celebration is shared among people\n", "- Ensure celebration days are as close as possible to actual birthdays (on average across people)\n", "\n", "### Notes: \n", "- its helpful to represent a birthday as \"days since start of year\"\n", " - see cell below\n", "- We will celebrate this year's birthdays this year (other year celebrations can't be used!)\n", " - birthday on Jan 1 (`days_bday=1`), celebrated on Dec 31 (`days_celebrate=365`)\n", " - has distance `364`\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "273" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from datetime import date\n", "\n", "year_start = date(year=2022, month=1, day=1)\n", "\n", "# put in your birthday below (or make one up)\n", "bday_2022 = date(year=2022, month=10, day=1)\n", "\n", "bday_days = (bday_2022 - year_start).days\n", "bday_days\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# K-Means Clustering\n", "\n", "Approach:\n", "- alternate between:\n", " - pick cluster centers (centroids) as the average of all samples in each cluster\n", " - assign each sample to the closest cluster centroid\n", "\n", "## Demo 1\n", "Shows each step above seperately: \n", "\n", "https://www.naftaliharris.com/blog/visualizing-k-means-clustering/\n", " \n", "## Demo 2\n", "Nicer data / interactivity:\n", "\n", "https://user.ceng.metu.edu.tr/~akifakkus/courses/ceng574/k-means/\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# K-Means Clustering (detail)\n", "\n", "### Approach:\n", "- alternate between:\n", " - pick cluster centers (centroids) as the average of all samples in each cluster\n", " - assign each sample to the closest cluster center\n", " \n", "### Q1: How do I pick the initial centroids?\n", "Either:\n", "- randomly\n", "- pick the k-th cluster centroid as the furthest sample from first k-1 centroids\n", "\n", "### Q2: How do you measure if your clustering did a good job?\n", "\n", "### Q3: Will K-Means eventually stop iterating?\n", "\n", "### Q4: How do I pick a K which is best for my data?\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Q2: How do we measure how good the clustering is?\n", "\n", "Bad clustering (lines from samples to centroids are long)\n", "\n", "\n", "Good clustering (lines from samples to centroids are short)\n", "\n", "\n", "A good clustering gives centroids which are close to each of the samples which belong to its cluster.\n", "\n", "We can quantify the quality of a clustering by computing the average line length (squared distance from each sample to its centroid):\n", "\n", "$$\\frac{1}{N} \\sum_i \\sum_{x_j \\in i} ||x_j - c_i||^2 $$\n", "\n", "where $N$ is the number of observations, $c_i$ is the cluster centroid of cluster $i$ and $x_j \\in i$ are all the samples $x_j$ which are in cluster $i$.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Q3: Will K-Means Clustering eventually stop iterating?\n", "\n", "Yes, its garaunteed to! :)\n", "\n", "### Definition:\n", "\n", "**\"Clustering\"**: a particular assignment of samples to k sub-groups\n", "\n", "#### Proof Sketch:\n", "\n", "##### Idea 1: We'll never return to a particular clustering as we update\n", "K-means approach:\n", "- alternate between:\n", " - pick cluster centers as the average of all samples in each cluster\n", " - **this moves cluster centers closer, on average, to the points in their cluster**\n", " - assign each sample to the closest cluster center\n", " - **this moves cluster centers closer, on average, to the points in their cluster**\n", "\n", "##### Idea 2: There is a finite amount of clusterings \n", "$N^k$ for $N$ samples and $k$ clusters\n", "\n", "##### Putting it together:\n", "Given we can't repeat any of the clusterings, we'll eventually run out and K-means will stop.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## K-means: implementation\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "sns.set(font_scale=1.5)\n", "\n", "df_penguin = sns.load_dataset('penguins')\n", "df_penguin.dropna(axis=0, how='any', inplace=True)\n", "\n", "sns.scatterplot(data=df_penguin, x='flipper_length_mm', y='bill_length_mm', s=100)\n", "plt.gcf().set_size_inches(12, 6)\n", "plt.suptitle('all penguins (no groupings)');\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n" ] } ], "source": [ "from sklearn.cluster import KMeans\n", "\n", "# k in k-means describes the number of clusters\n", "n_clusters = 3\n", "\n", "# extract x features (define distance between samples)\n", "x_feat_list = ['flipper_length_mm', 'bill_length_mm']\n", "x = df_penguin.loc[:, x_feat_list].values\n", "\n", "# perform clustering\n", "kmeans = KMeans(n_clusters=n_clusters)\n", "kmeans.fit(x)\n", "y = kmeans.predict(x)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'clusters of penguins (similar features)')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df_penguin, x='flipper_length_mm', y='bill_length_mm', s=100, hue=y, palette='Set2')\n", "plt.gcf().set_size_inches(12, 6)\n", "plt.suptitle('clusters of penguins (similar features)')\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'actual species of penguins')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=df_penguin, x='flipper_length_mm', y='bill_length_mm', hue='species', s=100)\n", "plt.gcf().set_size_inches(12, 6)\n", "plt.suptitle('actual species of penguins')\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Clustering is unsupervised\n", "\n", "Notice: there is no `y_true`, the ground truth target variable taken from `df_penguin` or passed to `.fit()` below:\n", "\n", "```python\n", "# extract x features (define distance between samples)\n", "x_feat_list = ['flipper_length_mm', 'bill_length_mm']\n", "x = df_penguin.loc[:, x_feat_list].values\n", "\n", "# perform clustering\n", "kmeans = KMeans(n_clusters=n_clusters)\n", "kmeans.fit(x)\n", "y = kmeans.predict(x)\n", "```\n", "\n", "| | Input Features per sample | Output Features per sample | Supervised | Penguin Example |\n", "|:------------------------:|:-------------------------:|:--------------------------:|:----------:|---------------------------------------------------------------------------------------|\n", "| Classification | 1+ numerical features | one categorical feature | True | Given `body_weight_g`, `flipper_length_mm` estimate `species` |\n", "| Regression | 1+ numerical features | one continuous feature | True | Given `body_weight_g`, `bill_depth_mm` estimate `flipper_length_mm` |\n", "| Clustering | 1+ numerical features | one categorical feature | False | Identify k groups of penguins which have similar `body_weight_g`, `flipper_length_mm` |\n", "| Dimensionality Reduction | N numerical features | < N numerical features | False | Find 2d vector which best represents all 4 of penguin's body/flipper/beak features |\n", "\n", "A **supervised** method is one whose output features are observed in some input data set. Notice:\n", "- To build a penguin species **classifier**, we must observe the species of penguins in our data set\n", "- To build a **clustering** of penguins, no output feature needs to be observed\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# scattering a clustering of more than 2 features ...\n", "\n", "... yields a funny graph, why?\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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KZ511FmeddRZJSUn4fD42b97MggUL8Hg8PPLII5jN5gpZ2etzDqoNn8+Hruv069ePMWPG0Lt3b+Lj4/H5fGRlZbF06VJ27txJXl4ef/zjH5k/f36NsxWysrL4wx/+QGFhIRdeeCFjxozB4XCwf/9+PvzwQwoKCti9ezdPPvkkzzzzTKXP8dZbb/Haa68BoCgKF1xwAePHj8dqtZKWlsann37KBx98UKFzoS5KOy1LA/9Ro0YxefJkunTpgqIo5Ofns2/fPlavXl2hk7FUXl4eV1xxRbizJzo6mhkzZjB06FCioqLCf/P3339fLvdGKb/fTygUolu3bowbN45+/fqRkJCApmlkZWWFt39zu93ce++9fPTRRwwbNqzcc9T22vPKK6+wd+9eXnjhBaCko27GjBk1vl9PPvkks2bNAiAmJoYLLriAoUOH4nA4OHnyJEuXLmXt2rWkp6dz/fXXM2/evGoHDiL9XkVqxYoV3HXXXeGOlFGjRnHuueeSmJhIZmYmX3zxBXv37iUzM5PrrruOTz/9tMaBlP/85z989dVX9OzZk0suuYQePXrgcrn49ttvWblyJZqm8Y9//IMRI0bU+Fz1lZubG77m2Ww2yfjfnuhCtDDTp0/XU1NT9fPOO6/CY9u3b9dTU1P11NRU/de//rWempqqX3fddRXKLV26NFxuzpw5FR5/4oknwo8//fTTeiAQqFDG7/fr999/f7jcRx99VOe/6brrrgs/T2pqqv7cc8/pmqaVKxMKhfTbbrstXOaNN96o9Lm2bt2qZ2dnV/laPp9P/+c//xl+nrlz51Za5owzztBTU1P1s88+u0Jbyvr000/Dz/X6669XePy9994LP/7nP/9Zd7vdFcpomqY/99xz4XLPPvtsla9XkzfeeCP8PJMnT9bT0tKqLLt9+3b92LFjFX5fWr+yY0fXdf3ss88Ovzc1qa7sW2+9VePnqesl78/69esrfaymtpaVmZmpjxgxosb3ZuvWreHPf+LEibrf769Q5tRj9oknntBDoVCVr1167Pbv319/7733Ki1TXFys33TTTeHnXLFiRYUy8+fPL/f5HjlypEKZDRs26MOHDy/XvjVr1lTZtprcfPPN4ee58847dZ/PV6HM559/rg8YMEBPTU3VTz/9dP3EiROVlinbposvvljPycmpUO7bb78Nlzn//PPr3O6y/vOf/4TblpWVFf79mjVranUMRaLssVGdhjw3rFixotLzdKljx47p5513Xvg9cDqd9Wq7rpd/71588cV6ly17bAwcOFBfuHBhlc/ndDr1SZMm6ampqfrIkSP1tWvXVlouPT1dnzx5sp6amqoPHz5cz83NLfd4Q5yDInHs2LFqz8W6rutffvll+Dv04IMPVlrm6NGj5d6nkSNH6lu2bKlQ7siRI/rIkSPD7+Xx48crlDl8+LA+ZMgQPTU1VR88eLD+/fffVyiTnZ0dPm4i/ayrsmjRovBzPPLII9WW3bx5c6Xnmd/97nfh5/jNb36j5+fnV1pf0zR9yZIlFX6fn5+vb9y4sdrXXr16dfj8Wd05oTbnjdp8V3Rd15csWRIuf+ONN+p5eXmVlvv444/D5e6+++5q2xnJ9ypSTqdTHzduXPh533nnnQplAoGA/vDDD4fLXHbZZZU+1wMPPFCujffff3+l57LHH3884uOnIbzyyivh17vjjjsa/fVEyyEJ/0SLUzpSf/DgQU6ePFnusdKp/B06dODqq68GYMuWLfh8vkrLlX2+UtnZ2eGpseeccw73338/RmPFSTAmk4l//vOfdOvWDSjJNdAQxo4dyz333FNhrZ+qqtx///3hn0+d8lxq2LBh1fZ+m81mHnzwwfCoyhdffFFpmfPOOw8o2Z+3uuncpVP+Kxvt9Pl8vP766wAMHTqUp59+utJRO0VRuOeee8IzND7++OMKn1kkXC4Xb731FlDy+bz22muVrkUsNWTIEFJSUmr9Og3l8OHD4X9feeWVVZZTFKVea21Lvf322xQXF2MwGHj11VerfG+GDRsWzttw/Phxvvnmm2qfd/DgweER78rs3LkzvIzlxhtv5De/+U2l5RwOB88991x4zW9l36l33303/O+nn346/P0r64wzzuDPf/5ztW2OVFpaGj/88ANQsmf9M888U+n60ssuuyx8znG5XHz44YfVPq/JZOLFF18kMTGxwmPTp09nxIgRABw4cKDeU1RLszVDyayJTp061ev5GkJDnxsmTpxY6Xm6VEpKCo888ghQ8vksW7asIf6MRnP99ddXuqyt1Keffho+Lp5++ukqly716NGDJ598EihZyva///2v3ONNdQ5KSUmp9lwMMHPmzPA1ZOHChQQCgRqf96GHHqp0DXS3bt245pprAAiFQqxevbpCmffffz88nfyPf/xjpUvpOnbsyPPPP19lYrTaKJ31BNW/1wDDhw+vcJ7ZtGkTK1euBEo+11dffbXK5QyKolQ6u6d07Xh1xo4dy29/+1ugZD1/Q02Rr40XX3wRgM6dO/PKK68QHx9fabmrrroqvNRw8eLFNba1pu9VpObOnRuewXH++eeH36+yjEYjjz76aPi437FjR6VLNcrq3bs3jz/+eKXnsrvvvhur1QpUff/XUI4ePcobb7wBlBxLt9xyS6O+nmhZJPgXLU7Zm5yyQXzZn0ePHh1eIuD3+9m8eXO5cqWJnTp16kSPHj3KPbZo0aLwTcdNN91UbVtMJhMXXHABAOnp6RXWXdZFZUmzSvXo0YPOnTsDJUFBXRkMhvAN07Zt2yqd+l527X7ZNf1lHT9+nPXr1wMl7/mpQcUPP/wQvkDeeOONNS6LKL3xKy4uDi+5qI2VK1dSUFAAwIUXXljjzWZzKxvslE41biy6rvPll18CMG7cuArLM051wQUXhG9Afvrpp2rLXnvttdV+tqUdTIqiVHqTVFZsbGz4Jnz9+vXl1noePXo0vFxn8ODB1eZquOKKKypdL1tbpVPSoeTGsfTmqzK/+93vwp12ZetVZvLkyXTv3r3Kx8sucdq/f3+kza1A0zQefvhhAoEAQ4cO5brrrqvzczWkpj43AOWCnm3bttXpOZpKTZ9T6XeqZ8+eTJkypdqy48aNCyeiPPW73JTnoEicfvrpQMnytaoSwJVKSEjgwgsvrPLxst+hyq6XpR2SJpOp2vd7wIABDbKEqOy5oy7vden5G+DWW2/FbrfXu01VKf0coOm/K2lpaeHP/uqrr67x7yw9N1TVyVNWQ53/yp7fqwuMDQYDN998c/jnb7/9ttrnvfrqq6tMXhgVFcWQIUOAksSXdRkgiYTb7eb222/H4/EAcM0111RY+iHaNlnzL1qcsiP1a9euZebMmUDJib90hHrMmDEkJyfTs2dP0tPTWbt2bfhGoKCggLS0NIBKg4eyo9zHjx+vkHjvVIWFheF/HzhwoMZ1ijUZPnx4tY8nJyeTlZVV7nVPpWkaS5cuZfHixezevZvs7GxcLleFhFpQMgpWXFxcIcPyyJEjSUlJISMjg2+++YaHH364wkXpyy+/DD9nZWucy76XhYWFNb6XZddVHjhwoNJ8DNUp+3o13RC3BOPHjw+Pbt9555384Q9/4LzzzmuUkdnSjP5QMsJe02cBYLfbKSoqqrGjqaYRwdI8HDExMWzfvp3t27dXW7404Pf7/Rw9ejS8trFsvZryEJjNZs4444xwPoq6KnvjW1MA0KVLF3r37s2BAwc4ePBgtdmRa8rYXDYR56nJpGpj9uzZbNu2DaPRyOOPP96gu2nUR2OcG3Jzc5k/fz4//fQT+/fvp6ioKHwDe6rK1kO3FMnJyZXOaCnldDrDwVGHDh0i/i5DxSC4Kc9BAFu3bmXBggVs2bKFY8eO4XK5qhzhP378eDjYqcyQIUOqHZEv+x069XqZm5tLZmYmAAMHDqw2ISCUnG9KR93ravz48SiKEk7qdvToUWbOnEnPnj0jql/6nVEUhbPPPrtebdm3bx/z5s1j06ZNHD58GKfTWe3n0JTK5m3y+/21PjdUpabvVaR0XQ9fi0p3JKnOWWedFf53TR0pkdz/lbahqKio3smRTxUKhbjvvvvC55fBgwfzwAMPNOhriJZPgn/R4iQlJYWD+rJZw3fu3ElxcTHwSwfBmDFjwuX+9Kc/ASUXltKR7spuIMuO3leWxKY69blJL1XV9LZSpQH4qdlvSx0/fpzbbrutVlt4VRb8K4rChRdeyGuvvUZhYSErVqxg+vTp5cqUzgiwWq2ce+65FZ63bPbtxx57LOL2QN3ey7I3AVVt3diSTJo0iZkzZ/LVV1+Rl5fHU089xVNPPUXPnj05/fTTGTlyJGeffXalU8Nrq+xnsXjxYhYvXhxx3Zo+i1N3jKjqtQsLC8NJoiJV9qa9bGKmU2fsVKa6kfVIlV1aFMlNes+ePTlw4AC6rnPy5Mkqg/9Iv+dAnUd4jh49Gk6ydcMNN9Q426MpNfS5YeHChfz973+POCld6bWiJarp+5SVlRXudN2wYUOtMvCf+t411TmoNOFkZcvMqlLTZ1Sb79Cp18uy55JIzhMNcS7p27cvv//973n99ddxu9289NJLvPTSS3Tu3Dn8Xk+ePLnKpWil17fExMQaOyuqous6//73v3nnnXcqHQyoTFN/V8qeGyrbErA61V2ravpeRaq4uDjcqRjJNSExMZHo6GicTmeNyQWb4rpQFU3TePDBB8PJknv16sWbb75Z7TaFom2S4F+0SKVB/ZEjR8jKyqJz587hjoCkpKRwRuaxY8cyZ84ctm/fjtvtxm63l+swqCz4r8+FLpI1ijWpz8hcIBDg5ptvDk8Tjo+PZ8qUKaSmppKYmIjFYgk//+zZs8PLJCrb9gdKRvNLMyEvWLCgXPCflpbG3r17AZg6dWqlQU59skPX5b0s+9k5HI46v3ZT+ve//83YsWOZNWtWeCpoeno66enpzJs3D4PBwPnnn88DDzxQ7R7yNWnMz6K6qfDQcN+psluR1fSaQJ13jCjL5XIBJes3q9tLulTZKaqldSvTFCPwjzzyCG63m5SUFO66665Gf73aaMjjcf369dx3333hYGbw4MGMGzeO7t27Ex0dXe5zK+18ijTwaQ41HdsN/V1uinPQY489Fg78zWYzkyZNYujQoSQnJ2Oz2cIj+GvWrOH9998Hav6M6vMdKvvdjOQ80VBT7O+9916GDh3Km2++ydatW4Fftg5euHAhjz/+OBMmTOD//b//V2FnidLzaH3a8tprr4Xz4hgMBsaNG8fpp59Oly5dsNls4Z1/ymbnb+rvSmNdqyK5ZkSitscOlHxmTqez2msCUCHXU1PRdZ2///3v4QGd7t27M2vWrAYZeBCtjwT/okUaM2YMc+bMAUqm/l9yySXhQLZsQF86rT8QCLBp0ybOOuus8Hr/lJSUSqeAlV5YFUVh165dLWaabCS+/vrrcOB/5pln8vLLL1d5o1DVOv6y+vTpw5AhQ9ixYwfff/89RUVF4XXUZeuXzQ9QVtnXXrp0aYNMuatO2Q6Imi6yTaWmGydFUbjiiiu44oorOHr0KBs3bmTTpk3hLYxCoRBfffUVGzdu5LPPPqNDhw51akfZz+L2229v0mCwdPlAly5d6jUNv+zf4PV6ayxf1ZTv2ijtRAoGg/j9/ho7AMp2UDRnB1RGRkZ4fXefPn3KJUosq+xMp4yMDF599VWgJNFZY+4l3ZDnhpdeein8PXv88cerTKZ26j72TakhA6iyx9Ull1zC008/Xa/na+xz0LFjx/jss8+Akjw7H3zwQZWfd0NsqReJsu9hJOeJhjx2pk+fzvTp0zlx4kT4vV63bh179uxB13VWrlzJ5s2bmTNnTrnt3Eq38qtrW7xebziJm8PhYPbs2VUuq6gueWZjK3tumDVrVrncDS1BbY8d+OX4aamDEo899hiffvopUHJvPGvWrAabKSFaHwn+RYt0atK/GTNmsGnTJqB88N+hQwf69OnDgQMHWLt2LYMHDw6PVleVLCw5OTm8//uJEyfCCfZag7KZZP/6179WO0JQut6xJhdddBE7duzA7/fzzTffcOWVV6JpGl9//TVQMqWtqrXQZS8eJ06caPTgv+zrHTx4sNH2wS0dHalq6UUpXderzc1wqm7dutGtWzcuueQSoGQpy8MPP8yuXbvIysri7bffrvP6u7LvTVOv4UxOTqaoqIjc3FwCgUD4/autsqOOZbOUV6Vsdu266tixYzjJ4OHDh8N7V1eltF2KojT4eszaKJvEc+XKlRGtV87IyAiP9g0YMKBRg/+GOjf4/f7wWughQ4ZUm0U90nNepMp2BNU0OyY/P7/BXrfs96Chv8uNcQ5as2ZN+Hj8/e9/X+1nXXbKd2Mq+x5Gcp5oiHPJqZKTk7ngggvKJQ3+xz/+wapVq3A6nbzwwgvhrPel5QsKCsjNzaWgoKDWU/83b94cDkJ//etfV5tPoak+h8o057UqElFRUdhsNjweT0TXoby8vPBshvrM3mssTzzxRHiHq06dOjFr1iy6dOnSzK0Szan1DHmKdqVjx47hNd1r164NT+sHKvQSl3YGrF27lvXr11e73h9g1KhR4X839nYqDa00ezZUv0YxNzc3nPSwJjNnzgyPApSO9q9duzZ8US6bFf5UTf1elk08V7purTGUzn4oKCio9qZ/79699RoxGjx4MM8880z458q2XCydJljZjg1lDRo0KDwzYs2aNU06lbP0OPD5fLVan3yqshmHyy7fqUzZoLA+yr5mTbseZGVlcfDgQaAk50RV6/1Fw50bCgoKCAaDQM3rsiN5nbLTbmv6TpXdTaKmtbwNmTE9ISGBvn37AiUJ9BpzTXYk56CalL0u1dTJ01TX3MTExPDa+t27d9fYSVtTFvmG0LNnT1588cXwEohT3+vS65uu63WaQRXp/QHU7rtS0/cEyi/RqKl82XNDTefc5qAoCkOHDgVKAvvSzuGqlH0vW1rW/KeffprZs2cDJffVs2bNavRBGtHySfAvWqzS4D0jI4PPP/8cqHwqf2m5nTt3lgsIqwr+Z8yYER6ZfOutt5p1qmhtlV3TVt1Ixeuvvx7xmvqyI/sbNmwgMzMzoin/UJJMqjSBzccff1zjDXJ9TZw4MTwa8uWXX9a4VVRdld54BwKBaoPZ0rWr9VE2+VNpkFNW6eyOmo5Tg8EQ3hYrIyMjPMWvKZSOIkJJAqeqckzUpGvXruGkdTt27Kj2vf/ss88aJAFn2TwXH3zwQbVJlt5+++1wp8o555xT79euj65du7Jnz54a/yu98YOS2VClv69NYra6aKhzQ9k1t9Wd84qLi8NZ7atTdrZUTd+p7t27h68V69atqzKoKSoqYv78+TW+dm2Ufqc8Hk94KndjqekcVJOy16WjR49WWW7p0qWNds6uzLRp04CS8/gHH3xQZbm9e/c2WRAaHR0d7lQ69b0uu6POa6+9Vut7k0jvD3bu3Mn3339f4/NFeu0pWxZqnio/dOjQ8AyrRYsWtYgtKE9V9vxemkOhMqFQiHfeeSf8c2WJkZvL888/H25bhw4dmDVrVsQ7T4i2TYJ/0WKVnbZfemNVWUA/evRoFEUhGAyG98nt2rVrldOaOnfuzPXXXw+UTMP74x//WC7j96k0TWPVqlXhtbLNqbQ3GuCFF16odHR3zpw5tQ5KS286dF3ns88+C+9V27t373KveSq73c4dd9wBlIzQ/e53vyM9Pb3a19q6dWu5kabasNvt4T13A4EAt956a7U3k7t3767T9MYJEyaE//3CCy9UOv3/008/rTHAfvnll/npp5+qHYUvnY4HJVOxT1W6teShQ4dqXAf/xz/+MXxj+c9//rPGgCQ3N5dXXnkl4lkiVTnttNPCNz0bNmzgz3/+c7WjlcFgkG+//ZYPP/ywwmM33XRT+N/3339/pZ/f5s2b+fe//12vNpcaMGAAEydOBEoCl7/+9a+Vft7z588Pt9fhcHDNNdc0yOu3VQ11boiOjg7fsO7YsaPc/tulXC4Xf/rTn8jKyqqxXWW3at21a1e1ZU0mU3imWUZGRqUBpNvt5t57723Qaf8A1157bTgof+ONN3jrrbeqPY84nU5mz55dbmkYNMw5qCZlrxFvv/12paPsW7du5aGHHqr1c9fHddddF1668dprr1U62p2Tk8O9995b5w7LsmbPns3ixYur7XhftGhR+Fg59b0ePnw4kyZNAkruTW6//fbw9q2n0nWdZcuWlftd2c/hs88+q7QjJj09nTvvvDOimWG1ufaU/V7VtBORoijce++9QMl1/Pe//32NM2f279/PI488UmObG8qll14aTob31VdfletELRUKhXjsscfCMwOGDh1a4xa1TeXVV18NJ3NOSEjgvffea7RlkqL1kTX/osUqG+iX9pBXFvwnJCTQr18/9u7dW225su699152797N6tWrWbt2LdOmTeOcc85h+PDhJCQkEAgEyMnJIS0tjVWrVnHy5EnGjRvHbbfd1oB/Ye1ddtll4W2ElixZwqWXXsrFF19Mp06dyMnJYcmSJaxbt46OHTuSmpoa8WjGtGnTcDgcuFwu3njjjfDNS9mRiKpcd911bN++nfnz57Nnzx5mzJjBlClTGDlyJB07dkTTNPLy8ti7dy+rV6/m2LFjdO/enfvvv79O78HNN9/Mxo0bWb58ORkZGVx66aVMmzaNMWPGkJCQgM/n49ChQ/z444/s2LGD2bNnV7m1UnXvR48ePTh8+DCbN2/mV7/6FZdffjlJSUnk5OSwdOlS1qxZw8iRIzly5EiVo5pr167lpZdeomPHjpx11lkMGDAg/J5kZ2ezfPny8Oi22Wzmt7/9bYXnGDduHHv27MHtdvPHP/6RSy65hPj4+PCUzGHDhoVnQ3Tq1InnnnuOW2+9Fb/fzwMPPMC7777LlClT6NGjB1arFafTSXp6Olu3bmXTpk2EQqEavy+RePLJJzl06BB79+5l4cKF/Pjjj5x//vkMGTKEmJgYvF4v2dnZ7Nq1i1WrVlFYWMjll19e4XkuuugivvrqK1asWEFGRgYXXXQRl19+OUOGDCEYDLJ+/Xq++OILFEVh8uTJEY1g1eTxxx/n0ksvJS8vj6+//pqdO3dy6aWX0r17d5xOJ8uXLy/3Oo8++miLXNvZ0jTUueG6667jn//8JwB33XUXF154IWeccQYOh4N9+/Yxd+5csrOzueSSS2rs8Bo3bly4c/Shhx7iN7/5DSkpKeFpyz169Ci3zeTNN9/MDz/8AJSsnd2yZQsTJkzAZDKF91I/fvw4M2bMCOdJaQh2u51XXnmF6667juLiYp599lnmzJnDOeecQ9++fbHb7RQXF3P06FG2b9/O2rVrCQQCFTpPGuIcVJPTTz+dwYMHs3PnTjIyMjj//PO56qqr6NWrF16vlzVr1rBo0SIALrzwwnAnfWPr3r07f/rTn3j22Wfx+/3ccsstXHDBBYwfPx6LxcKePXv49NNPyc/PZ/r06ZV2LNXGrl27eOKJJ4iNjeXMM89k8ODBJCcno6oqJ0+e5Keffgp3QCiKwh/+8IcKz/Gvf/2LK664gmPHjrFq1SqmT5/OBRdcwNChQ4mKiqKoqIg9e/bw3XffkZGRUa7zOzk5mXPOOYdvv/2WoqIiLr74Yn7961/Tv39/dF1n8+bNzJ8/H5/PF/F3JdJrT2xsLIMGDWLXrl2sXbuWv//974wbN65cArzSTlaAKVOmcPvtt/PKK6+QmZnJlVdeyZlnnsn48ePp1KkTiqKQn5/P/v37WbduHfv378dgMPCPf/yjrh9PrURFRfHUU09x6623EgqFeOKJJ1iyZAnnnXce8fHxZGVl8cUXX4Tff4fDUe/EnA1lzpw54dwuUNKRePjw4RrzF4wYMYKEhITGbp5oAST4Fy1WYmIiffv2DWe3h6qD+jFjxoQT/VVXrpTJZOKNN97g6aef5uOPP8br9bJgwYJqM+S3hMyoSUlJPPvss9x77734fD7S0tIqjNomJyfz8ssvlxvNqYnVauXcc89l7ty54cBfUZSIgn8ouWHp0aMH//3vf/H7/Xz77bfh2QOV6dSpU8RtO5WiKLz44os8+eSTfPLJJ4RCoWr3ta/Lbg5ms5nnnnuOm266icLCQvbu3cuTTz5Zrsxpp53GSy+9VGkAe6qTJ08yb968Kh+Pj4/n3//+d6XJ5m666SYWLFhAXl4eq1evrrA2dfbs2eWO9wkTJvDBBx/w5z//maNHj1Z6jJRlt9uJjo6u8W+oSVRUFB9//DF/+9vfWLhwIUVFRcyZMye8a0dlqgqg//Of/3DHHXfw008/VTqd22Kx8M9//pPDhw83SPDfqVMnPvroI2699VYOHTpEeno6zz//fIVyNpuNRx99NOLvhWiYc8N1113H1q1b+fLLL9E0jS+++KLCsoWpU6fyj3/8o8aAZvLkyZxxxhls3LiRw4cP89hjj5V7/I477uDOO+8M/1za6fvqq6+i6zpfffUVX331VfhxRVG48847GTVqVIMG/wADBw7k008/5b777mPXrl0cOXKk2inIZrO5yn3E63MOqomiKDz//PP85je/ISsrKzyjqCyLxcLf//53VFVtsuAf4He/+x2FhYW8+eabaJpW4fMDuP766xsk+C8NigsLC1m4cCELFy6stJzdbueRRx5h/PjxFR5LSEhgzpw53HPPPaxbt46ioiI++eQTPvnkkypfr6zHHnuM9PR09u7di8vlKjclHUquh3/6058444wzavyu1Pbac/fdd4eD5crO/afO0rvrrrvo3Lkz//rXvyguLubHH3+sNhdBfe4b6mLSpEm8+OKLPPjggzidTtatWxfeTaqsLl268PLLL7eYkfXNmzeX+/mll16KqN6pn6douyT4Fy3amDFjwsF/9+7dq8zMP3bs2HJT3SM5gZnNZv72t79xww038Nlnn7F27VqOHj1KUVERJpOJxMRE+vTpwxlnnMHkyZPp379/w/xR9TRt2jTmzZvHW2+9xerVq8nJycHhcJCSksLUqVO55ppriI+Pr1XwDyUjrnPnzg3/fMYZZ0Q8Yq4oCrfddhuXX345n376KWvWrOHQoUMUFBSgqirx8fH07t07PK1x+PDhtWrbqUwmE4888ghXX311+PWOHz+Oy+XC4XDQrVs3RowYwXnnnVcuSWBtDBkyhC+//JI333yTlStXcvz4caxWK7179+bCCy/kyiuvrDGr/X//+19Wr17NunXr2LlzJ0eOHAlP44yLi6Nv375MnDiRyy+/vFxysbKSk5OZN28eb7/9NmvWrOHYsWN4PJ5qkyoNHz6cb775hoULF7J8+XK2b99OXl4efr+fqKgounbtyqBBgxg3bhyTJ09usD2uo6KieP7557nllluYP38+69evJzMzk+LiYsxmM0lJSfTt25dRo0YxderUKhMP2e123n77bb744gvmzp3Lnj178Hg8JCUlMW7cOG644Qb69esX8U1NJHr16sWXX37J/PnzWbx4MWlpaRQUFGC32+natSsTJkzgmmuuaRGdgK1JQ5wbFEXh3//+N5MnT+Z///sfu3fvxuPxkJiYyMCBA7nooovCGdVrYjAYePfdd5k1axbLly/n4MGDFBcXVzvtuzRY+uCDD9i6dStOp5PExERGjBjBtddey8iRI8Nb0Ta03r17M3fuXJYvX86SJUvYvHkzOTk5eDweHA4HXbp0YcCAAYwdO5YpU6YQGxtbrn5DnIMi0aNHD+bNm8e7777L0qVLOXbsGAaDgeTkZM4880yuvvpq+vbtW+4a01Tuu+8+Jk2axPvvv8/GjRspKCggISGBwYMHc9VVVzFp0qQG+fweffRRzj///HCS4vT0dPLz89E0jejoaHr37s348eO54oorqj2PdOjQgffff58VK1bw9ddfs2nTpvBOKjExMfTp04cxY8Ywc+bMCnXj4+P53//+x/vvv8+iRYs4dOgQUJLsbeTIkVx11VWcdtppEf29tb32TJo0iY8//pjZs2ezZcsWcnJyalwucMUVV3Duuefy+eef8+OPP7J3797w8RkbG0vPnj0ZNmwYEyZMaJbAdNq0aSxZsoSPPvqIFStWcPjwYVwuFzExMfTr14+pU6dy5ZVXlsu3IERLp+iRpPEUQgghhBBCCCFEqyUJ/4QQQgghhBBCiDZOgn8hhBBCCCGEEKKNk+BfCCGEEEIIIYRo4yT4F0IIIYQQQggh2jgJ/oUQQgghhBBCiDZOgn8hhBBCCCGEEKKNk+BfCCGEEEIIIYRo4yT4F0IIIYQQQggh2jgJ/oUQQgghhBBCiDZOgn8hhBBCCCGEEKKNk+BfCCGEEEIIIYRo4yT4F0IIIYQQQggh2jgJ/oUQQgghhBBCiDZOgn8hhBBCCCGEEKKNk+BfCCGEEEIIIYRo4yT4F0IIIYQQQggh2jgJ/oUQQgghhBBCiDZOgn8hhBBCCCGEEKKNk+BfCCGEEEIIIYRo4yT4F0IIIYQQQggh2jgJ/oUQQgghhBBCiDZOgn8hhBBCCCGEEKKNk+BfCCGEEEIIIYRo4yT4F0IIIYQQQggh2jgJ/oUQQgghhBBCiDZOgn8hhBBCCCGEEKKNk+BfCCGEEEIIIYRo4yT4F0IIIYQQQggh2jgJ/oUQQgghhBBCiDZOgn8hhBBCCCGEEKKNk+BfCCGEEEIIIYRo4yT4F0IIIYQQQggh2jgJ/oUQQgghhBBCiDZOgn8hhBBCCCGEEKKNk+BfCCGEEEIIIYRo44zN3YC2RNd1NE2vdT1VVepUTwg5dkRdybEj6kOOH1FXcuyIupJjR9RVWz92VFVBUZSIykrw34A0TScvz1WrOkajSny8g6IiN8Gg1kgtE22RHDuiruTYEfUhx4+oKzl2RF3JsSPqqj0cOwkJDgyGyIJ/mfYvhBBCCCGEEEK0cRL8CyGEEEIIIYQQbZwE/0IIIYQQQgghRBsnwb8QQgghhBBCCNHGSfAvhBBCCCGEEEK0cRL8CyGEEEIIIYQQbVyr3epvxYoVfPrpp2zZsoWCggJiY2Pp1q0bY8aM4c4778RoLP+nBQIBZs2axYIFCzhy5Agmk4kBAwZw/fXXc8455zTTXyGEEEIIIYQQQjS+Vhf8B4NB/vrXv7JgwQIAOnfuzIABAygoKGDHjh1s3ryZ3//+9+WCf5/Px29/+1s2btyIwWCgb9++eDwe1q1bx7p167jlllv485//3Fx/khBCCCGEEEII0ahaXfD/6KOPsmDBAoYOHcpjjz3GoEGDwo95PB5WrVqF2WwuV+fZZ59l48aNdO3alTfffJPevXsDsGzZMu6++27efPNNRowYwZQpU5r0bxFCCCGEEEIIIZpCqwr+16xZw6effkpKSgrvvfceUVFR5R632WxMnTq13O9ycnL45JNPAHjiiSfCgT/A1KlT+d3vfserr77Kyy+/3GzBv67rBIMBAoFQs7x+e6IoCgaDEUVRmrspQgghhBBCCNFkWlXw/+677wJw0003VQj8q7J8+XICgQA9e/Zk7NixFR6/6qqrePXVV9m5cydHjhyhe/fuDdrm6gSDAQoLC8nO9uP3B5rsdds7RVExm61ER8dhNJqauzlCCCGEEEII0ehaTfDv8/n46aefABg3bhz79+9nzpw5HDhwALPZzMCBA7n88stJSUkpV2/Lli0AnHHGGZU+b3JyMl27duXYsWNs2bKlyYJ/v99Hfn42qqricETjcJhQVRWQEenGo6NpGoGAD4/HRW7uceLjkzCbLc3dMCGEEEIIIUQDMxhKNrdTVYmxoBUF/2lpaQQCJaPjGzdu5LHHHgv/DPDdd9/x1ltv8dRTTzFz5szw79PT0wGqDeq7d+/OsWPHOHToUL3baTRGtntifn4hBoORxMRkTCYjoZCGrtf75UUELBYbdnsMeXkncLkKsds7NXeT6qT0ZFb6fyEiJceOqA85fkRdybEj6kqOHVEbqqpgMhsxWwwENQ1nwIstyoJV1wn5Q/j9IfR2Gni1muD/5MmT4X+XJvp7+OGHGTBgAFlZWTz//PMsWrSIBx98kN69e4cTARYWFgIQGxtb5XOXPlZUVFSvNqqqQny8o8ZywWCQzEwfsbGJmEwlH4GczJqaSnR0LIWFuURHWypsDdmaxMTYmrsJopWSY0fUhxw/oq7k2BF1JceOqImu62i6zqacIyzds4d0Zy4ACgpDE7owPWUAvWM6YlTbZ+zVaiIel8sV/rfVauXNN98MB+09evTgueeeIz09nd27d/Paa6/x4osvAiXLBQBMpqrXdpfuDuD1euvVRk3TKSpy11jO7/ejaRqqaiAU0jAYVBn5bwaKYkDTNHJznRV2iGgNDAaVmBgbRUUeQiGtuZsjWhE5dkR9yPEj6kqOHVFXcuyISJjNBgwWAy/s+I6Dzpxyj+nobMvLYFteBuOTe3Nt31G4i/1t4niKibFFPJDcaoJ/i+WXddmXXnpphZF8VVW58cYbeeCBB/jxxx9/Dq7VcL2ySwRO5ff7gZJOhfoKBms+gH45yJRwwC+Bf9MrzfgfCmkRfW4tVWtvv2g+cuyI+pDjR9SVHDuiruTYEVVRVQWrzczz25dVCPxPterEQexGMxd2G4qzoH6Dv61Nq5nvUDbY79OnT6VlSrfxc7lcFBQUABATEwP8Mv2/MqWPlZYVQgghhBBCCNE6WCxG9hdms6/oZM2Fge8y9xJCw2QyNHLLWpZWE/yXBvZQ9RT+srMDNK2kV7Bnz54AHD58uMrnPnLkSLmyQgghhBBCCCFaB5PVwNLMPRGXD+ka32ftw2SR4L9FSk5ODm/jd/To0UrLlP7eYrEQFxcHwPDhwwHYtGlTpXVOnDjBsWPHypUVQgghhBBCCNHyKQpYjCb2FWbXqt6+wmwUQ/vaArDVBP8A559/PgBffvklwWCwwuOfffYZAKNGjQpnb586dSomk4n09HTWrFlToc4nn3wCwKBBg+jRo0djNV0IIYQQQgghRIMrCeADWqhWtQJaCFWR4L/Fuvnmm4mOjubYsWM89thj4Uz+uq4ze/ZsvvvuOxRF4fe//324TocOHfj1r38NwEMPPcTBgwfDjy1fvpy33noLgNtvv70J/xIhhBBCCCGEEPWl6zq6rhNvsdeqXpzFTkhrXwkkW022f4CEhARefPFFbr31VubMmcPChQvp2bMnx48f5+TJkyiKwl/+8hfGjBlTrt5f/vIXdu7cyebNm5k5cyb9+vXD7XaH1/rfdNNNTJs2rTn+JFFLmzZt4JNPPmDXrh243R46derE2WdP47rrbsRmk71fhRBCCCGEaG/cPj/jknuz4PC2iOtM7NQXPdC+tlxrVSP/AOPHj+eLL77gsssuw+FwkJaWRjAYZMqUKcyePZubb765Qh2r1crs2bO577776NOnD+np6eTn5zN69GhefPFFHnjggWb4S0RtffbZJ/zpT7eyatWPmM2Wnzt+spg1621uueUGioqq3tFBCCGEEEII0TYFvCEmd+6HUYksvE2yRdM3piM+X8Wl5G2Zouuyw3xDCYU08vJcNZYLBPzk5maRmNgZk8mM0ajKnqU1SEvbze9//xt0XefPf/4rF110KYqikJNzkgceuJc9e3YzadLZPPHEsxE/56mfQ2tjNKrExzvIz3fJ8SNqRY4dUR9y/Ii6kmNH1JUcOyISjhgLu4qyeCttFTpVh7hWg4kHTzuHaMWCxxVowhY2joQEBwZDZJ0erW7kX7RPs2a9haZpnHvuBVx88WUoPyfn6NChI48++gSqqrJixXfs37+vmVsqhBBCCCGEaGpup58hcV24Y/AkOlqjKi3TKzqRvw4/lxiDtU0E/rXVqtb8i/bJ7Xazdu1qAC666NIKj3fr1p0RI0ayYcM6vvtuKX379mvqJgohhBBCCCGaka7rFBd66elI4B9nzGR/0Uk25x7FFwoSZbIwPqk3HaxReL0B3E5/cze3WUjw3w5puk66OxdnyEe0wUJPe2KL3uZi3749+P1+zGYzgwYNqbTMaaedzoYN69i5c3sTt04IIYQQQgjREug6eIoDeF1BUqyxpKTEYTSphAIaWkCnIM/d3E1sVhL8tzM7nVl8fWIHRUFv+HcxRiszkocwOLpzM7asakePHgYgKakTRmPlh2xKSlcAjhw53GTtEkIIIYQQQrQ8uq7j8QQwGlWirA7yiyRfBMia/3ZlpzOLjzM2lAv8AYqCXj7O2MBOZ1Yztax6RUVFAMTExFRZJjq65DGn09kkbRJCCCGEEEKI1kSC/3ZC03W+PrGj2jILT+xAa4GbP/j9JWtyTCZTlWXMZvPPZX1N0iYhhBBCCCGEaE0k+G8n0t25FUb8T1UY9JLuzm2iFkWuNLAPBKrOyFnaQWA2W5qkTUIIIYQQQgjRmkjw3044Q5GNiEdarimVTukvnf5fGaez6Oey0U3SJiGEEEIIIYRoTST4byeiDZGNiEdaril169YdgOzs4wSDwUrLZGQc+7lsjyZrlxBCCCGEEEK0FhL8txM97YnEGK3Vlok1WulpT2yiFkUuNbU/JpMJv9/Prl2V5y3YunUzAEOGDG3KpgkhhBBCCCFEqyDBfzuhKgozkodUW+aC5CGoitJELYqc3e5g9OixACxYMK/C40ePHmHTpg0ATJ48tUnbJoQQQgghhBCtgQT/7cjg6M5cnTKywgyAWKOVq1NGMji6czO1rGY33vg7FEVh8eKFfPHFXPSfdyXIycnh0UcfQtM0JkyYTL9+qc3cUiGEEEIIIYRoeYzN3QDRtAZHd2ZgVCfS3bk4Qz6iDRZ62hNb5Ih/WQMHDubOO+/hpZee59lnn2TWrLeJi4sjPf0Qfr+f7t178MADDzd3M1s0o1HFalYxKhqKoqDp4AupeL1V76IghBBCCCGEaBsk+G+HVEWht6NDczej1q688hp69+7LJ598wK5dO0lPP0RycicmT57K9df/Frvd3txNbJEMBpUYu4rBaEDftQaO7kYPBTFGx2McdjZR8R1xewK4vZUnUxRCCCGEEEK0fhL8i1Zl5MjRjBw5urmb0WoYjSpx0Wb0jd+irVsIAW/4MR1g8zL0zn2wzbwVg92K0y0dAEIIIYQQQrRFsuZfiDZKURRio8xoP36O/tPccoF/OVkH0D98DLPmxWaV/kAhhBBCCCHaIgn+hWijrFYjnDwCm5bUXNhdhL74bexWQ+M3TAghhBBCCNHkJPgXoo2ymRT0jYsjr3BkN7idWCwy+i+EEEIIIURbI8G/EG2QwaCiGlQ4sKV2FXesxCKD/0IIIYQQQrQ5EvwL0QapqoLuc4MWql1FdxGKojVOo4QQQgghhBDNRoJ/IdogXddRDKbaVzSaQFcavkFCCCGEEEKIZiXBvxBtUCikgckCHVJqV7HnMAK6nBaEEEIIIYRoa+QuX4g2SNfB5/WjDJ8aeaXoRJQeA/H6go3XMCGEEEIIIUSzkOBfiDbK49dQBo2HxMhG/5WJV+D3+tE0vZFbJoQQQgghhGhqEvwL0UYFgxpubxD1ir9UP/1fUVCmXo/eaxjFnlomCBRCCCGEEEK0CrKhtxBtmNsTBJsR+7V/R9+3EX3TEjh+qORBi61kZsCIc9GtDgqcARn1F0IIIYQQoo2S4F+INs7tCeLza1i7DcPWdwSoKmghFKOZgMeDJwC+okBzN1MIIYQQQgjRiCT4F6IdCIU0XG4NlzuIqiooioKm+dF1GekXQgghhBCiPZDgX4h2pmRqvwT9QgghhBBCtCeS8E8IIYQQQgghhGjjJPgXQgghhBBCCCHaOJn2L1qF3Nwc1q9fS1raLnbv3sW+fXvx+30MHz6Cl19+o7mbJ4QQQgghhBAtmgT/olVYtuxbXnzxueZuhhBCCCGEEEK0ShL8i1bBbncwcuRoBg4czIABg9i3bw/vvfdWczdLCCGEEEIIIVoFCf5FqzBz5sXMnHlx+OecnOxmbI0QQgghhBBCtC6S8E8IIYQQQgghhGjjZOS/PdI0jNkHUD1FaLYYgkl9QJV+ICGEEEIIIYRoqyT4b2dMR7ZiXz8Pg7sg/LuQPQ73qEsJdD+t+RomhBBCCCGEEKLRyHBvO2I6spWoFe+ilgn8AVR3AVEr3sV0ZGvzNEwIIYQQQgghRKOS4L+90DTs6+cBoJzyUOnP9vXzQNOatFlCCCGEEEIIIRqfBP/thDH7AAZ3QYXAv5QCGNwFGLMPNGWzhBBCCCGEEEI0AQn+2wnVU9Sg5YQQQgghhBBCtB4S/LcTmi2mQcsJIYQQQgghhGg9JPhvJ4JJfQjZ49CreFynJOt/MKlPUzZLCCGEEEIIIUQTkOC/vVBV3KMuBajQAVD6s3vUpaDKISGEEEIIIYRoOBaLEVuUGVu0CVuUCZvdhKpWlY1MNBZjczdANJ1A99MonvRb7OvnYSiz3Z9mj8M96lIC3U9rvsYJIYQQolZUVUFVFXQdNE1Dr2p6nxBCNBOr1YTFZsQV9LPixB7yfR5MqoFBcZ0YktAFrz+A1xVA0+QE1hQk+G9nAt1Po7DrUIzZB1A9RWi2mJKp/i18xP/EiePcdNO14Z/9fj8A27dvZcaMqeHfX3PNDVx77W+avH1CCCFEU7FYjJjMRiwWI4GAhqqWdAR4vUH8vgDBoGzbK4RofjaHCd0Ir6f9yM78zHKzj7/P2kuc2cbFPYYxskMPiot8hEJy7mpsEvy3R6pKsFO/5m5FrWiaRmFhYYXfh0Khcr/3er1N2SwhhBCiyaiqQlSUFa8/xOqtmew6kIc/EAIgMc7K8AFJDO7TAZ8vgNvtb+bWCiHaM4vViG6EJ7Z8Q77PXWmZAr+HWfvW4gz4mNy5H84Cr8xgamQS/ItWoXPnLvz444bmboYQQgjRLBRFITrayp7D+SxdfbjCDXJugZdla46wYecJrjgnFbvdLB0AQohmY7Wb+O+uH6oM/Mual76FoQldiLZY8XoDTdC69qtlz/UWQgghhBDY7GaOHHeyZFXFwL+sQqeP/32zB5PJiMlkaLoGCiHEzywWI86Aj90FWRGV14ElGWkYLRKaNjZ5h4UQQgghWjBFUbBZTfyw8VhE5YtcfrbsycZslgmeQoimp5pUfji+v8otxiuz/uRhzEYjBoPsANCYJPgXQgghhGjBrFYjmSeLyS/yRVxn656TWK2ylZYQohkoOgURTPcvK6CF8IQCKIqcsxqTBP9CCCGEEC2YoiikZ1RMelsdp8uPyxPAYJBbPSFE0zPWYScxo6JKwr9GJlcEIYQQQoiWTFEIhmp/RxwMacggmhCiyYVgQGynWlXpbI/FpBrQNNnurzFJ8C+EEEII0ZLpOlF2U62r2axGNE2G0YQQTcvvC3F6h25EmywR15nSORWPLyAj/41Mgn8hhBBCiBYsGAwxqE8iai2G8XumxGBQFIJBGUUTQjStUEjD6w8ws/vQiMon2aIZl9ybgDfYyC0TEvwLIYQQQrRgfn8Ig6rQp3tcxHXOGJSMzy830kKI5uF1BRif3JsZ3YZUWy7JFs19Q6fi8wYavLPSZDJgsZTMmrJYjJIDBZA9YIQQQgghWjifN8C0cT3IznVRWOyvtuyw/h1JSYqmsLB22baFEKKhaJpOcaGPc7sO4rTErizJ2M3mnKME9ZIAv5Mthsld+nFmch/83iAed6DBXttqNWG0qqBAWsEJvM4A0SYrA+KS8QWCBL0a/nbaOdqqgv+XXnqJl19+udoyjz76KFdffXW5302ZMoWMjIxq623btg2LJfJ1KUIIIYQQTcXnC6IaVK6ZMYhFPxwkPbOoQhmzycDIwcmMHNIJZ5FX1vsLIZpVKKThLPCQaLVzbZ/R/CZ1LJ6AH6NqwGIw4vEFcBX5GnTE3x5lxqcE+d+BTWzKORLubACwG82MT+7NRd2HohoUvJ6G63BoLVpV8F8qMTGRHj16VPpYx44dq6yXmppKVFRUpY/JnpJCCCGEaMk8bj8Wq4kLz+6Dxxtk656TOF1+VFUhJTmKgb0SCQRDFBV6CIVkrb8QovnpOng8Afh561FVVfDpAdwhX4Mn97M5zBRoHv5v21JcwYozpNxBP0sz0tiZn8X9w6Zj0Y342lmegVYZ/E+cOJF//etfta738MMPM2bMmEZokRBCCCFE4/N5A/i8ASwWIyMGJqEoCjo6aDpOp0cS/AkhWqxQSCMUapznNhhULFYj/1m3vNLAv6wsdyGvp/3AHYMmS/AvhBBCCCFaNp8vCL72ddMqhBBVMVuNrMtOpyjgjah8WsEJcn0uHFYzXm/7mf4vKQ+FEEIIIYQQQrRaVquJFVn7alVnWWYaqrl9Lf1ulSP/aWlp3HfffZw8eRKHw0H//v2ZMWMG/fr1q7beJ598wjvvvIPX66VDhw6MHDmSCy+8sMo8AEIIIYQQQgghWi5FAaOqkuUurFW94+4iVLV9jYW3yuB/9+7d7N69O/zz8uXLee2117jhhht44IEHMBgMldZbuHBhuZ+/+uorXnjhBf7v//6PM888s1HbLIQQQgghhBCicSjUZRS/fe2K0qqC/6SkJO666y4mTJhA165diYqK4tChQ3z00Ud88sknzJo1C6PRyP3331+u3ujRoxk7dixDhw6lS5cuBAIBNm7cyIsvvsiuXbu49dZb+fjjjxk8eHC922g01tx7pGm/HJilmwwoCg2e8VJExmBQIvrcWhqDQS33fyEiJceOqA85fkRdybEj6kqOHVGToBaiiyOWQ87ciOt0sceha3qrjAPqStH1thFyvvnmm/z73//GaDSyePFiunbtWmMdr9fLNddcw86dOxk3bhzvvfdevdqg63pEWwZ6vV4OHDhIhw6dMJst9XrN9kDXdbZv38YPP6xg69YtpKcfwuVyER0dRWrqAC64YCbnnnt+rbdr9Pt95OQcp0+f3lit1kZqvRBCCCGEEKIxhTSNDTmHeWfP6ojrPDHqIjpY29fy7zYT/IdCISZPnkx2djYPPfQQN9xwQ0T1Vq5cyS233IKqqqxZs4bY2Nh6tEGjqMhTYzm/30d2diaJiZ0xm80YDCqhkCYj/1XYsGEdd999W/jnLl1SiI6OISsrk6KikrU948efxT//+Qxmszni5w0E/OTmZpGU1KVVdsIYDCoxMTaKimQ/Z1E7cuyI+pDjR9SVHDuiruTYETVRVQVHtJWHNywg3+eusfyQ+C78ceAEiosi2x2gJYuJsUU8K6ZVTfuvjsFg4LTTTmPJkiUcPnw44nojRowAQNM0jh49Wq/gH4hof91Q6JcovzTgl8C/arqu07lzCldeeTXTpp1DfHxC+LFvvvmaZ555glWrfuStt17jttvuqvXzh0J6q94XORTSWnX7RfORY0fUhxw/oq7k2BF1JceOqI7B6+feIVN5dtuSarf86+aI55YBZ+J1+6s8noxGFVVV0PWS407T2kaw1qYWOJhMJgCCwcj3vS2tAyWzB0TLM2jQYD7++HOuuOKqcoE/wHnnzeDGG38HwFdffYGmyQVBCCGEEEKI9sbjCuBQzPxtxPlM6NQXi1p+nDvGZGVGtyHcf9p0Ap4QXm/5mFFRFGw2EzHxNqzRZvxmDawQF2/HHm3GZKo8qXxr0mZG/gH27SvZ27FTp04R19m7d2/437WpJ5qOw1H9WpyxY8fzxhuvUlRUSEFBPgkJiU3UMiGEEDWxWIwYjIaSBLd6yWwuvz8oo3dCCCEanLvYj8Vi5LIew7my9wgOFuXgDQWINlnpGZ2I1x/A7fQTCJQf9DUaVRwxFg45c1myZzc78rLQf94JINHiYGKnvkzukorRr+JxBZrjT2sQbSb4//7778PBf2227XvzzTcB6Nu3L8nJyY3StpZG03Wy8zx4fEFsFiNJCTbUWibLa0l8Pl/43xZL61u7L4QQbZHFYsRmM+P1h9iy5yRFxT5UVaFLxygG9k4kEAzh9VQ95VIIIYSoC58viM8XxGhU6W6Jx2634HL5KMh3Vzp932BQiYqxMi99C8sy91R4PNfnYt7hraw8vp/7hk3D5jC12g6AVhP879u3j/fff59rrrmGAQMGhH+vaRoLFy7kkUceAeDss89m2LBh4cfffvttzGYzM2fOJD4+Pvz7/Px8nn/+eRYvXgzAXXfVfq14a3TkuJP1u7Jxl5nmYrcaGTUoie6dopuxZXW3dGnJZ9i3b2qNswSEEEI0PpvNhNFk5OuVBzl4rLDcYzv357JiwzFGDk5m5JBOFDu9FUZghBBCiPoq6VwOYrdb8PuDVa7btzpMLM/cU2ngX1auz8X/bVvKo2fMIOALtcrO61YT/AeDQebMmcOcOXOIi4ujS5cuGAwGjhw5QmFhyY3FyJEjeeaZZ8rVO378OLNnz+aJJ54gJSWFhIQEvF4vBw8eJBgMoqoq9957L+eee25z/FlN6shxJys2ZVb4vdsbZMWmTCaN6NLqOgDS0nYzf/7nAFx33W+auTVCCCEsFiMms5EPv95NQZGv0jL+QIhVWzJxuv2cPao7hYWVj8YIIYQQjclgUDGbDHxzbGdE5XN9LladOMio+B4Ei/2N3LqG12qC/5SUFO6++262bNnCgQMHOHz4MH6/n9jYWCZOnMjMmTOZOXMmBkP5RAwzZswAYNu2bWRmZpKWlobBYKBr166MHj2aa665hoEDBzbHn9SkNF1n/a7sasus35VN1+SoVrMEIC8vl4ce+guhUIiJE89m2rS234EjhBAtncVqYtmaI1UG/mVt35tD325xJMXbcLtb302UEEKI1s1sNbD+5GHcwcin8X+XuZcJnfricflb3Y5trSb4j4mJ4dZbb611veHDhzN8+PCGb1Ark53nKTfVvzJub5DsPA+dEu1N1Kq6Ky4u5s9/vosTJ47Tv/9AHnrokeZukhBCtHsmkwFdh32H8yOus3FXNhdP6SPBvxBCiKanwr7C6gdIT3XcU0RQ11BVlVCodU39b1Nb/YmqeXyRbX8Yabnm5Ha7ue++O9m7dw+9evXmuedekrX+QgjRApjMRnYfzCVUiyn8R7KKCAa1NrGFkhBCiNYnqNc+gA9pGq1ksnQ5Evy3EzZLZJM8Ii3XXLxeL/fffzc7d26na9fu/Oc/rxIbG9fczRJCCPGzYnftMyC7vUGU1ngXJYQQonXTFRIsjlpVsRiMWI3GVpmrRoL/diIpwYbdWn1gb7eWbPvXUvl8Ph544F62bNlEp06deeGFV0lM7NDczRJCCBGmYzTU/tbCaFDQW9vCSSGEEK2eFtCY2Kkvtel+HpPUE2+g6t0DWjIJ/tsJVVEYNSip2jKjBiW12GR/wWCQhx++n40b19GxYxIvvPBfkpM7NXezhBBClKFrOj1TYmpVx2EzEe2wtLp1k0IIIVo/ny9IlNHC4PguEZVXUJjeZSBBb+vcolaC/3ake6doJo3oUmEGgN1qbNHb/IVCIR599CFWr/6JxMREXnjhv6SkdG3uZgkhhDiF1xsgKdFOYpw14jrD+nfE6wu0yhGUyrTQPnQhhBBV8HoC3NR/HB2sNecQu6bPSGJMVnytIE9aZVr2Am/R4Lp3iqZrchTZeR48viA2S8lU/5Y64g+wfPkSvv9+GQBms4WnnnqsyrL33PMXUlMHNFXThBBClKHrJR0AE87oyvxl+2ssH2U3cfrAJHye1pvpX1UVLBYTFosxnLRQ03Q83gB+X4BgUGY0CCFES+bzBrGpJv7f8PP4YP9atuQeQztlKVqSNZpLew1ncFwnigtr3sq2pZLgvx1SFaVVbOdXKhD4JXlUVlYmWVmZVZYtLi5uiiYJIYSogscdICUpinPP7MmSVYcr3ECVinaYueLcVEJBDb+/dU6ftNpMOOwWDmcVsXnXCY7nuNB0nZgoC0P7dWBI3w4EgiHcLl+r2wtaiIZkMCiYzSZUtSS/RyiktdqRU9E2edwBLCEjv+k7lmv7hFidfYh8nxuTamBwfGf6xHTE4wvgLPC16hw1it6aW9/ChEIaeXmuGssFAn5yc7NITOyMyWTGaFRlZKAZnPo5tDZGo0p8vIP8fJccP6JW5NgR9RHJ8aOqClFRVrz+EJt2nWDngVz8gZIAPz7GyvABHRnSrwN+XxC3u3WO+ttsJgxGI58v2Ut2nrvSMmaTgUum9CUxzkqx09vELWx55NzT/phMBkxWA1azid0Fx8nxFmNSDfSPTSbGbMXvDeH1+GvsHJNjR9RVXY4ds9mA0WRAV34+MEPg9QZbbNCfkODAEGGyXRn5F0IIIUSD0jSdoiIPFouRsad1ZtLobgQCIVRFwWBQ8XgDFDu9rfYm3mQyYLGa+ejrXeQWVB3U+wMh5i7dy6/PH0CU3dxqOzqEqAuLxYg9yszXR3bww/H9OAPlp0qnxiZxSY/T6BITh6uodY+mirbF7w+12hlpNZGEf0IIIYRoFD5fkGKnl/w8F26XD6fTS15eMW6Xr9UG/gAms5Gte7KrDfxLBUM63607isViaoKWCdEymM0GbA4zL+z4joVHd1YI/AH2Fmbz7+1L2V2YhSOm9c3AFKI1kuBfCCGEEI1K03SCQY1QSGv1a99VVcFmNbF1z8mI62RmF+N0+7FaZcKlaB/MNiP/O7SRvYXZ1ZbTdJ2396zCHfJjscj3Q4jGJsG/EEIIIUSEjEaVIpePQmftsj3vO5yPGuGaTCFaM5PJgKIqrD5xKKLyQV3j24w0jBZDI7dMCCFXISGEEEKIiCl1WrJQmvBQiLbOaDaw6sRBAlrkx/ya7ENYTEZUteVuPS1EWyDBvxBCCCFEhHRdx2Ku/fRkm8UISGAj2j5d1TnuKapVHW8ogCvgizhjuRCibuQbJoQQQggRoWAwhN1qJCnBHnEdRYEBvRMJyui/aA/0unVzKYrS6nOCCNHSSfDfrOQM17zk/RdCCFE7ug5eb4DTByZFXKd31zhMRhW/P9iILROiZVB0he5RCbWqE22yYDea0bTWuwuIEK2BBP/NQFFK3vZQSE5wzan0/S/9PIQQQohI+HxBBvRKoGeXmBrL2q1Gpozpjs8baIKWCdH8Ar4gozv2xGqIfHvLM5P74PUH0DQZmBGiMUnU0wwMBgOqasTn8zR3U9o1n8+DqhoxGCS7rBCi6RkMCg67ifgoAwnRRuKjDDjsRlnz2gqEQhoul4+LpvRlYO+qRzg7xNm4ZsZAjGrJbAEh2oNgUCMQDDGlS2pE5a0GE1NTBhD0yaCYEI1NNtRsBoqiYLXa8XiKsdsdGI225m5SuxMI+PB6XdhsUSiKJGASQjQdRVGIsRswWczoBzaj71kHXjeK1Y6130hs/c4g4PNT5A6hywLYFstkNpJf6GXiGd0YN7wL2/ac5HiOi5CmExtlYUi/DnRJiiLzhJMuSdEYDH5CIfk8RfvgcweY0X0I2d5iNpw8XGU5i8HInYMnY9RUXP7abZ8phKg9Cf6bSVRULIGAj7y8bOz2KEwm68+jPRKINh6dUEjD5/Pg9bowGk1ERcU2d6OEEO2IoijER5tQju5GW/IeeJzlHtf3bUS3RWGcej3xPYdS4JRpsC2RxWIkENT4eFEamqbTt1scQ1M7clr/JFRVwe0NsDc9n69XHMTjCzJtbHf6dovD5ZLgRrQPwaCGy+njt6ljGRzXiWWZezjmKgg/blINjOzQnRndh+BQLbid8t0QoilI8N9MVFUlPj4Jj6eIQMCLy1W7LVFE3amqEZstiqioWFRVptcKIZpOrMOAcmQn+pevUmXSUU8x+levoVxwCzE9T6PAKdPFWxqT2chPWzIJBkumKe89nM/ew/lVll+7/ThD+nXE4/FLZ45oN/z+EKECL8NiUhiT1IuT3mLyvC5MqoFuUfHomk7Qp+HyNnzgr6oKFqsJDPovuwgEdbzeoMyoEu2aBP/NSFVVYmMTiIuzk5NTSEC2AGp0iqJiMBhkqr8QoskZjSpGowHtm7epebcRHf3bdzH+8T+YTAa5PrQgBoOKyWhg94HciOs4XX6OZBXRIdaCxyOdOaL9CIU0PC4NrzuA3WzCYYoHwOMMEAw2/HlNURRsUSasZhPb8zLYnHsMbyiAw2hhbFJP+iR0xOP143HJ91C0TxL8twCKomA0mgBJPCeEEG2VzaKi71oFAW9kFYIB9O0rsQ2cQEDuU1sMg0GlyOUjEKxdcrKsky46xlkbqVVCtGy6XrJLRmNSVQVHjIVdBVl8cnAjhf7yibV/OnGAJGs0v+0/jk6xMbgKZamBaH9kzrMQQgjRBMwmA/ru1bWqo+9eg9ks/fQtjV6HpOSaroPMOhOi0dijzWzNO8YbaT9WCPxLZXud/N+2pWR5CrFFmZu4hUI0Pwn+hRBCiCagGIzgLp/gD9UAiV2gc29ITCn5uSyPE8UY+V7ZovFpmkaUw4Ray0A+IdZaMvwphGhwJpMBXYHZ+9bWuKgqqGu8tvsHbBYTqiodck3JYFAwGlUMBlX6QpuJDCcIIYQQTUDXQmCylPwQFY8ybCLKkIlgsYHPA2YrBHzoO35E37YCnLlgsqCHGneqrKid0iR/fbrFsu9IQUR1LCYDqT3iKSysfDRSCFE/JouBFVl7CUY4Laco4GVbXgb97El4XP5Gbl37pihgsZgwWlTMRiPeUACjomJUDXi8AQK+YPi8KhqfBP9CCCFEEwj6gxh6DoHoeNQLfg9H09C+fRfSd1KSAFCB7gNRh5+NcuPjaN+8jRKdQNAvC/5bmoA/yMghnSIO/oemdsAfCBEKyQ2uEI3BZjWzOju9VnV+OnGA/qnJjdMgAZTkSHHEmMnxulhyaDcbco4Q0EoSPabY4zi7Sypjk3rh9Qbwuhv2WqcoYLWaUIwKvlAQi82Iwa81eu6Jlk6CfyGEEKIJeAIQPeo8FIOxJOP/vo2nlNDhyC60I7ug92moF/wePRigLSSHV5SSHW50XW8TW915vQESY21MGtmVFRuOVVu2e+cYzjw9BaczwkSPbZSiKDLFWjQKRQFVUSiqYp1/VYr8XoyKrIBuLKqqEBVjYVnmHuYf3lrh8Qx3AR/sX8fSjDTuGzYVq93UIB0AigJWuwmr1cyx4nw2Zx3FpwWJMloYl9ybWIcNnyeIty1cXOtAgn8hhBCiCfj9QRSHFX3p7EoC/1Mc3Ir+7bso59+Cz9V6p4qbzUZMZgN2m5lQSPt5v20drzeAzxdstSPhug7FxV6GpnYkJsrC6i2Z5BSU/5xsFiNDUzsy7rTOuFy+drtdo8VixGQyYrOZCIY0NE0nJsbW6o8B0XKUptIwqQY8ocgDOrNqKEnEKRqF1WFi3cn0SgP/so57inhu+zIeGn4+QX+oXksAFAUcMRaOuvP5ePcGMt2F5R7/8sh2BsQlc0PfMdijzLiL29+SDwn+hRBCiCZgsRjRXYUl2/1FQN+7AcZfitUah9fbukYoFEUhKtpCKKSzcVc2O/bn4PGWTLVMSrBz+sAk+vdKwOcN4Ha3zpuvUEjHWeShSwc7184cyMl8DxknnGiaTnyslV5dY/H5Qjid3moDf4vFiMmooughdEUlENTbxLRUVVVwRFkJBDXW7zzOjv25eH/+u5ITfz4Geibg8QTweFrnMSBaDo/fz8C4Tqw9mR5xnYFxnaTzqZEYDApWs4n5h7dFVD7LXcTa7EMMj+1GMFj384E92sI+50n+u3tllR07aQUneGLLNzw4/FxsDTTboDWRuS5CCCFEE7CZgI2La1dp42JsxtY1MqUoEB1t5UiWk7c+3876HcfDgT9Adp6bxT+lM/uLnWgo2O2td7stTdNxu/3k57twWAwM7BXPoD6JdE60U1jgwVVcdeBvt5lIjLMQhRvLzuWYN3+DZdcKohQviXEW7LbWOz5T0vlj5eCxQt7+fDsbdp4IB/4AJ3LdfPNjOu9/uQtFVbDZZEcLUT8hv8a0lAERl1cVhcldUgn62ueMnMZmthjZknsMZyDy5U7LM/dis5rqvAuAyWQAFd5I+7HGGR2uoJ9Xd63AbjOjtLNtB1rvlUUIIYRoRYwmI9qxvbWqox/bg8FsBlrPSLDNZuZErpuvVx6sdme7AqeP/32TxvUXDsZkCrXqafG6Tq1mZ8RGGTF6CtC/+QCO7C7/4MpPoccgbFOvx+iIosjVej77Uja7mYzsYr758VC15fIKvfxv8R6uu3AQwaDWqo8B0by83gBdEmIZntiVLbnV5+EAmNZlAAZU3H6ZddIoDLC74HitqmS4CwhoIVRVrdOMDJPFwA/H94cTCtYky13EIWcOnawxeNrR+n8Z+RdCCNGmmEwGHA4zUXYTDocZs9nQ3E0qoaoQrOUNRjBYUq+VKM2u/P2GoxFtaV9Y7Gdz2gnM5vYzFhFtN2J05qB/9HjFwB8AHQ7vRP/wMUyefKLsreu9URQFm9XEivVHIyqfX+Rj256T7eoYEA1P18Hl9PO7/mcyLCGl2rKTOvfl4p7D8LTD9d5NKdIgvKygrtV55N9mNfPTiQO1qrMiaz+KqX2N/LeeOwohhBCiGlariYQYE7FWHeuBdVh2fYd1/xpiTCESY83YrM08tTgUgui42tWJioNQ6xn5tVpN5OR7yMmPPEnhtr05WK2mdpEJ3mBQsVjN6POeB38N02F9bvS5/8FqM7eq98ZqNZJ1spj8Il/EdbbuOVmyJVc7m34rGpbfH8Rd7OcPAydwz5ApDE3ogkLJMWVUVEZ37Mn/G34eV/Q6A2ehT/aWb0y6QrzFVqsqRkXFajCh1yEJo6IoqIpCns9dq3p5PheGVtTB3hCkm1UIIUSrF203Yta9sORjtP2bocyIg77sA+hzGvZJV2FyOJptGrWuqOiDJqAc3RN5nUFn0ppW/CuKwsFjhTUXLMPp8uN0+TEYVLQ6jBS1JlaLir5vI7gifI+cueiHtmPrNABXK0lKpahqrY+BAqcPtzeA0ajK1H9RL35/kGB+iK6WOG7pfxYmg4GgFsKkGvAGA4R8GoX57ohmJom60wIaZyX3ZdHRXRHXGdmxB4FgkFCoLh9OSR2DohIg8nOIUVXRW9VVtv4k+BdCiHqyWIwYDCqKUpIAzOcLtom9zFsLh82IOehC//gJcBdVLKBrsH8z+rG9mH79V6LscRS7m6EDQDWg9h+FvuIT8BbXXN5sQxk0DtVoAlrJHvGKQrAOazWDIQ1jOxj1tZoN6Nu+r1Udfet3WLsOxNU4TWoUdTkGSraCbITGiHZH0/Sfd5EIoKpKeItRuS43HZ8vSKzDxoC4ZNIKTkRUZ3rKQIK+us3G0HXwBYP0ienAzvwsABRgYFxnekYnYDYY8QQD7MrP4qgrP1yvT0zHOnY2tF7ta56DEEI0EEUBh700W7cH2+FNWA+sxZ53iIR4G7EOI0ajnGIbm6oq2Oxm9LnPVR74l+V1oX/+f1htZgyGpo8ygiGNEyedaDNuA0MNfe+qAe2CWzmZ625dU1N1HUcdMrfbrMY6TfVsbRSjCYpyalepMAfF2HrGahSo0zFgsRglOBMNTtN0QiFNjq1m4PMEuCl1PHHmmqf/X9xjGB2tUfh8dZ/hFPCFmNplAAoKU7v057GRF3Jj/7Ek22KwG830iErgL6dN54HTzuH0xG6oisKUzqmE2tmOD63naiKEEC2EoijERRlR8zPRf5wLR8sn7dKj4jAOm0zcqPNxugJtYs/ulspqMaIfSYP8yEYWKM5H378Fa8rgJp9GHQiEyHOFMMQkE/+rv6AumwW5mRULxndCm3oDhfbOnMj1Eh3Teo6fYDDEwN4JrNxwDE3XSYi1Mjw1kQE947BYLei6TlGhi837C9i1PxdfIETX5GjMRgOuWmwJ1WrpOqi1TEBpMJTMXmklAoEQg/sk8tPmjIinVvfsEoNBUVpXR5cQolpeTxCbauL/DT+Pd/auqnQGQLTJwkXdhzE2uRfFhb56LcfweQMMiE/mnqFTiDVbmZ++lS25xwiVOX9aDSbGJffi+n6jGV/UG5NqwONvHUuqGooE/0IIUUtxUUbUo7vQv36t3NrysOIC9FXz0Y/tJfqSu9A0Xdax1oHZbMBgUIGSKZs+X7DC6LDVBPrW5bV6Xn3rcqy9huKqXV6gevP7AvTvlcDbn23nrOHJDLj2EUJZ6Rj3rQWfByw2Qn1HoXbpzf6DuaxYfZCbfzWUYmfFoFhRwGw2oqoqUDKy5fc3/zHm94ew2sz06xlPv5Qo+vZIILR3A+pXs9GKckE1ENOpF2cOn86E04ewbN0x+nSLw1uP0Z7WRPP7UJJ7ohdkR1xHSe5FKNB6OoD8/iA2u5leKbERr/0fMSgZn7/1/I3tmdGoluyn/vN5ORAI1WlbNtE+eFwBrDYjtw+aRJHfyw/H91Pg92BSVQbGdWJ4Yje8/gDOAm+9Z2domo4/EMRhNPP01m9xV7K7jjcU4LvMvezKP86Dw88h6G9/x64E/0IIUQsWixHVV4y+8PXKA/+yjuxC/+FTosZdSn77iG0ahN1mwmZWIOCD44dKst3HdiCqY1d8Xj9urxa+2VSNRrRaBFIAFGSXTL8m8mzkDSEY1Aj4g5xzZg/mL9/Pis1ZDO7TgV59z8FiMuALaBw+6WHHqh14/UEunNyHYFArNxpqMKjYLT9njM/NhMKTJSPJyT0g1obHr+PxBpo1mZXPG+C8sV3RczPR33oK9ZTlGHpBNoa0tdB9INMvvAPdaKKgIPLdAVozT1DBPuIc2LMu8kpnnIsn2LoWw/u8AaaP78mHX+2iuIYZNkP6daBrcjSFhU3cGydqxWIxYrQaMBpU9heexBMKEGWy0DeuI95AgKA31CI6IEXL4/UE8XqCWCxGpncaUNJ7jQ4hKCxwN9iae6NRxWg08J/N31Ua+Jd1wlPEf3et5K7BZ+N2ta8tHxs0+A+FQqSnp1NUVEQwWH0P7qhRoxrypYUQoknYTcCqbyLefk3f8SOGs36F0ajKlNYaKArERpkwFJ1EXzYfDm4rN91Zj0/GfPp0LEMmUOTyl9xo6jootcytoJSMljcHl8tHSnIUv5qWyuJV6WzcdYKNpyRDjrKbuGRqX1KSoikq/CUoNpkMxEaZ0XevRtv0bfklA4oCPYdgG3cxlrjOFBRXnCXRVAwqqM5ctM+eheqm8h/ZjT73OdQr/oKqKu1iTa7XG8CR1B29W3+IZNeHnkNQ4pLwtbLOEa83gN2ucO2MgXy14iAZ2RUTXBqNKmcMSmbMsM4UO+s/6icaj81hAiPMO7KFtdnp+Mpc/xxGC2cm92Zm9yGoRhVvK9mVQjQ9ny/YqH3uJouBtScP4YxwCdnewmxyvMVEWS14ve3nuG2Q4P/48eM899xzLFmyBK+35jdcURR27Yp86wchhGgJDAYFg9mEtnt15JUCPvRdq7H2HUuxBP/VinWYMGTuQf/y1co7V/JPoC//AP1oGjEX3EJBkY9QIIia1AM951jkL5TUHc3fPD39NosRU8BDZ+8Rbr50MEeO5ZN21InPH8JsMjCgexQ9uiYQOpKG0dcVm9WM2xPEaFRLAv8l76FXdvzpOhzajn54F+oFvyeu+xDync1zM2OzGNEWvl994F8q6wD6rlXY+ozG2Q6+H7oOxS4/URffhfbZv0tmtlSlS1/UC2/H6W7emRx15Xb7sVpN/Gp6KkUuH1v3nMTp8qOqCilJUQzp24GQpuMs8kjHaAtms5vwqSGe2fwtBf6KnVCuoI9vM3azPT+Dvww7B4tmwtfAgZTJZPh5qUHJv+V4+UXpEjDl560ygsFQu31/bFYzK/bsq1WdZZl7uLT7aa1mQ52GUO/g/+jRo1x99dXk5uZGPMrQHjL6CiHaHlVV0T3F4K/lVSIvEwPt82IcKYvFiMFfjP7Vf2ueVbFvA9qaTkSNOA9PUMExYjrs+ini11JGTKc5BqcURcHuMKN99Cxq9mH0qHi6DZtE556DUSx2dL8X47F16N+uKBk5T0zBfv0jeH0hHBYVfdO3lQf+ZWkh9IVvoN7wD6zW+CYfzbBYjOAqgGMRjGr/TN+8DMvgsyj2BFtlkFtbXl8QRTHiuPIB9B0/oG9eBvnHfymQmIIyfCrKkDMpbuUJQ73eAF5vAKvVxJihnVAUBYNBJRQMUVzsbbdBSmuhqgo2m5l/bfyq0sC/rCx3Ef/dtYK7h07B72uYDiubzYTRYiCIRqarEL1Ap4M1irgEOz5vAJ+3/W6razComK0GbFYzJ73F5PvcmFQD3aLjCGk6IZ/WrkazFUXBoKocr2nXn1Oc8BT9nDun/ah38P/cc8+Rk5NDQkIC9913H2eddRYdOnTAYKhlNlshhGgV6rL29uf1baJK4eUUNazTC9uyHOPYCwl6fSiJndG7DYCjaTXX69QLpUsfvHlNP43aajWiZx2E7MMlvyjOh1XzMTK/8gq5GehH92Lr0BuT1Yi2aUlkL6SFYN0i7JOvJoLJeA3KZFAgrRbr2aHk73QXYTRaGiQxptGoYraYMBhUVEVB03VCwRA+X7DFJCbzeIMEghq2fuOwDJuE7iwAf0nSR8URh8/rx1PkazPBcWkQYjSqxMc7yJfAv1WwWE1sy8vgpLfiso3K7Cs6SZa7iDiLrV6Bp6IoOGLMnPQXs3DfDrbmZaCV6U3oG9ORc7sOYkBsMi5n2/meRMpsNuCItrA2O51lu/eQ4S4IP2ZSDYzu2IMZ3YfiMJlxOdvLevaS40Op0z1a+7o/q3dXx6pVq1AUheeee45f/epXJCcnS+AvhGiTQiENxR4FVkftKiZ1J4icF6tiMKgYzKaaR7XL8rnR96zHYjZQ7AqgXnwnJPWovk5iCuql9+By+Rt8BprZbMThsOBwWLBVsce5zQj6pqW1el598xKsFhX94DaoxYiGvncdqkHFaGzaEQ0VrWTngtrye8PTVuv82qpCVLSV6BgbBzMKWfjDQT5fupeFPxwkPctJbKyNqChrvV+noQSDGk53kNw8D05sFFsSKdJs5Oa7cbqD7S6gES2P2Wrgu8y9taqzPHMPBnP9vmOOGDO7Co/z1JbFbM49Vi7wB9hfdJJXdq3g66M7cMRYUNWW8Z1uCkZjSeD/9p5VzN63tlzgDxDQQvx04iCPbVpItr8Ye7S5eRraxHQdAqEQKY64WtVLccShNVDCwdai3ncFfr8fq9XK2LFjG6I9QgjRYmmaTtDnRxl8ZuSVLDaU/qPx+iQLclVUVUF3FdZ+OcXJoxjQ8PqCuHw66lV/RZlwOcR0KF8uKh5l/CWo1zyEO6Ti8TbcNOqoKAsdYkzEOIzYXCewFWXiUHx0iLcSF2MpF3yrJiPkZtTuBXIzS8YxSmcLRCoYQHfmN/l0Rg0VLPbaVzRb69Uho6oK0TE2DmUU8dqcrSxZdZj0jCKyTrpIzyhi8U/pvDZnK4ezioiJsbWoYEHXdfz+kpkJgUCoXSx9EK2D2WAk0x3Zdo2lMl2F9RoEtNlM5PpdvL1nVYWg/1TfHNvFxpwjWO2Vd7i2RRaHkQWHt7Ep52i15byhAC/s/A7dUDJToD3w+QKc3SW1VnWmdhlAqJ1t91fvaf9du3bl6NHqD0AhhGgrPAGIOuNc2LaiZCu6mpw2lWCg5Uw3brHqFPD8UsnjDRIM6dgGT8Z8xjnoeSfA5wKzDSWxM36vH48r1CDTykslxppQfMXo6xai71pdPsFdtwEYzziXuO4DcbqDP6/bbuLpiM0QRQZCOpYBY+DHzyOv1KErij2GYH7dt3pzOCzsO5zP4p/SqyzjC4RY+MMhzjurF71TYnA621GGp2akKGCxmDAYDaiqgj8QwmI1ofzc2SFautqdR/R6TqE2WAwsOrCLkB7ZNXPR0Z2MHtETjyvQ5nOKGY0qRoPK95mRJbVzB/18n7mXs5NTK2zDaDYbMJgNKIaSqfKapqP5tUbLMaIoYLWaUEwKiqKg6zq6BgFviGCwYc4Dfm+IER26Mz99K7k+V43lhyWkEGu2UljcunZTqa96Dwmcf/75+Hw+Vq+uxXRNIYRopXy+IEGDFeXiu8BY/XQ6JXUU6rgLKfZK4F8dTdNRHDFgstSuYoeuhMpcxgKBEEWuIHn5HorN8bhiulFsSSQv30ORq2EDjcQYE0pOBtqsv6Nv/a5iZvujaWjzX0D/8XOi7UZMJgNaMACJXWr3QgldSm6lO3SrXT2DESU6AU1r2mPP5wuCLRq6DYy4jnL6NLxef537KkwmA4qqsmzNL7MjLCYD3TpF06dbHN06RWM2/TLytXT14Z+XRLSP0bDmZLOZiI934Alo/LQlg4U/HGTRD4fYdSAXm91MTIytyZemiMj5Q0E622NrVaezPZZQHc87JpMBHZ3NNYxql3XC4yTdmYvV2qC7l9eZwaBiNhswmw0NfmybLEbWZKfj0yIP0Fce34/NYgrPdjKbDcTEW1FsKstP7OG9fWt4e+8qFmbswGcKEptgw9LA76XVbiI+wcFJrZjPD2/mrb0/MevAWtblpWOPMRMVa8FgqP97FQppeL1+7hk6lVizrdqyPaIS+N2AM/G62k9SxFL1/nRvuukmlixZwt/+9jfeffddunWr5Q2KEEK0MkWuALEde2K47hFY/QX6/k3lM9QnpqCMmIYycDxFxX5Zu1uDUEgjFAyiDhiLvn1FZJXMPy+nKKqYzEjT9EbNkO5wWFCCHrR5z5ckaauGvmkJxHYgZtBZeAJgGz4Vfd/GiF9LOX0qXp+Grc9wdFs0eJyR1UsdVbJMpRmOPY9Pwz7terQPH6/x/SElFWXQODyFdd/82WQ2sn3fSYIhnQ7xNk4fkMSAXgm4vEF8/iAWsxGH1cjuQ3lsScsmJ9/Djn05DOgZ32AjTqIiu8OMpivM+WYPx3PKj8IdOFrAT5szGT4gibNGpOB0emUWQAvk9waZ3DmVvYXZEdeZ0qU/Wh2nUauqQrbHGfGof6lDzlw6JcTU6TUbisVixGgxYDYZyPd50HWdWLO1JOHoz5n36zsxQVd1jhTn1qpOod+DJxhEVRVMJgM2h5kP9q9jXXY6WplZGjvyS7a9GxTXmVsGnImiKngbYFsce5QZl+7n+c3LK+Qn2Jp7jHnpWzi36yDO7TqI4qL6JwL1uALYHGb+dvr5fHVkB2uyD+EN/fJ3xJltTOzcj3NSBuJxt+7dVOqq3sG/1Wrl3Xff5W9/+xsXXXQR5557LkOHDsXhqD4h1iWXXFLflxZCiGah61BQHMBmi8M27TeoU69Hzz5ckqk+JhElvhM+rx93kU+m+0fIEwDHqPNLtuwLBSG5B8rQSSgJnUA1gseJvncD+t71JY+fNrnZllNYDSH0Nd9EnNhOX7cI9bSzCXh82FP6onfsBicjGNlK6IzSfSCefA9GRcN4+lT0VfNrrqcaYNT5zbKdIYCm62iOOLQrHkD94oWSXQ0q02sYyow/oqPWa7quxWxkz6E8hvbrwORR3dh1MJePF6WRk//L59MxwcZp/ZO4+vwBfLf+KGmH8hia2gFqnhkq6sBqNaGj8NHXu3F5Kj8QQ5rOxl0ncHuDTB/Xg8JCd7vdtq2l8vuCDE/sSqLFEdE06t7RHUhxxFGQV/cvllaHZQNaM26lqyhgj7bg04MsPLaN1Sd+CTaNisqIDt05t+tAOsRG4Sry1esYV4C6VNd1HYNBxR5l5qWd35NWcKLKsrsKsnh667f8dfi5aEEdv7/uwbHVZsKNn6e2LsYdrHzXAb8W4ssj23EFfVzaczhF+Z56d5J4XH4sFiMXdxvG5b1O55AzF58WIMpopXtUPF5/AJfT1247HBtkXkdGRgY5OTl4PB6++OILvvjii2rLK4oiwb8QotXzeAJ4PCVTFQ3xvVCUklFnf75bknbVktcbxBodjeGSu1EsVkjojL57Nfr2H0qC/ZgElNEXoEz+Nfr+LSgDx1HUDFsYmUwqitGMtvOnyCu5CuDgNuzdhuB2+bFfdg/ax09CUU7VdaLiUX51Hx63H03Tcfk04kadD7mZ6Huq2UpPUVHOvQktKhGvs+Gjf6Ox5h0ELBYTi1al07tLNANufprQ/i2oO1aU/L2qEaVzL4KnTUeJT2bJmqP06xFPlw523O66fZ4Gg0JKUhRjh3fh86X7yMyuuC3ZyTwPS1cfZvfBXC6Z0pdVWzIxtLO9nZuS1WriqxUHqwz8y9p9MJcBveLpGGfD42kv25I1HINBLUmaquuEQnqDrnsPhXQ8Xj/3DJ3CM1uXUHTq8qYykmzR3D54Eh5X3ZfwaJpOB3tUrTfHTbHHUcvJAjWK9H21R1s45snn5Z0rKkzHD+oa606ms/7kYa7pO4rRHXpQXOir+2ekQydb7WY42I0mbEYTXnOAH47vrzbwL3XcU8Tn6Zu5tPvwegf/r25fWWXgX9byzL2M7tiTDpaoem0TWcrnK8m1YzSqpJhjcTgsuFw+CvKlk7HewX9aWhrXX389Hk9JD7vJZCI+Pl62+xNCtBuBQMMmkmuvXF6N2K790NcvQv/s3xWy/+sbFkP3gagX/AF/oOGSBNWG0WgoCea9tRvZ0rMOYOg6gEJvEMVuxnbdI+g/zS3Z3rDs32myoAwci3LmZXg1Ay53yY1XMKhRVOwn5tyboUs/9M1LoKDsVFwFug9AGXcJWoeuFBY33FRGVVWwWY1YLQaUUBA94EP3K8RFm/H4Qni8wfDNlNlsIKjp7DtSwN7DBazekc1p/Toz6Jw/YLFZ0EIaRU4Pm/blk3ZwO4GghtPlp9f01DoH/5qmc+bpKXz5/YFKA/+yMk4Us3DlIWZM6t3ubwAbi9lsxOcPcSgj8izxG3dlc/HZfST4j1Bp8jSDRcWoGnAH/RgVlRijGa8vQMDXcNckjyuAPcrMw6efzxeHt7Lu5GEC2i/PbTOYGJfcm4t7DCPoC9UrcAsEQsSoZgbFd2ZnflZEdeLMNgbEdaKgHglDS/3yvhowqAqeYKDa99VqNVGs+Xhp5/f4tarfbx2dj/avI8Fip6c9EY+rbsd50KdxVqc+fHF4K8EIezvGJfXGFwhiNZtqtW3j2ux0rug1AqNRrdNUfKvVRI63mIPOajq5T7EkI40b+o5pkOC/VEnbgzgcFvz+oJz3aYDg/6WXXsLtdtOtWzcef/xxRo8e3eRbCwkhhGjdVFUhJsqE9t0nsO27qgse2Y324eOYr/s7VqsRbwNu2xcJRQGqucmrUpkEWC53kKDFiH38rzBMuhL9SFpJZ4LVgdJtAKFQCLefCmsR/f4Q+SEf9tRxWE6bhH7iSEkHgMEAnXqDLQqvX8PtrP/a0lIWi5Fohwn94Fb0TUvQM0qyTOsAXfpiHTEdW5/hOF0laydNJgO7D+SGX7/Q6WPlpkxWbsqs8jUysovxBUKYTIY6BSyhkE5+kZf0zKKIyh/KKKTA6SMuqn3sf93UjCaVHftrty75SFYRIU2vc6DRnhgMKo4YCyc8RSw5kMamnCPhQLCD1cGkzqlM7NQXo99Q5yDzVO5iP1ariSt6juDXvc8grfAEnmCAKJOF/nHJ+ANBfK5gvUaJSwV8Ic7rOiji4H9Kl/54/YF6B3Wl7+txTxH7srOJNVmxmywEtRAFPg8GRWFUx54Y/UE8PyeJM1pUFh7aUW3gX0oHFhzexv2nTcfrLj87QlGUkoSFBiid9qAHqRAEBwIhLJgYndSTVScO1viaRkVlWsoACMGJoJMTEeaMAfCFgmzLzWCgoxPBCEbuT6UYFVZl1dzGsrbkHuOm/uMwGFRZMtmI6h38b968GUVReP755xkyZEhDtEkIIUQ7Y7UYIXN/9YF/KWcu2pL3cJx3C94m3q0tFNLBEQsGY/kkjzWJT0JTDEBJnZIpiWA0apiT+6OqJVst+YsD1QY/oZCG061R7AlhieqMGtMFXS/5vb+g7knzKmM2G4m2G9G+eAnSd1QskLkfPXM/eo/BRF98J7oOOgruOnTIeH1BjEpdtkIsWc+6OS3yhGQAm3efYNJISVDcOBTcdRi58/qD4YzkonKqqhAVY2F51h7mpW+t8HiO18XnhzbzXeYe7hs6DZvDFA5U68vrDYC3ZPZTH0sHFGvJlHhngbdBAzWvJ0CPuAQu6zmcuelbqi07smMPpqb0x1lYvwuBqipExVrYU3CCblHxnJbQlTXZhygoPIFRUekXm8RpiV05WHSSZFsMNruJgD+EoipsyDkS8escLs7jhNtJjMWK1xsomWngMGGzmDlYlMPmE0fxhoI4TGbGJfUmKSEKjzdQLvFewBPkmr6jOO4uqnZUXVUUfjfgTOwGM4FACGeo9u9Rgd+DElXraiUUql0mUpmQruENBqnjpUBEqN7Bv8fjwWazSeAvhBCizmxmFX3j4sgrHNgKAR9ms7HC/sWNyecLEm01o/QdUf3a+7KMZpSB4/F4fmmnqipYLUZsZgXFYICgH8xmbCYFj1/D66t+eqKu6w06NbIyMQ4j2qK3Kg/8yzq8E23hG8Rc8AfcvhCmOmxvZTSq6HVcxmE0qWSdrH66/6myTrrq1E4RCR1jHbbtMhpUgjLaVy2rw8T6nMOVBv5l5fnc/N/2pTwyYgYmv9agy9KCwcZdcqXrOq4iP5M7p5Jki+brIzs46iqfNDTBYmdql/5M7pKKy+mr92wRq8PEcU8R3aLi+WD/OnbkZZbLOfB91j5iTFZm9hhKF3scZqsRBYUsd2G5JRCR2Ft4gjHxvVAUBUeMhXRXLh/vXF9hVP7bY7vpFZ3Ib/qNJTbaiuvnHDcGs8rBwpP8aejZLDyykx+PH8AVLN/xmxqbxIU9huIwWlBVBVVVsOi1D/mshvqEiTrmOiwBN6kqfpmZ36jqHfz36NGDgwcPEgqFZJ2/EEKIWjMaVRQ9hH6ohiCzLF2DXT9hHjQZfxMvE/brKuZR56HvWU8kaamUwWeCroWn8ZvNBmKizOgZ+9E3fYt+aFvJFhIo0HMwtjPOxd41laLiQJXTaE0mAxaTivpzbuyQrtbYYVAbVqsJvSgX9m2IrML+TeiFJzE4OtCnWxyrtlQ9zf9UMQ4z0XYz+fnl8yioaslUWANaSZZrVHyBioGMqii1/rs1TUeR4aVGoYV0+nSLY/2O4xHXiY+xYLeayKtj3of2QFUVrGYTCw5vi6h8ns/Nyqx9nNmhT4MF/4pSktBTKY0edAUtqDX4dmmhkEZxoZd+9iQeHH4uWe5CDjlzCOk6Xeyx9I3tiNcXoKgBZh2Uvq8xio1ntn5b5a4GRQEvH+1fjzPg5ezOqRhNKqFg7c+3JUs0dOzRZvY6T/Darh+q3OHgkDOXf21dzP3DziHWYcXvLVm7/+aWn0hxxHFBtyFc2GMo2/MyyPd5MKklsxSiTRZ+On6Qr4/u4NKepzEmoRddbXHYjSbcwcg6jRVgcEIXAt46vr8hGJbQlZVZ+yOu0jMqEYMiU/4bW727vS+55BL8fj/Lly9viPYIIYRoZKVBT0uJfVRVQfcUU7v8zkBxAWodtoWqr+JiL8R3Qjn7qpoLd+mLMunX4W33TKafA/9Fb6F/9iwc3Moviz91SN+B/vn/oX39GjFRJszm8p3qZrORhGgjsXYVy77VmDZ8hXnTQmzZe0mItxHjMDbI1GmbUYeN39au0qZvMSkhEmKtJCXYI642rH9HQmWCd1VViHEYSYi3YTuxF/OmhZg2fIVl32pi7SoJ0SbM5l/GLgJBjZgoS62aGhNllrXljcTnC5DcwU5CrDXiOsMHJP28D7oM+VXFYjWyMz+LAn9kW4xCyYi11WJqkI4um91EXLwdp+rlu+y9LMraxcqcfQRMIWITbFhtpnq/RlmapuNx+SnIcxGn2xgV14Ozu6TSzRxHQZ4bt9PfIEGixWrCr4X4YP/aiLYz/PLwdk54nJiMBhIskZ/nSiXZolEUBcWg8GbaTzVubegNBXl19wpsNjMWq5EtucdwBnykFZzgue3LeGLzIrLcRVgMRoKaxjdHd/HA2vnMTd+CLxTku8y9WMxG/IEg45J6R9zOQfGdsRvMdc7j4PMGGRTfiXhz5O/RlC798fqaaY/adqTeI//XX38933//PX//+9/p0KEDp59+ekO0SwghRAMyGH6eZm4xgMGIroWIi3Pgd3vwBGiQRE11peuAsQ43jkZzM4T+Jbn7CoqDxA2ZiBKVgLZ6PuRklC9ksaEMnoBy1mX4/Brun6P/GIcRfen76HvXV/8i+zejL36H6HN+S+7PyxqsFiNRNgP69x+j7V4NZUdw1i9Cj4rHNGYm8YPOpLDYX6/g1mA2oWVEnhkaQM/Yh2o0kZXrZsIZXZm3dB9aDcFcXIyFYakd8flLtmQKhXTios2wexXami+huPx0X33lHJSB44iZfDUuBTy+IAF/kKGpHTh6PPJkVsNSOxIINN8x35bpesn68MmjujFv2b4ak08mxlkZ0q8jxc7Ig9p2SYW0gshnUwDk+ly4g34MBrXOU/VL97HP9jv5eNsG0ovLJ3P84vA2BsQlc13f0dijzbgbeAvW0uPJaFSx2cz4GnCGE4DBqOAO+tmRF/lspe8z93JNv1FEm6z0ienAgeq2bS0j2mRhSHwXfP4gP2Tti3jJQI7XxZ78E/SJ7kBaYckxYFBUTk/sysTO/egfl0xQC2FUDRQHfKQ4YlmRtZ8cbzEnPE58oSBaQOeCboPZkHOEwho6kEyqgV/1PJ1APRLqapqOxxvgit4jeCPtxxrL94hK4IyO3SgqaOJEPu1QvYP///73vwwfPpxdu3ZxzTXXcMYZZzB06FAcDke19e644476vrQQQogI2G1G7DYz+v5NaJuXQuYBQAd7DIbBZxE9YhqaxUKhq3m2wQkGNZSYaPSYDiV7wUeq11CCugo0/ZZ/waBGXlGA2O6DMfQ5DbKPoB9Ng1AI4jqi9BuBHgzh8obw/LzXucViBLcTfWfNN0IAetpalHEXY7XGoGk6UTYD2qfPwPFDlVcozkdf9j4484gdM5O8Qn/dR1IVtXYJDaGkM0JVSM8opG+PeC6Y2ItvfjxEMFR5GxJirVw2rR/b9+XQu2ssJlUhLtqIvu5rWPtlla+hb1+Jnn0Ex5UPENJL8jD06xGP3Xo0omSDDpuJvt3jKSio3XaNInIet5/OHRxcMLE33/xwqNzMjrI6xNm4/JxUfN7qE10KQCHi7d3KCmpavWZ52aLMHPPk88KO76p8/bSCEzy55RseOO1cHHZzuQR19aWqChaLCdVY8rdYrSY8nkDDTQ1XYVXmwVp1JG/MOcINqWMIBEJMSxnAgaLIzukTOvXF6w/w/9l77/A4rvPe/3Om7MwW9EYALGADe2/qoiiqWMWyFLm32HGcOHFi59pO801+aU6x4/gmca6T+KY4sR25V8nqoiqpwt57A0iiA1unn98fS0IEQQC7AFggzud5bD/mzsGc3Z2dOe973vf7jRqRAWr9mlBYUTOV6SVVRBQNy3fZ23uGXd2nkWdn9mLbIaaXVuEFARVGjN9asBZdUXn+9EH+dd9LpF0bgWBWWQ1r62fzJyvu5cfHtvN06z58GeC5PhFF47OL1/N3O5+hx764NaKp6nxy/q1U6DEyybGJyFoZl4UV9Xxw9mq+dfD1Iascmkqq+PTC28hlxvF7PYthaOgRFS/wMaM6ju1dVp2gq5ExB/9f/epX+8uJpJS88cYbbN68ecRxown+//Ef/5GvfvWrwx7zJ3/yJ7z3ve8d9O+u6/KNb3yDn/70p5w4cQJd15k7dy4f/OAHufPOO4ueS0hISMhEIBbViCkewbf+avDudDYJrz+G3PwEyl0fpXzGMnpSzrjZxBWKlBLHctCXrEW++P3CBpXXIRpmYnVfyd1CiecHqDrIshooqQAJQigg8zsf/nmBb1QHNhVZSr/5CaI3vhOEQL7w3aED//N57VGYtoBoxTSyudEtwqXnQkkl9HUUPqikEjyPeEzn+08e4IHbZvLRhxax80Anuw51kso4CAGTquMsmVNLc1MFb+w+wytbT7FwdnXeQrHt2NCB//m0HUNueIT4ze+kJxVgWR4P3j6b7z6xH3eYIFLXFB5cP5uc5Q74bkLGFykhlbKYNqmEX314Mdv2tbPrUCfpbF7hvKEmwbJ5tcycWk4u6/QnyK4m8mtbednvh0MhpCi6zFwVCnE9Qjo7uiBO0xR0XeX/bnlhxMRD1nP5x90b+LOV9+FYY08kK4rAjOmYhs7BvnaOdHcSIKmPlrGkajK26+Jkxy4+KJH0OhcPhIfCkwFZz0U4sKiikbX1s9lw+uCwY+aW13Hv1IWkkzZxU9DrZNGEwr1TF3JL/SxSrs3O7lOk3SxxLcL7Z63GlwFPt+7juVMH6LazKEKhPlrKvVMXsrvnNI8cemNAQC2RHOxr52BfO9MSlXxywa1oQiGq6SSlRzbjEIvr/PnK+3mt/RjPnTpAS6YXkFSbCW6pn83Nk2YhvYBsauzuMVJK0n02KyqnsXB1A8+e2s/GtqMkXQtFCJrLarm9YS4LKurJZBzscRSxjcZ0IqZGn5NjU+dRbN+nRDdYVTMNI6bjWt5ltwq+Whhz8L9q1arxmEdRVFVVMW3atIu+VlNTM+jfbNvmIx/5CJs3b0ZVVWbNmkUul+O1117jtdde41d/9Vf57Gc/e6mnHRISEnJZ0TSFmKkRfOsvoWuYksbARz7+/xAP/DaJutmkspf/gZhzJJEl65A7ni8g4BSIW96JbY1hZ3uMKIqgoiQCx3cSvPwj6H7Tk1oCREyUBTdRevPDpIXIW9npGsHJfUWdR57chxqJQOAR7Hml8HFvPE703k+QHWVuxHYlxqJbkC37Cx4jFt2C4wXMnV7F86+f5LtP7KepoYwlc2q4bskipMx/brbjsftQF9/82R66+yymN5ahKQJV5OddKHLvRtS170bTFLIZm9KEyXvvmcezrx6npW2w+v/kuhJuv24qMUMlnR5fW8SQwUgpSaUsIhGVpXNruGFZI4GUKELgeQG27dLXm72qkjC6rqKbKlEjgnJ2Y8v2PFzbx7bG7iU/FjzH58a6mfzk2I4R+8TPsax6ytkk5Oh2U3VTY2PbUXJ+YUFZp5Vmf08bU81KcmMQb9Q0hXipwesdx3ns5C46rYFVOnEtwq31s7l36kIyKWdMbWsyyO+8Fz1HRcH2XNJJn4enL6fGLOGJlj2D7O1MVeOmSbN4sGkJ2bTTL74YVSN8ZP71GKrGv+x9iQN9A+1Kv3d0C0urJvPw9OVMjVfwSvtRpJTcNGkWu3pO8e1Dw7eOHU938w+7NvB7S+/E84P+31ku4+LaPktKJ7OmdjqaovS3Z+UsBzvtjqs7RBBI0n0WkYjGXQ3zeWj6sv77gON7OJZHb0923H5b59pUutwM39m9mYMXfK7fObKZZVVTeM/MlUTV8bPCnEiMOfj/7//+7/GYR1Hccsst/PVf/3XBx3/pS19i8+bNTJ48ma9//evMmJEXvHjmmWf49Kc/zde//nWWL1/OunXrLtWUQ0JCQi470YiC3PnC8IH/OaREPv8djA//Gemcf9mDatf1yTkC812/h/zeF6F3CN92oSDWfwg5dT7p5JV5aAsB5Qkddr2A3PA/Fz/IsZBbn0aeOUrinZ/LL64UZWCffiF4HigKcu/r4BYRsB7bifBddF0d1UIuZ/uYzSvz7y9XgI2emUDMWUWmzyYW15gzvZLdh7o42trH0dY+dE0hamoEgSR7wa7givl1uJ6PJvy880GheA5y36sYM1bjeQHptEU0qvPQ+mbSWYd9x7qxHR8jojJ3eiWJaATLcsPA/zLjOD6O45PN2Oi6SllZjFQqd1WV+Z8LGFDghdMHebn9CN1WBk1RmFlaw+0Nc5lbUTfuu5PF4Dg+JXGdpdWT2dJ5sqAxdzbOxbNHH8iZhs5LbYWrtQM8f+YgH5513ajPqSiCeInBoyd28XjLnosek/EcHju5mxPpHj4x/2aCPjnqCgDpSeaVTxpx5/586qIlGIpG1rfzVS59FtdXT+e2hmZ2dp/iWLqTQEomRctYVTMN1/NJJ+3+e7Hlunx83o24QcCXdzyNc5He/0BKtnSe5FBfB59dcgeVZhzfC4gaOj88tq2geZ7M9PBGx3GWlk8Z8O+eF+B5DrmM0y8Qe6kTW47j4TiQE05/xXih5zznMqGqCiAJAjmk9sO5NpV/2L0BPwhYWjWZaYlKDFUj57ns6T3N5s4THE528AdL78KM6lhXYeXRpeQtb3Lb2dnJI488AsAXvvCF/sAf4Pbbb+djH/sYwIjtBCEhISETCSEERjSC3PZM4YN6ziBPH8U0x5wXHhWZnIclTJQP/Rnijl+G6slvvmhEEcvWIz761wTNq+hNXTllcNPUEb1nkBseGfng04fz5emGQHoeJMqLO1miDOk5QydDhkJKZLZv1Crfvh/g2C7i7b81shijqiEe+CSO7faPu231VKrLo/2HuF5AMu2Qzg7cPV0+v4762jie6yMzfRRdY93XMcDxIZdz6enJoCBZNKualfPrWDSrGkVKenoy5HKhldyVQspLH2CMBiEgXmpyKN3O7772I350fDvtuRSeDLB8j909p/mH3c/xxR1PoZkKpjm+qvbF4GQ9PjhrDbVmyYjH3j91EZOiZVhjSFZoikKXVVxJfLedQVNHH14YpsbBZPuQgf/57Oo5xS9O7iYSHb3VuG15LKpspFQv3J1ibX0zlu323658PyCbcujtyTIrWsP6urncOWk+S0obSSctMucF/gCBGzA5XsE/733xooH/+SRdi3/Z8yKzy2pREOztOTNkv/7FeKZ1P7quDKn7EATysv4uz90HCjmnogiiiQgVlXG6ZIZXe4+xqecYrV4v5ZUxYiWRswmBPJqmomkKX9v7Iusb5/CXqx/gXTNWkNANpIQqM8EnF6zlfy97G3PK6vinPc8Ti0WuGuejy8WVWeFdRp599llc16WpqYnrrhuciXzPe97D//2//5fdu3dz4sQJpk6degVmGRISEjK+aJqCzGWgp624gUe2oS9v4Ep10mdyHrYbYM5YiTn/hnxNZhCAHsGzLHIu2Jdgx19VFaKGkrfF0vKPRt+2sVxJzvIGJBqiOvDG4xRqTSj3vIJ667twPIm+4KbiSunn30QQgKKO4nGtaAXP8WIkMx7llZNR3/0HyKf+E9pPDD6oZirijg/hl9WTTOe/F9v2EELwnnvm8tTG4xw81jNI9T9qaqxeOIklc2pJpXL53afRvMchxti2B+PsPR7y1sSM6ZzIdvO1YfzWAY6luvjKrmf4vSV34nn+FalcsG0PoQr+YOld/NfBTWzvah0051Ld5P5pi7iudjrpPnvMmgWaUlwgrwl1TOeMmBpPHtlb8PHPnz7EPVMWYquj0/EIAonluDzQtJj/PvjaiMdXmwlumjSTTHJwIjEIZEHtDlLApvajZL3CkpGt2V6Op7ppMMvYUYQrAeR3/90gOOv4cPVU24yEqiokSg22dbfw2J7dnM72DXi9yohze8McbqmfTSaVT65ETJWNbUf52NwbKYuYfPvQ6+zsPtUvmggQUVRW1TTx8IzlvNp+lJZMD1Vm/KrUHblUTMjgf9++fXzmM5+ho6ODeDzOnDlzuPfee5k9e/agY7dt2wbAihUrLvq36urqmDx5Mi0tLWzbti0M/kNCQt46FFtiDuDaiCtioPcmnheQ9gJcP5/JF0IQuA6W5V+SHYrSuEYkoiH3vUqw83no68yX6NdNJ7r8DmKNs8hkHHJW3o5OUQTBoS1FvCEHuXcTwazrEHNXI59/BKwClOYjJmLB9TgOmFPmwsafFH5OM44orcTvG5ttUm/aJR6vJfrezyO7TsO+TWBnwYjB3DWIqgasnEs6PfBaO+fZvv66qaxbPYVdhzrpS+VLTBvrEsyaWo5j+ySTOXw/QFUFoqwSaSbAKqDN4ByT5+DJa2zbJmTcEAKiZoRH9r5RUB/9iXQPG9uOsqxsCl6Bgdt4Y2VdDF/jI83XYwc+L585RJedRVMU5pZNYlFlA5bjkuq1xny/tH2PGSVVbO1qKXjM9JKqgjUJLiQSUcl5Lvt6C09ap1yLXT2nmGXWkB2lzoCVcVld3UTSsfjJ8aFbj6rNBJ9ZdDuO5Y1JaNA0dF44XVw7xXOnDvC+mStxguKTml7gAxPnPqkogkSpwROte/j5iV0XPabLzvDdo1s4nunmg7PWkOqzMA2d6mgCQ9H40vansC7iWOMEPi+3HWZ/XxufXbyeQ33tVJcluGI7HleAcQv+N27cyGOPPcb+/fvp6+vD84a+OIUQPP3006M+1969e9m7982s4LPPPss///M/86EPfYjf+73fQ1XfLP85duwYwLBB/dSpU2lpaeHo0QJUlEdA04rLkJ4rV1HHUCIVcm0SXjshw6EoAmHEkOQVqwsmVoZUVLQrmBo2DQ1DF/kg8OThfBKjvIZY/Uxc28FyRy9gdSGJqIrae5rgR/9ncG97eivy8FZk/UziD34aRdHxA5CZZPE2eD1tqAR4jkS97zeQP/y7vLr9UCgq4r5P4HkBjhMQbZiJLK8tuPxfLLiRwMvvwGva2BZ9thtguzZGohZt5X0oQqJqGrYPubNWUBd79vl+QDZjo2kqC2dWvXkVSkin8oGJEG+O9V0HsfCms1UVBVBWg2icjZe0i372hlwZrrbnlmFonEz3cOqCXcXheO7UAW6om4HneFfUCSDwIBExuLF6Nl6Qvx/GIjqBLxFSoCiiv597tEQUlVvrZxcc/AtgbUMzuqKM6jepaSptdqrocWeySZrjtWO6D+QyDrc3zGVRZQNPtexjc+eJfoeDumgJa+ubuWnSTDzHx3a8MZ1LVRQ6iklykhdTVBWFkiLaEwAUITA1nawyce6ThqlzMNk+ZOB/Pq+2H2NaopLrq6ejntXo+PzrP71o4H8+nVaar+97iU8tXIeUcsJ8NuPBmJd3nufxe7/3ezz22GMABfVgjrYHsba2lt/+7d/m5ptvZvLkySQSCY4ePcq3v/1tHnnkEb7xjW+gaRq/+7u/2z+mry9/Qy8rKxvy7557LZlMjmpe51AUQUVFfFRjS0ujIx8UEnIRwmsnZCik50LTAjg28gM0j0AsvAkjamJcoctKeg50tBC88mM4vofzExeytApt6e2ULLsdMZoS8QvPFQTQc4bge18aXkzv9GGC732R6Hs/j9B0ZDJT/L6WoqJHtPz4hhmId36O4In/gIvtcJXXotzxYaifga5FKDdBug7iurcjH/9/I5/LjCOW34FQNSoqilsoDof0HEADVYUgwBAB5iifeRC5+DlW3k2w68WCKiPEDe+AIKC8vDj7s5Arz9Xy3HJ8jy1thYnnnaM120vOdykvH+21P3b8IGDL7ja27e8glRm4293UUMqNyxupKouOS0Azq6yWWaU1HEqObPu5qqaJmBYhkHLU62E1VUBV1AVoSr5lK2pe/L5SDFMSlXxg9mo+1LyGrOeiKQqGqhFIia6oRKIasagx5vOoZ2MhBcGiqrxdYFNJVb8w3b7eM2w4fbBfrf6c+8RNk2byRAF6COdYWjUZKSVlZRPnPukFPo8fLPw9PtO6n9samvECn03tR8l4hYm6Hk52cibbR0O8fNTX60RkzKunr3/96zz66KMArFy5kptuuomqqiq0S7Bt9O53v3vQv82ZM4c//dM/ZfLkyfzt3/4t3/jGN3jf+97H5Ml5oSjbzl8Auj60QEskkr9ZWNbYyiODQJJMFieMoqoKpaXR/tLHkJBCCa+dkJEwDQ1j+Z3IQoP/pgVII0ZvT/GLr/GgJKaiHN+NfOxfLr4rnuxCvvBdZMt+lPt/g3TWHVMPY1lCRz77rcJU9DtOIrc/hzv/FvR4OZjxwkr3z9E4C8sJsM4ubGMVk4n88p8jTx2Gfa+eLaWPwpw1iMZZuJZLJuUCLlFTI9K6BzF1Ltz8MPLF7w99HjOO8o5PwZljMHUeyaw7pvuDoggSpoIifeS255CHNveX/YtZy2HpOgKhkR6nloy4qaM9/Fnk9788bPm/uPlhmLWcvrSLlKGI30ThantuRWLaqMqobd9DWqNXmB8tmqYQixn85LlDHGtNEjU05s+sImpo+IGkuy/HsVNJTpxJcf/amTTWJshlR+9uESuJ8ErbUT4x/xb+cdcGjqW7hjx2YUUD75+9ilfbjrGqehqZZPHPEVVVqIuVoCsq7ghCeOczs7SGXM7Ja32ME+cqJzzp4wTuuFZ5xEsNpiWqSLkWvz7/ZhQEL5w5yA+ObsXyPeJahJU10/jEvJtpt9L8854XmJaoxPV8KiKxgpMxAHc0zsOzfTL2xHA50XUVR/MHWR8OR5ed4VBfB7PKanjpTHHtFC+cOcTDTctIj7FF7kpTWhotuKJqzBH6j3/8Y4QQ/Pqv/zqf+tSnxvrnRs1HP/pR/uu//ov29naeffZZPvShDwFgGPnsnOsO3fvqOPmFg2mOfYdktAtR3w8mlBBHyNVDeO2EDEU2cDEnN8OCm5C7Xxr+4Fgpyp0fIWNdGSEr09RRcknkL/51+HJ4gCPbkS//iOiq++ixRjdXw9Agm4ST+woeI7c/h77sdjzbQVlwE2x+orCBiXJE00KyPbn+ADnpBYisj1k+lcj1jQghkEjcQCXXnRtYRRcE0HaM4MXvoTz4O4iGWcitzyAPbXnzs4qWIBbehFi6Ds4cJfjF1xHv//+QWvmov09VFZTEIrDjOYIXvz/oe5HtJ5Cbfoa48SFKlt5Ob8oes2d7XzqgNFFD5Jf/gmDzk7DrRcidLQNWVMSsZbDybmRlA32psSU2Qq4cV8tzSw8goRW/ixtVdezc2JKPoyEajfDillbSGZe7b5pOc1MFHd1ZUmct29Ysrsf1fLbv7+AXLxzhQw8sQFWVUQfFruUzKVbKoyd28TuL17Gp7SjPnz44oE1iRkk1t9bPZmn1ZP7rwKs82LQEb5TPEc8L0E2VFdVT2dReWCtuQ6yMKfEKerozV7QNoxgcy+PeqQtpjJfx+Mk9PNmyd4BOQidwPN3NT4/v4N0zVvC7S+5EQeDbAYEq+XDzdfz1tidH3OG+raGZKYkKcmnnqvi9FYKmqXTkim/9aM320VxeR1uRY9tyKYQQE+bzGQ/GHPyfPn0aIQQf//jHx2M+o0ZVVZYsWcJTTz3F8ePH+/+9tLQUeLP8/2Kce+3csSEhISFvBYJA0pd2Kbv9g8h4KWx56uIigJOmI+7/TWxhkMtdGYX0qC5h0+MF99LLHc+j3vAONG10QYSuCdj9enGDetuRyW7cSCnmyruRu14Ae2SVILHqXlzLGbQzLqUkl3Mv0Bka4r0IBXraCL71Z/kg/6YHEes/COkeUFQorYbWgwQbHoGDWwDJWP2LSuMa7HgO+fx3hj4o8JEvfg8hBGWLbqV7HJwYkhmPSEQjuuIe9BvfgUz3QhAgYqUEUpJzwEo6Qy70NU0hYuhomoKqKPhB/hpx7MsfrIVc3QRuwHW10/nZiZ0Fj5lbXoemKGQu87WkaQqqppDK2LznnrnsOdzFN3+2h+7zdiwVRTBrSjmrF9czc0o52/e1s3LhpEHBv2lqKBEFTVURAjw/wHcC7AucTWzbo7milh8d28aXdzzN2vpm/mDpXSRdi5znktANTFXjlbaj/OXWx6mPlVEeidGbLq4K9nw8O+CeKQvY3HmioN3/+6cuOiswOupTXnZsy2NaRSU/PbaDJ1uHdjZwA59vHnqNDzdfx4rqKeQsF4nkRLqbzy1Zz7/te4WTmZ5B4yKKyp2T57O+cQ4vnTnE6qommBgb/wAoovh2lf42iiKfewriitkGXynGHPxXVlaSzWaJRq98/9a50v7zxQabmprYsmXLgITAhZw4caL/2JCQkJC3Eq7r05uyKVl5L+rqe5E7X0S2HgDfQ5RWweLbEJV1ZLMu2eyVCfxVVUHVNIJ9mwof5OSQ+1/DaFoxqoBOSAnOKMr8HAtPSeBqEfSHPoP84ZeHTwCsuAsW3Uw6OfqVly8F1M/I/x87i9z8JHLzU1A3DWKl+R353nboO68MVDfyav+jDMZ1XUWVfn7HvwDkSz9AWXATuq4O8LMeLY7j4Tig5HxUNYoQEGS8Yb9rRRHE4waqqrDrUCcHj/diOx5GRKO5qYIFs6rwvYBMxr4q/eZDLj+27VEWjzKnrI79fYUpzN/eMBfHuvz3ykhE4/ipJHffOJ3HXz7GweODg74gkBw43sORlj7efttMmiaXE4moqKrA9yWGoRGNR+i2Mzx9ch8nUj0EBNSYeUG7mZXVZHMOVtbt/3vZjMOnFt7G3+54mv86+CrfP7qVyfFyTFUn57ucSHVjBx6zy2r5lTk3kMuMrQ3HslxKSk0+Me8Wvrb3hWETAA81LWVBRcOQJduqKvodY6SUuO6lcYwpFl1X6XNywwb+5/Odw5tZVT2NiKHxctthvndkKw80LeZzS+6gJZN3oOixs+iKyuyyWm6om06HleZvdzxNj53j1vrZWIp7Vbz3kfD9gPp4GQqiKNeI6SXV+EHAlHhFwS0RAJPj5QRjrFibaIw5+F+5ciWPPvooZ86cYdKkSeMxp1Fz8OBBgAHzWLp0KT/84Q/ZsuXitkxtbW20tLT0HxsSEhLyVsPzAnpSAbquYs69CX3+jSiqgu8H5DwFuyd3RXdNFEXkFfQL6b0/n84W1KZlozqnFEq+b79YzBhSSpIZj7LySWgf+nN4/THkno3gnEsCCJg2H7HiLmicTV/KGVM5vGV7xKbNRyYq8jv9+XcAbceGHCPmXofv+aMui49GBHLbsyO3YJwj8JHbnyW6eD3DdNkVTRBIggLmoCiC0tIoe490seGNlkFJgpa2FC9ubmHt6inMaaoklcxNiIVwyKXHznl8aPYa/nLb42RGsO9bWTON+eWT6Ou9Ar5gQlBVHmXTjtMXDfzPx/MDfrbhMB98+wJcN0BRFDRNYMZ1/nXfS+zobh1w/Il0D5s7T9AQK+O3FqwlFo+QPRvEW5aLKXT+YOldPHfqAM+fPjigH7shVsZt9c3cMGkGucz49N1nUzbTS6r4/5bfwy9O7uH1jmM4Z+8DCoJFlQ3cOXk+U+LlZJKDk3mRiIpmqJgRnVOZXnJn++gnVZRi2e5Zq74rVwWkGQqPtewu+HjLd3m14ygrq6ZyKtuHRPLjY9t54uQerqubzqqaaSR0AzfwOZ3t4x92beBIqrN/fM5z8xa1E+Ce5/sBMSXCoqpGthfoMjE5Xk5DrAzH9ljX0Fxw8C+A9Y1z8Z1rqyJszMH/xz/+cZ555hm+9KUv8eUvf3k85jQqNmzY0B/833jjjf3/fvvtt/Pnf/7nHDt2jE2bNnHdddcNGPfII48AMH/+fKZNm3b5JhwSEhJymXFdH9fNl49WVJikejJ4F2sDuBKMqkJ99GXtjhtgzF0DL3yXgjMf1ZMR8XLcnnxJa1/awzBMYtc/hHrLu5B9HeD7kCgH3SBnB1jJweX+xRIEEtdy0Fa9Dfnct0ceoEVg9T3k3NF/PnpEy4v7FYE8uJnIyrdB5vLvisYTBnuOdPHMphNDHuN6AU+9chwpoXlaBankNWTsfI2hqgqGoaGoSn/QE/gBtu0NSohZOZdYIsLvL7mL/7v3eU5nBzs/KQhurp/Fu2YsJ5O6MpUjihAkYjrb9xcW2LhewPZ97Vy3pB5VFZjxCF/Z+QyHk51DjjmV7eOvtj3B/172NkxTx7Lyzwcr5+J7ATdVz2T95Ll05TJYvktMi1BhxLAsl1SfNW4BtZSQSdqYps57ZqzgXTOWE5w1rgXQhIqdc0n1WoNu39GYjmaoPNGyhxfPHCblvlkVUG0mWFs/m7X1zeSyDvYVqOAAiBkGWzuLc5l4o+MEK6sHxik53+W5Uwd47tSB8ZzeJUEIgWlqCF2gKApSSgJf4tn+gGoxXVfJuDZ3TZ7Hzu5WggKez3dPWUCHlaJMRFlaNYVas4R2a+Te/6VVU0joBn2pa+tZMGYPkObmZr7yla/wwgsv8LGPfYxXX32VbHb0vT5DcfDgQf74j/+YffsGijMFQcDPf/5zPvOZzwBw2223sXjx4v7Xq6ur+10CPv/5z3PkyJH+15599ln+3//L2yb95m/+5rjPOSQkJCRkZIJAIuJlEClSdLVmCv4oH2OO44FuwvTFIx98FrH0dixrYK+5bXv0pD16kg4prYK0WU3SUenqtcnmxq/MMm0FiEW3wNLbhz9Q0xFv/038SKJ/4T4ahKLmVf2Lwc7mbQAvM7qughBseK2wxfRzr55ACJEfF3LZ0HW1/zMfq//8UCiKIFFiUlYW5djpFE+8fIyfPHuIJ185zsn2NGXlUeIJY5DldDbtEJU6f7TsHj63eD1rapqYXVrDvPJJ3Dd1IV9a8yAPTVtKOmnjOJdX4f/897b/aDdOEW01uw93omsqWkThhdMHhw38z5F0Lb57ZDO6OfD34bo+2bRDb3cWw9Uol1F0R6GnO0M2M/6CcpGIRiSqkfEdHju5i3/Z+yL/d88LfP/oVtpyKcyYjmEO3MM0Yzq+JvmLrb/gsZO7BwT+kPd2//7RrfzdzmcwYnpe+PUyc+7SyxWZeM95LooQTIlXFDWuRDeJavoV3fU3YzoVlTFavT7+5+gb/NPe5/n6/pd5qeMQkbhGSbnZb0sphKAtm8JQNT40e82IPfxvn7Y4737Q14GUkMs5/M6idVQaw1sbziyt4aNzrsfKXCUbIJeRcbnqb775Zj7wgQ/wta99jZdffnnE44UQ7NlTuH8j5Pv4v/Od7/Cd73yH8vJyGhoaUFWVEydO9Av2rVy5ki9+8YuDxn7uc59j9+7dbN26lfvuu4/Zs2eTzWb7e/0/+tGPsn79+qLmExISEhIyPvh+gO+4KPNvyJeaF4IZR8xZhdU3+l56DwV13fvh9GHIDW0rB8DkOYgFNxBYF194+35wSZXnfT+gN+VQdvM7Ycpc5OYn4NR5lkaqhmheCWvux4+V05ce44Im8GGExdMgjFi+8uEyE4lo7NzfgV/g4tYPJDsPdjBveuW46BOEDI2iCExDI2ooCNdGZrqRjkZpWTWe45JzGTd7NkURlJRGOXi8hw2vncS+4Ls9fLKXqHGSO29sYnJdglTSGiD0ZWVd7JzHJLOUd09fgaooSCS+L/FzPjnnygYJfhDQ0V3cDqVl++RsD9PQ2XD6YMHjtna18L5Zqy6q4REEMp88vYSc0yb4xsFNvNFxfEDn94G+dl46c5gZJdX8xvxbiAqdXDZf1h6LRfiLLb+gYxibUIAjqU7+376X+fjcm8bVHrAQzl1yUU3HLuJzjGo6fiC5vm4GPzi6tb8NYiRunjSTnH3l+v1jJRH6fIsvbnmK9guU+Pf0nuZnJ3Zye+Mc3j5tMemkjZSSqKbzD7s28FsL1vLZxet5qmUv27ta+zUABDCnvI71jXNpjJfz97ue422T5+dFdLMu0Xg+kfeLk7t5ue3IAFeEajPBbfWzubWhmVx6fO0hJwpjDv5zuRwf//jHeeONNwAumWJiY2Mjn/70p9m2bRuHDx/m+PHjOI5DWVkZt9xyC/fddx/33Xcf6kV2HUzT5L/+67/4z//8T372s59x7NgxdF1n9erVfOADH+Cuu+66JHMOCQkJCSmMrAuJlXfnrd0K2RFZug7PGb3Vm6IINE3jeC9Mftcfovzk76F3CMGvWcvg7l9lz9FeZk4uG9X5xgPPC+hJ2kQb5hOdviivk5DsAlVFVDUQIMi5kEuNPUhxHA991nJk+9Bl9BciZq/AvQIBUiSisf/Y8D3QF7L/aDdL5tSQLd6KPKRANE2hLKFD60Hk5ieQx/cAMr98N2Ko82+gZNU9GPEIyXFoFYknDPYf6+apV4YWeM7ZHj959hBvv20mjTUJ0umBO8PnHDi4CquApaQI+bOBA/uc3KDAazh8GbCl8yQryqZe9gSZpinEEhH+YdeGYUUYj6Q6+attT/D5ZXdj+BqKKtjTfXqADeFw7OhupcfOYhraZQ8As7bD0qopbDhdeLn+iuqp+G4AmuCmSbN49tT+EceYqsa6hjl4uSvT0x6N6aQCm7/Z/iSWf/FngycDnmjZS9ZzePeMlaT6ckwur0BKyZd2PMXa+tk8PGM575m5ktPZJAGSWrMEQ9V46cwhvnHgVXKew+KqRux0/nvMZVwiEY27G+fzjqYltGR6sAOPuGYwKZrXfUiPY5vKRGPMwf+//Mu/8Prrr6OqKvfddx833XQT1dXVFw3Cx0JpaSmf+MQnRj0+Eonw8Y9//IpbEoaEhISEDMa2PaKJOOr9v4n86VeHtfwTzasQa+4jOQYFfdPUOXE6yY83HGXtigaWfPjP8U/sQ9m5Afo68wF1XRP+0juQ8XKefKWFo619NDctQdOUK7ZoCAJJJuuSybpEIjGU8ni+dzIncd3xW8DmHElk6Trkpp8VJvqnqIgl68g5l393SVUFVpGLd8vxUZUxdz6GDIGqKpSVRJAv/wg2PzH4ADuL3Po0cu9G9F/6DKUldSTHUH6bbycQw2o+nM/jLx3j1999ZX/LxSOpKi+uNSqiq5imRld2hMqmi5ByrXOpmsuKbmq8dOZwQe4LXXaG7x7ZwnvOVmo8c2TkgPh8nj61jwemLL6oDZ6m5fUipMxXXo3nzrln+9zROLfg4N9UNa6rnU46aeE5gl+avpQOK8XO7lNDjjEUjU/OX4saCKwrkJQVAsyozj9uf37IwP98XjxzmOtqpzMpUorluNw8aRaPntzFEy17ebJlH3PKa6k04ihC0Ofk2NtzBk/mf7ura5pAMiBRdc4xxlY9qo0E8RKDdNqipzt7zVn7XciYg/9HH30UIQR/+Id/yPvf//7xmFNISEhIyDVIX8alrH426vv+CLnxJ3B4G8jzFuaV9Yhl6xELbiKZHmOPqRCc6cwgJTz3xile293BotlVLLz5g5hRgyAISKYstuzt5cCxFryzav3JtIOmKMCVDxguZemt6/oE0Qjipl9CvvDdEY8XNz5IoGg4zthsvkZDEEgiRfbvRzRlQihfT1QSpgI7X7h44H8+Vgb5gy8T+eUvEIloo76mI4bG9v3tBX+njuuz70gX0xtK8UZQ+L9acGyP+TOreOGNFtwC733zZ1bheQHaKHzTo1pkDJKqo0MIQdTQixKw29x5gvfOXElE0y7qeT8cJ9M9qOqbn805UTrtrN5B2rVRhUK5EcOyXVzLH5dKCNv2KItFuaNxHk8VYPf3npkrcT2//5mXSTn8+rybeeH0IZ47dWCAuJ0qFJZVT+HtUxdRoppkU6NPko8Fw9Bpy6Y4lu4qeMzTrfv45dn5Pvy7Js9nS9cJTmeTSCT7hqjMK9VNHp6+DM+6+G/C9wMcxyMeN3Bd/5oP/GEcgv+2tjZUVeWd73zneMwnJCQkJOQaRUroTblEo9XE7v4YwnORbcfyVQBlVYiqBuycQzZpj0N/vRygIpzJuWzacYZNO86MMEf5pmLTW5y+jEv5knUIQL70g4tXACgq4oYHYdl6+sZQiTEWbMdjxpQyOouwX5s5pRxnHCslJhKapqAbGihnr38p8J1g3JJJiiLQzQjBa4/m/0HVELOW4zevIYiVgu+jdrcidjwHnS1gZQg2P0l0xT2MNndkGjr7jnYXNWbP4W6amyohOzGCfykBCQtnV7N1b/uIx6uKYPn8WkBSFy2lPBKl1ynsNyIQLKuajDtEQHWp0HWVTivNmdxgx4WhcAOfLZ0nuWHSjIKU4c8n7yCQv59rmkK8xOB4ppun9u9lZ/ep/h7zikiMm+tnsa6hGc1RyWXGfs1kUjbvmLYYVQieaNl70SoLTSi8b9YqlldNJd33ZouK43gEfQGrK5u4tX42LZleeuwMuqIxvaQKgcC3fTKZK3NPBhAavHL6yMgHnsf2rla0ufnErGN7fG7xHfzDrg1DJhBqzRJ+e+FtaIFC1poYv+OrgTEH/1VVVaTTaSKRyHjMJyQkJCTkGieXc8nl8gtBrWYWcFZkqjs3fll7CVVl0aKGKEKQiEfGZeE3EfB9SW/KpmzRrSgLbkJufxZ5cEte1d+IImavQCy5jUDR6Uva+P6V2VFxHZ9l8+p4fdeZglwbFSFYOq8W1762VJ41TcGI62iqwqb2YxxNdeLLgGozwS2TZlMaj2Jn3TH3P5uGhjyyAzJ9sPR25HVvJ+vC9sO9pM44KIrG5Jp5zH3vTfgdJ1Gf+g/Y9SL6je9AyfmjqshQFEGuSNu2nO2iXiLXgUtBxNA4kunkxuUNdPdZHD81dICsKIK7b5lOUuYo0cuwbJdb6mfz0+M7CjrXgop6omqEZIHJgvFCUQRpt/iANenm8AKf2mgJx1KF7zTXmSX4QYCqChKlJj87sZMnWgYLkvc4WX56fAcvnD7IZxevJzoOzwHPC0glLe6ZsoB1DXN49tR+dnafwvJdErrBqppp3DRpFgSSdJ816HfheQFe2sHKuFQaUarMGFKCk/GuDiFTUfx3GSCxPA8h8gKcZqDzu0vu4Fiqi2dO7acl00Mg88mstQ2zmV9eTy7nkB0hgXeuuuNSuYxMNMYc/N9444384Ac/4MiRI8yYMWM85hQSEhISEoLrjk+J5cWwbY9ZU8sxDRXLLuwcM6eWIwDPuwoWVpcJ35d0J110XSW6eD2RlXeDqkHg4zkuWUdekVL/83Ecj2hUZ/Wiel7dcXrE49csnoSqCDJXyLLtSqDrKolSg8dO7ObpU/uwL9DUeOzEbhZXNfKR5usQisDKjT4xookATh1E3vIevPk38dgrJznWOjBQ3X2oiw1vnGLVwlpWvOcP4YdfRmaSqKpBUKCK+flIKfN9/0UkAHRNZSJ1fkhFsr2rhRfPHOJDt61hy552duzvIJ0d+F1Nayhl9ZJJSNPn7/c8y/+3/F4UD9Y3zuW19mMj7qqbqsa7ZizHLTKZMh5IKTHU4kMTU9UJfMna+tn8ZxHB/20NzQROgBHTefHMoYsG/ufT6+T48o5n+JMV96I7g50QisXzApI9FpGIxp3187h/6iJURcEL8pU4dtod8RxSSqwr8F2NzOi+S11VcWT+/VhWPhlZZ5bwwVmriagaQoDj+3i2T29PdshkoaoqREwN09DwZEDKtYgmIphS4lo+luVdsy0AYw7+f+M3foMnn3ySL3zhC/zzP/8zuq6Px7xCQkJCQq4iTFMnokjE2UJJVypYllvQTuvVSL4P0Gdxcy2v7Rw5YARYtaAO9xJbXF2t5BMxQMZD0xQqKuKkLfuqEUtLp23WLK5HSslrO4du3VizuJ5Vi+pJ9l2Fcu6XCEURxEsMvnXodV5pu3gZriQfWP7N9if5/SV3IQM5tgqAuul4UxbxrV8coC998eSQ7fq8tPU0mZzHze/4NOICT/Zi8PyA6Y2lbNvXUfCY6Y1lE2rxLwBfSl7vOE6nleaeyQv56MJFnDjTRzqTr2Kor02gRUQ+kD24BzvwCGRA4IG08mXU/2fXs0P2xpfoJr+9cC0lijnuJeORiIauq/3F7flrbKAFnef51JeXUaKbpM5eDw2xMm6sm0m1GUcRCn1Ojtc6jnGgr73/c1lSORnH9lhVM40fHt1GsoBraWqigqmJSpJ9OUpjUR47uaug99HjZHnxzCFuqJoxbsnpc+J0Wd5CVWW+YGnlZJ4vwmJyRkk1CmJAW99AB47CrknT1IjGDbZ0nuCZA/v7q0EEgkWVDaxvnMuMimoyKfvqqJK4zIw5+Af4whe+wOc//3keeughPvKRj7Bo0SLi8fiwYxoaGsbj1CEhISEhl5B4VCNq6si+Dtj7Clj5km+9eRXx6kYsyyWdnZgBsW27XL+kno7uLEdbh7eHum31FCrKTFLJaydonEj4fkCyL8fqRfUsmVPDlj3ttHVl+gONSdVxls+rw4ioJPty46AZMXEwTI3dPaeGDPzP53Q2yXeObOZdTctHHfwHKPjTFvHUxpYhA//z2bqvg1mNCRonlSFHKU6mCMHSubUFB/+KECyeUzOkoJ2iCIQQgLxi7SwXIqSgxkwAcDTVxT/tfZ4qI86SqskkDAMv8HmpJcn2rlb8s0KpuqIS1w1SGQs362JGNf5g6V0c6Gvj6db9nEh3I5HUmCXcUj+LVTXTsG2PzDiKxBmGhmnqeL5k18FOUlkHRRFMqy+lqTHfkpDLOgRB/rO2HJebJs1gV/dp3j1zBdMSlbzReYJ9fW1IKamJlvBr824i6dr8+Og23CAgrkXoS+VAFXxq4W387Y6nyQ2jMF9hxPjk/LVksw56RGVbVwupIkrUN5w+yLrGOeQy7oRKIF1ObMtlTmUdVUacLrswT9XbG+Zgj7GKwTA09KjGl3c8zZFU54DXJJId3a3s6G7lhroZvH/WKlLXoOWfkGO8aufNm1f8SYVgz57hS2smIr4f0N1dnGnwuR2Unp7MNXfxhYyN8NoJGS2FXjtlCQ0t04188j/gzNHBB9RMQdz+QfzKRvrSE7MKIBLRSCQMXt95hm3728lesPCoqYxyw5IGptSXkkrmQoV4ru57jxCCRCKCqqmoqoLvB/n/9QJ83yeddq65xXp5ZYy/3/UsB5OFBca6ovK3ax7CKqDk+GJEoxFUTeGfv7u94HvCjMll3HvrDHp7skWfDyAWi6BHNF54o4UdB0Z+n6sX1bNyQR2e55M7r1/YMDQ0QyVmRLB9D1UIQGBZLo7lXdGkka6rROIan3v1h/0WZyNxQ90M3tW0nHTfm4GtoggMU0c3FAwtX63r+j627Y37e4xGdTRd46lXjnHoZO+g6yER07lhaQNzmipJpSx8PyASUTETOlLCM6f283TrPrIXODJoQmFN7XTeNWM5Oc9B91VyZ9sfYiURMtLh+0e2DBDtOzduZc00Hp6+DOHl/eBjpRF+enIHG4rYoQb4u+sexkm7V9098GoimohwONvB1/a8MKJp5MzSGv7XottJ9mZHnXBTFEF5RYyv7HymoPvd+sa53D9lEane0VcdXS1UVsYHOFcMx5h3/kfzEL3WHrwhISEhE42SmIaWbEd+929gqB2RjpPI730R9aHfobRqGn2ZiVcB4DgeyWTA4jnVrF5cz7FTffT0WSiqoLG2hKoyE8v2SPaNo9hgyCUhElFJJExOdWTYsqeNIy35YEMImDG5nBUL6phUHSedsq6ZUk9dV8l5TsGBP+TV01/vOM7ysimj+pyEIth1qLOoZODR1j6CIJ9YGk0wZdsepqlz66rJBDK/wzwUKxbUsWrhJHRNIZPOL/oVRRArNcj6Dr9o2cPGtiP9O8dT4hWsa5jDqtpp2Dm3P8i83Liuj4HGqpppbGy/SDL2AgSCOxvn4dkDP88gkOSyDrkswKULegxDQ9M1vv3oXnqHqCRIZ12efOU4Gctj2dxakn1ZPC9AFQrfPvw6Lw9RreLJgJfbDnM628f/Wnw7mfOcRrIph2hU56NzbsAJfHZ0tZD1XUp1kyVVkyGQeHZAzsp/j0IRBSdTzieQ+cRiGPwPjZVxmVNWx0fn3MB/HtjUX5FyIbNLa/itBWvJZcYmHGsYGof62gu+3z136gD3TFmAro9dv2EiMebg/5lnnhmPeYSEhISEXCUoisCIRgi+9Q9DB/7n8D3kT7+K/mt/h2YHE3IhlFdNtsllHWrLo0yqjMLZvsOensyErGi41tD1fOD/ixePcuD4wH5mKeHwyV4On+xlzvRK7r6xidQ1kgBQFEHfKHrpe5wscgzC2BeK0AHomoJpaPng0/IG2LJJCZbtjlqN2/cDbNvDcn1uXjGZxc01bN/fzuGTvThOgGGoNE+rYMmcWkxDxXY8XDcfCAshiJcavNF1gm8dfG3ATjHAyUwP3zi4icdb9vCZRbcTjelXLAHgZH3eN2sVrdleTqSH9rQXwPtmrqQiErtiu5pmNMLjLx0dMvA/n5e3tDK9oZSYqYMi2N7VOmTgfz5HUp38+Nh27mlcMOD3bOVcrJxLJKKxvGwKQkAQcFEBPQFUGsO3Kl+IrqhEtQjZAnvQr1WklGSSNovKG/ji6new4fRBXmk7Qq+TQ1cUmsvquL1hDrPLasmk7TE7jeimytPH9xd8vC8DNpw+yNqa2dfE8+AcYw7+Gxsbx2MeISEhISFXCVFTQx7eDunewgbYOeSejURnriY1AYP/cwSBJJd7CwkuXUPEEwZPbTw+KPC/kP1Hu9FVhdvWTBl1iflEQsp8oFIsulARY0h6aWfLT4WApsYyls6ppamx9Oy/CSzbY9ehTnbs7+gPDlVVwRtDyXkmY5NImGRzLqfa06yYX8ddN07vf/1MZ4YTp/uYNbUCTRH9gnbRuM7evjN88+Crw5Ymt+WS/O3Op/mjZW/DdYIr4vrhOB5KVvC5xXfw/aNb2dR2FDsYGDA1xMp4x7QlzC2vG1DufzmJRDRcL+Dwyd6Cx7yxu43b10xF1QVPH9hX8LhX2g7zYNMSbPXNlgUh8iK1mqFi6jpS5pM8WcdBtfNitf0EcGPdDH52fCdyxOL0PKtqpuEF/jWlHTJagkCS7rOJRFRuq2vm3qkLz+ppgO15uJY3rGp/oQgBhqZz8KwQZKEc7GvntknNYzr3RGNcBP/Gg4cffpje3l6efvrpKz2VkJCQkGsaQwO58/mixshdL2LMv5HUBBX/u1YQAgxDR1PzYmaBFNj2le1lHiuGoZHJuew5XJjF165DnaxZUo9haGPeabra8TyfmpIEJbpRlKDZgop6gouU3+YV2xUk+bJy1/VwLrBMlEHAtIZSdh3q5B3rZlESj7BjfwdPbTxGOpvf3W+oibN4Ti0femABm7afYt+RbmKmTs8Yk2/ptEU0GmFRczU5y2PL3jZ8L0DTVJqbKlg4uwbHdsmc9WhXFIFp6Pxg19aCwr72XIoXzxxiTeV0vPSV2Sm0rLxC/jumLuHh6ct4o+MEXXYaTajMLa9jaqISy3JJ9dpXrFVJ01V2HSyu9ePg8R7uvLGJjGsNEmobjqznsr27lbnROrJZh0hEJV5icDLdw1OH9rGzuxUn8ImqOitrprK+cR6VFTEyqbxbie8FGIbG0qpGtna1jHg+AaytbyaiqKQn8H3zcuM4Po7jk03lBR+llONcVZdPKLhFWoW6gY8ixlDmNAG5aoL/M2fO0NVVuDdnSEhISMilQVE1gtTwO6iDSHUjtKvmkRJyAYoiiJsqhhlBdpyEln3g+1BRR2zmUjzHJWPLCVn6qEc0Nm4/VdSYLXvauG5R/Vs++A+CvHr6jXUzeXwED/NzTIlX0BAvp/c8AWMzqhMxNSzf5dWu4+Q8h7gWYUX1VEpi+lnf7PxuqmV5TK4r4d13z6W9O8t3H9+Pf96uXhBIWtrStLSlqa6I8tD62TQ1lvYHtWMll3PI5RwMQ2PutIqziQpwHY9seuD3HTE0DiU76LDSBf/9DacOsra+GesKKr3nreHytptLShqRpfn3KANJT/fV0aqUyhSXyPHP2ktmZPEtFZ25NGpJfX/g/x/7N/JG54kBx+R8lxfPHObFM4e5q3Ee909bTKrPwrY8yqMx3j97NaeyfbTlUsOe65emL6PKjJG1J6bI7dXApRDOzScTJBVGrKjfc7kRww+urSROuFILCQkJCRmAlAGoRZYKq1ooiHeVoiiC8hIdcWIPwSs/gs7WAa9LM4668CbKbniIVNadcAFxRFc5cXr4BfuFnDyd4uYVky/RjK4uPDvgzsnz2Nh+lD5neKtKgeCh6UuxrDcDm1hJhKx0+M99m9jdc3pAafQjhzezuKqR98xYSUyLkD3rpuB6PqmMzS9ePDJsgNTZk+MHTx3g/ffOH/eWG9v2RryWhQq7OopLHLVbKTKeg6YpVzxZ5nkBnnd1tiqpo9BvUBQFMYqPVFMUVEUQSxj854FNgwL/C3midS+6qnJHwzxSvRaW49LjZvndJXfwP4c3s7Xz5CBxumozzv1TFzO3vA5D0UlbE18h/q1G1na4vm4GPz2+o+Axt0yahXSvrbVLYZ4AISEhISHXDL7nIRqL64ETjbMJ7HAxdLUhBJQndMTul5A//eqgwB8AK4N84wmCH/4dJTEdXS++R/xKoiiiaKFJzw+umVJPx/HAhc8uup3ySHTI41Sh8NE51zMjUY111v4uGo/Q6+f4y22Ps6vn1KCe6ADJtq4WvrDtF2RxiMZ0hMir9m94/WRBO6NdvRY7D3agFGhTNZ5Iii8TZpRjrimkZEp9SVFDykoMjIhKlRnHUIvbm5xTVgcI2nMpXu84XtCYx0/uIUCi6ypWxqUuWsqxZBfvmLaYv1r9AA9PX8btDXO4a/J8PrngVv5kxX3EdQMFgW2FFn9XI67ls7Z+Npoo7F5SGy1hVmnNhEt4j5Uw+A8JCQkJGUDOFbD8juIGLb+LnHdtBFMTCdPUEb1tyOf+Z+SDW/YjX/weCWNifY+eHxCP6UWNiUX1Ca1zUCzZjEMMgz9bcR/vmrGc2uibgVlM07m9YQ5/sfJ+FpU3kEnaSJkX4IuaOv+w6zmy3vCl2CnX5h92bSAajRCN6rR3ZekqQmV+2752oqbeLwR2uRAIynSz6DFxLRJWOg2DZbnMmFxOPFr473LJnBpsx8OTAWtqmgoe15SoojZaii8Cnj5VuFCgJwNeOH0Q3VQJAkkmaTGrtBZfBrzRcZyYFmFWWQ2N8XI6c2m2dp5gblkdiiuumNtDyPC4ro8IBB+Zcz2C4e8lpqrzG/NuIWc5l6QN4WomLPsPCQkJCRmAbXskyssQc9cg97068oCmhYjqRqxrQD19ohHVgTd+AQWqWMtdL6He/Eto2sSxbXQcj/kzqzjdkRn54LMsmFWFMwH1DcZCLuPgOSprKptYW9+MJwMCGWCoOjnHwbcD0vabooARU2Nr50l6R2gVOEe7lWJ/bxszEzUcPlm4YBtAT9Ima7mXvZTedwKur5vJT4pQel9U2YCg+GqToYhENDRTwdR1VEXBDwIsx8Wz/UFiihOFIJBYtsv1Sxp4etPIO/El8QiLm2vIZW0SEZM7J8/j9Y7j5Pzhg2yB4L5piwCJqens6Tld1Dx39Z7m1vp8lZvvS1K9FnHT4PqaGZi6huV5qIqCJhRylkM6aU2Y++K1SjblsLC8gU8uuJVHDr9x0f7/6SVV/HLz9ZQoBtnU1dk2cykJg/+QkJCQkEGksi6ld30U6VhwZPvQB06eg3L/b5LKOKH40VWGpikoAoKDmwsf5FrIfa9hTF85YRa5ju2xYGY1L25uwXFHnrOhq8ybUUUqWVhQ+1bCdX1c18fKuPn+agHZ4OI7XxFD5flDB4v6+xtOH2DGnGrcUVw7nh9wuTsxHMejNB5lUWUDO7ov0hJzEdY3zsW1xl4mrGkKsRKDrO/weOtutne3YvkeMS3CyuqprK2fTUlMJ5O0h9yZVBRBJKKdVU8H3796Ega5rMO8mZVkLZdXtg2tq1ASj/Cuu+bgOnnniJzlIhTBJxfcyj/teX7IqhNFCD4wazWT4+V4fkBEBdsv7ntxfA/1govOslywIKc4/Z9rEATh822CIKUk3WfRFK/kT1fcx6FkB1u7TmL7Hgnd4IbaGVSbCSzLvSYDfwiD/5CQkJCQi+A4Psm0S+n9v4E8uhO55Slo2f/mAfUzEMvuQMxeTnoCisRdCyiKQGaSUGx/cs8Z1OkTI/CHvOiZ6/rcc8sMfvLsoWEX6YoQ3HvrDFzHmzDJjUtBPlAc/v1HVI2OXOGq2QDtVhpNUYiZxbVhAJgRjVz28vvS2zmPD81ewxe2Pk6PM3z10m31zcwoqaKvZ2z6JpqmUFJq8tMTO3myZc+AmoM+J8fPTuzk0ZO7+KWmpdwyaTapPmtAAkDTFAxDxzR1znRmSGZsVEWhoTZBNGbg2C653JUtTQ8CSSppsXx+HdMby3hjTxsHj/f0v4+yRIQlc2tZ3FyTd2I4qzPhWB7l5VGSTo4/Xn4vz58+yEtnDpNy85+5oWisrp3G2oZmVKEQ0yJYaRepS0oiZlHvu0Q3Bwn7nT//a60c/K2ClJBLu1gZj0azjMbGcjRdwXcDAlfS231tVymGwX9ISEhIyEVxHI/uXp/opHmYDy1E+B7SsRC6AZpOzvaw+uy3RO+0ogiipoahgaLpIAN81yPnCeyJbOk0mq1UoRRYAH31kMlYNNYkeGj9bJ7aeJxkevCOTlkiwh03NFFbGSOduvZ2/YtFSlm0KKIq8jul82dW8fLWwnbSAabWl6Cq41dKXwy25RJVdf5w2V18fd/LHOhrH3SMqWrcOXk+dzbOI520xtzvHysx+OnxHTzRunfIYwIp+d7RrShC4fqa6aT78omRSEQjkTDYuq+dbfvaB1zrQsD0xjJuWNZIaYlJOm1d0XuX7wck+7LETZ31103lrhuayNkeqiIwDS2/+5qxB7R6+H5AJmUztaSSjW1HaS6r5b6pC+lzLAIpKYuYnMklOdjXwfW103FyedvDrO2wpqaJn53YWfD8rq+djn+NKb1fS0gpyeXy7UQJM05PMnNNJ33PEQb/ISEhISFDEgSSTM4lc/YBKoSB9CSe99ZR9k9ENcxYBHlsF3L7BoK+DlBUlElNxJffRaK8dkJa4Pm+RJRVII0Y2EXsdDTMwkcBro7y4UKQElKpHNXlUT764CJOnkmy/2gPtutjRFTmNlUyeVJJvm83lZu4yZzLiOV5TE1U0mUXrqUwNVGJ6/uYEZWmxlKOtSYLGrd8fh3OOP++VFVB11WEyAcBjuMPuZOby7iYUY3fXnAbPU6W508fpNvOoAuV2WW1rKltwvMCUn3WmJOdhqGR8WyeHCbwP58fHtvGDXUz+l04EgmDn204zJGWvkHHSglHWvo4firJ22+bSX11nFRqfO/V53+uQSBx3aE/13NzyuXylQiqquTdOSRkM/aQSRTH8ZFJm5VVU0ERbGw7Qq9jIYCoprOieio31M7APu++7Nl5pfdHT+4iKOAHXqIbLKueQl/vtb0LHHLtEQb/ISEhISEF8VbMmJfGNXSrj+CRr0ByoEiZ7GyBXS8hmxZScv9vIgBrAiUAfD/Ac1zU+Tcgtz5d2KBEBaJpAVbPxNsZl2cDCivnUFVmctPyvDCblJIgCOjpyYRlvEXg2z7rG+ewtetkwWPWN8zFtwN8EXDnDU1882d7yI7QHz9vRiVT60vHLQiLRLSz/1Fp68pgOz6moVFXFceyXRzbu6iooJXzsHIepqHxtoYF/UkDAsgk7XG7/6mGwhOtewuurnEDn5fOHOb6qumoQuGlra0XDfzPxw8kP9twmF9+x0IMQxuXxOU5YUJD1zme6iLnuyQ0gykVFViOi2v5I4o1+n6AX2BO0XV93D4fXVdZVj4VoeQTD74f4FkByQuEKB3HJxHVeN/MVXzz0GvD/m1FCD4250Ys28X3w3tCyLVFGPyHhISEhFyTRE0d3U0jH/lLsIbZ3Ty2i+AHXybx8Gfx/Imjgg+QcyGx6m2w+yVwRt4BFKvuwZ3g1kdBIMllr00hp/HEsjymV1Yzo6SaI6mR1fvnlU+iLlZCb3cWKSEWN3jfffP42XOHaesaHNirimDJ3FpuXt5IKmWNyzUXjUXQdZVNO06z+1Anlv1mpBmP6iycXc3qhZOwh+mJt20PLqH0QDQSYXtXS1FjtnSd5OZJs1AQ7NjfUdAYz5ds3tPGdYvrxxz8R+M6iq7w6MldvNJ2hKz35u+rPBLl5kmzuHPyPOyci5Ub3wTpOZFKTVOoqIjTkxq6dDubclhd04SuqHz3yGYy3uD7QEUkxkfmXM/UWAWZ5OXXmAgJudJcNcF/6JcaEhISEnI5iRkK8tFvDh/4n+PUIeTul4nOWkNqAgX/tu2RKIuiPPgpgh/9/bAJALH8TsSim8mmQw/rkPy6zHU8fmvhWv52+9O0ZnuHPLappIpPzL8F135TFT2bsYlGdd7ztrl09ebYvr+DVMZBUQWNNQkWz6kBIJm08Lyxt5hEoxGEEHzz53vpSw0O6jI5l1d3nObwiV7edfccTCmxxkG1v1gUIUa0sLsQy3NRhWDP4e6inBT2HOrilpWTURQx6uRKNKrjqQFf3PrERVtAes8KFG7tOsnnFt+BDLhiLVJBkFd6X1TWwMo109jccZytXS1YvktCN1hT28T8inpylksmaQ/b/hOJqIizmheeF7wltG1CQuAqCv5/8IMf4BdaCxQSEhISEjIGIhENnCwc3VXwGLntGYyFN5POeROmZ9wwNMilwfNQ3v9HyM1PIvduAve84GjKXJRl66FhJvLA68SaltEXxv/XPHkbOZ1t+9v53cV38NzpA7x45tCAALDWLOGWSbO5pX4Wu/Z1snRu7dly+fzruZyLZblEDZ0blzWgKPmeb9/zyWWdEcvEi5lrLBbhmz/bc9HA/3w6e3P85LlDPHxHM7Z9+X/LgZTEtAhpt/Bd55gewQ8knUW249iuT87yUFWFoFjXD84KocYj/Nnmx0bUfmjJ9PK1vS/wW/PX4jhX7h4ZBJJsysFWPRaU1LOwvAEh8u0/0ssrvQ9nnWhEdQxDI+Va9DpZNKFQX1aG6/l4tj/htF9CQi7kqgn+J02adKWnEBISEhJyjRDRFdjzGhSja991CpnuRdejV42X9kjEdODlxwh2vYiYfz1iyTrEze+Erta8BWBJJegmcteLyGe/CUGAPncNquWHvbDXOIahcfJMkg2vneTQ8R6WzJ/EHSvncTrdh+W5xLQIdfFSDp7o5odPHuR0R4bGuhISpj6gpF7Ks97p8Gbpdtoa1/YZw9A5cTpJZ29hwXFrW5quPouooffPbaxEIhq6rqIoAkR+p933/EFuIW7gs7xqCo+37AGgIVbGrfWzmVlaQ0TVsDyX/X1neP70ITqtvNXi8qop4zLHYjFMjd3dpzmTK0y4cV9vG+1WihLDHLfPdbT4fkAuU/g1pusq8RKD7V0tPH1gH0dTXf2vmarGdbXTeduUBcQikWvWHz7krcG4BP9SSn70ox/x6KOPsn//fnp7e4fdxRdCsGfPnvE4dUhISEhISNEIGUARKub92FmEGRv/CV0CVFVB1TWCvZsg8JG7XkLueglqpyEq6kBRkbkUnNwH/pu7WfLwNoz6BWSvsE94yJUlEtHYujcv9tfSlqalLU0i1kJ9dRxdV3HcJKfajw0Q9Nu6t43bVk0BLu+1EzE0tu4dbNE3HFv2tLF21ZQxB6mRiEo0ZuB6Adv2tXOmK4OUUJYwWDq3lvKKOLms038eQ9W4pX42m9qP8ZE51zGjpJrXO47z8xM7sfx8UmVF9VT+ZMW97Oo+xSOH3uD6uhmoQlBTES1qbkZEJWpq9OZGF6xGDI1nj+wvaszTrfv5pWlLYQIZwmiaQqLU4L8Pvsam9qODXrd8jw2nD/Jax3F+Z+E6qhJxshexEw0JmQiMOfh3HIePf/zjvPrqq2HffkhISEjIhEAiwChuIQ1AJDphnnWqKpDpXnAvWIW3H0e2Hx96YNsx1Ib5l3RuIVc/uq7ScUGZeTrrcvBE75BjOnpyaJp6iWc2mIiu0tFTnFtAR3cWTVXGdF7D0IjHDZ7edJw9h7sGlbrvONBBQ22Ct6+dSSwmyGYdAikRwB8tfxs7ulr4l70vDRDQA9jSeZJS3eQDs1fz+eV3021lqDYTzJtRxfNvnMRxC9vRXjCreliLw5GIaBotmd6ixrRmetHUy38NjAUjpvP4yT0XDfzPJ+s5/J9dz/HnK+8jElEnTAVYSMj5jDn4/9d//Vc2bdoEwJ133sm6deuoq6tDnWA//JCQkImPEIKoqRFRgn6bJleq5CxvQquXh4w/ri8xmlfDC9+n4NL/ijpEaQVu9wSywRtNokL2/1dISHFIQFzpSRSGhDHNVVUV4nGDnz53mKOtQ1vvnWpP8+1H9/L+++djmho5x0EIwfauFv7r4KtDjku6Fl/b8yKfXHArddESXNcnEJLFzTW8sbttxPlpqsKK+bW4zlh71Iu7F8gJdu/QNAVdV3m6dV9Bx2c8mw2nDrC2rjkM/kMmJGMO/h977DGEEPzmb/4mn/zkJ8djTiEhISFFUxJTMaIGsvUQ7H0FaWVQdBN19kqiMxbhWA6prD9hdm3fSqhqXuQL8n2YV0MixrY9EuUJmDoPThTWhiaW3o5tORPmGgoCiUiUIzUdvCJKm6sbCVCAcGF7LeN6ARWlJqlM4eXNFaXGFbHC9Pz8XNPZwq/zylJzTPciw9TZe6Rr2MD/HMmMw4bXTrBu9VQ8zycS0fjWoddHHCeR/Nv+V/jSmgfJph28wOfGZY30JG0On+wdcpyqCN5+20w0VSE9BttL1/epi5aScguzFwSYFC3FDyaOMr5uaLzefnyAA4NAMDleTkI38AKftlyK5HkVVC+cOcTdUxdgZdyr4nkWElIMYw7+W1paEELwkY98ZDzmExISElIUQkBZQkftaiH4zr9B75t9nxJg70Zkohx93QeomDKfnpQ7YYK3iYwQeRGumA6Kdra3XKiI0gSu5ZBzwRnzjtTYyNkB0XXvR377z4e1wAOgbhpi0S3kJpDQk+cFBH6AaF6F3PNKYYOMGKJ5JVZf6H99reM4Hkvn1nDidGFibwBL59XhuZf/dy2Axc01nDyTKnjM4jk1KKPc+RcCzCJ1Bg4c62HdmqkomuC50wfwZWEBctZzeKPjBAtLGrAzDum0zX23zmD7gQ627W2n9zx3AyFgxuRybljaQElMJ50eW+O9bXusrZ/NoWThwf+6hjkEzsQJ/qUiOZruBCCuRbixbiZrJzUT1w3SOQdNVUhEI+zsbGVD2wH29bbR6+TIue6YLBRDQq4UYw7+4/E4QRAQj8fHYz4hISEhRVES01A7TyB/8OUBomUDSPcif/pPiHs+TlnTYnpTE1vILBJRMTSBKvKe2j4KlhNckR23i6EogvKEjkh1wsuPExx4vX/nWcZKURfdQunyO3B0jWTmyiUAsjkXPVGG9q7fR/7oK5AZYgdvcjPKA58ik/Oums+4ULIuxFe9Dfa9mlf3HwGx+FY8xw09rUOwLZcZk8spKzFGtM8DqC6P0liboLt7FEKaY8R1fWZNLac0ESFZgBBbdUV+rqO1bdN1lXTWHaSJMBx+INl/rIeFs6p4reNNzY36WBnvnL6Mhmg5qlDwZMCxTBffO7yZbievY7Cx/QhLKycD+aRMMhkwd1oFS+fU0t6doS+dD1Lrq+NoqoLjuKRSY1fccyyP5dVTqTi6jR5nZE2FaYlKpiQq6LkC18BoEeRbBCfHy/mt+beR7HN45bUzHD7RS3B2o6A0EWFRcw2/1nwLr3Ue5ZEjm8+2N0yQHpeQkPMYc/C/aNEiXnrpJXp7eykvLx+HKYWEhIQUhqoKIkaE4OdfGzrw70cin/g3tF//P+i6Om7+0pcTw9BImArCc5A7n89XOSgq2qQZmPOuw3c9UtaVTQIIISgv0RF7N+at4y6sssgm4dWfE2zfgP7wZyhN1JLMXLlkTF/aoyRejfGxLyEPbkbu2AB9HaCoiEnTYfmdiNqppDMO1gT0d7Ysl2hpJcqdv4x84t+H1wCYvhhxwzvITKDqhpBLRxBIsjmHX1o/m0d+sW+Aqv+FJGI6D66fTTZrX5HKKsfxQMA71s3me0/uJzfMXEviER5YNws/kKOuPhJCkLWLv29lcy4SSLkWZRGTzyxcT020hNb2FFsPduK4PqahMXdGJX+x6gFOZXr52x1PkXJsVOVNcULPC/A8m1zOIW5olET1vMaN45IZxz503w/IWQ6fXrSOL25/iow3dBKoyojzyQVryWadIW8ziiJQFIGUEATBqCRJxp1A0JSo4sFpS9myq4PXd54ZdEgy7fDyllZ27O/gwTtn8f6ZCjEtQm9QnMhkSMjVgJBjvEtv3LiRj370o/zar/0an/70p8dpWhMT3w+Kznj3e972ZCbcjlLIlSW8diAe0zFbdyF//rWCx4ibH8ZdsPaK7jiPhqipETcU5JP/gTy4GS4sGY1EYfl6lNX30Zd2hk1uXMprpySmETmzH/mTrzKiUJQZR3z4z0n7kVHvwI0X0ahOLCIQigKqlg+SfRc/UMhY7oQWduqvxGg/hnzlx9B6YOABiQrE0nWIFXeSTLsjBkThvefaIhY3kMCLm1s4cKwH/7wyZ01VmDu9kptWNCL9gOwI/eWX8topL4/R1ZfDNHQ2bmsdPFctP9cbljaQyjhUlpkk+0Yn3hmJaHgSvvGT3UWNu3XlZJbNq+PLO57mkwvW0t6Z5ZlNJ+hNDg6qqyui3HVjE7GExr/vf5lfn38zyZ4r458XS0SwhccPj21ja+dJvPOeP4aisbp2Gg81LSNwAnIX0V0wTR3VUDA0Dct3UYWCrqjkbBfXKqyi6lJdO7quEo1H2H24iw2vnhzx+JJ4hA89MB8pJam+CeRneA1zLTyzKivjqAW6l4w5+Af4t3/7N/7u7/6O3/iN3+CjH/0o0ego7JPeAoTBf8jlJLx2oLJUh0e/Bsd2FT6oqgHlg39KZ9fEKUuMRDRKYwrBI38FHcMvTsT8GxHrP0h3nz1kL+KlunaEgKqKGMG3/hQ6Wwsbs/wO/DUP0JseGHAqisA0NDQRIMi3NthuMO4VG4oiKEtoKFYaNj+B3LMxb40nJZTXIhavRSy+FcuVpLMTK2F0PkJALKpjGiqkeuDUwXy1THkdYvJsHMshaxdWNRLee649TFNHj2gIAUdb+7Btn6ip0dRYRhBIHNsdNoGn62r/+HOVV7msM6790pqmUFIa5fCJXmoqo5iGxrHWZH43PaLSNLmMVNqhN2UzvbGMZDI36vYWRRFUVMT5+vd3kMkVXgHw0YcWEo1q+EHA6bYsP33u0LC735qq8M67m4knNFQE2StYlWOaOpqpIpHs7jlF1nMo0U0WVDbg+wGe5Q+6BlRVECsx6HGyPNW6l9c7juOcbT+qj5VxW30zN9TNwLbciyYNzudS3XdUVVBeHudfv7d92OqW87l15WQWzKwal9aKkEvPtfDMKib4L6rs/0Mf+tCQr8Xjcb761a/yr//6r8yaNWtYDQAhBN/4xjeKOXVISEjIIISiIjOFi1EBkEnmd3cnEHED5PPfGTHwB5B7XoaZS4g2LCBThPL1eGCaOrLjRMGBP4Dc/TLazQ+jqgG+H6AogpKoim5GkMd2w8l9EHhopdWYC24iiOpkbDkulQJCkN8RP7wF+eR/DO6J721HvvBd5JYnMR7+HCJWRmqCJgCkhEzWJZN1MYwS1KaVCJEv7bZ7cqFoVciwWJaLZbnousqU2sRZK1XIpG08b+iEnGFoGKaOlLD7UCfJtIOiCqZMKqGpoQzLdsctCeB5AalkjhmTy8jkXPYd6cYP8veUVDZg7+EuZk2tYFqJMWLgL8S58nR50bkFgcSyXRbNrmbTjtMFzW9yXYJENILv++iqymMvHBmx7N3zA3767GF+9eHFI1ZVjAZNUxBC4Ps+Iwn0W5YLZ6+B+fH6/msgm7QvGlApiiBeavLimYN8/+jWQXVgp7N9fPvw6zzduo//tfh2ojF9xATApSBi6Bw60VNw4A+wfX8Hy+bVIYQIBYRDJhxFBf+vvfbaiMfYts3u3cOXQQkRCmSEhISMAzIATS9uTLHHX2E0TUFVFYK9mwoeIzc/SXT64sse/KsKBdvm9WNnkb0dqFo5AOUlOuzbRLDxp5DuGXCofPH7iOaVlKz/EKqikc2NLRCPRzXEqYPIJ/5t+F74dC/ye1/E+NCfYUe0K+5SMFaudItFyMTFdf2Cq2/MqI5h6Dy98TgHjvcMCKI3724jEdO5fmkDc6dXkkpa4yIy6XkBvb1ZDENj3oxKouab9/uc5eI6Hn29Q/etG4aGrmtEozqeH6AIQSAltpWvbDh/jq7jsWJBHXuOdI0oMqipgltXTcGyXSIRlZ0HO3EL3IHM5FwOn+xhWkMpudF1KQzAMDQiUQ1dU4G82J0qFCzPI3BGbt0o9BowYzpbu07yvaNbhz2u3Urx5R1P88fL78F1gmGTSZcCIURRLhEAvSkbx/VRVYHnhcF/yMSiqOD/k5/85KWaR0hISEjReJ6POm0+nD5c8BgxdT6+NQ4rqMuEYWjIA5vBLcJ67dQhZC5NJGIM6FUXQmCaGroK0nOJmjo5yy2oDC4S0YjoAiElUghc7yK771KCP4qFm+8i9PwuvHzjcdj4k4sfF/jIfa8iO1qIvfcP8QNt1IGsEPlKheDF7w0f+J8j00fwxhNEV9yDE+rhhYQMi2FoGIbO/zy2l67ei5dGp7MuT71ynEzWZfn8OpJ92XETgLNtD9v2SKes/h3q4VAUQTxh4noBr+06w+7DXf0Cn5Oq4yybW0tzUwW5nEsul78BOI6Ppvm8++65fO/J/Rft2wfQNYV3rJtFWTxCKmURiybYfaizqPez62AX0xrKBv27pqlEDJVzqvMyCLAsb8jd6JIyE1VTeOXMETacPsCpbN7hpCwS5aZJM1nXMIdSI0q6LzdiJcBwKIrANHV+vGN7Qcd3WGleOnOYNZVNeOnxC/4NQ0PVFKQAIcFzg0HJWwGjqjzxAxluZoZMSMLgPyQkZMKSc6F06e0Erz46WABvKFbcSdadOA9sISWkuoofmOlDxOqAswtbU8WIRpCnj8LJPUjfJ1JWgzFnFb4fkLG56I521NSJGQo4WdjzKlgZMKIYzatIlJeRs32yZ3teJQqUVhc/13g5uqJCZ8vQgf/5dLUin/lv4us+iD1KO3rD0JEdLflzFsquF9FveAdKzg/L5ENChsEwdZ7ZdHzIwP98Xtl2imkNpZREdXJF9M8XykiBvxCCRInJoRO9PPXK8X57t3Oc6czwi5eO8tqu0zx85xyi0Uh/AiCbdYhGI3z4gQUcPN7D1r3ttHVlkVJSljBY3FzDouZqAl+STuc/C0URpIusykplHRTlzedWJKJhmBqqorDvWDfJtIOqCKbWlzKpOk7OyrdTnJ8EKCkzSfoWf7ftGXrsgSr1fU6OR0/s4smWvfza3JtpLqslWYSN4YUYpsae7tMF2QOeY8PpA9xaP5tcxh1zKX00pmOYOj1Oli2dJ7B8j4RmsLpmGqVxEyfn59sYzlISjxT19zVVYEZU7FyYCQ6ZeIzZ6i8kJCTkSuE4PkE0AsvXw+YnRx4wewWichL2GBY1lx0hRteqoOX7bBXlrPXesZ0EL/8IegbaGMlnv4Uy/3pKb30PGYUBFlmlcQ3dTSN//t9wbDcD1Ptf/D5MmUv0tvejJyroS3vYjke0eSXy2W/lRfMKYco8RCRKJPCRmx8v+O3JA2+g3Pb+Uds2agpwvAihSIBcCtnXgaaVTfjS/5CQS4Wuq0hg/7GeEY89xxu727jrhqZLEvyPRCwWoeVMmidePjbscV29Ft99fD8fuH8+rvumQn0u5+A4HlNqE8yaWoF2VnRLSpmvFMgOdl/RChTmOv/4cwGxaeqYUZ0Nr51k79HuAZVbr2w7RWWZyY3LGpnWUEoqmdfziMUi+CLgb3c8TZ8z9PPPDXy+tvcFPrt4PY1lZSRHq2avwJ7ewZZ5w9GWS5Hz3TGX0sdLDbrdDI/sepGDyY4Br33/6FYWVTbwvpmriGkRsmedcRbNrmbj9lMFV540N1XiesG4tKqEhFxuxqx69Qd/8Af81V/9VcHHf/GLX+QP//APx3rakJCQEACSGQ/lpl+CRbcOf+DMpShv+1WS6aE9iEfDufLxeDxCIh4hFosUrLhaCJ4vYdqC4gaZcURFHUEQ5AXtdr+Ut0PsuchizHOQO54n+M5fEzdVIpF8TjgR09CtPuS3/uysm8JFPrST+5D/8xdofW2UxrT8IlRKxIIbCp6qsuIOAilRBHB4W+Hv0feQu1/G0Ef3WQskeKMINHyPsNIz5FolElGJxyPE4gbxeARdVwcdo0c09hzqLKo65vCJXhB5jZPLSb4VSuf5N0YWUwXoSVrsOtiBYQxMyPpnbQ57ujN0dqbp6krT2Zkmk7EHBf6O6zO5LlHUPCfXJQgCiWFomFGdR36xj50HOy/astXdZ/GzDYfZc7iLRImJEKBGFB4/uac/8I9rEW5raOad05fznhkreNuUBVSb+Tn5MuAHR7eijOG7kOQTCcXiB8GYSuljJRFOW3389fYnBwX++XlJdnS38oVtvyCHixnTcRwPXVeZMbm84POsmF+HGyaAQyYoY77L/uhHP+LRRx8t+PjHH3+cH/3oR2M9bUjIVUcYEFwZPC+gL+Ugbnsv4n1/hJizOu/TDvkvZcYSxMOfQ7nvEyQz3rj5tQsBiZhOVUWUuN2Nue9FjN3PEm3dRUWZQXlCu+jCuFhs20VU1kPdtMLnNv9GPCevyiyS7cjn/mfkQe3Hkc9+k4SZV7k2owbyR1/Jl/kPh2sjf/R/iJg6sVgEaaURN/0S1DWNPM9lt0P9TBRNRebSg9X2RyLZicLodl4CoUBJZfEDY6VhyX/INYdp6pSVRdEjOodakuw53MXh1iRmNEJpWRTzPGE9VRH0jSCAdyGBlORsD+UyO7GYpsap9jS9qcL7h7bta8c09SGD1KEcAs6hCFg+v66oeS6fX4cMJIap8/TGE3R0j1y99txrJ0hlHGIxA01VebntCBWRGL88+3r+ZvWD3FAym/K+ckp6ypivTOFPl9/Hp+bfRlNJFYeSHfTYWRIJo6h5nkMgqDCKs/1WhUJU00d9f9U0BV1X+eqe50dMPKRcm6/u2UAsGkEIgZVzuOvGJspLRn6/t6yYTFkigm1f/iqVkJDxICz7DwkZJUKAaehEI6AaJpAX23Esm5wjx92PPGRoXNenu9fHTEwiuv7DKPd8PL+rq2lI1yXnSKxea9yCNkUR+R31M4cJXv4hnDk64HVpxlEX3ETZjQ+Szop+4ajRIGXeYsm46WHkD/9u5AbWaAmsvoecm7cI5MXHueiu/cXOte9VlLXvJR7Tkcf3QF+BolS5FHL/6xgzl8Oe15DpHpSHP4vc8Ahy36a8n/wFcxSr3oZYeDPBj76CuPcToIwiUTIG5wbH8YnOXYPc8D+FVwBMngNGFDcbejuHXDvEEwauL3n85WMcPtk74Bb0zKYTzJpaztpVU4jFDbIZG4RAHUUQryqCc8J1kL/PGqZ+Vmw0f3/w/QDLcnEcb1z8uoWicKSlr6gxPUmbnO2hacqonvPJZJbqigTTJ5dxtIBzL5pdjWlopFMWZjTCgWPdBZ1Hynw7xbrVUzmT7aM0YvA7C26n9VSGb/98sBBjPKqzeE4N/2vh7fzbgVfY2d3KLbWzin5/AL4TcGPdTH52fBeywOfP0qrJBIEcdSl9xNDY1HaUrFdY4ul0NsnhZCf1ZilWzkVRBO+7dx5PvXKMQxdc55DXBbhhaQPN0ypIpXLjWkEYEnI5uezBf09PD6ZpXu7ThoSMK4ahURKPINuPw+Yn8FsP5gOIkgr0+TcSWXQrniHoy3jhA+IyISVnlZhBUbyz/rvj4x99IWUJDXF4M/KJf794MG5lkJufQJ4+TOLhzxJIOaaKg0zOIzJpJuJtv4p8/N+G3iGPlSIe/hwu+RJ8JaoTHHij8BP5HnLPy0QW3ITc/mxRc5Q7NqA2r0R6DnLrM8h0L8oN70Dc8jByz0bo6wBFg0nTELNWQOsBgu/8FXSdAieHqJyEjJdDprfwk06eiycV4IJ+Wk0hEtH6Vb4vZk3luj5BIBBz1iB3v1TQ6cTyO7CsMKkXcu0Qi0XI2T7f+cU+rIvcw4JAcuBYDy1nUrz3nnlEYxGEyJepvzG86/MAEjGdmKn3i+KZUZ14zODkmSRb9rRzpiuDDCRlJXkRvXkzqnAcj0xmlIqf5+GNItgcS6+3rmtYvsP9a2fy42cOceJ0cshjm5sqWLdmKh4+hqGx61AnfhHPtAPHull//TQEgk/NX8feAz28svXURY/N5Fw2bjtFe1eWX7nlBrZ0niAoMHC/EMfxKI1HWVhZz87ui5/vQu5onIs7hvuraeq8cOZQUWOeP32A989cDbn8+sEIJHfd2MTtgWT3wU5SWQdVUZhaX8q0hlIsyyV5VkchJGSictmC/1Qqxfe+9z1yuRxz5sy5XKcNCRl3TFMjYaoEP/57OH7B6sbOIl/4LvKVH6Pe++uUT55Db8oNEwCXmfyD+dJ86Kapo2T6kE/8x8i78KcOIZ/7Nomb3033GIJ/KaE37VLWtATlI38Jm5/IB9TnhJtKqxBLbkMsXovtQyqT72GUufTgXfeR6O1AqBoyWZwVFX2dCE3PB/AABzcTHNwMU+Yg5qxBTJ2ft+rr6yD4r/8PetveHGvE8BwHZfGthan9A5RUIabNx+p5U03aMDQihoaqKhxrTZKzPExDZVpDGaaUuI43QOE540DJbe9FnjmST0IMg1h4E6JpIbm+sQcbISETAVUVRKMRvvXYjosG/ueTtTx++PQBPvzAQhzHpamxjJJ4hFSmsF3YRbNr+gXUotEIqqby7Uf30t49UC3e6sry1MbjvLilhQdvn015iUk6NfpKHAHEosUthYUAM6KRcUdX0aUaKi+cOcj6xrk8uH4WR1p62bqng5a2VP/fb2ooY9n8WqbUleARsLHtKNdVTyeZLu7+4/kSy/aoNOKc6cgMGfifz+GTvWzZ1cac5joURt/PaOc8Pjz7Ov5y2+N028Or/r9t8gIaY+Uke0cnxisEqIpClz1Cm9oFdFqZAVUq5ywiIxGV+TMryV8hEimhpycTBv0hbwmKDv6/+tWv8k//9E8D/q2rq4t58+YVNF4IwZ133lnsaUNCrgpUVZCI6QQ/+DK0HBj6QM9B/vSrKA/9Donq6aSyoTDMW4WoLmHT4wVbC8q9G1FuffeoVenPEQSSnpSLYcSJXf8Q6tr3IG0LoQjQzXy7Se6CdpPR9M8qaj7bIIosw1dUpJSIOauRz337zaTDyf3Ik/uHTsXUz0BEE2QzLqXL1hPs2ACZkUthxQ0P4Fh2/2IsFougqAovbG5l3wUK2JoqaG6q5ObljcTjRv9uoW17RDQd472fJ3ji3+HQlsEJnUgUseJOxOp7SKYvTSVJSMjViGHoHDrRU7AtXU/S5uSZJLUVUVzP57rF9Ty18fiI4+JRnSVza1CV/BrRMDW+/ejgsvTzsWyf7z95gPfeM3eA9V6xuK7PwpnVBQXF52hqKAPBqNsOorrODXUz+P7RrbRkenho2jIeumM2Uko8L0DXVQIpOZru5K+3v8LymqmsqJ6KQIxKDE8IgS5Utu5pL3jM9v0drFncQDY7eis723KJqjp/uPRu/n3/Rvb2nh70HIhrBvdNXcjNk2aR6rNGvVFybpxa5OejKhc/3nH8cdMHCgm52hjVzv/5/pv50trCfq26rvPAAw/w8Y9/fDSnDQm54piGhjy0dfjA/xwyQD77TYwP/znpnD9m39qQK4+qKqi6TrB3U+GDPDevSt98A+446APldyZAyfpnfZ8lvp8ddH35foAoLUHGSiE7dFnpIBpmIX0PMWk6suNE4eMmNRE4NkiBaF6F3LuxoGFi2R3k7LwQo61rRN75OeT3vjRsAkDc+BA0ryKdzC9Mo1EdKQTf/Pnei+40er5kz+EujrX28Z575hKNRchlnbxAlBFh+4EOmm/7ZfRb34ey+wVEXwcoKsGkGYh519HVk6W3JcXUSSW47vj2eqpqXqTq3LPUdf3QPirkqiAS0di+f7Bi+nBs29fB3Tc2IYRg1tQKMjmXV7YNHVjHozoPrZ+N5wUEfkAkorFtb/uwgf85XC9gw+sneWDdrFEH/47jUR6LML2xjKOthfX+r5hfhzMGsTchBFnP5blT+XXE3+x4ElPRmFdRT0KLkHQtdveexgvy94FT2T5unjQLVVForE2wdW/hQXwiphM1NCzH41hr4c+BrOVxrLWPusriRPsuJJdxMUyNT8y/mbTrcDzdhX82cV6im8wsrcF2XVJ9OXx/bDdWx/doKqkquM0AoClRRTBK0diQkIlK0cH/gw8+yOrVq4F8EuDDH/4wZWVl/OM//uOQYxRFIZFI0NTUFPb7h0xoooZKsPXpwgf0tCFPHcYsn3pF/ItDxhdFEchsGgoUFOqn5wzqOC8wgmB4RekgkLiWg7roFnj154X90VgpYuYSMlmX2Io7YefzBc9HrLiLrJs/b8m69yFPH4beERaps1ciZi/HOuslncp4lMTLMT78F8htzyB3bIB0b/5YRUXMWg4r70ZW1tOXcgkCiRCCWMzgmz/fM2KJcdby+OFTB/nldyzEtlwMU+f1nWd4ZfspnnsdZkwuZ37TdZRMU/GlpCvlsePxQ7R3ZxEC3n/vPGKmPi6/5Ugk36IQ0VVa29PkbI9oRKOhLpHXKHDy5achIVcKXVfpSRZXUt+bstA0hWzWQdVVFjVXM62hjM17znDoRG//PSsR01ncXMOSObV0J3NUlJqkUjnKymJFJRxOnE6RszwMQxv178WyXO68YRrf/PleMiP8thc1V9NQm6Cvb/gy9uGwfZcNpwduIFiBx9aui9sNejLgpTOHuK2+mVlTK4iaGjmrsPe6qLkG1/NJFum+ANDZm2NSVazocRfiewGeHVBuRnGoJJW1UVWF+pI4gSeRrhxz4A+gKQq31s8uOPgXwNqGZrRiq9xCQiY4RQf/jY2NNDY29v//hoYGqqqq+hMCISFvVTRNyQutnSpOUIaDm4msnszoOtlCrjpG4+koFOQYeidHi+0LEivuyJfS59IjHi9W30vguuRyLvGKauSMJXBk+8gnapiFmNSE1Z1DSommaETf+78JHvuXwboYkLdiXHwbyi0Pk0w7AxZ+qYyHHVGJL7sLdfkdIJT8Zx74SKGQcyS5pNO/+26aGq3taTp7CvuF9aZsjrb2UV8VwzA0tu7LJyjiUZ26yiiTKqN5m0MZENEtzlTG6O6z8PyA13edYf3108Yc/MdiETRdZeP20+w+1Il9XnlpRFdZMLOK65c2oKrKmMpuQ0LGgpQSpcj7Xb6CJR9Ql+gqekSjN7C5ecVk1l8/jWzOzW8IxXQ6urNYjkdtZYxMxkJRFPpSNskCdQLOceB4D/OnV44p+I/FIrz/vnn8/PkjnGoffK/UNIWV8+tYvbiedOrizjGmqaPpKpqmIBB4foDn+diWO+D4iKKxs7u1qDnu6G7ltoY5WLbL6kX1PP/6xRMF5xM1NZbNrcX3/FE9fYr97i9GJKKRSBhsP9DBtr3tAywVFSGYOaWM65c2UlJikk6Pvuw///cU5pZPYlqikuPpkR0RVlRPJaZF+isRQkKuFcYs+Pfss8UpQoeETFwEslBLsPNxcggRlvy/FciX0ieQ0RLIpQofWD8Dn8Gq9JcaTQFpZVEe/BTBD/8erKETAGLFnYgFNyBUDSFcUlmXknt/neCHX4HWYdpcaqehPPhp0hmnv/Ugk/PwDY34238rr96//VlkXwdCUWHSDMSiWwgQ9KWcQToIkYhGSUyDTC9yy5PIU4ch8PICf4vXEpu+EJWgX0dD0zW27Ru4kC6NR2isKyGiK7heMMjHe9u+dqatm8Xhk71YjsftqxpZNKcW/9gelOd/mLc4VBSq6qZz29I7uG3lQp58tYWDx3tYf/00NE0Zdb+vaeoIReFbP997UW9xx/XZuq+dwy29vOdtY+tnDgkZC47rU1sVKyoYr62M4Xp+v+f6Yy8e5eDxnv7XoqaG70t6UxbprIuqCO5fO5P6mjiu4+GMQhfFdYOC7eSGIpt1MKM6D9/ZTF/KZsf+DpIZB1UVNNYmWDi7Gt8PSCVzg377hqERixv0pWw27WzNOxNIKEsYLJ1bw5RJpWRzDrmziTwhBFaRQqyW56EgyORcljTXkErbbBmm/D9qaDx8ZzOBH2DbHhWlJqoiinIKqK+JEwRjcTVQSSQMfvb8YY6cHNxSEUjJwRO9HG3t44F1s6itjI1JvNHxPDa1H+U3F9zK3+98jtZs75DHziufxAeb1/B6+zGWV04d9TlDQiYil93qLyRkoiKlROjG2R3cIhYaZoJAXv5d35Dxp7+UfuHN8PpjhQ0y44jZK7Aus0q8EPld8eCn/w+x4k6UD/xx3oJv90tgnVNEFtC0AGXp7VA3jeD7X0bc9VEMowrLchFA4uHPIHe/gtz2NHSeF2SX1yGW3Y5YdAuZnId1QRmqZXtYtodhJDBX3Y9y1nbPkwIrJ3EvopRtGPnAXz7+b8gDrw98sbMVeXQHsqSSyDs+RVmiir503mu7uy+/6z9lUgmr51UzpbEc78wJsFJII4Z+/XxOnenj9b1dHG3to/tsm0FXj8Xbb57G1BIP+Y3/jXJBm4JsP4Gy83mYsYS77/k1dFWQyjjoigKjaOMQQhCPG3z70YsH/ueTTDv84KkDfPD+Bdi2GwoNhlx2XMdj+bw6Dp3oLXjMivl1eK6PGY2wcfvp/sAfGKTcD+AHkp8/f5gPP7AQXVMwRfEipaahjktdlZVzsXIupqmzZtEkhJKvYpAyIJ2yLprwM00N04zws+cOD9IM6OzJcfhkLxWlBg+un90vNhpISVwzSLuFPxPiegQ/yLshpFI5blzeyPTJZbyxu43jp97s5TcNjYWzqli5YBJI2S9uGkhJc1MFe4+MvCMOUFFqUF+ToLu7OPX88zFNnZe2tF408D8fz5f85LnDfPQdC8fUvuHYHhVmjOdOHeBzS+7gxTOHeP70QTrPS3pPiVdwa/1sVtc28a2Dr3HftEX4drjzH3JtMebg//XXXx/5oPMwDIOSkhKmTp2KqoZ9NiETB98P8iVpTQvg2K7CB86/ASe4/Lu+IZeGnAslK+7M96OPYF8E+V54z3Evu4ibqqrgWHD6MMHP/xnRvCJvB3jjO6D7TF6Nv6QCEMhdLyCf+s+8yN7+19CX3o0FIASeVOhtWErl/BvwU71IO4uImGillXT3ZimTSr40fwjOCRSOPF9BSVwn+Mk/Dv/7SnUjv/NXaO/7I2LRMgAEgtUL67h+YS1seQL5+POo57QCABkrpX7hzdx/09vYeiDO9gOdCKChJkZDzEP5n786LyFyEY5shx99hdsf+gypnD/IESAS0YjqElXNG2MFQYDlK1iWN0CI0TQ1TnekLxoEXYyuXouTZ5JUlRqhZkjIZceyPBpqE0yqjnOmc+QgcMqkEirLTPr6ckRjEbafbamJmRoLZ1cze1oFMVPHDwJ6+mx2HOjgSEsvni95Y/cZbljaQMJUqSo3CxL8g3zp+JzplbgXCPBpmnLW9lNFEYJASnzPx7a9Ee/F59uBDoemKURjBt97Yj+nO4b+fHqSNv/z2D4+cN98TFMnZzusrJ7KoycLX0esrmnCc/Pz9ryAZF+OqlKTt6+diecHZM62U5QlImeV6j0c580g2nU81iyq58CxnoJ2/9csrsey3FELFWuagqop7DhQmH6D5wVs3tvG6gWTBgX/hqGhRhRUVcH2PYy4ju4EZ+f35nG25TG/op4fHt3Ggb521jU08ycr7qUjl8LyPeK6QXkkyqvtR/nrbU9QbSaoiMToTY9evyEkZCIy5uD/gx/84KisRwzD4LrrruNjH/sYK1euHOs0QkIuCzknILr8TmShwX/dNETlJOwC+5FDrn4cx8PVdfSH/hfyB18GZ+jvViy8CbHiLtJD7PIKIc4qvZ/dFff8cdvhFQKkc24BLZEH3kAeeAMq6qBiUr7vPpfOa1gE5yWm7CwKAYaRF6R75LG9dPTkMCMqk6rjRHQVx7No6zpFzvIoLzF499vmEo2OTQjPNFTkwS2FJdYcC/nUN4g+9L9wPJ8V82uZMzkG3/lL6GwZfHw2Ca89ijj4Bsve+fvEYzpSSibXROHRfx4+8D9H60HknpcpnX8jfWfFs3RdpTSmgmshNz8NZw4jfR+ltIrYktuI188gl3XI5N5sUdiyt7he36372nnbTdPD4D/ksiPP7hw/uH42331837ABeW1ljAfWzSKTsTEMjQPHunE8n1tXTmbJ3Fpa2lK8sbuNVDpfSl9fk+C21VO4bfUUnnj5GHuPdLF21RRs22Pp3Fqe2fSm00hdVYyyEgNFCLKWS8uZNMHZqG/GlDI0RSFzVjdDUQSxuIGuqew53MmhE73Yro8Z0ZgzvYI5TZU4jk8mY4/ZgccwdHYe6Bg28D9HzvJ47rUT3H3jdHI5m9samvnFyd0EBVQRmqrGmtomMsk3nyNBIMnlHHI5B11X0RUBBPT1ZS8qnmdZLiUlJvetncnPNxweNgFw3eJ6Zk+rINk3+nVLxNDYe7gLt4j2qN2HOrl5+WSyWUEQyHxSNaGTcm0eb93DiUwPgZTUmglua5hDY2U5uayDdfbeGASSbNbhdxat40s7nubr+16mVDeZmqjEUDVynsvRVCc532VGSTW/OvdGckXqS4SEvBUYl7L/0dxALctiw4YNvPDCC/ze7/0eH/7wh8djKiEhlxTL9ohNngNzViP3vzb8wbqBuPNXyOXccbUGC7nyJDMuZeWT0D70Z/Dqz5H7NsH5JZz1M/M99DOW0Jd2BpWLappCNKJgRCPIvq58BUHERFTU4FgOOUcO6oUvFiklwogOXlr2tOX/MxRGDCkU4nGDHzx1kI6ziSvL8Tl2arBVVG/K5odPHeD9983Htr1RJy+ihk6w9anCB7QegEwPmBXMn1FB8P2/vXjgfz49bYgff4V57/vfOG5AxLMIju0s+JRi+7OIRTfjn7UkK03oyGf+G7n75QHVAPLUIdj3KrKqAfOB30aNJ0hmPHRNoau3uAV1V6+FroVVciFXBstyiQrB++6Zx+Y9bew40EE6+2YiqjQRYcmcGpbNrSOXc7Btj1jcoKM7x723zKCyLMo3f7anv9XmHCfPpHh912kWzqrmHetm8egLR/JK+0HAwlnVHDzeQ1nCYMncWsoSEbp6LQIpKUsYCAG7Dnay/2g369ZMxT67668ogtLSKPuOdfP86ydx3IH33aOtfWx47STrb5jGtPpSUklr1AkAIQSmqbNtX+G2e4dP9vbb9+lC5ZemL+V7R7eOOO4Ds9bgecGQOiOFPivSaZvGmjgfuH8+r+08PagKYGp9CSsXTKKhNkEqeXFRw8IR/c+OQrFsH8v2ztqfCsy4zn8c2MiWzoHihoeTHWxsP0pToorfmH8LUUUnl8lfA1bOxRQ6n196N0+27uXF04fY1fOm+n+tWcL90xZxS/1srIwTOqqEXJOMOfjft28fzz33HL//+79PVVUVv/Irv8Lq1aupq6sDoK2tjddee41///d/p7Ozky9+8YssHbS4GgABAABJREFUW7aMnTt38vWvf51NmzbxN3/zN6xcuZIFCxaM+Q2FhFxKgkDSl3You/tXwIgid74wqAQYgJJKxAO/hZeoJJMOHy5vRfrSHqYZI3rzO1HXvgfZdRp8FxIViHgZOdsl12cPWkCZhkYipiF3vkCw7VnoOdP/miytQl+8lsiy9WRtQTY3+mvH8wLQTaifAaePFD5w7nVIRaOrL0dLW2Gihh09uTGVp2tafve8qHkC7N2IuuJt0HUKWg8WNqb9BLQeQqmbgdz36sV/v0PR2QrpXiKRGCUxneDn/wyHh1m8d51Cfvsv0D/wx0TNUVpmSTkqg4mQkKHQz6rwK4rIt6lIie8FQ5a753IOnuezuLma1Yvq6erN4bg+RkSlsiyKZbmk09aAIHRKfQnlJQaP/GIfln3x4FRK2HmwE8v2uOeWGdiOhx/kqw0eWDeLdMbl9d1n2He0e0Dg29RQyvL5daxYUIfrBmTOzjuRMNlzpGtA1cCFWI7Pzzcc4b5bZzClroR0enQCc7qu0pe26UkW3rcvJRw41kPz1DIySZtbJs1GFQo/OLYNNxj8GZmqzgdnrWZhRQPpcdCMkVKSSllEozrrVk9l3Zqp/z97/x0mx3XeacP3qdxhcsQMcs4ZIMBMAsxZlEhLoixZa0uWLef93l2tLa2j/K7XK9krWTbtfS2tsmRREimJmWDOSEQGBjlj8kynyuf7o4EhBpjQPTPAzBB1XxcvW+hzuk51V9fU7zzP83vo6MpvqpQmTUxDxXV8Ut25UfMYkeRLwKyEwT9u30BTd/9lA4fTbfzte8/wZ0vvwLL0nuvXznqEfsi6ujncNWkhp7Jd+bR/zaA2VkLO8Uh39e3hEBFxJTBs8b9r1y7+4A/+gBUrVvDoo49iGEav1ydNmsSkSZO45557+OxnP8vv//7v8+Mf/5hrrrmGa665hs9+9rO8/PLLfO973+PLX/7ycJcTEXHJ8byArpRL6fW/hlh7P3LLc3B83/vCb9ENiKkLcHIuqUj4f6CxbQ/bBk0LUeO1+Y50ocTtJ+JhmhrJmJqPUvfVMrK7DfnaY8g9bxH/yH9BFtHPuS9yjo+17BbkqUcLmzBhBqKsBulLNu/qHdEydIW6qrNp/15wtk3X+w+sW3Y3c8d1Q0tPVxSQzhBSTO0sqgyQm4rIGADCzc+h3vFbhaX7X4C0s5ilJciDWwcW/j1rTCOf+7/E7/08nh9SVWZdFAUdiMqyWL8O6JqmoCj5nQHfDyNTwIgB0XWVWNxASti6t5nTrRlkmI/eL51bS0VlIp9G3ccmgOcFeF5ALuti6iqWni+d6ejIXHzdScnEuhKeeHF/v8L/fJqOdjL7eBczJpfT7fiYls6plgw/37C/T4F2+GQ3h092s3bJBFYurEdRBKqqEEp48Z33o8SWoVJTGe+5Z51py/RkAzz7xmF++6GlQ+7cIQS9WnQWiu34SPJp7akumzU107i6bjqbWo7iEaIJgR+GxDSdZdWTcT2fdNfwSxTOJ5fLt3PVNJW4mc8qCjyfzswImtJKSXV5rKgppqESMzVsEfLqqf0DCv9zdDhZfnxoEx+dthLOu63mfQ8CbMWjVLcoUwShL+loz47oZ9kXqqqgqvn7chjKaJMhYswxbPH/6KOP4nkeX/rSly4S/udjGAZf/OIXufPOO/nXf/1X/tf/+l8A/N7v/R4vv/wyGzduHO5SIiIuG54X0NYVYBg6seV3oK26CxQFGQTkfIHdMXo75xGXn4FSMs+nJK4R/uIbfQv/82k9QfjTr5D46H/DdoIhP6zYTkBs1nLklAVwZOfAgzUDsf7XydkehmXSctaUrqrcYtmcaubPqELmMoRODmGYqPFS9h1uY9OeNprbs7R05DD0oaWnSwnoZvETDQuhaoQtg/e87kXLMYSmIQ1rCMeMYegK4eYiNhyO7AI7g9QTLJ1XR1MR7unL5tX2iqjmuzjoxHTyHRQy3aAoiPIKfNcl69LL6CsiAsAwVJJJi5fePcb2ptaL/j69t7eFxtok99w4g1hc9LSlu5AwlIOmSkspsR2fo6cKb4f63t5mZkwuRz8r1PsT/ufz5nunKCsxmTqhFET+PcJQUlsZZ8m8GuZOq6TLsbF9j7hukNAMdh9s4709LbR12uw62MaMxlJ8f2h13+YQ7nemoaIq7wtDzw4wLZ01ddPJ2t7ZjAoNy1TxgxAvN/T7/2D4foB/iW4Vruszf0YVL286XrD4XTCzGsf1MQ2dl04N0F72Aja1HOWjM1ah6+pFJRCFXK8jhWlqaKaKoat0ODmklJQZVj6zxrnYoDAiYrQYtvjftGkTyWSSadOmDTp2+vTplJSU8Pbbb/f828KFCzFNk+bmwuumIiLGCnlHXYic/CMGw7J0ZHcbHNpW2IQzh5En9hOrmEJ2iGZvQSBJZTxK7vs9wqf+DZo29T0wUYa47/cJklVk0j6GZSKBedOruHXNROTedxA/+ldE8xF6fP2rGpm15GZm334NL286yf5jnUMyf4X8Q6goiSNrJkExQn7OanrcEotBhvkOBbNXw6s/KXxeeS2itAIce/ANnN4HhF1vwKJ1NNYmqamIFVQPW1lmMXlCKR0d+QwFVVUoS2qItpPIjU8RHtjaY9YorQTKgmspWXk7nq7TnYk2AD7omKaGogt6+miG4DnBRWJLVQWJpMWvXjk4YNu+E81pvver3T2u9IW63l+IUBR2NbW+f3xFMHtqJbOnVhAzNcJQ0t5ls21fS0/ni+Nn0vh+3kvjlSIE41vvnWLutCoksPdwO0vn1nDtikbeOHOQL299h5PZ99vMTUlWckP9bD561zxeePMIew62M3dqJTA08V9WYlKaMOguwjRu5uSKnjKekhITXdfY3tTKe3ubexkq1lXFWTqvlrnTKnFsv6dl33jB90OCMGTRrGq27B78+V5TBSvm1yFDSYud5kyu8I0jX4ZsaT3K0tKJw/bKGQpCQLzExJE+Tx7fxptnDmEH+d+OJhSWV0/mtonzqC5Lkum+uBQwIuJyM2zx393djRAiby41yINfGIY4joNzQd8ny7Jw3chxMyIi4oNLTAvhrWeLmiM3P0vsjs+QHUazCMfxkRJK7/gt5DUfgk3PIk/tB9+H0krE4hsRM5bhOO+XqfhByPzpVSybXQmP/yPi6O6L37jtBGLDd2DXa1z/oT+hNGkM+cFLynwJhblsPfLZbxY2qX4aoryO0PehohbainDRr6hD+h7ES2DSPDjWx/n1gVhyM57roQ2hXIBcGiFDMlmHD62fxQ+e2kN3uv+/e8m4zoO3zCabzT8sKoqgPKnD1ueRrz128QQ7A5ueQe58Df1Df0xpaV20AfABxbJ0zLhGt2vz8ukm2u0MqqIwq7SWq2qn4gchTsbrEdCmqbP/SMeAwv8cqYzLhneOsn7N5CGLf8iXHAEsn1/HVYvqydo+O/e30p1xURVBQ22Sh26fQ1tnjuffPEJLRw7HDUjENfYcKqwXPeQNR082p5lYX8KUhlJWL6nnf+14gcOptovGHkm38+39b/FO6yF+Z+0NvLH5JIo6dEONnOOxeE4Nr20u7N4ztbEUXVPwg5Bk0kRRVX741B7OtF3cau5MW5ZnXjvMnoPt3HfzTKTMO9mPJ+ycx/UrJtLRbXP4xMVmsedQFcHdN85AUwW+F5AOi9/o6PbsAvomXBriJSbHcx18fefLOGHve64vQ95pOcy7LUf42MxVrK6eMuJlHBERxTJs8V9bW8uJEyfYsGED69atG3Dsiy++iOu6TJw4seffHMehq6uLhoaGIR3/5Zdf5jOf+QwAjY2NbNiw4aIxc+bMGfA9qquref3114d0/IiIiIhCUDQNeeZwcZPOHEExTIYamTqH6/q0uj6WVU7s2o+g6vmccen72J7E7sr1ag/lez7L51Yhn/o36Ev4n8/pQ4hffI0VH/oTssPyJwix5q3Jm2ieOjDwYE1H3PwIOcdDSkFs6Trk/gLq788ilq7DdkOkhNjNH0N+/697d2voi5rJiCU34uQCNL3/Erd+MUwkAjvnEY8bPHL3fF7fcoLdB9t6uZLrmsK86VVcs6yBMAh7sj6SMRUObO5b+J+PnUE+9r/QP/XXmKYRuVl/wIjFdaQO39j1Crs7T/d67e3mw/zHoc3c2jiP2ybOJ93t4Pv5tPLNBURfz9F0pIN1V03uM426EBRFoGsqN62exMzJFfzqlYMXlQDsPtjOq5uOs2J+PQ/dPpefPr8PXVNIZ72i2sNBPmOhoS7JNcsb+d87X+xT+J/Pns4zfHPfm3xq2ZohR2HzrVklS+bUsOdgO62DdPEwdJXrV0ykrTNHeYmBaRr8xzN7+xT+53PkZDdPv3qI26+bNu7Ev+flWyred9NMNu8+w9Y9LaTOy5IQAqY1lnH1skZK4zrptI1haFhq8dLEUnXy9pWXF8vSSYcOX9v5Em4fpo3nkEi+v/8dKs04U+NVUYvBiFFl2OL/5ptv5tvf/jZf/OIXqaioYPny5X2O27JlC1/60pcQQnDzzTf3/HtTU96hedKkSUUfO5PJ8Od//ucFj1+4cGGfvgTl5eVFHzsiIiKiKITIp5sXwwAPE0PBtj1s8gaFFRUJOjN9Ox5LCSLdgeyvTOBCju2FlqOI0qFt4gIEQUg665F88E8IH/9a/9F4K4G49/MEZfVk0l6+r/fE2cjKCdB+avADlVYjpi8md9aXQ09WoD30X5A//Sr0l2raMBPlgT8kk/NxnIBkZUnhxzvHrBV4Yf7hNJt1MU2Nq5c2cMPKSRw93Y3t+FiGxqQJJQR+iOv6PcJdCIFhGYRvPl7YsZwsvPs0savuxRlf2cIRA2CaGhiCv93yNG1O39knTuDzi6Pb6XJzPDR9BbmMi237nG4tPFslDCW7D7Uxe3L5kMX/ollVqKrCD57c00vwnY/rhbz53kmytscD62Zh6CrOEI4npSQIQo6m29nXVdgmx5a2YzwwdQnl2sVdOAxDQzUUEDJvPx8KXMfrvUHqB1RUWGzceZoHb53N4xv29/sZJ2I69940g1TGo6rcQtdUTrWmOdGcLmit+450cN3KiSSTJun0+PpBO45PEIQsmF7Fivn1nGpJ0512UVVBY20y7/HgeKRS+ZIHzwuYUFFGqW7R7RVmjCqApVUT8ezLn/KvmQpPHtoxoPA/hwSeOLKN/2fJLdhZN6r/jxg1hi3+P/e5z/HUU0/R0tLCI488wsqVK1m9ejW1tbUIIXpa/W3cuJEwDKmpqeFzn/tcz/wnnngCgLVr1xZ97K9+9aucPHmSdevW8cILLww6/h//8R97ZR1EREREXC6k70NZTXE17eW1+fT0y4ylhch3iixR2PgM5i2fYggJ8T3Yto+UGiUf+iNk81HY/Czy5AEIfSitQiy8HjFvDa7r053Ofy5hKMllXawP/THyh38D6c7+DxArQTz4x9g5tyfi15X2KU3WYnzm75F730Vuewm6WvMtCOqnIZbfipgwjfRZEQXg5FyMJTcjX/xeYSdWNwVROQHnvDp/x8mLe01TqC23esrn0qmLN2QsS0ee2A+dhUdv5a7X0a57EFUNCYLIbfqDgBHT+L/73+pX+J/PK6f3s6xqEtPjVXRni8/+yLcZHaqHR0g8ZvDUqwf7Ff7n897eFmZOLmdCTYK4pRVt41FRahESsuHU3qLWueHkXu6bvKTnf5umhhnXsAOfl8/so93JogmF2WV1LK2aiO16ONn8JkAYSmzHIwwl7+44zUO3z+H4mRTb9rZwpi1LGErKS0wWzqpmztRK9h1pZ/eBdu69aQYSLuqmMhibdp7hmmVD31wdTfKGuA65nEtpXKc8me844Xs+2Qu8DMJQYrse19bP4Mljg5jUnmV+xQRiqkG3O4z6uCGgaQpCEWxs7b+15IUcSbdzJpui1LSGVVYTETEchi3+Kyoq+Pa3v83v//7v09TUxDvvvMO7777ba8y52pZZs2bxj//4j1RUVPS8tm7dOlavXs3SpUuLOu7WrVv53ve+x7p161i/fn1B4j8iIiJitLB9QWzpzcj9mwueIxbfiD0KaduqpiEHS72/AHnq4NkSheE90DiOj+v6WCUTiK37JIpp5oWx72M7HnbKvUgcZ3I+Ih7DfOS/w8s/Ru57F4LzPjdFRcxaAdc/hKdapC+ohe/O+qhOSGzKUszZK1G0fBuz0HXIemC353rVaObcEHPRdcgdrwy+maOoiJs+3q/TcyGdIlQRwvHihA12BtnVhqqWEER+pOMew1DxZMDW1uMFz3n+5B4+N+96dLX4zR9dUxBDrKJWVYHrBRw41lnwnM27mrn7xukIAVMbyzh0vGvwSYBlqsycXI6iCA6kWgefcB4HU61oat7C1IrrqIbCv+97k/faTiDPO/eXTjVRolvcNXkB19TNIN3lEAQhruOzfH4d3/3lLvYcbGPhrGquXzmJsqSBEIKc7bP3cDvf+9UuutIuH71zLo7jk0yanGopLOp/jlMtaRRFGXzgGCYMZUGCV4Rw68T5vNNyhFZ74M/JVDQ+PG0ZchRM9FRV4VS2C6/IDL19XWe4qmJwk/SIiEvFsMU/wLRp0/jZz37Gk08+ydNPP82uXbtob88btlRWVjJ//nxuu+027rzzTnRd7zX3qquuKvp4nufxxS9+Ecuy+NKXvsQbb7wxEqcRERERccmwHT+fnl5RDx2nB58QL0XMWUWu6/KneQohkMWWHITBkN3+L0TKs72oAVKFbSaksz6+ZRC/6RGUmx9BHnoPst1gJRHTlxAKhawLdqbv98uXHYSksz69Gkb3ge+HZHI+iY/8P4Q//QqcPtT3QN1E3PO7hJWNpAs8j74QMLQSEBkw1OhtxNhC01Vebz5AWIQg39VxCj8MKCsxScZ10tnCr8EZk8p7pbkXy679rUVF7w+f7CIMIfB9Vi2sL1j8L5pVg+sGxGI6QVjcJocfhggEpplP8//brc/QbPdd+pPybH54YBPdrs0dExfQ3ZnD8wJcx+fh2+fyk2f38s7207yz/TRCgEAQnv0ATEPlwVtmk4zppFM2yaRZtNdAGEpG6PY69tEEh1Kt/NGim/najpc4nevbLDChGXxu/vXYgY9mXf6NESEEwRA2HXwZwqjZE0ZEjJD4B9A0jXvvvZd77713pN6yXx599FH27dvHF77wBerr6wue941vfIPm5maCIKCuro41a9Zw55139ukDEBERETGSvJ+e/kd5g7mBWhkZFuKBP8SxvVFJ2Q6DAEqqoLUIB/3SKsJRKFE4H9v2sG3QdRV90tKeVHrPDvC8kV1bzvYBjcSvfQF5dA9yy3Nw8kA+46C0CrHoesSi6/EC2VOiMFRClHzJSDEIgYiXIZ3oIfODQCgkXW5hNdDnkEDKcxCBYNHsGt7cerKgeROqE5SVmHS0D62IJwgk6SLbk0qZ3yAlDKmtjHPNsgZe3zLweqc0lHL10gZSKRvNUKiyEgXXiQNUW0n8MOwpp+hP+J/Pk8d2sqiigVqrJL9BmXOJxQw+cc8CDh3vZPPuZprbsoRSUllisXh2DQtmVuF5Aemzde1BEFKaNIsySC0dwobBeETTFDRV4V92v8rtE+fzZ8vv4L2247x8qomj6Q6klNTEklxXP5M1tdPY2XmKb+59k/+29DZKrMubSh+GIZXmxZ4Rg1EbK4nq/SNGlRET/5eLAwcO8Oijj7JgwQI+8YlPFDX3scd6uyT/7Gc/43//7//N1772NRYsWDAi69O04nYf1bMpZ+f+b0REoUTXzvjD8UJUK4nxyH8nfPH7cGDrBSaAAqYuQNz4UYJ4OblcUPQ9pRAGu3bcQGAuuQl5aFvB7ykWX4/nXZr1FouUEtft/WB9Kdbl+SFd3Q5m7UzMu2ehnO0CIMMQz3FwHInvh8P+jfpBiJizGvni9wfvSnCOqYuQqoaU/oife3TvufwoQqAratHzdFUlDEJWzK9j1/5WugZoLwl5s74bVk3CdYd+3QhBTzp9MahqvtAgl3VYPr+O0qTJW++doqO7t6C3TI3Fs6tZu6SBXM7Nl+iEIdfVz+TQIE7/53N9/Uw0BE6R5RTPntjDp2avQTtrTuh5PqlUQENNgskNM9G1/PcUhhLH8chlXYIg7Pk8QylZOKuqKBPGxXOqURQxJu6vlxLDUDmd7cYJfB4/so3Xzxzk+vqZfHbetSR1CwA38NnYcoSvbH+BI+l8lvHuztNcXTn9sn4+YSgp0S1mlFZzoLuwkpMS3WRhRQPplP2B/y7HEtHfrN6MK/EvpeTP/uzP8H2fv/iLv0BVC/tDuG7dOu677z7mzp1LfX09mUyGN998k69+9ascO3aMT3/60/z85z9nwoQJw1qfoggqKhJDmltaGhvWsSOuXKJrZ/whpYlyx2+B7yL3vgN2GowYYvYqsBKgqOiKQoV1adcx0LUjpy5EllZBdwEP01YSMXcNpqphRpcjQlEwYjFGMqdMeg5i/tXI914saLyy6g7QdSoqzBFcRW+ie8/lQ0rJoooGnirQBA2gykxQZlgoQiEIJQ/fMZcfP7OXzu6+N5A0VeGeG2dQWxlH0xTisaFdwVJKpk0s490dBZQ3naUsaRC3dBTl/WPOmlLBnKmVnG7NcOJMilBCRZnFjEllhGH+QT6ZzN8kgzBkVc0UHju0lYw/+AZZlZlgfsUEwlDy+uniyineaz+OIvp/3sungktURSEWM4hd8DPxAp/5M6p5bdMJbHfwcp6ypMGUCWX4MhjyM+Z44kz3+3X+rXaanx7eys8Ob8VUNRShkPO9Xp4MkC/hMC2d2BCv2aESyJBbGudxoPvVgsZfVz+TQIaUlRWfMRAxfKK/WXlGVPxv2bKFvXv30tXVNWiK5ec///mi3//73/8+mzdv5hOf+ASLFi0qeN43vvGNXv/bNE3uuusu1q5dy4MPPsjJkyf5+te/zt/8zd8UvabzCUNJd/fAPVsvRFUVSktjdHfnIkfmiKKIrp3xj65raHOvRcgQKRR8P8RLXfr+v4VcO3FTQb//D5E/+jI4A7goawbi/j/Acz0y9vhqQzWe0HWVxA0PI88c7t9j4BxX3Y2sm0p3V+6SpJdG957LjxAwtbSKulgpZ/qpgb6QGybMwnY8nFw+C8Y0NT557wKajnSwZXczp9sySAklCYNFs6pZMrcWgSSdHt51IwQ01CQpLzHpTBV2T1gypxbH8S5K2xYCypM6FaVVPWXS6ZR9UQp8RUWCw8e7+Nzc6/jHXS8OaMIWU3U+N/d6mo52MGtSBR1ucc9toZSkPQc96+H7IYoiMAwN09Q50ZzmZHMaKSUVpRYzz7ZL9Dy/x9jTNDUUXXLfzTN57Ll9+AN4K5iGyv3rZ+EFAZ7jkyk082cMM1A3B11XKTcuFmgSsIP+yySqrASOffH1c6lRFMHCigZunDCLl041DTh2bnkdd01eSC7jFrRBFTFyXAl/s0pLYwVnNoyI+H/jjTf44he/yMmThdWTQfHi/8yZM3zlK1+hrq6OP/zDPyxyhX1TWVnJZz7zGf78z/+c559/nr/+678etmHVYK7N/REEgzs+R0T0RXTtjF9G+3sb6Nrp9kNKExXoH/si8vnvwLHdFw9qmIm4+RGCkhq6hlnXHjEwvh8ipST50H9BvvQD5K43wb9go6ikErHmHpi7hs7UpfeLiO49l5ec4/HhaUv5xq5XBo1TV1uJvPhPez3fke/n21VOqksyc0oFmqoQSokAcraHk3PxvJFpDWHbHtevnMgTLw7eNaSsxGTxnBqyGafP68nzBt8QlVLyyrvHWXf1ZP7zwvX8+PCmPlOx55bX8fC0lWQ6AjbvPMOMieVoYgglCkIhCCRSQjxhsu9wB29vO3XRZodlqCyaXcPVSxvIZJyzfe9dyivjVFSYPHzHXDa8fZRTLReXAEyeUMr6tZPRDAEib4I6XtF1Fd1UiVtGz3O24/t4ToBjez2bOb4fUl4ZZ1pJVcElHHFNZ2nVRLo77dHxyOm2+fC05dRYJTxzfNdFvhOWqnFt/UwemLqEbNrFGYUOPhF5or9ZeYYt/rdt28ZnP/vZnkj/xIkTqa2tLTglv1D+6q/+inQ6zd/+7d+STCZH7H2XLVsGQGdnJ52dnb3aEEZERERcyXRnfOKxUmL3/z5kU7DnLbAzYMZg9mpEaSU52ycTCf/Lgm37hKEkce1HUG94GLn7LehsBkWFibMRk+fj2g7pbveKMAe70rAzHrPL6vjk7DV8e9/b/aaq11hJ/njROnwnvEjMB0FINuuSzbooSl6ESSlHPEMkm3WZXF/CLVdP4fk3j/T7/uUlJh+5bQ6u6w9r48FxA+qrE/zs2f2sXdbA7827iQ4ny5aOY+R8l4RmsqJqMgnN5L3dLby97RTL5tURBJJ55RN47sSego9VacZJGiZdmRzJEot3d5zmrfdO9TnWdgPe3XGa5vYs9988kzCUeF5AJuUSTxpIK8dHbptDV9qh6XAHjhdgGRrzZlQSM3Wa7W7q9BJSo9D1ZSQQQhAvMUCBl0/t4/UzB+lwsmiKwszSWtY3zmV2RS3ZjIN91gDRcXzWN87l3/a8XtAxrq6bgeP5oxbR9f2QVJfN2upp3NQwm+3tJzmcbiWUkvpYGatqpuD5AeluZ8Q21yIihoOQcni3/N/+7d/mpZdeYvr06fzDP/wDs2fPHqm19eLmm2/mxIkTVFdXX/Sabduk0/keqJWVlQB87WtfY/ny5YO+74EDB7jzzjsBeP311/t8/0IJgpD2It1xNU2hoiJBR0cm2o2KKIro2okYKkO5dkxTQ1cFCiEhAj8Ulz3FMuJ9NE3BNFRUQiSCQApsx78soj+694weipIXU9nQ44UTe3iz+SDZs102GuPl3NQwmzW103Bsj1wRrf0u1VqTSQvbC9i86wy79rfhnBU/1RUxls2tZd6MKuyzrvnDwbJ0cm7Ad3+Zz1DSNIW5Uyupr41jGCquG3D8VJqmIx097dl+88FFCCmJJw3+7N0naHcKS///0NSlXFszA+lDe8rhJ8/uK2jeqoX1rJxfRzqdjwwbhkaixGR/ZwtShJQbCXSh4MmANidDTNWZnKwkkxqfolEISJZZ7O46zf/Z8/rZFncXM6O0mt9bcBNeLp8FoCiC0vIY3z/wLm+cOTjgMaaVVPEni9aPmc9IUQSmpYMiAYGQ4Dp+dJ8cZa6Ev1mVlYnLl/a/ZcsWhBD83d/93SUT/ufT2tq/o2YYhj2vF9rWqakpX6Njmibl5eXDXl9ERETEBxHH8RmfsacPJr4fpS9eiYShJN3lYJoad01cyEemL8cNfBRFQUGQsz3S3faYuDbyPkg5TFNjzeIJ3LhqEp4foir5NHY755Hqzo3IWh3Ho6oiwbSJZRw63oXvh+zY38qO/X2Pnz+jipil0dmRRdEF909Zwr/ve3PQ41Sa8Z5yikTCZOObRwpe4/amFq5e2oCqKgRBiOv6+B0BE61ydFNFUxS8MMBQVSqMOL4T0NWRY5gxulHDSugcTLfyr7tfG9BQ8UB3K/+wfQP/vyXr8b2AIAjJpBw+NmMV1WaC50/u6dngOocmFFbXTuVjM1aRy45cucpwOdfSNyJiLDNs8W/bNpZlsXDhwpFYT79s2LCh39d++tOf8oUvfIHGxsYBx12I7/t885vfBGDNmjVo2rhqfhARERERMUYwDO39Vl5hvtVglHofcalwHB8csBWvp4Y6DMMx2T/ccfIp/YEfoGkqhq6TTtsjWsMuJWQyDnffMIOfv9DEsdOpfsfOnFzO+rVTSKfyEXg747G0ahIPTrP56aEt/crUSjPOnyxaj3/Wod/zQw6fLMx8EcB2Ag4c66SxJkH2rEA8JxZz2XyrQyEEmVCO+3uHEIKYafDDnRsL6qRwON3Guy1HWFTSSC6TF/Ppbpsb62dz26T5bGw5yqFUGyEhdbFSrqmbDlKQTbsXtXWNiIgYmGGr3YaGBk6d6rvWaSzw93//98yYMYNbbrmll1fAqVOn+Ku/+iu2bt2Kpmn87u/+7iiuMiIiIiJivCEEWJaBaWrkHJ/jzRn8IKS8xGRCTRLb9nAcb0xEYSM+mIRn28qNVTRNwTR1LEvnVEuazlQaTVNoqElQXh7HcXxs2x2RTYtzRmofWj+LA8c62bK7mRPN77eNmzyhlOXza5kyoZR0+v008TCUZLptrq+byYLyCTx7YjebWo/2dAyosZLcOGE219XPwHMDchkP09RIZYqP8HZ0OzTW9tMiMBjb32UxWJbGoVQrZ3L9b8JcyIaTe1m1ZAp2Nn89+H6I3+3iqD4Lkw0sLGtA1xUCL8RJD88jIiLiSmbY4v/WW2/lX//1X3n33XdZtWrVSKxpRDl48CD/9m//xp/+6Z8yadIkysrKSKVSHDp0CCklpmny13/91yxZsmS0lxoRERERMU4QQpAssWjvsnnjjSMcPdU7AliaNFg6t5Zlc2tJp50oOhUxJhACTFNHN1R0TUUIgR+EeK6PfZ7r+khgGBrJpMmW3c1s3dNM9wVieUpDKVcvbaCiNEY6ZY9Iervj+Ph+QGNNgukTZxPKvMGeoasg8vXXnZ3Zi84zCCTpLptS0+LXpq3gE7NWk/VcVEXBUnVsxyOX9noJznOGicWgKALB8LpKjQekCluajxc152i6AzcIUFWl14ZpEITksi6appC0EnR0f3DrtiMiLgfDFv+f+cxneOqpp/jLv/xLvv3tb485t/yPfvSjVFdXs2PHDpqbmzlx4gS6rjNr1izWrl3LI488wuTJk0d7mRERERER44hkicXRU908+cohwj5ES3fa5ZWNxzlxJs3dN0ynu1vi+1GkKmL0sCyNeNykrTPHa1tPcaYtQxjKfKu92TXMmFROLuf2pKQPB11XSSZNfvHSAQ4e7+pzzJGT3Rw7leLOG6Yxub6EVLfd57hiCQLZ09FA0xSEELgFZOBImW9RiJ3vC64ogkD65ALvoo2JIAgpL7XQNKUoIdpQkyAMP/jCVQhwguI3PN3QH3bL7YiIiIEZttv/u+++S3NzM3/5l3+Jpmk89NBDLFmyhESi77Smc4zFLIHhErn9R1xOomsnYqhE187wsCwdL4RvP7GzoEjpqoX1rFxQ11NjPN6Jrp/xh2VpmJbBEy8euChL5RwlCYMH1s0ibqlk0sOz98y3wDvDxp2nBx2rKoJP3rcAVciedm/jgZJSi1c2nWBHU/9G1OdTUWrxyfsW0N6eGbcmfoUSSxo8f2YPTx3bWfAcAfzj2o+QTbl93lei+07EULkSrp3L6vb/iU98otcu3b/8y78MOkcIwa5du4Z76IiIiIiIiMuObqi8uelEwSnS2/a1sPY8l++IiMuJpinE4iY/fnovrR1Z5s+oYuGsaspLTFRFkLF99h5qZ0dTKz96ag8fu3sesZg+ZEM+TVPQNZVt+1oKGh+Eko07z3DtsoZxJf49N2D1onr2HGovSFCsXTKBnH1xFsEHEemHrK2dVpT4n18xARAfWHEWETFWKGyLYBCklEX9dyWkPEVEREREfPBQVQVNVdlzqL3gOY4bsO9wB6YZdZSJuPwYps72fS2UJAx+68NLWLmwnn2H23nixQM89lwTb249SUNNkv/04CKuWjKBF985imnqQz+eobHnUBtuEYZsuw+2oelqwZGrsYBte5i6yv03zezp9NEf1yxrYMakcuzcldEGzrZ9Ks0EM0trCp6zvmEunhOVRkVEXGqG/SSyZ8+ekVhHRERERETEmEdVBZlc32mpA9HakWPKhJJLtKqIiL4RQhCzdNJZj9uumcozrx2i6WhnrzHN7VmajnRQUWpx700zSMZ1bDfAMLShGVUKQWtncSUunh+SzXn5OvtxpP8yaZuayhifvHc+72w/zZ5D7Xhn7w1CwLTGMlYuqKe2Kk4qZY/7Fn7FYOc8Pjl7DX+79Wmy/sBZJFfVTGVWWS3dnbnLtLqIiCuXKAwRERERERFxiYk8rCJGA11XyOQ81iyewM837OfY6f5br3V02/z46b189M65dHTbVJdZQ+5ScaVc7lJCOmVjWTrXLW/kxtWT6Eo5hCGUJHRUVcF1PLq7cmMq3d8wNHRDRVEUhIAwyBuSOo43Im0XIS/+EyUG/2XJbXxj18t9tv1ThODGCbN4cNoy0t3OFbU5EhExWkTiPyIiIiIiokCCQFKaNNA1pSfCVwg1FTFG7Kn6CkJVFVT1rEAJZdTbu0iEECgCdh1sG1D4nyPn+Ly08Ri3XT116EJMSmoq40VNMXSVREynq2ts1PzruoqiCKTMmzkP5tVh2x627eX9DhQFoYJje2PuejUMjVjcwHUDNu1q5kxbBimhrMRk6dxaqioSZLNuvuvBCJBNuSQSBv99+V0c6G7l1dP76XAyaIrKrNIabmiYjYZCqssZsBuKpinoutrz/0e+ABERQ2dExX8YhuzYsYOTJ09i2zb333//SL59RERERETEqBIEIZ4XMG9GFdv2FmZoZpkas6ZU0NUVpbQWimlqxHVQdQ3Z1QphgEiWI+MmOTckZ/tjKpI6VpFSYlka7xV4rQIcOt5FEEp0dWjxe8fxmTO1ghffOYrjFiZ+58+owvWCUTXEVBSBaeqYpobnh2TOliGUl8VwvQDP9XGcgTcn8qJ0bApT09SIJ0yeff0wew+399qLPHY6xY6mVibUJLj3ppnE4oLcCLR8BLAzHk7WZ4JVyq9NW4GqKIRSEgaSIBuQc/s/jmXp6LqKqil0p13sjhzJuI5p6riuj22PXKZCRMSVwoiJ/+985zv88z//Mx0dHT3/dr747+rq4uMf/zi+7/Pd736X6urqkTp0RERERETEZcP3fFYtqGPX/lb8YPAnz+Vza3Hd0RU244mypI7m5+DNJwl3vQluftNEImDaQmIr7yBWP43OlBd9poMiyOR8WjsK33iSEvYd7mDBjMohHTEIQlwvYNncWt7admrQ8ZqqsHJBHd4QSwxGAk1TSJZYnDiTZuPOM73aIVqGyvyZ1axaUEdCH34bxNFAVRUSCZOfvdDE0VP9Z4Ccasnw/V/t5pG752NZ+kUZAKqa3yARZ8sFpMwH/hzbGzBTREqJnfOgwMtQCEgkLRwv4K3NJ9h9XkcFIWD6xHJWLaynujxGOm0TFHAfjoiIyDMitqp/8Rd/wZe//GXa29tJJBK9Wv+do6ysjPnz53PkyBGefvrpkThsRERERETEZce2fQxd5e4bZqAqA0dH506rZNWiemz7ynD5Hi5lSQ2t4wTy/34RuXVDj/DPI+HQduR//B3ynV9RXqKjDPL5X+kIQZ/R6tKkweQJJUxtLKW2jxT9nOP3ubElRD4l3jDUnjTsvrBzLlctnsDsqRUDrk9VBPfcOANdUwaNql8qVFWhpCTG65tP8NPnm3oJfwDbDdi86wz/94mdpLMeiaQ5KuscDqals2N/64DC/xypjMtL7x7FMN6PDwohSCRNyssTnGjJ8NK7x3jm9cO8suk4rZ02FRUJ4gljxLxNEkmL5vYs3358F9ubWnul+UsJB4518sOn9rCtqZVkSSy6D0REFMGwI/+vvPIKP/jBD0gkEvyP//E/WL9+Pddeey1tbW0Xjb377rt54okneOONN3jkkUeGe+iIiIiIiIhRIZO2aahJ8NG75vHWeyc5cKyzV/ppVbnFsnl1zJ9RRSplRzWqBWCaGlrgIH/61QtEfx+8/UsorSI5YxXdmbFRJz4WkVKin9eGbubkcpbOraWhNkkq7RJKSTKuk8n5vLe3mZ378y36jAuEvaoqmJaOZWo4bpAfY6okSywc28Nx/F5ZGL4fkk7b3H7tNCbVl7BldzPtXe93ABACZkwqZ+2SBkriOul0cd0BRhIrprNtXwubdzcPOM52An7yXBO/cf+CoXdCGAWEAMvS2Lpn4PM7n32HO7j5qsnoukoQhJSUWBw+2c2Gt4+StXuf964DbZQmDW6/ZhrVFRbplD2sVHzL0rGdgMc3HMAfJLPnlY3HKUuaNNTEyWaiDdaIiEIYtvj/4Q9/iBCC3//932f9+vUDjl22bBkA+/btG+5hIyIiIsYEqqoQMxU0QhAQInB8MWpRrLGGYWhoupqPCEmQgOt4414MSwmplE08pnP7NVPxQ8mZtixBEFKWNKkst7Btn+6uXL+p6UIILEs7m0IrkFIiwxD7Cq1nj+nAW08NLvzPIt/6JcaCa1ByQeQS3g++H1JREaOyzOKaZY3UVyfYuqeZX71ykNxZEacqgllTKlg2r5Zlc2v56fNNzJ5SQXDWgM00NRIJkz2H2tmyu5nm9mzP+9dXJ1g+r5ZZUyrIZJxe9z3XDQi6csycVM6iWTW0duZIpR1UTaGuMo6qKLiuRyo1esJfVQWWqfPO9sHLEwBsx2fz7maWza0dN+Jf1zW60y5tRbRfDELJviMdzGgsRVF19h/r4unXDvU7vjvt8pPn9vHg+llUlVlkMkMvjdANjdffPTao8D/Hm++d5ON3zSOXdaP6/4iIAhi2+N+2bRsADz744KBjS0pKSCaTtLa2DvewEREREaOKqiqUxBQ0Q0fufReO7YHQR01Woi+5kWR5CVk76HnAvtIwTQ0rZuB5Ae/ta6Er5aAogvrqBPNnVBH4IbmcO+43AXI5j1zOwzBUasry6cBhKOlozwz4IBqPG8RiBqda0hw/kyIMQVGgobaExtokOdsjl3WumIdZVc3/lsJdbxQ+KdWGPLoHq3oG2dzIuJN/0AhDSc72uOemGThOwHd+sRPb6W3CF4SSPYfa2XOonRtWTeTh2+dgGCqdHVlMM+8O/x/P7uNkc/qi9z/dmuHJVw8x5UAb9900EynpJYqDICSbcchlXSxDJVmdIB43SKVs0vboif5zmKbOgWOdF0WzB2L7vhbWLmkglxXjYtNJiHypUrFkc/7ZdHrBc28cHnR8GEp++cpBPvORxdj20Pw4NE1BUQT7DrcXPKe1I0dLR46EebFHQURExMUMW/x3dnb2iPpCUBSFMBzfD3sRERFXNpqmUF5iILduIHznV2Bneg9490mYsoDEHb+FGtNI566sDQArpmMYOk+/duiidPid+9t4ZeNxls+rY82SCaRS9phrhzUUXDcABj8PISBZYtGZcjhwvJM5k8uoL68idGwU0ySQgp37m6mqiFNZGiOdyl0RGwCqKpDd7eBkBx98Pif3o9ZMvzSL+qAgJZah8aMn92AP4r7/8rvHKUkYTKkvzZuuJUx+vmF/n8L/fI6c7Oap1w5xx7XT+oyISyl7SgPicWPAtm6XFSEGPbcLydo+WdtDVRXCcIycxyDoevEWX4amIBSFrXtaCArc5MjZPvuPdDKxNt8ysFhUVaG9K1eQker5nGxOM3dqedHHi4i4Ehm2+E8mk3R3d+N5HrquDzi2s7OTVCpFbW3tcA8bERERMSoIIShL6oRv/Aw2PtP/wCM7Cb/3V1iPfAnf0oYUeRmPmKaGaer84Mnd/aaZen7I29tPkcq6rF87ha7O7LiIoI0E8YRJOutRXWZS1XEA5VffgaO7e9x31YlzmLt0PUr5ItpTLsmESXocuosXjwA5hMBAeGX8roaDoiq8te3UoML/HG9sOcnMeyuwLJ3WjhxHTnYPPgloOtLBtcsbMU1tXJU9hUPYXRtP9yvPC6isSBC3tKIyHGZMLkfXVHYfvNjDayB2HmhlakNpscvsYSjxwfzmRGT6FxFRCMN2+589ezZSSt57771Bx/7qV79CSsnChQuHe9iIiIiIUcGyNGg5OrDwP0eqjfCZfydh9u+K/UHDMHVeevdYQfWluw60ceh4F5Y18MbxeEFVBaqq9NnxJv+6gmloVCR1xJP/gvKL/w1Hd/cedHwvyi//CX75T1SWaHnPBG1EGvOMacIwRCTKQCnyt1JeTxg99PeLqioYusquA4ULuPYum9OtGUxLZ/PuM0Udb/OuM+jGiHWRvvRISXmR7v2qIohb+ohvAChK/v4x0s71YSixHY9Fs2sKnjN5QikxS0NRBNkiU+mzOR9FHdo5SCkpTRpFz6ssNa9In5SIiKEw7CeK2267DSklX//61wdM59+zZw//8A//gBCCu+66a7iHjYiIiBgV4oZAFiL8z3FoG3i5Xm2TPqjouoqiCPYcLLxec/OuM5jm+BX/mqYQT5hUViYoK4tTUmpRVZUgWWJhmr2/c9PUIAwQz30TDmwd+I0PbYen/w9CBhjmB//a8f0QKRSYvqTwSbqFmLsKp8CI9pWIqip0pd2iP6Njp1MoQ0iJP9mSHlebVZ4XMH9m1aAtO89n9tRK/CAcUk37hSiKIBY3KK2IUVEZJ1FmUlGZoKTcIhbTR6x1nuf6rFxQT1kBwlrTFG5YORHnbJaAphb3fWqqMqQkHsiXT5mGyqT6koLnxCyNaRPLcZyo3j8iohCG/UTx0EMP8YMf/IC3336b3/iN3+BTn/oUQZD/I3P48GFOnDjBiy++yE9+8hNs22bp0qXccccdw154RERExOVG0xSEADmYcDsfKWHHa5iLbsb9gHci0nWVvYfbC3ZpBjjRnMZ2fXRdHfXaf01T8ps0Z5+4ZRjiOH6/Eb543MC0dHYfbGPr7mZaOvIu9ZahMn9mNcvn1VJaGiOdtglDiWnqyO5W2PN2YQtq2kSw5j7MyglXRBurrCuJr7oDuX9zQePFgqsJvGDcm0ZeSjRNOetHURxBGCKhV623pgrmTKukoSaJrqu4XsDx0ymajnT0jAtDiTJSivUy4HkBMQlzp1eyc//g2RFCwMqFdXgj4PRvGBqJEpOmrmaeP7SHnR2nkOQ/v6VVE7mlcS6TKirJpJxh3xtdN0DVfB6+Yy7/8cxeOrr7LiUydZX7180kGddJp2w0XWVKQ2lBn805pjSW4gdDX6/r+KxcUMex06mCxi+ZXYPteARF+gRERFypDFv867rOo48+ym/+5m/y9ttv88477/S8dr7Il1Iye/Zsvva1r/WbEhkRERExlhFCIO1M8bXJ6Q6UoYZCxhMC0pnioy/ZnIc1BEOqkcIwVExTR9UU9hxqp7M735mgsTbJ5Aml2LZHLuf22gSIxQ1CBN9+fCedKQdFCBIxHUUR+XZgu86wdXczt14zhRmTykl126jSQ255lmIeUdUtzyFu+ujIn/QYxLY9YlWNiOs+jHz1JwMPbpyFuP4hMkO43q40krHiM2tKEyYCKEkYZG2fq5c2sHh2Demsx4FjnTjdDpapsnZJAzeumsTWvc28ve0UJQmjqM2/sYBte9x81WRaO3KcaRvYcPKm1ZMpTRikugtrR9kfhqERTxo8uvtVtrWf6PVaKCWbW4+xufUYV9dN5+MzV5HqcoZtkpjLusRiOr9+3wIOHO1ky+5mzrRnkaGkvNRk8ewaFsysxvcD0mfbL3quz4r5dQWLf0UIls6pwR1GFN62PSbWlbBqYT3v7jg94NipjaVctXgC3d2j3zkiImK8MCK5hI2Njfz0pz/l3//933nsscc4efJkr9fr6ur4yEc+wqc//Wni8fhIHDIiIiLisiMloA4hRV3TkVdAXbIgX/deLKqqjJqjvWlqxBMmr2w8xs79bXgXRJFLEgZrFk9g7vRKUt02QRCi6yqGofGdJ3YihOCGlRNZMLMay9R66k4PnejivT0tPPP6Ye67eSZ1lXFQFOSJpqLWJ0/sQ6ga8MGP/EsJXWmf8iXrECVVyDd/Dh0X1JwbMcTCaxHXPkg66w8pqn0l4fshcVNjSkNpwcZ9uqYwe2oFQRiyZE4NybiBaag8/uJ+TpzpXQbw2uYTTJ5Qwo2rJ1NXlUBKOeoZPMXiuj5CETx0+1xe2XiMXQcuvg9UlVtcs7SRyQ2lpLqH14FDCEgkDf6/fW9cJPwv5I0zB7FUjfunLKW7Y3gbDpBvTeq6Po01CaZPnN1TohGGEtv2yKR7bzI4jkd5RYLZUyvYd7hj0PdfsaAOVRHD+l2GoSSdtlmzZALlJSZvbz9Fd7r3/c8yVRbPrmHtkgYymeFvjEREXEmMWCFhLBbjd3/3d/nd3/1dzpw5Q3NzM2EYUl1dTWNj40gdJiIiImLUCIIQYcWR5bXQ2Vz4xCkL8aVCIa3gxjNBIJnaWMZrmwd+oD2fmKlRXmrS1Vlki7cRwDBU4gmTnzyzj5Mtfdc2pzIuz715hO6My+qF9XR15TBMjff2NDN3ehVXLZ7A/qMdPP7ifk61ZAhDSUnCYMHMKm65egrdaZeXNx7j4dvnAiH4RUbEfB/E+KmhHi5BENKRcklMXoQ5ewXy1EE4vhfCAMpqEbNXEng+6bQ37kTmaOD7AaqisGxubcHif8HMKoJQEvoBs6ZU0NyW5cdP771IEJ/j6KkUP3pyDx+5bTaVZTG6ui7/b3m4OLaHDEOuWdrA9Ssnsu9wB11pB1VRmDyhhNqqOLbt092VG7axnGnqnMml2Nx6rKDxL55s4o6JCzAMrc82isUSBJJs1iWbdc9WOIl+z0lKyKRt7rh2GjKUNB3t7Pd9l8yp4eqlDXQPMysC8ptW3V05ZkwsY8HMao6d7uZUawYZQmWZxczJ5bhu8IFpFRsRcTm5JC5CdXV11NXVXYq3joiIiBg1pJS4tou+5Gbkyz/s/aKVBMOEdEfvXkWl1YjJ87A7xt8DcbE4jkdVRYLayjjN7YWd78JZ1ThOMCr1moap8+qm4/0K//N5e9spJteXUFlmYpk6qipYPL2G7/9yN62dvR92UxmXt947xbvbT3P7ddO4Ze0UzrSlqS83oaQCOotwUE+WQzB+2qaNBGEoSWV80tkAq2wSavkkBJIQBSflRjX+RXDO6b2xLsmKBXVs2jnwtVdfneDa5RNRFUF31sGydJ546UC/wv8cjhfw+IsH+E8fWjSSy7+sSAmhkGgKVE7QKA1UEBLLEEhAFlWw0z+qqfD84T2FrwvJhlN7uaV+3oj7xuQ1/8Dn5boB6bTNnddP53Rrhk27znDwWBehlGiqwqwpFaxYUEdFqUl3d27Efp9hKMlkHHI5l6pSi9qKWM8GSFdXbkQMFyMirkQ++BbCERERESNIzpUYi29AvrcBVB1x48OICTMQhgWAlCF0txFufh62PI+49kFc2xlXfaGHipT5es3rV0zksef3DZoam4jprFxQhzsKPcE1TUHXVHbuby14zsadZ7j7xunYjs+CmdX84Mk9tHf1X2sahJInXznIA+tmYRgqfgjqouuRxwp/8BeLrsMeRz3TRxIpJblcVNM/XGQoQYWrFk2gNGHwzvbTZC74XDVVYd70Sm5YNYlU2iEZ1zEMjb2H28kV2Bs+lXE5fKKLusoY2ez4KlMxTY1YwuBnh7fy+pmD2EHvz2diopz7pyxhVlktme7h3c9jus6ezoFr2S9kT+cZ7pi4YMjHHC6uG9DRkaUsoXP7NdMwDJUgCFFVBdvx8Vyfrs7sJSnfCkNJLueiaQqxmIFte5Hwj4gYBpH4j4i4gjBNracPeRhKXDdyyC0WzwvIuQLrkf+O0HQ4vo/wqX+DE00QBFBSgVh4LcrV98PV9yGFRjo1vh6Eh0Mu51JXFeeO66bx9GuH+31ITsZ1PnLrHGQoRySVtVjOCRvXK/wh8vDJLsJQIgRsb2odUPifQ0p4ZdNxPnbXPFw3QJu1Ehn7AeQKcLI244i5a7CvoOsnYuTRRYjS0UzWqqCqLMZ/enARB491cqYtSxBKyktM5k6rJJ31aG5NUReXaKqBomps21f45hjAe3tbuPP6aZfoTC4NhpEX/l/Z/gIHU32f7/FMJ/+062UembmaldVTSHUO3WBOCIEbFpeq7oUByiiX/5zbjMvlPBRF5DvfSK6Ije2IiA8SRYn/efPmjchBhRDs2rVrRN4rIiJiYISAuKVjmSpku+DQ7nzdcVkNicnz8RyXrDv+TJpGE1VV8mnI//E/86L/fNpPIV/5D+Qbj6Pc/duISXMZLK3yg4SUkE7bTG0o49MPLGTz7mZ27m/t6TNeXmKyZG4ti2ZV47k+mUzfLacuOQK6UsUdW0rIOT6lCZNte1sKntfakaOlPUtVmYXnuuj3/R7hf/zdwOn8qoZy7+/iR63sIoaBogh0yyD83teIr7mX2OxV7DnQih9KaipjKEJguwG7DrQxqzFBmZpB+eFXkB/+z+hVE+hOF/cb6c44RfeFH22MmMqPDm7sV/ifQwLf3f8uM0prSFomtj20rJQgDCnTY6S9wj/bUj2GH46d+0Ak+CMixi9Fif/hmpxERERcXoQQlCc1lPYTyNcfg2N7e70uYyWoi66nbM09pLPiik0vLgbDUDF0lfBH/y+cPtT/QN8lfOKfUB78E8pqptCRGr/py4ahohtaPnNEUQhDieP4uK7fZ9Q+DCWp7hymqXHVonquXzkRzwtQhEBVFXK2RzYz/N7Vw0OgKMV3JhBCkLU9OovcODh4vIvyEhNV1ckk6zE/8l9Rnv8WtB6/eHBVI3Ldr5MpnYCh6cD4vXYiRhdNU5BdrZBqQzz3TcSu15izZB3qrOUEfkAYhhimgXf6CNrrjyObNuU3pQ5sQZbXFv0bUYQYtc4dQ0HXVYQieKv5cEHjJZJnT+zmoanLYYjB/5zjsbZuGj85tKXgOdfUTSdwx474j4iIGL8UJf6//e1vX6p1REREFIgQ+fR9TVOB/MNLf5HBsqSGcmwX8lf/knfLvpBcCt75FeGJJpIP/jGhlFHrrEFIWCpy91sDC/9zhAHhi99DfeS/oygeYyhwUxCqKkgkLYJQsnV3M01HO7CdAENXmTGpnOXzaymLG6RTdp81mI7j4zg+2UxeaOdTRMMxIQ5kGDKxvqSoOaaukozppDLFp+GfM0zzQ8m//2IPNy5vYMFHv0jYcgx13zvgZMGMEcxajVI3mb0HWnnh5b18+oGFI+byHXHlIYQA77zr9UQTyokmpBlHKalEUVTCbDdquqN3fpLnEAYBE2qSdKfbCz5efU0Cbxy1XdMNlTebD+EVkYb/bssRPjZjFaqqDKn23HcCrqufyeNHthV03BLdZFn1pFHpiBIREfHBoyjxv3r16ku1joiIiEFQVUHcVDEtA9l+EtpPEyoK8dopxMvLsJ2ArO33ZOiYpobqZpBPPtq38D+fE/uQL36f5HUP0x6J/35RFFA1jXDrC4VPaj0BZ46QrJxEd/fQ60QvN6oqKCmN8d6eFl7dfLyXYM/kPDbuPM3GnadZvaieNUsaSA3g8hyGcsylidq2T0NNkvJSk87uwqL482dU4fshplm8XU7c0lAVwcadZ/B9ydEzWWqqbWrqppArqUVICUJgxGO0duY4ciaL74ds3tXMqgV1kfiPGBJhKCHexyaXk83/1x/xMgIpWD6vlr2HChf/K+bX4Y+jEjIpJM2F+G+chxcGpDwbRREEQzhVzwswAo1Pz17Lv+55fcAuAppQ+Ozc68g5kT9PRETEyDBmDP++/OUvk06n+fKXvzzaS4mIGHNomkp5iY7c+w7hpmfygvJ8Js7GWnMvZt10OtMeYSiJ6cBbzxTcJkzuegPl+ofQdTWq/+8HXdfAy0Hz0aLmyaZNaKsnXKJVXRoSCYtte1t4ZVMfaenn8c72vGv16kUTxlVkSkqJbXtcvaSBJ189REnCYPHsGuZMqyRhaQRS0tntsKOpld0H21CEYNXCehzHIx43mVRfwrHThYkGIWDBjCoUVXDweBc3rJrE3GmVvL3tJI8914R73u9N1xTmzaji+pUTaahNsnVPM9csa7hUH0PEBxzfDxAlSWT9tMKylQAUFTHvKnK2R21lvOBrfcakckqTJh3tmWGu+vIhyZcqFMtQ5pxPNuUyv3wCvzP/er5/4F06+tiIqY2V8KlZa2iIlZHuGiVvlIiIiA8cY0b8P/nkk7S1tUXiPyLiAlRVobxEJ3zpR7Dtxb4HHd+H/Mn/Qqx7hPK5a+nKeGimQbjrjcIPFPjIHa9izr0OLyox7hNFuSCFtlA8BzGOTP90XQUBr20+Mfhg4N0dp1k6t3bcpafnci7TJ5XzsbvmUl0R59DxLl58+yhdaQdFEdRXJVgyt4brV0wka3soCuSyPoqqsGxebcHif1pjGbquogiFeTMqmTW5nB8+uZuu9MXXkueHbNvbwqHjXXzktjlIKVHHiIGaqgp0Xe1Zz1A8EyIuL/n2mz7msvXIp/6toDli1gpCoeK6HpmMw303z+SxZ/dxqrV/UT+pvoQ7r59Oth8DTyHyrvqalr92NE0ZE0aWIhRMK6kqak6JblKiW3Smh77ZKaUk3WUzPVHN36y8l12dp9ncehQ78EhoBqtrpjGjtJqc7UbCPyIiYkQZM+I/IiKibxKWgtz5ev/CvweJ3PBdRM0kYuUTkXYWnFxxB2s/jcroP5CNVcJQghUrfqKVQKIA4yOjwjA0tu1rISgwVV9KxmV6ehhKgiDE0FW+9fMddF8gxls7cuzY38rUxlLuuXEGubO9yx3bY2pjGXOnVbJnkJToRExn/dopOLaHsHSWzqnl+/0I//NJZVx+/kITn7hnPv4o97Q+3/DxTGsWx3WwMh61VXGcsz2+I6+QsUvO8bFmr0Tu2wgHBjGZK6lC3PxxztlaOI6PEPDQ7XPYsb+VrXuaaTuvzV1NZYzl8+qYO62STMbBucA0VlUFpqljWTqdKYf2Dhut26W6IoZh6HieTy43ervNruOzrGoSSd0s2H3/mroZ2K437FImKSGXdnGyHtOsSqZNrkQIkS/d86GjPRsZbUdERIw4kfiPiBjDKIrAsAzCjU8VNkFK5Du/wrzrtxHeEGLNw0xl/KDjOD4lcQsmzYNjuwueJxZcgyPHRvS2EDRdZf/RzqLm7D/WwbXLG0mnL82aLgVWTMf1Qn745B7sAcTr4RPdPPZsEx++bTZBEOL7IemUzW3XTCVmaWzb2/dGSX11gntunIFAkrM9TFPjZEuGlvbCNuXau2yOnk7RWJMY8jkOl1jMwDA13t52ih37W8nZ74u7mKWxcGY1Vy2agKp6oyriIvonCCTdaY/Su38b+eL3kTte69sHpmEmyj2/ix2ovdrY2baP74fMnFTGwlnVZHM+rhdgGioxU8O2Pbq6cheZ3+m6SrLEYu+hdjbtOkNrx/vXvaIIZk0uZ82SBpIlFpm0PSpGoEEQYrsetzXO47HDWwcdH9d01jfOxc+N3IZcGEpy2ei3ExERcXmIxH9ExBjGNDXkif3QNXD/4V4c2obw3XyEOl4K2e7C59ZNIUCFKPrfL34g0ZbfQlio+G+cDckK0h3jyOxPEb3q0AvBdYNxlwZumjq/evnggML/HCdb0uzc38rMSeX4fr5NYSplc/XSBtYuaWDbvhZOtqQJA0lJwmDp3FoqyyxyOZfs2Qd7CWzd3VzUGrfuaaaxdnqfrxmGmndzh55NiZHEiumomsr3frmbjj7MKnO2z7s7TrP/aAcP3zEXy2LIvc8jLi2u69OVkpRc/zDKNR9Cvvci8vQhCANEWQ0suRlRXksm5/Xa4DmH74f4vksu66JpKpoQ+K5PR9bpU7RrmkKyxOK5Nw6z++DF2TFhKNl7uIMDx7q4/+aZ1FTGSKdG5x7pZH1uaphDm5PhpVNN/Y6LqTp/sOBmlFBgu9F1HhERMT6JxH9ExBhGUQQ0HylukpTIjjOElQ2IRdfD278sbJ5hIeatwR7H/egvB+msR/nUBYhzabQDYcZQbvuNnjZv44UglJhGcX8eLFMbc47+A2EYGq4XcOhEV8Fztu5pZuGsanJnBY/nBXhdOXRdZeGMKhbNqkYIQRiGBH5IR0emlzDSVIW2ruIETntnDl17P2tEUQSmpWOaGo4bkMq4KEJQWZZvyei5/ogIcCEEibjJD5/a06fwP5+OboefPd/ER++ch+P4UaryGMXzAtq7AgxDxVq8HnWJRAhBEErsQMHuGDwj5dx1PxiWZbBx++k+hf/5+EHIz1/cz2/cvzB/TTuXv2woCELS3Q4fnrac+RUTeO7EHpq63t+ks1SNNbXTuH3SAgypkk0NwfclIiIiYowQif+IiA8obqgQW7Y+35aukNr/JTcTeMGYMGEay/h+SNb2id/xW/la/u2vguzjMyuvQ7n/9whjpXR1j6+HRd8LmDO1gpPNhefwz5pSge2Mn40jXVfZVUQLM4C2Tpt01kPX1V417p4XXJYOGeeiqcdOp9i080wvw0FNVZgzrYKrFk0YkTRqy9I41ZLm9AAmb+dzpi3LqZY0ZQk9Sv8f47hugHvRLWnkrl9VVTAMlc17zgBgGioLZlYza0oFcVMjCCXtXTm2N7Vy5GQ3vh+ycedp1iyeMCriH/JdEbo7c8ywapi3oJ6s79Lp5NAUhdpYKb4f4DsBWWd83csjIiIiLiQS/xERY5gwlFA7pbhJQkFU1OE6AZqhoT3wR8iffgXc/qN3YvZKxNX3Fdzv/Eonm/WQEhI3/Bri6vuRm59HntwPgY8oqUQsvgEmziZwPTq6x58QchyfhTOreXXziYI2g4SAZXNr8fpJhdU09WxJgCQI5EW1waOBBJwhmNQ5boClDa28wfNDqspjtBcR/a8qj+F6AaoqKCmJ8fqWE2zadeaicX4QsnN/G3sPd+TTqCuGl0at6RqbdxfW7eEcm3c3c+vaKZH4v8IxTY2mIx3YTsA1yxpZPr+WM21Zdja10p1xURXBhNoEt187DdcLeOb1w+za38b1KyaiqmLU+tnna+9dctl8SU2liEMI6S57TNyzIiIiIkaCSPxHRIxhHMcn0TgTWVYDXS2FTZq+GKnqeJ5LlwdlFQ1oj/w5vPUL5L53wD/vwbx6ImL5esTctXSn3SjqXwS5nEcuB/G4SWzVHfm+z0JAGOKhku4cvw+Mvh8QBCE3rZ7Ec28MXnZyzbJGVFWQOU9MCwGWpRM3BEKGyHRnfmOqrIrA9ch6jFqU7xymrhY9x9AVZDi079X3fJbNq6XpSEfBc5bNq8XzAizLYOeB1j6Ff69j+CGPb9jPJ+9bMKw0al1XaO0orpVZS3s23yYy4spG5DNBbr92GhOqE/zwqT0XmVweOtHFW++dYsnsGj60fha/eOkAmZyHoigEweh3joi6V0RERHxQicR/RMQYJgwlbs5FX3k78oXvDD5BCMTqu8i570dOutI+llVC/MaPodz8MWTzMQg8SFYgymuxbZdctzNuhepok826XCyRxk+7u/7IZBzmTK0E4MW3j/XZbk5VBNcsb2TpnBq6z6sLV1WFsqSGaD2O3PgU8sB7PaUR0oyhzL+a5Mo7sJIxutKjEyUO/IDZUyt4ZdPxnnOZPbWCOVMricd0wlDSmXLY3tTCiTP58oeKUpPShEl7e2Gp8Bdi2z4NNUlqK+M0tw8urKvKLSbVl9LZmaW8PM47208XdBzPD3l3x2muXtowZPEvGEK3kH4wTQ1Ny5sTSvI9zl3Hx/cjgfXBRDCxLklVRYwfPLmnTwNByP9927KnmZzjc/cNM3C98X/fjIiIiBjrROI/ImKMk3FCKhZcg2w9Ae9tGGCkQKz7dWRlI7kLDIls28O28+nXWtkk4OwDeEd2VNorRYx9wlCS6s4xa1I5c6ZWsvNAK63tOaTMR/UryywWzqoGCd3duZ5UXUURlJfosPUF5Ks/ufiNnRxyywuw83W0B/6IsspGutKX/6HfcXzKy+NMnlBKZZnF2iUTyNo+O/e30pVyEIqgvjrBfTfNJJ31eO7Nw8ydVolte0M2tJNSks06PLB+Fj98ag9dqf7LbEoTBg/eMpts1sEwVI6e6iaVKbzeePfBNm5YOQlVVYa0sef5AZWlVlGlQBWlFt55gt6ydKyYQSbr8u7OM3Sn859rY22SBTOrz6ZZOwNmHCmKQFXzhodhODZKRiIGQUom1pfyq5cP9Cv8z2fPoXZmTalg2sQyukc5GygiIiLig04k/iMixjhBENKZcim74SGYMB256RloOdZ70KR5iDX3IGun0pn2+hX0vh9E0baIgglDSSbjkIjrLJ1Zmc8YcW3QTdBNXNcnkwt61egmLBUObO1b+J+PayN/9lW0X/8rTDM2KiUAjuNzx3VTAcGTrx7iyMnebTH3He7gjS0nWDKnlg/fOhtFCLq7CzDPHIBcziMWFzxy9zze2HqSXQfaenkPGLrK/BlVXL20gcAPyOY84gmDky2Fmy8CuF5Id8Y5W0Nd/Do9L2Dp3FoOHi+8G8LSebV4Z88lFjdQVYXHNzRx9FSq17h9hzt4ddMJls2r5eqlDaRS9kWGiYahEtMFumUgs2mQASKZJPRDcj5nN2GKP6+IS4+UEs8POHyy8DazW/c0M62xLNrciYiIiLjEjBnxH7UGiojoH98P6ehyiE9ZijVnNbLjNLSfBlWBmskQK8F2Q7IpN3ogjhgxDEOjNKkjD2wl3PwcnNz//ot1U9GXradizirSGQ/b8RFCYMYMwjd/XtgBXBvefZL41Q/ijJDX5DmvAUMECAFSClypYNsXt6ALwxDT0PneL3fT2U8U3g8km3adIZ3zuP2aqSPSzjCXdQkMjTWLJ3DdiomcOJPCdgIsQ6WxrgTPD3Ad77wNETGk37WU5D+QIeDYXk9WRCEGhRWlJlMmlNLRkcE0NVRN5Xu/3EV3uu9sBT/IlyZkch7r106hqzPb89mWJDRMJSTc8jzh9pch3Zk/H1VDzF5JfOXtxEpr6cp4o2YOF9E/QhFs399a1Jxjp1P4YYimKZH3TERERMQlZMyI/z/90z/FGamnv4iIDyBhKElnfTI5H8OoRJtYQzxukE7b5Dqj307EyGIYKqUJjfCJf4JD2y4ecOYw8un/g9z+CskP/RGSfIq2PHUIOgY2pTsfuftN1BseRlXDYUf9knENyzKQLcdg95vgZMGMoc1eTWLCNJycSzrn9whp09TZ8PbRfoX/+ew91M6syeU01iTIZoff7st1fVzXR1UVqkrNfD28lKRSuYvFj5RUllpFvb8iBMm4TjYztHtDGEqyWZcPnS1RSGf792ZIxHQ+dMtssjmXMJSYls5zbx7pV/ifz64DbcyaXE5dVZxc1qU0oaFn2wn/439CrnfGAIGP3P0W7H4bcePDlC+8gY6UOyIbMhEjiSgo3f9CbMc/2xUkIiIiIuJSMWbE/5133jnaS4iIGBdImU9XDoKQeNy4LP3FI648SuI68tlv9i38z+fEPsInvk7J/X+A7XhwfG9xB3JtZGcLql4xLPFfntRRu04RPvZNaL2gRd2WF5AV9Ri3fJLy6sl0pj00TUWKfAp6oWze1cz0W2ePiPg/RxCE5HIDn7fj+MyaWsGGt4/iFPh7nzG5HGBYUdRcziUeN3jk7vm8uvk4ew+1458XaddUweyplVy3YiLIkGzGxTBUwhD2H+ks+Dibdzdz/7qZBH6IQdC38O+FRL70Q0SinMSkhaQyUZ342EKia0rRszRV6dNYNCIiIiJi5ChK/H/9618fsQN//vOfH7H3ioiIuLQkkyaGEuZbtiHwhUY6bTPEjmcRZ7EsDUV9vzVaGIQ4zuC1zLquYuoKKiESCFCwHX/QFGhFEVimhq5IpOcQt1RyjrhoA8k0Nch2Ife8XdiJHNmJbD2OVl4PcgibUWEw1Ox0AErjGmr7ceRP/icE/QjBjtPIn/w9yv1/QGnddDypsPdgO0ERUeOTLWls10fX1cu66RYEIZ4XsGh2NRt3FpZVsWpBHZ47fFGczbpYls4NKydx0+rJHD7RRc72iVkaUxvKCKXEc31sO58ZoGkquw+2ERZRp3DsdArPD0lYCuE7Tw4i/N9Hvv4zzE8tJ50NRr10UFEElqW/X2YhJZ4XXJGbszKUzJhUXnB3CsgbiMYtnfYR3FiLiIiIiLiYosW/GM4T2nlE4j8iYuxTVmLkIzjpDuTuNyGXRhgWxqyVVFZPJPB9Orqjh7ViicV0LMsglXXZva8F2wkwdJXZUyuoqkiQsz1yfTwEG4ZG0hQoCsidr0NnMygK+oSZxGYuxbNd0vbF6fOKIkjGVAzLQB7eCcf2IEMfvaQKY+G1hDGdjCN7asxjmoS3ny3upDY9g3rrp6G8rshPQyBKKgidoYk3VVUwLIPwia/3L/zPEQbIX/4z+m9/hcCDdK74NoM528fULn9qsmN7XLOskeb2HEdPDWykdsOqSVSWWcM2JzxHvluIh66rNNYkUFWRv35TOewL07uFIDPEzzVWYhDueLXwSZ1nkCcPYJVPJtfHMRVF9JRTXKrSAFUVWDEDy9Q5eLyTE2fShFJSnjSZP7MKS+a/O3cENmLGC7btUVuVoKrcoq1zcL8IgCVzasgNo5NGRERERERhFCX+V61adanWERERMcaoLNVRsp2Ez30Lju/r9Zp850momYy67uNUV0+iPeVGWQAFkkha2I7PL5/bx8nm3g7u72w/RW1lnHVrJlNRYpFO2z1ZAJalkYxpyBe/T7j7TfDPFzvPIuOlaCtvp2LpzXSm3J50b1VV8q339rxN+ObjkO6d5i5fewwxeyUl638dVWhkbR9V15Anmoo6L3lyfz6LYeZypBkDp0DhOXUBUjPw0kOrTbdMBdm0qeBoMW4OuetNtHlXo6lDSE3WFKS8/Be75wVkMg4PrJvJm++dYtu+FuwLOiRUV8RYu6SBKQ2lpFO5ETf/PBfJ1jQFyzL6LimQcuifay5V+Pd4jmO70Som9fxPIQSWpaEbGoauEgQSVRW4XnA2Q+Fi48ehomkKJSUxtje18M720xdteryy6Thzp1dy81WTURTRkx3xQUdKsHMeN62azGPP7xv0Oqwuj7FoVg2p1MhsVkVERERE9E9R4v873/nOpVpHRETEGKKiREdJtxP+8Mv9i7iWo4Q//juUB/6AivoZtHWP3IPtuQd4VYBAEqLguGOzTWExa43HDTK2x4+e2oPr9S0gm9uz/PjpvXzolllUlVlk0vk+78mYlq+FPnWg74Vku5Gv/BjZ3UbZdR+ho9tBSkl5UodNzyLf+Fnf88IAuedtZPNR4h/7MwKpIYSCPL8/nKLCjGWISXPBsMCz4eR+5L6N70fbg7zbf+D7iIXXITcVljkgVt6B7Q5djFm6gtzxSlFz5I5X0RZcy7TGUl7fcmLwCWdJxHTKkibpdGHRzJHGcXzCULJiXi1rl07g0PEuOrpsFEXQWFdCTUUM2/ZIdedGzQRPSsm0iWW8+d7Jguck4zolcQO6Oos/oO8D+XPVdZVkiUVzW4ZNG09w4FgnYShRFMGMSeWsmF9HbVWcdB+tBYtFCEGyxOKNrSf6LcUIQsnO/W20tOd4+I45hKG8YjIAcjmXuqo499wwg1+9crDf8pqayhgfvmUOtu2Oe5f/ntIP4GyrEVzXH/fnFRER8cFizBj+RUREjA00TUE1DMLv/e/Bo7dhQPiLb6B89iuYpjbsXu1CCJJxFdMykGeOwJGdeXFZWkVszlUEoSDjMCYeoIXIp9KbMQN5+jAc3QlBAKXVxOauJgh6r1VRBLGYwfef2t6v8D9HEEqe2HCAzz60BEfzSBgC+epP+hf+57P1BZi6gFjtHEIJtJ/oX/ifT/sp5HP/l8T6TxIGPpRWQvtJxMo7EMvWge8h92/OZw6YMcRVdyNu/DXkey8j33oCSiqRvoev6OhXfwjOHL4oY+QiVt+NrJ+O9IYuVIWqIs+2giuYdCdCVakoi1FXFedMW7agaYtmVV8Ubb/cnIu+qzmFCVVxJlQnEEiCQNLRkRn1Vp+27VFTkaC6IkZrR2GR3MVzanBcHyuWRJ4VTQVTVk2Iiq5DSYnFM68fZs+h9l5DwlDSdKSDpiMdzJteya1XTyU1zA0AK6ZzqjlTkAdDc3uWl949xnXLG8fEvescQgiE4JJsFEkJqZTNxLokn/nIYt7b28KOplZSWRdFCBpqkyybV8v0ieVkMs64zoo4d2+3LJ1jp7s52ZwhPNuhY9bUCjwvwLG9K9L/ISIiYuwRif+IiIheJOIGHN0FXS2FTXBt5I5XScy/dli92hVFUF6iI47uInztMWg/1et1+eIPUOatofTGXyOjaENqJTVS9Kz1yE7C13/ax1q/f3atHyWj5OuZLUvn8IkuUpnCPBIcL2DXgVZmTS5H1QXhztcKXp/c9AzW/fORYQAvP134vKZNKOsewZE6xqIbEAuuhepGwme/CYd3ci7CCuQ3IybNRbn+IcSEacjuDhwvQNMNNrx7lJse+CPEa48hd74G7gWR8tIq5Op7CGat4pVNJ7lx1aQhO+jLUIKqFzdJ05FhSGtHlmuWN/Kz55sG1ZslCYOlc2sJwnDUBTbkTQBHsuvASCFlfgPghpUT+WkBn2tp0mD53DqyWQczrsPUhXBoe2EH0wzE3KtwswGJpMnzbx25SPhfyO6D7Wiqwo2rJtHZWdimT1+YhsbGnUcKHr/7YDs3rpw06n3sVVVgmjqmqaOddeSXUpLL5X0JRlKg5ltX2hiGyuLZ1Vy1eEKPb5Tvh9iOR0dHZly3atQ0hWSJxZ6D7by9/dRF7S03vH2UhbOruWZZI9mMM+wN8oiIiIjhEon/iIiIXugiINxeZBr19ldRltwMDD16U57UEbvfRL7QT3mR7yK3v4I8fYjEr32BUA4/02AoCHF2rbteR274Xt+Dzq31zGESD/9XQqmhaSrb9hW4oXKW7U2tLJxVg9z7zsUCeiCO7QXPRtENwv1b3v933ULMXQ2VE0BVIZvO18u3nU19DwPkjtdg/g2IqQuh4zThD/8W7Ew/x9lD+OP/gfLgHyPmrkL6gn1H2tm2r5WutMv1S+6g8toHkXvfQelsBlUlqJuBOmUeR4538OJTTXSlHK5e2jhkB/3A91Enzka2HC14jmicTei5KIogYenced10nn7tUL+pyaVJgw+tn83B453Mm1FF1zBE45VALudSX53gzuum89Rrh/oVd+UlJh++bTaelxedOVchtuJ2ZIHiX8xd3ZPWn8357NzfVtC87U2tXLV4wpCzlXRdxQ9CDp8c2HjxfHw/ZM/hdqY3luL7o7NpE4sZxOMG+491smX3Gc60ZghDKC0xWDSrhsWzqzEDSSZjj+gGl+sGuG5AJu2g6yrl5XFSqdy4T4cXQpBMWry97VS/nQ0cL2DTzjM0t2X50PpZhKGMMgAiIiJGlajVX0RERG8UBboLe4juIdWOUBQUhSEZ/1mWjki3ITd8d/DBLceQz3+bxM2fGFamwVAxTR2RakVu+P7gg5uPIl/4LombPo5UFboLjPqfI5VxEYTIQrMwzsfOIH0PwgCsBOLqBxDz10L7aeTJJvBcqJqAsvrP4PRhwreegKO7IdWGQgjKWQf9/oT/OTyH8PGvo3zm75EypCuVP8cjJ7v5zslu6qrizJk6g5L62QShpL3TY9emHaSz728UZbIult6/SdxAmeA5D5IrboUtzxf+2ay4jZyXNxp77Ll9XLdiIr/xwMJ8avL+1p6skuqKGEvm1DBvehU797eSzno4BbRUvNKRElLdNlMaSvjNBxexZXcz25tae0omaipiLJtXy9zpVdi215PBkLN9YhOmw8rbYeMgGSs1kxA3fYxUNsQwNd5679TA4y9g8+5mrlpYPyTxL4bY0SAfFb78nSIgL/yFIvj2Eztp7+q9kdjZ7fDqpuO89d5J7r1pBnWVcVKpS+Nr8UFy87csnZMt6YJaGh47neKNrSdZOb8uEv8RERGjStTqLyIiojdSglpkUtDZ8ecLf1VViJlKXtife91zyTkh9lnjsnPEdAlvPFNwra/c+y7KTR+77P3WAeI68PrTnJ8CPxBy7zsoN36UAImqFHf/VBQBiHyUvlhUFaGoyGQFykf+M3ScyRsGnjnce31WArHwOpR7P4986YegaiiKQB7ZBV2thR0rl0LufRd9xgpUtfc5nmnLDlpTr6pKr69eCEHM0ogZAsUw8+sMAhzbJeeGvSKGjuOTLC9BzL8aueuNwdc6czmivJZcRw5dV1m9sJ4fPrWHGZPKWTKnlutWTMT1gvxnICV7Drbz46f3ks66fOr+hQRj0HSyUM6ZUxpG/j+AIAxxbB/H8UY0EiulJNVtYxgaK+bXcd2Kifh+iFDyOzm245Pq7h39lVLSlfYou/r+vIfE27+E7AXRdVVDzF6FWP8JMnaI6/okkyZHBml/eCFHT3Zz7fLGoZ4dilJ8R4Nif/8jha6rGKbGd3+xi85U/zumnh/y8xf28/DtcymJG2OyrGQsYZpaQZ4P59i+r4WrlzagqspF7VgjIiIiLhdRq7+IiHGGEALT1HrqNQ1DIwjcEUvTlGGIaJiBPLm/8EkNM5He+w+VJQkN09CQe98mfO+lfD96IaBuKrFl64lPWUA265DN+aiqgqrrhHvfKfx4YYDc8SrWvBvwLqNPlKoqKJpKuO/dwicFfr7ufdGNNNQmCzaXA2isTeIHEnXSvOIWasQQiXJQVJQP/wny+D7kc9+mzw0LO4Pc+DTy1AGUB/4Q2XYKRVWR720o6pBy20tos1cyqb6kqHmmoVJeYtLVlTeHs0yNZNJAnjyA3PwswckDPaaPxsLrMRdeg+eHdGf8nmu+O+NTdssn89dg06b+DzZtEcqdn6E7k79oDBUaS+G2NZN49q3j7D/aiWVqxC2NMJSkc3lBnIjpPLR+OlrXaUSyqqjzGytYlkYiYXHiTIrNu49zqiVNGEpKkyYLZ1WzYGYVnheQzTgjnPLt47o+2YzTs6EyUI2374d0drsk51yNvuRG5IH34EQThD6U1SAWXEsoFNK5sCdqryii6I0LPwhRhhjMCIKQsjILy1SxncI3gybVlyBHoSeqYWps3n1mQOF/jiCUvPTuMT586+xI/A+Arqu4fsiRIko/bDfgwLFOGmsS0WcbERExakSt/iIixgmqqpAwFYxz7vLtJwmFQqx+OvHyGmzHJ5Mbfg9rO1CJLb8VufFZCo1uK8tvwQ3zmxFlSQ2tu5nwp1+9uGf34R3IwzuQ1ROJP/gniJiO60tkLgPF1sF2tuTT0y8jiiLOrrXIHYeuFgh8VsyvY8vu5oKnLZ9fh+N4JGomIasnQuvxguaJ+WsJPB9UiRoGyOe/w6Df5Ykm5Cs/RtzwMAgF2V1g1P8cXa0ITae2SqWq3KKts7C04fkzqnC9gCAIiVkaCUPkMxRONPUe2JJFvvg95OuPod3zecrqptGZyn8PnhfQnXYpvfMzyGN7kJuf621QOGkuYvktiKkLSWXyxmaWpSO721B+8vfM+tCf0HjPbDbubWf3wbaetOiypMGS2dUsnlWFcmAT4s3HMT79ZZRcMK5MyqyYjmFo/OjpPZxq6V3GYbdn2fD2UV7ffIL7bp5JVblF+hKkfEspCy6XCIKQrkyIkguINcxHbZiLAAIUHDvEu2DHzw8kiZheVFlN3NKHHH0NAonrBiyYWc2mAiO/FaUWE2qStLcPUkYzwiiKwDJ1tu0tvHToZEua7oyDZenj2oX/UqIognSRZVwAHd0OjbWJS7CiiIiIiMKIDP8iIsYBuq5SljSQO14l3PxsPpJ+HrJ+GuaaezEmzqEr7Q2rJjmTcYhVxBELrkbufH3wCY2zoWEG6Q6beExHy3Ui/+PvBjaoaz1O+KP/l9gjXyKQIu8zUCyqymjUzwpFKXBL5DwUlSCEmKUxd1rloI7kkI8S1lbF6WjPoAqJec2HkI9/jUFFvBmH1XeR9SChhMhNz4EsTOTIXW8irn8YKQBRZKmBoiKlxLY9rlnWyBMvDt6W0DJUVi2sx3N9NE0hEdfzBoMXlCb0wrWRP/8H1I/8PyRLG0jn8tFf1w1o77SxqmcSu2d23ifAdRG6gQRsNyTXafeIdk0VsDvfulD53p9TMmc11y29hZtWLcG1HYSioBs6wYH3UH7x3byJIiC72tC0JK47PtL/NU0hFjP44ZN7aG7vP+vE8QIee24fv3bHXBJxg9wYiEyGoSSTPV989v2Ze67PvBlVnGotXFjPn1k1rLZ7nuezakE9O/e3FdT+8eplDeRs77LXvGuaQlfa6eWxUQj7j3aycEblJVrVBwNlCGUciiIQo+T7EBEREQEwhCfuiIiIy4mqKnnh//y384Z4nX1Ejk8fQv78HxHbX6YsqQ/bmyNjh4j1vw4zlg08cMJ0lAf+AMf2CcOQmCGQL/+oMGf6zjOEm57F1CTCikOyorhFTpiJf5lvYUEQQiwJifLiJjbMJEAhm3G49ZqpTGssG3h4TZL7bp5JJp1Pwc7kAuSkuYh1n8iXT/SHlUA8+Cd4ionvh/n0/WLKKXw3XzcfBoj6aYXPA6ifSug65LIek+tLufmqyQMv1VR58NbZKCJft28ZCnLnGwML/3MEPnLD97Bieq9jhKEkm/No63To6PbocgQdqfz/zmS9XtF6IUM4V6oS+Mhdb6B+/y+Q3/xv6E98Fe2xv0M++scov/ynHuEPgOf0+fsyDJVYTD/b71sbMX+c4WKYOjuaWgcU/ucIQsmGd45iWUW2ThxlHMdjwcwqdK2w+4Ghq8yfPjzxny85kHz41tnEzIHjKDeumsS0xjLs3OXfUBFC4A3By8HzQ2QkUvslCELKS82Cr7lzNNYmCUeh9CMiIiLiHJH4j4gY4yQsBbntJeSuwaPw8uUfI5qPELOGl9STy3lk7QDl7t9G3PM7+ej++dRMQtzyKZSH/gtuKEhl3LyBmJuDwwX26AbY9jK6aeDZLmLxDYXPiyURs1YUVW87EkgpIfAQi64vfFK8FDFzGRLR0+7q3ptmcPcN02moTfYaWlsZ57ZrpvKR22bj2G5PTbOUks6Uh5y7BvGJv0DMvxq08wRarARW3Yn41N/gldbRnfHzJQrZVPHlFB2nCYMQVtxa1DRx1kE/39s7x7zplTxyz3zmTa/qZXQWtzRWL6rnU/cvpCSuk0k7CAGWZSC3FuHY33wE2X4K0+xbqAZB3hiwv9TuUCgQL734he5WOHUQmo+Anb749Viyt1llTKesPI5m6JzpsDnZmiHrhlRWJognTFR19P7M5o0TdbbuKbzU5FRLhq6UM642AHw/xPdC7rhu2oAbTpDfO7vzuml4XjBsg8NM2iFpaXzq/gVctXgC8fPuu6oimDe9kk/cM58FM6tIp3KjUioipRx0c6Iv4paGKD7H6YrB90MCP2TutMKzIyrLLOqq49j25W9RGxEREXGOIbX6q6io4OMf/3ivfyuWyO0/YqTRNIWYoWDoSt7lPAzw/JCcO3776iqKwLAMwk3PFjhDIt99kthdv0M2N7xjZ7MurquQnLwIbdrivIh0cqCbYMYJfJ9M2uuJnum6Ck1bCnbsByDTiWw7jRevRl+6Drl1w8Xu3n0gVt2J77qX3TFZVRWQErHkRuR7L17sadAHYuXt0HEGPZbPbHBdn87OgMaaBNMnzsYLQlw3QNcVTF3Ftj26unIXnVsYSjpSLqZZRfzGj6Os/0Re3AsVkSjBs11yHr2jmWIIwlNRCEKJWlqNnL4EDr43+JyGmYj6qdjtuZ61prpzWKbOTasnsX7tZHJ2fkMibunYjofn+D1r1TQVaWeg9UT+/c45ui++ASrq8yUeuRRy30bktpffb0W5byP60tsZSoW65wXE5l6Vz1QJC7w/1E1FxEvwO3L5Ht8lJt1pl+ffOcah4129Lv2KUovl82pZMKuaTNoelTIBTVPI5LyLWrsNRtORDhbN6m1sqOsqMV2g6wpCVZG+S8JSyDpiTNxfMxmbSXUl3H/zLJ5783Cfae4lCYNb1k5hQnWCVGqYN8ie4zoYhsqyuTWsXdJA1s5nmMQsjTCQeF6+q8FodbjzvICKpEVdVbxgs1FFCOZOq8J1Rr/0YyzjeQGrF01gz6H2grIr1i5pwLaH78sTERERMRyG1Opv2rRpvcT/UNIbI/EfMVIIIShLqGi6itz1JnLPW8hcGgwLfdpijKU3E8Z0ujLBuGuvY5oa8vg+SLUVPunwDvBsdF0b9kN53nnb6VmLoiYJffByWS7MXBSE+c2BYnFzhJbEEQLjw/8Z+R//c2BRvWw9YunNpLov/4Opqirg5JAn9qE88IeEP/sq5PqIDp9FLL8FsfBa5JYXUJfd0vPvYSjJZl1s28OydHRVIIOQrqwzoF+DlGDbHrZ9tvOAEgMg6Lg4qhgEIaK0BBlLDrjGi6ifToBCKutRctdv540bT+zrf3ztFJQH/pB0xu31UPv+Wr2zaxWEQEfOvWitQvB+Cv6MpSi3fgqyKeR7LyJPHsg7vZdUoSy4BvGpv0HufhP5wnfBtRmCAwOQ9wiQMSNf2tK0saA5Ytl6bNtDSigpMTlxJsMvXz5A0EdEt6Pb5oW3j3LsTIo7rp1G9wVt7S4H+ZTv4u8Brhdwzk9DUQRlCQ1VAbn9FWTTJqSTBTOONmsFZYuuJwgVujL+qJogSgmpVI66yhi/+eBiDp/sYu+hDlwvwDRU5kyrZMqEUnK2Ryo1smLcdQNcNyCXdXsyPVLd/pj4e3Pud7hsXi1Pv3a4oDkzJpejKIwbX4vRwrY9kiUWD6ybxc9eaBpwA+D6FROZNrGMVPfIbDpFREREDJUhtfpraGi46N8iIkYDIQQVJTri8DbC5751Ua25PHUQ+dYv4Kq7qVh1Bx3dlz9aPBwURUDLseImSQldLaglDSPaBs8ZxNRKIvLp58ViJfKRYtunNFGJ8cm/Itz4DOx49by0awFT5iNW3AqNc+hMjc73KIQAw0I+8+9w+2+iPPLfkVueR+54/aK1KsvWQf00wp9+FTFlQa/3Odd32zJ1Wjqy2I6PoavUVsVxHB/P9Qd98A6CkGCAIWEo8R0XZcF1sPGpwk4wlkTMXI7dZec3D4Dkh/8EufONfEr+ucg8QHkdYtk6xKLryeT8AVNZB18rCCsGc1Yjbvkk8tlvIS9sp9h6gvDQNiipRLnndxD3fR555gjhMOqSQylQb/4Y4akDkO4YePD0JYg5qwjtAMvSsL2gX+F/PvsOd1BZZrFsTi3p9Mi76A+ElLLfsoiBsM6miSuKoKLUgF1vEL78o4tKSOTJ/cjXf4py/cNULLiGju6LN3YuJ1LmI/G5nEtteYz6lXGEONteMJB0dGQu6frCUBIWmkVyGXEcnzlTK9l7uINDx7sGHJuM66y7ajKuE7n8F0ImbVNVbvHJ+xbw7o7T7D7Yhuvl/zYJATMmlbNyQT3V5THSKXtcdQmJiIj4YCLkOM8/evnll/nMZz4DQGNjIxs29N2bOpPJ8K//+q8888wznDx5kng8zpIlS/j0pz/NVVddNSJrCYKw6DY+mqZQUZGgoyNz2aNCHwTKkhrasV3IX/4zg7qgr74bsfou2roG73U8VkgkDKw9ryBf+mFR88RH/5R0YsKggn0k0XWVMgvCR/8o35e9EMrrUD71V7S153qixoahETdAMwxkVyuEPiJeitRNck6I7YxehDHfdUEj/Nk/wLF9MGsFytKbYMJ0aD+dP++SinyrvO2vIN97CTKdKJ/8K4JkFR3dLlZMx7IMNu08zbZ9Lb3Sk2OWxsKZ1axeVI/vBcPuBW0YGiWah/zWfysoK0Nc+yDBopvoTL///amqQsxU8jX5mS5wsmBYiJIKHNsl54Qjcu+qrrBASsJf/FM+e2UgDAvl4f+KTFaQ9tQhXeeKIqisiCF3v42YOJvwV/8Cpw9dPFAoiAVXI276GHL7q8j51+Kh8tqWk2zbV1j7NMtU+exHlvRZznEpEQLKKxL8+Om9nC7CCf+3PrwYGQTEDYGy58280ehgx7rpY4TzrqEjFYnGsYhhaCSSJhveOsrOA619Zj7UVye496YZCCkvWR/6D+ozj2lq6IaGrql0ZxzCUJKMGyhC4LpeT8ZQxND5oF47EZeeK+HaqaxMFOwxNK5b/WUyGf78z/980HHt7e187GMf49ChQxiGwcyZM2lvb+ell17i5Zdf5otf/GJPGUPE+EFV8624wue+RUH96N/5JSy+HtOMX1ZRPBzCUEJdka7rioooryN0Lu+ThucFhDEdMXN5wQ7zYunNOLne6eKu6+O6oKoBqloCqkC6Ei8z+ps2QRCCUFCW3Ex4bC80bSRs2gjldVBZD6qWT7E/uf/9OvKGmVBahetKTFPDMHR++NRuWtovFuM52+fdHadpOtLBw3fMJRbTyeWGLqZc18fXdbQH/gj5068M2IVBLLoesfyWi8opgiAknQ3J5Hw0zUIxY0gp8c7bsBkJ/CBEPbR1cOEP4NqEG76P8uAf4wwxmm5ZOvLQduQz/x9cdTfKh/8ztJ1A7ngN2dkCqoqom5r3HZCS8Il/guN7URZdj6ao7D5YeCmO7QQ0HelgUl3ykomqvpASHNtj2dxannqtj42NPpjSUIplqGQyPqqA8OXCNh7lKz9GnbcWXVfHhAdARG9c10emJDeunsS1yxvZuqeZ060ZglBSXmKyZG4tVWUW2Zw7rHvOlYrj+DiOj6oq+f8UQS7r4g+h7CYiIiLiUjLi4r+pqYkdO3bQ1pZ/MKqqqmLhwoXMmjVrpA/FV7/6VU6ePMm6det44YUX+h33p3/6pxw6dIgFCxbwz//8z9TV1SGl5Mc//jFf+tKX+Ju/+RuWL1/OvHnzRnyNEZeOmKkg97yTj0QWyqZnia25H2f0dWRB2LZPYsI0ZHkddJ4pbNKMpYSKhudd/pr4rAvJGz+KPLEP0p0DD54wA7H4BnKpvtcZBJJgoFzxUSAMJb7n5w0QZy6H/ZvzL3Se6fv7MWIo6z4BQsF2XMrKYvz0+aY+hf/5dKYcHnt2H4/cMx9nmJkOXRmfsooGtF//S3j7l8g9b79fXw/572HFbYjpi+lKe/1GpqXkkoo6TVUJtxTh9n9iH6Q7MM2SoUX+CaH5KADy7V8it7yAmL8WMf9qRLw0v3nT2Uz4wnfh0LYeI0uZTZFRkkW3T2vpyDGpfghlMcPEcXxmT61g96E2Dp8Y2EzTMlXWr5mCbXv5tp3bXio8iyfwkdteIrbwphEtN4oYOTwvoKszi2GoLJ1TgzK/Dsjf1wI/oKMjE0Wnh0m+xOmDGVmMiIj4YDBi4v/FF1/kK1/5Cvv37+/z9ZkzZ/KHf/iHrFu3bkSOt3XrVr73ve+xbt061q9f36/437VrFxs2bEBRFL761a9SV5f/YyeE4OGHH2bTpk08/vjjfOMb3+BrX/vaiKwt4vJgqCD3FdHDHJBNm9Bv+iikB3dpHwtIKXFsF2P1nchnvzn4BKEgVt9F1hudJzjb9tDiOuZH/wz5s3+A1uN9D5y+BOWu3yad9ftMwdJ1Fd1QURQFAYRSEgbhmEidzLmSpO6i3PGbyA3fz7dg7GtRZdUod38OhMD3fHRdpb3L5tjpwq691s4cR091U11ukRtmtLgr7WNZCWLXPYR640eR7acQgY9MViDiJeScgFyXM2rlFJqmgmfnW+wVgdz9JsbiWxn6Xt555+vmkFs35DtOFDqnmCON0nUbBCGZjMO9N83k2dcPs+dQe5/jyktNHlg3C10VZDIuiXLrYt+FQZD73sVYfgtkxkdm1ZXKOYPCiIiIiIgrjxER/1//+tf5p3/6p54UUE3TKC8vB6CzsxPf92lqauLzn/88v/M7v8Pv/d7vDet4nufxxS9+Ecuy+NKXvsQbb7zR79hnnnkGgDVr1jBlypSLXn/44Yd5/PHHefnll8lms8Tj8WGtLeLyIRQFaRcR9Qew83Wv50ygxgOZXIAx5ypoPwkbn+l/oFAQt32asLwOexTrbtNZnzBmEX/kS8jTh2HrC8jO5vz6aifD8luhpIJU1r8oYqtpCrG4iSIEew+3k8p6CCSqqjBlQinVFQlyo5yW6jg+lq6jdZxBXPMA4qq7kdteQp7cD4HX40rP1IXIo3sQk+eS7nawYgabt50q6lhbdjdz1w3Thy3+4f0uAbouMUsnEIsZ5LIOmY7La0LXF4oCciidIuzskN3+QxSomVzcJFVDxEtIKDqaphRVO1hdERu1HQDHybcXu+XqKVy7opHNu5o51ZImDCWlSZMlc2qYWFdCNueSOVteI1R1aPdXdVxXE0ZERERERHygGfZf6VdeeYWvf/3rQN75/3Of+xwrV67EMAwAXNdl48aN/Mu//AvvvPMO3/jGN1i6dCnXXXfdkI/56KOPsm/fPr7whS9QX18/4NitW7cCsHLlyj5fX7x4MYZh4DgOu3fvZsWKFUNeV8TlRYYhGFZxk8x8a7TxIvwhn5LZlXYpW3s/TJiJ3Pg0nDrw/gAhYOoixJp7CCsb6Er7ox4dz+Z8cnaAVdqIddMnUFQVyKeW5nyB04fg1HWVZInFvkPtlMYUFsyoxO9qh8BHSZTihYIdTa1Mm1RGImH2iJTRoDvjUVZSi5rrhEPbEFMWIJbe3FPzL4/vg6ZNiJkr6E67+H6IpimDpvtfSEtHFkNXR2TNhqER00G3DGSqA+mExGIlWGUGOVeSG8X+01ICuln8RMMastu/43jEpy9GxkshO3A6/DnErBX50o8gYN60SrY3tRY0zzRU5kytoKtr9Np85aO9WUxTY/XCejRVQYh8ZoB/NuW7V+ZHGBR/fzViDNjWISIiIiIiImJUGbb4/9a3vgXA7bffzle/+tV8K6zzMAyDq6++mrVr1/JHf/RHPP3003zrW98asvg/cOAAjz76KAsWLOATn/jEoOMPHz4MwOTJfUd4dF1nwoQJHDlyhEOHDkXifxzhBWDMXI48srPgOWL6Unx7/PXZ9f2Qjm6XWMM8Yh9ZjEy1Q2czQlGguhGpx8i5IbnU6KfFn0NKSS7nkf+0B04DFkKQTFq0tKaYPcFCbH0O+YtXUM+JMiEwpi5i/vLbCJVSPCmGbYZ3IfG4gaa975QqAMcNsO2LjyEldKY9YrFyYguvR8gQ2XwEfA9KqxCLrsexXbLdTq/6T1lklHqkvsuShIYpAsJNzxLueBWy3fmVCAHTFhNbeQexuil0pvqu+RdCELM0dCVEIf/dulIdsc4Lvh8gSuLImknFtbacsxovHJr4DwKJZ7toy9YjX//p4BOEAqvuJOeBlAErF9Sz60DboK3+AJbMqcF1gzFRC3zOmGwwPNdHnbGsuO9j5jI8Nyr4j4iIiIiIGKsMW/zv2LEDIQRf+MIXLhL+5yOE4L/+1//K008/zfbt24d0LCklf/Znf4bv+/zFX/wFqjp4RKyrK9/TtqysrN8x517r7i4s+jMQ54uHQjjXlqHQ9gwR7+MGYM6/GvnKf+TrhQthxa3/f/buO0yuqzz8+Pfce6fPNmnVe1v1XixZttzkiitu2BgwptcQWgIkv4TEBJIQSkioSSB2sA3GDXCTe5GbrGZVq1u9b5t62/n9cbWrXW3RzKzart7P8/Ag79wz987M2bvznvK+5D2j6M+pM0oR7E1XTXWeT170nbd98naeUKgca0Al0WiYTCZPPh184e6u/SgSscjn8lQbadT/fR/Sx9Si1hq2voOx9R2MWVdgnnMdOhw6IQnoYrEQlmWSsz2WrNlHfWMepRT9q+NMGtOHaNTCcbx2AybH8XCc4Pfe6D0SpYL7lNOYQ+ugbzT1Nc/TVJVFi5r9ryqPNK8aKFU8ahLOHMZ/8F/bznBrDVtWoreshHPeR+Wca2jMOK36cDxiEI6G0bs3w7o3IJ+GcIxYzWziQ8fh5G0yeb/LAxW27RKavrCw3BYA/UegqvrhNuRLfn9yLpTNujzI8r/+zY4PVAbq8o+iy/vgZIJ+EI9HuPL8kTzx8hb8Tl786KGVzJs6kHS69Os8HfKeIjn9Evy3Hj9auaIzysCYdglZX3Wr1ylOLfnOI0olfUeUSvpOa10O/h3Hoby8vDmRXmf69+9PRUUFtl3a/tX77ruPZcuW8aEPfYjJkycX1CZ/JK17KBTq8JimLQq5XNf2vhqGoqoqUVLb8vJYl859ttKOjbrwVvQz/3vcY9WUC1EVvUmYIRKJEpYYt3d+1wHDBDsTLHeNxUFrVCh8Qp6/EPF4hHj8xLye08Xz/KAM3cPtBP7HevspSFSiJp1f8u/b0fN6eD48/vJWNu+oa/XY+q2HeXXZbqaMreb8mYO7/B5rrZk+oR8b3qstuM20cX27dF8B0LlM+4H/sd58HJK9KJ9wbnP/1a4N+3fgP/XfbasZrH4FXd6b0MIPUzG4BmV1vc/r8XPRq15uva2lPVYILr4D7esu9wEALr8LBtWgly5q+zqHjMc49zroNwzDClMVOdoPRg4u5wNXjOG1lXvZtrv1+1tRFmH62D5MHdcXA90t7/HatVFzr0G/9uhxj1Vzr4ZwhOQJ6Aei5+uOvw/izCB9R5RK+k6gy8H/4MGD2bp1K7ZtNwfRHbFtm3Q6zciRI4s+z759+/jBD35Av379+NKXvlRwu0gkQjabxemk9lDTYEQ0WuT+xmP4vqahobgESaZpUF4eo6Ehe0YsCe1ulFKUj5uL8jz0i/d3PEM19WLUhbfSmHbwvK4nT4tFTCIhhV71cpAdvG5/8IBhosbMRM+8HHoPJJV18byTsxKgp/Qd0zRIRk30yheOH/gfoZY8gTHtYnK50pP/RaPBjP/9T6zjUF37A3+u57Ns7X5SaYcrzx9BJpMvKslbq2tWMKA6QXVVjIO1x5/9T8ZDjBpaSWNjtuTVJMmogbHimYL3tOs3/oSafD719RliYYV1cDv64R90XO6t4RD+Iz9CXfM5vMHjacyWvhIjkQizY28jw2/4MvzpP2DHuvYPjCbwr/4cdWYVvU3rhPR/w1DEauYSmnw+ev8OqN0Hpgn9R0CsjJyryacctA76mlKKimQI9fKD9ImXce25F5FzB7LnYAbX11QmQvTrV4G3aQX88XdwxcdI+1a3y7BuGIryWVcAoF9/rP19KErBOdegZl9FQ9rB92XZv+hYT/m7JU496TuiVGdD3ykvjxW8sqHLwf8111zDD37wAx577DFuvvnmTo997LHHcF2Xq6++uujz/OM//iOpVIrvfve7JJPJgtuVl5eTzWabl/+3p+mx8vLyoq/rWKUGBkHSpZ7ZIU+22gafivHzMMfOQa98Hv3uW5BNQTiKGjElyC4fL6OuofTAraVEzCLsZvDv/2eoPybhl+8F53/3LZh7LcnZV1HbcHJLqHX3vmMYCmVZ6FUvFt4o04C3aTnGiKklv3bTNHjx7R0dBv4tbXivllFDKhg1uKJLK4RyOYf3LxzDfY+vI5XpOEiKRkxuuqwGpwsluQxDYUUi+O+8XHijdB166ypC/ccTCpv4f/7p8eu8a41+4peYn/4RoHDd4q/Xsgwsy+KZ17czYnAFC6//Et7+97BWPBtsN/BdKO+Nnng+avxcdu5u4M+LNvO+BSMY1DdJQ0PXKxbYtodKu0QS/THKBqB18Ltl17VNLBmPhYKkjiuCErPqjT8RGzmVUVX9gqSP7zWi/7Qc48hglv/sPUQv+xiZTPf7Pa31NBUzLkNNXoBe9ixsWgr5bJA8dfRM1IyF6FCU2ga7x36pEided/+7JU4f6TuiVNJ3Al0O/j/60Y/y0ksvcffdd2NZFjfccEO7xz366KPcfffdzJo1i7vuuqvo86xduxaAb3/723z7299u9VjTl/E9e/Ywf/58AH7yk58wY8YMhg8fzr59+3jvvffafV7Hcdi9ezcAw4cPL/q6xOnn+5raBodQyCQ2ZSHhOVehDBPt+7j5PFkH8u18gS+FZRnEIib+Pf/SNvA/1ht/hHg5ZTVzqZe61x1SSgX7yBvbrz/eEWP3Bhg2qaRzRiIWylCs21L4OZet20/N8F4YBvgl/u2IhsDfvYUPXVXDS8v3smHbYdwWK0MMQzF6SCULpvcj1rgLKzmClCot8Z9pGpBphHRdcQ13biAyZDx649JgEK0Qro1e/QqxcfNpLKGrh0ImmaxNJueyZtMhNm+vY8LoambMv52yiiRKKRzbZsPWWpY/tYn9h4MVVjv3pRnUt/DB4OPRWreb4PFYsYiBXtqi7KbvwaZlHadz3LwCw3MIh81uN/vveT6H64OVfbGZVxGaf0NQZvXI/TVjg30CSlEKIYQQ4uQrKvhvKul3rFmzZrFhwwa++c1v8pOf/IQ5c+Y05wDYt28fb731Fnv27KGsrIyZM2fy85//nM9//vMlXfDBgx0HXL7vNz/etMx/2rRpvPnmmyxdurTdNu+88w6O4xCJRBg/fnxJ1yTODE3J1ziJgXYsbKBXvwL1Bwo6Xr/xR0JTFmDmvJO2/L+701qXFk17HujSovBYLMTGbYeLGgHedyhDOmsfSbJYfLATiQRlANVD3ycycT6XzLqKi2cNZMvOejK2T9RSjBxcjulkMZf9Cb38OfTtf0M02b+krQ2mqUAfE2gmq2DifPxeg8G0MDL1sPHt1kvsfQ9Dgb/61aLOp9csJjL1QhpL/P1rmTU/Z3ssW7uPZWuD/feGodpdPdNZor1SWJZJOGwGS9kJ+mY+1zoBomWZKM9Fv7e28Cf2PfTaxYTHX9Dtgv8mtu1i20DaxbIMqqoSpHIyiyKEEEJ0J0UH/51l9Ndas3v3bh577LE2PwdobGzkl7/8JUDRwf/zzz/f4WMPP/ww3/jGNxg0aFCb4y6//HJ+8Ytf8Oabb/Lee+8xbNiwVo//7ne/A2DBggUkEicgcZTosZSCSCyMf2Spb0EyDehNy4kOmkS6k2Xep5JhHA1szoSygJ6nIREPkri5RbxHFdW4urQybwCNmeKD1EzWobKstNwgMUvDW88AGr3mVYw1r8KgGmqGjgvqozs59OrNsG3N0ZKAyxYRu/jDlFycMpoMlqHHy/Ev/CDmyMns2FXH9gNBHoHyxAAmXD0XI9uI+frD6HffQpdXowyz+BUDmXqUWdpiMt/XxGPhjoP8DrbNVCRClN4DjgqHTSLR4PzrthyirjGPoRQD+yYZMaiCXN4hl7XxPI1hgM6moMiyjaTrMJBAWQghhBCnT1Hf1GbPnn2yruOkmThxIhdddBEvvPACf/mXf8nPf/5z+vbti9aa3//+9zz22GMYhsFnPvOZ032p4gxnmgbY+SAZWDF2rMcadHpXlRhGUKc9GjExrBDa91CGiZPNBst27dO3LcHzfHzPQ9XMRq99rbBGhomadD55u7TRC8NQWFbxYaNlGp0OgHbGtCz0rg2tf7hrQ9uftaB3bcSIRKCx+IEjz9NorVHTLsafeRUb92R57ZE1NKRbr1p4eekuxo7oxSULP4qq7IsxYX6woqLYrO1WCF3iSox83iUWCzN6SGXB1RBMQzFhdHWX+240ahGLRXhhyXbWbT6Me8y+9WQ8xJzJA5g0uprGxmwwYGZ1XD2mQ1YYfUKGKoQQQgghSlNU8H/vvfeerOs4qf7pn/6J2267jTVr1nDJJZcwevRoamtr2bNnD0opvvnNbzJx4sTTfZnijKfQhdS7PpbrnNav/LGoRSIeRm9egV7+LN7ujcEm8lgSY+J5lM24FL88Sn3KPamJCTuTsSEx6wpY+zqFzKiqMTPxjVC7ZUPDYZOQZWLgo5WB4/rk860DRO1rRg6q4KUlOwu+xmjEpKoyRq7E6gLKUOjjJc87luuUPNjguj5YMbx572fF+gO8snx3u8d5vmbt5kPsP5ThtiuvRiuN9nwYMh72bWu6eBg5FTVkHISj4ORg9+YgL8CR3wk1ZBxevvTcGp7nM3tS4aUQx47ohaEoudoDBH0lFovw4NPvsudgut1jUhmH59/cTmPaZu6UATQ25lDlFejy3tBwqPCTDZ/cpZUqQgghhBBdVVhNgG6uV69ePPTQQ3z6059m4MCBbNq0iWw2y4IFC/jNb37Dhz70odN9iaIb0NpHRWJFz/rpsl74p+lXLRa1SFg+/v13o//8U9i1AUJRiJUFGbvffgr9q69hbHybyrJQyYFmV+XzDrqsGnXhB45/cO9BqEs/QjrfeoY2FrXoXRGmLOQR3fAq4XcWEVn7Ikky9K6MEI8d/dzytkd5MsKAPoVv9Zk4qje+65WUzR7A9zwo61Vco7JexQ8YtKC15nCj3WHg39LBuizPvrkDX5m42kDNWAgYqJmXY3z8nzEuui04sPEQ+D7q3OsxPvGvqLnXgmHCzCvIOqX3n3Q6R+/KGOfPGHjcY/tUxbhk7lAcp2vL6MOREC8v3dFh4N/SktV72XMgTThi4dk2asqFhZ+o1wDUgBHkcpL4UwghhBCnj9L6TNj12zN4ns/hw8f/EtlSU+Kk2tq0JE7qBnqVhVAv/rbw5eko1Ce/T6MXOeFL64/XdyzLoLIsgn//3ZBpRE1egJqyAJWsAkD7Pmx9B3/lC7BtLeqaz+AMHE9DCXvhTwTDUFSVhWHrSvTih6Fuf+sDTAtVMxt1yR1k8ppMi0CqLG4R9nPo538LW1YekwhQwdBxqItux41XUZ8KEpaVl0XYdyjL75/ecNzEcfGoxUeum0g0bHDwUKak15eIhYjuXYf+Y/uJU9ujLr4De8zckvIThEImiUSYRa+9x7vbCl9K/+lbpqB8D8sy4OBOVDSB/9LvYOs7x5QdUDBsAsaCm4Pki9WDOVhbcnaC5mtOJiNs2HaY11fuoT7VemWHZSrGjejNRecMwXM8GlOlrzSwLINkWZSf/24lToH33uGDyrnmglFowPQduPfvoOE4VT9Q6Gs+jxo2gcaMi+N0z4R/LcnfLVEq6TuiVNJ3RKnOhr7Tq1ci2J5cgC6X+hPibJJxIDHzcig0+B8xGSLxdmuFl8owFJGIhXXklzwSsfA8u03yvmjYQK97HTVgJOrC22D7Ovxn7glm/z0XklWoifMxLr8L6g/iP/9bwrdPxch5p2X5v+9rahttkkMmEb5zBnrXJti+FjwHynqjJpyLjyKV062W8SdiFmE3jb7/O5BpaOeZNWxfh77vbqybv055eT8a0i7a8+jbO87VC4bz+CvbWmWbbykZD3HzpaMJmYpsAWXgOpLNu8RGTkEnqyBVQDAejqImziebKu2cpqlAKTZuryu4jedrVm86xJQxvXEcj3AsiX/fdyDXXsk/De+twf/dZoxb/grH6fqgkeN4NDbmGD20knEjq9m5t4Ed+1J4nqYiGWL8qGoUGjvvllRxoaVw2GLDttqCA3+Abbsa8HyNYShWba5l4k1fx3joXzuu/qEM9MKPkO07hm3v1TNyYHmPCP6FEEII0T1J8C9EEfJ5h3hFH9T5N6Ff+UPnB5f3xrjiY6SyJ+bLvmUZxCMG4WgYvWMDHNqJb5hEB4wiVj2YXM4mcyRwVwqi0RA604Ca/378P3wfdm9q/YT1B9CvPYp+88+oy+/CuPLj6F0biVYNJ9OFfdRd4fuahrSLynhEq4Zh9RqKQuNjkM/6bQJMpRSxeBj/no4C/xacPPqRHxL+xPcxcz5oH2PpUwwbMoGPXz+OZRsOs3rjIbJHBhaqyiNMq6lm0ujeqA1vYZb3guqRXXpt+axN+Povon/3PXA6GRAyTNQ1n8NxvS6NUufyxedxaEjb+BrC0TD+Az/sIPBvwc7hP/xDQp/4V0zTw/O6Nqruuj719Tksy6Bf7zj9e8fRBNU28jmHXBcGYFpRUN/Y/mdgGgq/g2oYedtFa3h+yS78mQOZ+uF/QK99HbXyeTh4JIdEJI6acC7etEtJ6QgPLtrE2BG9GDmo/MRcuxBCCCFECST4F6IIWkN9yqVy2iWoWBn6tUfbzuIqBSOmYFx+F1nPJJfv+oxoOGxSngijVzyHv+yZNufU1YOJzL2GyPAp1KWcoEy566BmLAwC/z1bOn5yz0U/+SvUtZ+HWBkhdfpnJrXWxyRya/+aYlErWCFweE9hT5xNod99k/iIWZihEP6yRRivP0Z01DTmTl3IeTOm4tpBkj3DVHgblmE88hvYvQl/2ESi136edGmr/oGgvGBFWR+sD3wL/cyvYe/WtgdVD0Jd8mH83oNpKHHWH4Js/yGz+D34pqEAhd6+ru3Wi45kGtAb3iY2dCqpzIlZUue6Pg0NuRPyXO0LPuMmfapiTB9bzdgRVYTCQaWDdGOa5RtrWb3xYPM2E2Uo1JFBgReX7mbdtjqm14xj7G3zAQ2ehxGJsH9fHUtX1bLxvVo8Xwfvq2yyE0IIIcRpJMG/EEXyPJ/aBpuykTMJTZiH3rYa3lsb1Kgvq4LJCyAUI5X3TkiCL8syKE+G0U/9N/rdt9o/6OBO9J9/hpr/fiqnX0pj1g1qxb+7pPPAv4nW+C/9HuMj/wC5E7dF4WSLWhq94vmi2uiVLxIZNxe99R3IHpnV3rgUY+NS/Hg5RrwcfA+dqsOwW+xhf28t2DlCIatLS7frUy6JWC9it/w1urEWaveg0EEZuPJqVFU/cjmbVAnl/VryPJ/yaIhkPEQqU/hzDe5XhmVo9MoXijqfXvkCkdEzSZ2mnBHF0r7PkH5lWKbiqvlDGTG4Er3+DdRDL+PVHwTDINpvBOdMW8i5Uyfz0tu7WLvlEIlokBgzHrXI5Fz2Hcrw1OsZnluyi7JEGMNQZHMu6WNWzwzuV8aZkmInErGa9wb6vsa2T1+lDyGEEEKcOhL8C1EC39fUp12MrEe071hC/UYHP8cg74KdOXEBdDxioJc/23Hg34Je/DBqwEjC1SNRlhkk8ytU3T7YtRGj3yigewwAKNNEd7TfuiP1B1Cmha7d2/axTEMn2wc0NB7CiPcv+jqP5frgOQ5mWSW6dg86mwqWipf3wndsXL/rVRe01ni+z+Qx1by+srCVEcl4iOGDylHax68vcNa/Sf1BjFAIOJmz9SdOLucyoE+SWy8dRS/3MPzX3ajsMVscUssxNi9HDxjF+df9BUMHlGE7HlprJo2p5q1VR/uQ4/ocrm//tZcnwgwdUE5tbXEJYU8kpSAeCxENG8Gg145NQe6Pyr4kB4zAztlk8n6PTYYkhBBCCAn+hegS39fH7I8/sV+cDUMFe6+XPVtwG73kSSLXfj5YidBUp73QtptXoPsML+4iTyetwSiyjKJx5LZXbDsIStp1USJmEQuBfvUh/HWvg300YNRWGDV2NsnzbiSUCNOYLn0W3TRNLDfPjJrerHz3QKvqCB2ZO7kfXu1+rIreoIp8rYZ5xsxsF0Jrjeu49DHT6N9/v/McDHs2ox76V0be9s3mAHnmhH6s2nCwOUdEZ+ZOG0gu55y22XXDUFQkLYxDu9CvPQLb17V6XFdUE5p2CZXTLqYh5ZzwyiRCCCGEODOcnuLjQoiCRCIh9Pb1hWWHb/LeWpSdPabcXYGcfFACsJvwPA/Vb3hxjfoNw3fyMHBMce2sMKqyX5cS2sWiFjHDxf+/bwfL6u1jZopdG71mMf69f0/YTpGIlT4+a1kG2FnM91Zy86WjiUc7f665U/ozYWgZ5oY3wfdQ/YcXd8L+w8HtWgb+U80yNPqF+zoP/Jsc2IFe+SKW8rFtF+1rbrq8hthx3tdzpw1k7LAqstnT995UJCyMre8EiSaPCfwBqD+Iful3+I//gvJkKOg7QgghhOhx5C+8EGcwwwAO7iqylUbXHwQrHKz1LUYsGew97yayjoKZlxXVRs24lKytUf2GQa8BhbcbOwfPL31ZtFKQiIfxH/lRx6XhmmQa0A99n1g82ENeskgM4701VJRFufPa8cyd3J9ELNTqmkYPreQDl41izsR+mA37gxl/y0JNu6ioUxlTLwz6XDcRiVjBFo8d6wtuo1e+QDgaRilFOp0nEbG487qJnDN5QKvBFUMpxgyr4rarxjFjQj8aG3OnbdY/Gg1hZOrQT/3X8QcENy3Df+NPJKPd5x4ghBBCiMLJsn8hznSlBH9KBUH88Mmw9Z3C2008D9s36Ci7/pkmn3dJVlXB6OmwafnxG/QbjhpcQ642i6k04XnXoh//xfHbWWE4533BYEOJotEQev97hW/FqD+I3ryS2MAJpFsk7FNKEYtaRC2NMk3QGs/zyTrB+9HE83wwLdTCO1CP/oiQFWb2tIXMvXES6cYMnucTT0RRdhZj5XPwp9fh2s+iplwAvoaKPjBiSmH9Z8Co4ldSnGYhS8GaJcU1qtuPbjhMKJTAtj3S6TzhsMX08X2YN20gqYyN72visRBaaxzbpaE+027JwFMlFgJeexL8An+nV76ANfcaTDPf5bKNQgghhDizSPAvxBnM93UQWBXDMFFV/cnZHpEZlwVZ7QsxcDSqvDe52u6RsK1JKuNSduUn8R/+Ieza0PGB1YMw3v9l0ukgQEtnPcIjp6HOuxH96kMdt7PCqOu+gBcpJ9eF0ntRS8PywnM3AOgVzxMdPqm5vGAiZhGLh9G7NqFXPB8kOzQMzH7DSc64jGRVFamMSz7vHgncFHrTsual3saWleiy3sSr+oFpQbYxGIw4Ep36L9yPcctfBeUf17+FcdUn8B/5Meze1PFF9hmCcd3n0WsWoybMK+GdOT2U1m23XRTCzqGiyaP/abvYtks2Y2OaBkpBOpU7IxLnmaaBaRr4BSQLbZZLozcuJTpkKukTVLZRCCGEEGcGCf6FOIPlci6JfsPQvQYUXMtejZ6BrwwyWYfooNEwfh563eudN4rEUJffVVBSuDNNPu+igORNX0GvWYxe/hwcarFVorwaNfVC1LRLyOQ9skdeo+9r6hodKqZdgho4Gv32U8Esd9M0rRVGjZ8Ls6/Ci5RRn+5a6T3DNNGHCvsMmx3ejREKA3nKEhZhN4N/7z/Bod2tDtN7t8LKF2DUNMqu+hQKyOXdYAXIsmdaP2fjoeB/7dmzJdiSUNkP1Xco+uU/YLz/L9FrXkWvfLF1H6zog5pyAWrKhei3HkcNHgtWCOge+/61MiCaKL5hNN5uYkPf1/iFzq6fIqap0Km64nMxHNiJMWTySbkmIYQQQpw+EvwLcQbTWpPP2oTPuQb95C+P38Aw4ZyryTpHyhGmHCouuxMdTUDdPoxJ5wf73K0QZFPoTcvQ299FXf5RnEg5mS5klz+dlCII2vuPwPjg30D9QcilIRwNXu/hPYBGHZPPwPN8ahscYpVDiV31KZTnohsPg2GgKvrgeR5ZR3U64x8Om0RDYBkqCLZ9n5xnkMu5bYPEoncNBA1i0RBhP4e+7+5OShECm1fgP/wDkjd9FQ1g52Hv1qLOqNe9gZpzFfQeiK7bh37wX1DTF2Lc8XdQtx/ymeB9reqP3rwiyGHg2Khzr0Op7pNGxnZ8IuPOgZd/T8Hr8qsHoxKVOLWZk3txx6FUsI0kavoowwi2fviarKPaZuovNu8HHOl2su9fCCGE6Gkk+BfiDJfOeYRHT4e518Abf+r4QMNEXfVJ/LJqso1BsOo4Ho1ph7Lz3h8s5V75Avqdl8BzUclK1JQLUedej2s7NDR2bWb7dIlELBIRA//3/wx7twYDHQNHo8JRtJMPlrWn6qCyH7Fb/xodC5HJHg2QtA7KNWayEAqZGNFqtAY/5XS6dDsUMimLmxiei175PHrXRvBcjLJexKdcSGLACLIZm/SRc/muh9F7EHr/9sJfXPUgfMcmFlboRfd1Hvg32bURveplouPmo/Ml1JXPZ4KKDxuWYFz9Gfw//Bv6qf9Gv/g7GDgqeF/tXPC+puuhqh/GTV9Fr3sTXTO7+POdJrbtQiwa5DXYsrKgNmraJeRy9mndwx+PWcRjYfSBHbDyeXTDQVAm5oCRlE27BGIRGjIejuPheRpVXokORQqraNCkz1B8Cf6FEEKIHkeCfyHOcE3L0ytnXwUDRqPffrJ1hnLDhFHTUedcjV/eh7rU0cA2FDIpS4TwX3kIVjzXKumXBvT6N6HXAMxrP095ooKGbjjzXxYP4f/xJ0dnuHNp2LKSNvFZ3T78h/6N+B3/j1zeazf7uuMUtmw7FDKpKAvjv/wg/soX2ryvrHsd3Xsg0Wu/gJkooyHtkvMU8RmXwfG2YLSgpi/EdjUR7eBvXlFwO73ieUJTLgAda/s+HE8kjqcVZp+h6LeewLjl6+jlz6FXvdT6fY2Xo865GjXzsmBLQN9hZO3TGBWXIGP7xC++A71nM2RTnR88eCxq4rlk64sIok+wsrhF2M/h3/+vsP+91g9uX4t+6wnUxHOpuORDNKQcbNvFc12McXODz68QsTLU6Bnk6rtX7g8hhBBCHJ8E/2cJyzKIhQ0spUEFq1zzvkEu55zWWSxRmGB5uk2s72ii138JcimoP4AyTOjVH19ZZBzdPOMPYBiKimQY/cw9sHZxx09+eA/6/rsJ3f63xGPlrWbFz3TRaChIerdtdWENDu5Eb19HtHo0mWxpKx2a39en/wfWv9nxgYd2B+/rB/8f8WiCbM4hUT0QPXB05wn0mlT1Rw2fiM676A1LCs/WDsFn2nAYVVYF/UcUtfRfjZ+L7SnifYbgv3Af+rF/x5hxKeqj/wT7t0M+DeEY9BsOO9bjP/FLaDiEMftKcidwOXwoZBINqeZ7lq8h7wX3rBMlm3UJJWKEPvAt9CM/grp97R84ejrGlZ+kMe2ctgz4sWiICHn8++6GdF37B2kfvfpVdKaR8ms+S229T9ZRJGZfGdwDvOP/bqsZC3HztmT6F0IIIXogCf57ONM0KI8bmJaJXvM6evta8ByMZCXxyReQqB5ENus0L00+GedvqlPu+z6eJyMNpfJ9TTrjkM44hMMRrKphJBIRGhuz5HJtE3pFIxZ690Z0Z4F/k3wW/fT/EL/pq90q+I9ZPrzxzPEPbEEve4bY1WPIZEs7ZzRioXesD1ZNHE8ujV70P8Su/0syOZd0xiFx/RfxH/hu5wkcy3qhbvoq2YwTbNnOHWdWuj1OHtCoqRcFCQEL0X8ElPdG5X3SGZvE9X+B/7vv4v/xP4NrGjQmCPydHHrPliAHQFlv1Ae+QSaTPyG17C3LoCxmYhqg1y9Bpw+DBisUxho5jWRVn2CbxglKTtmQdknEyojd+Y/oHe+iV74Q5IwwTVS/4TDzMkhW0XikisLpEo8o/Kfu7Tjwb2nLSvSGt4kNnUYq4xAtK8O8+jPoP/+s0wEANX4uauYVpBpP3+oGIYQQQpw8Evz3YJZlUFkWRi97Bv/Nx8E5uoxTA7zzErrvUKJXfxYzkTyhS76j0RCxEJiWgU43glKosnJc22lTj1wUz7aDZeuJRKTDfemxsEIvXVT4k+7ehG44RDRaeUJnV08mw7TQB4rYQw9wYAdGOEKpWeljEQO9rIj3dce7kKknEkmQzbkoZRG//W/x3/wTrH6l9XLzcAw1YR5q3vXkfCMYLEiEgwR7xYrEIZdF1cxCr30ddqzr/HgrjHHR7ejdmwn1GU5dxkXFLOK3/w3+G3+G1a+0HvCIxFDTL0HNu46cZ5DJdP13OhQyqUiG8d99ExIVqAlzUY2Hg4A1WQm5DHr1y8RHz8SIh0mdgHMCpLMu2bxHtPdIopeNQJlWkETP84L71WkufxkOm0HG/s2F5SYA0MufJTpmFumsQ33KpXLQOIzb/gb9+mNBjgPd4r7RexBqxqWo8fOoT9lnRJlCIYQQQpx4Evz3UEpBRTKE/9qj8PZTHR+4fzv6vn8MlibHEl2e9Q2WRFsY6Vp47amgvvSRMlM6EseccC7JWVcQTcZoSMuWg1KEwyZRS2EqjbZzxKMmmZzCdY8uC2+qN663rSruydcsJjzjSk5UqBMOW0QtMJQPGlwMcrZ/4oILBfhFPlexx7dgWQZK++j31hbXcM1iwlMvIw9ksi6uZxKbeRWhc28IZtCzjRCJowaOwnXcVgNkruvD6Jnw4u+g0B38Zb1RyUpI16GfexDjus8Hy/M7SmwXK8O45rPB7+qWdzD6DocW1xqf/T6s+Tcc3Rvf8lrtEzOYF9w7Quh9WzGGTwqSUz7966Mz3YYJo6ZhTL8EtEfU8PCiVnPpxq7y/SOJHwE4swYnw5YB6xcfDdiP5Pkwxs6GeDn4Hrp2H3r1y7DvSC6AvVvRuRSWFcZxPGobHeLxPsSu/ETwOe/bBp4HFdWoXgPI52wyDXlZ7i+EEEL0YBL891DRaCioBd5Z4N8kl0Y/8UviN3+9S8G/UlCZDKE2L0Uv+k3bPcr5DHr5s7D6Fazr/4KK6mHUdVJCTbQWiVgko0bwxf2dF6F2H1oZhPoNp3LSfDxP0ZjVuK6HYaggI3uxoyvZRlTxKeI6vlYnD6tehNr9oAzM/sOJTpyP5/nN19oVvudhVPVDt0x+ZphBeb9ILCh1V7u3dZ3zqn5ot7R+p5RC5zMUHIQ3yTZicDSosm0P2wYzlyNUMQRVqdBa4za2nXXN512SlUkYNgHeW1PYdU69ENdxsWJl6A1vg+tgXPlxqN2PfucF9O7N4DnBIMHE+aixs9GbV6Cf/jVqwS2tysM1X6vpE6oY2nytTsOJ3RcejVjoTAMqFMG/9+/bVjbwPdi4FH/jUtS861DTLiYeMTsM/pu2HPm+7vYBrUI3vx9q8gLUvOvAddBrXoWGQ2AYQZnLm78Oh3bjP3dvkJ8hl0aFIs3P01TVIhw2MfuMAYJBD7s2IwOxQgghxFlAgv8eKhYCilmavGczuv4A0WhVyUu+47EQat+WIBFaZ98knTz6kR9hfujbRKPl3WaJ+ekUi1okogZ60W+CYK7lkt21i9GvPIiaehGV572fhpSN72uUFS4+jA9F6Gp971g0KL2nF/0PeuOyttf68oOoaRdTOf8GGlI2tl36AEDOVcSnXQLvvgXJStSUC1CTFgSvo6kePaDXLA72ctftR029iFy+tHNqrcEKF98wFEG38756nl9QYJrNe8QuvA19392ttu+0q/cg1PSF5HI+yQiocXOCJHBb30GNm4uaejHqotvBtCDTiN64FP///iHIQWCFURPPxXXb9pxCr7VUsaiJskP4D//wuCUN9euPBZ93zSzCYau5tr1hKGJRi2jYQKHRdh4ViqCVQc72yObcE5KX4FTTSkEoijr3OtSUi/AX/Rq2vEOrQag1i9Gv/AE141KMm7+O/9i/H/l9bvt6g9+5rg28CSGEEKL7keC/BzJNhWGF8DcuLa7h6leIzLq65CXfsYiJv/iRwmabXRve+CPxi+4gJxWlOhUOmySiJv7vvhvM5rXHtWHp0/gNhyi/8hPUNuTBCgUZ2fdtK/xko2fgaINSA4Nw2Aqu9YF/ggM7Or7Wt59CNxyi/MqPU1ufKzkRZC7nkhgwAj31Iozzbwqyzy/6NWxbQ3PQM3A0atpFGB/6e/Tih1E1s0ou1+Z5PiocR1cPhoM7C2/Yxfc1k3UJJSuxbvk6+uEfBtsE2tN3GMaNXyaT98nnHeLxBMy8Eta+Hgy6rXqp05JvauJ8ABz/1NZ4tywD5bnoFc8fN/Bvot/4E2rifCK+g20Hfa88GUK/txa97Bn09nWADnrB4BqiMy4lNmIqjWm72+UccT2ITJiPsqwgWWTt3vYPtHPoN/4EqTqM674AoQhubevMlqapiERCLVZ3aFzH69IgnBBCCCG6B+N0X4A48ZRSwexgAWWdWsk0oFRpQVgkYqEbDsGezQW30RuWYCiNZZklnfNskQgr9KsPdRz4t7TxbfS7bxKLBCXR1PSFhZ+osi9q0Ogu7aFOhEG/8mDHgX8LesMS9LtLiEVK//y11uTyLsaFH0Av+g3+Yz85UvavRT/evQn9xK/wH/131PwbcZzSZ7C1hlzOLu597TUA1W84uS7uTa9PuTjJvhif+FfU5XfBgJEQS0KiAkZMQd34VYzbv0XaNclkHZRSKKVImUn0wo+0WsrfrsE16AW3sLf+1K/EMU0DQmH0qlcKb9R4GLatxjIMwmGT8mQI//Gfox/9MWxfS6s+sHMD+o//if/ojymLW4TD3WvcO5dzUNEY+sUHOg78W9CrX4Ed7+I5XvNKB9NUJJIRKisT7DqY4a3Ve3njnT2s21JLOBKmvCJGJNK93hchhBBCFEf+0vdAWgNmqPiGVqjkfZ+WZcC2d4tr5Lnog7uwygd3ee93T2VZBmbIwl9TQLm+I/TyZ4mOO4fGtEN07Gz0iueOX+ddKYyLbsN3nGBpe8nXauKvfa2Ia32G6NjZpLNuyX0vYin0879Fb1jS+YE71uP/6T8JXffFIBliiefL2T7R8fPQ77xwNLlaR5SBuviD5HN2ye9rSw0ZFzPvExs+g+jYc1BWcAv37TxZW5OrzbYI9gwyOYffPbOZWy+dSvz6v8R4/ZG2fSGahMkLYO41PPvmLmJRi5kT+nX5WothGArSDYWVsWtB79qIGjiWsngoyDOyaXnnDd5bg//ELyh/36c5VFt6nzvVQiETfP/4fbwFf/mzmMMmAUfKJ5bFWLXxAG++s6dNmcRXl++iZlgVC+cNQyklW7GEEEKIHkqC/x7I83xQQQKo4wZ9LY2YiqtNoJRZURUkECtWsasTzjLhsIXevALsIorS79+ObqwlGilD796MccOX8B/9945XZZgW6rKPQmVfjFAIwyhtX3Q4bKE3LQe7iH0c+95Dp+oIhRLN+7aLPSf5TDDTWYhtq9EHdhBN9iebLS3AcV2fdNYhcdPX8B/6t45/x0wL9b5P4/cbQarxxAVTnueTyvgFlbnzfU0q4/DbpzZy7pT+TLzx6+j6A5i730W5Dl55H8yRU9i7v4HFz29lx95Gpo/v2+5zRSIWIUthaB8fA8fTBS2ftyyDSNg8kvBQ4WlFLt+6jwXbPkoYAPTcIEVFpgG97vXC2mxajq7dRyTSu9sEueGwiV7/WnH3yx3r0U6OcNgkHo/w+srdLFnd/qoB39es33qYg7VZPnDVOLQu7LMVQgghRPciwX8Plcu7RKYvRD/5q8IaJCpRIyeTrS0iyGzB9zVUljBbWNarWybgOlawxDpYhn4iZxMNBTQeKr5htoFQeS/8Z/8Xhk7AuPlrsH0t/soXYOfGI5neq1AT5qMmL4DGw/i/+2fUwg8TGzCedKb4oMhAB5nHi5WuxyhLtP+cRrBUvaP3NRYC/fazxU3jL32a2MKPkC2tqwMc2RphkfjAN9Db16GXPQO7NgXva3lv1MTzgoz72qS+8fTMMGutiUUtDEORy3s8v2QXryzfw9jhvaiqmIAVhkzaY+Of13O4/uiATXmidULDeMwKtmZkG2H1m82JFCM1c0hWVZHLeaTbGUgJh00SEYVpmuh334LafUFW+oFjiA8bj52zSWWDZem+70OiLKjUcGyVkM6UVwfbGZY9Xdybs/RpYhfc1m3yjRjaC7Y5FCvTQDjRh70H0x0G/i0drMvy/JvbuXD2EAn+hRBCiB5Igv8eKpv3iNbMQi9bdPylyYBacDNOzi45ELdth8SwCeh4ecEJu+g3HFXeC6fEAYfTrWVmcSMURmuNUgo7kyXrUNJM9rE0CswSssuHm8rc7Qvqf29ejpq8AOPSO4P674DWPmx5p3WCvO1rsQbUlHatSgVJBotltt5ucvR9NTFCoU7fV8sy0Ls2FHeduzZiRqJA12Z9szmXvO0RrR5N7JoajFDwOWmtsbM5sjmN45y+mWXX9fF9zeihlWzYVguA4/qs3nSwwzaGoZg4uppcNiiNWJ6wCNkp9FP3wJEEes0WPwKDxhC9+A5Cyd7UpY5+LtGIRTJuoV95EH/14jYVCnRZL0LnXE3V+HOpTwXlDTXAqGlQaKJS00JNPBcME71zY2Ftms6/ayNmOAJ0jwBXY5RWZcIMYVkmb6/dV3CTd7ce5qI5QwiFTBxHtmMJIYQQPYkE/z2U5/mkMwUsTVYKddEHYdQMGhvt9o8p6HwaJ2djTrkA3vhTQW3UzMvI5Zxus++2pVjUIpEIo7etRi99Bm/XhmDGMlGJOeFcymYsxI9EqE93rbSY63owfFJxjcIxVEXfYIa2SaoO/fof0a//CSLRICdEPtN2GXHTMuqSrtWH4ZOBBwpvFImhqgfiHsm+3/y+blmFXv4M3q6N4PuQrMCceB5l0y7Bj4SPvq9KgVtkgF3s8Z3wfd1cO12pPKBOyN7+E8WxXWZN7N8c/B9PzbAqlALH8UjGLULZWvQD323dl1ratRF9/3cwb/4a5RUDaEi7hEImybgV3Hd2dRCUNx5GP3sPNByi4pyrOVxvk7E18dlXogsM/lXNbHwMDKXQxW45ch2U0X3y3Xqa4HfrtUcLbxQvR1X0xnc123bVF34uX7Nuy2HGDKmQ4F8IIYToYbrPtx9RtGzOJW2Dces3UNd+HgaPpTmyiyZQ0xeiPvbP6PHnUttY+qx/k4ytMc65GoaOP+6xauJ5qNEzyOS635fLWNQiEQb/ge+iH/132LHu6FLldB0seQL9q69hbF5GZVkoqL5QonzehbIqGFT4bLyaMA/PdSESC2q5t6Ihnw1WZ7S3fzhZha9Luy3k8y6qvDcMHF3Etc7HtR08zw/e15DGv/876D/+BHasP/K+akjVwZt/Rv/qqxhbV1CZDN5X7fvB+3Msw4Roop3XDyQr0d6J73dac0YF/hBkie9VEeW8GYOOe2zvyigL5w0jn3MwDEU0FkY/8uOOA/8mro1+9MeEIyFM0yAZUehXH+448G/prcdhz2ZiUSvYf99rEOrcG47frnow6pIPkc5rtOdCsp0+0JlkJfoEDgKdbLmcg+ozBKoHF95oygW4jksmV/y2k4aUffzqEEIIIYTodmTmv4drWpocGzCe6PsnoUwLfA9lWjjZYBl1vqH0Gf+WHMejMe1QdsOX0K/8ISjbdcxyX2JJ1MzLUTMuoz7V9QGHU800DRLxUFDHvrPtFL6Hfvp/UOEoZYPG05AufXlxLu8RPf8m9O//+fj7oaNJ1JyrydiahPJQY2ai179Z2ImUgskL6MpW32zTtT74r8e/1lgS5lxF1gmW7ydiIfz7vwMHOilp6HvoJ/8Ldf0XSParIe9CdPIC9JaVYJioMTNRUy9CDT46WKL3vYde+ULwPrg2atL55PMnps+f6bSGVGOO6eP6koiFeG3FbhrTrV+7aShqhldxydxh2HmHfN4lEQ+ht62Bho63CLSSTaHXv0l85Myg4kOhCRgB/fZTxK75HJks1KUcKmdehkpWol9/rO0+d9NC1cxGLfwQ6ZxPPu9imSGik85Hb19b8DnVpAXkutGe9qYSk5HzbwpKGR4vmk9WYcy4jJyrMY3ig3jTVBgS/AshhBA9jgT/ZwHf16QzDulMMKOnVLCS+mTMUuaPZPFOnnMd5vz3BwHX4d1B9YF+w1GjZ+DmbVKN+WCZeDcTixjo9W8VlEcBNPqlBwjf9T2MrFfyQEcm6xDuNQjj6s+iH/9Zxxm/4+WoG7+CbYTJZ10MI0R85uVQaPA/fDKE49hHluCXfK3VQzDe92n0E7/o/Fpv+iqOCpPPu8H+8HWvdx74N9PoFx8gcufd1NbliI2YjB4yHuOyjwTl0Fa+iP/kryCXhnAUNXIqatrFqPNuxH/yl6hJ55NNd78VJy0ZhiISsTAMA601vq/J59vfQuN5Pg0NWUYMLGf8yN5s39PAjr2NeL6mPBFmwqjeKAW5rN2c5C1igX7nxaKuSb/zEpHxc9HvLimuOsW2NSgn37zHvLbBJjlyJuEJ89DvrYOd68HzoKI3asJ8fBSprN98rbm8R2zMzMLzjURiqAnzyHVhm9PpkM66hAfWoC7/GHrRrzseXEtWoW7+OjlP4bo+ZWUx4lGrTXm/zgzrn8SUdYFCCCFEjyPB/1nmVMy0O45HrQOW5RMZORtzZBDkexjk6nNBKcJuSCmIRkP4y58tvFHDIfSO9UR7jyRTYmk5raEu5VIxeBzmx/4ZvexZWP0K5FLBAeXVqGkXoSZfQN6DxiOrDHI5h3jVANS516OPt1e4vDfGFR8j1cVtGFpDXaNLxZAJmHd9L8iCv+bVIBAHqKhGTb0YNeUC8q6mMe0eeV/Dxb2vdfvRuzYRqRqGk3cI3fBF9JIng5wGLZPSOXn0qpfRq14OEh5e90U8zw9yKXRDlmUQjxiEo+EgyV3tnmCLw4DRJKv6ksu5pLNum4E939ek03myWZvqigh9e8UIhUxcxyOXtdvs7TZME7++wFn/Jg2HjnSA/UW+Ko1O1WFEq5uvtSHtYmQ9on1GY/YdiQJ8DPJZH8dpHcR6no+dswld+wX0H/6l85wOhom6+nM4ttvtBh+D+4BDxcjpGHfVwNJF6LWLg208AFX9UNMuQU06j5wdlIIMh008O8/kMdW8uer42f4BKssiDOxbhpPvJqUQhBBCCFEwCf7FSeO6/jFfsLtnwNXENI1gJnt/IbP+LWxeTqh6WJfOrbWmrtEhHI4Qn/0+rPPeD04+KJ1mhrBzebJZ3SqIawoWKmdejoqVBcuo28yMKhgxGeOKj5H1zBOyFLrpWiORKLE512Cdf1NwrcoA68i1ZvzmazVNI9gecnBncSfavAJr9hBClole9iz69T92fl2rXgZlYF74gVJf2mkVDpuUJ8Po5c/iL3+uzZJ43W84kXnXER48lrpGp92BPt/XZLNOMIgQC5NqzLUbBGutg0GFYhgmoIpvd6Rty/EKpSASsYhaGiMSRSkD33UAje8bbQYQGzIulVUDMW/9RjArfmBH23P0Hoha+BH83oNpSHWf/f4t+b6mttEhEokTm3s91gW3trgPWORzNtmU12pwy/RsZo7rzaqNBwua/Z8/tT/eod3oRO+T+VKEEEIIcRpI8C9EwVRpScIcu9QE+m3Ytottg5HxCIVMyssj1NWlcZz2ZzE9z6e2waZszDmEJp+P3rQiSFDoOehkL9TkBRBNkMp6J3wPdD7vks8H12oYCq19fN9uszRdKYV2S1iC7eQxLSNY6v/6YwU10e+8iJp1OclkJalU6dsbjhUOm5imeWRLjca2u1bl4ViWZVCeDOM/8SvY+Hb7B+3bhn70x6iLbqdywnnUNrZ9rwvlux7GgJHogrZhBNSAEUH5yCHjijtZOIaq7IN3JPdIJGJRlgihD+yEZYvwd28G34Wy3kQmLyA67hxs222TR6Mu5ZBM9CV6+9+gD+6G9a9DLgPhKIw7B9V3GPmcTWNj9wz8Wyr0d8t1fVQygbVpBbcsHMODz20l3ckKpAtnDWJU3zBG3WHsePVJfhVCCCGEONUk+BeiQFprVDiKVgboIpYMx8vwT1j4H/B93Tz7ebwAz/c19WkXM+cRHTgRa9C4o8uoPcjXnbgguKPzdxYIa61RkRhaqeO/mJbiZZgK9MoXO84t0N75li4iet5NpAo/U8eXEAsRC6tg9nX3+uA6yqtJ9h+GnbPJ5I9d/VKaRMRAv/1Ux4F/C/qF+1H9RhArH1jyVpOsC4mZl0Ex+/5nXk4m55HoPxzdawAc3lNQMzVhHp7j4nk+0YhFMmbgP/JjODaBX6oOvWcz+uXfE7rui1T2GkzdMTP4qaxLOucSTfQlPOsalNJorbC1Qa420y3LinbmeL9bvq9xbRtj/zbKPYc7r5nGig2HeGfjoebEj5apqBnei1lje1ERclFP/gJ101fJ1R6nyoMQQgghuh0J/oUokOf5QWm5UVNh0/LCG048H9s3ON3bHjxPHzPrd2bseXZdPwjKhk+Gre+AFQoyuk+5AHoNCMr1ZVPoTcvQK16Aun1Bw0nng1JBpv8i6C3voC7+IFD6DLBSUJEMYTbsRz/7aHDdLSJLXV5NaNrFVE6/hIaUg22XvqrCNBWhaDhY6l8QjX77CWJXfIJMEXn3WsrlXJJVvdCjpxfW1wePRfUdRq42g6U04XnXoR//+fHbhWMw+yoyTrD9I5kI4T/4r7B7UycXl0Y/9H3MW79BItGXdLb1e6s1ZLMOrV96995y1BUZG8pmXga/+RbWuteYMW0hs2+YSC6bw/c10VgE3ViLueLP6LWvoS68HTuX73aVWIQQQghxfBL8C1GEjK2Jz7gcXWjwP3A0qrwXudozI3lWKGRimkar5emFzIYahiIUMo8sMQ6SOp7IxI1ZWxObeRlaKYzLPwrpBvQ7L6J3bgiymierUBPPxfjwt9GblqLXvA7xClCAXeTKBSeH6mIZs4pkCHPPRvQf/6P9VQcNB9Ev/x69813Kr/ks9Y26TVK9QkUiIfSWVYVlsm+yeSXKc5sz6JeiIe1SftWn8B/5EexY3/GB/UdgXP9FUulg2Xk65xEeMRW14Bb0yw/SKgFjS+EY6v1/iWvFyKecoOLD+jc7D/ybuA76uXuJ3frXbYJ/0ZptuzihEKEbv4p+6PsYj/0YnagkUlEdDKxlGlGHdqEBNe86GDub1Akq/yqEEEKIM4sE/0IUIZdzifcfDlMugnde6PzgaAJ1xceLKrF1skSjIeIhMJRG798GrgtlVaiq/uSPLE9vL5gPhUzi4WDmWe/fDtlUELT1H45rO2RsujSr3SSbc4kPGoMaMBK96Dfod99qfcDhPejta9Ev/R7jms+irv4UmbxLPKwglijuZNFksDe9RJGIhWln0H/6z+NvN9iyEv3qwyTnXENtiQsNDDQc2lVcI+2jGw5hxPqUdlKCz7VRQdn7/xK9/k308mdhf4scAL0HBtnlJ84nnXWbc0b4vqYuZVMx5ULU4Br0kqdg8/KjpekicdTE+TDrClwzQn3KOVrxYVkRFR/2boW6/USjvcjluv8+/pOpIe1QXtaX0J3fQb/9dFAtpGmQRRkwejpq5hXQZ2iHySKFEEII0f1J8C9EEbTW1Dc6VF74AfxYEpY+1X5pserBqGs+hxNOkkmf3uC/Imlh5Rvg1T/ib1jSKmDVvQcSnr6QyIT5NKRtbPvoLHEsapGImui3n8Jf9RKk6o62iyYwJ5xL+dxryFkWqUzXXmPTRLz/558HS+g7kmnAf+gHGLd9ExWrxtMKY+w56O3rCj/X2Nlou/SZzVgIeOPpzkvKtaBXvYQ5/3osq8T9/+rI/4pu1/U8E/l8UBIvNnwG0XHnoLOpoLRcOIqKlwfZ5RvtNq/L8zS1DTbR5ABil92FgY9O1wel9sqqcG2HrAP5I7P2lmVCPgNFJBgE0OvfJDz9Ck7EuhqlFNGoRdTUGKYBOsirkXUV+ROcDPN0aEg7hMNWUC1k/g3oxsPge6hEBVoZZG1NtsFuUyZSCCGEED2HBP9CFMl1Peoa85TNvAJz9hVBHfmd74LroJJVMOVCVN+hZLM26TMh8D+8C/3wD4Nyesc6tBv97D3o99ZQftUnqWuwcV2PaMQiEVH4v/tu69neJrk0etkz6I3LiHzgG+hYrNMs4scTi1roLe90Hvg3cW38Rb8h9oFvkM66JCbMRb/8u6P1zjujDNT0heS1SSl7/g1DYYXD+GsXF97IzqHXvUF05BxSJQT/nq+g/8jiGplWkEE/3XbJv2UZhMNBOb5QyDzugITn+aQyPumsi2WFUVYE7Wnc4yTQa957nw3OaZgVgMarz7dZZRKUe0wX9xoB7BymUXyzYyViFrF4GL17M6x8Ad1wMCgL2X8EyRmXkqwsozHjnZBVLqdTU7UQ0/QwzQSYCj/j47rd+3UJIYQQojAS/AtRAtf1qW30CYVMouPOx5pwHkopPF+T98+MzOLhsIWlXfQjP2o/8G9p41L81x6lbNb7qE1BMh7Cf+zf2w/8W2o8hP7D94l95B/I5ksvbxcNm+jlzxTeYN829OG9RCr6BqUUL/so+k8/o8P95UeoBTeDFcIsojpAS6ZpoLONhQ00tHRwJ+bIWSWdM593SAyuQZdXQ8PBgtqomtn4Pq0C+2jUImaBaZno2r3oBpd4sopEVZJs3iOb6/zza8r1UIrgOo4z8BGOFv/E0XiX8zeUxS3Cbhr/3u+22V6hd2+CZc+iamZRfsXHaFT0iFUAnqfxvLM3CaIQQghxtpLgX4gucBwPp80E8pnxpToWAr3sGbALDFRXvIA571ricQNdfwDeW1NYu9q96C2riPUfV9Lsv2UZKN8NkvsVY/0bmHOuxn/hPoxL7oBrPot+5jeQa2cGORRBnX8TatJ5+E//BuuqT0DqRBT7M2DW5RhTLoBIDAwDPBe9Zwv6xQeg/kCXz+D7GjtnE5p9Jfq5e4/fwLRgzvvItPgoKhIWlpuFV/+Mv/5NcHLNwyR64GiiMy8nOmIy9Y0Ornvq+6/n+RCLQv8RwV7+AqmaOXhdKKMZi1qE/Rz6/u90klBRozcsQedSlN3wJVy3/fwYQgghhBBnOgn+heiBDONIebjVrxTeyMmh175BbNwceG1RUefTy58lev0E0iWUllNKgVNkxn6AXAaFRh/chf/bf8S4+WuoT/0A/e5bQcLAXBpCUdTo6ahJ54Fj4//hB3B4d8mzxZ7no8rK0JE4jJmFccEtgEavfBG9ayN4LqqsF2rKBaiPfge9dyv69/8M1UO6FKSmcx6VE+dD7T5Y1slnY5ioqz6Fn6gi1xhE/xVJC6tuD/qhH7Q/ELR7UzDDPfkCKi+6jdoGfcqD26YVB2raxein/ruwRoNqoLwXjl36Ept4xEA/+dvCKilsX4de9waxETNJZST4F0IIIUT3I8G/ED2QYSh0LlNceTiA/e+hxs7GP7izuHYHd2CEwkDxQbzWGkKRotsRiaGVCmbcD+zA/+VXYdR01LzrMEZOA9ME30OnG/Cf+z9Yc2SffkV1yUnNfF/j2jbm5XehRkxGv/IQeuXzrZMoAnrNq1A9GOO6z8Od30ElK5uD8VJ4nqa+0aZi/vth0Bj020/Bns1HDzBMGDUNdc41+OV9qEsF1xMOW1i+g364g8C/pVUvoSv7UDbpQupSpza49Twfz/Uwa2ah171x/FUn4SjGRbeBMsjlS0veGA6bwaDTlpUFt9HLnyU6fi7pbGElMoUQQgghziQS/AvRI5U6y3wkoik2sulqIGRZMGBU64D2OFTNLLRhosbMOrplYPNy9OblnV6OGjUdN9c2B0IkYhG1NIYCNLhakXN0m33utq+Ij5iMfuZ/0Wtfg/4jgpn+qv5ghiDXiN64DL3uDfzf3o1xx/9Da1Vapv8WXNentiFPbOAEYjdPDrLn1+0PZvurB+EbITKOJttikCEeAr10UcE5CvTbT2HNuAzTPPVL2zO2JunnMa75LP7Tv4aNb7d/YLIK49rPgmnhOm7J1xkKmbB+MTSVfTQtVM1s1NjZEC8H30fX7Uevehl2HelfB3ag0w2EQtFWlTGEEEIIIboDCf6F6IF830dF48Hy9Hym8Ia9BqKVQlX1Rxex95pe/dEFlr47llIK7TioaRehCw3++wyF6kF4toM16Tz0K38At5AZYAUzLqNlaoJoxCIRMyHbCEtfQNftRylFuP9IIpMX4MdCNGb95kGAaNiEHevRB3Zg3P63UNUPve519Irn0U3L/qdehDr/5qBM4qJfY1z/F8W/Me3wfU0645DOOESjScw+5YDGdXzyx8yAG4bCKnbrRzaF3rSM6KDJpLOnNvjP511i4RDm4T0YCz8E865Fr3wh6BOeB+W9MCaeByOnondtQPUZSqqhhO0iRxjah2yQ90FNuxg171rINKLXvIquP4hSBvQfEazeSNXhP/O/weBULo2Kxk7UyxZCCCGEOGUk+BeiB/J9jZu3MSeci17+bGGNrBBq4nlkXUV0+kJY93rB51PTLiZXYhZ0rXUQaI2egR4yHnas67yBaWFcdBt67zb8qsF4nsa44NbCkuHNuhyiSfL1QdAYj1nEQ+D/+WewdRVNSxg0wIa30YsfRk1eQMUFt9KQsrFtD0Np/G2rMW75K/SyRegHF7WqpqAJloczcDTGlZ+AimpI11NRUUl9fQlJEY4RjYaIh8CwzKDygDJRySRRC7IOzeXoTNNApxubA9yC7d2COXhil6+zFPUpl8rKARj1B2DnOtT4uahzrwtWVGQa0dvXwrtvocadQ0PK7tJqCq0UhKNBIsgJ5+I/8atW2w2CPrAE/dojqKkXYdz4Zfw//RTC0ZK3jQghhBBCnE4S/AvRQ2UdSM68DN55sdWe9I6o8efia8hkbGJ9hqALzbyerEKNmUm2vrRZWM/zwYqg33wc49rP4T/5q473YUcTGO/7VLCfHwPHN0jlXKomnIvyPfRLvwO/neXYSsGsKzHmXUddY3CdkYhFPKzw77sbDu/p4OLcYEY/VUf5+z5FNu+B72Oc8z70qw+hV77Q8QvbvQn/ge9i3PZN9KHdWIOSxb0xxzAMRWXSQqUOw+Kn8De8BUdWW+h4OebkBZRPX4gdCtGQPrK0QZcQHPt+F1ITdo3WmtpGh3iiD7HJfdFOHnZvDvpveTVq0nnkszaZ+nyXtyU4riYycT4K8B/4brCFoj2uE2ydSNVhXPNZsEK4tV0fxBFCCCGEONUk+Beih8rnXWJlCcz3fQb955+2HxQ3GTwWddFtNKYdtIZ0xiZx/V/g33831HdSWz6aQN34FXI5p+RgTGvI5RwilX3Rz/wvxlWfhMO70SteRO/eGAS4Zb1QE+ejxs+F7evwX30Y4wPfJFebQWuobbCpmDAfc/zcoN2+rUcCXwXVg4Is8uEYdY355tnieJhgsKCjwL+lTcvQ7y4hNHoW2rdR+7Z3Hvg3SdfhP3dvsAKglED8CKUUlWUh1Po30c/dE7xpZb0gURF8rg2H4c0/4698gdCNX6G8rC/pnI9KlqGtcIFbIo6o6o+HweksWZnJOmSyQcJCs984lFL4viZ/OHvCZt3zeZeyWAT97L0dB/4t6HffgtEz8IdPaa5OIE4+pYJVLBCsaJL3XgghhCidBP9C9GD1KZfKweMwbv1r9OKHYft6WmXni5fDlAswzrmaxrTTnMQsm3MxYhaxD/4d+tU/BBnYW5bjM0zUmJlw/s04VoxUurQl/02yeZ/o2Nn4K19A//IrqPHzUDMvRV36YZRpoY/sRfcf+B4c2oW68Svkc3ZzXkLf19SnXOLxENGZl6IMI7heKwyA7WhSjXZz4GBZJqZp4K97o+Br1MuewRo7G5SFv+K5wl/c1tVg59CxMkoNqBMxE7VzPfqF+1DjzkFNvQj6DQ/KGRoGhGOweUXw/j30b4Q+/A9YViSYxR87G91U6eB4rDBqwjw8+3TN/bcW9MeTMwgRCh2pBrFhScFt9PJnMUdNOynXI1oLhUxiIUU4FgbHDga8wjG8fJ6MEwzeCCGEEKI4EvwL0YM1LaNOlA8ket0Xg6R2O94NZoIr+qCGjsPJ2TQ22m2y2qezLm7EIn7ezZgXfAC9bTVk6iGSQA2fhK8Msg5k06WXsGvieT6pjEPyxq/gP/bjINFb08y6UkerD1hh1LWfx+87jFSLrPahkElFMozevQl/2SLY+s7RNoPHEppxKb1GTKYx7ZDPu0QiJnrD0uJmxPe/h85kUNFI8PwF0+i1i2HmFUW0OUopiEbD+EsXYXzgryEURa98Hv3Ij45m8a+oRk25EOPqT6O3roK3nyI+93owDNTMy9BrXy9o5YEaPw+UwjLazq5GoyFChsZA46NwfEU+73TbknfhkIle/1pBW2Ka7d6EzmUIhUJtfl/EiZOMW0RDBnrVy/grnz+6MiMcxRg/j+TMy4mXl1GfcmUlgBBCCFEECf6FOAsEGeIhEoljDp+JUsFsuV2XxfM6/vKcz7vk82BZPuGBE5vjcCfn4ThdD/pbyuVc0BbJG7+C3rMl2Ge9a2MQnJX1Qk06DzV5Aa6nqW88GnSGQiYVZWH00/+DXv9m2yfe+S5657vooRMou+4LACitIXW4+Iu004BXfCnEdAOeU9pMZSQSQh/ajXHxB9H73kMv+nXbLRz1B9Gv/AG9dBHG+/8SbYUwQ1YwcmCYqEs+iH72/+i0JuPA0agLboGDuwj1Gtz840TMIha10A2HYf3rwWqDSJxwzWySvfqTzTqks91vFtbAh1Rd8Q2zjRiR3if8ekQgGbeI2I34v/0XSNW2ftDOBYOC77yEcelHqBwzm9pGRxIwCiGEEAWS4F+Is0ipS2Vd18ctZpa8RLm8S972iFYMIXb5xzEjEQC072Pn8mQzfpsZ1/K4hX7xgfYD/5a2r8X/888ou/bzZPMuWJHiL9AwwSzhtmmFKXWC0jIV+C5k6tBP/3fnAw+ZBvyHf4jxwb9FO3mU5+I/9AOMm76Kuv4L+K89Bvvfa90mEkdNOh8179ogB0IkBnMGAFCRtLAydfh//g3s3tS63Zt/RvcbRvSSDxOq6E9d6sQOBp1sWqnmbSFFMUMSbJ4k4bBJ1NT4D7YT+LekffSi36BiZST719CY6X6DT0IIIcTpYJzuCxBCiJa01mSzDocbbA4caOTgwUYOHkrTkHbbBP7hsAVOFv3Oi4U9+dZ30Ad3YhgKRk4p7sKiSVR5L4jGoap/cW1HTMHVJd5utUb1HoS/+JHCVhxkGtDLnkVpghUCjYfRm5bDkPEYH/gGxu1/g7rgVtR5N6Ku+gTGp36AOud9Qbut7wQVDjSUxS2sxoPo++5uG/g32fce+nffxTy0nfJE9xpLdj2K7wOJSlRldZdKDIqOxUIq2LbTWeDfTKNf/QORaBh1ZqSoEEIIIc54EvwLIc5oncW7sZBGL3u2uGX4S58mhI8q6wUDRxfebtJ5uLZDPmujpl1ceLuKPqjBY8iVuOrCDJlQuxf2vXf8g4/Qa16FcCQYsJj/ftTY2fi//Qf8n38JvfqV4KBwFGr34993N/7P/xK9812Mm7/enO0/EgujH/0xOLnOT+a56Md+QjhsYVnd509KPu+geg2AfsMKbzT5fJycLfvMTwLDUISiYVj1cuGNDu1G73+PaDR08i5MCCGE6EG6zzc1IYQ4hmWZsPPdotronRswo1GyeQ+14JZgKf/xJCoxZl9Jxoas7aMmnQ+9BhRwNoVacAt2FwJG39Po7WuLa5RLQ91+tFKo6ZfgP/SDoKShnUO/8xL6pd+hn/8t+vXH4ODOIOv9ov+FgztRE85FA3rLOwXOwAL5DHrdG0TD3edPitbguR7GgltAFXDdZb0wZl6Go2Wa+WSwLCPIK5GuL67httWYSgZjhBBCiEJ0n29qQghxLKXALXKv+ZHj0xkHv9cg1LWfBysUzNDPeR/qotuDZfHTLoZoApJVqFv+irxvYtsuruuTyXsYt3wdeg/s5NoM1GV3oodNpDFTemZ47fvFv0ZAuw6+r4OZ/tq9hbTAf+UhsIKs/rqYGVhAr3qJaKT7LP1XCkzLDJbyX/WJznM5lFdj3PgV9OG9hCTQPElUcZUXmrgOqrNElkIIIYRo1n2+qQkhxDG050OyEg5sL7xRshJ9JFt+XcqhcuBYzE/9MBgA2PoOum5/ELiPnYO64FbwfXKORyp9NDDRGrAiQWK99W8FGcj3bQsejMRRE+ejpl4IkcSRHQmlBydaKSgrIbt8vBzTMvFXvFB4m7p96N2bMQaMxG84VNz5Gg+jrBBwnG0CJWhZ7fFEiURC6MN70X/4Psb1X0R99J/QK18MBkuyjcFB1YNRUy9EjZ+HXvMqeslThD7+zxhZT5b+n2Baa1S8DI2iqN+Xsio0BiClF4UQQojjkeBfCNFt5T2ITl4QJKorkJo4HzsXVC4IhSxMy0S/vSgI4FssOdYAvQeh5l5NZMQ0sqaP5/lYlkEiFsK//zvge6ipF2Lc/LVg5thzUeEoeucG9GuPoTevQF33eZLVI0vOSJ7Pu8RqZqKfuxcKrbgwcDQqlkRn01C3r7gTbn0H+o8As4DtEC2Z1gnLgq+UIhq1CIdDhMPBdXi+Ty7nYuedE5JwzzKBLSsh24j/wHdh1FSMqRdhnH8j2s4F20G0j17/Jv7v/6W5SoKuO4hllWHbEmyeSI7joRMRGDoeCt3mYlqo8fPIZyUBoxBCCFEICf6FEN1WNucSGzkFnawsrGa7FUZNXkA2EwTx5YkQ/uM/g80r2j/+0C70479AzX8/ldMv5XCDTTRsoNe+1rzaQD//W/TLv4dEZTAAkEtDpqH5KfQL9xP58LdJZb2SgmPXDQYdjPHz0KteKqiNmnEpeccnXMJ2AVwb7bmogaPR+wtfUaEGjsbP59v83DAUkYiFOpKS3fP8TktORiIWyWSU3ftTLFu3k937U3i+pjwRZtKYaiaNqcZ1PNLpfJdWAyitjw6maB82LcfftByiSYiXBZUSUnVtB1w8B2XJvv+TIZv3ic28rOAcF6pmFj4Kx5FSf0IIIUQhulXw/+STT/Laa6+xZs0a9u/fT11dHaFQiOHDh3PBBRfwkY98hKqqqjbtxo4d2+nzVldXs3jx4pN12UKIk8T3NfmsTfjaz6N//y+dz4wrA3XVp3A9jeN4VCQs9NtPdBz4t6AXP4waOJp4r2FEoyH8Fc+1PsB1oP5A+40P70Hv3Ua0fBDZbAnBOJDOQ/mFt6L3bA4S9HVCTTgXNXIa+bRNJJYItg0UEyXHK3AxsWZcBiueL7zdjMvItojBTNMgETUIR8Po3VuCvAOGCQNHUVbVi2zeI5N1Ww2IRKMhwpEQDz79Lrv2p1o9/QE7ywtv7WDx8l1cc+Fo+vWK0dhY+hYDHyPYMnKsXCr4X0diZfiuLPk/GXJ5l9iQcTDlQjhe+c6q/qiL7yCVl89CCCGEKFS3Cv5//vOfs379esLhMH369GHs2LEcPnyYtWvXsnbtWn7/+9/zP//zP4wbN67d9pMmTSIcDrf5eWVl5Um+ciHEydKYcamsGID5gW+gn/rv9oPjyr6oSz6E338k9Y0OphmUFStmP7x++0miV38WbWePG4C3sWkpoZkDyBbXqpltu6QNi8QHvoFe9Gv0xmXBbHVL4ShMX4iaew31jXawjDpmwfBJsHVVYSdSCibOJ5vzKEtUosbOQb/71vHbDZ2A6jOEXG0muJSwSXkijH7nBfxlz0LDwVaH64Gjic67jkj/UdSlgsSElmUQj4d54Mn17DuU6fi9cHwefW4jN18+lvJEmGymwK0QbZ7HIzb2HPSLDxSeaG7AKFQ0jlN74vMaiGAwr77RofLC29DJKvTSpyB/zG+NUjByGsYVHyPj0OkqEiGEEEK01q2C/w9+8IOMGDGCadOmEQodrev77rvv8tWvfpUNGzbwla98hccff7zd9j/+8Y8ZPHjwqbpcIcQpUpdySMb7EP3g/0Mf2AHrXg+W34ejUDMbNWg0+axNqtFB6yPJ3rasarU8/7i2rUY5eXQpyfscu8sZybM5F19bJC+7C3XxHcHMaN1+MAzoPwo1YS6e41HXkG/eE5+1fWIzL0cXGvwPnwyROHZdnkY05Zffhc5nYNvqjtsMGoNx3edpTNtoHZRsK0+G0U/+F3rDkvbb7N6EfugHqIUfonLsXGobbcJhizWbD3Ua+DfxfM3zb27ntqvGkcvaJS3/dxwPPxZCjZmJXv9mQW3UjEvJ5mWv/8nkuh61DXnKpl6CNety9Ltvwq5NQTnK8mrUlAsgHCeVc8nJZyGEEEIUpVsF/7fccku7Px87dizf+c53uPnmm9m0aRObN29m1KhRp/jqhBCnUyrrks65RJP9Cc+5DqU0WiscbZA9nG21vNxQGg7vLu4EWqMbDqGqBxafkTxWFiwzp2uJyfJ5l3w+mFmPTl6IceT5XAxyjW0T4Wk0auBomLzg+KX7kpUYl34Y/8j7ZNsejUpRdt0X0JtXoJc9A7s3HT2+7zDU9IWocXNIpZ3mGdhExEC//VTHgX/Lq3vuXlS/4cQS/YhGQ6xYt7/g92L/4QyH63NEIyFyuVK3U2jKLv4ges+WjrdtHKFqZqNGTSdbL7P+J5vn+dSlfEzTJzZ8Jubw6SgFvjbIuWDXt80tIYQQQojj61bBf2dGjhzZ/O9sttTFtUKI7kxryGadY5bXtzc7qILlw8VSRlBWbNgEeG9N4e0mzudEJoe3bQ+71Wr39gcVohboFc+hFtwC8XL00kXt50UYOBrjyk+gt63BGDsHyzJw3SAxn+t6RAdNIjZyKjg22s6iQlGIRMnlHLL1eTwvOH/zdorlz7U9R3u0hiVPELvsLrK2x8G64u7dG96rZdrYPkW1aSmfd7EMi9jtf4P/+M9h+7q2B1khmHIR6vwbqW+0pcTfKeR5PqlMy74tWf2FEEKIrugxwf/SpUsBiMfjjBgxot1jfvrTn7J//348z6Nfv37MnTuXq666qt08AEKInsvzNQwcU1wj00JV9SVne0RmXoYuNPgfMg7i5eTrTuxsZThsYRhHM+g7TuvRBdM0MEMh/Nf/iF7/FsZld6JmXh5UKti9KcjoX94LNfE8qKhGL3kK/dbjoH2iI2eTOrKKwPM06YxDOuNgWQZKxdF58DLZNsvtg+0U7xS1nUJvWo5xqUcpMbXtdH1EJZ118SMW8ev/Isjuv+J5dMMBlGFC/5GoyRfgQ3MehTPJ8fqAEEIIIURL3Tr4932fAwcOsHjxYr7//e8D8NWvfpVEItHu8Q899FCr/37kkUf493//d37yk58wceLEE3JNlmUUdbxpGq3+X4hCSd8pnet6qAEj0JX9oG5fQW1UzWx8DXnbIzp4HIyfh173eueNoknU5XeRd/yi7w3tXoNSRMMGkbCJTjdA7QEwDFTvQeh4mJx7NAGaZRnoTAM4edj/Hv7/fTtIWDd5AWrGpSjThGwKvfIF9Lo3jq4IOLQbc5Tu8Hqbtk+01+8sQxefDNH30A2HiVQMKK4dEA1bGKr4++6xHM+nvtEmHC4nfM61GGh8wEeRt3XzdooT8Rl2lWEoQmGLcNgilbGpTdkYhqK6MkYsDp7rnfQkeHLvEaWSviNKJX1HlEr6TmvdMvj/zW9+w3e/+91WP5syZQrf+973WLBgQZvjL7nkEq677jrGjRtH//79SafTvP766/zwhz9kx44d3HXXXTz66KMMGFD8l8+WDENRVdX+wMPxlJfHunRucfaSvlMa7Tqoudegn/qv4x9sWqi5V2NEolRGjvzssjshWoZuPIgx6Tzo1R/MUBBQb1yK3rUR4/KPQrycmBUiFj8x18x7q/GXPNVq/702TBg1ndi8a4hV9kVZwWomncq3zkywZzN6z+bjZCtQhEIWVfHiV0Rp3zuSD6E4SilMUzGwT5LdBzops3eMiaN7E4uFicVO3uqtM21dmOf5bN5Rx9tr9rH3YLr554ahGDO0knnTBlJeFjslAxVy7xGlkr4jSiV9R5RK+k5AaV1KnuTT68knn+See+7B8zx2797NwYMHsSyLyy+/nL/7u7+jvLy8oOc5fPgwN954I7t37+amm27iO9/5Tpeuy/N8GhqK27Nqmgbl5TEaGrLN+2aFKERP7zuGoTBNI0j05Qez9Sf6+cviFnrJE/DGnzo+0LRQ13wWf+BYGrNHryEctoiHFTh59PJn0bs3guehynoFGckHjcFzXBozXZ+FNQxFeSKEv/gRWPp059f6vk/jDxlPOudTnozg//xLkD9+Bv0m6oqPY4+YTjZX/PsdjYaI7NuAfviHhTcyLYzP/Ji8b7J9byN/fmlLQc2G9C/j+ktGk2o8OxLwGYYikYzy0pIdrHy34+SElqm45sLRDOiTIJs5OYnxevq9R5w80ndEqaTviFKdDX2nvDxW8MqGbhn8H2v9+vX84z/+I2+//Tbjx4/noYcewjTNgtref//9/P3f/z2VlZW88cYbqFKSgB3heT6HD6ePf2ALlmVQVZWgtjbdJlO3EJ3pqX0nErGIhcAKWejafUEN9mQlRBLkbC8oeXeCkq6ZpkFlWQh2bUS//WTrhG+mhaqZBXOuxktUUZ9ym5e8h8NmUM7uhfuDLPq6nfe/qh/qui/iRCtoSHdtAKA8YRHa9Bb62XsKeFEW6o6/Jx2uImppzDceRS9/trATReIYn/4htS2S+BXDMBS9qmL4//VXkKotqI0aPw990R3UpV0qK+P86cXNbNlZ3/llhk1uf994QkaQ4PFskEhGWL+1lheX7DjusZap+PB1EzGh5EoInT5/D733iJNP+o4olfQdUaqzoe/06pUoOPjvlsv+jzVu3Dh+8YtfsHDhQtatW8fjjz/OtddeW1Db6dOnA1BXV0ddXR1VVVUn81KFEJ0oT4QI+3n0G4/jr30N8i1W0gyqITrzMqLDJ9GQck5IcjPP86ltsIn1GUX0ui8G52s4GOyjr+qPjyLrQLbxaAAVzMIfp449QO0+9P3fIfTB/0c8liSTLW0AwDAU4WgY/60nCnxRLrz1OPGL7iBtQ3LWFbD6lWDv//FMvwTXdkoeGfd9jZ2zCc2+Ev3CfcdvYJgw531knKBtKpXn6gtH8cxr77Fuy6F2m1SWRbju4tFEQgbp1NlR8s0wFNFIiLfX7C3oeNfTLFm1l/NnDDopwb8QQgghuqcek/kgmUwyZ84cANasKbwEVygUav6350mmZCFOl/KERSi1H/+ev0Uvf6514A+wawP6j/+BfuF+KpKhE5a4xfeDbPaH6vI0eiFSyYGk4v2py2gONzhtZpZjUQu9fW0BdeyBfAa96H+IRUofZ41EQuidG4NBiQLpDUswjGBww7NiqOu+AFbnu9fV2DkY51xNKte1UfF0zkdNXgBTL+r8QMNEXfUp/ERVc4Bq2y7pVI6Fc4fyiZumMHNiPwb2SdKvd5wxQyu58dIx3Hn9JKJnUeAPwWqYbbvqSWUKD+TXbz2MaRmS4EgIIYQQzXrEzH8T1w1m1ooJ4jdu3AhAJBKhsrLyZFyWEOI4wmGTsPLx//BvkDvO1plVL6ErqimbfBF1qRO7fMu2j3/viIYN9LJFhT/pzg2QriMSSZaUhd00NOwtbB98M89F1x/EjPSmPu1Q0WcE5gf/H7zxR/TGpeC3eJ3Vg1DTL0WNn0d9o93lJXGe51PX6FBxwa0wqAa99CnY997RA5QBI6ei5l6DX9GPulTr98S2PWw7QyRiMXtiP6wpJkoF5Rldx6W2Nn3Ctn10F8pQ7D1U3JYyx/VpTNuYptFj9zgKIYQQojg9Jvivq6vjrbfeAmD8+PEFtXFdl1//+tcAzJ07F8vqMW+HEN1KLAT+8mcgV1imd/32U1gzL8M0/VMa2FiWgfI99Pb1xTVcu5jw1Mspaa5aA6WkZvGD90VrqEs5xGJVxBZ+BOOSO9D7t6M8F13WC1XVn1zOJttQ2j7/9riuR229T3zIZKJjZqDrD0L9gWCZf58hYIXJ2ppMY8cz2fm8e9JL1nUfqqQuoDWUUHxBCCGEED1Ut1kP+NZbb/HTn/6UnTvb1pBes2YNH/vYx2hsbKRfv35cccUVzY99//vf55FHHiGVah1U7Nmzhy9+8YusWLECy7L43Oc+d9JfgxCiLcNQhKIRWPVK4Y1yafTGpUQj7Sf2tCyDUMg84eXOlFJoOwvHKZbXRjaFQYn76FHQe2BxjZSBKu/daoY8m3U43OBQn1PkqkeiRkwmG+vNodoMqYx7wgdRfF+Tyrgcqs2SsirI9BlDutdIGmyTQ/U2mbMkUd8JoTW9K6NFNTEMRTIexvdl1l8IIYQQgW4z1d3Q0MCPf/xjfvzjH9OnTx/69u2LaZrs2bOHAweCskf9+vXjF7/4BYlEorndli1b+NWvfsW3vvUthgwZQkVFBY2NjWzduhWtNZFIhLvvvpupU6eerpcmxFnNMAx0LgPpuuIa7t6ENWRyi+dRxKIW0bCB0j7azgX17q0YubxDNt/1VQJa6+PunW9XKIIucQo2n3eIj5yCjpdDpqGwRiOnok0Lx7HbPOQ4Hlpr4vEItu2VNKNcDK2RGfwuyuddxgytIhreTq6ArSkAY4ZWArrHZjYWQgghRPG6TfA/ffp0vvGNb/Dmm2+yadMmtm3bhm3blJeXc84553DxxRdz0003kUwmW7W77bbbqK6uZvXq1ezfv59du3YRCoUYM2YM8+bN44477mDo0KGn6VUJIZSieYl6UXyfphn45tJ7761BL30GvSMo2acB+o8gMuNSomNmkko75LoQiHqejwrH0H2GwoHthTccMxNHG0DxSUU9T+PkbKxpF6Nfe7SAFgo1+0qy9tm1L74n8zwf2/GYMrYPb606fsZ/pWDWpP44tgy6CCGEEOKobhP89+7dmzvvvJM777yzqHbnn38+559//sm5KCFEl/m+RsUSaCsMbtuZ6g5V9cPDIBRSlCfD+E/8EjYubXvc3q3oJ36JHlRD8v1fQmOVPBOtdVA3PTL9EvSiXxfWqPcgVN9h5GozJZ0TIJ33qZx9JfrAjvZfYwvqwg+gqweTbSjivRRnvFzWYd7UgRyozbJ1Z32nx158zlAqyyI0NmQ7PU4IIYQQZ5dus+dfCNEzeZ6P5ziocecU3si0UBPPI+9oyhMW+rl7jxsUs2sD/mP/QVkiHKw2KFE276PGz4X+I45/sGGiLrqdfM7u0vJ61/VpSNkYV30Sdf7NkKxqe1DfYajrvoiedD71KeekL+cXp5breqRSea69cBTzpw8kGQ+1OaZ/dYIbFo5h3IhepBpz0geEEEII0Uq3mfkXQvRcWUeRmHUFrFkM+vhbANTYOfjKwDB0kPxv9eLCTrR9LXr/e0TLBpItMeGc5/mkMw6JG7+K/8gPYfem9g+0wqj3fRq/73BSqa4nt7Ntj7qGPPGJFxCeeSl65wY4tAdMEwaMQvXqTy7nkG5wgtwEosexbZeGBp/JY6qZPWkA2/c0UNuQwzQMBvVLUlEWIZ9zaGzISR8QQgghRBsS/AshTrtcziFWXolx6UfQi35Dp9n0+w1DXfIhGjMesZBGv/1s58cfa+kiYpfeSbYLK6KzOReNRfKWr6N3bkQvWwS7NoLnQlkv1OTzUZMvwPXVCZ2Fd12fBtfHyHpEeo3AqB4FaDxPk6/NykzvWcB1fdxUnmzGproiSt+qGEEf8Kk9nD7dlyeEEEKIM5gE/0KIM0J9yqVyzGxUogL96sNtE+qFo6gJ56IW3EI642LbLmWxMHrXhqLOo3dvxIxEga7NxudyLrbtEe01nNhVn8IIR4Ln1z52Nk82q3Gck5Nwzfd1ySsXRM8Q9AHJ6yCEEEKIwknwL4Q4I/i+prbRIdF3DNHbv4U+tBu2rwXXgfJqVM1MPMcjnXawm8qdKQVukQF2sccf55ozWYdMFsBGKc7o2XelIBoNETIV2nOJRUNkc46UgxNCCCGEOAtI8C+EOGNorUllHNJZh0isL9aEfqA1WinyjW2DVO15UFZVXNm9sqqg3Ulwpgb+SimSMZNINIzevx12rEV7HuGKaiI1s4JBFVsfHVQRQgghhBA9jgT/QogzTlNJvePJe4rolAvRW1YW/Nxq0vnkc2fPcmnDUFSWhVDb1+IvfgQO7Wr1uH7utxgTz6V8wS2klCJXYhlEIYQQQghxZpNSf0KIbiubc1HDJ0JZ78IahKKoSeeRtc+OZe5KQWUyhFr7GvqP/9Em8AfAyaFXPI//+38mGTMJh2VMWAghhBCiJ5LgXwjRbfm+Jp+1Udd9AULRzg82TNQ1n8Vx/bNmj3skEkI1HkS/8NvjH7x3K/qF35KMqJN/YUIIIYQQ4pST4F8I0a01ZlzcsmrUbd+CASPbP6j3INRNX8XvP4qG9NmzrD0eApY8WXAyAr3uDQwFoZB5ci9MCCGEEEKccrK+U4guCoctLCsYR9Nak8+7+P4Zmvmth6pPuSRiVcRu/it0/X5Y+zrkUhCOQc0sVN9h5HM2qZRzxiblO9FM08CwDPwNSwpv5LnotYuJ1JyLI5UEhRBCCCF6FAn+hShRPBYiFlbg5GDnBnBtKK8mMWg0Ts4mnde4rmRPP1XSWZd01iUa7UV4xpUoNBqFow1ytZmzJuhvYhgKnUmBV+RKh7r9mJxlb5YQQgghxFlAgn8hiqQUVCRDmA0H0M88DNtWtVpWrZOVWFMuonL2FTSmHfKSPf2UyuUccq1+chYPwBgl7OwyJPQXQgghhOiJJPgXokgViRDm3k3ox37S/qxqqg792iPoHespu+Ev0Frqp4tTz/N8VHkZOl4OmYbCGw4YhYfBWT1oIoQQQgjRA0nCPyGKEA5bmF4O/cf/PP5y6h3r0C/eTzIiv2bi1PN9jZOzYdL5hTeKl6NGTyMnq1WEEEIIIXociUqEKEI8DHrZM8H+/gLota9J9nRx2mQdMGZcBtFEQcer2Vfi5Gw8Txb+CyGEEEL0NBL8C1Egw1BYkTCsfqXwRq6DXvMq0ZDUThennm272FioG79y/AGA6QtRUy8ilfNPzcUJIYQQQohTSvb8C1Egw1DofBZy6eIaHtqFoSSgEqdHQ9qhvKwvoQ//Ayx5Er12MeSzRw8YOh4183IYPI66RhvPk74qhBBCCNETSfAvRFFKnMGXVdTiNGpIu0QiEWJzr8dacDO67gDKdyFRgQ5Fydk+2YY8vi8dVQghhBCip5LgX4gC+b5GReLFZ0/vM+RI9nSZURWnTz7vks+DafqEI1Ukk1EaG7Pk0vnTfWlCCCGEEOIUkD3/QhQoyJ6eLy57uhVGTZxPzpbAX5wZPM/HcYIyfq4r/VIIIYQQ4mwhwb8QRcg6oGZcCuFoQceryQvwPC1BlhBCCCGEEOK0kuBfiCLYtourLNT1fwFWuPODR0xBLbhZsqcLIYQQQgghTjsJ/oUoUkPaxes9FHXH36HGzgHDbH1AZV/UhbdhXPs5GlJO8xJrIYQQQgghhDhdJOGfEEXSGupSDrFYJbGFH8G45EPovVvBtaGsF6rPYOysTaYhL8v9hRBCCCGEEGcECf6FKFE265DNQihkYvYehVKgtSZ/OIvWUjJNFMY0DQxDobXkhhBCCCGEECePBP9CdJHjeLK0XxTFMBTRiEUsYqAA7eRRVhhtGOTyHtmci+/LAJIQQgghhDhxJPgXQohTKBw2KU+G0dvXo5ctQr+3FtBogEFjiE6/lNioqTSmHfJ59zRfrRBCCCGE6Ckk+BdCiFMkFAoCf/+JX8HGt9sesGsjetdG9JDxlF3/RQAZABBCCCGEECeEZPsXQohTpDxhoZ+7t/3Av6Ud6/D//DPKEmGUOjXXJoQQQgghejYJ/oUQ4hSIRCzIpdGrFxfWYOs76IO7iEZDJ/fChBBCCCHEWUGCfyGEOAVilkYvewYoIpHfsqeJyeYsIYQQQghxAkjwL4QQp4BpWbBrQ1Ft9M4NGJHISboiIYQQQghxNpHgXwghTgFlKHCd4hq5Dko2/QshhBBCiBNAgn8hhDgFfM+DsqriGpVVoT3v5FyQEEIIIYQ4q0jwL4QQp0DeBTVpQVFt1MTzyefsk3RFQgghhBDibCLBvxBCnALZnIsaNRWSlYU1CEVRk+aTtf2Tel1CCCGEEOLsIMG/EEKcAr6vyWdt1LVfACvc+cGGibr6Mziuj+tK8C+EEEIIIbpOgn8hhDhFGjMuXkU/1Ae+CX2Htn9QrwGoG7+CP2A0DWn31F6gEEIIIYTosaSCtBBCnEJ1KZdEvJrYbd9CH9oD616HXBrCURg7B9V/OPmsTSrloPXpvlohhBBCCNFTSPAvhBCnWDrrksm5RGJ9CM+6GkNptFbY2iB3OIuWqF8IIYQQQpxgEvwLIcRpoDXkcg65Vj+Vsn5CCCGEEOLkkD3/QgghhBBCCCFEDyfBvxBCCCGEEEII0cNJ8C+EEEIIIYQQQvRwEvwLIYQQQgghhBA9nAT/QgghhBBCCCFEDyfBvxBCCCGEEEII0cNJ8C+EEEIIIYQQQvRwEvwLIYQQQgghhBA9nAT/QgghhBBCCCFEDyfBvxBCCCGEEEII0cNJ8C+EEEIIIYQQQvRwSmutT/dF9BRaa3y/+LfTNA08zz8JVyR6Ouk7olTSd0RXSP8RpZK+I0olfUeUqqf3HcNQKKUKOlaCfyGEEEIIIYQQooeTZf9CCCGEEEIIIUQPJ8G/EEIIIYQQQgjRw0nwL4QQQgghhBBC9HAS/AshhBBCCCGEED2cBP9CCCGEEEIIIUQPJ8G/EEIIIYQQQgjRw0nwL4QQQgghhBBC9HAS/AshhBBCCCGEED2cBP9CCCGEEEIIIUQPJ8G/EEIIIYQQQgjRw0nwL4QQQgghhBBC9HAS/AshhBBCCCGEED2cBP9CCCGEEEIIIUQPJ8G/EEIIIYQQQgjRw1mn+wK6owMHDrB48WJWr17NqlWrWLduHfl8njlz5nDvvfe22+YnP/kJ//Ef/1HQ8997773MmTOnzc937NjBT3/6UxYvXszhw4fp3bs38+fP5zOf+QxDhgzp0msSp04p/afJ8uXLueeee1i2bBmHDh3CsiyGDBnCBRdcwF133UWvXr06bLt27Vp++ctfsmTJEhoaGujbty8XXXQRn/3sZzttJ84cXek7mzdv5r/+67944403OHDgAGVlZUyZMoWPfOQjnHvuuZ22lXtP96a1Zvny5Tz//PMsXbqULVu2kEqlKCsrY8KECVx//fVcc801KKXabZ9Op/nlL3/J008/ze7du4nH40ydOpW77rqLc845p9Nzv/HGG/z6179m5cqVZDIZBg4cyBVXXMEnP/lJ4vH4yXi54gTrSv958803WblyZfM9a/fu3QDcc889x+07IH+3urtS+05tbS3PPvssr732GmvWrGHPnj0YhsGAAQM477zzuPPOOxk8eHCn55Z7T/dWat/Zu3cvf/jDH1i1ahVbtmzh8OHD5PN5qqqqmDJlCrfccgsXXHBBp+fu6X1Haa316b6I7uY3v/kN3/3ud9v8vLMv4H/4wx946KGHOnzOPXv2sGfPHqLRKIsXLyaZTLZ6fPny5dx1111kMhkqKioYPHgwO3bsoKGhgUQiwW9+8xumTJnStRcmTolS+g8Eg0Lf+c530FoTj8cZOnQouVyOHTt24Hke1dXV3HPPPYwaNapN20WLFvHlL38Zx3Ho3bs3/fv3Z+vWrWQyGfr06cP9998vQVw3UGrfWbRoEV/96lfJ5/OUlZUxfPhwDh48yJ49ewD48pe/zKc+9al228q9p/t7/fXXufPOO5v/e8iQIZSXl7Nr1y7q6uoAuPDCC/nJT35COBxu1fbw4cPcfvvtbN26lXA4zOjRozl8+DB79+5FKcXf/u3f8sEPfrDd87a8Z/Xv359evXqxadMmbNtm1KhR3HfffVRWVp6kVy1OlK70n1mzZtHY2NjmOQsJ/uXvVvdXat+5/fbbWbp0KQCJRKLV9x3XdYnH4/z4xz9mwYIF7Z5X7j3dX6l959lnn+Vzn/scAFVVVfTt2xetNTt37iSTyQBw66238g//8A/tnves6DtaFO3BBx/Ud955p/63f/s3vWjRIv2jH/1I19TU6DvuuKPk57zjjjt0TU2N/spXvtLmsXQ6refPn69ramr0N77xDZ3L5bTWWudyOf3Xf/3XuqamRi9YsEBns9mSzy9OnVL6z/bt2/WECRN0TU2N/tu//VudTqebH9u2bZu+9tprdU1Njf7gBz/Ypu3evXv11KlTdU1Njf7Rj36kHcfRWmvd0NCgP/axj+mamhr9/ve/X/u+f+JfrDihSu07U6ZM0TU1Nfrb3/528/1Da62feOIJPXHiRF1TU6Nfe+21Nm3l3tMzLF68WF988cX6f//3f/XBgwdbPfbII4/oSZMm6ZqaGv0v//Ivbdp++tOf1jU1NfqGG27Qe/fu1Vpr7fu+fuCBB3RNTY0eP368Xrt2bZt2q1at0uPGjdNjx47VDzzwQPP9Ze/evfqGG27QNTU1+vOf//xJeLXiROtK/7n11lv1X/3VX+n/+7//0ytWrNCzZ8/WNTU1+o033uj0nPJ3q2cote/ccccd+stf/rJ+6623tOu6zT/fs2eP/uhHP6pramr0jBkz9IEDB9qcU+49PUOpfefdd9/VDz30UPPfqya5XE7//Oc/1zU1NbqmpkY/8cQTbc55tvQdCf5PgHvvvbdLwf+OHTv02LFjdU1NjV68eHGbx3/961/rmpoafemll2rbtls9ls/n9cKFC3VNTY2+5557Sjq/OL0K6T//93//p2tqavTcuXObvwS1tGTJEl1TU6PHjh2rGxsbWz129913dzgwUFdXp2fOnKlramr0c8891/UXI06pQvrOd7/7XV1TU6OvuuqqVl+imnzve9/TNTU1+tZbb23zmNx7eobGxsY2n19LP/vZz3RNTY2eM2eO9jyv+edr1qzRNTU1ety4cXrbtm1t2n3ta1/r8MvQZz7zGV1TU6O//vWvt3ls69atety4cbqmpkavW7euxFclTpVS+0975syZU1DwL3+3eoZS+87hw4c7bNPQ0KDnzp2ra2pq9K9//es2j8u9p2c4kfedlj7+8Y/rmpoa/Rd/8RdtHjtb+o4k/DsDPProo2itGTBgAHPnzm3z+FNPPQXADTfcQCgUavVYOBzm/e9/PwBPPvnkyb9YcVrkcjkABgwYgGW1TdUxbNgwINgj5Xleq8eefvppAG655ZY27SoqKrjiiisA6T89VdPSyYULF2KaZpvHr7zySiBY3r9z585Wj8m9p2dIJpNtPr+WmpbO1tXVcfjw4eafN9075s6d23yPaenWW28F4KWXXmpeTglBjoBXXnkFaP++M3z48Oa/dU19TJy5Su0/XSF/t3qGUvtOVVVVh23KysqYNm0aAFu3bm31mNx7eo6Tdd9p2hrb9L26ydnUdyT4P8201jz66KMAXH/99RhG64/E8zxWr14NwOzZs9t9jlmzZgGwatWqNoGf6BkmTJgABH/omvY6tdQU4A0bNoyKiormn+/Zs4d9+/YBx+8/K1euPJGXLM4Q9fX1APTr16/dx/v379/87xUrVjT/W+49Z4+WX4Ki0Wjzv5v6Q9PnfKwpU6YQDofJ5/OsW7eu+efr1q3Dtm3C4XCH+SBmzpwJyH2nJ+io/5RK/m6dPUrtO/l8HoBYLNbq53LvOXuU0nf0kSSCAJMmTWr12NnUdyT4P82WLFnCjh07AJpn0VratWsXjuMAdJjYZujQoQDYtt2cSVf0LPPmzeO8884jk8nw6U9/mqVLl5JOpzl8+DCPPfYYf//3f08oFOJb3/pWq3bbtm0DIBQKtQryWmrqVzt27Gjua6LnKCsrA2j+Mn2svXv3Nv97y5Ytzf+We8/Z4/HHHwdg3LhxrZLNNt0/mj7nY4VCIQYMGAC0noFr+vfAgQM7nLlpes5jZ+5E99NR/ymV/N06e5TSd/bt28dbb70FtB2YlHvP2aOYvpPJZFizZg1f/vKXWbFiBcOHD+cjH/lIq2POpr4jpf5Os4cffhgIRpPa+4LVcpa3o+ySLWd66+vrJfttD/Wzn/2M//zP/+TBBx/k9ttvb/XY/Pnz+dKXvtRmtLKp/1RUVHRYxqupX/m+TyqV6nS5neh+Jk+ezOrVq3nuuef44he/2Gbpf8vlaw0NDc3/lnvP2WH16tU88MADAHzyk59s9VjTqpGWn/Oxmh5r2XeKadd0rOieOus/pZK/W2eHUvvOP/7jP+I4DqNHj+aiiy5q9Zjce84OhfadY6uNRCIRPv7xj/PJT36yeWKkydnUd2Tm/zRKp9PN+9ram/WHYEatSUcjUS1LXBy7h0X0HA0NDezdu5dMJkMsFmPs2LEMGjQIwzB4++23efjhh1v1Fzi6NK6zfVMt+0/T8aLn+MAHPoBpmmzcuJG/+7u/a3WPePTRR7nnnnua/zubzTb/W+49Pd/Bgwf5whe+gOu6XHrppbzvfe9r9Xgx94+Wn38x7eSe030dr/+USv5u9Xyl9p1f/vKXPPPMM4RCIb73ve+1GcyWe0/PV0zfmTZtGjNmzGD06NHEYjHy+TyLFi3i9ddfb3Ps2dR3ZOb/NHr66aebA7mm5DXHavkHznEcIpFIm2Nafkk/EfvtxJmntraWm2++md27d/OJT3yCL3zhC819YfPmzXzta1/j/vvvZ9++ffzsZz9rbtd0TGfLIlv2n/b6l+jexo0bxze/+U3uvvtuHnzwQf70pz8xfPhw9u3bR21tLVOmTMG2bdavX08ikWhuJ/eenq2xsZFPfOIT7N69m4kTJ/K9732vzTGRSIRsNlvQ/aPl51/MfUfuOd1TIf2nVPJ3q2crte888sgj/OAHP0ApxXe+8x0mT57c5hi59/Rsxfad//qv/2r+t23b3HfffXz/+9/nS1/6Ej/84Q+bEx7D2dV3ZOb/NHrkkUcAuOyyyzrcr9Jy+Ul7id6g9fKTzpariO7rF7/4Bbt372b+/Pl89av/v707j6/pzv84/ookNxGEiDXCVDEpgrFFppYhZmopUzKGaplRS1SMeKBaQxWhVR7WkfGwE1SZ2OKhlqG1VChZLGVKpkFKUIwlWyU3y++PPO79JXJvEJfI9X7+Jeec7znfc++35/Zzvt/v5/tBgQdPvXr1WLhwIU5OTnzzzTcFkrblH6KUm5tr8dymdlWmTBmbzNeUF8+AAQNYv349nTt3xs3NjYSEBCpUqEBwcDDr1q0z/6BVqVLFXEbPHvuVlpbG0KFD+c9//kODBg1YuXKlxf/23d3dgaKHOJr2mY6Fxxsa+ThDLOXF9Ljtp7j0u2W/itt2du3axaRJk8jNzWXKlCm89dZbFo/Ts8d+Pe1zx2AwMGjQIEJCQsjNzWX+/PkF9r9MbUfBfwm5cuUK0dHRgPUh/wC1atUyD0H56aefLB5j2m4wGPDy8rJxTeVFEBMTA8Drr79ucX/t2rXNS3GZMrRD3tIkkPcm8/r16xbLmhJOent7FzncSUq3Vq1asXjxYo4dO8bZs2fZt28fo0ePpkyZMuY2kL8nRc8e+/TLL78wfPhwc9Kj1atXW50vbXp+JCYmWtxvNBrNiR5Nx+b/97Vr16z2opjaTv5y8uJ7kvZTXPrdsk/FbTv79u1j/PjxZGdn89FHH9G/f3+rx+rZY59s+dzp2LEjkPe7lj8fwMvUdhT8l5Dt27eTm5tLrVq1aNOmjdXjnJyczMtRmALAh5m2N2nSxOI63lL6paWlPfax+ecieXl5Ua1aNeDR7ce0bq68XA4fPozRaKRSpUrmZWxAzx57lJGRwYgRI4iOjqZWrVqsWbOGqlWrWj3e9EwwLSX6sDNnzpinhDRs2NC8vWHDhjg7O5OZmcmZM2csljWdU8+d0uNJ209x6XfL/hS37Rw6dIgxY8aQlZVFSEgIgwcPLvJ4PXvsj62fO/mXJc7/75ep7Sj4LwG5ubls374dgF69elnNZmvSpUsXIG+awMNvozIzM80rBljLGyCln+kt49GjRy3uv3Llirl3rm7dugX2mdrPv/71r0Ll7t+/b872rvbz8snMzGTRokUAvPPOOwXm+YOePfbEaDQyatQojh07RvXq1QkPDzcv02eN6fs/fvy4xd7/TZs2AdChQ4cC+SLKly9Pu3btAMvPncuXL/Pdd98BajulRXHaz9PQ75b9KG7bOXbsGKNGjcJoNDJ8+HBGjhz5yDJ69tiXZ/HcMSVa9/LyKrCS0cvUdhT8l4ATJ05w9epVHBwc6N279yOP79evH1WrViUxMZEpU6aYe3YzMjKYMmUKP/30E9WqVePPf/7zs666lBDT/LaoqCjmzp1boHc/ISGB0aNHk5WVRdWqVQtNDRgyZAiurq5ER0ezcOFC85vOlJQUxo0bR0pKCo0aNSIgIOD53ZA8V5s3by4UvCUmJhIUFMT58+epX78+77//fqFyevbYh+zsbMaNG8ehQ4eoWrUq4eHhj7UsY+PGjenUqRPZ2dmMGTOGmzdvAnkvsDdt2kRkZCRlypRhxIgRhcoGBwfj4OBAZGQkmzZtMs/dvnnzJmPHjiUnJ4ff//73vPbaa7a9WbG54rafp6HfLftQ3LZz8uRJgoODycjIYNCgQYwdO/axr6lnj30obtuZNWsWhw4dKrT6VVpaGsuXL2fZsmUA/PWvfy1U9mVpOw651rKpiFXXr1+nV69e5r8zMzNJT0/HycmpQPKJoUOHMmzYsELlJ0yYwLZt2/Dz82PdunWPdc3Y2FiGDh1Keno6FStWxNvbm6tXr3L//n3c3NxYvXp1qR+G8rIobvv55JNPzD1tZcuWpU6dOqSlpXHt2jVycnJwc3NjyZIlFqeR7Nmzh3HjxpGVlYWnpyc1atTg0qVLpKenU6VKFTZs2GDOGSAvruK2nbfeeovz589TpUoVatSoQWpqKpcvXwbAx8eHFStWmIfZPkzPntJv586djBs3DsjL5VC9enWrx06ePJlGjRqZ/75z5w79+/fn8uXLGAwG6tevz927d7l+/ToODg5MmjSJgQMHWjzXmjVr+Pzzz8nNzaVmzZp4eHjw448/kkglSc0AABF1SURBVJmZSd26ddmwYQOVK1e27c2KzT1N+5k+fTo7d+40/21K4le+fHmcnP5/wanjx48XOpd+t0q/4radLl26cPnyZRwdHWnWrJnVMo0aNWLy5MmFtuvZU/oVt+2Y/n/H2dmZOnXqUKFCBdLT07l06ZJ5BOOAAQP4+OOPLY68fhnajpb6K4bs7GyL2a+zsrIKbLe07nVaWpp5yMnj9PqbtGzZksjISBYvXkxUVBTx8fF4eHgQGBhIcHDwM38LL7ZT3PYTGhrK7373OyIiIjh79iwXL17E0dGRunXr8vrrrzNo0CC8vb0tXrNr167Url2bpUuXEhMTQ3x8PNWqVTO3H09PT1veojwjxW07AwYMYO/evcTHx3PhwgXc3Nxo2bIlb775Jn379i0yYZaePaVf/h6QpKQkkpKSrB6bPwESQOXKldmyZQvLly9nz549/Pjjj7i5udGhQweGDBmCv7+/1XMNGjQIHx8fVq1axZkzZ/jf//6Hl5cXXbt2JSgoqMBUAXlxPU37SUtLs/jMSk1NfeR19btV+hW37ZiCtOzsbOLi4qyWyf8CKT89e0q/4rad8ePHc/DgQeLi4rh58yaJiYkYDAZq165N8+bN6dOnDy1atLB6rpeh7ajnX0RERERERMTOac6/iIiIiIiIiJ1T8C8iIiIiIiJi5xT8i4iIiIiIiNg5Bf8iIiIiIiIidk7Bv4iIiIiIiIidU/AvIiIiIiIiYucU/IuIiIiIiIjYOQX/IiIiIiIiInZOwb+IiIiIiIiInVPwLyIiIiIiImLnFPyLiEipl52dzerVq+nVqxe/+c1v8PHxwcfHh/379zNw4EB8fHxYtGhRoXJF7RPLXvbPzNS2jh8/XtJVEREReSJOJV0BERGRp/XZZ5+xfv16AJydnalSpQoABoOhJKslpcjWrVtJSkrCz8+PNm3alHR1REREbE49/yIiUqqlpqayadMmAMaPH8/3339PVFQUUVFRdOjQociyNWvWpG7dunh4eDyPqsoLbNu2bYSFhXHixImSroqIiMgzoZ5/EREp1S5evIjRaASgf//+ODg4PHbZ2bNnP6tqiYiIiLxQ1PMvIiKl2oMHD8z/LleuXAnWREREROTFpeBfRERKpa1bt+Lj48PAgQPN20zJ2B7ebk1RyesCAgLw8fFh69atpKamMnfuXLp06ULTpk1p06YNwcHBnD592uq58yeGu3XrFqGhoQQEBNCkSRPatm3LuHHjSEhIeGQdDx48yKhRo2jfvj2+vr60bt2ad999lw0bNpCZmfnI+zIajaxatYrAwEBatWr1XJLVxcfHM3nyZN544w2aNWtG8+bN6dmzJ/Pnz+fOnTsWyyxatKjA93bs2DGCgoLw9/enSZMmdOvWjbCwMDIyMoq89v79+/nLX/5Cq1ataN68OX/84x9Zvnw5RqOx0DXg/9uRabh/WFhYgXbk4+PD1atXLV4rNTWV+fPn07VrV3O7GD58eJHt4klNmDABHx8fJkyYYK5vv379aNmyJa1bt2bQoEFER0ebj8/KymLdunUEBgbSokULWrZsybBhwzh37pzF8x8/ftx8nwDnz59n7NixtGvXjqZNm9KtWzdWrlxJVlaWuUxsbCzBwcG0a9eOJk2a0KNHD7744gtyc3Ntdt8iImJ7GvYvIiKlkqurK1WqVMFoNHL//n0Ac6I/gIoVK9rkOsnJyfTp04dLly7h7OyMi4sL9+7d4+uvv+bAgQNMnz6dPn36WC1/9epVxo0bx61bt3B1dcXJyYnbt2+zc+dO9u3bR1hYmMXcBA8ePODDDz9k79695m3ly5cnJSWFmJgYYmJiiIyMZNmyZVbvNSMjg4EDB3Ly5EmcnJwoV67cE02LKI7ly5czb948cnJyAChbtixGo5H4+Hji4+PZsmULy5Yto1GjRlbPsWLFCubMmQNAhQoVMBqNXLx4kUWLFnHixAlWr16No6NjoXKzZs1i1apV5r/d3d1JSEhgzpw5HDp0iJYtWxYqY2pH9+/fx2g04ubmhpubW4FjLF3r1q1bBAYGkpiYiIuLC2XKlOHevXscPHiQqKgolixZQrt27R7vQ3tMEyZMYNu2bTg5OeHi4kJycjLHjh0jOjqasLAw2rZty4gRIzhy5AjOzs44OzuTlpbG4cOHiY6OZv369fj6+lo9/6FDhxg1ahQZGRlUqFCBzMxMLl68yOzZszl37hzz5s0jIiKCKVOmkJOTQ/ny5cnMzOS///0voaGhXL9+nQ8++MCm9ywiIrajnn8RESmVunfvTlRUVIFee1Oiv6ioKMLCwmxynbCwMO7cucOCBQs4deoUsbGx7Nq1Cz8/P3JycpgyZYrVXlWAmTNn4uzszKpVqzh16hQnT54kIiKCX//612RkZDBmzBhu3LhRqNzkyZPZu3cvtWvXZs6cOcTGxhIbG8vp06dZvHgxtWvX5tSpU0ycONHqtb/44gsuXLjAzJkziY2N5cSJExw7dszcy2trERERzJkzB1dXV8aMGcORI0c4deoUp0+fZsuWLfj7+3Pr1i1GjBhBWlqaxXOcP3+euXPnEhQUxNGjR4mOjiYmJoaRI0cCeT3V27ZtK1Tuq6++Mgf+PXr0MAe8cXFxTJ8+nTNnzvDll18WKmdqR82bNwdg8ODBBdpRVFQUNWvWLFQuNDQUZ2dnwsPDC3yvdevWxWg08sknn5hfgNjC119/ze7duwkNDSU2Npa4uDh2795N48aNycrKYvr06cyaNYuzZ8+yYMECTp48SVxcHFu2bKFOnTr88ssvfPrpp0Ve44MPPqBz584cOHDA/IJp+PDhQN7nu2zZMqZNm8Y777xDVFQUMTExnDhxgsDAQABWrlzJpUuXbHbPIiJiWwr+RUREipCSksLChQvp1q0bTk55A+bq1avH8uXLeeWVV8jKymLhwoVWyz948IAVK1bQtm1bc69706ZNWbNmDZUqVSI1NZWlS5cWKBMTE8OOHTvw9PRk3bp19OzZk/LlywPg4uJC586dWb9+PW5ubuzfv58ffvjB4rXT09OZO3cugYGBuLq6AuDh4UGlSpWe9mMpJDU11ZxA8R//+Afvv/8+VatWBfJ6zn19fVm5ciWNGzfmxo0bREREWDxPcnIywcHBjB07lsqVKwN5Ix5CQkJ44403gLxANL/c3Fzzd9C2bVvmzJlD9erVgbzPq2/fvkydOtU8QsQWHB0dWbt2Lf7+/pQpUwYHBweaNm1qrkdSUhInT5602fWSk5OZPn06/fr1M3+Xr776KgsWLDBfb/369fzzn/+kW7duODs74+DggK+vL6GhoQDExcVZfNFk0qRJE+bNm4eXlxeQ97mPHTuWVq1aATB37lx69erFxx9/jKenJ5A3wmbGjBl4e3uTk5PD7t27bXbPIiJiWwr+RUREitCiRQt++9vfFtru6urKkCFDAPj2229JSUmxWL5r167Uq1ev0HZPT0/efvttAHbt2lVg3+bNmwHo2bOnxV5ngBo1apjXo//2228tHtOgQQMCAgIs7rO1f//73yQnJ9OoUSPat29v8RgnJyd69OgBwJEjRyweYzAYGDx4sMV9nTt3BuDChQsFtv/www8kJiYCMHz4cItTG3r37m0Oam2hb9++5gA4Px8fH7y9vS3W82l4eXnRs2fPQtvr1KnDr371KwBatWplDtTz8/Pzw2AwPLJOw4YNs/jZ5Z++YBoJkJ+jo6P5vxFb3rOIiNiW5vyLiIgUwd/f/5H7cnJyOHfunMVjH1V+yZIl3Lt3jytXrlC7dm0gr4cW8l4C7Ny502p50wuHa9euWdzfokULq2VtzVTnhIQE2rZta/U40+oM1urcoEEDq6s2VKtWDaBQD75p2oWzs7N5+P7DHBwcaN26NZGRkUXcxeNr1qyZ1X3VqlXj6tWrNh1p4OvrazVfg6enJ4mJiTRp0sTifkdHRzw8PPj555+LrJO18qZcGpUqVTK3UUt1gLwRCiIi8mJS8C8iIlIE0/DxR+2zlsW+qPKmYNZU3hRY3bx5E8gbSp+amvrIOuZf7jA/07D558FU54yMjEdm5AfrdS5quUZT4r38mecB7t69C+QFp6YebkuK+i6eVFH1NE0Pebiez/p6T1sn09SSh5k+9+d9zyIiYlsK/kVERF4w2dnZAEydOpX+/fsX+zyWstQ/K6Y6d+/enfnz5z+364qIiMjj0Zx/ERGRIvz888+Ptc9aL3tR5U295Q+XNyXKszY0/kVUknX28PAA4N69e2RmZlo9rqjvQkRExN4p+BcRESnC8ePHH7mvTJkyVtetL6r8d999BxSeS22at37w4MEnrW6JMeUXOHfuXIGXGs9D48aNATAajVYz7Ofm5hITE2P1HKb59Lm5ubavoIiIyAtAwb+IiEgRYmNjLQbwGRkZ5nXl27Vrh7u7u8Xye/bs4eLFi4W237lzh02bNgHQrVu3Avv69esHQHx8PBs2bCiyfunp6UX2dj8vXbt2xd3dHaPRyOeff15kEJ2Tk2PTxHANGzY0Z7xftmyZxWtHRkaSlJRk9Rym+e5KWCciIvZKwb+IiEgRKlSoQEhICHv27DEnM0tISCAoKIiLFy/i6OhISEiI1fIuLi4MHTqUo0ePmoPSM2fO8N5773H37l3KlStHUFBQgTJ+fn4EBgYCEBoaymeffcaVK1fM+zMzMzl16hSzZ8+mU6dOVpMNPk/u7u5MnDgRgK+++oqgoCBOnz5NTk4OkBfwJyQksGrVKt58800OHDhgs2s7ODgwatQoIG8JwY8++sg8xD8jI4OIiAimTJlCxYoVrZ6jQYMGABw+fFjTA0RExC4p4Z+IiEgR/va3v7Fx40ZGjx6NwWDAxcXFvMSeg4MDU6dOtbpEGsDf//535s+fz3vvvUfZsmVxcHAgPT0dyFvTft68eRbXn582bRqOjo5EREQQHh5OeHg4bm5uODs7k5KSYg6qTfV4EfTu3ZsHDx7w6aefcvjwYQ4fPozBYMDNzY20tDSMRqP5WFvXuWfPnnz//feEh4cTGRnJjh07cHd3Jz09HaPRiL+/P82aNWPp0qUWVwTo3bs3q1evJjExkY4dO1K5cmVcXFwA2LBhAzVq1LBpfUVERJ439fyLiIgUwd3dnc2bNxMUFISXlxeZmZlUqlSJTp068eWXX9K3b98iy3t7e7Nt2zbeffddKleujNFoxNPTkx49erB9+3Y6duxosZzBYGDGjBls3LiRwMBA6tSpQ05ODunp6Xh6euLn58fIkSPZsWOHTZewe1r9+/dnz549DB48mNdeew2DwUBKSgpubm74+voycOBAVq9eTY8ePWx+7YkTJxIWFoafnx/lypUjMzOTV199lQ8//JCVK1eaX7pYmqLxyiuvsHbtWgICAqhcuTL37t0jKSmJpKQkLV8nIiJ2wSFXmW1EREQKCQgIICkpiZkzZ5qH4D8JHx8fANauXUubNm1sXT0phrfffpuTJ08SEhLCyJEjS7o6IiIiz5V6/kVERMTunThxwrwSQPv27Uu4NiIiIs+fgn8RERGxC9OmTWPr1q3cunXLnFwxOTmZjRs3EhwcDIC/vz9NmzYtyWqKiIiUCCX8ExEREbsQFxdnXhrRYDBQtmxZkpOTzS8C6tevz+zZs0uyiiIiIiVGwb+IiMhL5k9/+hM3btx4ojKbN2+mZs2az6hGthESEsL+/fs5c+YMt2/fJjU1lYoVK1K/fn3+8Ic/0K9fP8qWLfvc6zVjxgx27979RGUmTZpE9+7dn1GNRETkZaTgX0RExIJvvvnmqcpfuHDBRjWxvbt373L79u0nKpOdnf2MamM7nTt3pnPnziVdjUJSU1Of+PN+8ODBM6qNiIi8rJTtX0RERERERMTOKeGfiIiIiIiIiJ1T8C8iIiIiIiJi5xT8i4iIiIiIiNg5Bf8iIiIiIiIidk7Bv4iIiIiIiIidU/AvIiIiIiIiYucU/IuIiIiIiIjYOQX/IiIiIiIiInbu/wCDKrxHlBvSjgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "\n", "n_clusters = 3\n", "\n", "# note: we add all 4 features in\n", "x_feat_list = ['flipper_length_mm', 'bill_length_mm', 'bill_depth_mm', 'body_mass_g']\n", "x = df_penguin.loc[:, x_feat_list].values\n", "\n", "kmeans = KMeans(n_clusters=n_clusters)\n", "kmeans.fit(x)\n", "y = kmeans.predict(x)\n", "\n", "sns.scatterplot(data=df_penguin, x='flipper_length_mm', y='bill_length_mm', s=100, hue=y, palette='Set2')\n", "plt.gcf().set_size_inches(12, 6)\n", "\n", "plt.suptitle('we have clustered on 4 features and scatter on 2');\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Q4: How do I pick a K which is best for my data?\n", "\n", "### There is no canonical \"right\" answer\n", "We can't use Cross Validation in clustering as we don't have access to any ground truth $y$ ... by definition there is no \"right\" clustering!\n", " \n", "### How does changing k impact how \"good\" a clustering is?\n", "Let's observe how our clustering metric changes as $k$ increases:\n", "\n", "$$\\frac{1}{N} \\sum_i \\sum_{x_j \\in i} ||x_j - c_i||^2 $$\n", "\n", "which can be computed via `sklearn` as:\n", "\n", "```python\n", " # kmeans.score() gets the negative mean distance to centroid\n", " mean_d = -kmeans.score(x)\n", "```\n", "\n", "(By convention, one often maximizes a \"score\". Since this distance should be minimized, `sklearn` stores its negative)\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "# we generate dummy data with clean clusters (penguins don't have super clean clusterings)\n", "x = np.vstack([np.random.multivariate_normal(mean=[0, 0], cov=np.eye(2), size=100),\n", " np.random.multivariate_normal(mean=[7, 0], cov=np.eye(2), size=100),\n", " np.random.multivariate_normal(mean=[7, 7], cov=np.eye(2), size=100)])\n", "\n", "plt.scatter(x[:, 0], x[:, 1])\n", "plt.suptitle('dummy data (suggest 3 clusters)');\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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\n", 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\n", 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yUVZWBsRe67O5++67SUpKivmeLMtcddVVAASDwTE5GedDc3MzVVVVQMSAnijn6f7775/QOBrm85//PDU1NdTU1Jx3PkJycjLPP/88L7/8Mv/0T//E/fffz80338y9997LI488wttvvz0q3v/1r3+d5ubmcff3xBNPcPDgQRRF4Zvf/GZcia5T5dixY9HwZVpaGmvXrr3gx7jc+EDkJOi6ziOPPEI4HGb+/Pl89KMfndbjjUycmywL+nJg5cqV/PrXvwYiF4FPf/rT3HzzzWRnZ1/wYw1XMEAkPvrWW29Nuo3D4WBwcHDSm+hkXo7S0lIyMzPp7OzkmWeewTRNHnjgARYsWDAtFxSIeIkmKq8deVMbGBgYd1xPTw8vvPAC7777LnV1dQwODuLz+WKObW9vH/PaypUrefPNNzEMg4ceeojPfOYzbNiwYcLKkfNlwYIF4743/JQIEZGciWLOI8cODg6Oeu/AgQPRZEBZlif9Po1M2hzv+xQMBtm4cSObNm2iurqa7u5uvF5vzLyhWGt9NrG8SCMZ+R04+/zOh5HJuZPlOlgsFpYuXRqNtV8MXC4Xc+bMGfd9m83Gt7/9bTo7O9m+fTuhUIhf/OIX0cq0kZw+fZr/+I//AODjH//4hPs9H0Z6Ee66664JPXxXClf+GQL/93//x/Hjx1FVlW9961vTdkMYZmQWe1FR0bQe60Jw3XXXcfvtt/PKK6/Q29vLd77zHb7zne8wc+ZMFi9ezLJly1i3bh1paWnnfayRWfqvv/46r7/+etzbTnYBnewpUlEU/uVf/oXPf/7zhEIhnn32WZ599lkSExNZtGgRS5cuZfXq1cybNy/uOU1GSkrKhO9bLJbo38FgMOaYjRs38rWvfW1M0uh4uN3uMa/dd999vPrqq+zZs4eWlha+8pWv8NWvfpXS0lIWL17M8uXLue6666aUIDYZE537yPMer6oj1tizFfNGfp9+//vf8/vf/z7u+cX6PtXU1PCFL3yBhoaGuPYRa63PZirfgXgUAeOls7Mz+ndhYeGk4wsKCi7YsS8UkiTx+c9/Ppp4Oew1Opt//ud/xuv1kpubO239E4LBIK+88kr0//fee++0HOdy44o3EhobG6MlOx//+MfjqiU/X0ZeOCaqyb6c+P73v8/VV1/Nb37zm6grvqGhgYaGBp5//nkUReGWW27hy1/+MpmZmed8nHhvdLE4u3TvbEaGE8Zj3bp1PPPMMzz66KNs2bKFUCjE4OAgW7duZevWrfzgBz+grKyMv/u7v7sgtevna5Du3buXv/mbv4k+Lc+dO5drrrmGgoICEhISRt1ghitMRpbZDWOxWPjlL3/JY489xuOPP05rayumaVJbW0ttbS1PPfUUFouF+++/n7/+67++IFU/8ep+nM8aXcjvU39/P5/4xCeiJbkzZsxg7dq1FBUVkZqaitVqjZ7TD3/4Q06cOBFzrc9muh9KxmNkOXM8v43LVTFwwYIF2Gw2/H4/bW1t+Hy+UXN96aWXosbD17/+9QumbXI2b731VtTbt3DhwpjVMVciV7yR8PLLL+P3+5EkCVVVxy1ZGlkm984770TdiKtXr57QbRqLkRfYs2u2LxWTXcwkSeL+++/n/vvvp7m5mf3793PgwAF2795NQ0MDuq7zyiuvsH//fp555plRLuCpMPIHPJ214RMxe/ZsfvKTn+B2uzlw4AAHDx5k3759HDx4kFAoRG1tLX/xF3/B9773vVEx7EvBo48+Gv3svvnNb46bWBpP3xGLxcKnPvUpPvWpT1FXV8eBAwc4cOAAO3fupL29nWAwyOOPP87+/ft56qmn4rqxXGpGfp++/e1vn9fT3e9+97uogXDPPffwrW99a1x38n//93+f83EuFiPXxu/3Tzp+vPDVpUaWZRITE6PnMDg4OMpIePrppwHIyMjg+PHjHD9+POZ+RhqUjz/+eNRr9sADD8R1PRuZOPlB8SLAB8BIGI4jmqbJz372s7i2eeONN3jjjTeAyA9tqkbCSLf3qVOnKC4untL28aJpGjC+m3oY0zQnjHefTX5+Pvn5+dH63+PHj/OVr3yFyspK2tra+OUvf8mXv/zlc5rzyLWJJ547nbhcLtasWRP1GPT19fE///M//PrXv8Y0Tb773e9y2223XTLJ7mAwGM1vmTdv3oSVJ6dPn57SvktKSigpKYnuc9euXfzTP/0Tra2tVFdX88wzz0xbdviF5EJ+n4arS1RV5Z/+6Z8mjDdPdb0vBSM9fiMrmMbjQiZNXkgMwxgVGhovwbKrq4v/+q//imufw0nsEPEuTmYktLe3s2PHDiDicbntttviOs6VwAemuuFiMjKBbjK55PNh+MfS398/oSu+trb2vDpczp07d5TQTyxFw2E3bKzkrpHMmTMn6mnZtWtXXO7ai0VKSgr/+I//GM1J6OnpiTs2PR309/dHS+Imixefb7vzq6++epTwzESqlZcTV111VfS7d75CUMPthJOTkyfM9K+srKS3t/e8jnUxGPlws2vXrgnHjjRILzeOHj0a9SJkZWVdkrDIc889F71W3XjjjdMmwnc5csUbCSNLdib6d88990S3+c53vhN9PZZ63WSsWbMmmoz18ssvjwplXEiGY2KhUGhCqeTHHnvsvI81UjMgVi33sGtzMmNEUZRoSWBra2vUVXg5MfJcz5bTvpiMvBhO9JTndruj1Snnw+Vy3lMhLS2Na6+9FogYNudjLA2vd09Pz4QJicMqo5c7eXl50RLjY8eOTXiNeOaZZy5oZcWFwjRNfvSjH0X/f911140Z89hjj8V1jR/5/X777bejr8fTp2S4Hwl8sEIN8AEwEi4FDocjKtoSCoX4y7/8ywkNhaqqqrhamJ7N8MUR4L/+679ihh2efvrpSW/EP/7xj3n33XcnfKp/4oknon/HSv7My8sDIrr8k8U/P/OZz0Sf1L71rW+N6qYWi56eHn7yk59QXV094bjJ2LZtG7/5zW8mTHZrbGyMuhUdDsclzfhOSEhg5syZQOQi/+abb44Z4/F4+Ku/+qtJtQ+++93vcujQoQnHjKwMuNy1PUbyxS9+MRp6++u//mu2bt064fjW1lb+7d/+bUzPkOFGb6Zp8sMf/nDMdsOvx1O2e7nwyU9+Mvr33//938e8zhw8eHBU2+OJePTRRykvL6e8vDwqdHYueDwefvCDH0zokQkEAjzyyCNRw0/TNP7sz/7snI95rgw3Q4OIR+9S9ti5FFzxOQmXik996lPs378/2sP8nnvuGdW7IRAIUF9fz/bt2zl27Bi//e1vp6zwd/3111NYWEhjYyMHDx7k3nvv5b777iMzM5Pu7m7eeustdu3axbJly2hqahpVEjWS3bt38+ijj5KRkcHq1auZPXs2GRkZGIZBZ2cnmzZtij6FWCwWPvGJT4zZxzXXXENNTQ1er5fPfOYz3H333aSkpERdwQsWLIh6V7Kzs/nP//xP/vIv/5JgMMiXv/xlfvWrX7F+/XoKCwux2WwMDQ3R0NAQVcbTdT1mF8mp0NXVxbe//W3+/d//nRUrVrBw4ULy8/Ox2Wz09fVx9OhRXnvttag35OMf//glT9772Mc+xre+9S0AvvCFL3DHHXewdOlSnE4nJ06c4LnnnqOzs5O77757QmPrjTfe4Fe/+hV5eXmsXLmS8vJyUlNTCQaDUTXLYeGd5ORkHnzwwYtxeheEuXPn8vWvf52vfvWrDAwM8Od//ucsWbKENWvWkJeXh6qqDAwMcOrUKfbv38+xY8eAyOc7ko985CM8++yz6LrOY489RnV1NTfccAMZGRm0tbXxyiuvUFlZSUlJCVarddwEucuJO++8k1deeYUtW7bQ2trKnXfeOaZ3w4svvogkSaxdu5bNmzdflHnpus7//M//8Itf/ILly5dHf4sulwuPx0N1dTUbN26MdlqESOVCPKWcF5qR2gj33HPPlLv1vt8RRsI0IUkSP/rRj/j2t7/Nk08+ia7rE+oCnEuZlMVi4T//8z/55Cc/ycDAALW1tdEmN8MsXLiQRx99NC750K6urlFutbNJSUnh+9//fsy2sp/85Cd56aWX6O3tZefOnWMkhs9uFX3ttdfyu9/9jr/927+lubmZ6urqCT0FDofjvGv4h3/coVCI7du3j+ualiSJhx566JJUXpzNxz72MQ4fPszLL7+MYRi8+OKLY6SAN2zYwDe+8Y1JPTIALS0t0QZnscjNzeXHP/7xOVevXCruv/9+0tLS+OpXv0p3d3e0cmM8kpOTR5WPAlRUVPCVr3yFb37zmxiGwd69e9m7d++oMcXFxfz0pz/lK1/5yrScx3Twwx/+kM997nO8++67MUNTVquVb33rWzQ2Nl40I2GYcDjMjh07ot67WCQnJ/ONb3yDm2+++SLOLILb7Y5es2VZvuI7PsZCGAnTiKZpfP3rX+fDH/4wTz/9NLt27aK9vR2Px4PT6SQ/P58lS5Zw8803n3NPhHnz5vHyyy/zv//7v2zdupX29nZsNhtFRUXccccdPPDAA1FX7Hj893//Nzt37mTPnj0cP36cpqamqCpicnIyJSUlrFmzhvvuu2/chK6srCyef/55fvnLX7Jr1y5aWlrw+XwTJjIuWrSI1157Lapud/ToUXp7ewkGg7hcLvLy8pgzZw7XXHMNa9euPe/657vvvpvi4mJ27NjBoUOHOHXqFF1dXQQCARwOB3l5eSxdupR777132hTbpookSXz/+99n7dq1/OEPf6Cqqgqfz0daWhoVFRXceeed3HrrrZPu59lnn2X79u3s27ePyspKmpubcbvdSJJEamoq5eXlrF+/nrvvvvuSe0/OlfXr17Ny5UpeeOEFtmzZQlVVFX19fei6TkJCAoWFhcybN49Vq1axatWqMUYCRLwJc+bM4Ve/+hX79++nv7+fxMRECgoKuPnmm3nwwQcvWz2B8XA4HPzyl7/kxRdf5LnnnqOmpgafz0dmZibXXHMNDz/8MKWlpTz66KMXbU4ul4vf/va3HDp0iEOHDtHc3ExfXx8DAwNomkZKSgpz5sxh9erV3HnnndOmfTAZr776atSzuHLlymlRob3ckczJ0tEFAoFAIBB8IBGJiwKBQCAQCGIijASBQCAQCAQxEUaCQCAQCASCmIjERYFAILjMOHnyJPX19ee8/apVq953CZaCyxNhJAgEAsFlxsaNG6Pda8+Ft99+OypwJhCcDyLcIBAIBAKBICaXbQmkaZoYxsRTk2Vp0jGCc0es7/Qi1nd6Ees7fYi1nV7Od31lWbpgypCXbbjBMEx6ez3jvq+qMikpTgYHvYTDl08nwSsFsb7Ti1jf6UWs7/Qh1nZ6uRDrm5rqRFGucCNBIBAIBBeO954uTXRdeAEE8SGMBIFAILiAKIqM1aoiK3LUbWzoBoFAGF2/+E/eVquKZlGxWVXCYQNZjjxh+v2hSzYnwfsHYSQIBALBBUCSJBxOC1aryonGPmrq+wgEw1gsCmWFKZTPTCUY1PF6Axclni/LEq4EG75AmJ2HT1N5spdgSAcgK83B4opMymem4vOF8PnGtpkXCEAYCQKBQHDeSJJEQqKN5rYh3tzZiC8QHvX+qeYBNu9pZv2KAorykxka9E2roSDLEgmJdqpO9bBpdxNnp6d39Hh5bXsDe4+1c9+N5djtFmEoCGIiSiAFAoHgPHG6rDSeHuSlzSfHGAjD+IM6G7fVc6KxD6fTOq3zsdst1LcM8PausQbCSHr6/Tz9eg02m4aqituBYCziWyEQCATngarKqKrM6+82xDX+rZ2NSLKEpinTMh9ZlrDZNLbub4lrfO+An+Mnu7FYJ24pL/hgIowEgUAgOA8sVo3Kkz2E4ixX0w2To7XdWCzTE+212jQa2wYZ8sQfPjhU3YnNpnKBSusFVxDCSBAIBILzQNMUqk71TmmbqvoeLNbpMRIkSaKhdWBK2/T0+wmGDBRF3BIEoxHfCIFAIDgPFEXC54+dhzAePn8YdRpvyOciwqPrxgVT6RNcOQgjQSAQCM4DwzDRppj0p6kyujF9+gRO+9TyC2RJwmZRhdSyYAzCSBAIBILzIBTSmZWbNKVtZuYmEQzqUz6WJEnY7RoOpzX6z3pW2EIP68wrTZ/Sfovzk9ANQwgrCcYgjASBQCA4D0JBncUVmVNK+ls6J4tQMP4QhSSBw2klNdVJvzvE3uMd7Dh0moPVnehIpKQ4sZ/xHgQCYexWlcKcxPjnM3dq8xF8cBBiSgKBQHAeBINh7HYLy+Zms/dY+6TjF5ZnYLeq9Pd749r/sFDT6U4P7+ytoX8wMOr9PUfbyc10ccu1s0hMtOH3hwkGdW5aNZPHX6nC4wtNuP8lc7LISHUw0O+Laz6CDxbCkyAQCC5bVFXGYlHQNOWyLs/zePysXJTDkorMCcfNL01n7VX5uN2BCceNxHVGqOmFTSfGGAiSBLNnpbJ6SS52m4bXrxM2QVFlLJrCR2+vICfTFXO/Fk1h9eJcVi/JxT3kx5xIdUnwgUV4EgQCwWWFLEtYbRpWq4qumwSCYTRVIWH4KTkQuuxaFIfDBoODPlYtzmVBeQb7Kzs40dhPIBjGalEozk9m6ZwskhOsDA35CYfjy0ewWBRM4NVt9WOUE1VV5vY1RaQl2zlQ1cELm+oInMlzkCSYlZfE2mX53H9jGQPuAEdquxnyBFEVibysBCqK0giFdQYHfNOSizDc6EpRFWRJwjBNdN0g4A+J3If3EcJIEAgElw0Wi4LLZaO+dYCDVZ00tw9F30tLtrFodiZzS9Lx+YL4J3GjX2zCYYP+fi82m8a1i3O54ZqZ0ff8gTChYJj+fu+EMslno1lUDtV0oZ9VdSBJcNuaIiwWhd+9XEkgNNroMM1Iv4hTzQOsXpLLkoosls/LAiKtok3DZGjINy3GlixLOBxWNItC9aleaht7CQR1rGcaXc0uSiMU0vF6Lk6jK8H5IYwEgUBwWaBpEQPh1W311Db2jXm/p9/P27uaOFLbxf03loMZaXd8ueH3h/D7Q7jdfiRJwjTNKRkGI7HbNI7XdY95vWxmKunJ9pgGwtlsP9CK064xKycRj8cffcK3O6zRJ/xIK+vz99DIskRCgp2TLf1s2tU0Zm4NrYNs2dvCuhUFlBSMbXQlyxJWq4rFop4JMUmEQjrBYJhAIISuC6PiYiOMBIFAcFngcFh5Z29zTANhJF29Pp576wR/cstsgsHwZfs0apqcV5xfVSM3SbdnrCG0sDyDg9WdkxoIw+w6fJqKojQkScJiVTjR2Ef1qV58gTAWLRIOmVuShh428JzHE77TaaWuuY/XtjeMOyYQ0nltez03rZpJcV4SQ0N+gEhpp8NKc/sgB6ua6erzYZomKYk2Fs7OpCQ/GZ8viNcrulVeTISRIBAILjkWi0LYMDha2xXX+PZuD41tg2Qk2a7YFscOhwUAWZEwwu/dtFMSbWSlOXhxU13c+wqEdIIhnbZuD6+924D/rE6VjacH2ba/hWuX5jG3OI3Bc2hlrWkKsiLz1s6muMa/vauR0gcWoWkKqhrZ9vFXKunqG11l4faGaG4fIsFp4b4bynA6rXg88Sd+Cs4PUd0gEAguOZqmcri6c0pu+QOVHWOEhK4UNE0BCTzeIHlnVSekJFrpHwxEkxTj4ZbVRbR0uHnxnboxBsIwobDBpt2RcI4rwTb1OVtUjp7oJhxnUmJYNzl6ogubTcNiUXnyteoxBsJIhjxBnny1Gt00sdlEx8qLhTASBALBJUdWZFo73VPapq3LfdmXRp4rmkXlSG03R090s3D26LJKWY7kEcRLerKd/OwE3nh3bIVELLbubyGsm9EulYoioaoyiiJPuNYWi0JN/dQaXVXX9yIrMruPto0p74yFLxBm676WaWuOJRiLMBIEAsElR5IYk8E/Ge8lsZ27lSBJYLNpuBJsJCU7SEp24EqwYbNpl9T4UBSZhtYBjtR2UZiTyIwMZ/Q9ry9MgsMS9/wWlGdQXd+LP07Pg2nCoapOrDaNhEQ7SclObHYrrgQbKSnOcZ/iFVnGN46XYjw0VUZVZI7FSM4cjxNN/ZjmGW+LYNoR5phAILjkGIZJotNC6xS2SXBazlQOnFuSnc0WyfDvH/Sz62g73WcUB9OS7CyuyCQ1xYnXG5y0gmI4I3+4g2I4bBA8T4ljWZYIhw3c3hBb9zVz9/oSnnvrBB09Xtq63YR1g6K8ZE4290+6r5k5iby9O748gWFqGnpZuTiH199toLahl/AZgyw9xR4pQy1Ow2rVCIffe/o/l0ZXOZkuOnu9U+qiaRgmp1oGKMx2EYozcVNw7ggjQSAQXHL0sM6CsgyqTsXvrp5fmo7vHLUS7HYNzaLy/FsnRmkxALR1eThW101elos715UgSVLM5EhVVbDaVGxWjZaOIQbdAVRFJjcrgWSHhUAwjO8cM/ENw8Ruj1yeD1V3IUkSD9xUTnV9L4drujhS283iisy4jASLRRk3D2E8fP4wkiRR19SHaUZUHctmpmC3aRiGSV1TPwUzErHbLdG1CYbCzMpNonuCvIKzyU53EjyHG70/EBZtrS8SwkgQCASXHL8/zIwMF2nJNnr6/ZOOVxWZBeUZcd+EJSkSV5ckCUWRsFo1nthYNeGxWjrcPPlqNR+5rQJd10d1bbRaVZxOK3uPtXOktgu3d7SxMjM3kVWLc0lKtJ2RPI5rmlH0sM6c4nRONQ8ARIWlFpZn8MDN5YTCBhZNZuWiHHYcOj3xvnQTTZ2aa17TIh6BucXprFgwg0BQ51hdN4OeILIkkZPpRFEkFEXFMAwCgTChoM6SOVnsO94e1/lKEuRlJTAwQqI6PdlOSpINRZbwBcK0tA/FDEM5bKqQkb5ICCNBIBBcckzTxOsLcte6Ep7YWD3hk68sSdx2XRGGYU7qblYUGYtVw27TcHuDhHUDTY1IHc8vzeBQdSf9Q+MnzPUO+Nl56DTL52VHjQSLRcHhtPJcDC/EMA2tg/T0+7jl2iIykm0MTdFQ8PtDlOQn47CpeM+44rv7fLy9q4lt+1tITbKTlmzj2qV5uBwWdh9tY+Cs89BUmbkladgsCkX5SbR0xJ5rLGblJjHkCXLV/Gxee7eehtbBUe9Xneph2/4Wls7JZvn8bAzDjDS6csTf6GrJnCxkWSIjxcHi2ZmUz0olI8VOz4AfXTdIcFpQVZljJ7o5VN0ZNcRURWJWXjI+ryiDvBhI5mVqjum6QW+vZ9z3VVUmJcVJX5/nstNxvxIQ6zu9iPWNjdNpJWyYvLGjkaa2wTHvp6fYWb+8gPQUO+4h37g3XlWVSUqyYxhwuLaLw2cZAzMynCyanUlxfjKvbquf0G1vsyp8+v6FDJzpcZCQaOfdg60crhmr6SBLEsUFySwszyAvK4FASEdVpEhSnz9EKBiOO47udFrpGfTz7JsnxtUsSHRauHZZHiUFybR2uGntcKMbJkkuC2UzU/EHwjgdKroOP/vDoWhuwWQ8fOdcEpwav3ulaozxcTbzy9JZd1UBAwPeiOJiop13D7Syv7Jj3G2WVGRy7dI8Bgd9OJxWAiGdfcc6qDzZMyr8kJ+dwOKKTHIyXbz4dh1t3R7mFKex9qp8hgavzK6VF+LakJrqRFEuTF2C8CQIBILLBo8ngM2mcdf6Ynz+MJUne/D5w2iaTElBChkp9ojk8QQGAoDFohIMGTz1WnXMkEJbl4e2rnqK85O55dpZvPTOyZhGCYA/oNPSMURaopVwWEKWpZhSyTaryl3rS3DZNQ7XdPHKllNRj0hSgpWF5RksKM0gHNbjEgPyegNkpNi574YyXt1ez5BnbGglGNIJhw0CQZ3OHi8JTg1ZlvH6Qzz7Zi0dPR7+/L4FaKrMNYty2LZ/8tTQeSXpJCdYeWNnw6QGAsDR2m5KC1JIPyNsNTToY+WiHBaeaXRV1zTc6EqlpCDS6Mrp0Bgc9GG1afQNBnj2zdqYug/N7UM0tw+xeHYm91xfykvv1LFmaR6h80wMFcSP8CQIYiLWd3oR6zs5wx0EI0SaEvn9oUnd9rIskZLi5PE/VtLVO/nT5rzSdK5eMINfPnd03H3fsnoWBdkRUaPapn7e2dM86n1NlXng5nIG3UFe3XZq3Cd2h03lvhvLcVgVPJ7Aez0KZAkJMEyTcEgnMCLc4nBasNssNLYNUnWyJyKlrMoU5SdTPjOV011uXttePyYvYpir5mWzbG4mmqqy73j7hDkMc0vSWL+ikHBY52d/OBK3HkNhTiJ3ri2mv98bfc1qVdEsKvYRJZPD3pRAIBw5d4vKr184Fld55nXL8phbko4e1q9oaWbhSRAIBII4CATCMMWsfIjoHjS0DsRlIAAcr+vmmoU5zMpLiiYKno3VomCaJpIsR0slR3LNohyCIYM/bj01oZyx1x/m6ddrePiuuaSkOPEHw+yv6qS7z4dJpE/B4opMklMc+LxBAoEwXk+k42VGko3cqwvx+EMEgjrt3R4e/2PlpIme9a0DXLMwh8FBH0vmZDGnOI0DVZ3UNvTiD4TRNIXivGSWzs0iwWmh8fQAA0OBKQk2NZ4eRDdMVFWJtsEOBCLGgHvIH00c1SwKiqrgUBVURWbPsfa49Rv2HmtncUUW/Z7JE1sFFw5hJAgEgisKi1XlQNX48fCzMU04UtvFgtKMmEaCqsrkZyfgdgewWGWks8SbVEVmXkk6L26qi6vfgS8QZs+RNhaUZ/Dbl46P8l40tA5ysKqTmbmJ3LamCFmWCAb1iPy0JCErEieb+jhY3RUz/BCLcNhAliV03WCg34vVqrJifjZrr8qPjvEHQpiGidcf6bToPofSUq8/fCaMMPqmb7GoWG0akiRReaqHgaEADqvK0nnZUxJR8vrDnGzuJyfdcUV7Ei43hJEgEAiuGCQJNFWhrWv8UGUs2ro8VBSlxXxv9sxUdMMgHNaxWBQyUu2j3i+bmYLbG5ySrHTlyR5WL8klLdkeU1egoXUwUn55awV2u4UTTX309PuRJYnMVAefuGdetClT78DET9Z2m4o+op/C2U/4IyPOKSlO+rSI3sPUMQmEjFHaCTabhs2u8c7uZqrre6JhmPzsBMpmpkxJRAkiUtw5I9QnBdOPMBIEAsEVROQpf6odDA3DQJHHivM4bCorF+dg6CZOlxWLRWVOcTpb97UQOhMvTk+xj1sKOR6BkE5Hr5f0ZDt2q8r8snSSE2zIkoTHF6KmoZfahl62H2xl9qxUNm6tH7W9y6GxbG42f3LLbJ5/6wRt3eMbRRVFaeMKFp2dkubzBZmREdFA2H2kLe7zSXBaSHRZefHtE9y9oRS/P4imqdjsGn94rYaOHu+o8VPtPzHMVKW7BeeP6N0gEAiuGEzTjEg8uyxT2i7RZcV7lvxygtPCh2+rwKIpIEscqu7iiT9W0T/kZ0FZRnScqshxlxaOxDBMrluWx21rihh0B9l7rJ2dh0/T2DbIsnnZ/Pl9C1FkifRkOxkpo70Xbm+IzXub2XnoNHdvKCHBGft8h7USgoH4wgd+fwg9rJOXlUBqUvydIOeXpdPQOkBj2xDdfT5sNg2rTWXz3uYxBgKAxxfCabfENMwmIjnRBky+1haLgsNhweG04nBaL3kvjvczwpMgEAiuKPz+EPNK0+Mq9xtmfmk6p1oGsFkUUpPtLJ6dSUlhMqYJ+87cvIcffN/Z3cQ9G0rpHwpwsrkffyBMkss65Xkmuaycahlg0+6mMU/IByo7KJiRwC3XFjHgDjAzNylmG+WD1Z3kZLlYMieLLXubx7x/46qZhMPGlLLkvd4giiKzZlkeL7xdN+n4RKeFhWWZbNx2CoBjdd2sWpSDIstUnYwts93d58PtDVI2MyVuKW5VkZhbnIZ3gvJRm03FYtXQDZPqU714fCE0VaY4P5nUFCd+fwifLzhlBcwPMsJIEAgE04LNpiErw49vEuFQeJS08XQRDIZZUJbJrsNt0ZDARKSn2JmR4SI3K4FVi3MJ6wYBfwg9bHKgqmNMyWBLh5tXt9dzy7WzOF7XTXP7EEvmZGHRZIKh+G7GmakOnHaNLftaxnWhN7UN8dQZWejcTBd7Y4yxW1V8/hDzStJIclnwB3ROtfRzutPNhqsLKZiRwNDg+DkLqipHWkJLEmCCGclZcLsD5GW6uGnVTN7c0ThuaCDJZeFD15dR09BL4+mIzoTXH0ZRZKrrewnr46/H4ZouFldkUV3fG9dNu6IoDUmC5GQHobBOMBDG7w9FQ0sOhwVJlnnj3QZONg+MmvOOQ6fJSnNw3bL8M0JcfiHrHCfCSBAIBBcUh8OC1aox4A5QV99HKKxjt6rMLkrDbrcSCIQm7ax4PoRCOjbD4I51xbzw9sQVBw6byt3rSwgEQrhH9BCwWFSQDXYejq0pUNfUz5OvVnPV3GxuXVNEMKQzpziNQ9VjVRhjsbgiE9M0WbMsj4NVHeOWMfYPBXhnTzPXLs0d9brNqnDdsnzKZ6XS2uFmz9F2wrqBw6axfkUBVkukp8LQYOyboaYp2Gwaihq5mff2+0GCrDQHpYUpBIM6fn+IspmpzMhwcbimk5pTvRTmJjG/NJ3kRCuqEumF0dXnZefh97w2LoeGCaN6MsTieF03i2Znsvaq/DG6E2czI93J2qvy2bi1nobWAXIyXSyuyKQoLxmPNxCJQEgSv3ulcly9iI4eL8+8Ucsd64rJzXAyNPTemlssKvKZ0IeuG6K75AiEmJIgJmJ9p5crcX0lCVwuG/3uIO/saRpTYSBJUJSXzIarC5Aw8cZZwncuOBwWNItKR4+XrfvGxsUlCWbmJrFueQH9g37ysxMYHPRFPwuny8qBqk72HJ28B4HdprJi/gzml6Xz5MbqmGGBkZQWpnDTqpkcqu5gVm4yyYlWWtqHqDzZw4mmfgzDJC3ZRkqiDVmWCATC3HpdMa9sPklz+xBOu8b9N5XTO+Bj2/5W+s7yFEhSpPfCDStngmGMKRccbk617UArR2u7xnhbbFaVJXMyWTY3G4mIPkH5zFQSXBY83hD7Kzvo7PFimibJiVbml2aQne7kWF03DptKSUEKHm+QY3U94xpZwyS5LNx3YzmdvV52Hjo9RoPCoinMLUlj9ZJcJOCtXU1UnuyJvp+Z6uDeG8uwqDJPv17L6a7JK0xUReLP71tAKBjxeFitGl5/iP7BAJIcaTKlyBLBYDgu8a4LzeUmpiSMBEFMxPpOL1fi+rpcNrr6fDz/9okJs9Cddo0P3zYb2TTPudXzZCQm2dm6r4X0FDtzS9LpHfBT3zIQ8WrYNMpmpqDIEvuPd7C/soP1KwooLUiOxrtT05w89lLlpOWFI1m3PJ+5Jem8/m5DtMXySIY7V65enBuRU9aNMzkNkdLKkvxkbFYFXyCM06bRM+CPJmFqakTE6Y+bT3HXhhK6+3y8/m7DhPNxOTQ+clsFpm5EPTeqqpCYaOOFTXXR8MB4zClO44ZrCukb9JPgtPL6u/XUNfXHHJuZ6uDuDSV4fSFe2nyS8pmp5Gcn8NxbJyZdN4dNZfWSPGbPSqW730dzW0SYKcFpobQwhZ5+XzR09KEbSqNS1EPeEJV13SQlWCnOT+Y3Lx6f9FjDbLimgLlF6TS1DbL3eDutHe8ZF5IExfnJrFgwg2SXFbfbP+VqmfPhcjMSRLhBIBCcN5qmoKgyL75TN2mZmscX4sVNdXzktoppeVLTNAUJicqTPeiGyfYDrVQUp5Gd5kRTZQJBnS17mzk1Im59qLqTBWWR1tOmaaLIcsxeAhNxuKaL+WUZrL0qn7VX5XOsrpu+gYgWQVaagznFaZHOlWGd3jNP/+nJdvqHAlSe6iEl0Upasp0DlZ1jGh3NzE1k2Zxs/vSeeYTCBr//Y/Wk85ElicbTg5QWpmCxqphm5AZYdap3UgMBIloO5TNTKJiRyDNv1E6oA9HZ6+WJP1bx4VsrKJyRGFGxXJRDcoJ1wi6bEMlheGNHA4PuABVFaZFQiBwpBf3DazV09r7nBdq2v4X5pem8tauJ9GQ7C8szSUqwsP3A+EmqGSl2SgpSsFkVdMPE6wtRVpDCriOnY3qKTDMSTjrVPMDN185iVk4iQ5P0CrmSEUaCQCA4bywWNabrejy6en2RhkR27YJ7EywWhRNNfVFjJRQ2OFLTxRHGzxfoHfDTP+RH0xSCwTC6YWC1KHimMDerRSEQ1PnFs0e47boi5hSlMeSNZNIPuAP0DfpJS7bj84dpPD3IwFAAWZbITndyz4ZSevp9/O6lSgIx4uENrYM0tA6yfH42V82bQaLLMu7NV1VlbrimkLLCFE61DPD69nq8/jCqKjMrN4k5xWlkpc1h47ZTk0o6Q0SNMh6hKLc3xLb9LVy9cAZHT3RT19TP1QtzeG17/aTb2qwK80rT2bKvhRONfeOOO17XzarFuei6wZHaLo7UdvHJe+Yx6B4bupqVm8SKBTPISLFzsrmfIW8IVZFYOjeb+tbBSUNJhmny2rZ6PnJ7BQ7bhf+evl8QRoJAIDhvbDaNoyfil9iFyJP3dcvygAt98ZWmdHMfxucPk+iINCMKBMKUFqZMSVCotCCFlo4hTBPyMhPYuK0+2llyzdJc0gpSeHVbPada+kc9leqGyazcJJ5780RMA2Eke462k+SysuHqAp5980Q0zyMz1YGqSATDBqUFKQRCOi9sqqMoL4k5JelIgNsXoupUD9sPtLJ8QTYP3jybp1+vGTeHwmFTyZ+RyDt743fjn2jsY+3yfApmJLB1XzMfvrWCa5fmsW1/y7jb2Kwq92woob3bM6GBABAMGdQ29FI+KzWaZxIMGUhnedYXz85k1ZJcdhw6zfNvvbeudpvK/LIMdh+ZOFdiGMM02XOkjRtWFn5gjQQhpiQQCM4LSYq0Tx6cJJv9bAbcgWhG+YVG06Z+abNoSrQSIBQMs3h2ZtwCPKoiMbc0ncPVnVg0GYddo+OMCmL5rFTml2XwxMYqTjb3j3FbLyzP4GB156QGwjC7jrSRn53IhqsL+LN7F7BueT4JLguappCd5iQt2UZaso271hWjKjKNpweobx0gHDa4a10JH7mtgrZOD3uPtXP3hlJUNfZa5WYl0NPvo38w/s9VN0xONvVTMCMRtzfEM2/UUFqYwoO3zKZ8Zsqoz9thU1k+P5uP3zWXIU+QV7dN7nGASMWHc0Rnyb4hPzPSXdH/lxamsHJxLs+8UcuByo5R6zp7ViqnO930TeGc6s58ZpqmTD74CkR4EgQCwXkSuetJw7X2cSJL0rTEecNhnZL8ZN7ZPXFZ3UgcNpW0ZDt9fZEbezCoY7NbWLk4l3cniHcPs2ZZPrIESQlW+s/kGwznO6yYP4PNe5tjJkGmJFrJTnPy0qbJRYuGGfIEaWobpCQ/mTd3NlLfOoBpRvZVUZxGKKyTlGAlI8WBLxAeVZa5/UALc4rTue26It7Z04QvEGb2rFSOxfACWTUFf2DqpYC+QDiiUgn0DQZ4/OVK5pams3JxLhuuKcTtDWFRZZx2Dbc3REv7EH/ceiru/cuShD7ii3O0tptbrp3FzsOnMQyTa5fksml3I+0xpKoTXdZJq0/OxjBM+gb8OG3CSBAIBIIpY5oQCutkpzun1MNgRoYTw7jwlR2BQJjkZAeFOYlxJegBzC/NwB8Ijcpi97gDLK3IQiIixhMrw12RJa5dmkdJQTJ7j3ewdE42112Vj2GYJLmsWK0KLodGa8cQeVkuZFnC6w9HmzrNyHDR7w7E3S55mNZON15/mFMtA2SlOVi9JI/cLBd1Tf309PvoGfAz6A6ydG42s3KTeGNHAx09XsK6yZHaLnoHfNyzoZTDNV0sKs+MaSQEwzqWc/TIjMzKD4R0DlR2cKCyg8xUBw67yspFORyu6SIvOyFmg6uJyExzjCppbWobJBjUWVCWQd9gJK+kpiF22EJibL+KeDAxP7CyzsJIEAgE500wEGZJRWbcRoIkweKKLELBqXUBjJdQSGftVfk8/seqScvIEl0Wls3Lwu8bnfym6wZut5/FFZnML83gcE0ndU39BEM6VotCaWEK80rTcXtDPPlqNYPuIL39Pm65dhZ9g37mlaaT4LTgD4T5+F3zGPJG2jE7HRqBoI6JictumVR0KBaGYSJLUJiTyB1rizlQ2cHGbafGdFW021QWz87k/pvKeXnzyajR1NLhZs+xdvKzE8hMc0SUGwOjt+3o9kSVIePN8RjWaNg6Tg5CZ68XSYIbrplJ36CflYty6DpLwyIj1U5+diIWTSYUMjjd6Y42sEpwWpiZm8Sm3U2jtnlzZwP3bCilo8dLZV33uCWLHl+I3ExXzPcmIinBRijO/hdXGsJIEAgE543fH2JWXjLpKbFbH59NRVEamirjdU+PkRAIhEhKsHPfDWU8//aJccsZUxKt3HdjOeGQPkYyWpYlnE4rByo7aO1ws2xeNsvmZiMrEqGQQUvHEH/ccor2bg+z8pK4bU0RGakOXtl8kkBI554Npei6ycHqDo7WdkdvtIosUVqYwtI5ES+FzaoiS1PripiUYEU3TO5YW8xbOxupro/d/8DnD7Pj0Gl6B/zcfl0xT75aFa1oOFLbxYoFM9D1SCXH2UaCxx8mENKZX5rOrjgTOGfmJKEoEifH0VOAiAaBaZokuqwYhklFcRp7jrVRmJPE0jlZZKTYaWwbxB/UsWoKVy+cwcBQkANVHWSnO2loHRijqtjS4Wb7gVZWLs6l8lTPOEeG6vpeVi7KweXQxlVmHHtOiVhUGa/7g6nCKIwEgUBw3hiGidcb4L4by/jDazUTihDNyk3i+msKcQ/FL1R0LqiqTEqilb+4bwHH6ro5Utt1RlVPIivVweKKTEoKUvB6A3hjPCnb7RZOtgzw7sFIJnzD6UEUWaJsZgoLyzMpzk+mOD8ZgP5BPw67xtETXZxqGeDWNbMYcAd45o3aMU/3umFSXd9LdX0va5blsaAsg+KC5Ekz+4fRVJnymZEEvMqTPeMaCCOpru8lJ9PF8nkzePVMSaLPH6ahdYCSgpQxpauaKnPH2mI83hBL5kT6K0ymd2DRZFYvyeVwTde4Bo8kwdK52Zxo7OPqBTNoao+EYR6+cy6qKrPrcBvPvTVaI0JTZWbPSuXaJXloqsTvXqkas9+0ZBsrF+cw5AkwUVRgyBOkvnWAJRVZ43o7zuaq+dkEpsnj9X5AGAkCgeCC4POFsNslPnp7BYeruzhU0zmqfj0rzcGSiizKZqbgdgcuij7+cAihrDByYx/Org+HDQKBEP39HvQYbZ4lScJm09h1lqywbphUneql6lQvFk2Oxt/9QZ2715cgIVFSkExeVgKPvVw5xkA4m637WsjPTmDp3Ky4jYS5JWkMuAPkz0hg80tNk29whoNVnTx05xw2722Oeg2GPEECQT3aJttqUZhTnMbiikwG3UGeeq2GFQtmcN+NEY/MeLoKdqvK3RtK8PhC7B1Hf0CS4MaVM3HaVCqK0zhQ2UFVfS9/etdcdNXkyY3VMQ2RUNjg6Ilu6lsHuP+mchaUZ7B13+gb/C2rizhY1YnNqpKZ5oAJhB53HjrNg7fMpqvPO2kHymuX5pGV5mRwYGp5E1cSwkgQCAQXDJ8vSDisM6colSVzshjyBAiFDWwWFZtNJeAPMTDgQ5+gO+D5omkKVqtKMBSpUDANk1BIp8cTiFZgTObZt9lUOno8E3pEgiFjVNfHE419rFg4g5REGwerOic1EIZ5c2cjD948m9VLcidUDgTIyXSxekkex050Ewrpk5byZaU5mFeaTpLLiiRJ+PxhViyIVFtAxNuiqRIP3zkXSZJIdFro6PGw4+Bpahv6MEyTbftbCIV1Pnb7HOpbBzlU3UlnrwfTgOREKwvKMphdlIZpmrR3ucnNco3KTRmWOb5qXjapSTZM4N0DrRyu6cJmVUCC5986Mamnwu0N8fxbJ3j4rrkcqupk8EzvjxkZTpISLOw51k5ako37bypn2/6WcTtydvX5eHnzSe5YW0xWmpMDVR1jxJgyUx1cvXAGhTmJ+H3BD3THSGEkCASCC0oopBMK6fh8wchNSI60ie73BaZV2lbTFOwOC6YZibd39nrBhJQkG4vKM7A7LPh9QQKByW/esixxOg6VwZHUNPSy/upCXA4LG6dQ0tfZ46Wz18P8sgwSnBZ2HT495uY/3Ojo2qV57D58GhNiqgwOk53uZP2KAlKTbFSd6uFEY+SGn5JgY15pOkX5SWw/0EpBdiJ7jrbT2unGNE0GPcGYugi7DrdRWdfDrWuKuGt9CdoZbYVQSKe6vpenXq3G7Q2ydG4Wd6wrJhQy6B+KSFKnJdlRFAmvP8T2A60cP9kTTSadW5JOe5dnTAOu8egfClDfMsCC8oyoQbVsbhaVZ/bZ0eOld8DPotlZ7Dk6fh5F4+lBnny1mpWLcvjkPfM53eWmp9+HBGSe0ZqobxngcHUnc0rSSbRqeNyBaTVuL1eEkSAQCKYFwzDHJANOF1arisNp5Z3dTRw/2TMmu33P0TZKClK4edVMJEmK2apaksBqjbRPVhSZ0sIU7DaNo3HKEof1yPmGwvqYJMDJaDw9yJAnBCY8dOdcWjvctHd7IqWUCRbKClMJhnXAJDXZTlevF2kcIarhioc9R9s5VN0x5ol6x6HTlM1M4YZrZiLLkbUJxwi5nM2gJ0hqko32Ljcvbz6JYZpj9r1tfys7Dp6moiiNNcvyaG4fwpIu89sXj9MXw1MwpyiNPccm77Q5kiO1Xdy0aianWgZYPDuTgpwkXhshxLRpdxP33VjGoDswYb6G2xMkOdEW/a6Ewga6bnK0touahr5oXsS2A61cszCHZXOzGRycXi/Y5YgwEgQCwUVF0xQsFoUzVetn8gPOPTFMVWWcTisvbqqjYRxdBNOMhAMGhgI8eMtsDMMYZcDYbBoOh4XeQT9Hjncw5AmiyBI5mS7uWl/CkCcY1RqAiNu/KC8Jq0UhrJt09XqpbehFlpm0wVUsdN3ENE1e3V7P5n3N3HB1IYtmZ2KakX3vOnIatzdEbpaLiqI0stOdyDEK95MTrNx+3cQVD4YZSZzsG/Tz4M2zKcpLoraxf9I5Lp2ThSxLvPROpHojOcFKdroVSYqUFg5XteiGybG6bnoGfNx3Qxn+oM7AOF6PBKeFnv6pxft7+n24HBbuu7GMgD9SVhoeceNu7/bw8uaT3H5dMYU5iRyq7hzlqbBoMhVFaaxYMAOLpnC8rpu3d4+f22GaEcPKNE2Wzsli4AOWnyCMBIFAcFGwWlUsVg1Zlqht6MPtC6IpMkV5yaSkOAkEQni947vQx9+vxpHarnENhJF09nrZcaiV5XOzo0aCw2nBMCX+8FpNtB5/mBNN/ew52s78snTuv6mc/ZXtlOSnkOC0UNfUh8cXRlNlls3NZt3yfBRZxmmXkCSmFFpJcFqiOQxXzcsmO8PJH7ecHHNOlSd72LK3havmZ7GkIpuZOYmjxiyZk0VdU19cFQ8dPV62HWjh+mtmUt96ZMLmXHZrREL52IluZuYmsnB2JtnpTgbdkXh9gtPCoDvI4ZpIB8tQ2KCty0PfUACPNzhhtcO5ahT19UY+K6fLhtOujXqv8fQgj/+xkiUVWdx/UzlDniBD3iCqIpOZ6qBv0I/LYYl0BN0XnzLnriNtLCjLwGJRCX6Aqh2EkSAQCKYdu11Ds6hs3ttMTX3fqCe/LftayMl0cd2yPFISbLjd/rhvsMNVCAerO+Oey/G6blYvzkVRZDRNwUTiiT9WRXUMhhPtFpZnkp+dgCxLmKaJ1x9m2dwZbN7TRNWp3lHnAJCb5eK6pXmkpTiYmZNEfetAXPNRlUiJ34ub6phfmk5FURpPbqwa9+k7GNJ598BpMlIcXLMoh6a2IQzTRFMjT8jPvFEzhbXo4dqleTxwczlP/LEq5rqnJdu4Y20xVkukcqA4P5lD1Z289E5dVLZZVSTKZqayuCKTheWZPP/2CYY8QQ5XdzKvNH3c4+uGSVqyfUpSyenJdkJhHYfTimkYGLrBvNJ0Kk+O1kfoHwywaXcT2/a3UJiTiM2qousGPf1+CmYk4LBp1Db0xhVqgYjRd6Cqk6VzMj9QRoJo8CQQCKYVm01F1VQe/2MVx+t6xtxcAU53unnqzJO802WLe98WizLlJkT+gE7j6UEsFhWbTeONHQ1RAyEl0caf3j2P667Kp6ltkF+/cIyf/v4gv3j2KLsOn2bQHWDl4lwyUu1j9tvaETkHtyfAsnlZcc9n9qxU3N4gp7vcLJ8/g027m8Y1EEaycespkhOs3LJmFrIsnWmqFIw7CRAiBseJxj4yUx382b3zWT5/BvnZCeRmupg9K5UHbirnY7fPQdNkDNPEMEwee/k4+ys7RvV1COsmlSd7eOKPVZzucnPfDWXYrCr9QwHs1tjPoutXFGBRZRZXZMY9X4CFszNpbhti7/EOBjwhHA4LORkuUhJjf29CYYO6pn6Oneim6lQvXX1eFpRnoCgSJ+IIs4ykrqkPm1WbfOAVhDASBALBtGKzW/jj1lOT3sgNw+Tlzacw4UzOwuRI0rm1hR70BNE0GX9Qp6E14q5PTrTy4C3lnGjs4/+eO8reY+30D0X6Kgx5ghyu6eI3Lx5n95HT3HtDGTMynGP2qxsmz7x1ghnprrgMhYwUO2uuymPn4ba41ApHEgwZvLOnmVm5SXzs9gqK8pPiVhEcidsTJKwbeHwh8rMSuP6aQm5fW8y6FfmkJdtQFBmHTcPrC/HiprpxSwsh8rT91s5G+oYiksuyPFpJUpKgpCCZj9w6m4qiVAYHfWSmOshOH7uWsUhJtDEzJ5G3dzdxoLKDp16r4TcvHmfIE+DOdcVx9ZpYe1U+um6iKjKB0NQ8AoGgPm2dSy9XhJEgEAimDatVxesLx91oKawbHK7uRLPEHwkdr9XxRGiqjCTLHK97r7HR7dcVU1nXw/YDrROGOw5Vd7H9QAt3ritBiXHDGHIHqTrVw8pFuaxbno/DNvZcFFmioiiV+28uZ8+RNk409lFckEx1fe+U5JlrGnoJhw3qWweZmZOE/Rw6FSqKTNPpQQwTUpNtvP5uPf2DfsJhkwNVnby4qY5w2GDX4bYJ8xZGsutwGxVFacxId+K0a3zs9go+ensFn3lwETevmoXLrjI06EPXTbzeIPdsKCEl0TrhPl0OjXs2lLC/MpJYOkzfoJ9fv3gch13jT26pICNlrJcHIp0+b1o1k5KCFJ5/6wSGYWLVphZxt1rUcftCXKmInASBQDBtqJrC3uMdU9rm6Ilurl6Yg9czua5COKyTleZAVeVJGzkNI51pjGQYRlRpMC/LRYLDwo5Dk7eFhoihsLgii1WLc9l2oGXMPHcePs280nTmlqSzsDyTUy39tHS4o90h55WmARKnmvsY8oaYU5xGXlYCR2q7Yh5vPEwTvP4QLR1DVJ3q4cO3zsaiyRM+7Z9NXlYCh6o7OVbXzTULc7j3hjJaOtz86vmjLJydyW3XFWGckZKOl/ZuD32DfpbOiTTxsp15wg/4gmOUNv3+EHYJPnrbHHYePs3xuu5RXTGHqxFWLspBVWUyUhzMyh2d86HrJk+/VsVHbpvDh2+toLPXS3V9D15fGE2TKcxJoqQgmea2IX6/sYrUM9oNpYXJnO6KXw+jpCAZ/wes0ZMwEgQCwbQhSdKU8gUgoqxnGCayLMWUTB5JOGyghw0qZqVyNEa741jMzEnCoimEQjqqEnnyXlieyfG67riT2AAOVnWwanEupYUpHKrp5EBlR9RYcHtD6IbJ716uBGDFghksLM/AadcwDAOfN4jdEelomJpsJxDUMQwTVZm6K1tRIgZSd5+P3gE/FUVpHK6Jz9gYViusbogYADsPnyYpwUJmqoM/vWceTpvGkZou0lMdMXNJJqKty01Gip3Bwclvqj5fCF03WT4vm9VLcjnd5cbrC6OqMvnZCfT0+3hnTzPN7UPMK03nptUzqanv5Z0971UmdPcHONHUT1lhCqGwTnF+CpoqE9YNOnu8/PbF43j9IeaVZnDtklz8/hDzyzJ492BrXJ+7JMGSikxCF0n743JBGAkCgWDaME3OKYYrSVLcFQ6hkM7VC3M40dQ3KpkuFqoisWpJLsEzT4NFeUnsO97OjAwnh2rir5AAONk8wLrlBbzxbgMrF+eSn5XAy5tPRnUShjs7DrqDvP5uAxCR+733xjJsNg2PN8TvN1YTOPNkfdW8bApmRBQQ4yXRaSHRZY3KRx+s6mD1kjxqGnonXQtJglWLcyPJpGe8MEkJVnIzE/AHwvQNRtQNu/p9pCTHn0w6jG6YhMLx31CDwTCmaWKxKPQO+BnyBAmGDHYeOh1RzzzD7iNtVJ3q4b4by9B1c1Sjpp2HTzN7VioZKXasVpWTTQN09HgwTZPl87OZPSuNUFhnaMhPKKSToCqsWZY/pvV0LK5eMCPSudQz9dbe72dEToJAIJg2TNMkK80xpW3SU+yYZzLp48HvD6FIcP+N5dhjxP+H0VSZuzeUkujQ8PlC+P1hcjJdJCda0VRlVOfBeAiFdCRJouH0IE9urMZuU7lx1czoOeiGgdc3OjGus9fLy+/UYbGovHSmpfQwx+q6yc1yTRqbH8mCsgx03WDp3CwqilIxjIjuwP03lo9bVQARw+3m1bPISnNG+xI4bCr33VjGyeZ+nn2rltwMF4eqIz0oEp2W+BfmDMkJVvQ4Q0DD2B0WNu1p4u1dTWcUIztHGQjDDLqDPPfmCRbNziRthAHj9gSRJAmvJ8hAv5fcDAdLKjJZOieLWTmJDA35cJ8xEAA8bj9zi9NYv6IgZn4JRIy9lYtyuGreDNzuD5aBAMKTIBAIppFQMMyCsgx2HjodtxLhotmZMWWTJ8LjCeB0WvnUh+ZztLaLwzVd0YZBLofG/LIMFpVngAlud+Sp2zRNfP4Qa6/KjzSDmkKyJIDNGkliG07me2FTHZ/60HwyUx3ML0unOoaWAkB2uovTXe4xzaN8/jAnGvpYtTiXV7ZM3vsh0WVhfnlGRB9hVipzilIBCVWRMQnz8bvmcuREF0dru6OJflZNYU5JGgvLMwmGdJ57q5b7biij8mQPC8sz6ezxsnlvM7NnpdLd76On38+AO8jN9pnMyHDS1uWZeFIj1mZWXjJ+X/CMV2jyz95iUTAMk+MneiYdC5E+DjUNvSwsz4x6AhRl+LnXRNeZVJzLMEwGB33MnpVKRVEqR2oiksyBYBiLplBSkMzC2ZkosvSBlGQGYSQIBIJpJBTSsTtgXml6XHHyBKeFOUVpDA1NXfrW4wmgaQoVs1JZXJGFaUa6PSqKhM8fIhgIjekl4fMGyc104fGGKJuZMqp74WSUFo4e7/OHqTrVw7K5WRTlJ/OH12KLGpUUJI+boLh5XzMfvnU2119dyNu7G8cNuSS5LHzohjJONPayoCwz6gJXVRktwcZTr1aTk+liYXkGn/zQPPwBHdM0sVtV2nu87Dp8mhONfehnEhIXV2RSPjOVJ1+tBiI3efeZG2w4bHC8rofFFZm0ddXHntBZzC9Np3/Qj9cXIjcrAZ8/iM8bnDCEpGkqh2u6plTdcbimi3tvKGPL3mZ0wyQ300UwpE9J7dIwTIYGfWhnmmgtrshCUSL5MMFQmFAghOcDlocwEmEkCASCacXnDbL2qnzc3hAnm/vHHedyaNx/UxmBQCjuSoWzGe5AGQiESElxMjDgJTTBTcM0TdxDflwJNuaWpLNtf2tcYQdJgoXlGaMS5wCO1nbz4dtmc7S2O6abHMBmVcbVM/D5wzz9ei33bCjl4Tvncrimi8qTPdE5pSXbWFieyZziNI6d6Ob4iW7mlrynaGixqFTWRWSRG08P0nh6EIdNJcFpQT6jKTHoGf10fbimiz+5ZTZdvd6o8qGuG6jKe9HoA1UdfOz2OcwvTZ80QTQvK4FrFuXw/FsnaG4fIjnByvoVBczIcDI06B/XqyDJEu3d8Xkqhuno8WC1KNhtKm5viCVzsqL5JlNl+Lvj4YMXUpgIYSQIBIJpJRTScbsD3H5dETUNvRyoHB1ntltV5pWms2xeNoZuXNDEMMMwJ32qNAyTwQEfCYl2blxZGJerf9XiXHTd5FRL/6jXewf9KLLMzsPjl1JGhHzGT+Yc8gR5/JVKymamsmh2BmuvyicQDKOpkUqMmoZennmjlvZuz5ks/ffyHiRZHtOx0usP4/WPLxrU2etFkiJzH6an38/qJU5URSKsR5IvX3ynjrvXl5CUYGV/ZUe018QwmioztySdNcvyONncF/Wy9A8FeP7tE9x2XREFWQkMDY0Os0TnDlPyIkAkMdYwTGQp0owrLyuBvr6pGRqCiRFGgkAgmHaCwTADAwaF2QmUz0zF7Q3h84dQVZmUJBuBQJigP3TRNPFlWULTlGi8PBw2cA/5KcxJ5LbrinhzR2NMj4KqSKxcnMuc4jSeerV6jAEyfOs3JnCEdPf5yMtO4FTL+L0ddMOk6lQPVad6cDk0ivOTuWZRDr96/hiBM65vRZaYX56Bf2TcXTq3LpSGYTJyq9Ndbjy+EGUzU6M9EYZlp69bls+f37eAE419dPV6McxIkmJFURrSmTV4Z/doD4tpwqtb6/n0AwvRzpSfjpmDaZKcEH/SJhBNqExyWbhrfSlut/8DJ3Y03QgjQSAQXBR03cDrDeLzBdE0BYdVwTRhoN87qR7ChSLSpjrSs6Grz4s/EElQy0x1EAzqBPwhCrIT+MwDC6mu76G6PlJKaNFkivKTmVeSzqA7yJMbq6OJkSPJSHEQCIYnDFkcqe3irg0l7Dh4Oi7tAbc3RGFOIkdquqIGAsD11xSCaY6+4RqRjoxTwWZRznweo28Hh2s6uWpeNnVNfVFxpu4+H8++WUtKopW5JelkpTkjraL9IQbcfpw2C8fqemN6LnTD5EhtF/OK02IaCXrYYGF5Joeq4xeUmleWzqAnwIduKMPrDZxXy3FBbISRIBAIpoTVqka1DwzDnPKF2TQZk0B4MbDZNOx2CweqOjhc0zVK2tdmVZhbks6K+TMIh3X8viAl+cmUFqZiGAbBM62PX3ynjtaO8RX6FpRncLyuZ8IQR2unG0xYNi+LXYfbJp33jAwnM3OTohn8dqvKuhUFFOcn4z7Lda9qMgvLMzhQGb/K5ZySdNq7PRTmJOKwqdEb/NHaborzk7l7fSkvbqobVa7ZNxhg+4FISEWRJW5dU0Siy0pL+9CErZeP1XVz1bxsPDFCSn5/iJRUJ3lZLlomWOPouaoyi2dnYugGAwMfzMqDi4HQSRAIBJMiyxIOh4WUFCeGJNHR66Oj14chSaSkOHE4LEjS5dv4xmqNeA/+8HoN2w+0jjIQINIZcv/xDn73ciUmkVDE0JAfWYY3djTyy2ePsnHrqQkNhCSXhbKZKZNWcVw1LxtFllg+fwaLZ0/cAXFGhpN7NpRypKaTGRkubl49kz+/fwE2i8LR2i4SEmwoZ/Ib7A4LA+4gdqtKfnZCXOsiSxKLKyJaA7phsrA8I/qeYZpRLYeP3z2XFQtm4LS/1wHRZlFYMieLT35oPoU5iRyt6eblzScnNJDc3hCSJDHeV8XnDXL72mISXRN7QxRZ4s61xRiGidsdEAbCNCI8CQKBYEIURcaVYKO1Y4jdR+s5fVZiXG6mi+XzZ5Cb5cI95L8sL9gOh5WXN5+cNHt+0BPkmTdq+fhdcwkEwvi8QW69dhZPn0kUHA+XQ+O+m8oJhQ2s43SwtGoKKxbOYFF5ZrTEc/XSXGYXpbK/soO6pv5oPH1GhpNF5ZmUzUzB7Q0xMzeJnMwE2rrc/O7lyqjGgm6YLChNZ3DQh9Wi8saORtJT7Ny8ehZPvlo9xhg6mxtWFuKwqYSCOoFAmOXzZ9DW5aHhTEOucNjgpXfqmJWbxMLyTK5eOAOfP4wkSditKr5AmBONfWw/0BJXv4jhhM3xDAm/P4Rdlvjo7XPYvKeJ2oa+MTkWuZku1izLIyXROsaTIrjwSGY8Khdn8eijj/LjH/94wjH//M//zIc//OFznpiuG/T2jv+jVFWZlBQnfX2ecy6XEoyPWN/p5f2yvrIskZBo52BVB+8ePD3h2NVLclk0O5OhQd8lTx4bub6qKhM2JH71wrG4t79zXTHZaQ583iA2m4rdHsnoP1I7OkxhtSjMKU7j6gUzIsl/hoHdbqF30M/R2m7c3iCqIlMwI5HZRamEQjo+bzBqSEkSWK0aFquKqsiEwgaKImMYEW2CwzVd9A2OfyNUZInPPLiQcEjHQOJ/nzkCwPoVBZQUJPP2riZOtfSPuSmnJFpZvSSPmbmJeD2BaPjHalVxOq3sOHSaI7WjcyAAMlPtLJ8/g+L8ZMJhgwNVHeyMI2QyTHF+MresnsXAQOzy0GFsNhWLRQMJaur78PhCaKpMcX4yCU4LgUBoUqGk9ysX4tqQmuocISx1nvM5n43T0tIoLCyM+V5GRkbM1wUCwfsHm02juX1oUgMBYPuBVtKT7WSl2i+rC7iiquw5PPn8R3KwqpO7N5Tg8wbx+8Pousn8kjSumpdNV58Xry+MxSKTneYkGNIJBcPR3Ay/P4TNqnH1/GwkOdKDwjQMhgZ9Yy76phkZ7/eHUBQJh9PGwcoOdh1piyupUTdMjtZ2sbA8k6pT73Vp3LS7iZ5+H+tXFLBueT419b24faGowZKb5aK2oY/eAT927b2bSSAQxjBMls3NYuWiHGobI2NkSSI73UlhTiKBYBhFkfF6gyycncnuI+1xly4unZtFMDi5joHfH8bvD6NpCiX5iZhISESqUESJ48XlvIyENWvW8N3vfvdCzUUgEFxmWG0ae45MrhswzJ6j7dx3Y9llZSSoikxX79QUHLt6vVFdAnhPaMfnC2LXFJxWa6QyI0bC3PCNf6rouonVonD0RNeUOi7WNQ+waHYWwbOaKR2u6eJIbRdFeckU50e6TbocGhZVYcgdJCPFjs2qoEjSqOTT4XNVFJmCLBcF2QmAiWmY9PV5kGUJu00jHNaxWlUWlmdwsHry5lj52QnkZLgm9BCfzfBcBJcOkZMgEAhiYrWqDLoDtE1BBe90l5shbxCrVb18ytEkGK0CMDnDD8aSNDp+fi7VHFNBkqS4YvsjCYZ0ZFnCNSKpcBjThFMt/czIcFI+K5WOHi+Hqjtxe0PIskR+VgLzyzJITLTj9QZGeTqGS1bPZmRXT48nyJplefiDOlWnxu+5kJPp4q71JXg8gbj6OFwMJOm9Xg+myWWZS3M5IIwEgUAQE1mW6Z6iTC5EaulnTLHz43Si6wYpiba4mxMBpCTZ0HVjSj0ALgSGYWKzKvimYIjYrSqGYVBckIKqNo4JadxybREZKXae3FgdlV0epr5lgHcPtrKkIouVi3OiLZTjJXym7fINKwuZW5LG/soOGloHous2I8PJ4opMSgtS8HguDx0DRZGj1S66YRLWDayaQlg3CAbCBAKhi/65X86cl5FQXV3N3/zN39DV1YXT6aS8vJzbbruN0tLSCzU/gUBwCTmXa+Xl8qQ4jB7WWTw7M6ocGA8LyzPOKWRwvvgDEZXD3UfiTwYsn5VKa5cHu0WlYlbqqN4KKxbMICvVwe9frcY/zg1aN0z2Hm/HFwizfkUBAwPeKSWehkI6A/1eUhMs3LamCFmSCIZ0VFVGliUC/tBlo2Ngs2s47Baq63s5WPWePLgsS5TkJ7N0bhbpKQ7cQ/7LOqH4YnJeRkJVVRVVVVXR/2/atIn/+Z//4eGHH+bLX/4yihK7FEggEFz+GIZBerJ9ytulp9gxJtIlvsj4/SHSU5xkpzvjaiDksKnMnpXKwMDUO1GeL6FgmMWzM9lztC2up1mLJjN7VipPv14TbaTU3DFE/2AARZZYUpHJK1tOjWsgjORYXTezZ6WSmmjB55uagWQYJj5fCJ8vhKLISJJE4Eyi4eWCzaahaSq/31g9pvmWYZjUNvZR29jHkjlZrF6Sy+BlYthcas7JSMjMzOQLX/gC1157LXl5ebhcLurr63niiSd48skn+c1vfoOqqvz93//9+U1OHb+EYziWdKHKPASjEes7vbwf1lfXDZIT7WSlOejombhkbZjsdCdJLiuDg74Jf7/Tzdnr6/eHuHt9CU9srGLQPX5SpdWicO8NZQSDYSRp4mvQdGAYkeZPa5bmsWVfy6Tj168opLPHS8eZf+kpDh68eTYbt57C5bDg9Yen1P56f1UHt68pmjDkEN93N2LhXMrvwEhkWcLhtPL7P1aN251zmAOVHditCovKM/F6L35HyMvt2nBOOgkT8b//+798//vfR1VVXn/9dfLy8s5pP6ZpXtYKbgLBBwFdNzjVMsDLm0/GNf7OdcXMyktCkS+PC9xIdMMgHDbYuq+FqvreUU+5siRRnJ/EmmX5OB3aqDbJl4KwbnC0tptt+1tiVjpYNYX1V0faLz+5sXpUr4TFszO5ZlEOumFyqLpzSqELSYLPfWTxqMqOKwHDMDnZ3B/391hTZf7ywUWXjZFzKbngRoKu66xdu5bOzk4eeeQRHn744XPcj8Hg4PjuPkWRSUy0MzgoXELTgVjf6eX9sr6SJOF0Wdl9pI09R9snHLtiwQyWz8/G4770Gezjra/FoqCqkd4Tp1oG8PpCWK0Ks3Ijhk04HL4skutkWcJmsyDJEsfruqlr6icQ1LFZI6GQiqJUTne5+eOWUzGbKamKzIO3lHO0tpsjtfE3TAL4i/sWYBr6uKGC98t3dyQJCXaefbN2TBvtidhwdQGlBckELnJuyoVY38RE++UhphQLRVFYuHAhb775Jo2Njee1r3jiWbpuXFZxrysNsb7Ty/thfd1DflYsmEFGqoO9R9vHuGszUx0sn5/NrNwkhgYvL1nms9c38ncIVVXIy3RGW0UHA6FL0nRqIoJBH6qqUF6YwpziNGRZOqPqaNI/FODp12vH3TasGwwMBdDO4UlYUWX83tCk38v3w3cXIgaXokhTMhAAmtqGKCtIuWTneLms77SUQGpapF43HL70FrlAIDg/wmGDwQEfeRlOSm6dTd+gn64+HxKQnuIgJdGK3x9i8DKQY46XcFgnHL68jIJYxJqn1aoSiuPm0dnrpTAnkf1T6AiZnmLHosp4LiND73yRJM7pe6nrBoiI9/R0gTxx4gQA2dnZ07F7gUBwkTEME683SF+fB4siUZDlIj/LhUWBvj4PXm/wfWMgvN8xDJMkl2XcTorDHDvRTV52AskJ1rj3vXh2Jn7/laUTYBgRF77NOrU8C5fTcsnDZpcDF9xI2Lx5c9RIWLVq1YXevUAguISYZkTf3+sN4vUGCQTCV9QN5f3AsGTyzNykCcd5/WFONPSxZlnepAYFQEaqnYriNILBK8sDbJomPn+IOcXpU9puQWk6+mXg7r/UTNlIOHHiBF/72teorq4e9bphGLzyyiv8zd/8DQDr1q1jwYIFF2aWAoFAIIgSDIRYPm9yT+07e5tITYq0jh4pp3w2WWkO7r+xHJ8veFnEwS80oWCYJRWZcRlLEMmzSUu2EwhcfEGty40p5ySEw2GeeuopnnrqKZKTk8nJyUFRFJqamhgYGABg2bJlfO9737vgkxUIBAJBRPchI8XBmmV5bJ1AT8Ef0Nl3vJ11y/MpnLGAg9WdHK/rxu0NocgSOZkuls7JYmZuEh5P4JKoTF4MAoEwiUl2Nqwo4K1dTROOtVlV7lhbjM8XFF4yzsFIyM3N5Ytf/CKHDh3i5MmTNDY2EgwGSUpKYs2aNdx+++3cfvvtQm1RIBAIpgnTBLfbx4KyDJITrOw63Dam6sTl0FhckcmSiizcbj8Ai2dnsGpxblSHJhTWCQbC9PV5rvicEveQn9lFaVgsKlv3NeP2jjWIcjNd3HLtLFRZwuO5fDqZXkouuE7ChULXjQlbiqqqTEqKk74+zxXpHrvUiPWdXsT6Ti8flPWVZQmb3YLNqtIz4Kety41hmKQl28nLSsAfCBHwjy1nlGUJ0zy3Phvv57WVZQm73YLNptFweoD6lgHCuoHDpjGvJJ0EpwWfL3hJPSoXYn1TU52Xr06CQCAQCC4OhmHi9QTweQPYrRql+UmAhGEYE3oHrnSvwXgYhonHE8DnC5KZbCcr1RFtB27oOn19U+96eqUjjASBQCB4n2OaXLH5BNNBpCGVCCfEgxCmFggEAoFAEBNhJAgEAoFAIIiJMBIEAoFAIBDERBgJAoFAIBAIYiKMBIFAIBAIBDERRoJAIBAIBIKYCCNBIBAIBAJBTISRIBAIBAKBICbCSBAIBAKBQBATYSQIBAKBQCCIiTASBAKBQCAQxEQYCQKBQCAQCGIijASBQCAQCAQxEUaCQCAQCASCmAgjQSAQCAQCQUyEkSAQCAQCgSAmwkgQCAQCgUAQE2EkCAQCgUAgiIkwEgQCgUAgEMREGAkCgUAgEAhiIowEgUAgEAgEMRFGgkAgEAgEgpgII0EgEAgEAkFM1Es9AcGVg6YpqKoMSJimSTAYxjDMSz0tgUAgEJwjwkgQTIimKciyhK6b6LoRc4zdrmHXQDYNzLYTEA5BQiquzHyCviDeoEE4HHtbgeCDjqrKWGwqmkVBlRV0wyAYDqMHDAKB8KWenuADjjASBKOQJLDZNBwWCTPoxxHsB0lGSkolHAzhCxG9cEkSJDk1FP8AbHkB48R+MPTovsykDLRF60letJ4hT0hc8ASCEUiShCPBgqLK7Ow4xe7OBgZDfiyywpyUGVyfM5tEhx3vUJBwWJ98h+9zZFnCalMxzwTBJST0oEEwKK4blxJhJAiiKIpEkktD6mnF3Pca5slD0Zu+abWjzFmJa9kt2Fw2Bj1hEp0qSm8z5nM/gFBg7A4HujC3PIXZeJyEuz6PYZiEQlf+xU4gmAxJknAlWansb+PXtbsIGKNvhKe9A7zdWs11M0q5v2gJ7sHARfntRG7UGpIGiiRjmCaGbhLyh6fNGyjLEjanhs2icaS3lZqBDnTDINXqYFV2CQlOG0FvWDxkXCKEkSAAIj/UZJcFjryDufUPYwcEfJgH34bj76Le8yWS0vNR9SDG8/8V20AYScMxzC1PkbDyXnqFkSAQYHdp1Ax28PPq7YyXtWMCm9tOoJsGDxYtY6DPizmNKT52lwW7TeNY72l2NtbjDvmxKCrzUnJYlV2MoRv43MELekxFkXElWdnZUc8rTUcZDPlHvf9S41EWpuXycOnVSIqE3xu6oMcXTI4wEgQAOG0K1B+ObSCMJOjHfP4HqH/2PYxDb0PQF9f+zWPbkFffi6YpwpsguGKRJLBaNRRFBkxMEwKBELr+3t1dUSRsFo3fHdozroEwkm3tJ1k7o4wkqx2/f3pukq4kKy2+fn5x5F36z/pNH+9r4/mGQ9xZuIC1M8rwuid5KIgTSQJnopXXWyp5pelYzDEGJgd7Wmj1vs4/LrwJq64Kj8JFRpRACpAkCavdgrnzxfg20KxgscHRrfEfJBzCPLYdmyad2yQFgssYSZKwOy0kpzrpl3zs6qvn3d5TnPR3k5TswJFgOVP5AxaryuGeljFPzRPxZms1qnV6Ltd2l0aLr58fHN00xkAYJmjoPFN/kDdaKrE5LRfkuDabxmlv/7gGwkg6fUM8Vrcbi108115sxIoLsNlUzPYG6G2LbwNXMvg94BmY2oG6m1HKRZWD4MpCliP5BdX9HbxcfZRmT9+o9xM0G9fNKOGW/Ll43UEkVWJfd9OUjnGwp5lPlF+DRwpiXsCYgyxL2G0WfnlkB7o5+W/zpaajrMichVV1nfexVavCm3XVcY8/1NPCR4t1LBaFYFB4Iy8WwpNwBaBpCjabht2uYbWqSNLET+uqKpPgUElPdZCRkYDLZUNKzkRafhs4EuM4osQ5BUeFZILgCmPYZf5uxyl+WrV1jIEAMBTy80rTMX5auRWHy4IsS3jDU4vtB/QwhmkyyU87iixLWK0qNlvkmiDLsTe02lQq+9roC3rjnstbp6sJ6ufn8ldVGUmWONjTHPc2hmnybscpFE05r2MLpobwJLyPsdk0HBrIkonZUQ+hICSkIqXnEPAH8fqNUdoGkgQJDhWLRcE8vhPj6BYY7AZZgRnFyAvXIl19B+bWP2Ae2jT+gd39YHeBPQF8Q/FPOC0HHRkQ3gTBlYHNptHuG+QPp/ZPOvZ4XxsvNx7lprw5ONSpueytsoosSZPa5pqmoNkUbFaN054BvOEgTtXKjJREfMEQYb8+KidIUiV2NTdMaS57Ohv5k+JleDj33ARJkvCEAhhTfNjoDXgxJfG0cTERRsL7lCSXhhoYgu0vYtTuhRGWvZmSjWXxBqzz1zDoDkXrjJNcGkpPM8YLP4LAWU8OJw9inDwIOSXId30OFA1z/+uxD+7ph+YapHnXYu7dGN+EFRVp/hr8vvffD1ySQJYjTjfDMKY1w1zw/kK1KrxeVxm3k2xrex23F85nWXoB+6cQclicno8vOHGowWbXsNpV3myp4uRQN0vTC7gqoxCLErnMq6qMJUEh6NfxeSOeDFmWcE8hNwLAG44YB5N5LCdDlabuyFZlGZHVdHERRsL7kCSnitrXivncf0Iwxg+8rx1z0+OYDcdIvOP/MTBkYlEllIEOzGf/I6KIOB6n6zCe/QHyA3+P2VIDHQ0xhxmn65CX3IB56O3JSyABac5KDCRCofdPZrKmKdgtEha77b01U1SC/gC+oNB8+KCjqgqmZHKopyXubbzhIFV9bSxMyyNRs8WdvHh97mzCgfE9cFabhmKV+ffDb3JT/hw25M5mV2c93zv8Jp3+IWQk8l0pXDejlMXp+SiKhHso8iRvlad2G7BEx5+7tRwOG6RYHKRZnfQEPHFvNzs5CwxhJlxMhJHwPsNiUdAkHeP5H8Q2EEZy6jDm1qdxXXM3iqpivPz4xAbCMJ2NmMffRVq8AfO1X8YcIuWUYKhWpLs+j/nCf0283/xypHUfYcjz/qlxTnKqaLKBeehtjCNbwH0m1pyQhrbgOiwL1xG0qAx63j9Gj+DCIssSfQFvXC7zTFsCC9NycWpWrIqGbhg8VLqcn1ZunfRWuzqrmGx7IgN9sfMGJAmcTgs/OPo2d89ciE3VeGTfS7jPMt5rBzqpHegky57I38zfgN1pwQybLEjL5XBva7ynzdzUGQT18Hl51EzTxB8Icd2MUp5rOBTXNilWB3OSZ9A/zjoIpgeRuPg+w65JGAffgkCc+gRHt6IoMqZnANpOxn0c8/A7SGVXgS1GFvPyWyGnhAFPCD1zFtKHvwLFi+Bs96ErBWnlPcgf+muGvOH3TUZysktD7WvF+MWXMXe88J6BADDUg/nucxi//DLaQDtJLmFnf5CRJnF+lyZl8ncLruefl97GnJQZuFQLfQEvbj3A7ORsvr7kNhJU2zj7hrUzSvlwyTI8Q4Fxb8o2m0aTu5eSpAySrHZ+dOydMQbCSDp8g3zvyBsoFgkMWJExC5uixXvK3JBbgSaff/JgyK9z3YxSUqyOuMbfVbAAfyAkmsZdZMQVbhqwWlXsGqgWDUlRMcORvIDzdVHLsoRms2Ic3Rb/RuEg5rF3YUbR1A7W2wZDvZCZD01VkdcSUpFW3A4VKxlwB9F1k/6hEA57OvZb/iISdmg9AeEgJKYh5RQT8gfxDL5/tOftdg3F1x8J5UwURgl4MZ/9PurH/hm7PQGf7/3jJRFcGHTdIM3lxCqrY2SVAdbnlPOhWYt4tfk4P6vaPiq0IAGzk7O5e+ZC/nX5neztamBb+0mGgn6sihrt3eBULQwNBCb8/cgWmU2navnQrEU8XrcHfxyVB91+D6+3VHJDdgWhsM6HZi7iiZN7J91uUVoeha7U885HAAiFdNSgwt/Mv57/OPoWfWfnSY3gQzMXsTS9gKGBqeVPCM4fYSRcQFRVJsmlgc8Nu9/EaDgaqTiwu9Bmr8Ay/zrCNplBz7m1UJZlKRJi8PRPbcOuJqT88qlHEA0dac4qyCmFnGKkggqC/iDuwcCo+Xt9Ibw+sFhUlJx5SBIYhkmwz/e+s/rtmoT5znNx5VkQ9MOO57FveBhffI4dwUUmku2vvuczNUAP6hfEq6XrBmHdYHlmIdvaR3vprs6cyYdmLeJHx96hdqBzzLYmUNXfTu3hTj5TcS3L0gtZnjETVVYwDIPAmS6QA0OTf7GsqopDtaCbBsfi1ToBtref5I6CBQwO+LgmcxYhI8wz9Ycwx7lSLE7L41Plq/B5g7hcsb0fU8XnCWJ3WvjnJbexrb2OzW21dPsjOQqqJLM0vYAb8irItLnGXHcEFwdhJFwgVFUhOdGCseUPcGgTo5J6hnowOxsxdzyPcv3HSS5ZQt9g6BxFUc5xm3NxD9pd6MVL0MMGuinhn+Smr+smqhrJepblyAX6/SSharEoyHoI4+ShuLcxT+xHXv8xITd9maFpSiRuboEtbbW0eQdAkshzJLFmRilWh0bAGzpvY0EPGNycN5ddnQ2ERnRAfaBoKU+d3B/TQBi1vWnws6ptfOuqO1ECEoE4w4hnk+tM4nhf27g3+FgMhQK0evpJVuy4B/2sziphaUYhm1pr2NPVwFAogFVRmJuSw/U5s8lzpeAZ8l/wG7XPE0QLKqxMK2JDbjneUAjdNHBoFsK6gR7QGer3i6qiS4QwEi4QSQkaxju/hyObxx8UDmG+9gukWz9NYsF8BqaY9GYYJlgckTwBvzv+DVNzwJFAxMkZ5y8tayZYHbgHA5N2f9M0BadVQrVomA3HYbALVCsUzsGVnIA/aOB5HzRm0TQV092OtGg9+L2YjccmV5XUw5htJ1EzSoWRcJlgtalY7Cq/PbGb/V1NGCO+8/uIqAZenTmLjxRfheQJnpch6/eHcCZa+X8Va/hp1VZCRiTOrkiR9s/xEDYN3myp4vb8+ec0l5Cuk2Sx0+EbnPK2fj2MpEjouslQvx+LReXm3DncW7Q4OsYXCqEHdPp7PZgmUXnpC0koFNFv8HlCKIqEJEkMefyjdF4ElwZhJFwAbDYN+rsmNhBGYG76Hdqn/xPlLLGjyTAMk3AggDzvWtj3anwbKSrSvNWgaFA4BxqPx7WZtOQGiKMi2WZTcdlVjB0vYBzbFpFrfm8vUDAb2+r7sCRn0+8OTelpQJIiBoh0RkQmHNanxd1os2nYNVBkMxIqyikBZxLS9Q9hnjyEue+1cUtBgUhISVRvXxZomoLdYeE/j77NqaHumGMM02RHxym6/W7+at66SNjgPNoge4cCzExI46uLb2Fj83HW55Sxvf0k4ThkjofZ2XmKe4sW45ODcX3HLRYVVZMxJZBMmJWQhieeENlZuDQL5ojmU8FgmGAQvATP5B2YF/UJ3jRNwmHhMricEEbCBcCumbBzHOGhWPg9mDV7sRcuxu2N/0KiKBKmJCMvvSHSgTEOaVep4hrwDmJW7kRe9xGMJ7991o08BoVzkcqWISkThygsFhWXTcH4w79Be32MESY0VWE+9R3kOz5L0owy+t2TexQURcZhlbHaLJjuPvB5QbMipaQT9AcvqEZBolNFC3thy4sYNXtGr2lSBtLCdRHNiLd+i1m1K/ZOXMkXVE9fcO5oNoVXm4+PayCMpHagk7dba1idXkz4PFogmyZ4BgM4bBb+ZNZSkKF9ik/13nAIXziELMsYxvjfbZtNw2JXCBg6Ozvr8YQD2BSNFZkzWZJewBMn940Ke0xEpi2BLHsifb2xEwaHv9OKImOxKSCfv4CS4P2HMBLOE0kC1WZHrzs4pe3ME/vQZi2Me7ymKSS5NMzq3ZCWi3zbpzFe+e9RSotjyC1DWvsnGBt/DvVHkDILkB/4e4yXfgL9sWOlUvlypJs+iccXxjVJeZ/LJmO+9dtxDIQR6GHMV/4b5VPfxWKxRBUgY+7TZcVmVTB72zDrGzCrdkBzDQBmQhrawrVYFm/AG5DxnmdFQaJTRXN3YT7972MVKAEGuiIS1Q3HkO/8LKbfC/VHRo9JSEPKnkVQ1G5fcoZbMG9tr4t7my1tJ7g+bzZ+7/mX1vn9IfBDQortnPxKkW3GzkGSJBRFwmrXCEo6v6jZwdHe06PyD55rOMQ3l93BsvQCdnZO8ns8w9qcUvyB8XOjFEXC5tTQNJW9nY1U97cTMnWSLQ7WzCghI8mFzxvCLyp7rmiEkXCeRC3rqSYcBbxIsgxMbvUrSqRqwtz0OOaxbZglS5E3fBT5w49gbH8WGo4z6uLiSERacB3SspsxN/8eTh0GwPjjz5DWPoj88L9Ac3UkPDDQHQlJZM+CpTeCPfFM9cXEHg6LRUE2QpGn73gIBzEPvIlj6W0EYzy0Oe0adpsCnn7MyoMRF74jAfn2vwTvEObeVzErd2BufxazcgeOB/8B06bi859bPFnTFCyqhPHsf8Q2EEbSVIm5+UnkdX+CUX+UkWstLVxL0C+yri8HLBaV2oFOhqYgM9wT8NA81EeaxRm5yV8AZEkiz5k8pW0SNBt2VcNvvDcHTVNQrQoOm4WgHsbAJEGxcn3ubDRZ4WBP8yghp41Nx7hn1iJqBzonVTEsTszguhml45YUKopMQpKNLW0neKXpKD599NpsOl3DrIQ0/nz2ahwuC97z8MQILm+EkXCeRK1wq2NqyYRWJ2acNxanTcY8shnz2Hak6x5EmrsK88hmUDTkGz8RSYhsOwnhIJIzCQrmQEs1xgv/BS21IyZrYL7ze8y9ryLNW4N8w5+ComKaJrqu4wtJBAf8WK0aTouEGQqQ5FDQdQlfWBqVVGVVJcwjWyBO1yYAx7ahrvoQsu+93AJJOtNTYqADY+OTo+cLmO88gVR2FdKa+yE9D3PrH6C3DeOZ/8D50a8SCJ5bnoJdOzN/X3yfmVm5A2nVPaPzOvLLkZbeiHfw3BvdCC4ckiTRP4VuhsP0Bb2kxxINO0fCYYOrs4p4tuEQgTi7Ja7OLiagv/dddrgsSKrElrYTbG0/Qe8ZQ9apWliZVcQ9MxexIbecnxzfiudML4WdnfUUuFL524XX87Oq7TQM9cQ81uK0PD5ZvhKvOxgzF2O4s+XG5mNsbB4/h6l+qIdvH3qNRxbdjM2uTYtHQZYlVFWJllWL5OCLjzASzhPThLDfh1y6BPPo1ri3k8qXE4wjHUGWJSw2C8a+15FW3YNUshjj8W/CQFfk+NuegZIlyLf8GWblTsym6oha4sz5yFffCYoKPjfmif2Yw42g3P2Yu14C3xD6NR+i3xP54dltKmkpdszeNjj4NkZfO0gSSkY+rsU34EpOxu0LEwiEUWUT+tqntlg+N4QCyLIUvRgmOlWUznrM538YO3SihzGrdmKePoH84D9GPA3734CuJsymSmzpJVMOO0gSWOxWjMPvxL+RoWMe24Y0dzVmczVSxTVIGz7GkCd0XklvgguHaY7sKxA/Vlm9oDklIX8Yyalx3YxS3mipmnS8TdHYkFuOcaY3gyPBQk/Yww8PvRM1AIbxhIO82VrNO6dr+eTslXxx/jq+f/itqJjTU6f2Mxjy8bcLrqfNO8Cm1ho6/W5kSSLfmcL1OeUkWGz4PaFxKylsNo1O/+CEBsIw7lCAX9bs4Ivz1l9QI8FiUVGtMjaLRpdviJChk2C3kZzgIOAPEfCfm9aMYOoII+EC4AtJOJfcCPEaCTYXUulSfHGoh9lsGmZTFVhsSEtvwHjsn6MGAoqKVLIEZhRHdBCMMFLF1Uip2Zg1eyNGQeqMSNz82nuR1n8Ec9/rEPQjzV8DyZmoikqaFgITJD2I8fQP4fTomK7ZUgsH34aihSTc9mlkWUWRwTyXyOuIxCdNU9AkE+PFRyfOrQAY6MbY+HPkOz+HeXhzNHxhv6MM7xQjPbIsRzwgw+sYL92tkZyNT/8AQ1YY8px/nb3gwqHrOmVJmchIo8oeJ0KTFYoS0/HHkVAbC4slEhKwWlRUWSFsGASCIRQk7ixcQJfPzcGe5nG3tyoqn5t7HRZZZdDrw2pVCUo6Pzi6Ce8Eiclh0+CX1Tv44vx13FYwb1T/g1ebKzkx0MXfzN/A/TOXoMgyJmDoBnrQYMA98Q9GsSq8ebI67jWoG+yiN+DBYdPwn2P4byR2pwVJgzdaqni34yRDI6o2ihPT2ZAzmwWpuXiGAsKzcBEQRsIFwO8P4UxOh8XXw8G3JhktIV3/MKFAMFr+qGkKVi1yaQOJsCnh90fKBWXJhP5OpOW3Ydbsg74OUDWk5bdFbvRBH2ZTVeTpOiEVUrMjeQaORKRr749IKw/1QE9bRDXx6juhuxlz70bMtlNgGEjzViMtWo/x+38dN6ERgFOHMZ7+d5wPfBnT74GsQqh8N/6FSkgF1YKqRrQX7BYJ88g78akbArTUwGA30uwVmMe2QXsDsmaB8+hrPyVME9PmYtAPoZBI1rrcCAZ1EhwaC9Jy4+7MuDS9AHOKbmyLRUFRFCw2hbCps+l0Lfu7m/CGgzhUC4vT8tmQW44NlU+WX8OOjiw2t52ICDqdQZVklmYUcGv+PFKtDjxnQlaqTeHlxkMTGgjD6KbBy41H+XTFtbzcdHRUVcNpbz+yLOMbCk6phFFRJCyKMqU21hBRb7xpRsWUtomF3WnBS5DvH3iLgeBYY+bkYDcnB7ezImMmD5etYGjALzx504wwEi4QA+4gyWvux1AU2P8GMX+ZmhXpxk9gFs5jcCiE1aritErIpoFZvSNyQ1c1LDPn48wsJBwKoyoSLFgLphEpNbTYke/5K5AVjFd/caavwnvHMgvnId/xl9DTivHM96P1/dLCdUhZhZGn9qbRLlBp1gLMbc9ObCAM016PeeBNpNJlMHdVJNwRxwUNQFpwHfR3oNhSgTMu/6Nb4to2en7Htr1nJJiRi6IkxV7u8TAMIxKGcaWMbt402bFTswnrnPPTS8SJIolyyWkkHNC5u3AhVX3tMfspjMSuaNxRMH/CFszDyLKE1aZhsSl4w0G6g24kH2TZE5mXmkNPwMOujnr6gz5Oewd4tfk4HylZxtWZs1ieMZNV2cWc9vTTG/CiyQqzEtKRJdAkhaHByI1OVWVURWZ3V0Pc51s70Mlg0MeStPxR2ylnmq1NVZfEalXRTYP1OeX0Bjwc7m2Nq6RyIOQDSTqjawKGwZT7taiqjMWq8K19b8c0EEayu6uBFKuDm3Pn4B4Y/ZAQyWOQGf6tCW/D+SGMhAtEOGzQPxgg8eq7kJbehHngLWg4BiE/2BMiMey5qwiHdQaGQthtCg4NzE2PYdTuG+1u3/kSZloO6up7IbMA46WfoHz0q9DeiPyhv4KQP1LGeHZ75vQ85Ns/g7n5ychNdJisQqRr74tk8redpQKXPQuSMzGrx9EAiIF5eDPS0hujYQtzUu8JkRDL/DWYjZVIBSmRPhRIMBA7uWrcY/d3IjkSI/9JysDU9SmLvZgmhHx+1AXXRbo8xoMkIy1cjz88tRCLosjYrTI2q4akRn5upq4TDApPxHTg84VISrTzhXnrePT4Zvx67HV2qhb+at467JKG1z+xkauqMq5EG1X9bbxxspoTI6SWrYrKisyZ3JI/lyXp+fy8ajtBQ8fA5Hd1e3GHQmzIKSMYClOYkEZhQhoA/mCIoC+MO/DeDU5RZFo9/XEnOw5TO9BJjjMJRkTPCl1pBMJj96Oq8giBMpNgUMc0Tax2DZtVpSfgoa2vi8KEVK7JLuIjJVexo+MUb7RUjWpQNUya1cns5CzW5ZRht2h4JIOAoeNQNZyyhaBfJ+CPr7xUs6m823GSvjiTTzedruHWgnmoqkw4bERDPzaLRm/AG8lj0Kw4lKnNQzCaK95IUFUZm0VBwQBMwij4A/q0yH2Gwwa9A0EsFgv2pbeiXnMnkqxg6pE2yT53JMnNZlVwaCbGE/86fvJfz2mMF3+M9P/ZO8/AOK7zXD/TtqN3gARBopJgr6JEiRKLqtVsyXLvdtxS3K6de+N0J7GTOImd2IkT23GXXCR3S5QoFokSRYoF7CRY0XvZPvXcHwOABLEAFhSp5n3+SMTOzM62me985X03vRP59g8ghAOV86FwFs63/u/EAAGQ1z+EOPj0+AABkJZuRBzdNTFAAKQ5jYhzTemn/MEtX/RcgOxCpHVvRIT74cwUOhHeAPJ9f+ROLphJxMgqR5Kk9JWiVY/bb7HiVsgpQv6T/wZTx7YsFEWe8ecZNwQ5Sza4aorG9L0hUt1K0LwY8fRHvYIBFb/Pg2h+EefAVugdqU3nlaItuQWxYC1Bn8JwNJMuvZrEwjrl2Tn8/ep72dFxih2dp8duPAXeIDeX1XJjWS2O6RCPTP15KoobIPzs3AG2dZ6a8LhuW+zsPM2engt8vHE9H2xYx9eO7RzTMPjlhSZuLJ2HnXToDUemzHpJkoRhz3zVaznOBOvmTRUNmPrFY3m9KqpPQVVkmod7iVs6Qc1LXW4xluPQGR/m4VP7JkxE1GQX8YbKhXx++Z083nqUrkSYc5E+GvPKWV9Wy9ysAgTwXNdZvnny+XEllbqcYjaW17Mwv5xYRJ+yf0eSwO/V2NbRnPbrNhyb57vPsjJ3DpoXFI/E1vaT7Ow6PS4TUZdTzOaK+czPLb3mfQyapqB5FTSPgirL2I7AMC0s/eqYir0SvG6DBE1TCPkkFEVGHHse+ttBklCLq/DXr8IyLaLJlybHOhmj0qZM4s0Q9Ck4v/vvNKYDBGLr95He9ZeuR9OKzYjDO9zsxOXklUJFLeK3/zX+774gUv1qnB/8deqn8AbSHgMcQ5LdRkmPD2TZzV4c3YU4sNV9n0cZvbGvvguMBM7OnyC//c8xDbczWdgWFM+ZWvIYoHoZ8m3vhXA/Yt8Wt5HSsSCUh7zwRvIa1mDoJuEZeGGYpo3pVVHv+2PEo/8ydcmkdC7Sre8lkkj/Rx4KqHitGM63/xLCl6n/9bYgnvoOYtejqG/6FDlZhQxHXztGWK8F9LhJXl6Q9SW13D67EctxQHLT8ImkgR4107pZeAMqOzpPpQwQLiVpm/zH0R18fvmdLCucRWc8TKEviITEgf42lufNHlm1T34MxxHkevwzfankeP3jbs5zQvnU5RQzNCLw5Q96QIPHLhzkhZ7z4zIVAVVjbfE87qhsZHnB7HFBQn2OmyGozSmmLxnj+pJ5eBWVbI+PmGnQEh0gbpn825GnaUvhTHtquIdTwz0sL5zN++uvR4Qnv0HLsowtnBn7T5yN9LGmaC4xS+ef9qe2mx49j+tL5vH2mlXXpI9BliUCWR6QJZ7pOs2+3pYxNcylBbO4ubyOrIBGPGK85vwoXpdBgterkhXQEM/8GOfwMxNuAGL7D5GXbCR37d2Eo8bLGuF5PCoYCTh7MPUGJXMgq8ANraND0HkWcXAb0nV3w5wFiCe/k3I3qfEGRPO+iTf80rkQ7of+jtTPZ+ow0iOQFqrHFTgK5iB2PYY49hyEcpGW34r89j+DgW5IREDzQNFsSMQQ/e1Iior83r9F2A7WSBYkmbTwLtuEePx/Jn06qW4V0q3vwXni29D84vgHh/sQ7c2IHY+g3fNxcgsrGYqkn8YPxyxyCipR3vZ5xLM/ddUUL72K+0Ow8CbktfeMjX6mg9er4pNsnEf+3v0MJyMRQfzki6hv/wv8viwSV0nMJ8NF9LhFPGK4Ey24/SjplqdGFRwfT2OMEdyV7blIH2+rXoVHUelNRnCEoNAXQpFk/H5trCE5FaZpUZAVYlYwN+VNNxUBVWNJfgW/a3HHFSsCufzxwluIx1wPCF9Aw5AtvrT/yZRp/LhlsrXjJIcG2vnU4k3ELIMn2o5x35wlrC+vZXvHKX58dt9YL8WnFm2kIz7MT87u5y9W3MU/NT017bnu72slpO3jgaplmIOTX2uvpFenwBtEkSW+fHhrygDhUp7rPkuux8/m8vlYw1ev2VmWJbJyfOzuOccjZ/dN8OxojQ3ym9Yj3F25iM0V84kMv7aMq153QYKqKmQFNZzH/nVCg94YegL2/gbh8ZK94lYM3cQREpYDuj4zE6KZ4lNBNO0YfzNSNaQFNyAtvQVC+TDUDQjIKQI97pYK/CG3GygykPrA2YVuCeByNC9MUeMTXeeQF92IkJXphZEk2Q0QPD6c73z+ospkMobY8m3Ezh8jzWkEXxDmLkYykq5XRHTQTb7mlSKtvZe8eUsZipokdBtf/SpXsyFV02ROIdJt78X51dfc/o7JSMYQP/tnlDd/jlB2KdF4ejdzIWAoahLw5+O/8w/cgKn1hJupCeUjVc7H1HUiaa46RwlouK9pqgBhFD2BeOYn+G99H4n0hQIzzAAhuKKLsser0jTQnpaCo1/R+MiCm8j1+PlVy2Fe6DlHcmTFrkoyywpnc9usBRTlhIiFUyt0CgHJpMGG8nq+2/zC2L6LCyoo8mWhSDIRM8HB/ovndH1JNS3RAXTH4oG5y1hfVouesEgmTXd1G/DwV/t+O22dvzcZ5evHdvLpxZvwq64XxD8cfILuRGRsm9tmzUcA3zj+LHdWLuToYCfno+n1FD3beYZ7K5fg8SgpF2VCCDRFJah6iKXZCA2wpGAWz3efm1ZhcpSt7Se5Y3bjWB/D1cCf5eGF3vP84MzeSbdxhOAXFw7hCMGm8gYiQ6+dH/vrLkgIeiXE3t9NHiAw0um/8jZXbbBpG1o8DJoXb/UyQrklJHSTWJo3mpkiSw5SuO9iGd4fQr7vj0HV3FT6yb0XMx+yglSzDGn5rWBZoE7+cUmy7PYtXI6RdEsKk3H+MNg2zFsCp/dPee5SwxrIL8X5/l+72ZDLScYQozLNTdvgjg8g3fgmxO9GMgWDXYjf/hfSujeRs3Qjg2GDRNLE98BnEI/8g9vrcOnzLbkFcbZp8gAhtxhp8c1I1UvBFwDHxueRMW0FXU//ph5PmMQT4PFoqLOXjKm7GVcQ8SuKjKKpOMeeS3+nMweRHWvSC2iGa8doDdnjUd0asnDQTQsr6YAM5y4vFaVAlWQ+1riepG3xtwd+h3FZsG0Jh729F3ixt4W316xiVeEcosN6ypWzkbRZU1zFqeFuSvzZrCutJmFbXIj0YwvBgrxSHqpeyf6+Vg71t3HvnCUkLIO/XvEGkrpJPGKMBbRen8rxwa60U/gXogOcj/SzuaKBLxx4fFyAIEsSN5bW8L3mPdjCYV1pNT9o3sOqojnkjVxfBvU4h/rbU06VOAie7jzJrRXzUVRlQhOh4wgShsH1JfN4sj09jQa/ojI7mMf/nno+re0BdMfi+e6zrMitvCpBgqoqKLLEI2f3pbX9r1uOcGNpDR6POqWHzauJ11WQIMsSms+D07R90m2kje9AmrcEZ/vDcObg+NXzrscQJVX4bn4rnoJZM7Y2TgsBjKQ+UT3I9/8JhPvdHoXLu5odG3HqRUTzPqSN73QdHctrJogdAYjoEOSVTHy+7vOuPkFhBfS1T3xckhFHdyGveyNO2wlITr7ikJbcgtj/ZOoAIdVL3f0r5Hf+FWL7I24JYvTvz/4MaVY9/uwKYnETKeDH986/xNn3hCtIFQ+72ZXGdTi/+o+JB1Y9SLe9F6l6GeL0PpztP4LosLtP5Xyylm0i6PMQjlkzuhCM9ZK8BDRNQXSfn5mXh2MjLhxFnb00EyS8TFxeQ97be56YaeBVVBbll7OhvB5VcccBp+PGshr8qsa/Hdk25bigQPCD03vI9waYE8gnEZtYXrJth3jU4O01q7kQHeBbJ5/nxFDXuN7eEn8WG8rreW/9WizTgaQgaZkICVSvjOZRsEwHzavw9LmTM3pfdnSdpjSQQ8clPQ4Ai/MrsITD0cFOin1ZhDQv76lfy6AepyM+jBCC1UVVvL1mFc93n+OJtmMMXXadOBvuI1ai061HqM0tntBEaOsOGysa2NZxKi2b7dXFc3EQdMZn1sdwJtLHivw5M9pnMjw+hWe7z6TtvCkQPN1xklvL5r/ka83LhfxKn8DVxOtVEa2nYJIambTmDUhVi3B+9HfQvC91er37POInX0LuOEVO8OrHUBYylNe657N0A0DqAOFShEA89T1oP4V0y9tSb3JiN1L9Gre8cCnJGOLEHqTFN4//e9k8pNveh/zx/0C+/l6k/DLkD30ZadO7UgcbBRVQNMttAk2XwW5ob0ZacP3E8937O/wed5wwGrcI62Avux35Q/+E9K6/QXrr510tg8u8HFA9yA98CimQjfPNzyJ++99w7jD0tkDnGcQLv8b5r0/CrkfJzfaiaVPbXV9tJIm0piUmoMfJuPC+PMiyRCjHx4GBNj69+2f87NwBWqKD9OsxOuLDPNF2nM/t+TmtsUFKR8dtp2B9WS1bWo+ndaMQwC8vHHZHYif5vDWfwsH+Nr58aCvHLwsQALoTEX505kX+99RuVE0mmOWj34mxrfckT3QeZ9fAGSS/hEdRJ9zsp6MjNjRhUgKgLJDN6eFeSgNZfHLxRo4PdvHVI9v5l8NP0x4bZFYwl3xvEAGsKKrkL5bfRVWoYNwxLOHqYP7b0W187/QLhLK9qOrF59J1C5+k8r7665GnUXMt8Wfzxqql4wyu0sUWgiuy6UyBosns65tcUTMVB/pb8Xu1q3MCLwOvu0wCw5MIAnl8SKvuwPnZl6cX0HFsxK+/jvqhf0LTlKs6MpM0HHwNaxA7HkFafDPOMz+ZXpIYAIHz/C+R3/wZRG7JSN/CJXSdg8FupIU3TtAtEAe2Ij/0WddmuqcF+fb3u02Qx57D+eHfulMWkgzFlUjLNiG/668RJ15APP1D98dUNBvpxgfcfog0swhjz911FvKKJz5wtgnJscfeX8OwMQyQEzaqlofHo+AzJz6XdMtbwXFwHv2Xyd834cCBpxBGkpyN76B/yHnZBIwcR4B/+hvLBII517QXJsNFfCGNA/2tfKd5cm0QATx2vok/bFzPj8/unzQAqM4uIkvzzkih8Hy0n55khCyvb4LzpM+nEbaSXIgOcPecRZiOQ1dimKb+9glZjb29F6gI5FCbU8I/Hnpy3GM/P9fEf6x7S9rndCkixUyyKrvaCn+08Bb29FxgZ1czG8rrubGshubhHn7VcpieRAQJidmhPG4pr+MzSzbzy/NNPNHuln7zvQGiI6PWL/ScJ6R6uadyMZGhi+9tLGywILeMP1m0gZ+dO8CF6PgeLE1WWFU0h4fmrcDSbYIBLwFVI55iJHwyCr1BuEp9g4okk5hBDwW4zaKy9NpZn7+uggQhACV1hCbNXwsDHdB5Jr2DWQaiaTv+RRu4mgq8luVgmxbyLW8HVXNLHunSeQaG+5Ef/Iw70nhZms159mfI934c0d8+viejtwWx48euUuNgN9gWzjc/B8nLmn06TiM6TiNyi5Ef/AzSR7+CpLg6DzNOoY+dlA2pTHeEg4gOImnjJys0TSHgAUUBxGVZkRFRKud7f5FWYCWOPguLbsKXXUFixHxG05RxYjKmaV/VINA0baTiWYis/MmbTC/H40OqWoQxzcx+hpeOqsp4VJUfnXlx2m3PhHvp12OsLZ7Lzq6JJT5wU/+t0aG00uOX0jzcy6rcygnnpvkVCuQg83NLGdTjKLLMdSVzeWv1Sp7tOsPjrcfG1fy3dpxi06z5FPuz6LmkpGcjGDISlAdypu36v5TyYC5DKbaPmjrrSqqxHIeNFfVsnFWPhIQjBBFTZ9hIjE05tMYGea77LHU5xXxkwU0IyfVhuL5k3rhgantnM3dVLhzXiyOEIDacpCKQw/9ZspmeeIRz0X4EAr+i0ZhXjnAERtydNpJUibXF89jakV5ZRcLN/DjpuOulgSMc/KpnRvv4VQ1nht+XV5LXVZBg2w7Mqk/5mFS/CnHk2RkdTxzeiWf1nRCboY7ANIQTDnn1q6D1+MyslgHR0Yw0fy3y2/8c8eLjiGO7Lt68W44hnv8l8n1/jNjzG9cKeSSQEId3QOV8pKLZrovkVB3bQz04D/+9209ggfPLrwEO0h0fJH31oxGyCsb1I4zjsrRm0K/i10Ds/DHOqReR3/d37ufZ5l4ApIXroL3ZDXTSROzbgv/W9yGERsCDK4F9dr87KhrIIjBvCY5fI24wYVV3JTiOwEgaaItvRux6NK19pPlrsc2Z9U9kuDI0r8ILvecnVWK8nJ+fb+KDDetojw9xJkUToyLJafUtXI4lbFRNwR/0YJsOkuTaQz/Zdpztnc3j6vkS0JBbyl2VC1mYX86/Hdk2tiKPmEma+tt4W/VKsj1+8rwBZEnCchxkSeKW8jqODnamfV4by+s5NDB+XFqTFRblleNTNXZ2NvNM5xl6ku5vusSfzU1lNXy88WaODHTwnVO7xwKmU8M9/POhp/j04s1EDZ3q7CK+cfyi14stHLZ3nGJDWf24Xhwh3AZOkCgOZJPvC2I6Nj5Vw3Zck6rR7W3dYVNFA9s6T6VVeliQV0ZI9TIcuYIFTwos02F5wWzOhNM3i1tWMIvEa0hx9XUVJOi6RSg3C2Y3uKNsl+LPQgxP36k8jrDbbX+ptfHVwLYdErqN/0qK0Lbl3igral3r6BsfgO5zYBoQzHFdH20badkmpDVvgHOHEeE+kDWkuYtwfvNfUFiB1LAaAjkjbog9iCO7Lor++EJI9avANpGCOSgPfhphJN1f77zFSB4f0sIbIafQLVPEhhEndruaCZdmGzw+pLqVrufE5Xh8SNkF2GF39ez3qfgVG+cHF02mxJFn3WbJ0SBh9nzE5VoJ03HmALKmETQj8NTDOJf1oghFRapbSeimh9ACGpGrMNWSMASeFbcizh5MqXI5jrwSpHUPEEtmag0vB7Iqs38GpYHDAx388vwhPrloI4+db2JX1xkSlwQYETNJoS804/Mo8mVxMtJNe2yIdSU1+FSV/zi6k2NDE2/oAjg+1MWp4R7eX389H1uwnn8+9NTYzbgzPswNJdU8ev4g3YkwEhKVoTw2ljfQmFdGiT87rQmHOaF8KkP54wSVZEniI/NvxKdq/N89v5gwntidCPOTs/t5vPUoH2u8mQ/OX8d/HntmrGTRFhvi6Y6TvGneMrZ1nJxgfd0c7uWWinpy8wMkYobbl+DX8Ac09vZe4OmTJ2kZKQ/LksTSgllsLm9gVl4esbDuXvN9Xt5Tex3fPrU7Zank4nse4v31119VS2tTt1lXWs3PLzSl1ZMiIbGhvN6dnnmN8LoKEmCk5n/DGxE//uL4VbpjT1i5Tossj6Slr+45gmt+IrKLZryflFOIGKnni+7ziJN7kYpmg+oBPebaSps60g1vdAWWhrrdG3kwCywT+Yb7IbsQcfIFN7iQFKTSKqT3fgEuHEV0nHaFmzrPIrb9EKfjjBuYZOcj3fkh5Lv+ACKDiEPbET0XQAik3BKkRTcirXsT4oVfI/b81j3XxnWuAmPPxIvy6Op5dMQw6NdwHv2Kqy0wbwmSPwTRIVdSeu5iV+jI659YIpkOx3ZLR7/9BrSlGK2yLcTx3YiW43je+v8I+gPEEi8tUDBNm2hCIvTAZ3B++43JJatn1SPf8zHipnjNjEO91lEUmcQM6tcAO7qaebB6OXdVLOT+qiUc7G+jNxFFkWVqsgsp9AWZl1XI2Uh6i5Bszcf8vFL+at9v6E1GWZBXxnOtZzk21EmOx8+a4ioKvEEkSWJIj7On9zx9yRi2cPhe8wv81Yq7+H/L7iCoeVBGsgZJ28IWDpbj0BEf5kJ0gGe6zvCB+hv4xKINfPHglim1Eop8IT664Cae6z7D6uIqfn6hCd222FBeT543wBebtozpPqQiYup85cg2Prf0Nm4sq2Zn58XyzM7OZm6fvYAdKaayLMcmbhk8cmYfH2y4AY9HxVEE/3BwC62x8b1jjhDs72tlf18rG8rreGPVMiLDSeIRgyX5s/jDxvX87NxB2uND4/Yb1al4e80qLN1Bvwp21qOYpo3XUXnT3GU8nEYJ647ZC/ArGuEraW5+hXjdBQnxhIknvwL5zj9A/O4bF2vXQz1IZXMR5w6lf7DSuQjLvCZNb4ZhIeXlI0qqppclHiWrAGbPR2z5DmKgE/m29yGe/yWi7xJb3GCem0Uorwbbcm/UbSfdGrnHizi80xVnumRFIMBVTVx1F9J197gjhYfGuzNKNcuQgjk4j3/TnQy5BNHe7Nb/S+ci3/1RCOQgTu1FuuF+nF9/feLr0Hyw6g7iI9dqn09DhPuRapYj3fOHkAhDZHAsqJPv/iji8W+6YkceX3rv1cUzd6ckotP0B8SGET/7Mv53/zUJ3X7JmaNk0kIICN35Ibfks/9J93MSAimvFJZvRsotIpG0iF/FlU2GyfEHPdjCwa/OrLM8MFJzjoV1korM/EApS/JVjgy280LPeVqjg9xSXsfZk+kFCTeV1XJqqJveZJR5WYUU+UKcGurmQw3rWFxQwckhN8MgEFSG8rmzciEnhrppHu7m1lkLiJpJdnSe4nx0AEc4FPpC3FxWxwcabsB2HHqSEXZ0NLOvr4VtHSfJ8/r58xV38puWwzzTdWacLLNf0VhbMo975ixClRWqs4swbIuPzL+J/zi6nVvK63j03MEpA4RR4pbB71qOsHnW/HFBwpCR4Fy4j+qcQvp6xpduc70BYqbOoYF2/u3INj6xaAPtsSH6klOXeJ/uOEVQ9bKxrJ7osE50OEl1ThH/b9nttMQGOTrYgWnb5Hj8rCqegyLJeGUV07n6tvLxiMENxfNACH5y7kDK8pOMxJ2zG7l9diOR4ddOgACvwyDBVdGzyK1sRH7PF+DFxxHHn8c5vBP51vcidv867T4AadkmdNMZG6OzrKvXJe+qq1l4V9w20W9hsvNZeou7oo4Ouitu4UBFDbSedMsP69+CVFgB0SHEwa2IwW43G1K3EqlwlmsdnSKaB9x9tv0Awn3I19+Hc6bp4ihp6Vyk9Q+5EwWT7Q/QdQ7nkX9AftvnkRavR2z74UQhJM2HdP8fY2lB9Kh7c/RrIHlzEIEcVynz0uZSzYd00wNIt78fjISrjTCT3pKqRrf/IJyGMtxgF6L1JL6CeVflxq3rbnOV1xvEv+ZeVxpYAttxMByFoKKiG1f/opVhIooi4fdpvNh7gWUFs2dUp19WMJuEaY6p9Nm2w7CR4D+Pu9/DAm+Q/7vsdtaX1bKjc2qDosa8Mm6dNZ9/O/I0AGuKqzg22MUnF29iX18Lf7nv1/Rdli3L8fh5R81q3lC5mP85uYum/rZxj7dEB9nf10qpP5uPLLgRy7a5q3IhD85bTtI2iVoGpmPzxqpl3DNnCS3RAYb0OD5VY35uKbppY8RsYqZOQXYQTVXwKCp/seIu/IrGwcuebype7GvhgXnLqcku4vQldfq4ZeJP0VR+fck8DvS7I4Snw70823WGhfnlfHLxRv750FNTBidPtB1j86z5qKqMN6DRnQzzPyd2sTC/gopgDpqsErd0vnniOU4MdTE3q5A/WngzkiRd1ZKD4wgiw0muK5rLmuK57Ohs5sW+C8QtY8y74ZbyejySMibJLEkSPp+KpEljTdTCFuNMuV4tvKQgYffu3Xz729+mqamJeDxOeXk5t99+Ox/60IcIBKZQ+bvGCCEYjJh4vUEC178J5ea3IBJR8PjdEcFD26c+QCAbVt+FNG85HkegSgIUCSXbj6mbJE07bR3/qYgnLbw1y2DxLXBo28UHZMVtMgzkuFMAw70QyEJacgvOj780+iohMojkz4YNb0NacIM7tfDzr0DLsXHPI626E/Hsz6a+wY8edd8TSHMWIK24FbHzx+7+yze7TZBp7E+4H7HzJ0g33I84fIkbpeZDmr8GVt2F5QkQHhGSGVUoFE//AHF458TjmUnE1u8jdv8S+aE/hbmLIJQ3/RjrCPLSjYgjO9MODMXBrfhun0f86vQ1AaPBAsDFc1BVQTDonXSfDFcXj1elqb+NLe3H+T9LbuVn5w6M6y2YipvLa7kQ7WdediGGboEk8XzPxd9Cvx7ja8d28PHGmynyhXiy/cQ4F0JwV+w3ltbwhjmL+G7zC2NNkEX+LOZlFfCrC4cn7dDP1nzU55bwlaPbxtlUX05XIszvWo/xztrVNA20s639JM2X3KgrArncXF7L9SXzkLIKOdjfhm07WCNZr2CWhx49wlf2b0ORZP5m5d0cHuiYUWOm6dicHu5hdihvXJDgU9UJN/wSfza1OcV86+RF7ZUdnc1cXzKP3kSEd9Su4X9O7GIyDMfmue4zrC2cx6AZ558PbUV3LJ6e5H08G+njnw9t5bNLbsUy7avaKOw4guiwjqYp3FRUw6aKhosKnoaFlbCJjDQr+gMafr+H85F+nu04Q9hIoskKjXllrCmuetX5OlxxkPC9732PL3zhCwghKC0tpaysjNOnT/P1r3+dLVu28MMf/pDc3NyreKozZ/TirCg2suxBRRC85a2IRGRCynyM0rnI938So88g/quT6GcHxpr5lRwv/qVlhJaWEfJ7iOvmSFr5yrILjiMYjpjk3vwQIr8EcXQXUu1KpEU341gS1lAcSZZRirJAlhEndrljnKMoKixYi1Q8xw0QHv67iZ3/xZVQWOE6HaZ7Xvu2uCn+XY+CN4BUsxznu3+e9v7i1B6kDW9D/vCX3fPx+iG3GGE7mLjjTqPRc5ZfRrz4xPgAIZCNtPBGpJI5oHoQehzOHXYnLt7zt8gb3u4qMU73vs9dDLPrEU99N+1zZ6ALWdWATAng9YTHq7LjbDNtsSHORfp4qHplWnK+myvm41c0/vbo78j2+Pjkok0EFc/YdMEoZ8J9fKnpSd40dxl/t+oeDg200xodxBGCkkA2KworaYsN8u9Ht3Pqkht9oTfIscGuKUf4NlTU81z32SkDBID5uaW8rWYV/31iV8rVf3t8iB+c3suzXWf4xKKNLMwvQwjQNRtFlvBoPoLCw7tq16DJChEzmXYgdSmGY+O5pP8rS/MyN6uQ7zXvGftbQNX40Pwb2Nl5epw3Rkd8mH49xu7u87yjbjV53sCUI5ynh3tZV1LDj068mFIO+nJaY4Ps7Grmuvy5WNGrP3I8OlIdJ/Wxg1keBu0E/7j/KbouayY90N/KT8/t5+7KRdxcXoeiSFivglalK1J0OHLkCH/3d38HwF//9V+zfft2HnvsMZ566ikaGxs5c+YMn//856/qib4UbNudh08kTMJRA/mODyHd9WEoqx6/YeUC5Ac/S+T5LgYfPoJ+ZmDctJ89rBPdcZ7+/92PEzPx2YL83MBLUvWzLJu47iA1rEF+6+cxS69n8Lfn6f3GAQZ+fJL+h4/T87W9hJ88g1O6FOmBz4Ev5JooFZQhlddAMupmClKMBkp1KxHN+2cmgnThmNuzsGg90qx6V845lQHTpC/KdOWkLxxFNG1zVTCFgPZTaGdeJBhuJT/PT05IQ/VoiH1PuPv5Qkh3fhD5A19CmlWLaD+NOH0A+juQVt+J/O6/RvS0wKw6dxxzqtpy9TLkez6Ks/OnaWcdgBHJbIGiyK44V4bXBR5VpTvuju1988Rz1OYU8e6661KqC4JbQ75t1gLuq1rM147txBIOA3qcfz70FJIs4VUm7tcZH+bfj27nL/b9ho74MLNDedxVuZCoqfOPTU/ypaYnxwUIXlklzxvgyfbJfWaCqoeVhZXTljFkSeLdddfxyJkXpy0PXIgO8NWjbrbgL/b9mifbXbXIuG3QPNxLbzJKZSifE0PdZGsz7QGCbI9vnLjRutJqmod7xnQcarKL+MzizfQmovz07ES/mLhlYONwZKCD9aW1Uz7XnFABYTPJyeH0x6K3dzSPKF6+vL9vX1BjyE7wxaYtEwKEUZK2xU/OHeB3rcfwBWamv3CtuKJMwte+9jUcx+G+++7joYceGvt7SUkJX/7yl7njjjvYsmULJ06coKGh4aqd7JUgyxJer4o2onAlEMSSFvKsRfirlyH0mFuz1rwQyCO2v5P4vklslUewh3UGf3KEgncvJba7lZy1sxmOJCeI8ijKyHMKMWUjnK5bBLJDxF5oJfpcColPW5A81kvyZB+5d9fiue8TcPpFSEQRLceR5i1FHJ9EPc6fBWl2XV9EQHjAHYM89hxM00SUkmTUNdA68QKcO4y8bANUzoe2EzjP/BQRHUS968PuWGoyBsFc5Dd/Bvo73KzFZUGJeOHXMLseedO7QdGQZjcg/cG/IA7vQBx9zu2fUD1IsxtgxW1IBWU4jjOpRPdkSEWzwbbJy9bc8zdNEoYgqVtjn6Ekud8rIbiqo7EZrh1CCOSRm0LYTPKlpif58Pwb+cc1b2RIjxPQPGiyQtI2GdITFHiDODiYtjNO9W/QiHMm3Muygtk8MYmFdF8yyq8uHCbPE2D5mkoePXcw5WheY34ZfckY5yKT98vMyy6kT4/ROY288pL8Cmzh8Fz3uXTeDs6E+zg51M3HFtxEQPPyi/OH2N/XgiUc5mUVsrq4iifbjvP/lt9BluYlYqbXO5Pr8VOdXcR3TrnXo2JfFrfOWsALPee4Y3Yjq4rmkOsJsL3zFL++cBgnxfviUzSStsn+vlZuKa+DFOa2o8zJyuPF3ik2SEFPMsKgHkfT5JfNK0WSIODz8OUDW8c1jk7Gr1sOs6qokqDPe1X0W14KMw4SYrEYzzzj1prf/OY3T3i8qqqK6667jueee47HH3/8FQsSJEkiFPDg9WnoF4bQzw4iLBs54MG/qAQ5qBFLmliWhqTlI8sQkiRiL6Snw20PJUkc7UHJ8RF+6gxZG+YxMBRHUWT8XhWvT0MSIByBpMlYSYuEaaXsZQh4VZKn+lIHCOOeVDD0q2YK37EQZfUdbmCjJxBnDoybVhi/zxWMfgJIIBXPQTRtm+gHkQ6aF0bThCNZDOdHX0CqWYb8pk8itvwvUnQQ0XnGtaC+748QHWcQT3ybScWaWk/i/OjvkN/+eQjmEIlbeBesx7P8VqQR0yw7mSRugj6YwOfTCCzfjJjG3XLcy166AbH7F4gXn3BHR+cuwr/iNgLl1cSTNqrk4PH73KbREWEpPWmQ0J2MGNKrGN2ymBXKG7MUDqgaPkXFEjZN/W0cGuxAt01CmpdVRVXMCubSk4gQS5E2/snZ/fz5ijspT2GEdClhM0ncMpibVZByPDLH4x8TJZoMv+IhnsYN+sbSGnZ2np5SJ+Bytnc284GG6/mzvb8ifEnKP8vjY1CP05kIu+n80mp+13psiiNd5KayWo4NdjKgx5kVzOWPF25gWE+MmEL5eKr9BHt7L0yqKVDsy6LYn8WFyACzQ3n4lKlvUaX+HE7MJMs5QtI28Ugzz5JcKT6fRkt0YEZeGlvaTvBg1TJ4hYchZhwkHD9+HMMw8Hg8LF68OOU2K1as4LnnnqOpqekln+CVIMsSuVk+jPND9G07hx0e/yOL7W7FU5lD9p11WJpCJG4QDHhIHO9FzKC7NHGgi4J3LiHy9FmC11eSFfLh9SgkjvcysL8Dq9u9IEkeBd+CIgIrKwhk+xmOJi9ZlUp4/Rp9z48PECSvgr+xGK08G0lTEIaFcWGYxIleonu7yN4wByk27N6npnJBG+xCalgzE41E8PghrxRJ8+D0tCCVVLkZicmUEy9HklwjrR2PuP/2Bt3/Dve6I5udZ91RyYEuqMlCarwFkZ0HiSTS0ltcE6nJyiPJKM4v/x35bZ/HMEYaAmOpI/Nk0iJYXp3+mGl5DRRXIn7+FfffwoGzTYjWk0gPfppAXgni4DacwzsuTksUlONZsgFv4w0kDZvoNbIYz/DSsHSbjeX1NPW3UR7I4dOLN7Gjs5nftByZIKl8Yqibn57dz7vrrmNuVgEhzTuuB6ErESZhmryleiX/evjplKthcBUFn+8+x81ltSmDBFs40xoZ6baJdxKp+UspCWTzu9aj0253KWfCfXgVbULfge04KCOZ1yfajvHh+TdybLBrgo/C5VRnF7Gpop5ftxzhYwvWMz+vFMu2efjsi5wY6sYjKyiSjDVFE/FNZTUc7G8jbCbxK9qUq+7ZwTxCmpfgDGWRAfyqB6G/jFlAVWJX6zTCapext/c876pbQ1w2XtGM5Yx7Es6dc9NZ5eXlaFrqL29lZeW4bV9ucoJe9JN9DP/ixIQAYRSjZZiB7x5EtQQBn4YqSZhtM3NMs/rjCEegZHux+uJoQtD/nYOEf9c8FiAACMMmcbCL/m/uQz/aQ26Wf6ze7fOpmJ1R7AH3pihpMlmb5lH04dX4GoqwemMY5wexBhIEVpZT/JHVqAUBd5ULrtKiNvmPRBzfDSVzoKA87dclLVgLg90Ix4aBTtd9cuG69N+YqkWu+cKIL4VUtwLRfeGiO+JgNyIShsLZ6MPZhPcOM/zEWaKnVeyGO1w3ynUPXHyNl9Pbiuhrxeeb+uIphCAWM5Df+AlXiXIqCiuQ7/kY4pmfjhdsUlTk+/8I9DjOf3/Gbea8dJyyvwPx9PdxvvWneJNDZF8D59AML51k0qImu4h5WQV8rHE9WztO8osLhyb1XEjYJv91/BlOh3t5X/1EF9NhI8GcYD4fXnDjpH0N4I71rSyaQ1kgZ8JjfYkYs0N5UwYK56MDlAayKRgNtCdBleQZ+0fYwh7b91J6k1GKfCGCqofjQ138/EITn1i0gWUFs1OeqYTEqqI5fGLRBjyyys1ldVyI9vNne3/Jru4zvLfuer64+j6+esND/Ov1D/LVGx7i/fXXU32ZmNzsYB43ltbwdLvbxLm4oGJSgaqg6uEP5t+IYVisLJqDNANbx/JADrke/1X1bJkOSWJcg2Y6GI6NYVsve+/E5cz4ijY87N5Ic3ImfulHGX1sdNsrRVUnj2FG6/2j/x1F0xQwHcJPTD+u58RNhn55goK3LcY2bYQ982hNWA5qcRBPRTb93z+I3T9Fg6CAyNazyD6VrLl5xJIGqiJjdriZAMmjkPfmhWA5DPzoEFbP+Hnp2POtaBXZZG+qRti4qoR9bUhr7p48U5CMusqFa+9FpBI2uhyv3x15bD0x9uV0DmxFvvU9iJN7L0o3T4bmQ173RsTBbSMpeVxp5VFnyvwy5Df/KfHjg0Sf24O4TP0sfqATtSRE7p03IOeWIn4zyRRD03Z8N74Zc4rvCIBpOSQVFd/bPo/z4u/g8E6IXfK9DOUiLVqPtHwTYu/jiANbx+0vrboTVC/Oo/86eUkHIDaE+PEX8bzrrwgEfNMqKE72/c1wdUj1/iaTJn+8cANhM8lvW45MtusYAvjh6b38w+r7JpQWsjxeLN2iLquYL62+n52dzezqPsuAHkOVZaqzi9hY3kBDXgmOI/jkog3806Gt4+SRjw914QjBooKKCdoHowwbCQ4NtHNjWQ0/Pz95ZjZi6uR7g1P2N1xOvjeI5dhjPha5Hj83ltawrtRt6F5bMo+n2k+wreMUMdPgLdUreNPcZTzbdZrORBgJ94a7rrQGRXJv03+65+cMjmQBN5bXs768jtPDPWztOMnZcB+2cMj3BrmhtJqPN67nXLiPb5zYRXkgh4823sRvWo9wNtJHSPOyvLCSv9n/2wnnXZ1dxPvq1hKQNJIJk0CWl8a8Mo4MTt1LNsqG8np0w3zZf3ueVEZ3UyDhum8qioT0CrpGzjhI0N2B70mzCAAej2fctleCLEvk5U0dPQNkZ/vH/VuYNpFnW9L2ILK6olgDCZQcL0r2zGrvkqYg+zW8NQUkjnRPHSBcQmTnBYoaisjzawhHEBtZAOTeXY9ImAz+/DhMErCY7WEGfnSI/LctRvJ4EY6N5Au4TYEtqRupnN2/Rr7lLbD+IcSOHzPpm+P1I9/7RzDQNdKPsN39+9kmxIk9yA982hU7GuxKvb8vhHzvx131whcfd9+j5be6vhkn9riNhfd/itjBPqK7Ju+/sLqj9P/oGAVvXYB8/ZsQu346YRsRGUBRZPLy0q8ryqvvhOvudqc1knHwBdwMy4WjOL/62sT3T1aQFq/HefJ/pw4QRklEELt/ReCmBwkGp//uwsTvb4arizeoockysiRjOQ62sDk62JF2+S1mGbzYe4H1ZbVjzpE12UUEVA+q52IGYeOsBm6bvWAssDYdG0WSEQiils7+vhb+dOmtPNN1hp2dzfQmowgEz3Q1c8esBRweaJ/UoGhb+0k+1riePT3nJ61p7+9rneCyOB3Xl8xjf18rArihZB5vrVnF8cEuvtv8AkHVw31VS3mu+yxxy2BP73le7LvA0oJZrC2ex4oiN1s8kIzxyNl9LCuYxexQ3tj7etus+WyqmM8/HXpqnBcEuGOOPzm7n19dOMSH5t/I3666G5+i8bNzB9jWcQqAt1avRAjBQ9UrOdTfhuHYZGk+1pVWk+8NIEkSiiQT8HlxhMPbalbxhQO/m+AtcTm12UWsLZmHKrv7vlzYjsOi/HL29J5Pe5/63BJs4ZCT88ppDsEVBAler/vGmlP4JxuGMW7bK8FxBOHw5POxiiKTne0nHE6MiU9IEuTmBkkcTX8cBiDe1EnOphr8C0uIvZC+upivsQizJ4qvOp++706iz58CJ6Kjnx9ElIaQFQm10I9WloVWkU3vf+6dNEAYRRg2Q48eo/CDK5FW3oE4tBP5hjfidHwJUunSH9sFN9yHVL8aqWwe4sBWxKVGR74gUuM6pKUboK8N5+Re5Fvf6+oblM51/Q1ajkHVQncM8UwT4sCT0NPqZgtyi93V+IK1iHOHEU98E3BX4dLqO12lR8tAWnQTTlKaMkAYe41Ji6HfnqXgLRsRe399sVQxiqrh2A7hwZl5OciyhRosQQqBzyMjfvNfMFljY/VS9/28XDVyqvM+/jzS+ofGfS9Tker7m+HqoKoyvoCHISPBk+3HOT7UhWFbZHt8XFc8l+uK5zI7mMd/Hn82rRTwvr5WHpy3bOzfmyoaMHSLSHLivqOZYSHc/8/K9vMfR3fQGnNVEW8ur+MvVtzFoB7HcCyyNB9eReX99dfzrZPPpxQuag73sqXtBJ9avJGvHtnB+ejEbMGzXae5s7JxgmX0ZHhlletLqvnasR2sK63mjVXL+MqRbWMjmhISKwor+diC9fzHse3ELXOcd8KlvKFyEQvzy2mLDvG3q+6hNTLArFAeX2p6coL/wqUkbYuvHd3BJxdvpD02xLaOU6iSzDtqV7Mor4JE1GCuL585s/Ld91UANilljf0Bjc8uuZWvHt1O7yTTWEvyK/hAww2YuokhgaIqKLKE7Qhsy8Y2r13zsSxLLC+s5OEzL04byIyyqbwBU7eIpvieTUd2tv+qZUpmHCSkU0pIpySRDul8YLZ98YNVFAlhO4gZGvQ4I+p/kk/FU5WLcX5o+p0kCCwtQz/Vj5LlTTuLMIpxbojQrGwcw0apykOYDokjPYg0R3LssBtoeCorEGcPIjk28j0fx/nV1yfaQDs2zm/+E/n+P0EM9SJdfx/Sxne4+gGyAtmF0HkG8cxPEJaFfOcfEDvcg2feRtQVbwBVRRgmekcMX66EXrEA79xFI6JDIGwLceEozpb/hXAf0so7kBbfBJbpKkT2jqxulmwmtj89S1Ulz49WGMCJW0i3vA3x3C/gkhWJVFGH4UhY1szriqNjTz6PD4YnPx+pqBLRenx60aZxB08ielqQsspn/P3N8NLRRuyXf3B6L891j28UGzIStEQHeex8E++qXcOnF2/iS01PTnAmvJyYpeMbaR5cU1zFwrxywkOJaZvJ/H6N1ujg2I3ydLiX0+FesjQf5YEcPIpC3DIZTMb4SONNfHbJZp5sP8GBvtax/gIZiUUFFczPK8ER8JklmzgT7uOp9hNciA5gj3g3rCupxhGCjy64iS81bRmnU3A5iiTzB/NvZECPMWTE+eOFt/BvR7aNU0gUCP7n5HN8oP56/mzZnTzdcZLnu8+O3eBGz2tDeR3F/iy+fGgrHfFhCrxBPthwA7u6z04ZIIxiCYcfn9nPJxZvQLcsbiitRhIQHXabu9MdUbTCOsGgh79a+QZODnazvfMUfckYiixRFSpgU0UD+d4gQrjTZs92nWZ/XysJ28CveFhRWMm60mpURxCPXJtGQdUweWPVUr53es+029bmFLMgr4yhwfgrPmY94yChqqoKgI6ODkzTTFl2aGlpGbfty4UQwBUK4AjbIXG4i5w7ahn44SHs4akvHFkb5yHJEnp7GN/C4pk/n2Vj9cUZ+MEh8h5oxFdTQP8PUtQcFQlfTQFKjg9kN6BJNvcjkhaJpi7U8mzklXcijj2HlF+K/IEvuiZOh3aM9A9IUDTblW2WZaTaFdDejHNoh1s2sC0Y7oPcIqTVb0AunYtwJELLynFMG0mRsQcTOIaNpzQLYQsURWFwWEeIpLtq8yp4Zze4wkumDt0XcJ78Lpw/7H4oucVQUIFUVIZ+YWqnNG91PoEV5XgqsjE7I1iDSeSCRajvuw5x/hhi/++g8yzSovUkE1Ov1H1eFRUJJHAEGPZ4OW1h2669du8kmQ1VcxtDZ4qpu+97hpcVSZIIZXv5zqkXpkzrmo7Nt04+x4fmr+NddWv4+rEUcuCX4FM0dMfitlnzuWfOYqJhPa0Lt6RJbDt/asLfI2aSk5ethv+x6UluLK3hvqolvL1mNe2xQQSuO6MjBDu7TvP1Y8/wluoVLC+o5O01q8n1uqWqhGWyt/c8/9T0JHdWLuQzS27l4dMvphQYmhXM5cF5yyn0hRjU49xUWsuhgfZxAcKl79N/Hn+WFUWVrC+r4d45i+lNRlEkmRyPD9222N7ZzDeO7xoLtJK2O2r67VOT6Lak4Hy0n4FknJtKa0jEzCtuKEzETPSERaUvn/fWrUWVFQQC07IRpkAgeLb7DD87d2BCk+fZSB8/v9DEm+cu57riuUSGk1f95pyMmawuqiJpm/z03IFJS161OcX8UePNJBOv7FTDKDMOEubPn4+maRiGwaFDh1ixYsWEbfbtcyWPly5d+pJPcCY4jkDYDlpFNmb79P7po3gqc7AtB0lTSJ7oI/9tSwg/dQb9dP+E8r2S6yO0bg6e8iwGHjmM5FNRApobnMzgA5WDnrFAJLq7lYK5ediRi4GJ5FMJrplFYGEJTsLE7I6CAGWej+yN80ic6CN5uh9ZkRiKJMlquA5VUXEMG6fqBtSVt48cSALHQRg6zu++Ca0nkDa/B/n6e11ZZ8MATXNLHIpC8lQ/kiqjlWcR399J4nDXWKYFQJuVTXBVBXlVeYSjyREZUgc1pCI//yjioGtcg+pBWngjLNmElF+CkzQRuk3RB1agnxkgfqATo2V8NiprfZVb8tnbzvCvT+LELz6vnOUhsLiE4D1/gtN+EhtSXkwURSbL70HV3FHURFsY4Tgo2T4CS0sJ5gSI6wbJpIVuCXwLbkBMVk7Q41BYkfZnOkYw55o4h2aYGp9PpSU6mFbdVwAPn9nH3626h0JfaErXwaUFs8j1BLijwnXwSzfzo8gy/WkKkRmOzdaOkzzTdZqv3vAQu3vOY9gWQ0aC5uEeHAQ5Hj/LCyuRkfjHQ1sY0OMokjxOc+C/jj/LXZWNfGj+DURMnX29LURHMiErCispD+RwsL+N/z35JH+98m4qgrlTBkkCwYu9F3ix9wIl/iyKfFncPnsBeR4//3X82QnTB7NDuQzq8XENmumwv6+FW4rqXvLEgeMIEnEDLqtUh3J9PNt1mkdSKDyOYjo2PzizFwGsLpxDdJqF4pWcWzScZF1JDcsKZvNkxwle6DlP3DKQJYn5uaVus2tuCbIkEXuVmL/NOEgIhUKsW7eObdu28eMf/3hCkHD+/Hl273ajyNtvv/3qnOUMSCYtAsvLGE4zSJA0Gf/CEqIJg9CiErcnQJbIubUGcWs1icM9OFEDSZXwVObimZ1Dsrmf/h80IXlVd9JAgLcmH/1U+p3F/gXFRHe5SmFmh1tDlGQZASjZXvIeXIg9nGTolycwWsffTNXCAIEV5eTeWYcAvB4VRSgM/erkmJS0pCnIARXhuCvm4PIKgrd/EKf7AiK7lOFfncEaiCN5FAIrK/CUZTH40yaCqyrQinLo/+5BnBTa5mZbmKG2MP6FxWRvrmE4ksCyHOImhFbeDkeedc2o7v8Uju0jdqCH5PE9CHOkJJTtxb+klNy7G9DPDjD8xGlwBMG1s/E1FNL/gybsoYk1OCdiEN3VSrJ5gPy3LiJpTiwpqapMTpaf+N42Bva2T9C8iO1uxTsvj+y76pAliaRu469dgZhEA0KcO4S8+k6Ex5++rHVeCVJ+KcbAVXSIypAWqlfhqdMn0t5+2EjQ1N/O+rIafnbuYMpt3Nr9PJIxc8ambgKBPMOu9FFVyBd7L0zQL7ixtJpTQ91UZxehyQqOEDhi/HdcIPh1yxEebz3GiqJK5ueWUqHkIksSpf5sHjvfxN1zFnF8qJOnO06yuWL+OKnoqehOROhORMjSvMyqXpGytu6VVYw0PBQuJ2mbCOnaBNaapuDg8NNJPuPL+fHZfawurkLTlKs+JmnbgshQEq9X5Z5Zi3hL9UpXl0KWMSzL7XUJJ8nNfWWbFS/lijobPvrRjyJJEr/4xS945JFHxlZNPT09fPKTn8RxHDZt2vSKqC0mDRNfbQFqcXrd5YFVFdi2g2FYOEJQ9Aer8M7Lx2gPYw/rBJaWErpxDv5lZTiWTfjpMxhtw+TeM5/C9y7HzvESN0yCq9JfcXqqcpG8CsnmkaDCEViDCbSKLCSvQt4DjRgXhhj86dEJAQKA1Rcn/MRpItvPIUsSfo9K//eb0E9f9JoQpo09rONEdETcIvrsBZLnBiF3Fv3fd30p7MEkSrYP75xcBh45ghzQ8M0vYuCnR1MGCJeSONJD7PkWsvyjkywWthZEeuMnkB78HMkWi77vHiZxqHssQAC3lyL6zAX6/vcAanGInNtrkUMeQmtnM/josZQBwrjX3hNj6LHj+H0eLh0flmWJnJCP6PZzRJ9tmVQUSz87yMD3mvCrKqoqYyR1pDd8JLUqZU8L9LYhNU6ck58MaelG9KSRySS8zMiyhE/TJh0lnIyD/W0T5vUv5U1zl2HZzhW5vjq2oCorf0b7LM6vIG7plI3M8l/KwvwKTgx1069HWVNUNaU+gyUcXug5z/+e2s1/Hn+GY4NdtMYGebL9OKeHe3hg7nI2lNVhipnfBHXHwhaCnhTZgoRtXpHfQ0jzIolrU6LTvAo7OpvTdrO0hMMzXafRvFfuyTMdum4RCxv09UUYGozT3x9leDBBIm6+6q4dV6T8snjxYj73uc/xD//wD/z5n/85X//618nLy+P06dMYhsHcuXP5m7/5m6t9rmlh24JY3CDvzQsZfOQwVu/kExKBZWUE18wmHE2Sm+XH7okRfr51QuOipyafrBvn4J2Vg5ofQParOKpM/0DMbYSRwF8UJLC6gvie9inPTw56yLm1htjedrzz8vHVFiD7VYTlEFxRjprnx4mbhLeemfa1Jg51oxYH0YpD2INTr1wlTcZbmcvgz46NCwACy8uI7W3Hiehk3TiHxJEenEh6aa74vk5C181G02RM02E4ZpJXPBezJUz4qamFtJyYweBPj1DwrmVk31aDfn5oys/qUoyWYeyBBF6fNqZr7vNqGO1h4gc6p93fHkoSfvI0oVtrGIokyC2ag/zg/0E8/j+uUJIkjU1+OHt/i3z7+xGtJ6FvmhtQ5QKkxetJTCLgleHaIUlgOfaMBYUStjHWlHgpMhIPzlvG2pH69JUgC4lbyuvZ0nZiSrlkRZJZWVjJ+vJaqkIFRC2dD81fR5bm5eRwD3t6zpHvDVEeyKF8ziISlsGGigbWl9fxfPdZdnQ20z3NRMP6slqeaHOlla0RpcdEzCQr2zdjIaZszcewkUj5imRJIqB6mJdVOKkQ0uVIwJriudj6tWng9XrUGY2GAuzrbeHmsqnNpa4GQvCqCwou54rl4d7znvdQX1/Pt771LQ4dOkR/fz/l5eXcfvvtfOhDH0p7TvxakEia4IP8dywleayH+P6OizcgCbw1BQRWlqOVhAhHE4T8XowTfYSfPJ1SQsA4PUD/6QGC188mtGY2Cd0gdkm9SggIR5Pk3DAH2a8R292aciWrzcom9846txN3RTk4gsTRHox2A9mnErqhEiXXP+l5pCK+p53C969ADnmmXP375hdhDyXH9Woo+X48ZVkM/fKEKx1dX0jfd9If5RSmTfxoD4GGQobNJCAhqwqRHeen3dczJ4fA0jLkgIZ3dg6Dv0g/TQwQ39dBYH0VyRFLZ59HZXjv1AHapSRP9ZO1qRpVVRiOWWQXzkF91xeQRhw9RTKJ6DwNsoJQPchv+VOc334Dzh5iwocjK0jz1yJtfAeRmJmZVngFEMIVntFkZVJfgFQEFA+KJFHgDZIc8W5YWTSHW8rq0CSFZNzCG9DGxD+FAFt3phXLAkCVUJFZU1zF7p7UQXOW5uVjC9YTUD1s72zmq0e2j5UZsjUf91Yt4R21azgb7uN/Tuzi8EDHWMAxL6uQm8vr+LNld/DI2X0825V6YbGmqIocj499fS0EVQ/zc0tRJBnbdtAtkxVFlbzQcz7t9+yG0mr2pNi+PqeEjy5YjxCCjRX1nD2RXpCwIK+MgOIhrF+bEp2qKMTTHDscJWbpqHJG6AxeQpAAsHbtWtauXXu1zuWqkkiamJaNrzqPgsZiHNNBWA6yV0EIQcKwiAwn8Ps07N5YWjfm2HOtqAUBpNnZEx6zLIehcILQohKCy8tJnOzDuDAEloOc5SWwtBQ56MHsjqLmuYHA5VbUkk8lsKjE/Xua2GEdo22YwPIyojsnd0Pz1RWSODK+21krDWF2RREJC7UwgLCdMXnodDE7Ivjnu+lan0/FuERiOiWqTO4b6tHKs0gc6ia8Yx/FH1yJ1TszvQOzJ4Yyoraoqgo4Tnqjq6M4guTRHgKLitE0Fb1liOi+DsyeGAiBkucnsKwMX20Bum5hWoLgXR92HUMPbkUMdrseFcWVSEtuwVE0IjHzZXOVyzAexxEkTINlBbNnJFizuriKPE+QL6y6B0mScIQgoRtgguSVEF7B1s6TtMeHQQjKAjncUl5PdtCPHr/YpyCNDPKPLgolCfyaxjeOv8C76tYQMZMcHRyf5fIqKn+08BZ6E1H+6dBTE1bzRf4Qq4rm8IPmPTyfIsg4G+nj7Mk+arOL+GjjemzHmbDdsoLZvKtuDT85ux/Tsbm5rJbz0X6G9QTzg2VYSYfNFfPTDhJmBXMpD+Two+Fu/IqGKivU5hSxqbyBqqwCEnETy7JZWjCLxfkVHBqYOnAPql7eXrMaIznzck66WI6dMls0FX5Vw3ImBvter4rsuWgj7zgi/aDxNcrrWmjeshyilkEsYaAosnsRMMxx4jU+j8rw7ra0V+6x3W0U1C4hljDGjc9rmoLPo6J5VSRZItBYjK+uAEcIbMvBViScwQRqnp+BHzalHLG0+uJY/fG0zwVA8qs4cYPgygo8FdlEU5RLAOSANsHHQtIUxGhjzgynM8ZwBAi3aVCRJMwLE5/74klI5N03H0mT6fvmPjfbMjqyOtOU2yXbyzLjJiHSxY4a+AT0f+/gBAlsJ2Yy3BYmkuUh78GF4FfpH9Lxev34Vt41dtqWA0njooBYhlcOW3fYVNGQdpCQ5w0wP6+UoYHxs+her4ovqPGd5hfY19syrlTQNNDOE23HWVY4i/fVrUXzKng0FWVk1WnaNnrSxBwJFvf3tSIBfzD/Rvb2nmd7R/OYfsCdsxtJ2hb/c3LXBLVFCYn31l3PL843pQwQLqU53Mt/HnuGjzeu5/BgBzHToDGvjJvLa2nILUUIwelwL7ODedxVuYj/ObGLHI+P+dll6AmTkrwsbq2Yz5b24yPPDfNzy1hfXkt9Tgl+VSNpmZyN9FHqz8ayHT6zZPNYU2bSNLF0m8GB+FjqPBYx+IP56/h+8x5295xPWW4p9Wfz8cb1+IRKPHHtfj+6YbG0YNaMHBiXFswe17Q4+p0IG0mebj9GVyKMhMSsYC63lNeRHfSTjJmvy2DhdR0kjCJEamEmj0cBw8Y4N73oxyhWbwyzL4434NbDJQmygz5UWSLe1EXkcLdb05clPBXZ7uTA7BxicZ1ggZ+hX5yYUoNBpHmj9szOwb+0FF9NAcK0cRIWWmkWufc2oJ8bIvy7U+MaBoXtIF2mwCV0C9nvRthOzETyqkg+dYKfwlQoOa6qpiy72u1iilR7YGkZSpaX/h80XRSNcgRO3ETJ848btZwONc+PMxLseT0qsjnzAEdSZYyW4QkBwqU4EYOBHx6i4F1L8Y30QLwEtfEM15Bk0qQ8L4cbS6t5ZpLU+ygyEu+uXUMiaY4LEEbFmL58eOukNXVNlrmueC6WcHi+/xw7O0/Tm4ggSRJVoXxuKa9nacEsbOGQpXl5sa+F9vgwt5TX8eklmxjWE8QsnVnBPP796I6UcsyNeWWossy2zok6C6k4OdxNS3SQL6y8xx2fswxOjMinS5LE7GAub65eya9bDnNksIPVRVUggcejIksSd89ZhF/V2Nt7ng80rCOkeXm26wy/unCIuOX2bSwtmMXsYB6SBLIkMzTkBldCiAnz/IZhQUTw1upV3Fe1hKfHvBsE+b4g60trqc4uJJ4wiMevbYBt6Q63lNfzeOuxSR07L0WRZG4uq8WKj4iu+TU0n8J/HX92gj/EkcEOnmg7zorC2by77jqkGFfU5Ppq5vciSJgMWZYx+9NrlrsUqzuKXO3+WHJCPuz2CD2/POEuKy9BPzuIfnYQz7w8cu+ux7EF5hTNeU5ER80PuKH8ZN9lCbI3V+OrKyR+uJu+b++/OBGgyvgbCgmumkXhB1Yw8KPDY4/ZAwm08iySJy9e+IzWYXLuqEPJ9bn9Ch1h/I3FxPelZ5QCEFhcCrIbiDkSyFP4XwSWlRF9rmWCqmTieC+BJaUMt6U/W+1fXkbSsskOeZETFnKOb9q+jMvxzMlNq7QjkhaR7efIvr12rFEyw6sPISAW0XlL9Uo0WWFbR3PKFaxf0fhgww1UBQuIXZZd03wKW9qOTRogqJLMxxtvBuBP9/xi/JiicFf1zeFeSvxZfHLRRt7fcD3/cvhpOuPD/PD0Xh49d5Dq7EIW5pUR1LwpBY/AtUx+tuv0pH4OqXiq/TgPVa/kXw5vpdAb4oPz13FssJOa7CLuq1rKI2f2jfVG5Hn9qJKMHFT418NPE7MMPtBwA5tnzWdnZzM/O3dwwjRAR3yYnZ3NvK/+empyisnJ8WM6NqqsYNoWZtIVKxsNGAzDxjASeDwqt5UtQJ4lI0u4MsiGMy7zcC0xDIusgI87Kxv5dRrGXndXLkJBJm4YeDwKHr/KPxx8YtJMhEDwYl8Lg0aCTyzcgG2LK1KCfbXyex0kADNPc4OrQyBB0O/B6Ykz9PPjKVP1nqpcAsvK8M7NQ+g2kixR9MEVmJ0R4gc6SZ7qH7ef0ToMtoO3pgC9ObXmQvbmGjwV2fR95wBO5LIbouVKOyeO9JC1YR75b1lE//ebcKIG8UNd5L2xkeizF8YyDKPqjYFlZUS2nSN+oJPQujnuhEAaGQ1vdT6ST3VVGW0Hw4Ds+UVEtp2bEDB5KnPcsc9TEy++8QOdFL5nGZGd5ye+phSoRUE8ZVk4SRM5YjLww0PkvKGOwJJSorvS62Iea9r8RWpTrMvRTw+AI/B4lEzfwasY07SJDCe5b85Sbp/dyNb2Exwb7MJwbLI9Pq4vnseq4jkYhkUsrI/7+cuyhM+jsbNrcgfZOyob8Ska/3ToSYwpGiS7ExH+8dCT/NmyO1mYVz62Ak3aJkcHO6nOLuLU0OT6BOWBHJ5qn1kz76nhXvK8Ad5avYq63GIO97dTl1vC0+0n+U3rkXEBx02lNWiqwr8f3UHziNqiLRx2djbz40kEh2qyi/jIgpvojA/zveYXxuSjZSQW5pezqaKe6rxiYhF9XNrdMCxeajXO41FQPMq4BlLHSH80NR4xuH1WIwj4TevRlMGjhJtR2VTRMDbRovoUfnnhUFqlijPhXp7uOMm6omqsyOvnGvF7HSQ4jkDNn7kLn1IUwLAFoYCH/q1HJ95QFYncu+rRZmWTaOoi/NSZsZuf5FPxNxYTWjeHwIoKhh47drGeLiDe1EVwZXlKtUdPVS6+2gI3QJhmxRx5+iyyXyXrlrkM/+okZnsEO6oTWFFObPfFUb74i+3kPbSIZHM/yVP9BFfPIuf2WoZ/d2rK3gglz0/O7bWgypiGu3pwHBvHB/6GQhJHxl8A1aKgO1mRwrzKHkyQONpD3hsXMPDIkSnLHXKWh9w3LSCRNPH7PfT94JA7ZXGgk9y76okf6k5rhDPrpiqSJ/vS9/lwBPrpAdR5uZkg4VWOZTnEIzp5eUFuL1/AGyoXoUgylmNjGg7xiIGqyvgDHiTcsWldN/F4VM5H+hmaRDhLlWRuKq3hWyefnzJAGKUvGePJtuM8OG8ZRy7Lzmny1GOHqqykbJyb8nWPnNOF6ABPd5zknbWrGdLj/Krl8Ljt6nKKyfUGaIsNcmyoc+xv+d4gj04iODQ3q4A/XHgzPz27f0Ipx0FwaKCdQwPtLC2YxQcbboBI+r4LU+HxKHiDGpZjs73zFK0jctWl/ixuLqsjJ+AnGZ9e6Mq2HSLDSTZXzOemslqe7jjJgf42EpZBQPWwvHA2t5TV4ZFVIsNJbNtBUWS8mspz3dOPo4+yvfMUmyoaSMrmq0JS+Wrwez3jYRhuTd4zO30jKiXPj6ckhCRJmD0xrL7LygcS5N7dgJzloe/b+4nuahm3OhZJi/i+DrdMEE6S92Dj2NgduKtq2aeRvbl6gvx/YFkZ8YOdaafUo7ta8NUUIAc15CwvkqYQur4S/+KSsW3MriiRp8+S96YF+GoLGPzZUbTSELn3L0gtSKVI+BqLKXjbYsyBOFgOxiWNoHHDJGtjNWrheMUwSZWn7FcIP3UGezBJwTuW4KsvnOjBocr4G4speNcyjJHyhn5haKy/wzg/RPJUH/kPNk5Z8kCC7Ntq8MzOIbJ96oawyxG6NU7AKcOrHz1uMTyQYKA/RiJqIikQzPJwMt7NroEz7B48T0TWyc0LoHmVKV0hlxbOJmGZnBiaxCo9Bc90nabIn8W7albjuUT8KGrqE8SSLiVm6WPeDOmS6/VjC4dfnG/i0EA7/3BwC0HNy9riuWPb5Hj8vL/+eizH4an2kwAEVQ8PzF3G891nUwYuEhIfaLiBX54/NG2vx8H+Nr518nmCIe9L/q14vSqBkJeHz7zIZ154jF+1HOZgfxtN/W080Xac/7v3F/zPyV14gyqBoGfa49m2Q2QoCUm4tWw+f7H8Tv7xujfy58vvZFNpAyIJkaHkWGO7x6NyfLBrSrOsyxnQ47RGB9G0ayfE9HLze51JAEjoFoE1s1IqG6YiuKoCPWmiSqSUYfY3lqAWBej/XtPUDYC2YPg3p8h7sJHQDbOJbD8PuDbQAz87Sv4DjeQ9uJDYC60YF4aRQx68c/MIP5l+VGsPJTFahsi5pwGt0HVAi+1vJ2v9XLw1Ba5/wrlBEoe7cXTLDUxsQaypC09ZlhsI9MUxzg8hLAcly4OvrhAnYZI8M4B/fhHWUIJArh/DsN25a91CliTy376Y4d81u2UTAU7SQp7qh+wIhn51gsDyckI3zSFrwzz0c4Nuc2VQwzsvH0cI4qZFMmmRF/IROTT+Yh1+6gxZG+ZR+J5lJA53E2/qGhvHlDwK/sZiAisrkAIqVlif8USE5NeuqDqV4ZXH61XxBz384kITu7rPTpibrwoVcF/VEmpzisn1+FNmE6pC+Rwd7JzJ8BFhM0lXLMyqoipWFlfxXPcZDg90MKDHuXtOOVmal4g5MfN1sL+NtcXzJtgyT8V1xXM51N8+1pzXr8d49NxBbps1n+d7ztGQW8L76q5HsSW8HpXmcA8L88rdlT+ul0UqFuWXI0sS2zqmbqJsyC1heWElIdVL3DYIhXzEYumZYV2OqsoEQh6+enQ7J4ZS920I3GmTLzU9yWeX3EqW6psgfKWq7riiEG6Q4DpLuuWPOFMvtmQZhoyZ96yFzSSF3ldOJ+hqkwkSkiZ5FdmEbpxD9JnJdQYAd5qgsZihcIKgV7s4PngJgWVlxPa0pzch4Aiiu1rIu28+kWdbxur4Tlin/4euO2Tu/QsQSQtrMIETM2bUmAdgtIXxL7poEhXdfoH43k4CS0vJub0WSZbcm6UqI3tVbMchtLrCvbHrFrJfRZuVjRNxb6qR51vwzs7BP78Io22YwUePEbphDlmLSxiKJsfeU0cIsm+vhc3VJA65QYhnVjZylnfycoBwRZLi+zrwVOXircojsKIchCAS08elFCVFmvheCIhsPUvyRC+BpWUUvnsZwnIQtoPsUzF7Y6i5PgYGouTlB6c+l8tRJHw1+YSv4ahWhmuDxzP9xML5aD//dmQb76m7jj9aeAt/f/CJCaJMHkWdsSgPgG6bJOPu6PWqvCrWFM5FliVsx+HG0hp+23p0wj7PdJ7mC6vuodAXpC85vYaIKsmsK63mWyefH/f3fX0tPFS9gi+uvo+A6kFPmCQSJqGAj9rsIt5Ru4b/PfU87669boJXxCg3ldXyTOfpSScDVhXN4Q2ViwioHvb2nudspI+W6AANuaXU5RWT1N3XP5NgweNT2dHZPGmAcCltsSF+ceEQt89aQDDbSzxi4POpaD4FB4iaSRRJJtcbIKm745rplEKEYMb6CgA+RX1dLSZ+74MEIQTD0SQ5y8tR8v3EdrdidY//USr5foKrKvAtKGY44qajBALJP/7tU0uCKHk+kscm2q5OhtkWduf16wtJHr1Yx5e9ClphgJhuEQxoiK7IlOn6SV+f7SAHNZLH+wg/5WYhnJhBdFcL0edb0UpCbvOhppB7dx0SEonD3VgDcYIrK1CyvAjTQVJlPJU5yD4NR7cQjnAbFG1B7IVWV1JalcdGTXXdQtctt6a4qBgJCcdyCCwrnVL0aRTj/BBaeRb6uUGs7ijBlRUYhn2xG1q4JYyU72l7hOH2COGnzqBk+0CREHETx7Ap+cPrsG2BkTQJLCkh+mx6jY6+hiIcIa664UuGa4/Hr/Lw2RenlQkWCL7TvJvPL7uD1UVV7LqsFp2wDELqFKWsFGiyQpbmR5hur4R1SWCraQp3VS6kebhnrHlwlCEjwfPd5/hgwzq+fHgruj35okNC4t1119GXjE0ohZiOTVN/G8tzZzN8iciZ5di8vWY1321+gf19rTw0bwUBNfUNcVYwl99OMhVwx+wFbK5YwI/P7uPF3gvjyhWPtx2jwBvk3jmLWVYwm2hYH6dRM+nrkSR8Xm3azMWlPNd9hnvnLGZQj5OXF+BCZIAtJ49zZKBjLLjJ9fi5qbSGW8rrUTWFeGzqgM+ybObnliKPiGylg1dRqcqaODXzWub3uidhFNt2GIokoCKL/LcvIf89y8i+vZbs22vIf8cSCt+zDLk6j6FwfGy0xbAd/I3F446jFgYxu6MpMwxTYbQNoxZcrOErOa4LpNEVxY+EsB1AQvZpE/oUpkPJ8qKfGyS85fTEBktHYHZGMNvCBNfOwjEdkoe6iTx9lsTBLvr+Zx/93z9I4lgPRuuw20vxv/vp/doeYnvayL1/AcgSQrdJHO/B55kYcxqGTSRuEI7rhOM6wRUVafWAaBXZBFfNIranjeiuFqyeKD7fxeNbtjPtcYRuY/XGsLqi2GEdz+wc7JGu64RhEVhZkZYRmBzykHVzFYlMgPCaQ1VlJFlid3d6/SeOEDzdcZIN5XUTHjs22MWywlmo0zg7qpLMqqI5fHrxJv79hocoCoTIyfETyvXi92tjtXrTtIlHDf540QbWlVZPOO7DZ14kYRn8n8WbmRNKbRRV6Avx4QU3MjuUx9eO7Ui51g8bSaxLbs4ej7vS7UlGeLHXDdibw70sK5id8jk8spLS2XF1URWbK+bzT4eeZHfPuZT9DP16jG+dep5tnacIZnvS6lPweBQ648P0pmmzDRC3TA4PdnByuBtHCP7t6DYODbSPy34MGQl+2XKYv9r/G2IY+KfpYzAMG1VSWJKfvnnfmqIqLNt5XUmz/95nEkZxHEE07qozen0a8rxcAHRHEB6cOM+r6xah3ACe2Tlj/QySIk0Y/UsLSyCpMkquj8DSMvyLSkgc6R5rrAvdVEVweTlOwsQ7Lz992WZZwt9YjB01UIuDKUWDtIossm+thZCGBER2jL+YWr3xlMZLsd2tBBaV4K3OR2/ux2gZJlA9teOdZTlE4jp5DzQSfvI0iWO9EwMXWcLXUEj25moi285ijmgnxPe2k31XHYmEmxJNmhahZWVEn29NWykysLKcxEiQYJo2saRJ/lsXMfTz4xgXUvekqIUBch9oxBAio5HwGkTRFJ6bpCFvMvb0XOAt1SsnmBSdHO4mYuqsLJozqReDqyJ4M45w2NHZzH+f2EXU1PEqCo155WyuaKAiP3dkTNAeK6G9ed4K7q9ayu7uc66anwSzgnnMzSokbpt8avEmuuJh9vSeJ2bqeBWNRfnl1OeWcKCvlS81PTlpKcSvuL9tSYJAlgdLEsRtg60jjYsAOzpO8ZEFN/GLC4cmlFnilkGOx09bbGjsbxJw95xFPHxmX1rjgY+eP8j83FLyfYGx3/BkyLLEcLrW7JcQMZLotkW/HmNV0Rye6z6bcrshI8E/H36Kv1rxBjRjajtoS7e5v2opx4e6SE6RzQHXh+MNlYuwkq+vxUQmSLgMIUj7ZpDQTbJvq6H/ewcRuu0252XNLB0JoOT68FTmEFhSSrK5n8FHj40zYoruOI+nPAs5z0dgeVnaQYKvrgAnaWG0DpP/1sXYAwmSp/oQho3kU/EtKELJ9pFIGii2g3GsL+WIYkoExA92EVhW5jYn2iKtJIeuW3g9Klk3zyV0Y5Vb2uhzgxe1IIB/UQnCFgz/tnmcVoR+ZgAc16fBskZqin6PO/GRhviTpzIHT3kWkYGLAU8y6dqy5r6pEXsgQfzFDszeqCsznefHv7wMT1nWiCrclQUIPp+GV5GRJQmBKySTNK1XvfPb6wWBmNYh8XJ0xyJmGnxi0Qae6To9zmVxd/c5Hpi7jObhHvr18UF3kS/Ep5ds4pnO0/zywqFxq/q45bC39wJ7ey+worCS99WvhUsCBUmWkL0SuV4/pYFsBIL+ZIwvH97KhegAPkVlU0UDd1cuojU2SMIyORPu4zundhOeYiJDQmJxQQVm0iGQ5aUlPsB/HX+Wf7n+AY5d4iXRHO6lLxnlTXOX8fCZF8cd49CAq9B4qffE/NwyvMrM3BW3tB/n7dWrYZogQQg3bT9TNFkhYuo09bcxL6tw0iAB3EBhZ9dpbiiYN2WQkEiYZGV5+cTCjXzl6DZikwRiuR4/n1i0EdWRieuvr76lTJDwEognTNSgl/x3LGHoseMY54dQ7qibdNWeCsmr4K3KZXjLabebf5K5/YFHjlD04VWu1POqCuLTOB4qeX6yN1YT2X6OxNEeYi+0UfihlXiyy0G4F8+kI0gOuueZnxMglkLoaCqSzf2EbqgEXP2CdNdqwnaI7e/E7IriX1iCp9ItG9gRnfDI+zAhbyrAiRrI2sVQJBzTyVlfhUhaJI5OLkyjzcom940LiET1lBkhw7Dw+jQCN1e5plESOJZD0rKJpMgipYPfpxHwe7CHkiQOtmMNJZFkCa08i6ylpWRmKV8+ruStlnDHJ9fkV3HLuNKDhG5afG7pbXz92M5xmYYPNNzAC93n+cWFQ1Mee19fCxLw3vq1mANxd2GSMPFLGo15Zfy25Qi7us+OuyEp0kV3yyMDHTw+Yvs8HY15ZfgVD6ZiMWjG+fdjO8bKGpeXEP7r+LP8nyWbAcFPzx4Yy77s6Gzm88vv4Kfn9o9NYqwoms0LPecnqDJOxYG+Vt5VuwZlRHxtMizLpjI7H6+iTtmLcSkSEg25pTxydh+l/mwKfdPf2rZ3nGJjeT2JmDnlbzwWMSgKhfj7Vfeyq/ss2zub6RkJGiuCOdxSVsea4rnoukV8ho3lrwUyQcJLJBzTCfo9FL53OUZbGLMjTGB5GeHHJ1dtuxT/ohLM7uj0zY6OcKWBN1WTtW4OSshDdHfrxKBixAo759Ya4k2dYzdPX20BtmETjqVuqJEUaaK9tSIhBzzuJEHcnCCnLAzLbR6UJfxLSkmm0ZQEI/d/WcI4PzQz50ZlvF61ZTmEI0myb63Bt7CY+Isd6GcvOmtqFVkElpfjqy2YMB0x7nxGskejttMvlWDAgxeJwR8fGZcRAjcjEt3VQmBJKVm3zEXTlNdV/fLVhiRcS+VtpN8El6X5CGpehqJxnKQgETXHXP+EcJ0efX6NTy3eSFc8zNMdp1BliRJ/Nl8+tDWt53ixr4XbZi0Yl35PxE08lsrtFY3cW7WUc+E+4pZBUPMwN6uQpGFi6w63z17A3t4LEzIZl+NVVB6YuwwzaaH6FH5+sgnTsbFwcIRDluYjaV+s+/frMb7U9CQfXnAjX1xzH7u6zrK/r5WYpXN6uIcPNqzjK0e2YQmHkOYbV35IB0s4RE3dneyYIiNvWQ6W7bCmqGpK9ctLGR3TPNzfTnVV4aSTGpfSr8dI2iaKImFZUy8E4lEDVVVYnT+Hm8trkZCQJHdCJZE0iIaTr9vfcSZIuArEEgbxpIkv34tXVdw+hXND43wSUqGVhgjdUMnQL09Oud0oyVP95N5VT/+Pmsi6eR7FH1lN8lQfZnsEYTsoWV78S0vdUcCd50kcdseH1KIgofVVRKYwUhG2QPK5AiBqQQD/0lL8jcVIHgUcgaTI6GcHiB/sGrsRS14VYTloZVko2b6xrMR02ELgmZVDjPRnwCWvgprtxQmPr1Waps3AUBxfvo/sN9QhyzKOYY8FL8mkyeBwHDvdMspLxOtV8Uoy/d89OPl4pSOIH+jEjhnkvKF+nN59hquLadgsL6zkR2deTHt8cV3pPJLG+JG9yz+fZMJET5rkeP28ac5SFEVmd8859BQNfpPxZPsJ3la9alz6fXSGX1csSrVsJNUNYoeHEmOrb7+k8Zklm/mXw1snLaUEVQ9/2HgzOaofM2nh2ILDA25ZTiA4NtjFqqIqfts6fmqhX4/xhQOPU5dTzM1ldfzhwvX4FI2kbaFIEp9ctJFvn3oe23FQpmngTIUqyWmZLFlJmzdULmJ/fyvRFDoSl+KRFe6es4idna5Xx/LCSh49fyCt87GFGLH5nh7LsrGi9rig8ffhd5sJEq4SQggSCZMEJh6PQvaddSg5XuIHuiZOO4w159UQ3Xk+fRdKy0FYDk7MZOD7TSj5fgKLS/FU5SGp7mo/ebwXX20BiSPdblahtoCcO+qIJ6e2MTUtG19dId55+QRXlJM82cfgT45gdrorDTnkwb+ohOzN1djhWQw+dgxfbQFGR4Scu+tnZPWq6xbB2TljxlLp4F9YgpO0yM3xoycsEoY5FrmPvfcJc8QSHESStMatrjZBr0bkidNp6S/op/rRm/vxz84mdo2d8H5fcRyBbppsrmiYtgwAEFA1NpY3YCWm/+6M9S8lIZjj5dDA1CXAyzky2IFf04hJyQlz9bbtTPr9TcRM/AGNv1h+F039bTzdeYrW6ACOEBT7s7iptJa1JXMxDZtYWMfv93Ay3D3mV+BTNLyKysaKeh5vO5pyvO/UcA+nhi+W8LI0L19cfT+lnmz+asUbGNTjSJI0I3+JXI+foMfN0EyHrlsENA+fXrSJLx/eOmnfhU/R+MiCG0lYJlvajrMgrwyPonCwvy3l9peiyQoBVSPspHcNupTfh+BglEyQcA0wDJthJ0FozSyC11eSONqD1R0FB5R8H/7FpUiKTOJQl2umlC6K5Mobj6T97YHERGlhCXz1hWTfWYd3Ti5oMtGkMa22edKwyF5SihM36fvOQezB8St2J2oQe76V2J42cu6sI/+hRcg+FVQZw3FIzKCxz3EEesIgeH0l4d9OnwaWvArBFeVEnj6L2RHBv7yMnGXlRGL6hMDnlQgMRvGMZF2Sk5hzpSK+r4O8moJMkHANMeIWmyvm05uMTtnM5lc0/qjxFmRHImnMrPQkSxJGmvXzUS7W26eyfU1NIm6iJy3qAsUsaqxAU9wsoO04JHSTWFgfC6Il6WL/gV/R+NTiTQwbCSJmkofmreBHlzUqpnptH2xYR9IwiUcNTN0mPydIni9Ajsef9iTCTWW1JPX0RZXiUYOcLD9fWHUPz3adYWdXM51xt3xX4A1yY1kNN5RUcyHaz38f34VXUXnzvBVsbT+Zlq7BqqI5mJb9il4zXgtkgoRrhGU5DEWSqKqMrzYfX20BEq4ZSkQ38Xk1lKk8BgC1OEhgaRnemnxkn4pwBE7SxFOVR/JEb+pJhJGpA//KcqK6hRGfgaiHgMEfH5l6dW8Lhn99krwHF6Lk+ognTRJXMBoYS5rk1hUQCs8h+uzk4kqSVyHvjQswe2Nu+UZAdPt5zLYwufc0MBx59QgcaZrq9pbMYJVhdkRwkiaaNvUoVoYrx7IcYhGdt1WvojGvjKfaT3AucjGQ88oqq4uruHN2Iz5UYmk4kV6OLRxC2swmm0a3v9JJF8cRJOImibg50pwppTyWEIKCEZng99SvZciI87VjO8nzBPjMks2osszPzh1MWY7J9fh5X/31VAbyxgSChBDIkkRcN7hrdiM/nCbIAMjWfNxSVocZn1kgFYvoBAIa60qruamsdiSccksETf1tfPPkLk4OdVPkz+IPG28mbCTYkkZTpwRsrmjA0jMBwnRkgoRrjGU5RC/58UmSRE7Ii2Q7KNX5yEENJzb+Jit5FXLuqsczO4fk8R6GfnECJ6qDKuOtzCW0ehbZN89l6DcnUzb+WT0xhGDK8sLl+Dwq8QMd6aX/BUS2n6PgHUtI6lfW7Oc4guFIkpwVZWiVOcT3tLljjiPXOMmn4l9YTHB5OWZvjKFfnRy32NJPjzQArqpg+FVyc5WFwLyCjICTsJA8GV2za4lp2oSHEjQES1myaBZhM8mgHkeTZMqCOVi2g607xJJXltERpuudcCCNNPcoq4rmENOvjjKfGxukDjZ03aI6r4i6nGIa88r47As/xxGCfj3GPxx8gvfWr+WLq+9jb+8FDg90kLRNQpqXFYWVLCmoIJnCVhvATNqsLZnHkJFIKS09Srbm45OLNiKsK3OGjMdNPJbAH9KImjrPdZ/l1HA3CdukwBviTxZuoDanGN2wyAp6KfZn050IT3nMB+ctJ98TJDo881LD7xuZIOFlRJIgN+TFvDDM8G9OknvPfLI3VjP0y4t1PUlTyH9oEXbUoPc/90yYOIj3J4gf6MTXWEzuvfMZ/tUJ9LPjexqEk55mwSiyLOH1aYQPpu9uZ/XEMPvieAPaFYsM2bbDYDiBL8dD9l11SALskdWKmutzHSp3nh/LIFxO/GAnoesrpx2puhyPR8WnKWheFVmRcSwH07BIGNZLWs0LQFJn7v7mykv//tQ4XykcR5CIGSRiBh6PSokcQgjGpeavFD1psii/Iu30uwRsKm/AfhlWso4jSBom91ct5cXeFmLWxcBkyEjwL4efpjyQw/qyWu6Y3YhXUUbcLrsZTMZYUzg3pReB4wiiwzq3z2pkYV45W9qPjzOYyvH4WVdazcbyerB4SeOBhmFhDFh4vSq3lNaxuaIBSZKwbAfHcBgajOM4Ap9f40+X3sYPTu9hf1/rhBHNQl+I++YsYXF+BdHhib0gGSaSCRJeRgJ+D3ZPjOFfnQABw4+fouBtS8i5q47hJ06D5ZC9aR5OwmTo58enTFsnj/YgTJucu+vp+59947IRap4/ba1xwL3JRnScGeqNG2cGUJeUTL/hFAjhCpYYhk1uto/Y7laEYWMNJif0RUzYV7dJnOzFV5WbVk1fUWSyg14kyyG+v5NIcz+ObiP7VHz1BWQtLUP4PQxHk1fUmGQ5Al9N/pTlk8uRs7yoOT6sNCdDMlwdZpJlSwfHESR0k/fXX8+/Hnl62t/ffVVL8SsaEf3lWckaCZuK7Bx+3XI45eMd8eGUvQkl/ixurqgnPkkJZtR+ucSXxXvr1gKuDLQqy+R4/CQNEyuenqHSVEiSK0ymeGX82kU5Zcs2EEKM/V6TCROvI3h79WreWr2S57vPMWjEUSWZ+bml1Oa4hlPR4Sv7jf8+kgkSXiYkCXxejYHtx8cWjSJhMfCjQ+TeN5/iD68ieaIP3/wi+r61P626tn6qH3NRCf7FpcSevzhO6F9eRsJK/0cpSRLCvALzKNOeqZXEpCiKhB01SJ6YmaCT3RdHq8pN4/gyudl+YnvaiD3XMm7h7kR0or0xos+1krW+irwlpQyGEzO+iOi6STA/iFoawupKT3c+sKQEIzkzh7wMr06SMYPK7Dz+ZOEGvnnyuZQZBa+ict+cJawrrSY6/PKZAFmWjYSHsDGzoCRiJpGnGREcnS4iYaKqMl5ZQQgYisUnfK8liZHxQQnHEWn1Y2iaQijLS3t8mKfOnODQQBu6bRFQvawoms3m8vnk5vmJRdyM0Ki5nKYprM2fi5BGnsNmLOOQIX0yQcLLhNerYQ0m3CmHS3DiJgM/PIRWkU3WpnkYHZG0xwIB4gc6yb61htjuVhDgmZOLkuVBH0zfB10IgRyY+VdBDnpwXiPCgTkhL7EXRgKEyRh1tpQgu7GYocjMLqijI3FZt8xl8JEj0wZ6Sq6PwIoKwjNpLs3wqmW0dFERzOXvV93L4YF2dvecG/Fu0FicX8HakrlYI6vvl/tm5ThixnLHHnlm209WtlFVGc2n4vdqCFxBKlV2JYwt3Zk0s6NpCqFsL/97ajd7e8dn6GKWzs7O0+zsPM3tsxbwhspFRIaTY6VH07QzzcBXgUyQ8DKhKBLG2ck9F8z2MCJmzmh8DkA/N4js11ByfYBEzj0NxGagWQDuj0kKedEqsicoBE6KLOFbUEzUvDoqhbYtULN9SJoyIxdNtTjEdFt7PCqYDrHn09OZj+w4T/HCkiuaOIgnDHIKA+TeN9/tNZnkoqnk+cl/yyJ0K3Mhez0hBCSiBnrcpMZfTF1NMbIk4wiBY4ur0v9wpdiWQ2NeGafD6VvZN+aVETde2niuP+jB41V4vvsc2zpPjo0xZms+1pVWs6G8nqDPSzwysTkymOXlu80vTAgQLufxtmN4ZIUN5Q1EZ7DIyjA9mZbqlwlJgJjm4iB5FMQ0egYTECAMG19jCQXvXELSskgmZ15vTeoWgZXlaW/vrckHRXrJtcZRbNvBMm18jUVp7yP5VXx1BdNqQPg1xTWBSnfhZgvih7pSWl9PhxAwHE0il2dR9OFVhG6ovGj6JYFWFiLnrjoK37sMOaBd8XRIhlc37niiQWzYIDKUJDask4gar6h0r6nbrC+rnZFS4uaK+S+puTIQ8hDH4M9f/DU/PLN3LEAACJtJftt6lD/d+wtOR3sJXjYS7vNp9CWjvNBzPq3n+m3rUQQCTZt583CGyckECS8TQgIlNPUctTBsJO8Mb0ySOzLpW15KVDeJT+OwNhmJpGtD7WsonHZbOctL9uYa4jMUnJn2HEyL4KpZoKb3tQwuL8fUrWknGzSfOvMMzal+tCuYVICLgULUMNGWllL0Bysp+dQNlH56HXlvWYyYk0M46ho+ZcjwcmGaNgoyt82an9b2q4uqKPSFrnh6yeNRESr80+GnGDQmL3+ajs1/Hn+GjsQw/oA29nfFK/Nk+/G0n88SDjs7m9F8mSDhapIJEl4mDMN2b8CqjKTJKLk+lDw/kvfiF9poG8ZXWzCj43rn5uHYgqFwctoV9VQ4jiAcTZJzZx2BFeUjZkoT0SqyKXjnEnThXFHGYip03cLxKuTe0zDp84/im19EYM0sYmmsxCVZnnGGxtEt5GnOYTqMEUOt/v4oA4Mx+vuj9A/GiMWNTPNUhleEeMTgztkL2VTRMOV2KwsreXfdGmJpyItPhuqTeaL1WFojobZw+Nn5g3h9F4OEgMczzp46HY4MdqAomdva1STTk/AyYZo2jh/yH2hEK8tyB6UdAaqMfmaQ+MFOEoe7Ca2tnJGnQWBlBYmrtKI3TZuhcJKsGyoJ3VBJvKkLsyMCtoOS48O/tMxVWUwYV6SymA7hWJKciiwK3rGU6HMt6Kf7x5UJ1MIAgRXl+BYUE46k57wmbMfN0MTSP2fZq+JcJVMoIa5cVS9DhquJbTtEw0nurVzMupJqnuo4wYu9LSRtE01WWJJfweaK+cwK5RKL6FfcL6MoMl5NY9cUMtiXcybcy4AeI+DTxhY8l9tZT4fuWGPmSxmuDpkg4WUiFPAgyxJ6X5zwk2ew+t30mxzyEFhSSs7ttVj9cZKn+sjeXM3gz45N2x3vrStAm5VNdCj9SYbpsCzbFTjyqQSXl+EscnUQHCFI2k7aTo9XihAwFEniD2hk31ELdjVmd8x1uczxoeX7SSZNhsKJtAWUDN3CV1dAbHf6ani++kLMGYyRZsjwWsGyHIYHE4R8Xt40ZxnvrF2DMyK1nDBNbN1maCD+koSGVFWmKx4eJ9yUDocHOtyxReFec0Kaj7iVfnCfpfmwnYzU8tUkEyS8DGQFvCi6Rd93m3AuUx1zogbRXS3E9rSRe08DSp4PJegh74EFDP3ixATFxVF8C4rIub2W8BUK/0yHZTnIqsJwmqv1q82oq6OmKahFfgBMRxAejM344pU0bULLy4m90JZe86Iq419cQjhjupThdcyog2Vc0l2tlKuc8TJnmAWA8ZmDhG6wqmgOv2k5MsUe47mueC62mcnaXU0yxZtrjNerokkw+PDhCQHCpQjTYfDnx5FkGXwqUnGI4o+uIfu2GrSKbJQcL2pBgMCyMgo/uILsW2sYjiSv2nTBqxXTtMcCBl23rmh1YxgWQpUJrZuT1vZZt8zFdl49xlEZMlxLhCBtYaP0jynI1nwz3i/PGxgTaLN0mw1lddOKOY0SVL0sL6zEuMq9Ur/vZDIJ1xifphJ7vnWCiVNKbEFkxzly71/AcDThOkhW55E3v8i1iHYEtmETNy30q1hi+H0gHNPJHRnxjO5qSV3KUSSybpmHr7GYoXB69rcZMmSYiGna5GYFmBPK50J0cn2YS/HICssLK4mH3cWUYdiE/BpvmbeSH57ZO+W+MhLvr78e3TAz1s9XmUyQcA1RFBnNozB4pDvtfYwLwzhxE69XRdctopZBNJP2fsnYtsNQOEn2sjL8S0pJHOwk2dyPGPFu8NYXElhSii0EQ1cgyZwhQ4aLuOqjFhvK6/n2qefT2mdVURWO7WBd0gsUj+hcVzwXTVb4ybl9KfsTcjx+3lN3HXODBWN21hmuHpkg4RqiqjJmb2zSvoLJ0M8Notblc5VcZDOMMOo6qWkK/iWlBFZWICkywnYwTJtwwsiUGDJkuEoYSYuVRZUc7G/jQH/rlNuW+rN587zlGPHxpQLXaTLJ0rxZrC6ew97eCxzoayVpWwQ1D2uKqliUX0FSN1PaWWd46WSChGvIlRonkblRXVMymu4ZMlx7bNshFtH5QMP1/OzcQXZ2NmNdZt0sAQvzy3l//fWYup1S68VxXDnrpCKzKKuCxXkVyNKIQZSVMW261mSChGuI4wjkoDb9hpchh7zpmEBmyJAhw6saw7ARYZ17Zi/injmLebbrNOejAzjCociXxc1ltYRUL8m4Oa0YnG07JGKZ0uvLTSZIuIaYpoWaF0QtDGD1pddoKGkK3pp8hqMZk5IMGTK8NGRZGhlvFK/Yats0bcxh27VuLpjH2qJ5SIxMVRgOw5FMk/CrmUyQcA0ZtQ4OLC8nvOV0Wvv4GouwLecVNYLJkCHDaxdZlvD6VDw+FUWSsYSDJivolomtOyST5itSu8+U+V6bZIKEa0xCt8hbWIx+uh/97OCU26oFAbLWzyUyQ6vnDBkyZABXlyUY8nJssJOnzp7gxJA7WaVKMisKK9k8q4GSvOxX1LI6w2uLTJBwjbFth3BUJ/fe+YSfPkvicHfKGX1vdT45d9UR100MIyMGkiFDhpnh9ar4ghpfObptLDgYxRIOL/Se54Xe82wqr+e+qqVEhpMZTYEM05IJEl4GDMNiWAhC66sI3TSHxMEuzO4oCFDzfPiXlSH7NaIJ4yU5OWbIkOH3E0mSCIa8fPXo9gkBwuU81XESv+phY1k90eHMnHWGqckECS8TpmkzaLoz+r5FxXgXl4AEjgNx284oKGbIkOGK8fpUzoT7OD7Uldb2j7cdY1NFA5qmZPoEMkxJJkh4mck072TIkOFqo/kUnjp1Iu3tTcfmma7TrC2Yl7keZZiSjMFThgwZMryGkSTwqRon08wijHJ8qAtZSc88KcPvL5kgIUOGDBlew0gjLomGM7OMgOnYY/tmyDAZmSAhQ4YMGV7DjIok5Wj+Ge2X7fHjOJnphgxTkwkSMmTIkOE1Tiyps6a4akb7rCupRpgZ/fcMU5MJEjJkyJDhNY6lO2wsr0cmvfJBoS9IXU5xZuQ6w7RkgoQMGTJkeI1jGBaapPK2mlXTbuuRFf5g/o0kkkbGPTHDtGRGIDNkyJDhdUA8orO6qAqvovKTs/sJmxNN4soCOXyg/nrytQCxcEb+PcP0ZIKEDBkyZHgd4DiC6HCSxuwyVqy+j0MD7TT1t6E7FiHNy/XF86gM5ZNIGJkAIUPaZIKEDBkyZHid4DiCeMQgKZvU+ouonVM0ZhUtTBgciL0iDpAZXrtkgoQMGTJkeJ3hOIJE3HylTyPD64BM42KGDBkyZMiQISWSEK/O5JMQYtrOW0WRM1an15DM+3ttyby/15bM+3vtyLy315aX+v7KsnTV1DRftUFChgwZMmTIkOGVJVNuyJAhQ4YMGTKkJBMkZMiQIUOGDBlSkgkSMmTIkCFDhgwpyQQJGTJkyJAhQ4aUZIKEDBkyZMiQIUNKMkFChgwZMmTIkCElmSAhQ4YMGTJkyJCSTJCQIUOGDBkyZEhJJkjIkCFDhgwZMqQkEyRkyJAhQ4YMGVKSCRIyZMiQIUOGDCnJBAkZMmTIkCFDhpRkgoQMGTJkyJAhQ0rUV/oEpuLEiRM89dRT7Nmzh9OnTzM8PEwgEKC2tpa77rqLN7/5zWiaNuPjfvWrX+Xf//3fp9zmL//yL3nrW996paf+qmL37t18+9vfpqmpiXg8Tnl5Obfffjsf+tCHCAQCV3TMJ554gu9///ucOHEC0zSZM2cO99xzD+9617uu6DN5rSGE4MCBAzz99NPs27ePs2fPEo1GycrKYsGCBdx3333cfffdM7Zr/dznPsdjjz025Tb//d//zU033fRSTv81wbX8nV6L38Rriba2NjZu3JjWtm984xv5+7//+7S2/X26tvb29rJr1y6OHDnC4cOHOX78OLqus3r1ar73ve9Nua9pmnznO9/hl7/8JS0tLWiaRkNDA+985zu59dZbr/icYrEY3/jGN3jiiSfo6OggEAiwZMkS3ve+97FmzZorOuarNkhoaWnh3nvvHft3WVkZDQ0NdHd3s2/fPvbt28djjz3GN7/5TXJycq7oOQoKCpgzZ07Kx4qKiq7omK82vve97/GFL3wBIQSlpaWUlZVx+vRpvv71r7NlyxZ++MMfkpubO6NjfvGLX+Rb3/oWAJWVlfj9fpqbm/nSl77Etm3b+Na3voXH47kGr+bVw+7du3nPe94z9u/Zs2dTUVFBe3s7u3btYteuXfzmN7/hq1/96hW9F2VlZZSVlaV87Eq/769Vrvbv9Fr8Jl5reL1eli9fPunjuq5z9OhRAJYtWzbj4/8+XFt/85vfpB08XYqu67z3ve9l3759KIpCTU0NiUSCPXv2sGfPHj74wQ/y6U9/esbHHRgY4G1vexvnzp3D4/FQU1PDwMAA27dvZ8eOHXz+85/n7W9/+4yPi3iVcv78ebF27Vrxta99TbS1tY17bPv27WL16tWirq5O/PEf//GMj/2Vr3xF1NXVic9+9rNX6WxfnRw+fFg0NDSI+vp68fDDDwvHcYQQQnR1dYn7779f1NXViY9//OMzOuaWLVtEXV2dWLhwoXjqqafG/n769GmxYcMGUVdXJ/7+7//+qr6OVyO7du0SGzZsEN/5zndEX1/fuMcee+wxsXDhQlFXVye+9KUvzei4n/3sZ0VdXZ34yle+cjVP9zXJtfidXovfxOuRRx99VNTV1YnFixeLSCSS9n6/L9dWIYT4yU9+It7znveIf/7nfxZbtmwR//qv/yrq6urEO97xjin3+5u/+RtRV1cnNmzYIM6cOTP296eeemrsurF169YZn8+HP/xhUVdXJ+6//37R1dUlhBDCcRzx8MMPi7q6OjF//nxx7NixGR/3VduTUFpaytatW/nIRz5CRUXFuMfWr1/Pn/3ZnwGwZcsWBgcHX4lTfNXzta99DcdxuPfee3nooYfGUt8lJSV8+ctfRpZltmzZwokTJ9I+5mgq8YMf/OC4dGV1dTV/+7d/C8APfvADBgYGruIrefWxePFiHn/8cd71rndRUFAw7rH77ruPj33sYwD89Kc/xXGcV+IUM6TgWvwmXo88+uijAGzevJlQKPQKn82rkwceeIBvf/vbfPKTn2Tz5s0TrgOp6Ovr4+GHHwbgC1/4AvPmzRt7bOPGjXzgAx8AmLZkcznHjh3j6aefRpZl/uVf/oWSkhIAJEnioYce4t5778W2bb72ta/N6LjwKm5c9Hq9+P3+SR8frcnatk1LS8vLdVqvGWKxGM888wwAb37zmyc8XlVVxXXXXQfA448/ntYxz58/P3bxfOihhyY8vnbtWubMmYNhGGzduvVKT/01QSgUmrL3YvT7OTQ09LoPmF4rXIvfxOuRtrY29u7dC7j9CBmuHk8//TSmaY77rl3KW97yFgCOHj06o/vaE088AcB1112Xsswzer3esWMH8Xh8Ruf8qu1JmI5kMjn2/z6f74qOceLECT71qU/R29tLMBikvr6eu+66i9ra2qt1mq8Yx48fxzAMPB4PixcvTrnNihUreO6552hqakrrmAcPHgTc+vtopJrqmBcuXKCpqYkHH3zwis799cBL/X6+8MILNDc3MzQ0RHZ2No2Njdxzzz0Tsmq/D1yt3+m1+E28Hvn5z3+OEILy8vKUN7J0eD1fW18Ko9fQFStWpHy8pKSEWbNm0dbWxsGDB6msrJzRcVeuXJny8cWLF+Px/P/27jWkqTeOA/jXdFrT/l4wI2elqHkDLbIIMsNLTEhK36V0MW+laTWtNCNDopL0RUFRoKkrkCYESYVGIQWFUaQiwwcL+wAACPxJREFUqYTmtLygJZWi4i76fyHnoHmm2zyn3Px9wBduj7+zref39Oy5HWtMTEygra1N5/W5mGwn4dmzZwAABwcHeHl5GRWjra0NbW1t7O91dXW4e/cuDh8+jJycHFhaWvLyWv8FpVIJAHB1ddX5jZepgEzZhXR1dc36Oz5imiumfvr6+ho1XMt8k2O8ePECt2/fxqlTp5CSksLLazQVfOWpEDlhbqamptjdNfv378eKFcYNNptz27oY+rahPT09BtXBheKKRCKsW7cO3d3dUCqV5t9J6OvrY+dWkpKSDK5wLi4uOHnyJHbt2gU3NzfY2dlBqVSisrISDx8+hFwuh5WVFc6dOyfEy/8rfv/+DWD+lfDMc0xZPmMODw/rFdMcffr0iZ13TE1NNehvN27ciNzcXOzYsQMSiQTW1tb4/PkzysrKUFtbi+LiYojFYuNWKZsYvvNUiJwwN+/fv0dPTw8A46YalkPbuhhCtaFCts0m10kYHx/HiRMnMDIygsDAQBw9etTgGFzz6T4+PigoKICbmxuKi4shl8sRHx8PNzc3Pl72XzcxMQEA886bM1vzmLJ8xpw53L6c/PjxA5mZmdBoNNizZw/27t1r0N+npaXNeSwoKAg3b95EQUEBKisrcePGDcTExMDW1pavl70k8Z2nQuSEuWFGEYKDg/Ue6p5pObStiyFUGypk2yzIwsUrV67Ax8fH4J9Dhw7NG1elUiEjIwOtra2QSCS4desW7wf3JCYmwsXFBRqNBnV1dbzG/ptsbGwATB/aoYtKpZpVls+Yxq4TMWUjIyNISUlBX18fAgICUFhYyGv8rKwsiEQiDA8P4927d7zGNjXG5KkQOWFORkdH2QVwsbGxvMc3l7Z1MYRqQ4VsmwXpJIjFYjg4OBj8M9/crUajgUwmw5s3b+Di4gK5XK5z8dxiWFpaIigoCADQ3d3Ne/y/RZ9hU32GqGb677//9I7JlF0uRkdHkZycjNbWVnh7e+PevXu8bx1bvXo1u/DLlOsmH4zJUyFywpw8f/4cY2NjWLVqFaKioniPby5t62II1YYK2TYLMt0gk8kgk8l4i6fVanHmzBm8fPkSTk5OqKiowPr163mL/ydmdEKj0Qh2DaG5u7sDmF6/oVarOUdcmC02TNmFeHh4AJg/wQ2NaQ7Gx8dx7NgxNDU1wd3dHeXl5XB0dBTkWuZQN/li6GchRE6YE2aqQSqVCnY2wnKvv+7u7mhoaOC9DXV3d8fAwIDOuGq1Gn19fQbHBZbwOQmMyclJnD9/HjU1NbC3t0d5eTk8PT0FvWZ7ezuA6QOdTJWfnx9EIhFUKhWam5s5y3z8+BEAsHnzZr1iMt8Cenp6MDAwwEtMUzcxMYG0tDR8+PABEokEFRUVgh07q9Fo0NnZCcC06yZfDM1TIXLCXHz79o3dUSPEVAPDHNrWxWDqVUNDA+fzAwMD7MJRQ+ogU5apv39qbm6GWq2GjY0N/Pz89I4LmEAn4dKlS6iuroadnR1KS0vh6+sr6PVevXrFVuSdO3cKei0h2dnZISQkBABQVVU15/muri52XlvfoUUPDw9s2rQJAKBQKOY8X19fj+7ubohEIr1vHmPK1Go1MjMzUV9fj7Vr10Iul+u83wIfFAoFRkZGYGVlZfT+dXNhTJ4KkRPmgjkbQSKRGH0joIWYS9u6GBERERCJRLPq2kzMrih/f3+d977gIpVKAUyfr8I1msC016GhoQYveF7SnYRr166hqqoKYrEYJSUlOg9A4RIXF4fw8HBUVFTMery9vR35+flzjl2dnJzE06dPkZ2dDQAICwsz6HpLUXp6OiwsLFBdXQ2FQoGpqSkAwODgILKysjA5OYnIyMg5Ha/w8HCEh4dznjqXkZEBYPpOhDMXH3V2drJHZcfHx8PJyUmot7UkaLVaZGdn4/Xr11izZg3kcrneU2C6Pt+3b9+iqKiI3fPMUKlUePDgAXszmQMHDsDFxYWX97FULSZPdeU+YHxOmLOpqSk8fvwYwPQowkJ3LqW21XjOzs7sDpALFy6wI4PA9FkSpaWlAMAe6z5TbW0t23b8KSAgAGFhYdBqtZDJZBgcHAQw/W+rUChQXV2NFStWcO6eWsiS3QLZ2NjIVkJbW1sUFRXpLHv8+HHs3r171mMDAwPo7e3FyMjIrMc1Gg0UCgUUCgUcHBzg6uoKS0tLfP36lV3YERwcjOvXr/P7hv6BwMBA5ObmorCwEPn5+bhz5w4cHR3R0dEBlUoFDw8PXL58ec7f9fb2AgDn8Z1SqRRHjhyBXC5HWloaNmzYALFYjPb2dmi1WmzdupVtDMxZTU0NuxLc2toaeXl5OstevHgR/v7+7O+6Pt/x8XGUlpaitLQUzs7O7MJcpVLJlpVKpcjJyeH1vSxFi8lTXbkPGJ8T5ow5G8HCwgIxMTELlqe2dVp/f/+sz4vZPdDQ0DBrNCY5OXnWAWhnz55FS0sLGhsbER0dDW9vb4yNjbFrERITExEZGTnnemNjY2zbweXq1auIi4tDS0sLIiIi4OXlhZ8/f6K/vx8WFhbIy8tDQECAwe9zyXYSmA8cmL5v9/fv33WWHRoa0juuRCLB6dOn0dTUhC9fvqC7uxsqlQr29vYIDQ1FdHQ0oqOjzeZEsISEBPj4+KCsrAzNzc0YGhqCq6sroqKikJqaatRe+7y8PGzZsgWVlZVoa2vD4OAgPD09sW/fPiQkJPC+LXUpmlk/e3t7501erv+suAQEBCA9PR1NTU3syWhqtRpOTk4ICQlBbGws57cIcyRkngqRE6aMWbC4bdu2RS0IX25tq1arxa9fv+Y8rtFoZj3+57kEK1euxP3791FRUYEnT56gq6sLIpEI27dvx8GDB9mpA0M5OTnh0aNHKCkpQW1tLTo6OiAWixEaGoqkpCSjpygtppjxNkIIIYSQGZb0mgRCCCGE/DvUSSCEEEIIJ+okEEIIIYQTdRIIIYQQwok6CYQQQgjhRJ0EQgghhHCiTgIhhBBCOFEngRBCCCGcqJNACCGEEE7USSCEEEIIJ+okEEIIIYQTdRIIIYQQwok6CYQQQgjhRJ0EQgghhHD6H1jZDVe3Muj/AAAAAElFTkSuQmCC\n", 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GwmlZFjfffDOVlZX07t2bW2+9lT/96U/8/Oc/58wzzwTs39r999/fbGwO56c//Sk//elPKS4uxjRNXn/9de655x5+8IMf8Lvf/Y65c+fSo0cP/vjHP/LYY481W6L4rPG5EQm33norCxcu5P777+crX/kKF110ERdffDHf+MY3eOaZZ3jooYcyzmOLFy/mH//4xxGfa/78+QQCAcCejNoSCKcCTZ3mtm7delzPJaXMrFFPmjSp3eWdCy+8MDNBtmcK/9KXvtSmc1vT/BfH+zobKS4uZtasWa1uP/300zN/b9++/YjP03Ri//jjj1tsb/yOI5FI1on2eHDNNde0Km6a9lfXdb74xS+2epymbbdt29ZsW0NDQybm/eKLL6Zz585t9qnpevWRLq34/X4GDhwIZB/rw7nssssoKCjIuk3TNE477TQAkslkC5+Mo2Hv3r1s3LgRsAV0Wz5PV111VZviqJH//u//ZvPmzWzevPmY+CP8+c9/Zu/evfh8voxY6CjBYDDzdzgcprq6mpkzZ/Laa6/xjW98gwsvvJDrrruORx55hF/84heZtvfff3+bv4Wrr76aW2+9tdVx2bt3L3//+9+bRUN8Fvnc+CS05qjUyDnnnMOvf/3rjKJ+5JFH+OpXv4rT6ezwuZo6zrXnBX0qMHnyZP71r38B9kPgG9/4Bueffz5dunQ55udqjGAAe320cU2vLbxeL8FgsN1JtD0rx4ABAygrK6Oqqornn38eKSVXX301I0eOPG7Z0oYPH96ml3bTSa2hoaHVdrW1tbz88st8+OGHbNu2jWAw2Ko39YEDB1p8NnnyZN59910sy+KGG27gm9/8JjNnzjyucd0jR45sdVunTp0yf/fp04e8vLyc2jadEABWrlyZcVjTNK3d+6mp02Zr91MymeTNN99kzpw5bNq0iZqaGqLRaFa/oWxjfTjZrEhNaXoPHH59R0NT59z2fB2cTifjxo3jgw8+OGbnb4+1a9fy2GOPAfZLXHsCrzWaOoOCbbn5/e9/n/XZfe2117J48WJmz55NKpXi3//+d1Zn36bOxkOGDOG3v/0t48aNIy8vj+rqaj744AMeeughNm3axHe+8x3uuuuujFXws8bnRiTkwqxZs3j44YfZuXMnoVCIFStWHJEjUVMv9r59+x7LLh4XzjrrLC6++GJef/116urq+N3vfsfvfvc7evfuzZgxYxg/fjzTp08/Jia1pl76s2fPZvbs2Tnv294DtL2HjK7r/OpXv+K///u/SaVSvPDCC7zwwgvk5+czevRoxo0bx5lnnsnw4cNz7lN7FBUVtbm96YMsmUxmbfPmm29y9913t3AabY3GbHNNufLKK3nrrbdYtmwZ+/bt42c/+xl33XUXAwYMYMyYMUyYMIGzzjqrzcm6o7R17U2vu7WojmxtE4lEs21N76d///vf/Pvf/865f9nup82bN3PLLbe069XeSLaxPpyO3AOHX9/RUFVVlfm7V69e7bbv2bPnMTt3e6RSKe68805M02TkyJFHNcEeHtJ64YUXtnkfX3311ZnnTrYlvk2bNnH99dcTj8cZM2YMjz32GC6XK7O9W7dumbDVK6+8kkAgwD333MPYsWM/k86LSiQcxoQJE9i5cycAO3bsOCKR0PTB0VZM9qnEfffdx+mnn85jjz2WMcXv2rWLXbt28dJLL2VSk952222tJiHJhVwnumwcHrp3OLmk054+fTrPP/88Dz74IPPmzSOVShEMBpk/fz7z58/nT3/6EwMHDuTHP/7xMYldP1oLxUcffcQPf/jDzNvSsGHDmDRpEj179iQvL6/ZBNMYYXL4mxXYE9EjjzzCE088wVNPPUVFRQVSSrZs2cKWLVt49tlncTqdXHXVVdx66605h/a1Ra55P45mjI7l/RQIBPjKV76SCcnt2rUr06ZNo2/fvhQXF+NyuTLX9MADD7B169asY304Jyunf9Nw5lx+G23l6jjW/POf/2Tz5s0YhsGvf/3roxojn8+HYRgZf45hw4a12b7p9mzLO/fff3+mbsQdd9zRTCA0pUePHnz1q1/l/vvvxzRNnn76aX71q18d6WWcsiiRcBhNVf+RPoCaPmAPj9k+WbT3MBNCcNVVV3HVVVexd+9eVqxYwcqVK1m6dCm7du3KOO+sWLGC559/vpkJuCM0dd46nrHhbTF48GAefvhhwuEwK1euZNWqVSxfvpxVq1aRSqXYsmULN998M3/4wx+OOub6aHnwwQcz392vf/3rVh1Lc8lx73Q6+epXv8pXv/pVtm3bxsqVK1m5ciWLFy/mwIEDJJNJnnrqKVasWMGzzz77qahh0vR++u1vf8sVV1xxxMd68sknMwLh8ssv55577mnVp6IxRO5UpunY5FIs6UQmA3ruuecA23oxZ86cnKruNg03/drXvpYRyEIIevXqlVk+as8a1nT74ZagZDKZsS74fL42l8yg+TJOttwrnwWUSDiM+vr6zN9HanptavbesWPHcUuy4XA4gNbN1I1IKdtc7z6cHj160KNHDy677DLA9j7/2c9+xoYNG6isrOSRRx7htttuO6I+Nx2bXNZzjyd+v5+pU6dmLAb19fX89a9/5V//+hdSSu69914uuuiiDmV+O5Ykk8mMf8vw4cPbjDzZv39/h47dv39/+vfvnznmkiVL+OlPf0pFRQWbNm3i+eef5/rrrz/yzp8gjuX91Dg5GIbBT3/60zYjSjo63ieDpha/phFMrXEsnSZzZceOHfzv//5vTm2btrv++uubWdEGDRqUEQntvdw13X64xay+vj5jYfL5fO1aw5rOER0tRvVp4XMT3ZArH330UebvPn36HNExmjrQ5aKQj5RGr9tAINCmKX7Lli1HdQMPGzasWaKfbBkNG39M2Zy7mjJ06NDMD3PJkiU5mWtPFEVFRdxxxx0Zn4Ta2tqc16aPB4FAIGNCbW+9+PBseh3l9NNP5+677878v62slacSp512WubeO9pEUDU1NYDtI9GWp/+GDRuape49VWn6FrxkyZI22zYVpJ9Gmi4Nrl+/vs22Tbcf/oxvujxcX1/fro9IU7HYnu/JpxUlEprw+uuvs2PHDsC+WcaNG3dEx5k6dWrGGeu1115rlvHvWNKYMS6VSrWZKvmJJ5446nM1zRmQLZa70bTZnhjRdT0TElhRUZExO55KNL3Ww9Npn0iarhG39ZYXDocz0SlHw6ly3R2hpKSEKVOmALawORqx1DjetbW1bToktldq/lShvLw8E2K8bt26Np8Rzz///DGNrGiPOXPmZEIp2/rXlKafHy7iZs6cmfn+3nzzzTatCf/5z38yfzfmTmjE7/dn8lakUineeeedNq/jjTfeyPx9LB2eTyU+FyLh8ccfbzfN7nvvvcfPfvazzP9vuummVh1W2sPr9WaStqRSKb71rW+1KRQ2btyYNTd/ezQ+HME2xWVbdnjuuefanYgfeughPvzwwzbf6p9++unM39k8eMvLywE7L39765/f/OY3Mz/ye+65h5dffrnN9rW1tTz88MNs2rSpzXbtsWDBAh577LE2HyC7d+9m0aJFgP09nkiP78PJy8vLFJBZt24d7777bos2kUiE733ve+3mPrj33nvbrVLXNDLgVM/t0ZTvf//7maW3W2+9lfnz57fZvqKigt///vctaoY01guQUvLAAw+02K/x81zCdk8VbrrppszfP/nJT7I+Z1atWsV9992X0/EefPBBBg0axKBBgzKJzk4F8vPz+cpXvgLYFrjbbrst6/PwmWeeyUQ2eL3erFEVF110Uebv3/zmN60+d1555RVeeOGFzP9Ptv/S8eJz4ZOwZMkSfvOb39CnTx8mTZpE//79KSoqQkpJRUUFc+bMYdWqVZn2EydObJYR7kj46le/yooVK5gzZw4VFRVcfvnlzWo3JBIJdu7cycKFC1m3bh2PP/54hzP8nX322fTq1Yvdu3ezatUqrrjiCq688krKysqoqanhvffeY8mSJYwfP549e/Y0C4lqytKlS3nwwQcpLS3lzDPPZPDgwZSWlmJZFlVVVcyZMyfzFuJ0OjM/xqZMmjSJzZs3E41G+eY3v8lll11GUVFRxhQ8cuTIjHWlS5cu/PGPf+Rb3/oWyWSS2267jUcffZQZM2bQq1cv3G43oVCIXbt2ZTLjmabZZunXXKiurua3v/0t//M//8PEiRMZNWoUPXr0wO12U19fz9q1a3n77bcz1pAvf/nLJ9157/rrr+eee+4B4JZbbmHWrFmMGzcOn8/H1q1befHFF6mqquKyyy5rU2y98847PProo5SXlzN58mQGDRpEcXExyWQyk82yMfFOYWEh11xzzYm4vGPCsGHD+PnPf85dd91FQ0MDX//61xk7dixTp06lvLwcwzBoaGhgx44drFixgnXr1gH299uU6667jhdeeAHTNHniiSfYtGkT55xzDqWlpVRWVvL666+zYcMG+vfvj8vlatesfSpwySWX8PrrrzNv3jwqKiq45JJLWtRueOWVVxBCMG3aNObOnXuyu3zE3HzzzcyfP59169bx/vvvM2vWLK644grKy8sJBoO89957zRIf/fKXv8yaJ+TrX/86b731Fvv27aO+vp6rrrqKCy+8kNNOOw2/3091dTVz585tZrW65ppr2nVy/LTyuRAJjTRWn2sNIQRXX301d9xxxxElUTr8WH/+85/57W9/yzPPPINpmm3mBTiSECCn08kf//hHbrrpJhoaGtiyZUumyE0jo0aN4sEHH+TKK69s93jV1dWZMr/ZKCoq4r777staVvamm27i1Vdfpa6ujsWLF7eIPz68VPSUKVN48skn+dGPfsTevXvZtGlTm5YCr9d71DH8jYIllUqxcOHCVk3TQghuuOGGkxJ5cTjXX389a9as4bXXXsOyLF555ZUWqYBnzpzJL3/5y3YtMgD79u1rZm49nO7du/PQQw8dcfTKyeKqq66ipKSEu+66i5qamkzkRmsUFha2+I0PGTKEn/3sZ/z617/Gsiw++uijZj5KYFf6+8tf/tLM6niq88ADD/Dd736XDz/8MOvSlMvl4p577mH37t2fapHg8Xj4xz/+wfe+9z2WLVvGrl27uP/++1u0c7vd/OIXv2j1zb+goIB//etffP/732fdunUkk0lefvnlVn9f119/PXfcccexvJRTis+FSLj99tuZPn06q1evZtOmTdTV1VFfX086nSY/P5/evXszbtw4vvCFLxyxs2I2HA4HP//5z7n22mt57rnnWLJkCQcOHCASieDz+ejRowdjx47l/PPPP+KaCMOHD+e1117jH//4B/Pnz+fAgQO43W769u3LrFmzuPrqqzOm2Nb4v//7PxYvXsyyZctYv349e/bsyWRFLCwspH///pnEIa05dHXu3JmXXnqJRx55hCVLlrBv3z5isVibjoyjR4/m7bffzmS3W7t2LXV1dSSTSfx+P+Xl5QwdOpRJkyYxbdq0Nmst5MJll11Gv379WLRoEatXr2bHjh1UV1eTSCTwer2Ul5czbtw4rrjiCoYOHXpU5zpWCCG47777mDZtGv/5z3/YuHEjsViMkpIShgwZwiWXXMKFF17Y7nFeeOEFFi5cyPLly9mwYQN79+4lHA4jhKC4uJhBgwYxY8YMLrvsspNuPTlSZsyYweTJk3n55ZeZN28eGzdupL6+HtM0ycvLo1evXgwfPpwzzjiDM844I+uLwHXXXcfQoUN59NFHWbFiBYFAgPz8fHr27Mn555/PNddcc0LzCRwLvF4vjzzyCK+88govvvgimzdvJhaLUVZWxqRJk7jxxhsZMGAADz744Mnu6lFTXFzM448/zltvvZWx/NTU1OB2u+nRowdTpkzhS1/6UruJ13r06MF//vMf5syZw1tvvcW6desyz4qmz+4rr7zyM5lAqSlCtueOrlAoFAqF4nPJ58JxUaFQKBQKRcdRIkGhUCgUCkVWlEhQKBQKhUKRlc+F46JCoVB8mti+fXubkVjtccYZZ3zqHCwVpyZKJCgUCsUpxptvvslDDz10xPu///77mQRnCsXRoJYbFAqFQqFQZOWUDYGUUmJZbXdN00S7bRRHjhrf44sa3+OLGt/jhxrb48vRjq+miXYrWObKKbvcYFmSurpIq9sNQ6OoyEcwGCWdPnUqCX5WUON7fFHje3xR43v8UGN7fDkW41tc7EPXP+MiQaFQKBTHjk/eLiWmqawAitxQIkGhUCiOIbqu4XJr6A6JJjSktDBTgnjcwjRP/Ju3y2XgdEtcDg+mlUQIHYBEPHXS+qT49KBEgkKhUBwDhBD48jRcTid7QkvZU/8hSTOCU/PSI28SPQsnk0wliYatE7Ker2mCvAKDhNXAuvrX2RWcT8qyK5wWu/oysOgiehZOJhZLEYumj3t/FJ9OlEhQKBSKo0QIQX6hwcHYx3y0928kzGCz7RWR5aysepRxnb9K94LTCDakjqtQ0DRBfoGDXaF5rKh6BElza0FdYgdLDjzIhrqXmNHjF3hwKqGgyIoKgVQoFIqjxJ+vcyC6moX772shEBpJWmEWV/4veyNL8Ofrx7U/Hp/G/ugKllf9o4VAaEowuY85e3+B26NjGGo6ULRE3RUKhUJxFBiGhmHoLD3wMNC+deCjg39DaBKH4/gIBU0TuF0uVlc/kVP7YHIfOxvm4nKr6UDREnVXKBQKxVHgcmvsbJhLWsZzam/JFNsD7+FyH5sQtcNxuw0ORNYSTdfkvM+WwFu4XU6OUWi94jOEEgkKhUJxFDicGrtCCzq0z+7QApzO4+MSJnSTysiqDu0TTO4jZcXQdTUlKJqj7giFQqE4CnRhtOqH0BpxM4iuOY5PhwSYMtnh3UyZOmZZ+hSfHZRIUCgUiqPAkiaGcHdoH0O4sSzzOHVI4DYKO7SLQMep+1SqZUULlEhQKBSKoyCVTtPVN7pD+3TzjyaZTnT4XEIIPB4HvjwNf76GL0/H5Wq+bJFOCfrlzwRytwp094/HslRiJUVLlEhQKBSKoyAZFwwquhCR8+NUMKhwFsl47pO4EODz6xSXeIiKnWwKPsfa+ifZGnoZ4WqgqMSNx2uLhUQijUvPp4t3ZM7HH1w0i2RufpeKzxkqmZJCoVAcBclkGq/PzeDiS9hY93K77QcUnodLz6c+kZsloTFRU018Eyt3/j9Cqcpm2zfUvUSpZzCTunyP/II84jGLRMLi9C7f4e3dPyFuBto8/qCiiyly9SFQ33E/BsVnH2VJUCgUpyyGoeF06jgc+ikdnhcOpRlRcg2Dii5qs12/grMZU/plQsHcsxvm5esciK5ifsXvWggEgUavvDMZ1elLuIw8EtSCuw6Hy8SheTm/1x/o5Bmc9bgOzcvITtcxqtN1hIIppFT+CIqWKEuCQqE4pdA0gdtt4HJrWKRImmF04SJf9xNPJEnErVOuRHE6bRFsSDCy5Dr6F5zLpvrX2BteSsqM4NC8lPtPY1DRLPyOLoSCSdLp3JwWnU4dtDSLD/y5ReZEXbg4o9sPKHD2YEvgDeZV3EvKigC2eOjmG8uYsv9iRvndRFLVbGt4h2iqFl1zUOYZRu/8qaTSKRoCyePii6DrGh6XhlMHoWlIyyJpQiyhfB8+TSiRoFAoThmcTh1/npPKyGo2V7xOVWx9ZluBswcDCs+nb8F0YtE0sdipVWsgnbaor0vgdhczquRGJnT5RmZbIhUjGRcEwnE68sLudMHWwNtYsvm1CjTO6PZ9HJqXt3f/OFO4qRGJRUVkORU7lzOy5DoGF89iSMHVCCGREixLI9iQPC5iS9ME+V4dw2EgNy1FbvkImYiBy4Nr4Hjcg08nnUoTjJoqmuJTgBIJCoXilMDhsAXC4gN/Zm9ocYvtDcm9LK/6B9sb3mVGj18gpUE8fmoJBYB4PEU8DkKEEEIgpeyQMGiK2+Vhx/65LT7vmTeJAmfPrALhcD6ufRqPUUQX9wTCQetQKWvw+gWa5sCyJGaaY2Kh0TRBYZ4DsX0V1pwnIRFrtl3uWoec9yz69C9R2H8cgVCymVCwU0obeJwC4XAihMBKJYknLeKJNKapRMWJRokEhUJxSuDz66ysfjSrQGhKfWIXH+y7h3N63kMyeeq+jUrJUa3zG4aOEIJoqrbFtv6F57El8Ga7AqGRdXXP0bvPFDSRwHmolPXuugUkzRCG5qHcfxp9CqaRTltEQkc+pvk+A7FtJfLtf7beKBFDvv1PxHkWBf3GUR9KAeD1GHi9TuTeLchV7yKr99qDWNQZ96gZePqPJh5LElbVKk8oSiQoFIqTjtOpY5Jge+C9nNrXxbdxILKWfPdgYtHUce7dycHnt/3KNWFgyk98GPKc3Sh292V+xe9zPlbKjJKyYtSmNrNk78MkzVCz7Qeia1hd/SSjS6+nT+F0GgLJDgsFh0PH0MB67/Gc2sv3n0AfMA6HQ8dpCDxaGuup30P13uYNw/XIvZuQeSW4rvwhmi+fYEQJhROFim5QKBQnnca197bKGh/O5vrXj1uRpJONw6GDZhFL11PmGdJsW56jK6FkZcZJMRcmdb2F6uhGFlT8oYVAaCQt4yyv+ifbGt4hr6Dj749uh0CuXQDpHEMp0ynk2vn43Doep8B65nctBUJTQrXIZ36Lw4zhdh+nlNaKFiiRoFAoTjqaIaiOberQPjXxLTh01ykdGnmkON2wPfAu2wPv07/ovGbbNKF3SEwVOHtS5h3G0gN/yWm/1dVPYJLIFKDSdYFhaOi61uZYO506cvPSnPsFIDctta0PS9+AwMH2d4iFYf5zeJ0dOo3iKFAiQaFQnHQEooUHf3tYsnGZ4chVghDgdjvIK9ApLHZQWGz/7XY7Tqr4MAxBZXQ12xrepat3FCXugZltcbMBr1GSc4bHAYXnsie0kKQVzqm9xGJL/Zu4vVCc56CowEOBW1Lk1ykp8uJ161n3E7phT+IdweECw4B1uVfRlFtXoEnLtrYojjvKJ0GhUJx0LMvC5yilOrYx5328RiektI7YOdDtNvD6DELJA2yse4OGxF4kUOAqZ2DhRRT5uhGNpNqNoNA0gctlZCooptMWyeTRrZkLoZG2EsTSdayqfpyzut/G3IrfUhffTm1sK6ZM0c0/lorw8naP1cU3iuUH23AkzMKe0CJGdroG+f6jWFs+spcGADqV4xg9EzlsEm6XTrhpNIRl2pN+R66zW3+o2gux7EsgWbFM5I41OHqNJZU6TkWyFBmUSFAoFCeddFKjf8G57ArOz3mffgUziSWOrOCAx2Pg9Ejm7vtNs1wMALXxLexomEOpZyhTu/8EoRnEsnjUG4aO2wMul4uq6EaiqWo04aDMOxSv30cyLokeoVOlZZm49QLA9tXQhMbMHr9gd/BDtgZmsy3wLoMKL8pJJDg0b6t+CK2RMIMIoWFtWwlSIgZPRAwcD548e5Letgp3z6FYHoPooXwVqWQavc9IqNmX+4m69EEmc4vQaEY8ospanyCUSFAoFCedeDxNSUl/8p3lBJPtTzK6cNK/8FyiOc59Qtjr6kIIdF3g9gre2X0HDcnWHeWqYxt4d8/POLfn7zDTOsnkJ2+tLpeBz2+wse4VtlW8Syxd1/RsdPWNYmTJteQXdDuU8ji3fjaSTgl650+jImKLgM31b3Iwuo7+hecxs+evMK0EhuZiRMk1rK19ts1jWTKFoXWwlPWh9mLYGYiJF0Miily3EIK1oOnQrR/oBl5dYFoGiUSaWAryxp6NXP4WOV2wEFA+EBqahHh26g5FXRG6joyFYd9mMLNYZbx5Ko30CUKJBIVCcdKRUhKLJpja/Xbe2XNHm2++Ap0zut6KZQpSqbbN+rqu4fII3C4XsVQ9aZnE0H2Ai34FM9kSeJtw6kCr+weT+1hX+yxDCq8iechp3+nU8fkN5lX8loPRddmuhsrIahoS+5jU9RYKCvoQauiYUIjHTMqLx+OuKswUaAok9rD84D9YXf0k+c7uFDh7MLr0eryOYtbXvkg41dzxzxBu+hRMw6n56OYfT1VsQ87n7+YbSzpai37ahVhvPwK71gNNLmDjYuSC5xHjziNvwoVYliSZTCM9bhh/Pnz0VvsnGXsuaA5EaXcYMxMxaCKUlkNtBZgmIq8YDCdy3QLk6jkQrj90YQ5En1GkYmqp4UQg5Ckqx0zToq6u9RAfw9AoKvJRXx855fK4fxZQ43t8UeObHV+egdTCLDv4Vw5E19JsYgIKXT0ZW/pVCp1925x4DUOjoNCNJU22B95tIQY6uQcyoOh8uvtPY3Hln6kIf9Rqn5yan8v6/YOGQALTtMgvNPi47km2Bd5p0VagU+4/jQGF51HqHUrKiqALB5pwEk/EScbJeR3dl6cTMncxd9+vscguhnxGKaNLr6c8bwLVsU1URTdgSRO/o4yeeZNImGE8ejEWKV7a/jVMmVt44sU9/4hfK8F68lfQUN1mWzHiLJh+LfUNiUMZF11YH74AK1qOT4axZ6NNuYpAMEGB10AkwsjlbyM3LIZkkyyNPYagjZkB3QZgvfJnqNyBGDoZOe066kKfzVwJx+LZUFzsQ9ePTVyCsiQoFIpThkgojdvjZ0q320iYQXYG55Iwgxiam3L/6RS5ehJLpNp9M3e6dFJWjPf33J11SaEmvoWayi1095/GpK63sLDifzgQ/TjrsZJWmOroBvzOgaTTAk2DnQ1zW55Tz2Nq95/g0YvZ1jCbhZV/zFhE/I7O9C88j/4FZ5NKGkTC7U9w0bBJYUEfpve4m8WVfyaarmnRJmXFSMsESTNKXWwHXqMTmjBImA3M2fdr6uM7uLTvX9GFh+ElV7Om5sl2z9u3YAZeV2fk24+3KxAA5Np5iAFjcXfqTzSWIhBKUDD5chg1A1bMRm5bCYkouLyI/mNh3LngKyQQTOB1aVBfifXC/Xabw9m7EWvvRsSYmWiXfx/r1b8gpl5NJKX8EU4UypKgyIoa3+OLGt/2cbkMDAcgLJACy9SIx9s322uaoKjYwzu7b6c+savd8/QtmMHwkqt4bcd3Ws0jMKnLLZQaExCaxb7YXFZU/79m2w3hZmbPXxJJVbG48sFW39jdeiHTy+/GSScioTROp4HTJRG6HchpWZJUQiOR+ERE+Pw6breLA5G17ArOI2GGMDQ33f3j6Zk3mdrYFhYfePAwv4hPGFJ8GYMLvoBhGGyqe4W1tf/hcAtNZizyp3Na2dcQySTW3261IxZyodcwxCXfpTaQyHzkchl4HWB4PJnP0rEY0RQkEva15znSyH/dCfH2E0OJs65BDDuTuCk+06mZlSVBoVAociCRSJNINP0ktwnL7dapjKzOSSCAbRUYXnIV3XxjM46Ch+PQfUgpEZpFILmnxfbhna4iZcVYtP9/W10aAIibAebs+wUX9L6fohIfSTPM5sCbBBK7AUm+sxsDCi+kyFdENGKSSKSJhE1i0Rj57sGc1nkQcTNA0oxQG9/GO7tvb9P5EqAysorhJVcTDCQZVDiLPvnT2Bx4nT2hxSTNcEZwDC6ahV/vBDs3IBuqchcIALs3IMwUhqFnymBnvr9wKOM46nJouHQLl1fHMARy2Ts5CQQA+dFbiDEziQVi7TdWHDOUSFAoFJ8pXG6dzfvfyLm9xGJ74F36FZ6dVSTowkVnz1BCQQuXw0781Hy7k74FM1hQ8fs2BUIjCTPIhtoX6V94Dm/t+lEz60VlZDWb69+kq280k7v+AE0zSCYtXC4doUk0YbAv9BFbAm9lXX7IRtpKoAkd07QI1CdxuXwMLbyasWX/9UmfUjGstI6IBcFMQjiQ07E/QUI0hN9XRCDYXFw4nQZ+l0ATIDd8CA014PUjxp2P1YEkSkSDyO2rcXcbRuQzWq/jVESJBIVC8ZlBCDB0J7WxrR3arza+jd4FZ2Xd1iv/DExLkk6buCyDQlefZtt75k0ilq7rUFrpncF5jCq9jgJXOYFES8tEZWQ17+65k/N6/Q6P18W+8FIaYnsREY0iVx8u7vNnKqNrWFP9JMFkRZvncun5WNYn4qXxDT/EJ6WsbdK4igqg3oO9ztNRJHoijM/jJXIod4LHbeBz68gPnsLatBTShyb3HoPtvAsdSaIEULkdvduQ9tspjhlKJCgUis8Q9lt+Lm/0TTFlGi3L49CtFzCy5IuYKR1/vsTpcNDHNZXV1Y+TlnYipwJXz1ZCIVsnZUWpi++kwNkTl55Pv4KZ+B1d0IROLB1gT+hD9oQWs6b63/TKP5NFlQ80299rlDC4+BLO6XkPc/f9ltp466Kod/7UZjkemnK4S1o0lsbbtT9CdyCXvp77BeUVQ34n5CsP4rnse0TjaRwOWyBY/7kXDu5u3l7TwTqC9XZThT2eaFTtBoVC8ZlBSomUFj6jrEP7+R2lxM2GZp95jU6c0/NeDM2L5oyzNfQa7+y5jXDyAP0Lz86004WzSR2J3LFkmjGlNzK56/eJpGrYWPcKa2uf40D0Y4YUX8ql/f6KJgwKXT0odPVutm80XcvKqkdZW/Mfzup+O16jU9ZzGMJN34JpJOK5TcixeJqECZQPgOKuOV+LGHEW7FoHu9cja/bhdjvwuUDOfaalQACINICvEPQOvqcWdsbKYdpyOnX8Xgd5Xh2/1zjptTg+zShLgkKh+EwRS8TpWzAjp3C/RvoWzGR/eAVOzU++q5yBhRfQI28CUko21r3CutrnMr4Dy6v+H9PK7yCUOkhF+COSZhi/s2OiBMDvKKMisoIVVY+0KG61uf51OntHMKnrLYRT1XTzjSaQxRFzS+AtSj2DGVR0EauqHztsq2Bil2+TTlsd8pIPR9MYusCYehXWyw/SWiREhvwSxKhpWG/+3f7/ugW4zrgSXdewNi7Ovk/NPgjXIwaehmytzeEYDsSwySSirV+L223gdWpoZgq56UOIBMHhxNVvNP7irsTjKSKxdIczYH6eUSJBoVAcF9xuB7ohAQlSI5WyWjV7H0uScehfeA7ra5/PLAm0RaGrF508AynzDmFk6RcxLbuok2mabA681iLtcXVsA4srH2RS11vY0TCHqsgGBhVfhKF5SFu5ed4XufrgNopYXf1Eq9UvD0bX8t6euzi31+/o5BmctY1LzyduBulXMAO/ozNJK0RFeAU1sS2M7/x1OntGEQy0buUwDA2XU0c/JIBMNOIJk4ZwmqLywYjzbkK++6/WIx0KOqF94Qd2iejddg0MGQ2h6xpy0xJIt568Sa75ADFmpt0uh1lbDJkEQlBY6MVKJYknLWLxNJZl7+v3GrhFGuudJ7C2r27e50UvIzv3wnXWF3F06kkgnFZpnXNEiQSFQnFM8focuN064VQVe8JLSVtxXHo+vfKn4PW5icesdisrHg2plIllGpzZ/UfM33dvm/4Jbr2Aqd1vJ5FIEQ59kszH6TTQHDHW1T6Xdb994WW8t+dnDCm+hMndbiFtxemTfxZbA2/n1MdBRRcBktGlN7Cl/s1WwxjDqQOsrHqU0aVfava5U/MztuzL9MybTHVsE+vrXsK0kriNAsZ1/ipOzYdlQjCQyjoZOhw6frdA13XkpqVQtx8QODr3xjNgHOlkkkjcIm/geETXvsg1HyA3L0X0Go4YMQUKy8BwgtCQ1XuRi1/NHFv4i+xJv51ETHL9IsTomYhp1yI/eLrtAevaFzHti1hv/gN2rYVu/XGPOQdP3xFEIkkE4CaJ9eSvP0nffDgHdyOfvw9t1nco6D6IQOgT8eR0GmiavR5hmpaqLtkElUxJkRU1vseXz+L4CgF5+QZhs4IVVY9SG9/SfDsa3fzjOK3s68i0O6esg0eK1+vE6ZHUx7ezqvoJ6uLbW/Slq28048puIpSqpMwznGBDIvNd+PN1tgRfYUPdi+2ey6XnM6z4CvoVzuDdPXdlXRZoSg//6Uzs+m221r9NV99Y8pxdqIpuYGdwLvtCy7BIU+DsQZ6zK5owSJoRJnf7Pgsr7qMqth6PXsSMnr8gmNjH6pqnCCX3Z7m2MUzo8i2slJPoYePschnk+RzIBc8j1y6A1GHWFrcfMfYcxPjzkQL46G3EoPGQVwKRAHLFO8iqPSAtRGEZYsRUu5rjug8R3jzoPwYiDXbNhSbiISsFndCu/BFU7cFa/ArUHBap4fTYRabO/AJSCHjvSTuMspGynmhX/AicLqzn/gf2b2v7fACGA+3r9xFK6Ri6wO3SIRqEQBUIDdGpO1J3EEtKYjkk7zrWnGrJlJRIUGRFje/x5bM4vv58g4b0NuZV/K5NRz63Xsi5ve5FJr1ZSzAfCwqKDFbXPE6hqyd9CqYRTFSwP7KKtBXHbeTTI28SGgab619jU/0bjCv7KuXuqRnhUlLi5a3dP8qpImUjY0tvol/hdJZUPsy+8LIW2RsbK1eO6nQtKSuGKVPsCy8jaUZwaF7K/eNx6n6SZhi3UUBDsgIpTbxGJwzNRUNiLwv3/4mzym8jkNjD0gN/oS1/AY9RzHk97yWdcBM/FJJoGDqF+U6sl/+cWR5oDTF0MuKcLyPrqxB5RVizH4Ftq7I3LuuJdtn3kNEg8tWHEYNOQ/QYjPXin9ofOG8+4swrEIMnQE0Fcu8mMFOQV4IYMA5qK7CWvAapJNoXfmDXdkinIFSH3LAICkoR/UZjPXZX++dqvLaZNyCGTUbu2YT86C2oaCJohQb9RiEmzsIq7ExD+JMljRPBqSYS1HKDQqE4ahwOHcOABbv/0K6nf9wMsKDiXs7teS/x4+BE5nDoCGHnIrBkijXVT9O7YCol7n7owk3KirCq6jEqwiuQh7I4bg28Rf/eZxONmEgp0TSdlJlbJsBGtjXMpn/h2Ywp+zJjyr7MzoYPCCb3I4RGsasvfQrOwpImaStB8NDbf6GrJ6HkAXYH55Pn7Eqhq5xN9a+zKziflNW4/GGXnh5cdAkX932AtJngnQM/pT2HQg2dA5GP6e2dgM/hsJcdhEBuXNKuQADsCXjQBETPIVjP3wcVbeSeqNqD9fQ9aNf+FHoNRa7/EDHpUntZIlDV9omiQeQ7j0KwxvY7cLjA7YNIAOs/f4CqT6Ij5ILnESOmYL33BKJTd8So6VBQilz4QuvHL+2B6D8G3H677HQ0iBg4DrnkDeSyLGGe0oJtq5A7PkY7/2sU9BlJIHTiLQqnCkokKBSKo8bphu0N7+fkKAhQn9hFXWInbnc5sdixzZ7ndOrsDS3KiJW0jLMt8A5tGaKDyQrCySocjkKSyTSWZeLQfcTMVta3s+DQfCStCK/t+A5ndP0BvfPPIpquRWIRSVURShygwF1OPN3AgegawsmDaEKn2D2Aqd1/SkNyL2/t+nETcdCIXXq6MrKaYcVfYEjxpfgcpa2WuNaFi9PLvkF5/iSsnauxFjxqm9MNJ6LPCNtC0LmXHY1Quz/rMZqeW348t22B0Ei43p7ET5+FXDsfuW0V4vRLkG//s/193T7E8ClY8/4DW7OnxgaQ6xcizrgczBTy43nIj+eh3fQ7ZDBL9sk+I9AmXgylPZDbV0Go3o6QGHcecufa7AKhKZaJfPufaNfdhdtbeszv008LSiQoFIqjxu1ys73yvQ7tsy3wNqNLboJjnopftsh5kAsJM4hbK7L/TiXo4Z/I+rrclxt65E2kOroBiUWpdwiLK/+cqSw5utMN5Pu7sajyf9kfXtlsKcKSabr5xjB33z1ZBEJz1te9iNdRymmdv84H+36d8fMocvVGF07SVpxevon46hPI9/+M1nckYuhk24IQDiA3LkEufBEx4SK0a2631/GrW6n94M1H9BiC9cEzOY+B3LoCMe1a6DkEOf8/tmVhypXIBS/QquXD7Ue7/HtwYCdsXdH2CZJx5JaPEIMmIhvzLyTj9hJBE8SYmYgzvoBc9DLypQcgcegm8+QhRpyVe6Ioy4Rlr+M55yZin9OSESqZkkKhOCqEEGhCI5Jqv6xwU8KpKjTteDyCNAzN3eG9DM2diQRIxmFg0QWIHB+Rdv2G6WwJzMbQPLiNAmrjtu2iV94Z9Cs8m3f23ElFeHkLX4X+heexJfBWuwKhkfW1L1DmHcb4spu5pO9fGFf2FXyOUgzNTbGnH3nuHtCpG9ql/w2GE7l7PXLnWkin0C79Ltp1P0NWbkN+9DbaZbfYUQrZ6D7AtjQEDubULwDMNHL7KkTPIRCux3r+PsSA8WjX3IYYNMHOtNiIN98WK1/+FYTqsN76B+3mZAB7+cKXn/mvrD+I6Nr3k+0DxiMmX471/H3Ile9+IhAAMXii7dxYn/s1yW2r0GQah0Nvv/FnEGVJUCgUR4n9YM91Qm1EEzo5TQodJJ026e4/jRVV/y/n47v1Qgpc5dRH7AklmTTx+FyM6PRFPq5pJzwPGFN6IwINv6OMcNJeBpDSFgNDS77AyqpHszpB5jm6Uezux4KKP+R4dRBN13AwupZy/2ksO/hXKiOrkFjkObrRO38qMp3E5yil0OiNjIdh9ZzMvnLh84ihk9Eu+qYddhgLIwZPRGYptCRcnpwrNDYjFgan1/67/iDWU79EDJuCmHwZYuYNdoii0w2+AggHkPu2IN/4GznfC5reLD2zXDsf7YKv2ZEUloU25QvIOU/ZlonDyS9BtmY5aQ3LRNYfRPPlnoHys4QSCQqF4qiQEtJmkhJP/w7VMChxD8Q0j71ISCTSFPny6OIdkTH3t0ffghkkkolmXuzhoMmgoosRCNbWPJs134ImHIwuvZ7yvAlsrHuNwcWzGFv2X1jSxOcow6n78BjFVMc2UeoZiiZ0EmZDpqhTJ89AIqmDJK1wh66xOraJeDrI/sgKil19GVv8JUp8Q7C2r0Sr3g9UYZUG0MeeB71HYL3zqJ0eOX1oLb+uEu3y79sJjUbPyCoSSCbA6epQvwBbAKSb1PhOxJAr37Hf6st6gjcPbfJlyDVzEeUD7eyLHRCLoqwX8uCuTz7YsxGSMcTIs5D1B8HhRm5e1srOmu2Y2FGk/NymdVYiQaFQHDWJuMnAwotyFgkCjYGFF5CMHp8nbzIpGVv2X8zefQemTLTZ1ucoY0jxpcQOm6dN0yIcTDGw6AL6Fc5ka/1s9oWXkbJiOHUfPfyn07dgBrF0He/u+RmRVBXB5F4mdb2FULKSfgUz8TpKSJphLuzzJ2KpWixMPEYRyUOREx6jiHCqA+b8Q1jSRAiNLt5RTO36Q1j+HnLV/0PEQpnpVgCWJw8xZibaVT/Beu0vn0Q17NuCXPYmosdgRFlP8Pg5fADkwZ2Isl72G38kRx8PIRB9RmDNz5aEStqRCkKDc76MrD+AmHxpS5+I0p6IHoNtsZGKI/dvg8od9ra8Yug93LYUNDmu9e5jaJd/306YtGFR6xkiIwFE9wEdtF8JKCjFTH0+wxuUSFAoFEdNPG7SrXgMha5eBBJZCvocRu/8qRiah3Cy9bS9R0MiniavoDPTy+9mXsVvSVnZzeZ5jm7M6HE3qYQgmWxuKdA0gT/PYHPd61THNjK4+BKGFF+CJgzSVpyq2AYWVf6J2tg2uvnHckbX71Po6s3C/feTMqOcVX4HFmm21L/F9sB7mUgJTRj08J/O4OKLAYFLz0OgZ8Ixc8Hv6IwlTaZ2/SHinSfsrInZiIWQi16Gukq0i7+F9czvoNZOWCQ/noeYeDHSTIPL20IkEAlCIoYYMRW55LXcOtZ7hF20afvq1tv0G2W/meeXgmUihkxCLnsDeg1HG3culJbD7g3IeATh8iBOnwUNNciV70GXPnYhqcOzKu7bgrXwRdtCsWFRq6eWm5YhJl8G/qLWMzO2uKZh4HSTirYtNj+rKJGgUCiOGsuSRCNJppffzft7f95mEqJuvrGc1vlmQsHjG1JmaE7y9B5c1vdv7GiYw7aGdwmlDiDQKHb3YWDhRZTnnUYsmiSaJamTx6tTEfmIj2v/DUBldDWacNAzbxL9C8+lu3883f3jAQglD+DWC9je8B77IyuZ3PUWIulq5uz9JQkz2Oy4lkyzO7SQ3aEPGVN6A/0Kz6Hcfxp7w0tyuy7hplfeZGojm2H94tYFQhPkpqXQrT9iwgXItw6FJMZCsGstov9YSB02ATpcaLO+Zb95jz3H3r+9fAdON9qZX0Cumdv6m7zQ0MadZ0dBnH4Rcs8mKB+MuPFXCMOJXPIq8sXFdsIkDi1COFyIwRMRU64Ah9NOvXw4Jd3RJl8KoVraXBcI1cLOtYixZyOzWjuydPm0C4klPhsJz44EJRIUCsUxIRZL4xEOzut1L1vrZ7O1YTaR1CcTS7G7H4MKL6JH3iTCodQJyY8fi1qARbnnLPoXnXvIWRLSVopE3CRQH8vqFyGEwO12su7A880+t2SKXcH57ArOx9A8ODUvaStB0goztfttgEa5/zRKPUN5e/ePWwiE5khWVT9OmWcYg4tn5SwS+hRMI5yqosw3DLnyF7kNBCBXvY92wy/s8s2HrAYyVGd7/0cP9dPltfMojJkJwVqsZ3+PmHgR2pU/wnrpfzNWiBZ4/GiXfc9Ox/zRW9nbCA1x7n+Br8C2Hqx8F7lxCeK/7kGYTqxnfptdiKQSdt6FnR+jXfUT2/dg/n+aNdEu+Bpy1ft2wqSyXm2Og7X4FbRrbofqvXZiqTYQU65Edu5N7DgL2lMZJRIUCsUxIxZNk07p9PKdzaDii4imaklbCZy6D5eeRzyepiGQwDSP35uZw6Hj9ghSZgyPHyxTkEoIIuEoQghAtps9z+02qIvtbNMikrZizao+7g0tY3jJF8h3dmVL4K12BMInfHTw78zs+StGdfoSa2qearNtJ89gRpV+ie2B9/Enk2jthfJ17oUYPgVR0Mn2BYiFERNn2UIBaYc/OpxoN/7K3p5fbK/rL3oZuWW57dm/4Hk7JfL1d8POtVir59i+BdKCwjLEyGmIwafb/z+wA7oPhL0bP+nDoTTH2mkXQnEXkAL54QvINR/YSZQA66U/tW+pCAewXnoA7cZfIVe/D8Fa+/Ou/aCgE3LZm1DSFe2qnyAXPGfHsWajei/Wa39Bm/Vt6NzbXsY4PBlTWU+00y+BXsOIxM3PdcVIJRIUCsUxJZUySaUgFolhGH4EeSSlJJqOH9fUtg6HjtevASbbGt6hPrETiSTf2Z0BBefh9XuIRSwSifbrRWiaoCa+qUPn3xP6kPGdv4rHKGFR5f/mvF9dYjt18R30K7QdHdfVPE8o1TwTokPz0rdgGqM6Xc+62hcAC9FQ2/pBu/RBm3EdFHdDblyM3LoSLAuKymzR0HeknVSp5xDksjeRFVvtST5YlzUvglzyKnLDh4gLb0a79L8RDju3gkwlkJuWYj17L4TrEePOtSffVMI+jtCgpBvoBjIagoUvItd/mCkhLYadaYcqHmzfjwWwhcTOj21rwkK7+JYYfx5yw2L7mAd3Q91+xOiZtp9Da+xej/XM79AmX4a46XewfxuytsK2dpT1hJJuyJ0fI9fMwT/0TLz5Thoi6eMqbk9VlEhQKBTHBcuSJJMnpuSuy2Xg8xusqPp/7GyY2yJccUPti5T7J3B6l+8ihJG1VLUQ4HI5MJwmum7SwzERl57P9oZ3qY61LxhMmSRlxkjLWM5WhEYORtcQS9cBkgt6/w/VsU3UxrdhyTR+Rxd65p1OyooDkgJnd+oTu5CaRtbV917D0GZ92578V9/f4o1aLnoFMXC8XbxJ0+zJNJ2DOT1YhyjuBgd2YL72F9vv4PBjL3jedpQcMglt6lXIvZsQTg/W43dlTWAkhk6yLQAdwPp4Htp5NyF3fIwYczai51CsJqmfrTlP25UlgzVt+2uE6+3aElYaiYBU0k4GtXY+cvNHGb8Ia8ELiEmXUDT+fOqDyc+dUFAiQaFQnFAcDh2nUwchQQrS6dze7lvDMDR8fgcLKn5PZXR11jYSi73hJYT3VnF2z1+3EDAej47H6ySU3M+mwGyiqVo0YVDqGczU7rcRTdeytPIv1CXsULxOnsF0943FofswrSSBxC72hBYjhI7VmtNeG5gyjcRkceWDrNQfY0LnbzCw8AIsLALxXayrfYFYuo5Sz2B650+lxD0A4dGxAx2bmGcKy9Au/hbyvcdbnyAtE7lpKbL+ANo1tyP7joItrddLyDDuXNA0rFcfsv0YCsugS19bXUUaDuU7wC6itG4BVu1+tCt/CPEwNGSprQCQV4xst37EYdTuR/gL0a78MbFEGpeUzUXOgZ32csLF34Jew5Cr50DTvApON2LIJMTEi8HpRq7/EPn+k62fT1r28ouUFIw7j7qG4xORc6qiRIJCoTghuFwGLo9tyt8bWkTUrMMQLrr5xlHk70QiniYa6bhYcLk1tje816pAaEp9Ygdra55hSOGVNEZf+vwGGDHe33sPtfHmhYz2hZexofYl+hWezYyev2BT3ev0yJuA1yhhb2gZcTOAIVwMLr6EsWU3oQsHmhAItBbpl9vCZ3QiYYYAGFp8GSWeAXy4/49URtfQVATsDM5lVfXjDC26lCGFF2P1HmaHBB5CjD0buW1lThEPHNyNXPAC2tk3Yu1c2zLCoSkeP9qEC5HrFiJ6j7CrL3bpY/sFSMvOXxCsRa75wA5BTCWgcjvUVyEjgTaiHUTb0QhtUFNvv+k7fDq6r6B57oPd67Ge+jVi7DloV/0YQnWZAk+U9YT6gwh/ITIRQ857NrcTLnkVMfIsnE5ni3DZzzJKJCgUiuOOx2vgdEtWVf2L3aEPMeUnb2Orqh+jk2cwY0pvJL+wnFBD7uWjG6MQtlTmbrLe0fABIztdh64ncDg0MOLM3n0bcTNgHxON7v7xDCg8jzLvcDShIaVF3AwypPgSVh78F7tC85tdA9VQ6hnCmNIbKXD1oItvFJWRVTn1RxdOeuafwYKK39OvYCa98qfw7p47m0WGNCVlRVlT+28KXL3pNulSrD0b7UnY4UYMmWyXdc4Ruf5DxJQrEVffhnz612Qd+JLudjiky2Ov1/cbhVw9B/nqQ5+kbTYciIET7MJKo6ZjvfQAhOqQa+Yghk9pJXmRANNElHTrWKrkTt2RqST5Xp2U1EhaAs/wqXB4foTAQeScJ23Hy15DEG6/XT2ydr9dW8Kbh9zyUW5LLQBSIle+h2fchRyn9B6nJKrAk0KhOK643QYOl8U7u29nR/CD5pPrIWpim3h/z93UJjbhz8/93cXp1GlI7COUqsx5n6QV5kBkDU6ngdursezgXzICIc/ZjYv6PMCYsi9zILqWN3Z+jxe2foVXd3yH9bXPE0nVMKL0GopcvVsctzq2kff23kU0VcuQoktz7k+v/DOJpeuoiW1haPEXWHHwkVYFQlMWHXgAs6QUccHX7XoGPQfb6+xNTevtkYzZOQvKeqB97Q+ICRdBjyHQfQBi8ES0q39iRzU43Lbjo2ViPfEL5Ip3mtd1SKeQGz7Eevoe5P5t9jKD248MVIHHl+XEAjHjS0inB8ack3t/AW3UdOTejTg+ehVvw168XgPRrS8Udcm+QyoO21Yh1y2wQx6r9yJGTgPdYTt0doRtK3C4jyBV9acYJRIUCsVxxePVWVT5p3Yncos0C/ffB1ra9lnIASEE8XSOmfOaEEnX4HBopKwwlZE1AOQ5unJ2j1+zN7SE13f8NxvrXiacOkDSChNN17A1MJs3d32f9bUvMK3HXXRyD2x5DTLNB/vuoZNnQE5CodDVmzGlN7Ku5jm6+kajCYN94Y9yuoa0FWNZzf9D9BmBdv3diL6jIRzoyDDYhOshnUZGgogeg9DOvgHt4m8hpl8HJd0QugHefIgGsV55qPXQQrDX7997AuqrEJMvscWL1WTZRWjQfyziujuRQyYTCMZt60SXPrn1taiLnZb5/afsPAvP3ov12N3IUD3aJd+xUzm3g5h2re03YTggkVvlzQyJGOK4VC49dfl8Xa1CoTihuFwGcTPAgeianNqbMsnWwFsdqiuki46/2RnCjabBjoa5NK75n9HtVnYG57Km5uk2/Qm2Bt5mTfVTnNn9x2jC0WJ7NF3Nzob5jOh0DePKbsKtF7ZoowmD3vlTmdnjF6yvfZG94SV095/G7tDCDqVn3hNaRIoEcuc6RO9hdg2GjqI7kHs2ICwTirtizf5/dqhhOolc+R7mKw9COoFc8qr9Vt4uEmvJq4ghkxFd+4GvEHH9zxFf+jnaNx9AnP81ov6u1IeSmKYkEk3adReKOrd9WH8R2uXfs60YoSbhn/UHkP/6GXjz0b74UyjtkX1/bz7ivJsQ/cfYyyGWaaej7gguL9JS0Q0KhUJxTHC4LDYF3u7QPtsb3md4yVVEwuF2fRPSaZPigr7owtVuIadGBBpdfCOxpJlZZij1DMXrKGFtTW5ObFsDbzOo6EJGdvoia6qfaiEq1tU9R7/CmfQpmE7/wnPZH15BVWzjoZDGzvQtmI5AsC+8nFi6lj750yjzDmVb4N2czt+IxCKZakDftxm5cTHatT+136bbets/DFE+ELn6fax1CxGTLkW74la7FsKjd8Ko6WgXfQusFHJTK5UVs3Fgpx3yOO4cIimB5S4FwEpIUqnmy02xeBrNY+D50t3Ixa/YeRSaLmU0RiNMvhQMF6K0HNlnBOxc+0kbM4X13B/QrvuZPQZVe2znzWgQHC7oNRzRfwzs3Yj1799AcTfQHYgB4+wCUrnSfyyp+OerhoMSCQqF4rghBIRSBzq0TyxdhyVNNE20W0o6nbYwTYve+WeyveH9nI7fxTcKh+YllUpjaHZSoAGF57GjIbu/RGtsrn+TkZ2upYf/dLYG3mZz/RsZsWBfQ5q3d/0YgGHFVzCg8DzcegGWqRENmXi9Bl19oylwlZM0I1gyjZ7FMtEemua0ne9q9kHdATvl8ZoPctu5MVvhIQEgF78CBaV2xsH/ugd8BXYhqE7dMwmQckVWbkeU9iAWbN+kH4mlSZkG3gmXYJx5hZ3cKBpEGC7oMQhq9yM/+Ledd2H4FLTzvorcvBT5waHMkQA1FcitKxEDxyNTSUS/MbZASCeRVbuxHr8bokHE8KmIKVcQjZt4R0xFfvhibs6LQiDGnk3sc5ahWYkEhUJxXNHIzb+gKUKInCMcknHB8JKr2RtaStIKt9lWF05GdfoSiZgEdLp5x7Ox7lU6eQayuLJjFo+K8HLGlX2FpQf+wshOX6TMO4yF++/HkqlD12CHQUZSVSw9+DAARa4+TC+/G7fHICZreHfnHaQsexIdUnwpXbwj2VD3Us598BmluF2dkHW2v4dc9R7izCuQm5c1fxvPhtDQzrgcuX7RJwKgoBTRvT/EI8j6Btj5sV3KuTWnwLYw0yQ7UJ8jmUwjpU6BE2TdAQjVIpNxW7hUfZKRUS59Hblxie0caaabFWqSi19FDJ5AurQPDpcTuX01HNwJ0kJMuAgxeAJmyiQcSpJKmbjyHGhTr0HOaSNPQiOnX4J0uElGP0ehDSifBIVCcRyxLEGxu1+H9il09QQpsazcVEI8nkKYHmb0+AUuPb/VdoZwc1b3O/BoZcRiKeLxNJ28A8lzdMXQXM3qMORC2oojhMaByBre3XMnLj2fiV2+degaemHJNPF0oNk+9YmdLNx/H06ng4X7/ycjEMAOzSz1DCbP0S3nPvQrPAdTphHjzkUMOd12EhTCzg3Qln+CpiPO/yp07m3nOQB7Tf/KHyG3r8Z64U+I7v3tUMdYyK7p0FEKO5NuxxJ0OHkeHTnnaeT7TxzKGDmnmUDIEKzBevFPiNEzoKT7J5+H6xBCIxg1qW+IEe8+jOTYC0mNu5h4n/EEQinqw+lMcbGGSBqGnYGYcb1d4jobmo6YfBnaaRfQEP785EdoRFkSFArFcSMZh/6F57C29lksmdsDdkDhBcQTHbPphkNpfP4yZvV5mO0N77E1MJvwoWUOj1FM/4KzGVB4PtI0CAftfkgpiceTjCn7L1JmDKfeMac/p+7HkhZpmQApmV9xL7P6PkyRqy/9CmeyO7gw6/JFiacfNbEtLYpHJcwge8NLGFl6LR/u/yO0kl2gEZ+jjP6FZ2NoThJDpqIPtSd73dBBgvblXyM/no9cO89OJgR2roOhZ9jJkJJxrBf/hHblD5EbFiFGTYOq3ci5zyAGT4Sa/VC7386WeH6BvTRRuT23wXH7EX1GIOLpQ1ah9sWC06mjWSms9QtzO0egCrn5I8Sos5BznrY/0xuXaySmCZFo0/uopVXDsiT1wSQFgyehDzkd+fFcOyVzIgJOD/QfizZqBpbuIPA5TMkMSiQoFIrjSCplgnTQr2AmWwOz223vNTrRJ/8sgkeQ+jYSTuNw6PT0zmBg0YVIaSKR6MIgnogTj9AiU140YlJaOJSYWUuPvEkcjK5r5egt6Zl3OlXRdTRO5gkzyK7gfAYXzaJ73nje3/PzrPt1909ge+C9rNtWVj3GOT1/w2mdv87yg/9sNcrC5yhjevnP2BtaSv/CswlF7esyDI1Ch4b17O+Q3fqjjZpuFzCKR+xESR4/HNhpF2zausI2129aatdAGHQa1jO/s0/g9tmhkWCv6a9fhBgzE5mjSBAjpkLgIO5oCE/3/iRiScKxtpNkuR3C9qXoQFprueYDtCt+iJz3HzussfsArGSiQ4XELEtSH0rhcOh4hk3DMeZshK6DaZJKpgmnJMnI52uJoSlKJCgUiuNKNGwxpvS/iKbrqGgjB4DHKGZmj18Qj6dJp4/sja2xAmUiFqOoyEdDQ5RUqvVJQ0pJqCFNXn4n+uZPY031U82WAFpDoNG/8FxWVD3a7PPtgfc4t9dv2RZ4n/pDdR4Ox6X5DxVzaknCDDJn7y85q/wOLuh9P1sDs9kVnJ/pU76znAGF59Gn4Cx2BOawveED+uZPz+zvcWqfpEXevR5r93o7x0FekZ2zINLwSYnlxjFY8wHaF++A6n22/wEcyiPwyfQgV75rJ1UaMRW5dn7bg1M+CDHpErv8897NyMIynDO+RFHXAdSHUq1aFXQhkQd2tn3swzm4G+Hy2OInHECMPZdY8shKjTbeOxxBavDPMkokKBSK40oqZRIOpTij663sCS1ic/0bzSZQl55P34IZDCm6FDOlEzmGD2nLku2+VVqWpCGQJL/QYELnb/Jh5Z9oz9Q/stMXMWWK/eEVzT4PJvejCYN1Nf9pdV9TprLmV2gkmq5h9u7b6Zk3iQGF5zG27CukzDCGZicK2h1axAd7f0VtfBujOn2JePKTkDxdWFCx5bADBu1/rVG1B4RmOwseQtbuR5x5hZ1wKJ2yfQBeeQjtsv+GglI7V0Es1Pw4Dhdi2BmIqVfbDoN7N9ufB6qQLz2AuOhbFPQcRiCUfSlJCNEhK4LdUWnnLdB06NYfUT6AeH3HfEsUbaNEgkKhOO4kk2kaAhZl7tPo2XMysXQ9CbMBXbjId3UlkUwSj4gTVjhH0wQOh55ZL0+nLUINJl0KxzK56w/46OBfs1oUdOFkRKdr6JM/jff23NViOUAcKt5stZEQqSG5h87eYeyPrGi1jSVT7ArOZ1dwPl6jhG6+8YzodDVv7LyFpGVHLWjCoH/hOUSbzNUCgTSPYAwts3ndhv3bINKAGDgBueFD+7OKLVjP/h7trGsQX/8fe7mieg9YEgrLbMdJAQiB/ODp5seXEvnW3zG+8SccDj3jONisC5ZELyxrR54dRqNDZUEntEtvIRxO5uzwqsgNJRIUCsUJwTQtohGLWDSNw+HDIfxICYFovN18CMcKh0PH5QaXy0UgvoekGcbQ3RT5+5BMJYlHLTq7RnN5v3+yK7iA3aGFdhvNQ3f/OPoWzCCaqubdPXdmHCObUujuRdKMthkpsS3wLlO7387HNc/klJchmq6lq28U2wLvZAQCwGmdv4E0NVKpT0SBBRh5JR2baN0+hMMFXn+z/eSaDxCnnY/ctuKT5Ew1+7BeuB+KOiOGnQmde9uhnpEgNFTbeRXWLcxuuTDTyI/n4hk+3TbrH0bc1PCNmgGr5+TcdTF8KgRr0L5wK+FoivhRlBxXZEeJBIVC0SFcLgNNO/TGbEkSHXwwSwnJZAfNyscAt9vA69PZXP8mWytmE03XZLY5NT99C2YwrOQLpBIasWiS7t7J9Mw7HUumSck4tbGtLKj4A9Wxja2eo3/BuewMzm0zrXN1bBNg50VYV/tcq+0a6eQeSFffaFZUPQLYyzPjym6iu388oYbm46gZDsSoaciV77R73EbE0DNsX4BeQzM1GgDk2vmIfqPQLrsF65UHIdFE+NQfRC58wW6nG2gX3gz5nWDfZtuJsBXkuoU4Tzs/67p/PJ7CX1SKLB8I+7Zk2fswDCdizAySlk6kIfG5jDw4Eag8CQqFol00TeD1OSgqcSPcQQJyHQG5DuEOUlTixutz2GvKpygul4HHq/He3p+zpuapZgIB7MqQm+pf5e1dP0Y4YjidGqFgCoHB0oP/x2s7vsOiygfaFAg+Rxk9805vN4pjSPFlCJwMLb6cAYUXtNm2xD2Qs8rvYGvgHUrcA5hc9l0u6/N/dA8UoK2eT0GeA123x93rcaA1VNtOfD0G5TYwmo4YM9PONWCaMGraJ9ssE+vVv0AihvblXyMmXgy+gk+2u32Iseei3fQ76DUMuXYe1msPf5J3IRvheoTQaO1WicRSaBd/2xYcbaEbiEu+S9rSCIY/n6GJJwplSVAoFG2i6xp5BQbVsQ2s3/ciNYfehBsp9QxmaPEXKC0cSiiYPiUf2D6/wcL991EXbztPfyRdzZx9v+TC3n8kHjeJRkwmd/k+c/b9gto29vUYxcwo/zlpK4lDy140yKF5GVZyJQMKzyd0KMRzdKfr6Z03hc2B19kXWoaF/YZd4h7IoILz6JE/CSsSoJ8+hn6uoYhd25FrfoWoq0QCwjTJHzmN+mAKj0tDvvMsdOqOdv7X7HDGUPYoChuBOOfL4M0jnpLEExaFEy7CqtwBuw6FgqaTWK8+BH1G2uGUp8+CWNjOt+3xQyyC3LrctirkUi/CsB02W3MmbVbHYe7TyC3L7UiLpnQfgJh6DVZRVxrCn7McyScBIXPJcnEYDz74IA899FCbbX7xi19w7bXXHnHHTNOirq71tKKGoVFU5KO+PnLE4VKK1lHje3z5tIyvpgnyCx1sCbzBxzX/brPtqE5fYkDBBQQbUifdeazp+BqGhnQGeGPXLTnvP6XbTyjSRhCNpjLLFJvq32Bb4J1mVgiH5qNvwVkMK74SM2VgWeDxOAgl97Ot4V1i6Tp04aSzdyS9888klU4TDVsZISUEuFwOXB4wdIOUGUfXHIi0iVz/IWL1XKhvo/aFbqB98wGiaQ2PFUX+48eARMy4DtF/LNb7T8GONS3f7os6o515BfQeQTCaziz/uFwGeT4HctHLyI/ntSylXNbLTm/cbxRm2kSsnA2LX8l5XOk3BnHB16ltJw+G223gdQo0JHLzUogEweG0988rJpZIE4l+Nv0PjsWzobjYh64fm4WCo7IklJSU0KtXr6zbSktLj+bQCoXiFMDt0amKrm1XIACsqXmKAlcPCj3DiEZOnTc8h0uytv71Du2zuf4Nzuo+imgU4vE0pinp6zuPIcWXEIjvIW424NA8FLv7kkqnSERFxjcjHkvjcpUxrPCLCGEHU1qmRrAh2eKhL6W9Fh+Pg66nyfcaaB+/h1zyOiKXgkpmGrl2Hq5RM2HjxzSGbso5T0NtJdqM62D6tXYth3DAXsfvOQS6D7Df0usOIDyfPKsTiTSWJfGNvwhj8mWH2lSCpkGXvoheQ0knkjh0g1g0jX/UDKylr+ccuijGnUs0hzwG8XiaeNx2NHX2n4SQFlJopNMWifrcK1wqjp6jEglTp07l3nvvPVZ9USgUpxhut8H6vS/m3H5D3UvMKB95SokEXdMIJLLk/2+DQGI3hu4E7BwEjYl2opEYDkcX8rWuSBMaAi3XwxsnfprNZe2/EZqmRHe5sNbO71DFRbltFdros1uY++WaD2xrQN+RiH6jEcVdkf5Cu5R0qNYuuez2Yeh6M+fTVMokkAJdt3D3HI3Wc5QtdKQgXh9D0wRFHrtMt+VywKjpsCp7Bslm9BiE6NaPeF3ueQzscT/xTq6KT1A+CQqFIisul0EkVUNtfGvO+9TENhNN1eJyFXQ46uG4kWPtgKY0RicI0Xz9/EiiOTqCECK3tf2mJOMITdgC4HCkZS83dO0HgyYgDu5Grv4AGa63nRZ7DMIz4ixc+Q6CUbOZpcM0LSLRluKmMbIFIBgxKZx6FTIeQW5c3Hofu/VHu/R7hCOtZ1w80QhBxiQvJaekL82pgBIJCoUiK5qmUdfBN3Cw38KLtNHHvkNHiGma5Du7URvPIazuEHnObphW27UGjgfSsuy6CbG2S143w+MDy0T0G4M0nIdZIQTigpsRpeW2I2Nj2uXG8+38GPnhSzD2HAonX0bDoRLKuZJOmzSEkhSc82UYdoadiXHX2k+UVdd+dl2IAWMJR06NPAa6ruFxabjdDtspMp0GlxsrnSaWhHgidcK/91OZoxIJmzZt4oc//CHV1dX4fD4GDRrERRddxIABA45V/xQKxUlEdiwtzxHvczxJJzUGFl7AzuDcnPcZUHievWRwgknFE+gDT4OluftQiEGnIyu2ITx+xJDTm9VWEBMvQnTuifXv30G8FeFhpuGjt5CxEAUzrqeuweqQ42kqZVLXYOEu7oPnom8hNJDJBMJwgGYQS6SInyJ5DDxuA5/Xgdy0FGvV+5+UodZ0RP8xeMedh7dTDxrCLf1HPq8clUjYuHEjGzd+Ejc8Z84c/vrXv3LjjTdy2223oev6UXdQoVCcHCzLotDZo8P7Fbp6YiVOnQdsPJ6iuLgnJe7+bYYxNuLWC+mVdwYNgRNf+S+WkuSNORu57M228w004nQjBk/Aeu4PUNgZMeM65N7NEDho5xIYezbW6//XukBogly3EAafjru4D9FYxwSSZUmisRTRmP2mLoQOCZN0+tTxTfG4DXwOifXv39j1KppimbaT5pblMPZcCs+8gvrgqSFsTjZHJBLKysq45ZZbmDJlCuXl5fj9fnbu3MnTTz/NM888w2OPPYZhGPzkJz85us4ZrYdwNK4lHaswD0Vz1PgeXz4N42uaFvnOLhS7+lLXSkXDwyl298fnKCUYTbb5+z3eHD6+sXiaqd1v5509PyWSqmp1P4fmY1r5XaRSJkK0/Qw6HliWRBpOxNSrkPOebbe9mHG9/TZ8cDfy4G7oVI52zW1Yb/4d4S+CaOiTQks5IFe8g+fib5FMHe2z17ZEnMx7oCmaJvB5ndkFwuGsfAfp8VEw+myC7RcEPeacas+GI8qT0Bb/+Mc/uO+++zAMg9mzZ1NeXn5Ex5FSntIZ3BSKzwOWTFMRXs7C/ffn1H5Ktx/TzT8OTZx6VkRLpklbCVZXP8Gu4EJM+Un1RIFOd/94xpTdiEcvRNecJ7GnINMp5NoFyAXPZY90cHkQM65HdO1r+xo0qZUgxsxETLrUDo9cPQfZgaULhED77sN2LYfPENIykdvXIF97OLcdHG60b/0JYZzc++BU4JiLBNM0mTZtGlVVVdx5553ceOONR3gci2Cw9VAZXdfIz/cQDMaUSeg4oMb3+PJpGV8hBP48gw11L7C+ru1QyGHFVzK0+HLCofRJ92BvbXydTh2HU6LpGhXhFcTNAE7NR1ffWHQcpJLilIjK0DSB362hCYFcvwC5bSUk4nYq5METEUMmwv4dWG/8NXsxJcOJds3tyLXz7DDIDiBuvp+IdLW6Jv9puXebUpjntAtTVeQeqSNm3kBqwESiJ3jp7FiMb36+59RIppQNXdcZNWoU7777Lrt3d9wzuim5OI6YpqUcTI4janyPL5+G8Q0FJUOLr6DQ1ZsNdS9Rn9jZbHuRqy9Diy+nq28swYbUKTVxHD6+6bQFUTAMnU7OcQjDDo9MREySyVNn/RygLmliGDqeQWfgGHomQtOQlkVaCoxADfK5P7S+czppV2U8AouA0B2k4+3fl5+GexcOhWzqBlS074/SFLlnI/rACSftGk+V8T0uIZAOh52fO50++YpcoVAcHem0RUMgSYl3NOf0PI1QsjKTnKjQ1Ys8Z1cSiRTBQPKkp2POlXTaJJ0+9ZP0pNMmocMeoy6XgT+VyL5DE2TVbkSvYXZYYq50KgenGzNyEhbjjxNCcCgjZAfvTfPUEo0ni+MiErZutU06Xbp0OR6HVygUJxjLkkTDaWKRNE5nJ0qNMgDMpEV9OKbiyk8gliURBZ2Qh2d6Ogy5biHi9EugsAwCrTtrNkWMOZt4PPmZ+j4tC4Ru2Pkn4q3XAzoc4S/iU6J5jyvH3H1y7ty5GZFwxhlnHOvDKxSKk4iUdn7/aDRJNJokkTjxCYc+76RSJlJ3Qu8RbTeMBpFbl6NNvYpWazM3pbQnYsgk4smTb+I+lkgpScViiKGTO7bjyLOIm6dGhMHJpMMjsHXrVu6++242bWpeLtayLF5//XV++MMfAjB9+nRGjhx5bHqpUCgUigyxpIWYcGG77eQH/4bibojzvwZaGxEnnXuhXfUjIrHUKbEOfqyJpYCx5+YmlsCudlnSjURCLTl0eLkhnU7z7LPP8uyzz1JYWEi3bt3QdZ09e/bQ0NAAwPjx4/nDH9pwqlEoFArFEROLp3CX9kRMvRo5/z+tN4xHsJa/jTb9WkSv+7FWvQfrP7QrQuo6dBuAGHcOovdwIpEksfhn048skUjjy/chZt6AfO/xthu7/YhZ3yYW+2wtuxwpHRYJ3bt35/vf/z6rV69m+/bt7N69m2QySUFBAVOnTuXiiy/m4osvVtkWFQqF4jghJTSEUxSOnI4oLEMuebVlkiB/kV03YezZBMNJQMcz5nycZ1yeyUNjpZLEkxax+tinxun0SAmEUxQOPh3h9NjCKlzfslH3AYgLvk7K8BKJfDYFU0c55nkSjhWmaVFX17qTiWFoFBX5qK+PfCbNYycbNb7HFzW+x5fPy/hqmsDrNnC7DWRtJVRutz35S7ohygeSjCeJJlqG0mmaQEqOKJ/Fp3lsNU3g9+g43U7krvWw82M7XNSbD8OnIPKKicbSRE+iReVYjG9xse/UzZOgUCgUihODZUnC0RSRWAqXpxR9QBkgsCyLRBvWgc+61aA1LEsSjKTRYibusoE4OvdDCLCkIGkJ4vUdLNP9OUCJBIVCofiUIyUnpWrlp5XGglSK9lHxHQqFQqFQKLKiRIJCoVAoFIqsKJGgUCgUCoUiK0okKBQKhUKhyIoSCQqFQqFQKLKiRIJCoVAoFIqsKJGgUCgUCoUiK0okKBQKhUKhyIoSCQqFQqFQKLKiRIJCoVAoFIqsKJGgUCgUCoUiK0okKBQKhUKhyIoSCQqFQqFQKLKiRIJCoVAoFIqsKJGgUCgUCoUiK0okKBQKhUKhyIoSCQqFQqFQKLKiRIJCoVAoFIqsKJGgUCgUCoUiK0okKBQKhUKhyIoSCQqFQqFQKLKiRIJCoVAoFIqsKJGgUCgUCoUiK8bJ7oDis4PDoWMYGiCQUpJMprEsebK7pVAoFIojRIkERZs4HDqaJjBNiWlaWdt4PA7cDgMhJan9IWTaQs9z4e/sJxFLEkumSaez76tQfN4xDA2ny4HTqWPoGqYlSSVNUqk0iUT6ZHdP8TlHiQRFM4QAt9uBx2lgJdO4EhZoAqPATTppEmvy4BIC8n1uRCxN+INtxLfUQhPLgV7oxjumK4VjuhKKJNQDT6FoghACn9+FYWis31bLxh21RONpHLpGr275jB3amcJCJ+FwgnTaPNndPe5omsDtdtgPlkOkUybJpHpunEyUSFBk0HVBgd+NWRMl+NFOEtvqMpO+cOl4hpXhnVCOy+8iFEmQ53Mha6PUP78emWppKTADcUIf7CSxK0DRZUOwLEkq9dl/2CkU7SGEIC/fze7KILMX7iJ1mKWtJhBjxYaDjBpUyrTTehAKxU/Ib6dxotZ0DU0TSAmmaZFMpI6bNVDTBB6vE7fLwfa9AfYdCGFakjyfk+EDOuHxOInHk+ol4yShRIICsH+oBX4PsTWVhOfuarFdJkyiKyuJraui8IqhFJT60EyLmhc2ZBUITUnurCc0dyf+M3tSr0SCQoHX62TfwTCvz93RZrs1m6uxLMn0CT0JBCLI4+ji4/W58Lgd7NwXYMP2WqKJNA5Do0/3Aob374RpWUQjiWN6Tl3XyMt3s2F7LYtX7ycaby4EFq2uoF+PQs6d3BtNE8RiqWN6fkX7KJGgAMDrdpDcUZdVIDRFJk0CL2yg9BvjiaysRCZzm/Sjaw/in9oLh0NX1gTFZxYhwOVyoOsaIJESEokUptlkGU6339bfXbQrp2Ou3VrD6MFluF0O4vHjM0nm5bupDcR56o2NhKPNz7GrIsiClRVMHt2N0YPKiETix+ScQoA/z81H6w6wZE1l1jZSwrY9AWoCG/nSRbY1UlkUTiwqBFKBEAK3x0H4wz25tXdoCKdB7OMDuZ8kbRH7+CAuh36EvVQoTl2EEHh9LoqKfMSSFpt317NhZz0H62IUFvoyvgdgi4htewMt3prbYvn6gzicx+edzutzURuI89w7W1oIhEbSaYv5y/exfP0BvF7XMTmv2+2gNhBrVSA0JRBM8M6i3bjdzmNybkXuKEuCArfbIFkZxqyL5dRe87uw4imsSMfeatI1UTyI9hsqFJ8iNE2Ql+9hb2WQRWv2U33Y78jrNhg1qJQJI7oSiSTQNI0tO+s6dI5te+q5YEofwsIOLz6Wffe4HTz1xsacwpUXrd7PkL7FFBwDse9wGqxYXpFz++17AqRPt3A6dZI5WjAVR4+yJHwGcDh0OyLB48DlMhCi7YnYMDT8Xiedin2Ulubh97sxijz4Ti9H8zraP6EAjuQ5pVImKD5jNJrM12+r4ZUPtrcQCADReJrFayp55YNt+HwuhCZIdHDJLZW2kFLSzk87g6YJXC4Dt9t+Jmha9h1dLge79je0akHIxooNVaSOMtrCMGzHyG17AjnvY0nJ+m01GMoaeUJRloRPMW63A4/DQBOQPBCGlIWW7ySvxEsiniKaSDfLbSAE5HldOBw6sfVV1H58ALMhgdAFjq55eEd3xT+pJ6G5O4muat0EaIWSaB4HmteB1YGHi9HJi6mUguIzhNvtoL4hzgfL9rbbdldFkEWr93PaiC4dXnZzGBpCiHYdFx0OHafLwO1yUFMfI5FM4XYZlBT5iCdSJBPpZj5BuqGxcXtth/qyaWcdMyb27NA+hyOEIBZPY3XQKhKKJEFZI08oSiR8Sinwu9ASJuH524lvroGmjlHFHrxju1I0sgvBcCITZ5zvcyNro1S/uAGZ+ORBIYHEtjoS2+pwdM+j6LKhYGhEP8puCrQiSZJ7G/CM6Exk6b7cOqwLPCM7E4wlj/iaTxZCgKbZRjfLso6rh7ni04XDafBRB0zma7dUM2l0Nwb2KWbL7vqc9+vfs4h4It3mUoPH48DldrBi/UH2V4cZ2KuYQX2KcBi2IDEMHadDJ5FIE43av0MhBLEOOgLGM3lSjm6ytp07O7iPpozfJxolEj6F5PtcUBen9vn1WaMLzLoYofd2kNwZoPDSwTSEJE5Dh2CC+ufWQxvxzqmKEHXPr6P4iyNJ7m0gfSCctV1yXwPecd2IrtzfbggkgGdYGRZ8qiIbHA4dj9PA6XEgD42Z0DWS8RSxZPpTdS2KY49xaPLd3gGTeTxpsnt/A/17FOJ1Gzk7L44bVkaqjaRCbrcDw2Hwn7c2M354F8YO7cyG7bU8+9Zm6oNxNCEoK/EyclApA3oWoesaoVAcKWVGROSKw2icqI9cLafTFvn5Bvk+J8FI7i8OPbrmHVOfDEX7KJHwKcPp1DGEoOaF7AKhKYntdYTm7cI3uQe6oVP/yqY2BUIj6YMRYusO4hvbjYY3t2Rt4+iejzQ0Ci8fSv2LG9o8rrNHAXkz+xE6RqFTJ4J8nwtDCGKrK2lYcwArZD/ItHwX3lFdyB/dlZTTIniM48YVnx40TRCKJHMymRfmuejXsxCPy8Bp6JiWxdmTevHqB9vb3Xf4gE4U53sIBCJZtwsBXp+T52dv4Yyx3XE6dB55YW0LC8HeAyH2HghRlO/mqvMG4vU6sUyLvuUFbN8byOmaAXp3LzjkI5HzLi2QUhKPpxg1qJQFK3OzxOT5nPTuVkB9ffZxUBwflO3mU4bbYdhv74kc8xOsOYCua1iRJKn9oZzPE11ViXtQJ4SnpY70TSzH0T2fYCSOKPNRcv0oXP2LWywVan4n/jN7UnTlMMLRxKfGI7nA74a6GDV/X0544Z6MQACwggnCC3ZT/fePEA0J8v3HJhxM8emkPZN7eWc/15w/iC9fNoxeXfNxOw1C0STxhEnvbgXceOlQvO7W39VGDSpl5sSehMPxVidlt9tBVW2U7p39+DwOXnxvS5tLCPXBOM++tQnDoSOlZEjfEpwd8JEYP6wzhn70fgHJZJpRg8rI8+UW1jh5dDfi8ZQqGneCUZaE44DLZeA2dBwuA6FrWGmLZDJN/ChN1JomcLodNKw5mPtOaYvY2oM4uuZ16FxmXQwzlMBR5iO5u8E+f54L/6Ry3EPLaAjHMU1JQziOx+Mg/6KBkLJI7gsi0yZ6vhtn9zyS8TSBUPxTk3ve43EgoqlWU003IhMm9f9ZR8mXR+PxOFQmuM8hpmmRn+/GYWgt0ioDjBlSxpRx5SxbW8lrc7e3WFro2TWfM8d256tXjGDjjlrWba0lGk/hMDR6dytg7NDOuJ06wWDbvx/DYbBq1X6mjivn3cW7Seaw/NcQTvLRugOMHVJGKm0yZVx33l/Sfp6U/j0LKSv2HrU/AthLj6lUmqvOG8hzs7ccckrMzpRx3RnYq4hgMLcwbcWxQ4mEY4hhaLZzYDxNdOk+GnbWI1MWmsfAM6SM/JGdMV2SYDRxRGpY0wRW0sTqwBoeQLoqgrNnQYfPJ02JZ1hnHN3zcXTLw9WrkGQ8TX0w1qz/sViKWCyF06mjd89DCEhaknB99FOn+j0Og+D7W3Pys5BJk/DCPfjP6adEwimK7e3vyExqUkrSqfQxsWqZpoWZthjcp5i1W2uabRvSt5gp48p58d2t7DuY3YK3pzLIM2+FmDWtH4N7lzCkb0mLKpCBQPvLWQ6HhttpYFqSXRUNOfd/7dYaJo3uRrAhxtC+JXbCpBX7WrVY9O9ZyIVT+xKLJfH73Tmfpy2i0SRer5MvXzqMj7dUs2ZTFQ1h+/mma4KBvYsYN7QzhfluQqH4p+558llAiYRjhGHoFOS7CX/QMnzQCiYIHdxJaOFu8s/tT+GAYuqD8SN0wDmyH4loJU66LTSPgd6vCMwC0lISaWfSN02JYdgmWE2zH9CfphSqTqcOprQLW+VIfEsN+Wf3U+mmTzEcDp102kLTddZsrqa2IYYAOhV5GDmwDLcH4rHkUYuFVMpkwogubNxRR7pJuPH0CT35YNmeVgVCI5YleX3udm76wgikaR7R70UgKCl0s6uioUN+ArF4mpr6GB6HRigUY/iATgzsXcyqjQfZtLPOrkhpaPTuXsC4oZ0pLfIQDh/7iToaTeJImQztU8zYIZ1JJNOYlsTtMjDTFqlUmmBDVEUVnSSUSDhGFOS5CL2/g9iaNlIVpy2Cb26h4OJB5PcqoKGDTm+WJdGcBsJjIGO5P0z0Eg8ilyRJTTC6+NHcBsFgrN3qbw6Hjtdl4HAaJHbW27kXnBreXoX4C73Ekp+EXJ3KOBwGZiiBd0xXZDxNYld9+1klTUlyfxCjzKtEwimC223gcjt5Z9EuNu+qaza5bN5Vz+LVlQzpV8zM03shjrKEeTyewp/n5pLp/Xj1g22kTcmoQaVommDDttzyD5iWZMWGg5w+sssR9SWVNvF7HdQ3dNyJNpmy8Dp1TFMSbIjhdBqcNqwLU8f3yLRJJNOkkmnq6+0CU4Zx7F3Z7KUHk2g0ia4LhBAE46lmeV4UJwclEo4BbrcDMxBvWyA0Ifjedsq+PQG9gz8Cy5KkEim8IzoTWZZjbLYu8I7oArrA2buQ5K5ATrv5xnXLqZ3bbeDzOAkv3EP92oPIw9Zdnb0K8E/tTWGhm4Y2nK+yIYQtQBqTyKTT5nExN9pJqXQ0TSMVS+Hsno/mc5B/bn/i22qJfFTRaigocGhpQiV4ORVwOHQ8XhfPzd5MZXV2L3g7c18twXCSL5w9ANO0jqoMciQcp3OJl+tnDWXpxwcYM6SMtVurMTtwr67fVsPUceX2kmIO+zmdBg6HbtsVJXTp5CeWozNzUzwuvZlFM5lMk0ymCYfjh5Zo5Al9g5dSkk4rk8GphBIJxwC3Qyf6YfsZ1xqR8TSxTTW4excQ6cAbtq4LpBB4x3cnsrIyp3BGz9AyrEiS2IYq8mf2pfapj1tM5Ifj7F1oRza0k+zE6TTwuZ3UP7OWVGUr+RR2N1D39McUXjaE/K55NITbD4PUdQ3PoZSyZiiJFU8jHBpGkZdE/OgdQJuS73Ohpy0iH+witqm62ZjqhW68o7tQfM0Igu9uI76hOusxtDwnaWULPSVwugyWfVzZqkBoyt4DIVZuPMiwviWk00ceyiolhENx3G4H0yf0QAhBXUPHwn0TSZNE0kTTNCyr9Xvb7bYTJqXSFht31BJPmjgNjSH9ShjYq4g5S3aTNnO7FwvzXBQXeKiryz5WjeJB1zU73bsmUGL484cSCUeJEOBwO4hv7Vhq08SWGvL6FpFrxK/DoZPvdxPfWI3o5KVw1mACr25slmmxxT7l+eTN6EvD65tJ7KjDUean+IsjCLy8ETOQ/SHmHtyJ/AsGEsnBOcnvdhB8Z1urAiGDKQm8sonSr4/H6TQyGSCzHtPvwu0ySNfGiO0IEF9fRXLvoeiKxhwF47oRS6SJHmX2xjyfCxFKUvvs2qwhpWYgTmjuLhI7AxReNsRegtjRPEuelu/C2SWPsIrdPunousDtcvDxluxiLhtrNlUzbmgXYrHkUVup4vEU8XiKgkIv4ggmU9u3smUfhBD2tXmcmJbkzQU72Lmvuf/BgpUVfOXy4QzsXcyGHNMsjxpcRjyeatU3StcFnkNp3DfvrGNPZZC0KfF7HYwcWEphvodYLKmcdj/jKJFwlGS8pju4lmjF0zk7E+q6Rr7fTei97cTWHsQ1oIT8c/pR8qVRhBbsJrnzsInL58Azsgu+CeWE5uwgsd12xAu8tom86X3p9JWxJPYEiK09iNkQR+iaXbthXDc0r4NQJIFltW2lcDp1sCTxTTVttsuQtoiuqMBzWvesIsHrceJxG1jhFNH1lciUieZ1UnjJYKxoivCyfcTXVxFesJvYhiqKvzgS6XYQix/ZA8rh0HHqGtXPrWs350Ryd4DQnB3kzehLYseK5v0e1YWkit0+JXA6DfYeCHWoBHMwkuRgbQS/2yB+hPfS4QhhO0h2BK/bwOnQiTS5jxwOHafTtqil0xYSictpMG5oFwxNY9ueQLNETks/rmTK2O7sOxBqN4thtzI/oweVthpSqOsa+fke1myuYsmayhYFqVZtrKJrJx8XndUXn89FRCUV+8yiRMJR0qjChbtjzoSa20DmOLH43A5iqyuJrT1I3vQ+eIaVEV1zAAxBwfkDkGmL1P6gHW7pd9qhinsbqH9hPal9wSadhdCcHUSW7cMzsjMF5w0A3S49a6YtommTZEMUl8uB1+lEpkzyvS5M0yKebu557TIM2wejA5NjdO1B/FN6ozV5axPCTl4kA3HqX9vcvL9A8P3tuAeXkndWbxylXkJzd2HWxqh/bh0lN4wmkUwf0QTtduhEPz6Q83cWW1+Ff0qvZn4dzh4F+MZ3JxBSsdunAkIIwkfgIBuOpsjzdMyxty3MtMXQfiUsWLEva/6EbAwfUEqqic+Nz+dCMzTWbKrm4y3VmRwCbpfOsP6dOHNcOWOHdublOdsytRQ2bK+lc4mXay4YzGtzt3OgJrt1q3/PQi6Y0odIJJHVF0MIyMtzs3RtJUs/br3QW2VNhKde38iXLh6C2+MgfhwsCpomMAwdIQ75ZCnn4BOOEglHiZSQiqdwDygh9nHuSY7cg0tJtvO2Dk0SKC2vwD+lF67+JdQ+uSazXBCetxvXgBIKLxpIbH0VyT0BoqsqcfUtwj+5J0IXWLE08a21xDdVgymxwkkii/ZiRVN4zuiZibJwux0UF/lI10aJrtxLui4GAhxlPrzjuuEv9BKOJUkk0uiaIJ6lLG6bYxVL2xaCJs5Z+T4X1sEI9S+sz750Ykri66tI7Wug+LqRmOEU0eUVpKsiJHYHcJd6O7zsIAS4PE5Cq3NzNAXAksQ+PohneGeSexrwDC0j75x+hKLZH7SKE4+UTesK5I7D0I5pPYBEIoXb42TUoDKWr2//HnM6dMYOLSN9aAL0+V2Eoymef3drRgA0Ek+YrFh/kNUbq7hgSh+uOGcA/3l7c0aMfLBsL5FYiqvPH0RdIM7KjQcJhBJoAkqLvYwd0hmvxyAWTbYaSeF2O6gPxtsUCI3EEmneWrCTK84ZeExFgtNp4HDquFwGDUH7N+b1OPD73SQSKZV58QSiRMIxIJ4y8Y7vnrNIEB4D98AS6hvan2TdbgeJ3QGEU8c3rhs1j63+xJ9AF7gHlODolgeaQFoSz9AyjGIPsU01xDdXYxR70fNd5E3pRf6MvoSXV0DCxDOyM0aRB3RBiUNHShCmRf2z60hVNH+bT+0LEl1ZiatfMQWzBqFpAl07klVXGhdeAducagiN6pc2tOlbAWA2JGh4fQuFlw0htqYSmbKIrthPwSWDOywSNE0DS7bql9Ea6ZoI7iGdKP32BKQmCEXin5pU058HTNOkvIudzCvXOd/QBV1L/cSiR2Yudzp1HE4Dl9NA1zVM0yKRTKMJO41wQyjO1jYKQDkMjctm9sehawRCcVwuA9OC59/ZQryNe8v2TdjJlecM5PRR3Viw4pNqrMvWHqDiYJirzhvIWePtiAmwkz+lUyaB+mib1+RwGKxYtT/nMaioChOKJHG7DeIdWOppDa/XiWboLF93gHXbaog1OWa3Uj9jh5bRt0ch4VBcWRZOAEokHAPi8RS+Qi/esV2Jrmxffeef259kIp0Jf3Q47BKuGrbbknmo+ImU9pxq1sfwTSwnvrkGsz4GhoZ/YjmeUV2QCdO2Hizfj5bnxCj2kG6Io3kd5J3VBzOYwAolSNfFcHTzkzepB+nqCJFl++xaDlLiGd4Z79huzSwU2Uhsr6P+2bUUf3EkZjyF0cUP66tyHictz4UwNAxDI522cDsNoocm/FxI7m3ADMZxDy4ltvYgqQMhdGfHKtg1ckTvINJeVgrFU+rhdAqSTJp4PE769ShkW46VGQf0KkbKjpmxnU4dXddxuQ3SpsXqjVVs3R0gnkzjcuoM6FnEmKFlOA24YEpfemyrYc3mKmqb/LYaswlOHNmVPJ+TcCh+6NgGC1ftb1MgNGJZkkWr9zNrWj8Wr65oFtVQE4ihaRqRcKRDIYy6Lvj/7P13mFxnfp4J3ydVDp0zOmekRgZIgiAIZg7DMEySJkoaK+zKXq0vW+tvpfValiytvVpflixZGkuyLI0mcYYzw5wzGJBDA50bnXOqfPL3x+luoNGpGgSYpu4/5hqiT1WdCue8v/cXnkdWJDoupW9jDXCuc4LdzYXAhwsSfD4Xmmnzw2daia+QmRieiDH8Roym6hzuuqkyLR2XDB+OTJBwnZiLpQgfqgJJJHF8aMVVSFBEQvfUoVRkLe4afG4F0YbkxXH0iIYgi7iqsvAXBjB0E0kSEVqKwbaZ/t45BJdE9mObQRCYe6YDrW92yWskK7PJeqgRYzLB9A/PL873+3YUoxQGmHmyddGLYQF3TQ7RNy+ltbPWR2LETwzhqc/Du6WQ6BuX0hrFBKfJz5hJInmdhd3tUYimqS2x+P7OjuFpcoIEruhr2MiN0LIsBElADLiwYhsYQc31opvXXhd1kihCxur2BqJpBjfvKKVvOLJuP4BbkbippWRNC+YFRFHA41FwuRVUzSCW0ImnDLLDHqrKsojENS50TxFL6EzNjvD+uRGO7C+nuTqPxqocttTlMTmTJJbQkESR4nw/giAgS8LiQifLIpIscrEn/UmpwbEo8ZROXUU2F3suK4UuZA82qkvidstYlsWOpgIicY2egbklSpKrEU/qTmlSWegfYMN+LbIs4nLLfPfJ8ysGCFdysWeaoM/F7i1FRK9qvnT6GEQWrrVMQP/hyAQJ1wnDsJiLJgndtAn/nlISJ4ZRe2ewNRPRp+Bpzse7pRDDsJiNpvB6ZMcn4OVuUu2TS9PtR/uRc30Ebq1ELPQz/dOL5H21BX00SvZjm7E1k5mfXly2OMv5frIebCD6ao+ziC78e2GAwK2VzPzwPPrIUplYpTiAlOUhdSH9jEDi9Cj+3aXYmolvexGJE+unJgWvjHdbIVrfLEJF2LmJCU4ZYSMYsym8fqfJTAp7sM2NW9baNmhJHd/2ImLvrG9q47wB8LUUE9vgjU+SRDxuGY9bQZyvl9umteYYaIZrJ5l0FBAfuaOOJ1/pQltlgfC4JR65ox5FFoivEyjKskgw6KVvJMKJ1l4Gxy6P/CrzGgX7thZTV5HN02/0OJMINrz8bj8p1WRHUwG6blKU5wf8AKiqgZrSiFzRFyBJIpMzybSbHRcYHI2Sm7V0mqIo17/ie5dl8QqBMhtNM7Fte1F/IRrTGJmKUJjrZ3NtHnfsr+B81yTHz4+uODUS8rsoLw7R0liAx61gI6AbJl6PjCyJG+ofcLkVzndOEkuk19twsm2cfduLFzOTC6Ufj1shElMxTRuvR8EfcKOpRqaP4Rr5zAcJsiw69UIABExsUlek+q8nhmExPS9t6t1dgv+mTQiiiDW/KMzFUhiGhdst45VlJ72/SvOfMZVg9skLjtfDffXYto2rIgs538/kd06suHsPHq4icWpkSYAA4N9ZTPL82LIAAcBVmY3aPZ12yh8cLwp9LIYU9hA8WIE5l1rT70BwS2Q/0ow+GMHWzMW+BEFwAoV0cv+CIuJpyse/uxQpy0Ph/34ztm5iGOZiLXgjJDWD4I5i4seGnHNaB09DHigi2gZq136fC69HIdU+ycypEYyJeVnbHC++lmLszQX4PM4NLcP1IxZNkRv28GuPbeV02zhn2icWF55QwEVLQz5b6/MxDYv4Op+9JDkBwpsnBjjdtlx/QTcszrZP0NYzzcNHavncrdX87LWuxcD1nVNDbKnLQ1d1YtHUmlkvQRCuKXVumhbyVcJnO5sLlgSi7nnZdEWWGByLktIMvG6ZssIgpmUzNZvktdd7lk1ElBYE2Le9mK89uJkPzo0wPZdidDJGRWkW2xvyKc7zYwOtnZM893bPkpJKWWGQnc0FVJWGicXW7t8RBPB6lBU/49UwDIvWrinqysO4XCArEicvjHG2Y3JJJmJTUZCdzYVUFIeIxW5sH8PC2KrikpBEEcuy0XRH1vrT2r/0mQ0SFEXC71GQJJFk6zjqZAIEZ1ed3ZiPoZvEUtoNqWctSJuuppTk97iYe6Z91QDhSiIvdZH7jR1gg393Kckzo9gr/MilHC+u0hCzT7Ut+XfBI+NpzGfqf55e8flFt4S1gdFN50kBUUBQJBAFsh5sJHl+nMTJYYzJy01Riwv7/k3YqsHc6z3kfW0HMc2J6C3TQi4MrCl5DOCuzSF8bz1mJEX8+BDaYARMCzHgxrutkOymfDTVILKBWW1dNzHcMlmPNDPzROuaJROlKEDonjpiG2iQDPhcKLrN5HdPLMuWGONxIi92EXu7j+zHNxMKuDd07hnWJ5nUyM72s60+n71bizFNGwSnFyCZ1EkmtLQWC49X4Uz7+LqLl6ab/OyVLr76YDO15dlMzyUJBdwIAnT1zVBbnjW/a1/9OSzLJuBzbfSt4ve5mJ69fC8pzPWxqSjEzLzAl8/nQpRE3jk9zMXuqSWZCrdLorkml33biqkrz1oSJGwqCrKjqYBNhUHmYhqba/NwKSI+j0JSNRibSpDSTH7yUgcTM8vvZYNjUQbHotRVZHPfwSqiazQaivML6kxkY83EIxNOf0JKNfmnn19Y0W56YDTKwGiUzbW5HNlfQfQG9DGIooA/4EEQ4FzHJB19M6RUA5ciUVOeRUtDPh6vi3hM/dT5UXwmgwS3WybocxN9o5fkubFlu+Toqz34dhQTvqmc6DoR7vXG5ZKxNWNR4Ohq5MIAUsgNAlgxDX04SvL0KP4Dm3BVZDH3QteKj/NuKSDVMbls7l8pCmBGUhhTK3c027qFGEx/RlxQRMIPNCL5XcTe7iPZOo4UcOHbXUruL2/HmEliJXQERULO92OndPTJBIIkUvCru7FMe/ECTaV0fDuLiTzbuerreRryCN1Tx9xzHagdS2u15pyKPhQh+lovWQ83kZXvYzaa/k0mGlcJ5fnI/ep2Ym/2ofZML8lqCF4Z39Yi/DdvIp5cfWTsatxuGZcgMvW9U2v2PFgJnenvnyP3ay14PMp1E/PJcJlUUiMeSzkTLTj9KOmWpxYUHI+dT69vRjctRibiHNlfPj+toGLbEAq6kAQBr1dZbEhe8fG6QXa2n7xsL5MrLLor4XZJ1GwK88E5p2E6L9vLI3fWE487dvRer4IFfPepCyum8VXN5NTFcXoH53j87gZSmsmx86PcvKOU7Y35nGmb4LUPBojGNWRJ5PG765mcTfLGsUG+9tBmfvh8+4oBwpV09s3wmkfm1p1lzM2tPllhXUOvTjDgRhJFfvTCygHClbR2TRHwuti1uYDoBoORtRBFgVDIy8WeKV77YGCZZ8f4dIL3z4ywv6WY3c1FRCLJT1Wg8JkLEmRZIuh3M/Pj5Q16C9iqSfz9QQSXRHB3KbpqYNk2hmWjqqtfxNcDtyySPD26NMUui3i3FOBrKUYKujFnktiAHPZgqQbJ82OIHhlsGyu68o5TCnkwxpfvyAWXhLWGoqA+EiW0tRBEYX1hJAHCDzQiuiQm/+7kolKhkTKIPN9J9PVe3JVZiF4FV3U2tm4y9d2ziwullOMlcFM5WTU5zMVSpFSD7MZ84kcHVmyalMJuQvfUMfvztmWqkldipwxmfnSenC9vwx9ype2HYdtOw6nXqxD6XD3oFlr/nKPlEHTjLg+jqwaRmLqhFKVXkYkf7U+rKdJWTaJvXCJ0T10mSLhB2DbXdFN2uxW6B2bTUnB0KxIP3l6L36vw7ulhLvZMoc1vTiRRoK4im91bigiHvMSiK9st27YTOO9sKuDFo32Lj63elEVW0I0oCiSS+pJz2lybx/hUAt2wuHV3GdsbClBTGqmUjigK+Hxu/v5nrevW+WejKj9/rYsv3tOIW5Foqsnle89cZCZy+X6ze0shAE+/3sO+bcVcGppbVbDpas51THBzSwkul7Tipsy2bRRZxOOWSG3AqKp2UxatXZPrKkwucPLiGHu3FS32MVwP/H43F3umePm91fubLNvm6KlhbMtmV3Mhc2mMv39S+MwFCT63TPz9wVUDBABvSxH+PWUIkkDy1MjiztdTm4M/209K1TdkvLQRRIQl6WfBK5P9yGYExZmKSLZNXk59i44Ogm93CbZpI6whFCOIAvYKv3lbMxHdq3/Nau8MWDbumhzUdfwnPE35yLlepv7+9Ip1fDtlLMo0J06NEL6/nuChSuae6QDAnE4y93Q7gVsrCO8oZiaSJJnUyf7iFqa/dw4rsjQA8rUUo/ZMrxogOAZMxbhrcxDdjoKlrEgYbhN1AzeaZFInmdRxuWTk8hCCAIZlk5jbeMQvSSKyIpHcwGio2jUNlr3qDTTDjWOhhuxyyUiSI/KlaaZTLhQERibW8SXBWcgfOlKLrlv849MXli0+pmXT1jtN+6VpjuyvoKEym2gkteKUi6oaNFbnMjAaIyfsYUtdHppuMjYZx7JtKkpCHN5XTmffDN0Ds9yyo5SUZvDNh7eQSunEr6i5u90KfcORtFP4Y1MJRibj7NpcyHefXhogiILAtvp8Xjrah2nZbK3P5+Wjl2ioyiE4XyKJJTS6B2ZXbLy0bTjVNs7uzUVIsoF6VROhZdmkUgaba/M40Zqe3oxLESnI8fH8271pHQ9OD8mFrilqN4UxjA9/j5dlCVESef3Y4PoHA++dHWFbff66HjafJD5TQYKjTigzt4aSXujOGtw1OURe7Vm8OS8Qe7sPuShA8PZqsnK9G7Y2TpcFzwZBEcl5dDNmRGX2mfblgkKWTap9klTHJKE7a/E056OUBB19g6swYxpyznJDJn00hhR0Ief5lvQLXD4ZgcT5MYIHK9AGZrFTqy9Svh3FJI4Pp9XoBxA7OkDeN3YQfa0X64qdTOzNPpSyMJ6wi3hSA5+LvK/vIH5skOTZMedYWcS7tdCZ4rj6lOdHST21uaQ6Jom80oMVnx8frcjCv7MYv8dFZBXZ2dVweknSPnxFFEVCG42u6wexBMtG651BrghngoSPCFEU8PvdCKLAuY5J2nqnSakGiiJSVZrFzuYCZFlKS3V8a30+bkXiJy91rjku6Ew89BH0uyjI8pBYYSNimhaJuModB8oZn0rw3Fu99I8sFTfLDrnZ0VTIvbdUoRsmpm6QtJ2eC2W+ac7QLVxumVNt6avAApxtHyc3XM7k7NKdbvWmMKZpc2l4juyQG69b5p6DVUTjGpOzKcCmqTqHI/vLudA9xbHzo8uyF8PjcVK1BtNzKcqKgsvEkHTdYGdTIacvjqdls91UnYtl2Rt23ByeiFFXkbWhx6yG2y1zvnMyrTFRcH4DJy+Os+uqxtJPMhvXMP0E43bLqANzWKuknvz7N+Guymbqu2ec+vYKP0RjNMbM989hDkcJ+dd2QbwWDGyU0iDgLLrAygHCldg4bouDEYJ3VK94SOrCOJ7GfARl6Ve6YEvtbSla8u9KcZDwvXUU/vMDBG+uQM71UfAb+wjeWYO0gjmNnOdDyfdvaIdsziTRhiJ4Nhcs+1vig0G8LidGjSc0oqqGa1cJ+b+xh9xv7iD3l7eDJC7zckAWyX58C6JPYeKvjzlaEb0zGONx9OEo8XcHmPiLD4i/1U845EVRrk1s6VoRBNIOoq7E0swrxSgz3EBEUSAY8tI9OMd/+8EZ3jwxyPh0gkhcY2o2xfHWUf76R2eZmEmQHXKv+3zbG/I53jqa9kLx7ulh3B5l1e/b5Vbo7p/lhy+0LwsQAGYiKq++388L71xCkSUCAQ+xpMGZjklOXBjjYs/M/CSDuGTaIB2mZlNIK1jE54Q9DI3HyA55ePzuBvqGI/zk5U6eeLGDyZkEedk+gn4Xtg31lTl8/aHNFOf5lzyHZVnYwE9e7uSlo5cIBj3I8uXrU1UNFFng3oNV614L2SEPB3eVXlMfg5PBuD4XmyxLdPRtTHiqq38Gj/v6eYXcaD5zmQRrlYtCcEn495Ux86PzWNF1tovWvLXxr+9BUaTrOjKjagZZTQVEX+vFu72Y6Bu960oSLxA72k/OF7ciZnmWvU99NIY5k8S7tYjEyaW6BYmTw+R8eRupixPoY3Gy7qvHVZlF8vw4U/94GmM6iSAKyAV+fDtLyPvmDpIXJ4i+3A2CgJzvJ3CoEjOibngB1IejyNnLgy2128niLHy+TorXRExqyIqEyyUhrvC5h26vBst2JhJW+9xs5z3bmknozhqmZxMfmYCRZdmIvo3fAES/ayNeWRk+BD6/m67+GV5459Kax719cojPH6njjWODqwYAJQUBfB55QwqFo5NxZiMp3O7lzaoej0Ii5UwOHGgpwTSdnXL3wOyyPoa23mlys7yUFQb4wfPtS/721slB/sVXd6V9TktZ/kOUJRFRgEfvrOdizzRnOybY2VTA1vp8BseivHt6mJmIM+JZkOOjpbGAL9zTwDunhzh+3slmBP2uRYnliz3TeNwyN7eULKnPx6IqFcUhHr2znrdODDJ2VcO1LAk0VOVw255ydE3H53PjdkmoG7gvhQLujalMrYEoCagbzAiomrkodvVp4DMVJNg2CCtEwQCe5nyMqcSKqfoVMSySp0fwbi+6rkGCYTj66aE7qhFkYU19gavRh6OYEZWcL21l+h9OY8WX3mCib/aR9XATxlR8SU+GMR4n+nov2Y9uxphJgmEx8dfHsa9oyLJNG30oytxQO7EsDzlf3Ir3f92PIImOy+RYDGuDdtiAk60RV/hObKdEcnXmQ1EkvIqMJIvLLmTRp+DdXMDk/ziVVmCVPD+GZ1shnrBr0fNeUaQlYjK6bl7X71fXTYIFAcSge9Um06sRXBLuqmzmMm6SNxxZFlFkiVffH1j32OHxGJGYSnNNLmc7Vh6BzA65GZ9OppUev5Kh8Rh1m8LLzs3tVvBJAuXFIaIJDUkUaK7J5fZ95ZzrnODYudElNf9TF8fYtbmQrJCb2St6CGzbcbfMzfKs2/V/Jc7xy5sckymDzbVOen9ncwG7mgtBANuySaYM4gl9cSJjYjpJa9cUm4qCPHC4BmyB462jbK7NWxJMnWmfYP+2pc2Mtm0TjSbJDbn50r2NzMylGJ2KY+M0h1aWhrEsGzXlTBuJkuOKefJC+mWV7Q35G1aDXA3Lcuy7N4LLJX2qRJ0+U0GCaVr4rrrwFvDO6/1vhOS5Mfz7N8F1nmGPJjWyGvLR++c2ZLUMoA05DoS5X20h/sEQydaxxfq31jdL7N1+sh/ZTOy9AZJnRhd7AZJnRnGVh1EK/Ex9//yKWgsLmLMppv7pLHnf2IFlmMz+tA3BhvD99Rt+r2LIvaQf4UqEq3KKPq8LryIRfb2XVMck+b+yG9emMNqAE/B4txSiDUUc/4o0SRwfInRPHbYNXpeMYNuo3TPYSR3RpxCqycHyQFI3rst0gWXZaCkdX0sRsbf60nqMd3MBpm5mNOg/AlwumYu9U6sqMV7N26eG+NyhaiZnkgyv0MR4paPpRjBNp8nW53dj6E6pye93c7x1dIn40wLlxSH2by+mqjTMT17qJDkfsCdSBt39sxzZV47PqxD0uRBFAdOyEQVoaSjg0tDyksVq7GwupGdwdsm/yZJIVVkYt0vmbLtjXT07HwBnhzxsa8jn4TtquTQ0xwtvX1oMmAZGo/zo+Xa+cE8jSVWnpCDA02/0LD6vZdmcaR+npTF/SS+ObTulBwTIDnsIBd0YpoVLkZwRav2yMJGuGexsKuD0xfG0Sg+VpSG8bpnZ2bVNrtLF0E3qyrMYXmGybDXqyrPTHqf+JPCZChJU1SCQ5cNVHkbrXzrdIPoUzA02uCxMIVzrjWDV5zUtUqqBdC0ZJ9NGG4rgKg0ROFhO8FAl+mjU0TvwK8i5PmzTcqydD2xC7ZnBnEshSCLu6hzmnmpDzvfhacxH9CuLbojJ82OL71fwynga87ANCyngIveLW7E0A2xw1eQguiS8WwuRwo54iBnXSV0cJ9k6vqRhT3BJeBrymP7e2WVvQ3BJSGEP5rzuusej4JFEpv7nZZfLxPkxvC1Fi0GCqyLsSFhvALVrGlGR8OomsRe7SF3diyIJeBryCN5WhexzEbsOUy1JzSC0uxS1a3pFlcsrkbK9BA5WEM2MP34kSLJE5wZqyL2Dcxw9Nczjd9fz9skhzndOol4RYCRTBuHg+n0LV5MVdDM4FmNyJsnWujxcisRPX+2ib3jlBb1/JMLgWJT7Dlbx8JFafvh8++JiPDWXZEtdHm+dGGJm7nLKf2dzIZWlYbJDnrQmHApzfRTk+JaMNYqCwIOHa3ApEv/9x2eXjSfORFK8cWyAD86N8Pkjddx/qJqnXu9eTAJOzCQ5dXGMg7vKOH1xfJn19eBYjB1NBWTn+EnEVVTVwONV8HldtPVOc+riOOPTicVzqSnPYldzIfk5ziipqhoEQ17uvrmS59/pXbOKkBV0c+/BalKp6ze5pmkGW+vzeefUUoOt1RAE2NH06WlahM9YkADODTpwSwXT3z+3ZDGwLXtxqiBtRGE+LX2dTxLH/EQJb7wxUgp7nBKFaaOPxUi1TSDn+xEUCTtloPbNYusmwYMVeDYXYMw4/QaCX8E2LAIHK5BCHlJtE+ijMQRRQCkKkPcru1AvzaIPRwjs34Q2EiX6ag/aUAQsGzHoJutz9WQ90IAVVUmcHkUfi4ENcrYX77ZCAgcrib83QPx9ZxzIu6UQYzKOMb58lnph97wwYuj3upx+kbiGuyYH0StjRTX8O4pJVWej9swguOQlJZK0sGxswyLyTMeywBEA0yZ1YQKtb5acX9qOz+vasPX01ei6STypkv3FLcw93b5qScm1KUzWw40kdeNTddP4NCNJwobq1+CkxQ/t2cTerUXcsrOUrv5ZZqMqkiRQmh8gHHBRnO9nZCI9zQCfR6a8JMT//Fkrs1GVypIwrV0j9A1H8HsVmqpzCQVcCIJTMmjrmWIupmFZNi8evcQ3Ht7CLz/QjNslIc1nDTTdxLIsTMtiajbF2FSCc52T3H9rFY/dVc/3nr24plZCVtDNQ7fX0to1SWNVLm+fHEI3LFqaCgj4XXz/2YuLug8rkUwZ/OSlDr58fxNb6/M52365PHO2Y4K9W4s507686dm0LFKayWsf9PK5W2twuWQQBL73bNticLCAZdt09s3Q2TfDjsYCDu4uIzKXJB5LUb0pzOeP1PHmicFlQlQLOhVH9peja8Z1sbNeQNdNLMvm4O4yXkujhLV3azEuWWLuU6Sw+tkLEpIarlwv4c81MHfF1IA5k0QpDqL2pL+LUIoDWIZ1Q5reNM0gkO1HLlpflngBMeTGVR5m7oVOjKkE4fvqib3TjzFxhRRyQCGwswylNASWjW9rIdrAHGLQhaiIxM6MkmodX6ZCKQZc+PeVEThQTuTVHpJXuTO6a3MQ/S7mnl2ufKgPRUieH0MpDpD1YBOi30WqfZLAwQpmf7bSCKOEb28pCd25WD0exbGArsvF+/lmrISOGVURJAEbyHqoiblnO7B1E+EarKEFScCMrH1RWnGdmSdayfvmTlLqhzeCSaUMbBvCn2vASugkTgxjTMTBdkSlfLtKkLM8JFI6iXUc7zJcH3w+F6Zp497gb2jh+FjU6fwvK/BTUx6md3COCz1TjE8n2NFUwMhEevP62xsKGByNMhtVKc73Ew66GBiL8rlD1VRvymJgJMrkTAIbZ3e/b1sxAyOOxPHuzUUkVZ3TbeOMTSWwLJtw0E1LYz7331qDaVrMRlXOtE/Q3jfNyYvj+H0uvv7gZt49O8K5jomlssyKRHNtLje1lCBJIiUFAXTD4sHDtfz0lU52NBXw1vHBNQOEBVKayftnR9i9uWhJkBBL6IxMxCgpCDAXWxowB31OM2PPwBw/fqmDx+6qZ2Imwdw6/Tyn2sbxeGR2NOYTjaSIRpIU5/v55c81MzaVoG94Dt2wCPgUGqpyEAUBRZbQ1Ot/rcVjKbbU5IENbxwfXPHeIQiwb2sxe7cVE/kUCSnBZzBIcFT0VMIVYfK+tYv4sUFSFyZInB0jfE8dsXcH0u4D8O0sQdOMxTE64zoGDAvqav7dpcw93b7+A3BGJtWeGayohhbVHAGe0hDawBxKaQjf7ZV48gKYMZXEyRGndi866XQlP8D0D8+hD62c/rZiGtFXejAjKoGby1G7phdHSZWiAMHD1cw80Yq+Rn1TH4kx/b2z5H61Be/2IqKvdKNdml1yjKBIZD3ajKWIqPPmOh5FQnIriH4XMz9uXdJcKigSgUOVhO+rx9IM3HrOhnpLXJVZWElj3SABHLEntX8WT57vQ2cTYN7pTzVwu2U8+8sQRdEpz5gWmm2jSGImg/ARIUkCXq+L9t5p6sqzN1Snr6vIQtWMRZU+07SIJwyeet2pr4f8Ln7pc81sb8jnTPvaHg+VJSF2by7kxy85UuRN1bn0DUd4/K4GOvqm+fufnmfuKqVOv1fhzgMVHNhewjNv9tA9MLvk7+PTCTr7ZsgJe3jwsBMo7N9ezG17NqHqJinVwLBsDu4q5aaWEiamE0QTGi5FoqI4hKabpJI6um4QDHrnnSJ9fP3hzbgVia6rXm8tOi5Nc2j3JkoLAgxdUadPaSauFcaRm2tz6ep3Nm5D4zHOdU5SVRri8bsb+OELbWsGJ8fOj7J7cyGyLOLxuJiJqDzzZg/VZWHyspz3kVINnn3T0ZoozvfzyB11IAikrmNgblk2kUiS5upcmqpzOdM+QcelaVKaiVuRqNmURUtTAYokEJkXaBMEAY9HRpQkRMGZJ7E+oe6wHypIeO+99/i7v/s7zpw5QyKRoKSkhHvuuYdvf/vb+Hy+63WOG8a2bWajKdxuGd8tFYRur8ZM6gguCe+2QkcWeQ1En4JvfxlSXbYj1yxYKKJEtuJD1XUM1boujSfJlE52XQ7elqKl5yQKuMrDSH4Xtm1jzqUQfS58LcVMf/9yfd+Maog+Bf8dVXi3FIJhM/OTC2h9s0tex7+vjOibl1YNEK4kcWwId0UWvj0lxF6/BIBv3lhqrQBh8ZwiKtHXewkcrCB59vJiLigSnuZ8/PvKsFzioqHRgkJh5OXuJccvYOsm0Ze7ib3bT+5XtuGuzkEMutYfY53Ht7OE5NnRtAPD5KkRgvfVk7iOwf5CsHAlsizi92+8lp3h2nC7FboGZjneOsqX7m3kzeODS3oL1qKloYDRyQQlBX401VFiPNtxuTcmEtf42atdPHxHLeGgmxOtY0tcCMHZsW+tz+PA9hJePHppsQkyK+imON/Pu2dGVu3Q93sVNhUF+cnLHUtsqq9mei7FB2dHuPOmSroHZjnVNs7QFcfnZXvZ3pDPlto8igQ/3f2zGKaFNi9FHwi4mY2p/OTlTiRB4JuPbKF3cG5DWTXDtBkaj5Kf41sSJLgVaZkSY3bIQ1lhkOffupyBOdM+zpbaPGajMe44UMmzb/awGoZhcb5zkuaaXGIJnR+90I5uWJy6uLKWy8hEnB++0M6X723CuM6NwguBgqJIbK3NZdfmQqT5XjZVM9E1ncR8mcvrc+HzuhiZiHG+a4RE0kCWBCpKQjTX5KWtt/FRcc1Bwj/8wz/wh3/4h9i2TVFREcXFxXR1dfGXf/mXvPjii/zTP/0TWVlZ1/FUN87CzVmSBERRRMYmdHs1VkJfljJfQCkOEHysmUupGV5qe4dz08PY83PDuW4/h4rruK2kHo9PQUsZ82nla8suWJbNXFQl63A1craXxPkx3A15eFoKSdkmk8kYoiBQGAwjCiKp1gmMqcurlyAJuLbkY5b4sE2b2e+eXdb5Lxf4kfP8JM+1pn1e8eNDZD3UROytPkSPjKcul8m/O5n245PtkwTvqCH/N/diziQR3DJSlgfbsjFwZG8XRhADXhfxY0NLAgTRr+DdWohSGECQRSzVRO2ZZuq7Z8j/ld2EjtQ4ZYx1PnZ3dTbu8jCRF1c2xVoJYzrpjF9m+EzhcsmcaRtnYibJyGScw/s28fzbl9Z93K7NhbhcEj996gI+r8Ljd9fjcUkkr0pbD0/E+MFzbdy6axO/+uhWegbnGJ92ygE5YQ/1FdlMzCT56atdDIxeDtbDARd9w5E1R/h2NBXQ2j21ZoAAzgTEkf0VPPNmD139s8v+PjmT5JX3+jnfOcnjdzdQWepMglmCiCgJKC4Fj2Fz102VyJJAMmWkPQVyJYZhoVxxDXk9MkX5fl5899Liv7ldEp87VM3Z9okl3hhTsynmYioXuie586ZKgn7XmiOcw+Mxttbl8+r7/SvKQV/NxHSSsx0TNFZmYxjXvy9gYaQ6vkrPQSDgJp4yeOKl1mVKkZ39s7x5YpAD20toaSxAkgSMT0Bi4ZqChPPnz/NHf/RHAPy7f/fv+MIXvoAgCIyNjfEbv/EbtLa28nu/93v82Z/92XU92WvFNG1M0/nyTNMifH8DasMUiRPDS1LbSkUW4Uca+UnfGV4ZXl4CmFLj/OTSad4c7eRfbD2CIEFWjpdYZGMGQFdiGCYJVcfTnI9rRxHdcxM83/UObbOji2ugLIjsyivn3qpmwl/eTPQJZ4GUc72Y2S5iahLr6OCKo4GehjzUjskNiSBpl2axDRPf9iKsuI4xGV/RgGn1N2WRap9EkATUnhmUkiDeLA/64BxWysAV9hAoCaKlTBSXxMyxIcCZqgjdXo2nPg9tYA710owzteFTCOzbROhwNdpYDNemEOH765l7vmtVi2d3bQ5ZDzQSeb03LaOlBQTB6YOQJBHbtj9V88wZVkdRpMUO/+fe6uVL9zZy982VvPJe/4o7N0GA3ZuLuKmlhO8/14Zp2UTjGj98vp2vP7QZRV6eOp+aTfHkK52Eg2421+RSkOOlsjTMmfYJvv98GxNXWcMrskjA71ozWPG4JRoqc/juMxfWfH+iIHD3zZW89sHAigHClYxNJfjJS508fnc9f/OTc1SXOTLUqmYwNBYlqZpsrnHKAD7PxoXBfF6F1Njl++rWujyGxmKLOg6lBQGOHKhgNpLijePLm/1UzcSy4dLQHNvmJwdWozDXTyKlLwm81uN02zgtjQUkEtpHJrIGTgYhnjL43rNtqwY0mm7xxnyWa8/mIlT1+oxqfhiuKUj4i7/4CyzL4uGHH+aLX/zi4r8XFhbyp3/6p9x77728+OKLtLW10djYeN1O9loQRQG3WwYJR4nTFkikNMRNIbJrc7FVwylFyCJ2UOGV4Y4VA4QrmUzF+c/nXuX3dtzLM/3nub98y4qBwoK86XqLjaoauLI8vDBwgaf6zy37u2FbvD9xiROT/fyzhluofawJo30aTdU5HR1mV84mpi+uXAsVfUpa9firMSMqnoY8kq3jWMmNh7N2UseWRFIXJ1B7pvHvLEGpzCI5MEfyzUtYUY3wA42k5lLYKQPR7yLnS1sxphJM/t3JZUFJ/N0BXJvChO6qBUnEtSmLgt/cS2K+EdOMXfZu8O0uQc71YVn2hgIEcDIvmDZZQY+TxdBNkpqTkVr4DgXB+V3ZNpkg4lOCbduI87oc8aTO959r44Hbavj1L2wnmtBwuyRkSUQ3LKJxjVDAkRg2TGuJ6l8soTM8Hqe2PGtVC+m5qMrR08MEfArffjyHt04MrjghVVkaJhLTGFnDSbE4P8BcTF1XXrl6UxjLtmntTm9EeHgixsBolIcO1+LxyLxzcojOvhlMy6Y4309TdQ7HW0f55Qc24/XIi0qJ6xHwKZQUBBbVLLOCbnZvKeJi9xR7txbTWJVNwOfidNs4754ZXvFzcSkSmm7ScWmGlsblku5XUpDro30DapfgOF5G4iqKIn5kXimCAF6vwo9f7kwr4/HemREaK3M+ERbyGw4S4vE4b731FgBf+MIXlv29srKS/fv3c/ToUZ5//vmPLUgQBAGvX8HjVmifHePczDCaZRBSPNxcWEPI5SGe1DANC0EREUXwCALPDaSXlp9MxXhvvJd8T4Dvdx/nC1W7mJtJIkkiLo+MxyM7zSiWhSLJpHQdI2Wu2Mvg8sqcmhxYMUC4EsO2+Kv2t/k/t91D4b4ycEkkZnXUzqll0wqLmLZjA30NyIUB7NOjy1QR00FwSVjzN5aFLMZ/OPMiLbll3POFzcSe68KKqU4mR4DsR5vRhyPMPde56nNqA3NM/dMZcr/aguRXnOarLQXk7i5dHG81UjpJ3SQyE8fjUfDtLlnX3fJKfDuKiR3tJ3FsCARwV+fg212CrzREMqUjCwIur3JFqcMmlTRIaXpGDOkTjKab5Of4Fi2F3S5H+tuwLLoHZukZnEPTTbxumcbqHPJzfMxGUqRWiK/fOD7A1x7cTG6WZ83FO5EySGkGRXkrj0f6vcq6+gVuRVqmLbAS2+bHDjeyMT7dPs59B6v525+cW5Ly93kUYnGd6TmVobEYW+vy+ODc2n1cV55H33CEaFwjL9vLY3fWE0/oZIc8eD0mJy6M0d47s2rdPSvoJivkZmwyTkGuD9c6kyi5Yc+GsggL6LqFW/7opJE9HoXxqcSGvDSOXxjj1l2ln74g4eLFi2iahsvlYtu2bSses2vXLo4ePcqZM2c+9AleC6Io4A+5uTg3yo/OnWRKXXqBPjvQSkO4kG/WH0CRJJIxDa9f4dh4H0kz/S/k9ZFO/k3L3fyw5yT3l28lEHSjuCSOTfTxans7/TEnwvVIMvsKqriztJGg10M8ol6xKxXwuhWebj2/5Lm9ksL+wiqqg3l4JIWkqdE2O8axiT6eG7nAL1XtRk2lEBEgvvpNxJhJ4mnKhzTV/8BZ4OUcH6IioY/HUIqCiD5lVeXE5U8A7qpsIq85DUmCx/mZTaSiPNV/jp7oJL9570HsySRKfQ7BlnzMoAtD1fDtKHZEmVaJ8O2kwexPL5L7y9vR5nf40VXqf6mUgb8klPaYqVIaQinwM/OT+dSu7XhMaP1zZH9pC95sL4lTI0TOjC5mZ+RcH94dxYS3OOna6yHGlOH6s6DM1z0wS26Why/e08jp9nHePzOyTFJ5YDTKm8cGuevmSorz/Xjd8qLCITgNgqpmcPvecp54qWPVhdmybC50TdHSsPJ4pHVFdmPV8zasFacCriY77OH9cyPrHnclw+Px+V370gXbsuxFJfVj50d58HANfcORZT4KV1NSEGBncyHvnR3m4dtrKS8JYZoWr33QT/9IFFkWkQRhzca8bQ35dPXPkkgZuNbxzcnP8eJxy3iuYSza7ZKwzY/OcVWURM53bUwIrq13mrtuqiQuqh9rxnLDW8TeXufHXlJSgqKsXK8qLy9fcuxHjS/o5sRUP3918a1lAcIC7XNj/OHp51AFR+ELEToj6TscAowk5jBti2y3j5H4HIZo8e9PPc//6HhvMUAASJkGb4x08nvHn+bdiR4CYc+iwYfHI3MpOsVY0pkccIkSX67ZzZ/s+zx78isYis/SOjPCWDLKkdIG/mTv5ynxhuc3sjaqZcAaO/3khXGUAj9ybvrTJt7NBZgzSWzLxpxKog3OOdMTaeKuygZRQO1ydvCe+jyG52ZImc6NdiwZZVJLIBT4OaNM84OJc/yPrvd5WuthbncWub+5B9+t5asatRnjcfQJJ1OwFrZtE4+rZD+2GSlnubPllch5PrIeaiT65qWlgk2SQPajzdgpg4n/dozYW31LyjfGVILoy91MfucEcsokmJlY+ESSShmUFgYpzvfz8JE6Tl4Y4+ip4VU9F1Td5KnXuxkai3Hvwaplf48ndQpzfTx4uBZ5DenU4fEYDVU55GYtF06bi6rk5/jWdDwcnYw70sQB15rvTxIFrDSN4hawLGvxsVcyG02RFfTgcUv0j0R45+QQj91VT1151orPIwjQUJXDY3fWo8iiMw0yFedvf3KO852T3HNLFd9+fBu//Us7+a2v7OC3f3kn9x2soqQgsOR58nO8bKvP59RFp4mzpixrVYEqj1vigdtq0DSDhqqcDTmo5mV58fuU6+rZsh6CIKRdslnAMCwMw1omX/9Rs+FMwtyco1oXDq/skXDl3xaOvVbkNbrMF+r9V9uaKopEytL5x84P1mt+J6qr/NXFt/hX2+9EM00Ma+PpYt2yKA9kUx3O449Pv8BIYvUxQRub73efwC+72RIuRk0YSLJIz6wTYXokhX+x9XZ0y+A/nnmJgfjSWtsz/eepCeXz5Zrd6Fh4XW4G47NIVRWrv2bSwIxr+G8uZ+7nbeu+H8Et4dtd4qgTzv82EydHCN1dS6p9YlG6edXHKxKBg5UkTo8spuSVXYW8POaUcYp9If73bXdwbLyPp/rPkTCW7rxfH+mgIpDDr22+iUCOl9jP2lecYkieHsV3qBJdXvtC1w0TSRIcr4tjg46fxRUGNmLAhW97Eb5dJcQ/GCRxculuzL+vDEERmX6iddUmSQArrjHz/XPkfmMHPp9r3Xnn1X6/Ga4PK32+yZTGo3fUEU8ZvHc2vV33K+/38e3Hti8rLXg9CpqmU1rg59tf2M7Z9gnOd04SjWtIkkBJvrOrLi8OYdk2j93VwA+fb19SXugfiWDbNtVlWcu0DxaIJ3V6BmbZVp/P2ydXb+BLpgyCftea/Q1XE/S7ME1rcRQ04FPYWpfP1vo8bGBzTR4nLoxxqm2cpGpweF85B3dv4lzHBNPz8s+5WV621uUhigKCAP/9ibNE5zOOO5oK2N5YwNBYlJMXxxmZiGFZNiG/m811eTx8pJbRiThPv9FDbpaHh26v5b0zI4xMxPG6Zeoqs/mHny8v/5YUBLj3lipcsuBozQQ8VJaE6R1Kb71pacxHU42P/NqTr+H1RElAkgQE4eO7T2w4SFBVZ5FYLYsA4HK5lhx7LYiiQHa2f93jQqGlO0TNNHiu7yzWuiGCQ19smrFklFy3nxz3xrQd3JKMX3GxLaeMd8d61wwQruQnl06ze085Prcby7YXjUl+rfFm4rrKX154E8NeeUHqjkzwn86+xL/afhduTwALC9sr46oIL3F+vJLY0QFCt1cTPFxF9LXVszuCWyL7kWaMqSRKYYDEvHaD2j1Nqm2S7C9sZebHrZjTK4sICF6Z7M83Y8U14h84NzTv7hIsv8IHbX24RIn/ZfNtvDnSxc/7lvs5LNAXm+aPzr3Iv9l6F76D5STe7F92jBlVkSQxrd/IAoG9jqKkMRHHUg1Et4yc50O9NMvszy4u//xEAd/2Yuae71wzQFjASujE3x0gcKgybQ2Eq3+/Ga4vXp8LSRTnTY8sLNPmUpqLCUBKNWm7NM32hgJefd/5HZYWBPC4JCTp8j1wZ1Mhe7YULe76DNNCmm9uTaUMOvqm+cr9jZzrnORsu2OQZNsLksVFjh7BKnWLU23jPHx7LW0900zOrnztdfTNOC6LG/Cl2FybR+e8kNGW2jxu319O/3CEF49ewuOSuWVnKa1dk6Q0k7beaTouzVBTnkVzTS71ldkAROMar30wQG15FgU5vsW77p4tRexqLuSHz7cv8YIAmJxN8saxAd49PcTnDtXwrUe24FIk3jw+yOk2J5t7+/5ybNvm8N5yugccPQefR2FLXR4hvwtBEBBFRyDLsmyO7C/nH5++sMxb4mpKCwNsrs1DkkS83rWzM9cT07KpKgvT1pu+6++moqCjqBn++DSH4BqCBLfbufnp+ur1aU3Tlhx7LTjiFKvXwCRJJBTyEokkF/X/BQGysvy8O7axMsebI518uXYPNxVW88LghTTDC9hfUMVgbJZtuaX84ann0n69GTXBhZlRqr25SKJIsS9MVTCXmlAev/vBz1YNEBZImQb/tfUN/v2eB7i7tJk3Rjs5dGsF2vfOr7iYpVrHCd5SgacxH6U4SOLk8BKjI8Ej491aiH9HMfpEgmTbOFn31iO4JZTiALZpo/XNolRlkffNnahdU8RPDDueDLaNlO3Ft60Iz+Z81J6ZxeZD775SvAfK+E/nX0G3TA4W1ZAwtDUDhAUShsZ3Oo/yr3beQfK9oWU9CoIsYpkWczMbM+0SRQE5oCAEFRSXwuxT7as2Nrprc7ANC20D3dPJ1nECt1Ut+V2uxEq/3wzXB1kW8XrdxJIaJ1rH6BuJYBjOItNck0tzTS4FOT6eer17ScPeanRemuHQnrLF/97ZXIimrewaupAZtm3n/wdDXn76ate8KuIs2xsL+NpDm4nFNXTDwudVUGSRew9W8dzbvSvWnofGYhxvHePxu+t58pWuZYsuwPnOSfZvK15mGb0aiiyypTaPn73axda6PA7uKuMnL3UyOD+6KAhQX5nNQ0fq+OkrnfNjiZe9E67kwPYSqsrCTE4n+dYjWxmfSpCf4+P7z11cNvZ5JZpu8bNXu3j87gYmZxKcbhtHEgXuOFBBVWmYRFylINtLQY6X+dE07HnRoqvxeF18+d4mnnylc9Gh8mpqNmVx363VaJoOCMiytOiYaRomhnHjnFhFUaC+IpvXPuhfN5BZYFdzIbpmXJP5WyjkvW6Zkg0HCemUEtIpSaRDOl+YaVqLx0mSgGFZxDcokhHRnIXGp7hoyirmwuz6qUgBgUPFdZyaHCDL7U07i7BA68wItaF8kqbO5uxiNMvg3bFeUmk2Tk6pcS7MjNIQLuTM9CDjHo38RxqJPdm+3Abaspl9qo2cxzajzaYI3FJB6M5axx9BFJDCHvThKNE3LmEbFsEH6nl9rIvqbdnk7y9BFkVUw+B8bILtlGGXBcmu3ow4PytumxbqpVkiz3dhzqXw7S3F3VJIAoP/59zLi2WTQ8X1vDbckdb7K/QGKfGFieopQkeqib7Tj3XFzc9VFsaw7Gu6qBfGnjwueU1nUKXA76hXbqDUa2sm+lgMIaRs+Peb4cOjKBI+n5uX3+ujtWtp8BdL6IxPJ3j75BB33VTBF+5p5PvPta07PZBSjcXmwabqHKrKwszNJtZtJvN6FSamEotGRUPjMYbGY/g8MrnzssGqZhKNqTx4ey1fureRkxfGFkcRwVmsq8uyqCgOYdvwxXsaGBqPcfLiGGOTl70bttblYVk2Dx+u5XvPta1pYiWKAg/cVkMkrhJLaDx6Zz0/fqljiUKibcOzb/Zy361VfPWBZk5dHKe1e3JxgVs4rx1NBWSHPPzohXamZlOEAi7uv7Wa1q6JNQOEBUzL5vVjAzx2Vz2abrGlLg+wiUaSju16miOKsWgKr8/FNx7eQv9IhDPtE8zFVERBoCjPz87mAkJ+N5ZtIUoy5zon6OybQdVM3C6J+opsttbno1gW8diNaRTUNJODO8t46d31m8jLCgNUloaZmYl/7GPWGw4SKisrARgeHkbX9RXLDv39/UuO/aiwbUdUxIk5N4DguJEdHe3h6/X7+H/OvLRqw+MCX6rZhSgIdEYm2F+4vLFpPXTLYCgxy/9z5iV+e8thtueW8SenX1x2nCyItOSWkesJIAoCES3JqalBEobGm6Nd1ATzuLusmffHL2EGQ5T/+i7UM2Mkz4wu9g/IBX68WwqwRXA15JIcnsM67Xg72KZjFS1le/HuL3UmAQSbwyX1aKaBJIqMJ6OopkFFMBfDthBlkZm5JLZtO7rpLsWRkS4PoZkG/bFpXu59j9aZEWxsCjzOgl/qz+LiOgHYtpxSbi9poDacT290kqFUhHCFh5KmXSQvTaMdG0EbieLdVkhkDX8FZxRVmm/NdcTRLX2pnLZt2oi+1ctmgixhX8MC7gRpH10qM4ODIAgEgx5eeOfSmmldw7R49q1eHrithrtuquDnr3Wv+bzKvKTwni2OuFI0mkrrxi3JEqfbl//eEymDxFVjez94vp2tdXncvKOUI/srFg2esoJuLMvmbMckP3+ti8N7y6mryCInXEHAN1/W1Uzae6f5wfNt7NtWwpfubeTV9/tXHA3Mz/ZyaM8mwkE30ZjKtoYCugdnlwQIV35OT73eTX1FNtsbCrh5Rykz0RSSKOL3yuiGxem2CZ5+o2cx0NJ0i/wcX1pqlguMTsaJxjW21eeRSGjX3FCYTGioKZ28LA/33FzpCKLhbCRMw8TGprVrijePDy5rWB2ZiPPOqSEO7dlEc3Uukfkg5XqSSKg0VuWg6iZvHh9c9biywgCfv6OOZPLjnWpYYMNBQlNTE4qioGkaZ8+eZdeuXcuOOXHiBAAtLS0f+gQ3gmXZmJZFdSif7sjaRitX0hAuRDcNXJLE8cl+/nXLXXyv6xhnpoaW9TbkewI8VLmdqmAuf3r2Ffyyi5DiQRSEVWuKKxFyeZlKOYHIc/3n2bz9TqavUNfyyy7uLmvm5qJqorpKf2wGy7bZmlPCl2p2c3yij9NTg0iiSGwuxZ7cCkRJIGUaxJuDFO4tcyIlAbBsUqbB33S8S/vcGF+r28fmWyoQJRFTNxBlCcM2kUSJk1MDKIJIdSif14bbeXu0m4h+ebddFy7gztJGmrOKiUfVeRlSFX/Izc8GzvL6iJMpUESJm4uqOVRcR7EvTFxXSRo6f7D7Ac5OD/HGSCdts0ulaB+tauGmwmpeHGzjb9rfIapfzhxku3wcLKrhzkcbMQeiWDYr3kwkScTjV1AUiWPjfXRGxjFti1y3n1uL6wj5vKhJHTVloBom3q2Fy0yoFrBSBnL+xuuB4rznRoaPFo9HZnw6kXbd99X3+/nVR7cSDrrXdB2sLc8i4FXYs6WISCSZduZHFAXmYullNY15z4FzHZP89i/v5GLPFLphEUvoDI5FsW1HV6GuMhtBEPjBc61E4zqi6PglLPD0G93s21bM5w5Vk0gZdFyaIaU6JnX1ldnkZnno7p/l+Xd6+dbDW8nL9q0ZJNk2tF+aof3SDNkhN1lBD3u2FhHwyTz9ejfDV00f5Gd7icW1dfUfrqbj0gzb6nM/9MSBZdkkExpX5zBCIS/nOiZ5/djqds6GafPKe/3YNjRWZRPd4HtI59yi0STb6vKoK8/m5IUxLvZMkdJMREGgvDi42OwqCBD7iISe1mPDQUIgEOCWW27htdde44c//OGyIOHSpUu89957ANxzzz3X5yw3gJrSOVJSn3aQ4BZlDhRWo8Z1biqs4f/44KdIiPxS3V5+qRaOjvUwqyVRRJGGcCH1WYWcnhrkT06/iE928eXaPdhAS24ZJyfX9xMHZ93el1+5KJ7UHXWmG+T54eRct59/vuUwk2qcv7r4Nh1zS0czS3xhjpQ28M2GA2CD4pKxBJu/bTvK2XmvCbckE5DdWNgYpsntpQ18o+EA/dFpcjx+/qrjbUYTEdyyzB2lTVQGc/kv51/jrrIm6sIF/OGp55jVlqcLO+fG6Zwb56bCan6pdg/RuZQzqqOa3F3WxNGxboKKh/9ly22YlsXrIx18MH4JzTIX39vB4lp+rfFmzk4P8w+d72PZNveXb2F3XgV/fPpFJlLLdzUzWoKf95/j1NQg/3LbHSuKUsmySCDk4eWhi7wweHGZ5sVzA61sySnhm/U34REFUqpBdl0u0VU0INSeaWe6wSWlLWstZXtRcrxEZj5+OdVfNBSXzInjq08AXE08qdM9MMv2+nzePLHyzk6RRTbX5pFMqBs3dZvPbG6EBX2C9t6ZZQZUW+vzGBiNUloQQJJEp+n5qp+lbTtqfcfOjVJfmU15cYj8+fHfnLCHd04OcqCllL7hCKcujrFrc9FiH8J6zERUZiIqXo/M4b2bSK5QW3cpEvo19Nhoxo1bEBVFwoZVv+OreePYAE3VOU4G6TqPSZqmzdxcErdbZv/2Yg7vK5/XpRDQdUdsLxJJkpX18TYrXsk1dTb85m/+JoIg8LOf/Ywf/OAHi7um8fFxfud3fgfLsrjjjjs+FrVFTTVoyd1EmT8rrePvKmu6bNFp2fzR3ofYklNCd2SSqVSMW4trebhyG4eK69Askx92n6Bzbpx/1nSQ3995HwVyAD1pcFdpU9rn2JhVhFdWODUfVFi2zVgySk0oD6+k8NtbbuPi7Ch/dv61ZQECwHBijn/o/IAf955CFAUUj8Qfn3mBM9NDi2ZUqmkwpcaZURNEDZWf9Z3l/PQwed4Af3zaOXYs5Ux1NGUV8v+de4WQ4mFvfgX/5fxrKwYIV3J0rIdn+s/j8TvpelU18AgKv735ML+z7Qgds2P84anneXu0ezFAAKeX4qeXzvDvTj7HJn82X6vbT5bLy32bNvPnrW+sGCBcyUB8hr+48CZur7JkNnpBQOuJ3pP8tO/siqJYNnBuepg/Pv0Ckkt0asIpg/ADjSuqUhrjcYzJON4ta0vDXolvZzFqSs9kEj5iRFHA7ZJXHSVcja7+2WXz+ldy6+4yTGNlpdT1MC2Lorz0p28AqsqySKkGOVkeAleVwqrLshgYiRCJqTRV56w5UmdaNhd7pnnhnUv8/LVu+kcijE8lON46ztBYlEO7N9HSWHBNjoO6YWFZrJgtUDXzmvwevG6ZVYVRPiQut8zp9vG0U/emZXOuYxKX60OZJK+JqhrEoikmJ6PMzMSZmooxO5sgmfxo/STS4Zo+hW3btvG7v/u7/PEf/zG///u/z1/+5V+SnZ1NV1cXmqZRVVXFH/zBH1zvc00L07RJJDR+Z+sR/t+zrzCUmF312NuK67i7rJl4VCUQ9tCfmOHZ/lYuzo4sKTJszynj4cpt1IcLKPKGCChuXILEzHQC27YRBCjNyuLu0iZeGLq45vmFXV5+uW4vLw22sTWnhJbcTfgVN4ZpcKSkgUJvkKiu8v3uE+v2Vbw12k2ZP5tNgWzGkmvvBlyiRGNWIX/e+saSAOBwSQMvDbYxoyZ4uGI7R8d6mUnTVOSV4Xbu3bQZRRHRdYtEVGVTOJu2yBjf7z6+5vnPaUn+y/nX+L2d9xJQ9nJhZmTN7+pK2ufGGEtECbk9ix3mbo9MV2SC10dWl3VeYDwV5Z+6j/HLNXuJzaUIF/jI/uIWIs91Oo2MgrA4+RF/f5DwvfVoA3MYE2t/Lq6KLHzbi5hdofs6w41FEJwm0NXEkVZD1U1cK4iRCQIc2n25Pn1N54SjFXC8dXRNuWRRFGiodOr+hXk+UqrJ5w7V4PPIDIxGaeudJuh3kRv2cGB7CapusrOpkO2NBVzomuJM+zgz60w0bG8oWPSaME3n/SUSGqGQB2m+wz9dfB6Z+Cr9QIIIHpdEcf7KUtSr0VSdi3mDsgkul0znBv0dOvpm2N6YD+m/hWvCtvnEBQVXc82h0je+8Q0aGhr427/9W86ePcvU1BQlJSXcc889fPvb38bv31gEfT1JJXU8KPwfLXfz/kQvrw51LC5AIgLbcku5o7SRykAu8WgKj9/Fsck+vtt1bHEnfiVnpgc5Mz3I58q3cM+mzagpnUj8chRt2xCPqjxQsY2A4ubZgdYVd7J14QK+Ub+fGTXB7aUNmLbF++OX6I5M4JNdPFCxjXxvcNXzWIkXBy/yf+/+HFku75q7/70FlUykYnRdUYYp8oaoCubyVxffxiMp7Mov5w9Opj/KqZoG7433sje3An1OBQQUSeLJ3tPrnn1jViG3FdcTUNw0hAv5q4tvp/26AK8Mt/FoxU6Y/xoUt8zLveuLRS1wcnKAL9fsRpYlInGVYIGf8LdacEnOJaGpOsZwFEkQQBHI+cp25p5uR+1eod4tCnibCwjeWUM0rmamFT4GbNvpR5ElYUmNfj08LmcMLuR3oRmOd0NDZQ4tTQVIokAyqeP1uha9QWzLRtfNdcWywJHitS2bxqpcLvasPGbr9cg8fHstHpez233y5c7FMoPPI3PzjlLuOFDByHiMZ97qoXdwbjHgKM7309JYwFcf2MxrH/RzrnNl2d+m6hz8XoWOS9N43BIVJSEE0QmqVM2kvjKbiz3pz+9vqcvj4gp9H5uKgjx8uBbbdsZEn3mjJ63nqywJ4XFJzM5ef+tmcESMUhus76dUp2k7w4cIEgAOHDjAgQMHrte5XFdSSR1DN2kJlXGgoBrVNNAtE6+sYNk2RspkbiaJx6swmJhNa2F+uv88xb4wjf7lEsWGYRGdS3FLQS2HSxs4MdHPxdlRDMsky+3jUHEdYZeHvug0hb4Q3+38YLF/YAGf7OKWohrOTaVfV51S43TOjXO4pIEnL51e9bideeUcHVt60VYEc+iLTRM3VEp8YQzLWpSHTpfuyCR78h3FxwWJ6dE1nkMRJX614SaqQ/m8PdrFE70n+cM9DzEY31ikPxifRZlPt8qyhGlbXJhJX7vetC3eG+/l5vwaFFmiY26MV4bbGZhvEC30hbituI4duZtIqjqmbhF+oAEraZA8NYwxnQRBQCnw491RDKJANJ76yFzlMizFsmxU1aC2PHtDgjWNVbkEfC5+5dGtCIKAZdmkVB3btBAkGUkWOdk2wdS8iFFO2MOOpgLCPheppLZYhnBElOzFBVwQwO1ymvvuurmSZErn0vDS60KRRR69o57ZaIofPt++bDefFfTQWJXDy+/2caF7eZAxMhFnZKKXs4UTPHR7LaZlLzuurjyLu26q5PVjAximzfbGPEYn48SSGpsKAuiawa7NhWkHCfnZXvKyvLz6fh9uRUKSBEoLg+xqLqAwz08yoWMYJrWbsqguC9MzuLZwlcctc8eBihtqYmSaFm5FYiM2UC5FwlxBgdftlpEVCXHeUn4jQeOnlRtXdPkEsKB9nUroSJKIIAjELHWJeI3ilni293zaO/fnBlrZ0bKJVEJfkkJUFAnFLeFxKYiCwP7CKnbmbXImLkwLWRCZSMQo9IX4k9MvrjhiOZyYYyQxl7ZaJEBAcRPRUtxR2kBtKI+n+89zcXa5Y1tQcS+ZngCnaVOd91OQBBFrHRGnlTDnHyPLIogCF6dWd4sTBYHfaDqIS5L5v048RcLQkeblRjcyGbJ4/HwJUxQhqqc2NvYKzKpJLMHmj04/z2B8dsnfInMpOufGyXb5+OdbDhNSPEzNJnC7Zdy7S/GIzqJgWhDT9Exw8AlA1w12NRemHSQE/S4qSkLLZtHdbhmvz8WL71yio29myXXePQDHW0epLc/m3lsqcblkXC550YvFMCxUVV9cNDr7Z0CAB26roa13mjPtE4u6Cfu2FaPpJs++2bvs9y8IcM/BKt4+NbRigHAlQ2Mxnnqtm88fqaN3cI6UZlBZEmZ7Yz7lxSFs22Z4PEZBjo/920p49s0e/F6F8sIgqqqRneVj9+ZCjrdenjaqKAmxvSGfTUUh3C7HunlkIkZ2yINhWHzxnqbF96xqBrpmLJZfAWIxlQduq+Gld/u42DO1YrklJ+zh4dtrkUWBePzGGaOpmkHNpqxV1SpXorY8a0nT4sJvIpE0+OD8GNNzSQQE8rK9i0FjMqF9JoOFz3SQsIBtryzM5HJJpEx9QzvQwfgsQ/FZst0+UikdQXAMpQRJ4M2RTt4Z62FGjSOLIjWhfO4oaaQuXEAyoVHoC/FXbaubTgGYaS6W9eECDhXXsT23DNU0iBsaFcFcfr3pIK0zI/x9x3uO+dM8huUEKleSMHUCiqOKGdFTeGUFn+xa5qewFnkep+lLFAUQbAx79cXytuJ6sj1+/uT0C4tmT6ZtEdNTFHqDS0Yt16PQG1xsulLcMuaGQwSQRYm2ubFlAcKVzGgJ/uPZl/j/7bh30dtd5bN3I/gskErp5Gb52VqXt2rqfQFBgLtuqiCZ0pcECIoi4fO7+dEL7avW1CVJpLkmF9OCi73TnO2YYDaiIggChXk+djQWUFuejWXZeN0yHZdmmJpN0tJYwBfuaSCe0EmqBvk5Xn76SteKAXJlSRhZEjjTlt6U1sBolLHpBL/yyBZEUSSlGfQNR8B2shz5OV5u21vOe2eG6R2ao7EqBwTBCXAEgQMtpbhcEu2909x/azVej8K5jgnePT1MSjNxKxI1m7IcQyrRkUSenReUsm17WVOgphnEYjZH9pVzy85STl4YZ2RywbvBxfaGAkoKAiQSGvFVXFyvF7pm0tJUwAfnR9Ky0hZFge0NBWiqcx/0eBRcboWnX+9Z5g/ROzTH8dZR6iqyufvmKgSBa2py/STzCxEkrIYoigwlZje8vPTHpskN+REE8Ic8dEXH+au2t9Gv6OLXLJNz08Ocmx5mS3YJv9Z4C4ZtMrTWgqQmKPKFEBFWzSaICHy5dje78sp5e7Sbf3viGSbnJwIUUWJPfgV3ljbx73Z/jv909uXFaYGxZISaUB4nJi/7IHTMjvGN+v0UeIKMp6J0RyY5UFDFK8PtaX0OAnCwqBYBR6NesAWyXSv3ogg4jaJP9Z9bDBAWeH+8j4PFtXRuQNvicEkDlmbhC7qIWCnyPP51+zKupim7KK3STtzQeKL3JF+v3f+xe7tnWB3bhlgsxe37ypElkdPt4ysuCm5F4r5bqynK9RONLv29uNwyx8+Prh4giAKfP1IHts1/f+LsVWOKNkNjMYbGYmSH3Dx+dwP33VrNEy92MDWb4pX3+nnrxBAlBX4qS8J45xsTV2JbQz5nOyY2lGE70TrK4b3lPPHiRcJBN/ffWkPfyBwlBUFu2VnGa+8PLPZGBP0uJFFA8bl44qUOUqrB/bfWsHtzEWfbJ3jzxOCShT+K47lwpmOc+w5WU1oYIBz2Ypo2kiSgGxaaqqOqxuLjNM1E0xK4XDK7NxcgSY63hWk64kbT0/GPpGlP0xyn3/3binn3zPobwgMtJYiic/4ul4THo/C9Z9tWzUTYtqPzEEvoPHZXPaZpY9zAkc6Pml/4zoxr+YnaODsRj09hIDHNX1x8c0mAsEBzVjG/2Xwrv9l8K7ptYAH/fveD/Mttd7Anv2Ix1b5Ax9w4hmWxLbd01df+Su0easMF/MHJ5/jJpdOLAQKAbpkcHevh3518hpOTA/zOtiNkuZwZ6bdGuzhQWI1LvOy9HtFTnJoc4FBxHQBvjHRyqKR+2XmtxtacUnyygiyKmKaFrpnsK6hEEZf7u9eHC/HKrsWxzyt5Y6SDnXnlZLvSmw0u82dRFcwFEWaMBH90+nlaZ0Y4WFyb1uPhctPm0fH0mqtOTw1iYOG6Bu/6DB8dum4SiSS5ZWcp3358O3u2FFGQ4yM75KGsMMDdN1fyz764naJcL9FockkQIYoCHrfC2Y7Vg9V924pxKSJPvtq1TMfgSmYiKj94ro3CXD9VpZfl6TXd5NJQBE03GVwlQADIzfIwNLb2OPDVDI7FCPpd3L6/nIdvr2NgJEJZYZDTF8f570+cW9I8ua0uD1kR+flrjh321KyjInmmfYLXjw2sOC5YWhDgmw9vRZZFXjzax3/5x5P8l++e5D//wwmefbOH6ahGVpZv2eigphnEYyqRuSRzswli0RTJ5MbGhF0uCb/fTSDoIRD04Pe7cbvT3+PGYyp7thSzf1vxqrbSggA3tZSwq6mQ+LwIlsut8M7p4bRKFcPjMU5dGNvQeX0a+Gy9mw1iWTaF3uCGH1fqz8I0bXx+F9+7eHxZtC8LIt9quIm6cD5vjXbzva7jzGhOHdInuzhQUMWDFds4UtLAf73wxqKyoI3NmyOd3FnayJmpoWV9Epuzi2nJK+Pfn1xZ6GgBG/hBzwkCipvHq3fynbZ36I5MMqsmuKO0kWcHLtuvvjLUzu9sO8Lp6UFOTg5wV1kTX63bx993vLdmn0ahN8jX6vehiE690rJsLMvEbcnsya9Y1iRZ5s+iOzKxonnVWDLKe2O9/NbmQ/x/514hvka5I9vl43/dfBvJpIbX5+I/HH8B1TR4fbiTX2k8wNuj3euOcArA56taODHRT0xPL9Vp2TZnp4bYHizN9B98wjEMi1gsRXa2n92bC9m/vdgx8jGdJrN4TEWWRXw+N2BjmjaqquNyyYxMxIitIKwFThZha30+z7/dm9YEy1xM40TrKId2ly1LU8uSuObYoSSKG9YwWOi1Gp9McOrCOHfeVEksrvHumeElx5UVBgn4XUxMJ52SxPy/Bf0u3l5FcKg4z8/n76jjjWMDy0o5tg09g3P0DM5RW57F/bdWE4ul77uwFi6XhNfrxrAszrRNMDGTwLadfoaWxnyysnwkr2ggXQ3TtIhEkuzeXMj2hnxOXhynq38WVTPwuGXqyrNpaSpAkYRF0zVJEnEpEq1da5euruR0+wS7NheRTGqfCEnl68EvdCZB0wwCipv6cPpiOYXeIBWBHARBoD82zXBi6cUvIPBrTbeQ7fbxb088y8/7zi4GCOC4G74y3M7/feIZptQ4/3zL7bily7Ha6yOd+BQ3X6ndjXCVuMih4jreGOlMO6X+s76zbM8tI6R4yHb7cEky95dv4ZaimsVjLsWm+EH3cf6X5kPsyC3jz8+/TmUwh9/afOuKglSyILK/oIp/tf1ORhMRdMvE0i/fzPSUyRerd1HiW2rupYjSElGlq/mn7mOMp6L865a72ZVXviyboYgSBwqq+D933INsSoBA+8wYk/PS1hdmRzgxOcC/2HJ4TctvEYFfrttHfbiAJ3pPrvXxLSNhaKvuQjJ8MkklNWZnEkxPxUnEVURRIBBwMzQZ50LPNO19s6iGTVa2H5dLJrHGYlNbnoWmmYsLazqc7ZggK+ThzpsqnObeeZKqsUwsacl5q8aiN0O6BHwKlmXz9qkhegbn+N4zF/HMO18u4Pcq3HdrFYZpcfKC06jocUsc2lNGa/fkioGLIMB9h6o5enp43V6Prv5ZnnurF3/A86GvFbdbxh/w8OoH/fzVD8/w7plhuvpn6R6Y5dj5Ub7zxDmefasXj9eFL43PyjQt5uaSGLrJruYCvv7QZn79iy187cHN7GjKx9AM5uYuu7K6XDJ9w5E1zbKuJhrXGJ9OoCifnYzjL3QmAUBLmdxTtnlFZcOVuLO0iaSqg2RzamJ51H2gsIpSX5g/Ov3Cmg2Ahm3xN+1H+Rdbbudz5Vv5ce8pAFKmzp+df41/vuUw/2LLYZ4bbKV9doywy8vm7GL+qetY2u9tMhWjfXaMf9Z0CyX+LGzb5rWhdh6p3MH2nDJeH+ngwswI74z1kDR1vlKzB8O2eGuki8pgDv96+10MJea4ODOCbplkubzsyi8npqucnRpiT0ElE8ko+d4gmmY6c9eqgSAK/Ovtd/H3ne9xenIQC5u4oRF2eVY9V8u2+c7Fd7i9pJ7PV27nizW7OD89TMrUCSoetuWUYls2hmqSSun4w27e6u9a8hzf6zrOF2t28fs77+PoWA9vjHQtjnR6JJn9BVXcWdpEQHY7SpRpZhEWCCjutBqfMnzycLtlfH4375waorVzctncfFGen5t3lDq7bJ+yYjahMM/PpeG1R/quJpEymJ5L0lCZQ2NlDue7JukdnCMS1zjQUoLXI5Ncwa66e2CW5prcZbbMa9Fck0fP4OzibzQS13jrxCC7txRxoXuKTUVB7j1YhWDbuBSJofEYVaVh7j9UDTheFitRVRZGFAROXRxb8e8LlBcHqavIxuuW0TSTQMBDPH5tJkWyLOL3u/nJy52r9m2A8zn94Lk2vnRfE5IsLvNbkGURUXR6pkzTmneWNBZLIGshiqyaVVqLeFIn4Fn9Xvdp4xc+SEgldWqz8nm4Yhs/7Tu75rG3Fteyv6CK6FwKl1dCXUEw6bbiel4cvJjWhIBl2zzVd5bfaL6Vn/edXexrmFYT/MmZl/jtzYf5rebbiBsq48koES21ocY8cLwWbimqIaqlGIjP8ONLp3lpuJ1bi2r5ev1+REEgqqu4RAmf7MK0LO4qa8LGJmnoBGQXNaF85rQkUT3FM/2t1IcL2FNQSefcOP+19Q0erNjGwYJa4vOqb6mkjm3ZfL12P1+pMXl7tIuEqVMXKiDb7Vu1HGBj88pwO68Ot9OcXUxzVjG3lzZg2zbx2FLtfFEUmFWTyx7//e7jHJu4xKHiOn5v571opolpm/hlNwPxGfK8AaanYxRkB9c8l6uRBdGZJIllGhc/bbhcjn30WhMLo5NxfvJyB3ffXMnn76jje8+0LUv3K/PWzhtF001SSQ3TtKivyKapOhdxXiFya10+H5xb3kx3tmOCX3lkK+GAi7nY+vcSSRTYUpfHc2/1Lvn3jkvT3LZ3E99+fBtul0QqqZNM6fj9bkoL/Nx5oJLn37nE3TdXoq3SY7G9voCzHROrBsgNVTkc2F6CxyXR1jvNyEScsakE5cUhNhUFSaX0Daff3W6F0+0TawYIC0zMJHnn1BB7txQRCHqIx1Q8HhmXW8G2bZIpA0kWCIW8pFQdXTPSKoXYNrhcG0+2uxTxM7WZ+IUPEmzbJh5Rub2kkSJfmGcHztMfWxq9F3pD3F3WxN78SmKRBZ0FaXF8cIHyQDYF3iDvT1xK+/U7IxPMakl25ZXz3vjlC9wnK5T6w2hJg5DPw6Xo1IrNketh2BZBxcOxiT7+qfsYNo4k8lP953h2oJXyQDY+2YVbkvnVhpsBx5dhNBnhjtJGst0+NMvELcnUhwvwK26Sho5pWfyo5ySGbfHcQCu3lzYgy+JirVZVDVTVwOWSOJhfB4KNZhrcVlTHk31n1jxnG2idGaEqmEvrzDB90WnuLG1C08zFZifbtldskARH4Kk7Msn3u4+T4/YjCSIxXSVl6vzpgccwTZtUSudQUe26geECu/MrYF44JcOnC7fHxWsf9K8rE2zb8OI7fXz1wWYaq3M4f1VqXdXMeY+B9JElEZ/HWawc3ZbLu1dFkdi/vZih8eiyJsVYQqe1e4r7D9Xwoxfa0dfogRAEuPuWSuaiKv0jS0shhmnT3T9L7aYws1eYjhmmxR0HKnnx6CU6+2Y4vHcTbmXl95af4+W9s8Mr/m3v1iJ2by7itQ8G6Lg0vaRccez8KKGAi5taSqgrzyYaTS3RqFn9/Qh4PApn2tLL7gK0dk1y844SonGNrCwvo5MJjn8wsEShMuBT2FafT0tTAbJikVhn9NIwTMqLQxty+FVkkaI8P7Ho9XWQ/Dj5hQ8SwInoY3Mp6nwF/OvtdzGWiNIXn8a2bUp8WZQHskmqOtG5JOa85Kul2+wvqObp/vOLz1Piy6I/Nr0oUJQunXPjS2r4eR4//3zL7fTFpinwBDEsCwHwKy5n3HADMxnZLh+tMyP8Y9cHy9+3bdEbncItyfyrbXcuTkf8oMex+n5jpJMyXxabc4oJyB5iRorTk4OMpaLct2kLv9l8iN8/8RRJU+eD8UtsD5VhXJVB0TQT5qN2WRa5o6yR1tmRdcs7NaF87ixr4s9b36BzbpzGrCKKPEGSSWcnb5k29eEC2udWT4EmDJ2EMbv43y25ZaR05/G6anKktJETkwMMrKP2mOXy8ljVDgw1I7f8aUOWHRG19QSJFrBsm5MXxtjRWLAsSOgbjvC5Q9W8+n7/Ok2HArUV2WxvyKes8HJjtKoa6LpBKuUIsem6SSKu8uid9bz2fj8XuqeWPO9r7/fz8JFavnRvIy8evcTY1PKsVzjo5tDuMrJDHn74wsqjy4mUsXjfAqfWbts2s5EU7fOeBoNjMWorshieWD5RIUviio2ajVU57N5cxA+eb2NqduVFMRLTeP7tS8R3GWyvzycSSay7y3a5JCZnk8yuYd99NapmOkJSqkFjdS4/eblzWSYoltA5enqYsx0TPH53Az6/e81AQdNMvF431ZvCdPXPpnUejgeF9ZmSZs8ECfNYlk0yrpFKaITcHrYHShf//UolsQVU1SDs91IfLlhc8BRRvKbdvm6ZyKJEgSfIrcW13FxUw7tjPfyox+lTeLSyhdtK64npKltzSjg7nZ5ssySIHCisYlZLssmfveJiWBPK46u1+8hSnFHJhd6IBQYTswyuYLz03EArNxdVsz2nlFNTg7TPjbE9a/XRTXC6zhMxjd/ecph/6jrGe+PLleZEQWBPfgVfqdnDEz0n6Zz/bF8cvMC3Gm6C+SDBUE1uK6nnmYHzaUf5d5Q0Yszb2+q6iZow+Jfb7uAvL75J2+zKwUaJL8xvbz6MYAgkUzdOFS7DjUGWJS6s0pC3Gm2909y+r3yZSdHAaJREyqC+MmdVL4acsIeHj9RhWzZnOiZ45o0ekqqBIotUlYbZ2VxIfrafWMyR8F4ood22dxO37CzjQvck05GUI4CU7aU4P4CqmTx+dwMzkRRtPdMkVQOXIlJVmsWm4iBdfTP84Lm2Vf0JHAMrx4jOH/Bg2c4CePLi5UD9TPs4Dx2u5eipoWXeFynNwO9VmJhZWt67qaWEV9/vXzVAuJK3TgxSURzE51EWA/3VEEVhVQOptUikDHTDIhJTaajKprVr5e8oltD50QvtfOOhLevaQWuazsGdZfSPRND0tRd+r8exf/6sqS5mgoSrsG3SFsxRUwZfq9vHH51+noShEzc0stzeDb9mnidAY1YhtxbXcmpygP/a+sYSI6YnLp2iKpRLgSfI7SX1aQcJO/I2ETc0OubG+Zfb72A8EeXEZD8pU8cnu9lfUEmO208qpWOaNu+Od684orgSzrhmF4eK6zk1NYhhWaTTzqyqBi63zKNVO3i4cjvvjHYznJjDBop9IW4urMG0Lf5Hx7ucmrrcGHpuehjLtpFlCcMw0TSToE/hcHF9WuJPDeFCqkN5zExf3o2l5i2d/9fNtzGWiPLycBuD8XnvBm+Iw8X1VIfySCQ0ktdw0wJHrU1QHIU6GxvbdAKcT7rz22cFm5UtjddCNyySqsFjd9VzrmNyicvihe4pDu0pY2gsSuQqKeGsoJsv3NPAuY5J3jm19BpVNZO23mnaeqepr8jm3oNVSwIFURSQFJmAz0VO2IuNTSSm8aMX2hmbSuBSRHY2F3KgpYTx6QSqZjI8EePFo5eIr7HoCgLUbHIkhgMBD+PTSZ56o5vf+vKOJVMaQ2MxZqMqt+7etKyBsWdgjsbq3CXeExUlIRRFomMDjZXHW8c4sr983SDBtsElb7wXQJZEkimD7oE5ivMDqwYJ4AQKZzsmaK7OWTNISCZ1AgE3j93VwE9e7iClrnxswKfw2J31iDiTK58lMkHChyCV0PEFXfzr7XfzFxfe5MLMKN+oP7Dqrn0lfLLC5uxi/rHzA1pnR1ad2//Tc6/yJ3sfpiaUz12lTby4jiV1oTfIl2t28UTPKd4d7+X5gVb+aM9D5Cr+y3V9A2bnF81QtpeTKwgdrcXpqQEeqNgKQLbbR7rdOoZl8fJIG/2xaQ4UVlMfLkQQHMXJf+z8gNaZkWUlFQubOS2JT7w86pSMaTxS1ULC0Hj3in6Oq6kL5fNbmw8Rj6krZoQ0zSDk9vBYxU4UWURAQDdNLM1aMYuUDh6vgterMJGK8fpgB5OpOKIgUB3M41BxHSKZWcqPiqtHidN6jCCQSuo0VGbT0rh0RFrXTb5yfxM/e61rSabhvlurudg9tSxAuJqOPsfP4d5bqpiZiWPbzmLkEwQqS0O8d3aE1q7JJQuSKIoYhvM77B2cW7R9Xo/KkjAuRUKzLKJJnZ++2rnobqhfpQr49OvdfOm+Rmzb5s3jg4vZlzPtE3z1wWbeOD6wOIlRX5HNxZ6pDTUjdvbNcOdNFUiSuGZvgmGYFOT6UGRxzV6MKxEEZ7ritQ8GyAl7CAfWH4k83T7OzuZCEgltzWs8FlMJ+d386qPbON81yZm2CWbnew5ys7zsaCygqToXVdVvuMT0x0EmSPiQJKIafr+L/2vnfXRHJuiJTHC4pJ7/2fl+Wo+/qbCG/tj0us2Opm3xRO9Jvlyzhwcrt5Hl9vLsQOuyoEJEYHtuKb9Ut5c3R7oWF8+W3E2oukEiuvKOWBKFZfbWsiASdHmWNP5dSdLQUUQJSRC5tagWO93GfxskQaB1ZoTWDfhmONoJly9mw7CIRVR+qXYvBwqreXmojXNXOGvWhPI4UtLA9txNJK6ajlhyOgvZo+vUa+T1K1iyzZ+ef5Xuq6Smz04P8VT/OQ4W1fJ49U4URfpM1S8/aQhAUb4f0ncRx+eR8bplZhLO+N6CvgI4DbO27WSIvnB3A9NzKU61jSOJAtkhDz9apS/gajouzbBnSxH+K9LviYSGyyWzd3MRt+woZWQivij2U5TvR1VNdM1g79Yi2i9NE1ln6kGRRW7dXYam6rhcCi9/0INh2piWI37m8yhoV9w/InGN7z/bxoOHa/n249s43zlJZ/8sKdVgaCzG/bdW8+TLnZiWjdcjLys/rIdp2aTmsybmGlVZw7AwDYum6tw11S+vpKo0jCAI9AzOUlJQtqYa5gKRmIaqm0iSsBiArUY8riLLEg0VWbQ0FCAILEpMp1I60WjyM3sdZ4KE60AqrqMmDEo8YUSXSF24gAszIxyfXHnueIHKQC4PlG/lr9veTut1TkwO8M2Gm/iPp1/i8Zqd/Mnehzk5ObCoZJjj9juLNTZP9p7hnbFuwFE7fLSqheQa43umZeOTHXGXYl+YQ8V17C+owi05TU6SKHJ+epg3RjoXF2Kv7EK3TKqCueS4/YtZiXWxbOpD6QtYgZNxyfH4iKpLV3Jddyy/Sz1hfrXhJkRRRDV0FElGREBN6URmE0sat24kbreMLcMfnX5h1fFK07Z4faSDOS3JrzbetETvPsP1RdMM6iuyee39/lVr9lezpS6PlLrU+Onq7yeV0lFVHY9b4eCOUiRZ5EL3VNo7X4ATK6TfF2b4JUkk7FcQAgq2DXOzl0V+fD4XX7ynkSdebF8sg1yNxy3x+SN1+Nwymqajmxa987bNtu00YTZU5fD+2aVBeiSu8Y9PX2BTUZDtDfl8/kitk4nQLUQRHr+7nuffvoRl2UjixjM0oihisv73oGkG+7cX09k3s276XpZFDrSULI5p1lVk89YqypFXY1n2vM33+hiGiWGYJOLaYtD4i3DdZoKE64Rt287FngTdJfHNhgPkevy8PtK5bNpBEkR255fzldo9/PTSmbR307plolsmESPFfzj9AkXeELcU1bA5uwRZFInqKh9MXGJH7iaOjvUgILAjr4yv1+1HTeprNtQYusmuvHK2ZpdypLSB45P9/Ofzr9IXncLG6fC/qbCGr9TuYVqN8xcX3mRnXhk9kUl+rfFmUuvUGa9EVQ1qswvI8wSWeE+sxYGCahKGTijszDprKWMxcl/47JPJBUtw0GwzrXGr643LK/M/u95PS3/h1NQAp6cGafQVkUxkmiJvBJZlo+kmOzcXcvTUymN8V+J2SexsLkRPo658uX9JJxjy0jM4u6FzuzQ0h9slIwjLK3Wmaa36+00kNLxeha8/tIWugVlOXxxjfDqBZTt9Edsb8mmuyUXXTGKxFF6vi6Gx6OJruBQJRRbZ2VTAsXOjKzb+DoxGl2gUeD0y3358G1lBN994eAvRuIYgCJy4sLbA0pUEfApet0wqsX5KXlUN/LLEF+5p4IkXO1btu3ApEg8erkHTTI6fH6WyNIQsCXSnMY0gSyIel4R6Df1GvwjBwQKZIOEGoGkm1lyKe0o387nyrbw31ktffHqxIe5gUQ2yKPL2aDevDXek/byyIKKIEinDuWBGkxGeuGoaQURgV14532w4QFO4ELckoyaMdbXNddXkYFEtET3Fvz/1HGPJpSIms1qSZwfO8+LgBb7ZcID/bevt+GU3LlHC1tlQY59l2SRVnQfKt/J3He+ue7xPVri9tIEf9pygJzLJ4eJ6DpfWE48u92//OAKDBVwuCROLU1Pp93a8MtTO9q1lmSDhBpJKauzeXMRcVF2zmc2tSDxyh+PwuNEOdUFgQ1kEAG3xeIGNWs0lk47jYmmej+o76hclny3LJpnSiUVTi0H0lefmViQen7erTqQMbtu7vFHxakRB4P5bq1FTBvG4iqYahMNegn4Xfq+yZuPklWyrz1+WoVmLeFwlEHDzrUe2cr5zgjPtE0zPOZnEUMDFtvp8ttTmMToV55k3elAUkdv2lHPq4nhaE08NVdnoxurBWAaHTJBwgzAMC2POMZLZmVXOzpxNzh9sAT1uInoEctwr2yovsMmfzaHiOrbnluKX3Ri2RVxXac4u5vhE34qTCNb81MGdpY1oCZOIln6h3cbmP597ddFeesX3ZVv8TdtRfnvLYQo8QVJJHTW58W5eNaGzM3cT0xVxfraGoJFPVvit5kMMxWc5PtGPjc0Tl07RGRnn2023YEc+OQJHsiLx/vilDdn79kQnSRjauqNYGa4dw7CIRVMc2VdBZWmYk61jjExebjhUZJHG6hz2bS1GlkTisY03p1iWvWGhpYXjr3XSxbJsEgmNRGLBU0RY8bls2yY038h39y2VxBIaP3+1m4BP4Yv3NiKJAm+dGFyxHBPwKdx7SxX5OT5i87batu2k6FOqzv5txbyyTpABjmdES1PBhnftsZiKz2expTaPbfX5i/GUIAh0D8zy7Fs99I9EyQq5eeRIHfGknnZT567mIvTP2LjijSATJNxgHJW1yxeGIAj4Qy5022JrTikhxUNEX3pT8koKv9J4E/XhQt4f7+W/XXybOS2BIko0hAu5e1Mzj1Xv4G/b3uXC7PJSxcD8GN9GdkOKR+K1oY41A4QFLGx+3HuK3225C20F3fl0sCybWETlSEkjDeFCXhi6yLmpIaz5HZVPdnFTYTWHS+oZis/ynbZ3lkw8nJke4qm+c9xV0vSJWVxt7GXfZTrEdJWA4F7/wAzXjK6bzM0lKMv3U3NPA/GkTiyuIUkiuVkeTMOad4i8tu5Vy7RorslNW3QHHDGiZJrj1uvhxAYrBxuqalBaEKSsMEBlaZi//tFZLNsmEtf43rMXueeWKn7t8W20987QOziLZlh43DINldlUl2Whagaxq2y1ATRVp7k2l1hSX9bbcCU+j8xjd9VjGdY1OUMmEjqG4bjuJpMGF7qmGBiLomom4YCLx+6sp6woiKrpeD1eskOedcdeb9uziaBfIRrZWPPlLyKZIOEjRBDAH3JzcW6Ev2k/yj9rOsiXanbznba3Fy9vtyTzO9uOMKcl+d0PniRhLL2JjCQivD7Syf6CKn69+SDfaXubc9NLa62WbW9o7EsUBTxuhTdGO9N+zEB8hpHEHFluX9q6EldjmhbR2SQFniDfqj+ADUypcQQg3xPgUmyKJy+d4cR8BuFq3hjp5HMVW1ElY0MpQ5dLRnaLuF0ysihhmCaqbqCnzA8VcAgIuFaRil7zfCQJPqLGyl9krtx5u1wyIZ+MbbMkNX+tpFI61WVZG0q/72wu/Eh2spZlk1J1btlZSselaVJXlB5jCZ0nXuwgN8vD9oYC9m4rXvSo6B+JEomN01iZveJ0s2XZRCMp9mwporI0xInWMboHLhtM+b0KW+vy2NlciGVaH2o8cKGh0+2W2daQz87Nzti0adoYusHMTNzJ5ngVvnJ/E6+810dH38yy0kY46ObmHaVUl4WJRpYHPhmWkwkSPkI8PoX+xDTfaXsHC5u/73yPf7XtTr7ZcBP/0Pk+umXypZrdxHSVv7jw5ppp6/fGe9Esg19tuJnfO/7Ukh1sgTe4ocYaSRKZVRNMp2l2tMCZqSEO59dv6DFXY9uOIZSumQTDbp7rP0/KNJhIRZf1RVxN0tQ5MdHP1mAJiXgaJjiSiC/oQrdNXh5u4/TUIElTxy+72JVXzqHiOtwoJCLX5lxnmTbbc8rWLJ9cTbbbR47Hz2xiY599hg/H9VbFsyzHD+S+g1X8+KXOdUtOt+wsxa2IzKXRxHc9UFMGedk+3ltlxz81m1qxNyE75KalsWDVBd40LSJzScI+hXturgQE4ikdSRQI+FykVB01pV1TBuFKBMEZO1UUGfcVZR3TcATRFq7XZNLpeTiyv5zb95XT2j1JNO6cT0VJiLJCx3AqGkn+QjUffhgyQcJHxMKP/MftpxZT6jFd5T+efZlfbzrIn+x9mOMTfezNr+D/PvFsWnXtk5MD3FRYw8HiWp65wkPicEk9lpb+zkgQBLS1BpdXQbMMbOH6XGiSJDCnpdYdG72aocQsW0LFaTy/SDDs4YXBCzzTf37xOwBHxGkwPsvT/ed5tKqFg0W1RGdTG76JqKpOYU6QikAOfbHptB5za1EtqVT6zVwZPrkkEir5OT4evbOOZ9/qXTGjoMgit+wsZUtd3jJb4xuJYZiIgkBig/1DiZSxOO63GldOFy1YM1sGi7v7KxEE5p9PwLLstPoxFEUiEPQwOZPk5MlhegZn0XSnJFJfmc2u5kKysnzEYk5GaMFcTlEkGiuzAWd8xLbtFc8pw9pkgoSPCLdbcYyjrlo8onqK/3j2JWpD+XypZhc90SnGU+vboy7wxkgHv1S7l+f6W7GwacoqItvlYzaW/s7Utu1ljpbpEFK8CPbHqxwoXPG/a+ELunh+sHWJIdfVmLbFD3tOIgAH8quJzW1sl7cwEveF6p38v+deWTfQy/MEuL2kgVTGfvozgVO6SJIb9vBrj22jZ3CWC91TjteCLFFVFmZzrWMAFJn76HeypmWhbFDueKPHr1a2kWURt1vBM++IadvOxiCZcrKIq2V2FEUiGPTwwjuXaOtdeu9MqQZn2yc42z7Bni1FHGgpITJ3WU9C1z9c+TCDQyZI+IgQJYFzU6vLtXZFJojoKqc3KI18fnqEgOImzxtAAL7deMuGx+l03cQvuakN5S/xjFgLURDYX1CJkbw+F6Fp2oTdXmdkcwMumpv8ObBO0sTlktEsg2f6W9N6zh/3nuZAYc01TRykEjqloSx+s+lW/qrt7VUNvwq9Qf73bXdg6VbmRvYZwrad0b1kUqMo10dpQcDx7bCclPj16H+4VkzDoqI0xNB4etok4Mg6p9QPF8T6fC5cbpnWrilOt40vjjH6PDJb6/LZ0VSAyy0Tj6WW9QgEAh5ePLo8QLiaY+dHUWSRHY0FRDLNiNeVjbtoZLgmbFjXIdIjySTMjV2QNjYpU+dAQRX/puUeTNVCvYaJAzWlc6S0Me3jt+eUIQvSh641LmCaFrphsq+gMu3H+GU3O/M2oa2nyOYWeWW4PW2LbcO2eHu0C8W98SZE24Z4RKUmkM8f732YB8u3Or4WOI2NlcFcfqXhJn5/5/0EFPc1fVcZPvlYlk0yoRGLpojMJYlGU8Tj6scq3atpBi0NBeuWD65k1+ZC9A9xjfv8bjTT5u+ePM+r7/cvBgjglDLePzfCf//xWYYn4gSCS83xPB6FuZjKxZ70Snfvnx3Bxsk+ZLh+ZDIJHxECkOXyrXlMyjTwScoGn1fAJ7k4XFSPloZo0mqoKYNt2SXszq/g+ETfmsdmu338Uu0e9Ou8wBkpk7tLm3l3rDcty+3bS+pJ6fq6kw0el8LpqfRkWhc4OTnArUV1G3rMAguBgsslcVthPfeVb8HGyb7opuP6F4+mCIfX/j1kyHA90XUTrw/2bClac2RxgcaqHMIBNzMz8XWPXQmXS0YUBX74fPuaEx+GafPU69184e4Gwn4XiflMqOKSePd4eo634EjLn+2YYEtNbiY7dx3JZBI+InTNZE9+BYoo4RZl8j0BCr3BRb8EgM65cVpyyzb0vFtyijEsi9jc6gZG6eCkQlW+Wb+fIyUNyMLKP42aUD7/puVuBANS1zlIUFUDn+jinzXesurrL7Anv4J7NjWjJdY/B0kUSRgbK8EkTW3RLe9a0TSTRFRjairGzHScqakYs9MJknEt0zyV4WMhHlPZt62YXc2Fax5XX5nN3TdXErtG3QhwgoRj50fTGgm1LJs3Twzidl++H3rcCpeG5zb0mr1Dc0jXYDOdYXUymYSPCF038dgKv735NqpCeQg4egayKHF+epjXRzo4OtrN/eVbyPcE0hI1ArijpPG67eh13SQ6p/Jg+TYeqNjKmyNd9EQnMW2LXHeA24rryPMESM13Mt8IElGV2lA+/0fL3Tzdf44zVwgsAZT4whwpaWBfQRWxSHrpW9Oy8MmuDQkdeSUXpnV9UsO2fe2qehkyXE9M0yIaSXJTSwlb6vI4eWGM9kszaLqJLIlUbwqzq7mQghxnWuBad+SSJOJySZxfQwb7aobHY0TjGh6PvLjh2ajUta5bGyqnZFifTJDwEeH1uxBFgZFEhH/qPs5IwomQs1xeDhbV8vX6/Ywk5jg1OcBXavfwZ62vr9sdvzNvE7XhfOY2aNm6FoZhEp018Xhkbi9p4BazBnAar2zdTt/p8RqxbYjNqWR5vXyj7gB6rUl/bBrDssj1+Cn2hZ0557lU2gJKKU1nZ94mnh1Ir3ERYFdeOUYmZZnhM4hhWMzOJvB4FA7uLOXOmyoXpZZVzUDXHHGiDxPXyrLI9FxqiXBTOvQMztJUlb0YWHs9MuoGeiJ8HhkrI0x2XckECR8BvoCLmK3yB8dfYVZbuqDPakme6j/Hi4MX+bWmW8j3BAm5PPz25sP81cW3SK7SyLivoJKv1e0jHr024Z/1MAwLRZKIRT6ebmzHUVNHUSQqXDmAk5Kcmd74zctQLQ6XNPD8wIUlWYnVUESJW4pqMqOJGT7TpFI6qZROLJZCEITrnvEyrsE4yTAvtxcnUzqNlTmrCkCtRHNNLoaRCe6vJ5nizQ3G7ZaxJJv/dPblZQHClaiWwX+78CaSKBCU3VT4cviP+x/hq3X7qAnlkze/i76tuJ5/v/tBvlq7j1hEvW7TBZ9UdN1cFGpRVeOadjeaZuASJB6s2JbW8Y9X7cS2PjnGURky3Ehsm7SFjdJ/ThufZ2NN2OAYSi0UC3TNoKWpAFFIr3zgccvUVWR/qN6sDMvJZBJuMLJb4umBc2nVww3b4se9p/it5kPEI46DZEuojL35FciihGVbaLqJoZobEkvKAImoxh2ljQgC/LzvHOYKDpqyIPKF6l0cKKgiOvfRqeFlyPBZQ9dNsrM9FOb6GJtK714lyyL1FdnEYo6ImaaZeDwuDu/bxCvvra3EKghw38EqVG1jPi4Z1icTJNxAJEnEpUi8O96T9mPaZseIaincbqd5xzA0ktc2gZThCkzTIjqX4raieg4W1fL6SCenpwZIGQY+2cWuvE0cLK4DyyY6t3FJ5gwZMlxmQX10R1Mhz7/dm9ZjGqtyMC1rSbkgFkvRVJ2LLIm8fmxgxf4Ev1fh7psrKcrzL9pZZ7h+ZIKEG4gsiwzFZpc5Oa7H+ZkR9mSVo3403i+/MDiukykUReK2gjruLG1EFkUMy0LXTNSYnikxZMhwnVBVg4bKbLr7Z+hcx0I7J+zhtj2bSCWXjio7TpNJqsvCNFbl0NY7TVf/LJpu4nHLNFXnUF2W5fRWrGBnneHDkwkSbiCCIKBeg3GSamVqajeSjKZ7hgw3HtO0iMVS3HdrNW+eGORs+wTmChm6qrIw9x2sQlNXFoNbkLOWJJHK4iDVZWFEQcCybSzTypg23WAyQcINxLJswi7Phh+X7fJlIuIMGTJ86tE0k2g0xYHtJdzUUsK5zknGJuNYNmQF3WxvzMfrkkkmtXUbDk3TWlRjzPDRkQkSbiC6bpAXDFDiCzOcSE85zC3JbM8tJR7J1BoyZMjw4RBFYX680f7YdttO5i6Jokg0VeXQXJ3LvJochmEyO5tpwv4kkwkSbiALzTuHSxr4btcHaT1mf0EVhml9rEYwGTJk+PQiigIej4LLLSOJIqZpIcsiqmZi6AaplP6xZCozZb5PJ5kg4QajpgxuKqzizNQg52eG1zy22Bfm0coWUvFMT0KGDBk2jtst4w+46RuKcPLiGP0jUQAkUaC+MptdzYVkZ/k+VsvqDJ8uMkHCDcY0LeJRjd9oPsgPuk/wzljPshl9AdiaU8q3Gm5CS5loWiZIyJAhw8Zwu2W8Phc/eamTgdHokr+Zls3Fnmku9kyzs7mQW3aWEplLZjQFMqxLJkj4CNA0Azti82jlDj5f2cIbI530x6exbZt8b5DDxfUEZDephJ5RC8uQIcOGEQQBf8DNky93LQsQrubkhTHcisiOpkKikYyuQIa1yQQJHxG6bqLPmiiKxMH8WoR5p1bbBkuzmMuIgGTIkOEa8XhkRsbj9I9E0jr+2PlRdjYXoShSpk8gw5pkgoSPmEzzToYMGa43LpfMiQuDaR9vmDbnOidoqsrJ3I8yrEnG4ClDhgwZPsUIghMkDIyml0VYoH8kgiSmZ56U4ReXTJCQIUOGDJ9ihHmXRMPY2FyjYdgImSAhwzpkgoQMGTJk+BSzIJLk826seuz3yhk54wzrkgkSMmTIkOFTTiKp0VSdu6HHbKnLwzQy/QgZ1iYTJGTIkCHDpxxdM9nZXIiQZvUgHHCxqSiUGbnOsC6ZICFDhgwZPuVomoEsChzZX7HusbIs8sBtNSSTWqbckGFdMiOQGTJkyPAZIBZL0ViVg0sWef3YAInU8ixBbpaHew9WE/QpxKKpj+EsM3zayAQJGTJkyPAZwLJsopEk5cVBvv34droHZukemEU3LLwemc01uRTk+kgl9UyAkCFtMkFChgwZMnxGsCybeEwlmdAoyfNRWuAH5q2iTYuZ6fjH4gCZ4dNLJkjIkCFDhs8YlmWTSGgf92lk+AyQaVzMkCFDhgwZMqyIYNufzOSTbdvrdt5KkpixOr2BZD7fG0vm872xZD7fG0fms72xfNjPVxSFRSXOD8snNkjIkCFDhgwZMny8ZMoNGTJkyJAhQ4YVyQQJGTJkyJAhQ4YVyQQJGTJkyJAhQ4YVyQQJGTJkyJAhQ4YVyQQJGTJkyJAhQ4YVyQQJGTJkyJAhQ4YVyQQJGTJkyJAhQ4YVyQQJGTJkyJAhQ4YVyQQJGTJkyJAhQ4YVyQQJGTJkyJAhQ4YVyQQJGTJkyJAhQ4YVyQQJGTJkyJAhQ4YVyQQJGTJkyJAhQ4YVkT/uE1iLtrY2Xn75ZT744AO6urqYm5vD5/NRV1fH/fffzxe+8AUURdnw8/7Zn/0Zf/7nf77mMf/23/5bvvzlL1/rqX+ieO+99/i7v/s7zpw5QyKRoKSkhHvuuYdvf/vb+Hy+a3rOF154gX/8x3+kra0NXdepqKjgwQcf5Gtf+9o1fSefNmzb5tSpU7z66qucOHGCnp4eYrEYwWCQ5uZmHn74YR544IEN27X+7u/+Lk8++eSax3znO9/h1ltv/TCn/6ngRl6nN+Ka+DQxODjIkSNH0jr2kUce4T/8h/+Q1rG/SPfWiYkJ3nnnHc6fP8+5c+e4ePEiqqqyd+9e/uEf/mHNx+q6zt///d/z85//nP7+fhRFobGxka9+9avcdddd13xO8Xicv/7rv+aFF15geHgYn8/H9u3b+da3vsW+ffuu6Tk/sUFCf38/Dz300OJ/FxcX09jYyNjYGCdOnODEiRM8+eST/M3f/A3hcPiaXiM3N5eKiooV/5afn39Nz/n/b+/+g6Io/ziAvwHvkB8pkoFwiBCwgDhnBjk4GY6HDM7ICMxUKJmhgoliBlgYpY1jpF+1MitsRgIuJ4azMpliRAKCKdJwRKQAG1DADhREJBkg7tfz/YO5G5BF7o5dvTue1wwzsrv32d3z+Tw89zzPPmdqTp06haysLBBCMG/ePLi5uaGlpQUnTpxAaWkpCgoK4OTkZFDM//3vf8jNzQUAeHp6ws7ODs3NzTh8+DB++eUX5ObmQigU8nA3puPixYtISEjQ/T5//nyIRCJ0dHSguroa1dXVKC4uxmeffWbUe+Hm5gY3NzfWfcaWd3PFdZ7ykRPmxtbWFs8+++yE+4eHh9HQ0AAAWLJkicHxp0PdWlxcrHfjabTh4WFs2rQJly9fho2NDXx9fTE0NISamhrU1NQgKSkJu3fvNjhub28v4uPj0draCqFQCF9fX/T29qKyshJVVVXYu3cvXnnlFYPjgpiotrY2smzZMpKdnU3kcvmYfZWVlWTp0qWEYRiya9cug2MfP36cMAxDMjIyOLpa0/Tnn3+SgIAA4u/vTwoLC4lGoyGEEHL79m0SGxtLtv+mbQAADDNJREFUGIYhKSkpBsUsLS0lDMOQRYsWkbKyMt32lpYWIpFICMMw5ODBg5zehymqrq4mEomESKVS0tPTM2bfDz/8QBYtWkQYhiGHDx82KG5GRgZhGIYcP36cy8s1S3zkKR85YYnOnDlDGIYhYrGY9Pf36/266VK3EkLIt99+SxISEshHH31ESktLybFjxwjDMGTDhg0Pfd2BAwcIwzBEIpGQ69ev67aXlZXp6o3y8nKDr2fbtm2EYRgSGxtLbt++TQghRKPRkMLCQsIwDAkMDCSNjY0GxzXZOQnz5s1DeXk5kpOTIRKJxuxbsWIF3nvvPQBAaWkp7t279zgu0eRlZ2dDo9EgOjoacXFxuq5vV1dXfPzxx7C2tkZpaSmuXbumd0xtV2JSUtKY7kofHx988MEHAIBvvvkGvb29HN6J6RGLxSgpKcHGjRvx5JNPjtkXExODHTt2AAC+++47aDSax3GJFAs+csISnTlzBgAQEREBR0fHx3w1punFF19EXl4e0tLSEBERMa4eYNPT04PCwkIAQFZWFp5++mndvvDwcCQmJgLApEM2D2psbERFRQWsra3xySefwNXVFQBgZWWFuLg4REdHQ61WIzs726C4gAlPXLS1tYWdnd2E+7Vjsmq1Gjdv3nxUl2U2BgYG8OuvvwIAXn755XH7vby8EBoaCgAoKSnRK2ZbW5uu8oyLixu3f9myZViwYAEUCgXKy8uNvXSz4Ojo+NC5F9ry2dfXZ/ENJnPBR05YIrlcjkuXLgEYmY9AcaeiogJKpXJMWRtt3bp1AICGhgaD/q6dP38eABAaGso6zKOtr6uqqjA4OGjQNZvsnITJ/Pfff7p/z5w506gY165dQ3p6Ou7cuQMHBwf4+/tjzZo18PPz4+oyH5umpiYoFAoIhUKIxWLWY4KDg/H777/j6tWresWsq6sDMDL+rm2pssVsb2/H1atX8dJLLxl17ZZgquXzjz/+QHNzM/r6+jBr1iwEBQVh7dq143rVpgOu8pSPnLBEZ8+eBSEE7u7urH/I9GHJdetUaOvQ4OBg1v2urq7w8PCAXC5HXV0dPD09DYobEhLCul8sFkMoFGJ4eBhNTU0Tnp+N2TYSiouLAQBOTk7w9fU1KkZTUxOampp0v1dUVODLL7/Exo0bkZGRARsbG06u9XFobW0FALi7u0/4iVdbALXHTqatrW3M67iIaam05TMgIMCo7lrtJzmtn3/+GV988QV27dqFpKQkTq7RXHCVp3zkhKUhhOieromOjoa1tXGdzZZct06FvnWoXC43qAxOFlcgEMDNzQ3t7e1obW21/EZCZ2enbmxly5YtBhc4FxcXvPHGG3jhhRfg4eEBR0dHtLa2oqCgAIWFhZBKpZgxYwbefvttPi7/kfj3338BPHwmvHaf9lguY96/f1+vmJbor7/+0o07bt261aDXLliwAHv27EFoaChEIhGEQiH+/vtv5ObmoqSkBEePHoW9vb1xs5TNDNd5ykdOWJqamhrI5XIAxg01TIe6dSr4qkP5rJvNrpEwNDSEHTt2oL+/H2KxGJs2bTI4Btt4ur+/P/bv3w8PDw8cPXoUUqkU8fHx8PDw4OKyH7nh4WEAeOi4ufbRPO2xXMYc3d0+nfT09GDnzp1QqVSIiIjAmjVrDHp9cnLyuG2LFy/Gp59+iv3796OgoADHjh1DTEwMHBwcuLpsk8R1nvKRE5ZG24sQEhKid1f3aNOhbp0KvupQPutmXiYuZmVlwd/f3+CfV1999aFxFQoFUlJS0NjYCJFIhM8//5zzhXs2b94MFxcXqFQqVFRUcBr7UbK1tQUwsmjHRBQKxZhjuYxp7DwRc9bf34+kpCR0dnYiKCgIhw4d4jR+WloaBAIB7t+/j4sXL3Ia29wYk6d85IQlGRgY0E2Ai42N5Ty+pdStU8FXHcpn3cxLI8He3h5OTk4G/zxs7FalUiE1NRW//fYbXFxcIJVKJ5w8NxU2NjZYvHgxAKC9vZ3z+I+KPt2m+nRRjTZr1iy9Y2qPnS4GBgaQmJiIxsZG+Pn54auvvuL80bEnnnhCN/HLnMsmF4zJUz5ywpKcP38eg4ODsLOzw+rVqzmPbyl161TwVYfyWTfzMtyQmpqK1NRUzuKp1Wrs3r0bZWVlcHZ2Rn5+PubPn89Z/AdpeydUKhVv5+Cbl5cXgJH5G0qlkrXHRfuIjfbYyXh7ewN4eIIbGtMSDA0N4fXXX0ddXR28vLyQl5eHOXPm8HIuSyibXDH0veAjJyyJdqghMjKSt7URpnv59fLyQm1tLed1qJeXF7q6uiaMq1Qq0dnZaXBcwITXSdDSaDR45513cO7cOcyePRt5eXnw8fHh9ZzNzc0ARhZ0MleBgYEQCARQKBSor69nPeby5csAgGeeeUavmNpPAXK5HF1dXZzENHfDw8NITk7GpUuXIBKJkJ+fz9uysyqVCjdu3ABg3mWTK4bmKR85YSn++ecf3RM1fAw1aFlC3ToV2nJVW1vLur+rq0s3cdSQMqg9Vlt+H1RfXw+lUglbW1sEBgbqHRcwg0bC+++/j6KiIjg6OiInJwcBAQG8nq+yslJXkJ9//nlez8UnR0dHLF++HABw+vTpcfvb2tp049r6di16e3uDYRgAgEwmG7f/woULaG9vh0Ag0PvLY8yZUqnEzp07ceHCBbi6ukIqlU74fQtckMlk6O/vx4wZM4x+ft1SGJOnfOSEpdCujSASiYz+IqDJWErdOhXh4eEQCARjytpo2qeiFi5cOOF3X7CJjIwEMLK+Cltvgra+DgsLM3jCs0k3Eg4ePIjTp0/D3t4eJ0+enHABFDbr16+HRCJBfn7+mO3Nzc3Yt2/fuGVXNRoNfvrpJ6SnpwMAVq5cadD5TNH27dthZWWFoqIiyGQyEEIAAN3d3UhLS4NGo8GqVavGNbwkEgkkEgnrqnMpKSkARr6JcPTkoxs3buiWyo6Pj4ezszNft2US1Go10tPTUVVVhaeeegpSqVTvIbCJ3t/q6mocOXJE98yzlkKhwKlTp3RfJrNu3Tq4uLhwch+maip5OlHuA8bnhCUjhODs2bMARnoRJvvmUlq3Gm/u3Lm6J0DeffddXc8gMLKWRE5ODgDolnUfraSkRFd3PCgoKAgrV66EWq1Gamoquru7AYz838pkMhQVFcHa2pr16anJmOwjkFeuXNEVQgcHBxw5cmTCY7dt24YVK1aM2dbV1YWOjg709/eP2a5SqSCTySCTyeDk5AR3d3fY2Njg5s2buokdISEhOHz4MLc39BiIxWLs2bMHhw4dwr59+3DixAnMmTMHLS0tUCgU8Pb2xoEDB8a9rqOjAwBYl++MjIzEa6+9BqlUiuTkZHh6esLe3h7Nzc1Qq9UIDg7WVQaW7Ny5c7qZ4EKhEJmZmRMeu3fvXixcuFD3+0Tv79DQEHJycpCTk4O5c+fqJua2trbqjo2MjERGRgan92KKppKnE+U+YHxOWDLt2ghWVlaIiYmZ9Hhat464devWmPdL+/RAbW3tmN6YxMTEMQugvfXWW2hoaMCVK1cQFRUFPz8/DA4O6uYibN68GatWrRp3vsHBQV3dwebDDz/E+vXr0dDQgPDwcPj6+uLevXu4desWrKyskJmZiaCgIIPv02QbCdo3HBj53u47d+5MeOzdu3f1jisSifDmm2+irq4O169fR3t7OxQKBWbPno2wsDBERUUhKirKYlYES0hIgL+/P3Jzc1FfX4+7d+/C3d0dq1evxtatW4161j4zMxNLlixBQUEBmpqa0N3dDR8fH6xduxYJCQmcP5ZqikaXz46OjocmL9sfKzZBQUHYvn076urqdCujKZVKODs7Y/ny5YiNjWX9FGGJ+MxTPnLCnGknLD733HNTmhA+3epWtVqNvr6+cdtVKtWY7Q+uSzBz5kx8/fXXyM/Px48//oi2tjYIBAIsXboUGzZs0A0dGMrZ2Rnff/89Tp48iZKSErS0tMDe3h5hYWHYsmWL0UOUVkTb30ZRFEVRFDWKSc9JoCiKoijq8aGNBIqiKIqiWNFGAkVRFEVRrGgjgaIoiqIoVrSRQFEURVEUK9pIoCiKoiiKFW0kUBRFURTFijYSKIqiKIpiRRsJFEVRFEWxoo0EiqIoiqJY0UYCRVEURVGsaCOBoiiKoihWtJFAURRFURQr2kigKIqiKIrV/wEc9XqI55In8wAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "\n", "# keys are k (number of clusters), values are mean_d (mean distance\n", "# from each sample to its cluster centroid)\n", "mean_d_dict = dict()\n", "for n_clusters in range(2, 10):\n", " # fit kmeans\n", " kmeans = KMeans(n_clusters=n_clusters)\n", " kmeans.fit(x)\n", " y = kmeans.predict(x) \n", " \n", " # compute & store mean distance\n", " mean_d = -kmeans.score(x)\n", " mean_d_dict[n_clusters] = mean_d\n", "\n", " # plot clustering\n", " plt.figure()\n", " sns.scatterplot(x=x[:, 0], y=x[:, 1], s=100, hue=y, palette='Set2')\n", " plt.suptitle(f'{n_clusters} clusters has mean_d: {mean_d:.0f}')\n", " plt.gca().get_legend().remove()\n", " plt.gcf().set_size_inches(6, 3)\n", " \n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{2: 2965.135122094404,\n", " 3: 594.8374521093616,\n", " 4: 508.9249917095466,\n", " 5: 424.8723280904164,\n", " 6: 359.51692034027576,\n", " 7: 315.74024511437136,\n", " 8: 274.354913122522,\n", " 9: 251.9684127960097}" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_d_dict\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Choosing K:\n", "\n", "\n", "### Bad News:\n", "As k increases, our mean-distance-to-centroid metric will never get bigger ... we can't just choose the k which minimizes it!\n", "\n", "# So how do I choose k then?\n", "\n", " “Everything should be made as simple as possible, but no simpler.” -Einsten ... sort of\n", " \n", "He actually said [this](https://www.nature.com/articles/d41586-018-05004-4#:~:text=%E2%80%9CEverything%20should%20be%20made%20as,possible%20without%20having%20to%20surrender), but among quotes I vote the content of this merits it first place in line to be abridged.\n", "\n", "\"Simple as possible\":\n", "\n", "- fewest clusters\n", "\n", "\"No simpler\":\n", "\n", "- centroids should be close to their samples\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'mean dist^2 to centroid')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(mean_d_dict.keys(), mean_d_dict.values())\n", "plt.xlabel('number of clusters')\n", "plt.ylabel('mean dist^2 to centroid')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3 clusters seems to have a good balance of simplicitiy (few clusters) while also ensuring centroids are close to their corresponding centroids.\n", "\n", "This example was cooked up to have a beautiful \"elbow\" point at 3 clusters. In practice, you may find yourself making an even more subjective decision. Be rigorous where you can and when you must be subjective, be sure to have a good story / graph handy to explain why your guess is \"best\".\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## In Class Activity 1\n", "\n", "- Cluster the penguins data into 3 clusters\n", "- Visualize the clusters across all features using `sns.pairplot()`\n", " - add your clusters as a new column of the dataframe with `df_penguin['cluster'] = y` or similar \n", " - `sns.pairplot(data=df_penguin, hue='cluster', palette='Set2')`\n", "- Which features does the clustering do a good (or bad) job of seperating? Why? \n", " - Are other features ignored because of their small variance ... how can we fix this?\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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speciesislandbill_length_mmbill_depth_mmflipper_length_mmbody_mass_gsex
0AdelieTorgersen39.118.7181.03750.0Male
1AdelieTorgersen39.517.4186.03800.0Female
2AdelieTorgersen40.318.0195.03250.0Female
4AdelieTorgersen36.719.3193.03450.0Female
5AdelieTorgersen39.320.6190.03650.0Male
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" ], "text/plain": [ " species island bill_length_mm bill_depth_mm flipper_length_mm \\\n", "0 Adelie Torgersen 39.1 18.7 181.0 \n", "1 Adelie Torgersen 39.5 17.4 186.0 \n", "2 Adelie Torgersen 40.3 18.0 195.0 \n", "4 Adelie Torgersen 36.7 19.3 193.0 \n", "5 Adelie Torgersen 39.3 20.6 190.0 \n", "\n", " body_mass_g sex \n", "0 3750.0 Male \n", "1 3800.0 Female \n", "2 3250.0 Female \n", "4 3450.0 Female \n", "5 3650.0 Male " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.cluster import KMeans\n", " \n", "df_penguin = sns.load_dataset('penguins')\n", "df_penguin.dropna(axis=0, inplace=True, how='any')\n", " \n", "df_penguin.head()\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# extract features\n", "x_feat_list = ['bill_length_mm', 'bill_depth_mm', 'flipper_length_mm', 'body_mass_g'] \n", "x = df_penguin.loc[:, x_feat_list].values\n", "\n", "n_clusters = 3\n", "\n", "# fit clustering\n", "kmeans = KMeans(n_clusters=n_clusters)\n", "kmeans.fit(x)\n", "y = kmeans.predict(x)\n", "\n", "# plot\n", "plt.figure()\n", "df_penguin['cluster'] = y\n", "sns.pairplot(data=df_penguin, hue='cluster', palette='Set2');\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_22423/2064821310.py:1: FutureWarning: The default value of numeric_only in DataFrame.var is deprecated. In a future version, it will default to False. In addition, specifying 'numeric_only=None' is deprecated. Select only valid columns or specify the value of numeric_only to silence this warning.\n", " df_penguin.var()\n" ] }, { "data": { "text/plain": [ "bill_length_mm 29.906333\n", "bill_depth_mm 3.877888\n", "flipper_length_mm 196.441677\n", "body_mass_g 648372.487699\n", "cluster 0.508810\n", "dtype: float64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_penguin.var()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1. , -0.22862564, 0.65309564, 0.58945111],\n", " [-0.22862564, 1. , -0.5777917 , -0.47201566],\n", " [ 0.65309564, -0.5777917 , 1. , 0.8729789 ],\n", " [ 0.58945111, -0.47201566, 0.8729789 , 1. ]])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x_feat_list = ['bill_length_mm', 'bill_depth_mm', 'flipper_length_mm', 'body_mass_g'] \n", "\n", "x = df_penguin.loc[:, x_feat_list].values\n", "\n", "# scale normalization\n", "x = x @ np.diag(1 / x.std(axis=0, ddof=1))\n", "\n", "np.cov(x.T)\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_feat_list = ['bill_length_mm', 'bill_depth_mm', 'flipper_length_mm', 'body_mass_g'] \n", "x = df_penguin.loc[:, x_feat_list].values\n", "\n", "# scale normalization\n", "x = x @ np.diag(1 / x.std(axis=0))\n", "\n", "# fit clustering\n", "kmeans = KMeans(n_clusters=n_clusters)\n", "kmeans.fit(x)\n", "y = kmeans.predict(x)\n", "\n", "# plot\n", "plt.figure()\n", "plt.suptitle(f'{n_clusters} clusters has mean_d: {mean_d:.1e}')\n", "df_penguin['cluster'] = y\n", "sns.pairplot(data=df_penguin, hue='cluster', palette='Set2');\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n", "/home/matt/.local/lib/python3.10/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", " warnings.warn(\n" ] } ], "source": [ "ncluster_meand_dict = dict()\n", "for n_clusters in range(2, 10):\n", " # fit clustering\n", " kmeans = KMeans(n_clusters=n_clusters)\n", " kmeans.fit(x)\n", " y = kmeans.predict(x)\n", " \n", " ncluster_meand_dict[n_clusters] = - kmeans.score(x)\n", " \n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'mean dist to centroid')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(ncluster_meand_dict.keys(), ncluster_meand_dict.values())\n", "plt.xlabel('num clusters')\n", "plt.ylabel('mean dist to centroid')\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Dimensionality Reduction: Principal Component Analysis\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Goal: Identify Sub-genres of board games\n", "\n", "https://boardgamegeek.com/hotness\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/html": [ "
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descriptiontitleurlyearplayer_agebest_players_minbest_players_maxrecomm_players_minrecomm_players_maxplaytime_min...cat: Triviamech: Map Deformationmech: Measurement Movementmech: Auction: Dutch Prioritymech: Single Loser Gamemech: Stacking and Balancingmech: Action Timermech: Physical Removalmech: Inductionmech: Ratio / Combat Results Table
game_id
174430Vanquish monsters with strategic cardplay. Ful...Gloomhavenhttps://boardgamegeek.com/boardgame/174430/glo...2017.014+NaN3.01.04.060...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
161936Mutating diseases are spreading around the wor...Pandemic Legacy: Season 1https://boardgamegeek.com/boardgame/161936/pan...2015.012+NaN4.02.04.060...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
224517Build networks, grow industries, and navigate ...Brass: Birminghamhttps://boardgamegeek.com/boardgame/224517/bra...2018.014+NaN4.02.04.060...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
167791Compete with rival CEOs to make Mars habitable...Terraforming Marshttps://boardgamegeek.com/boardgame/167791/ter...2016.012+NaN3.01.04.0120...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
233078Build an intergalactic empire through trade, r...Twilight Imperium: Fourth Editionhttps://boardgamegeek.com/boardgame/233078/twi...2017.014+NaN6.03.06.0240...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
\n", "

5 rows × 263 columns

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" ], "text/plain": [ " description \\\n", "game_id \n", "174430 Vanquish monsters with strategic cardplay. Ful... \n", "161936 Mutating diseases are spreading around the wor... \n", "224517 Build networks, grow industries, and navigate ... \n", "167791 Compete with rival CEOs to make Mars habitable... \n", "233078 Build an intergalactic empire through trade, r... \n", "\n", " title \\\n", "game_id \n", "174430 Gloomhaven \n", "161936 Pandemic Legacy: Season 1 \n", "224517 Brass: Birmingham \n", "167791 Terraforming Mars \n", "233078 Twilight Imperium: Fourth Edition \n", "\n", " url year player_age \\\n", "game_id \n", "174430 https://boardgamegeek.com/boardgame/174430/glo... 2017.0 14+ \n", "161936 https://boardgamegeek.com/boardgame/161936/pan... 2015.0 12+ \n", "224517 https://boardgamegeek.com/boardgame/224517/bra... 2018.0 14+ \n", "167791 https://boardgamegeek.com/boardgame/167791/ter... 2016.0 12+ \n", "233078 https://boardgamegeek.com/boardgame/233078/twi... 2017.0 14+ \n", "\n", " best_players_min best_players_max recomm_players_min \\\n", "game_id \n", "174430 NaN 3.0 1.0 \n", "161936 NaN 4.0 2.0 \n", "224517 NaN 4.0 2.0 \n", "167791 NaN 3.0 1.0 \n", "233078 NaN 6.0 3.0 \n", "\n", " recomm_players_max playtime_min ... cat: Trivia \\\n", "game_id ... \n", "174430 4.0 60 ... False \n", "161936 4.0 60 ... False \n", "224517 4.0 60 ... False \n", "167791 4.0 120 ... False \n", "233078 6.0 240 ... False \n", "\n", " mech: Map Deformation mech: Measurement Movement \\\n", "game_id \n", "174430 False False \n", "161936 False False \n", "224517 False False \n", "167791 False False \n", "233078 False False \n", "\n", " mech: Auction: Dutch Priority mech: Single Loser Game \\\n", "game_id \n", "174430 False False \n", "161936 False False \n", "224517 False False \n", "167791 False False \n", "233078 False False \n", "\n", " mech: Stacking and Balancing mech: Action Timer \\\n", "game_id \n", "174430 False False \n", "161936 False False \n", "224517 False False \n", "167791 False False \n", "233078 False False \n", "\n", " mech: Physical Removal mech: Induction \\\n", "game_id \n", "174430 False False \n", "161936 False False \n", "224517 False False \n", "167791 False False \n", "233078 False False \n", "\n", " mech: Ratio / Combat Results Table \n", "game_id \n", "174430 False \n", "161936 False \n", "224517 False \n", "167791 False \n", "233078 False \n", "\n", "[5 rows x 263 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "df_game = pd.read_csv('game_final.csv', index_col='game_id')\n", "\n", "df_game.head()\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "['awards',\n", " 'best_players_max',\n", " 'best_players_min',\n", " 'cat: Abstract Strategy',\n", " 'cat: Action / Dexterity',\n", " 'cat: Adventure',\n", " 'cat: Age of Reason',\n", " 'cat: American Civil War',\n", " 'cat: American Indian Wars',\n", " 'cat: American Revolutionary War',\n", " 'cat: American West',\n", " 'cat: Ancient',\n", " 'cat: Animals',\n", " 'cat: Arabian',\n", " 'cat: Aviation / Flight',\n", " 'cat: Bluffing',\n", " 'cat: Card Game',\n", " \"cat: Children's Game\",\n", " 'cat: City Building',\n", " 'cat: Civil War',\n", " 'cat: Civilization',\n", " 'cat: Collectible Components',\n", " 'cat: Comic Book / Strip',\n", " 'cat: Deduction',\n", " 'cat: Dice',\n", " 'cat: Economic',\n", " 'cat: Educational',\n", " 'cat: Electronic',\n", " 'cat: Environmental',\n", " 'cat: Expansion for Base-game',\n", " 'cat: Exploration',\n", " 'cat: Fantasy',\n", " 'cat: Farming',\n", " 'cat: Fighting',\n", " 'cat: Horror',\n", " 'cat: Humor',\n", " 'cat: Industry / Manufacturing',\n", " 'cat: Mafia',\n", " 'cat: Math',\n", " 'cat: Mature / Adult',\n", " 'cat: Maze',\n", " 'cat: Medical',\n", " 'cat: Medieval',\n", " 'cat: Memory',\n", " 'cat: Miniatures',\n", " 'cat: Modern Warfare',\n", " 'cat: Movies / TV / Radio theme',\n", " 'cat: Murder/Mystery',\n", " 'cat: Mythology',\n", " 'cat: Napoleonic',\n", " 'cat: Nautical',\n", " 'cat: Negotiation',\n", " 'cat: Novel-based',\n", " 'cat: Number',\n", " 'cat: Party Game',\n", " 'cat: Pike and Shot',\n", " 'cat: Pirates',\n", " 'cat: Political',\n", " 'cat: Post-Napoleonic',\n", " 'cat: Prehistoric',\n", " 'cat: Print & Play',\n", " 'cat: Puzzle',\n", " 'cat: Racing',\n", " 'cat: Real-time',\n", " 'cat: Religious',\n", " 'cat: Renaissance',\n", " 'cat: Science Fiction',\n", " 'cat: Space Exploration',\n", " 'cat: Spies/Secret Agents',\n", " 'cat: Sports',\n", " 'cat: Territory Building',\n", " 'cat: Trains',\n", " 'cat: Transportation',\n", " 'cat: Travel',\n", " 'cat: Trivia',\n", " 'cat: Video Game Theme',\n", " 'cat: Vietnam War',\n", " 'cat: Wargame',\n", " 'cat: Word Game',\n", " 'cat: World War I',\n", " 'cat: World War II',\n", " 'cat: Zombies',\n", " 'description',\n", " 'difficulty',\n", " 'mech: Acting',\n", " 'mech: Action Drafting',\n", " 'mech: Action Points',\n", " 'mech: Action Queue',\n", " 'mech: Action Retrieval',\n", " 'mech: Action Timer',\n", " 'mech: Action/Event',\n", " 'mech: Advantage Token',\n", " 'mech: Alliances',\n", " 'mech: Area Majority / Influence',\n", " 'mech: Area Movement',\n", " 'mech: Area-Impulse',\n", " 'mech: Auction/Bidding',\n", " 'mech: Auction: Dutch',\n", " 'mech: Auction: Dutch Priority',\n", " 'mech: Auction: English',\n", " 'mech: Auction: Fixed Placement',\n", " 'mech: Auction: Once Around',\n", " 'mech: Auction: Sealed Bid',\n", " 'mech: Auction: Turn Order Until Pass',\n", " 'mech: Automatic Resource Growth',\n", " 'mech: Betting and Bluffing',\n", " 'mech: Bias',\n", " 'mech: Bingo',\n", " 'mech: Bribery',\n", " 'mech: Campaign / Battle Card Driven',\n", " 'mech: Card Drafting',\n", " 'mech: Card Play Conflict Resolution',\n", " 'mech: Catch the Leader',\n", " 'mech: Chaining',\n", " 'mech: Closed Economy Auction',\n", " 'mech: Command Cards',\n", " 'mech: Commodity Speculation',\n", " 'mech: Communication Limits',\n", " 'mech: Connections',\n", " 'mech: Constrained Bidding',\n", " 'mech: Contracts',\n", " 'mech: Cooperative Game',\n", " 'mech: Critical Hits and Failures',\n", " 'mech: Cube Tower',\n", " 'mech: Deck Construction',\n", " 'mech: Deck, Bag, and Pool Building',\n", " 'mech: Deduction',\n", " 'mech: Delayed Purchase',\n", " 'mech: Dice Rolling',\n", " 'mech: Die Icon Resolution',\n", " 'mech: Different Dice Movement',\n", " 'mech: Drafting',\n", " 'mech: Elapsed Real Time Ending',\n", " 'mech: Enclosure',\n", " 'mech: End Game Bonuses',\n", " 'mech: Events',\n", " 'mech: Finale Ending',\n", " 'mech: Flicking',\n", " 'mech: Follow',\n", " 'mech: Force Commitment',\n", " 'mech: Grid Coverage',\n", " 'mech: Grid Movement',\n", " 'mech: Hand Management',\n", " 'mech: Hexagon Grid',\n", " 'mech: Hidden Movement',\n", " 'mech: Hidden Roles',\n", " 'mech: Hidden Victory Points',\n", " 'mech: Highest-Lowest Scoring',\n", " 'mech: I Cut, You Choose',\n", " 'mech: Income',\n", " 'mech: Increase Value of Unchosen Resources',\n", " 'mech: Induction',\n", " 'mech: Interrupts',\n", " 'mech: Investment',\n", " 'mech: Kill Steal',\n", " 'mech: King of the Hill',\n", " 'mech: Ladder Climbing',\n", " 'mech: Layering',\n", " 'mech: Legacy Game',\n", " 'mech: Line Drawing',\n", " 'mech: Line of Sight',\n", " 'mech: Loans',\n", " 'mech: Lose a Turn',\n", " 'mech: Mancala',\n", " 'mech: Map Addition',\n", " 'mech: Map Deformation',\n", " 'mech: Map Reduction',\n", " 'mech: Market',\n", " 'mech: Measurement Movement',\n", " 'mech: Melding and Splaying',\n", " 'mech: Memory',\n", " 'mech: Minimap Resolution',\n", " 'mech: Modular Board',\n", " 'mech: Move Through Deck',\n", " 'mech: Movement Points',\n", " 'mech: Movement Template',\n", " 'mech: Moving Multiple Units',\n", " 'mech: Multiple-Lot Auction',\n", " 'mech: Narrative Choice / Paragraph',\n", " 'mech: Negotiation',\n", " 'mech: Network and Route Building',\n", " 'mech: Once-Per-Game Abilities',\n", " 'mech: Order Counters',\n", " 'mech: Ownership',\n", " 'mech: Paper-and-Pencil',\n", " 'mech: Pattern Building',\n", " 'mech: Pattern Movement',\n", " 'mech: Pattern Recognition',\n", " 'mech: Physical Removal',\n", " 'mech: Pick-up and Deliver',\n", " 'mech: Pieces as Map',\n", " 'mech: Player Elimination',\n", " 'mech: Point to Point Movement',\n", " 'mech: Predictive Bid',\n", " \"mech: Prisoner's Dilemma\",\n", " 'mech: Programmed Movement',\n", " 'mech: Push Your Luck',\n", " 'mech: Race',\n", " 'mech: Random Production',\n", " 'mech: Ratio / Combat Results Table',\n", " 'mech: Re-rolling and Locking',\n", " 'mech: Real-Time',\n", " 'mech: Relative Movement',\n", " 'mech: Resource to Move',\n", " 'mech: Rock-Paper-Scissors',\n", " 'mech: Role Playing',\n", " 'mech: Roles with Asymmetric Information',\n", " 'mech: Roll / Spin and Move',\n", " 'mech: Rondel',\n", " 'mech: Scenario / Mission / Campaign Game',\n", " 'mech: Score-and-Reset Game',\n", " 'mech: Secret Unit Deployment',\n", " 'mech: Selection Order Bid',\n", " 'mech: Semi-Cooperative Game',\n", " 'mech: Set Collection',\n", " 'mech: Simulation',\n", " 'mech: Simultaneous Action Selection',\n", " 'mech: Singing',\n", " 'mech: Single Loser Game',\n", " 'mech: Slide/Push',\n", " 'mech: Solo / Solitaire Game',\n", " 'mech: Square Grid',\n", " 'mech: Stacking and Balancing',\n", " 'mech: Stat Check Resolution',\n", " 'mech: Static Capture',\n", " 'mech: Stock Holding',\n", " 'mech: Storytelling',\n", " 'mech: Sudden Death Ending',\n", " 'mech: Take That',\n", " 'mech: Targeted Clues',\n", " 'mech: Team-Based Game',\n", " 'mech: Tech Trees / Tech Tracks',\n", " 'mech: Three Dimensional Movement',\n", " 'mech: Tile Placement',\n", " 'mech: Time Track',\n", " 'mech: Track Movement',\n", " 'mech: Trading',\n", " 'mech: Traitor Game',\n", " 'mech: Trick-taking',\n", " 'mech: Tug of War',\n", " 'mech: Turn Order: Auction',\n", " 'mech: Turn Order: Claim Action',\n", " 'mech: Turn Order: Pass Order',\n", " 'mech: Turn Order: Progressive',\n", " 'mech: Turn Order: Random',\n", " 'mech: Turn Order: Role Order',\n", " 'mech: Turn Order: Stat-Based',\n", " 'mech: Variable Phase Order',\n", " 'mech: Variable Player Powers',\n", " 'mech: Variable Set-up',\n", " 'mech: Victory Points as a Resource',\n", " 'mech: Voting',\n", " 'mech: Worker Placement',\n", " 'mech: Worker Placement with Dice Workers',\n", " 'mech: Worker Placement, Different Worker Types',\n", " 'player_age',\n", " 'playtime_max',\n", " 'playtime_min',\n", " 'recomm_players_max',\n", " 'recomm_players_min',\n", " 'title',\n", " 'url',\n", " 'year']" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sorted(df_game.columns)\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## K-Means Clustering Board Games\n", "\n", "- on raw data\n", "- w/ scale normalizatoin\n", "- w/ PCA features\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Raw Data\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
difficultyplaytime_minplaytime_max
difficulty0.62090422.20329036.301069
playtime_min22.2032902702.1451612807.526419
playtime_max36.3010692807.5264196245.624897
\n", "
" ], "text/plain": [ " difficulty playtime_min playtime_max\n", "difficulty 0.620904 22.203290 36.301069\n", "playtime_min 22.203290 2702.145161 2807.526419\n", "playtime_max 36.301069 2807.526419 6245.624897" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from copy import copy\n", "\n", "# load data\n", "x_feat_list = ['difficulty', 'playtime_min', 'playtime_max'] \n", "df_game = pd.read_csv('game_final.csv', index_col='game_id')\n", "df_x = copy(df_game.loc[:, x_feat_list])\n", "\n", "df_x.cov()\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Scale Normalization\n", "\n", "- We can \"scale\" each feature so that they each have variance of 1\n", "- ... but we're still \"double-counting\" correlated features\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
difficultyplaytime_minplaytime_max
difficulty1.0000000.5420640.582934
playtime_min0.5420641.0000000.683410
playtime_max0.5829340.6834101.000000
\n", "
" ], "text/plain": [ " difficulty playtime_min playtime_max\n", "difficulty 1.000000 0.542064 0.582934\n", "playtime_min 0.542064 1.000000 0.683410\n", "playtime_max 0.582934 0.683410 1.000000" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# scale normalization\n", "df_x_sn = copy(df_x)\n", "for col in df_x_sn.columns:\n", " df_x_sn[col] = df_x_sn[col] / df_x_sn[col].std()\n", " \n", "# scale normalization ensures \"unit variance\" (each feature has variance = 1)\n", "# scale normalization does not ensure resulting features are uncorrelated\n", "df_x_sn.cov()\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
difficultyplaytime_minplaytime_max
difficulty1.0000000.5420640.582934
playtime_min0.5420641.0000000.683410
playtime_max0.5829340.6834101.000000
\n", "
" ], "text/plain": [ " difficulty playtime_min playtime_max\n", "difficulty 1.000000 0.542064 0.582934\n", "playtime_min 0.542064 1.000000 0.683410\n", "playtime_max 0.582934 0.683410 1.000000" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_x_sn.corr()\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# PCA (Principal Component Analysis)\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1.00000000e+00, -1.07549355e-16, -5.73596558e-17],\n", " [-1.07549355e-16, 1.00000000e+00, 1.86418881e-16],\n", " [-5.73596558e-17, 1.86418881e-16, 1.00000000e+00]])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.decomposition import PCA\n", "import numpy as np\n", "\n", "# apply PCA\n", "pca = PCA(whiten=True)\n", "x_pca = pca.fit_transform(df_x.values)\n", "\n", "# notice that the covariance matrix below doesn't have labels\n", "# the first feature is not \"difficulty\" as above (see \"No Free Lunch\" below)\n", "np.cov(x_pca.T)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the resulting PCA features each have unit variance and are each uncorrelated (off diagonal elements are zero). \n", "\n", "This property is attractive for methods which utilize distance:\n", "- K-Nearest Neighbors\n", "- K-Means Clustering\n", "as it avoids \"double counting\" correlated features\n", "\n", "Other methods will naturally account for correlated features (or isn't impacted by them) and PCA need not be applied as a preprocessing step:\n", "- Regression\n", "- Decision Tree / Random Forest\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## No Free Lunch: PCA features are tough to interpret\n", "\n", "PCA removes correlations in its output features by \"mixing\" input features by scaling and adding them together:\n", " \n", " pca0 = scale00 * difficulty + scale01 * playtime_min + scale01 * playtime_max\n", "\n", "Where `pca0` is the new first feature (column) of `x_pca` in the example above. **One major downside to PCA is that this mixing precludes our simple understanding of what a feature means**. \n", "\n", "- Initially, the first feature was `difficulty` of the board game.\n", "- After scale normalization, the first feature was some multiplier times `difficulty` of the board game.\n", "- After PCA, the first feature is ... a bit more difficult to wrap your head around!\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## What exactly is going on in PCA?\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sns.set()\n", "\n", "n = 400\n", "mean = np.array([0, 0])\n", "cov = np.array([[2, 2],\n", " [2, 4]])\n", "\n", "\n", "np.random.seed(0)\n", "x = np.random.multivariate_normal(mean=mean, cov=cov, size=n)\n", "\n", "# apply PCA\n", "pca = PCA(whiten=True)\n", "x_prime = pca.fit_transform(x)\n", "\n", "fig, axs = plt.subplots(1, 2, sharex=True, sharey=True)\n", "\n", "for _x, label, _ax in zip((x, x_prime),\n", " ('orig data', 'after PCA'),\n", " axs):\n", " # plot all data, we add \"hue\" proportional to original x0 feature\n", " # to allow viewers to track which points went where under PCA operation\n", " plt.sca(_ax)\n", " sns.scatterplot(x=_x[:, 0],y= _x[:, 1], hue=x[:, 0], palette='viridis')\n", " \n", " # plot first few points with special markers (again, to track which\n", " # points moved where under PCA)\n", " for idx, marker in enumerate('spP*'):\n", " plt.scatter(_x[idx, 0], _x[idx, 1], color='k', marker=marker, s=100)\n", " \n", " # groom plot\n", " plt.xlim((-6, 6))\n", " plt.ylim((-6, 6))\n", " _ax.get_legend().remove()\n", " _ax.set_title(label)\n", "\n", "fig.set_size_inches(15, 5)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(Follow particular samples using the color / symbols above through the transformation)\n", "\n", "Notice:\n", "- the diagonal structure on left graph indicates features are correlated\n", "- the circular structure on right graph indicates features are uncorrelated\n", "\n", "PCA works by rotating and scaling the dataset around its center to remove correlations.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## So how, exactly, does PCA rotate / scale?\n", "\n", "- PCA aligns the direction of maximum variance, orthogonal to *all previous directions (pink line in left plot) with the first axis in output (x axis)\n", "- PCA aligns the direction of maximum variance, orthogonal to all previous directions (red line in left plot) with the second axis in output (y axis)\n", "\n", "*there are no previous directions in the first step...\n", "\n", "\n", "\n", "PCA is looking to \"capture\" as much variance in the original data as it can with each new feature it adds. This makes it an attractive dimensionality reduction method:\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# What is the `whiten` parameter?\n", "\n", "### Brief history:\n", "PCA came from signal processing, where one commonly works on electromagnetic wave data. \"White\" refers to a signal having equal energy at all frequencies (or, for the artists among us, the color white can be obtained by mixing other colors in equal proportion).\n", "\n", "## So what does `whiten=True` do?\n", "\n", "It ensures that the output features all have equal variance (notice scatter is deformed to a circle when `whiten=True`)\n", "\n", "## Punchline:\n", "\n", "`whiten=False` is likely the way to go for most distance based uses of PCA (K Nearest Neighbors, K Means Clustering).\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sns.set()\n", "\n", "n = 400\n", "mean = np.array([0, 0])\n", "cov = np.array([[2, 2],\n", " [2, 4]])\n", "\n", "\n", "np.random.seed(0)\n", "x = np.random.multivariate_normal(mean=mean, cov=cov, size=n)\n", "\n", "# apply PCA\n", "pca = PCA(whiten=True)\n", "PCA_no_white = PCA(whiten=False)\n", "x_prime_white = pca.fit_transform(x)\n", "x_prime_no_white = PCA_no_white.fit_transform(x)\n", "\n", "fig, axs = plt.subplots(1, 3, sharex=True, sharey=True)\n", "\n", "for _x, label, _ax in zip((x, x_prime_no_white, x_prime_white),\n", " ('orig data', 'after PCA (no whiten)', 'after PCA (whiten)'),\n", " axs):\n", " # plot all data, we add \"hue\" proportional to original x0 feature\n", " # to allow viewers to track which points went where under PCA operation\n", " plt.sca(_ax)\n", " sns.scatterplot(x=_x[:, 0],y= _x[:, 1], hue=x[:, 0], palette='viridis')\n", " \n", " # plot first few points with special markers (again, to track which\n", " # points moved where under PCA)\n", " for idx, marker in enumerate('spP*'):\n", " plt.scatter(_x[idx, 0], _x[idx, 1], color='k', marker=marker, s=100)\n", " \n", " # groom plot\n", " plt.xlim((-7, 7))\n", " plt.ylim((-7, 7))\n", " _ax.get_legend().remove()\n", " _ax.set_title(label)\n", "\n", "fig.set_size_inches(15, 5)\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Besides scale-normalization & removing correlations, whats PCA good for?\n", "\n", "Suppose we had 10000 features to our samples, many ML methods would struggle with so many features. We could apply PCA and only keep the first few `n_components` to try and \"capture\" as much variance in the original data.\n", "\n", "### Motivating use cases:\n", "- PCA \"map\"\n", " - use PCA to reduce dimensionality to two dimensions\n", " - scatter those two dimensions\n", " - similar samples should be close together\n", "- Compression (eigenfaces)\n", " - how can we best represent a sample with 10000 features by using only a few?\n", " - our compressed version will misrepresent original sample a bit ...\n", " - ... but by using far fewer features it'll use less memory\n", " \n", " - storage\n", " - communication\n", " - analysis \n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## PCA \"map\"\n", "#### visualizing a 2d map of board games \n", "\n", "- similar board games close\n", "- different games far\n", "\n", "## Step 1: Prepping Features\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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descriptiontitleurlyearplayer_agebest_players_minbest_players_maxrecomm_players_minrecomm_players_maxplaytime_min...cat: Triviamech: Map Deformationmech: Measurement Movementmech: Auction: Dutch Prioritymech: Single Loser Gamemech: Stacking and Balancingmech: Action Timermech: Physical Removalmech: Inductionmech: Ratio / Combat Results Table
game_id
174430Vanquish monsters with strategic cardplay. Ful...Gloomhavenhttps://boardgamegeek.com/boardgame/174430/glo...2017.014+NaN3.01.04.060...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
161936Mutating diseases are spreading around the wor...Pandemic Legacy: Season 1https://boardgamegeek.com/boardgame/161936/pan...2015.012+NaN4.02.04.060...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
224517Build networks, grow industries, and navigate ...Brass: Birminghamhttps://boardgamegeek.com/boardgame/224517/bra...2018.014+NaN4.02.04.060...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
167791Compete with rival CEOs to make Mars habitable...Terraforming Marshttps://boardgamegeek.com/boardgame/167791/ter...2016.012+NaN3.01.04.0120...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
233078Build an intergalactic empire through trade, r...Twilight Imperium: Fourth Editionhttps://boardgamegeek.com/boardgame/233078/twi...2017.014+NaN6.03.06.0240...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
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" ], "text/plain": [ " description \\\n", "game_id \n", "174430 Vanquish monsters with strategic cardplay. Ful... \n", "161936 Mutating diseases are spreading around the wor... \n", "224517 Build networks, grow industries, and navigate ... \n", "167791 Compete with rival CEOs to make Mars habitable... \n", "233078 Build an intergalactic empire through trade, r... \n", "\n", " title \\\n", "game_id \n", "174430 Gloomhaven \n", "161936 Pandemic Legacy: Season 1 \n", "224517 Brass: Birmingham \n", "167791 Terraforming Mars \n", "233078 Twilight Imperium: Fourth Edition \n", "\n", " url year player_age \\\n", "game_id \n", "174430 https://boardgamegeek.com/boardgame/174430/glo... 2017.0 14+ \n", "161936 https://boardgamegeek.com/boardgame/161936/pan... 2015.0 12+ \n", "224517 https://boardgamegeek.com/boardgame/224517/bra... 2018.0 14+ \n", "167791 https://boardgamegeek.com/boardgame/167791/ter... 2016.0 12+ \n", "233078 https://boardgamegeek.com/boardgame/233078/twi... 2017.0 14+ \n", "\n", " best_players_min best_players_max recomm_players_min \\\n", "game_id \n", "174430 NaN 3.0 1.0 \n", "161936 NaN 4.0 2.0 \n", "224517 NaN 4.0 2.0 \n", "167791 NaN 3.0 1.0 \n", "233078 NaN 6.0 3.0 \n", "\n", " recomm_players_max playtime_min ... cat: Trivia \\\n", "game_id ... \n", "174430 4.0 60 ... False \n", "161936 4.0 60 ... False \n", "224517 4.0 60 ... False \n", "167791 4.0 120 ... False \n", "233078 6.0 240 ... False \n", "\n", " mech: Map Deformation mech: Measurement Movement \\\n", "game_id \n", "174430 False False \n", "161936 False False \n", "224517 False False \n", "167791 False False \n", "233078 False False \n", "\n", " mech: Auction: Dutch Priority mech: Single Loser Game \\\n", "game_id \n", "174430 False False \n", "161936 False False \n", "224517 False False \n", "167791 False False \n", "233078 False False \n", "\n", " mech: Stacking and Balancing mech: Action Timer \\\n", "game_id \n", "174430 False False \n", "161936 False False \n", "224517 False False \n", "167791 False False \n", "233078 False False \n", "\n", " mech: Physical Removal mech: Induction \\\n", "game_id \n", "174430 False False \n", "161936 False False \n", "224517 False False \n", "167791 False False \n", "233078 False False \n", "\n", " mech: Ratio / Combat Results Table \n", "game_id \n", "174430 False \n", "161936 False \n", "224517 False \n", "167791 False \n", "233078 False \n", "\n", "[5 rows x 263 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_game.head()\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# this tuple defines default tag prefixes\n", "# (for a nicer implementation, reader after python namespaces)\n", "tag_prefix_tup = 'cat: ', \n", "\n", "def is_tag(feat, tag_prefix_tup=tag_prefix_tup):\n", " \"\"\" returns true if a given feature is a tag\n", " \"\"\"\n", " for tag_prefix in tag_prefix_tup:\n", " if feat.startswith(tag_prefix):\n", " return True\n", " \n", " return False\n", "\n", "def strip_tag(feat, tag_prefix_tup=tag_prefix_tup):\n", " \"\"\" reatures feature having removed any tag_prefixes\n", " \"\"\"\n", " for tag_prefix in tag_prefix_tup:\n", " if feat.startswith(tag_prefix):\n", " feat = feat[len(tag_prefix):]\n", " \n", " return feat\n", "\n", "def get_game_tag_tuple(game_row, tag_list=None):\n", " \"\"\" builds a list of all tags which a game has\n", " \"\"\"\n", " if tag_list is None:\n", " # re-compute\n", " tag_list = list(filter(is_tag, df_game.columns))\n", " \n", " # collect all tags of a particular game\n", " game_tag_list = list()\n", " for feat in tag_list:\n", " if game_row[feat]:\n", " game_tag_list.append(strip_tag(feat))\n", " \n", " return tuple(game_tag_list)\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(992, 79)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_cat_bool.shape" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cat: Adventurecat: Explorationcat: Fantasycat: Fightingcat: Miniaturescat: Environmentalcat: Medicalcat: Economiccat: Industry / Manufacturingcat: Transportation...cat: American Indian Warscat: Napoleoniccat: American Revolutionary Warcat: Children's Gamecat: Memorycat: American Civil Warcat: Vietnam Warcat: Mathcat: Numbercat: Trivia
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161936FalseFalseFalseFalseFalseTrueTrueFalseFalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
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" ], "text/plain": [ " cat: Adventure cat: Exploration cat: Fantasy cat: Fighting \\\n", "game_id \n", "174430 True True True True \n", "161936 False False False False \n", "224517 False False False False \n", "167791 False False False False \n", "233078 False True False False \n", "\n", " cat: Miniatures cat: Environmental cat: Medical cat: Economic \\\n", "game_id \n", "174430 True False False False \n", "161936 False True True False \n", "224517 False False False True \n", "167791 False True False True \n", "233078 False False False True \n", "\n", " cat: Industry / Manufacturing cat: Transportation ... \\\n", "game_id ... \n", "174430 False False ... \n", "161936 False False ... \n", "224517 True True ... \n", "167791 True False ... \n", "233078 False False ... \n", "\n", " cat: American Indian Wars cat: Napoleonic \\\n", "game_id \n", "174430 False False \n", "161936 False False \n", "224517 False False \n", "167791 False False \n", "233078 False False \n", "\n", " cat: American Revolutionary War cat: Children's Game cat: Memory \\\n", "game_id \n", "174430 False False False \n", "161936 False False False \n", "224517 False False False \n", "167791 False False False \n", "233078 False False False \n", "\n", " cat: American Civil War cat: Vietnam War cat: Math cat: Number \\\n", "game_id \n", "174430 False False False False \n", "161936 False False False False \n", "224517 False False False False \n", "167791 False False False False \n", "233078 False False False False \n", "\n", " cat: Trivia \n", "game_id \n", "174430 False \n", "161936 False \n", "224517 False \n", "167791 False \n", "233078 False \n", "\n", "[5 rows x 79 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tag_list = list(filter(is_tag, df_game.columns))\n", "df_cat_bool = df_game.loc[:, tag_list]\n", "df_cat_bool.head()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Step 2: Building Map \n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "import plotly.express as px\n", "\n", "x = df_cat_bool.to_numpy()\n", "pca = PCA(n_components=2, whiten=True)\n", "x_compress = pca.fit_transform(x)\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(992, 79)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x.shape\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(992, 2)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# notice: we have \"compressed\" 250 features into only 2 (as best we can)\n", "x_compress.shape\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "df_game['pca0'] = x_compress[:, 0]\n", "df_game['pca1'] = x_compress[:, 1]\n", "\n", "df_game['game_tag_list'] = df_game.apply(get_game_tag_tuple, axis=1)\n", "\n", "fig = px.scatter(df_game, x='pca0', y='pca1', hover_data=['title', 'game_tag_list'])\n", "fig.write_html('pca_board_game.html')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# view the graph we just made in the cell above\n", "\n", "(tip: html files are nice to share graphs, everybody has a web browser on their computer to open them, no python needed)\n", "\n", "[pca_board_game.html](pca_board_game.html)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# In Class* Assignment\n", "\n", "*we likely won't have time to do this in class. Regardless, please do not submit this with today's ICA.\n", "\n", "Build a two dimensional PCA \"map\" of all the cars in the 'mpg' seaborn dataset.\n", "\n", "Be sure to:\n", "- use `x_feat_list = ['mpg', 'cylinders', 'displacement', 'horsepower', 'weight', 'acceleration']` as PCA inputs\n", "- scatter via plotly so you can scroll over and examine the cars\n", "- include `hover_data` as all relevant columns\n", "- color each sample according to the `model_year`\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['mpg', 'cylinders', 'displacement', 'horsepower', 'weight',\n", " 'acceleration', 'model_year', 'origin', 'name'],\n", " dtype='object')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_car = sns.load_dataset('mpg')\n", "df_car.columns\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# solution\n", "from sklearn.decomposition import PCA\n", "import plotly.express as px\n", "\n", "x_feat_list = ['mpg', 'cylinders', 'displacement', 'horsepower', 'weight', 'acceleration']\n", "\n", "# discard rows with missing data\n", "df_car.dropna(how='any', inplace=True)\n", "\n", "# extract relevant x values\n", "x = df_car.loc[:, x_feat_list].values\n", "\n", "# compress\n", "pca = PCA(n_components=2, whiten=False)\n", "x_compress = pca.fit_transform(x)\n", "\n", "# add features back into dataframe (for plotting)\n", "df_car['pca0'] = x_compress[:, 0]\n", "df_car['pca1'] = x_compress[:, 1]\n", "\n", "# scatter plot\n", "hover_data = ['name', 'model_year'] + x_feat_list\n", "px.scatter(df_car, x='pca0', y='pca1', hover_data=hover_data, title='cars')\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 4 }