{ "cells": [ { "cell_type": "markdown", "id": "02785d93", "metadata": {}, "source": [ "# 9. Clustering for energy systems modelling 📥\n", "\n", "\"Open\n", "\n", "This chapter is partly inspired by {cite}`kumar2022machine` and {cite}`heuberger2017power`." ] }, { "cell_type": "markdown", "id": "aac7c65c", "metadata": {}, "source": [ "## Goals of this exercise 🌟\n", "- We will learn about different types of clustering\n", "- We will apply clustering algorithms to small examples\n", "- We will use clustering to determine representative days for input data for an energy systems model" ] }, { "cell_type": "markdown", "id": "c76b3f10", "metadata": {}, "source": [ "## A quick reminder ✅\n", "### What is clustering?\n", "\n", "Clustering is an unsupervised learning technique. This means there is no output or target variable, we only have the input data. Instead of prediction, we are trying to make sense of the data, detect unknown groups, and reveal hidden structures.\n", "\n", "There are three categories of clustering techniques:\n", "- **Centroid-based** algorithms: Clusters are determined by their distance to the centroids of the clusters. E.g., k-means clustering\n", "- **Density-based** algorithms: The density of the points in the multivariate input space is the basis for the clustering. E.g., DBSCAN\n", "- **Probabilistic** (distribution-based) clustering: The algorithm uses the probability of belonging to the same cluster by assuming an underlying distribution. E.g., Gaussian mixture model\n", "\n", "### Why clustering?\n", "The a chemical engineering context, many process characteristics can cause groups to appear in the data. They include multiple operating modes (start-up, normal operation, shut-down), varying demand, production levels, or feedstock compositions. Incorporating specific cluster knowledge into the models is beneficial; sometimes one can build cluster-wise models for more accurate performance.\n", "\n", "A second reason is computational burden. Training machine learning models -- or any other models -- can be slow when using large data sets. Clustering can be used to reduce the data set to a few clusters. This reduces the computational time needed for the models." ] }, { "cell_type": "markdown", "id": "618bb8f1", "metadata": {}, "source": [ "### K-means clustering\n", "\n", "For k-means clustering, the user specifies the number of clusters k. Then k points are randomly selected as centroids. Next, the distance of all the data points to the centroids is calculated, and they are assigned to the centroid which is closest to them. Then the mean of each cluster is calculated and defined as the new centroid. This is repeated until a stopping criteria is met.\n", "\n", "This is equivalent to the following optimization:\n", "\n", "$$\n", "min_{c_k} \\sum_{k=1}^{K} \\sum_{x \\in X_k} ||x-c_k||^2_2 \n", "$$ \n", "\n", "with number of clusters $K$, centroids $c_k$, and data points $X_k$ in cluster $k$." ] }, { "cell_type": "markdown", "id": "73a3548a", "metadata": {}, "source": [ "### DBSCAN\n", "\n", "Density-based spatial clustering for applications with noise, DBSCAN, is a density-based clustering algorithm, meaning it groups points together if there are a lot of them in a certain area. The user specifies a minimum number of neighbors $N$ and a distance $\\epsilon$. Then, if there are more than $N$ points within $\\epsilon$ of a point, this point is labelled core point. If there are less than $N$ points within $\\epsilon$ of a point, but it is within $\\epsilon$ of a core point, it is labelled border point. Otherwise, the point is classified as noise. The algorithm can deal with arbitrarily shaped data, and the number of clusters is determined as part of the procedure. However, $N$ and $\\epsilon$ are hyperparameters which have to be carefully selected. \n" ] }, { "cell_type": "markdown", "id": "803e6de1", "metadata": {}, "source": [ "### Gaussian mixture model\n", "\n", "A Gaussian mixture model assumes that the overall probability density is a combination of local Gaussian densities. Every cluster has a mean (analogous to the centroid in k-means), and a covariance. For every point, these can be used to calculate the probability of belonging to this cluster. When a GMM is fitted, the expectation maximation (EM) algorithm is carried out. First, the membership association of the data points to the clusters is calculated as posterior probability using the mean and convariance. Then, using the points in every cluster, the mean and covariance are updated to reflect the distributions. This is repeated until convergence. It is advantageous that the result is not just the assigment to a cluster but the _probabilities_ of belonging to each cluster for all the data points. This is referred to as soft-clustering.\n" ] }, { "cell_type": "markdown", "id": "6c8741ab", "metadata": {}, "source": [ "## Comparing clustering algorithms \n", "Let's try the different clustering techniques on some simple examples." ] }, { "cell_type": "code", "execution_count": 1, "id": "6a73fdad", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "id": "efe76c91", "metadata": {}, "source": [ "First, we generate a data set." ] }, { "cell_type": "code", "execution_count": 2, "id": "d43ad884", "metadata": {}, "outputs": [ { "data": { "image/png": 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WaGwMkssapMdLBEMqnsfUy2NwIE9Xd5L29tgRp/cIBIIzn+kKpN2rEsRiARRFJhYL0L0qQTpdPiCNr5A3cRyPQECtOXKmo2kKhmFhVGyGh/JirhEI5jFVAYtSyWbFikbCYRVdU6lWI9i2i1Fx2L0rw57dk+SyBuGwRiIRpqkpzPObR/n61zbRsz11am9EIDiJiEjVKWT/hUu1dioWC7BqdZJC3iSbMWhIBGsGlKIq9GxLUShYqKpMPm8SDmuUSha5jEEuazA5WWHXzgkUVUbTZCplf4Fj2S6//tUeQiGNuqjOqlVJ1qxJcvddTx5xg2GBQHDmU1Ugbe+IzqjphAPrMad7tn0nToVMpoKeVGacm81WSI1X0HWVb933PKGQdti5Zn9Z9vb2GIODOSHTLhCcYKoCFv19OZ74/QD5vImmSZRKvmO2imE4GIZDXVRDVvyI9IK2KG3tCDEswSuO08qoeuyxx/jiF7/Is88+y/DwMD/84Q954xvfWNvveR6f+tSn+Nd//VcymQyXXnopX//611mxYn5KfB5u4dK1KsHWl1I0N0fI5w0qFQfXdVnZleDNb1nF6GiRnTvSDA/mSafKDA7lCQRVArqMZbkYhkOmYCDL0NQc8d9PVnAcl1BIo74+yH/+xxYKeYvGRJDm5jCKKgu5dYHgFU4hb1Kp2EQiGp7nkc0amKbjNwaNBbAth7GxIjt60jXDptp8fHyshGE4pFOlWiuIXLbCvj0Z9IDK2nWtdC6MzZpKON2IGhsrsumZ4VovPsNwqFRsQkEVPaAQDKqsWJngggsX0NwcEUaWQHCc6epO8sY3d7HpmUHyeZNCwTrosYW8hWnYmKa/zli7roW29roDnC8CwZnMaWVUFYtFzj33XG655Rbe/OY3H7D/C1/4Al/96lf51re+xZIlS/jEJz7BNddcw9atWwkGg6dgxIdm+sJlf1KpEtu3pejdm0GWfM9QoWiiyDKFvMnAQI61a1u46U/PorExzMc+/Cs0TWHlyjiSJFOpWAwN+s36TMsllzVINoVpag4T0BUymQpPbuzHdaEpGaKvz6/JSiT9FMTUeFl4mASCVyh1UZ1gUKW/P8fQlNPGtl0cx8W2XTwXXNflm/duZvNzozXD5vwLFtDf56uJFosK+bxJpVImNV5C1xVec/ViFi+pBzigtYPrevzspzvZ0ZNmfKzIvn1ZdF1h7boWGhuDPPXkEJMTZeobgly8oZ1y2ea/vreV//j3F1m8OE5Tc0RE2QWC40xzc4SWFr+uSlEkVFVGUSUsc2oumBa1Mk2P1HiZ1HiZXTsnWLwkzpIlDaKGUvCK4bQyqq677jquu+66Wfd5nsfdd9/Nxz/+cd7whjcA8O1vf5uWlhYeeOAB3v72t5/MoR6U6Z7YbLZCMKBSLFrEYi93Mk+lSmx6eohcziAU1kg2hfnDs8OMjZaQZYmGxiC6rrBr1yRbX0px7Q3LGRrK09QcRpKnyuQkCdv2CEc07KxBpWJTV6cRrw+BB5OTFXI5E1WRKJU1Fi6KYNsuoyMFclmD7tVJtm8b58mN/cTjQeEFFgheQXR2xqlvCPHTH/WgqBLxeBBVVRkczFEp20iyxMqVjdTVaQcYNo2NIbpWJZlIl5icqFAxbDRNZsXKRuL1QTKZCvG43yqimkr49FODbNs6jmE4tLXXMTiQw/M8HMdl60vjaJqCbTssXhInna7wwgtj2JZv5Hmeh2k5NDQGRZRdIDjO1EV1TMudeu5BU2U8wPVmGlT747qwZ3eWXNaPOq85aSMWCE4dp5VRdSj27t3LyMgIV199dW1bPB5n/fr1bNy48aBGlWEYGIZRe5/L5U7YGPdX+QsEFMbGSoyNFblwfRuSJOF5Hjt60pRLfs1Ua2sde3dnSKXKaJqM63q4jkcsppPPmfzh2WEKRYty2SIW06mU/fD85GSFSsVGcyQs25c8tSyXUtFidLTA+HgRx/aQJYnMpEF9g0FDQwg9qZBOldjZk6ZUsrj7rqcIBlVRayUQvILo2Z7iuWeHmJysAB75nInjuLge6LqM4/q1FNu2pg4wbAYH8zQ2hvgff3Y2yWSEXzy0i3/71gts35Zm60spJEkikQhx9rnNNDVFCIVUevdmaGmNcNHF7WSzBhMTFRoTIQK6wvBQgULRZOHCOJIsE43q9PVmqYvoLGirwzAdJtIVPA+6VyVEHYdAcBzp7IzT0RHjqY0DgO/Arhg2jn1k56dSZf79Wy9wxZWLxfMoOOM5Y4yqkZERAFpaWmZsb2lpqe2bjTvvvJM77rjjhI4NZpcnLhQs+vqyDA8VKFds1q5rxbYdRoYL2LZLPB5gQVsdv/3NPiQJwhENx3EpFPwi7UhUp1gq8szTA5RLNsWiheO4OLaH63o4zstuJEmCkeECluVOvfx9juvimR4jw0UCAZVwWEPVZHbtnCQUVrngwjCtC+oOKaUsEAjOHHq2p/jSF55gcDBPe2eUSskmlzMoFP12DXV1IRobQ4yNFQ9p2Pziod24jseDP9vF6EgBSfKQZAlNVRgbK9LXl2VldwJcj/REmXXntyJJUq3nnqYpIEkEwyrjqRKO42FUbIpFk1LRIpkMgyShaQp5x+/BJ0kSC9oi/O6xXuLxAKvXJLlofQeq+rLQ7f7iFyICLzhdORnfZVmWeOvbVvOzn+ykUDCxbZup1lRHzA9/uI3Lr1zEn9+89riOTSCYb5wxRtVcuf3227nttttq73O5HJ2dncf1M2ZT+UunSvT0pMlmDIoFiz27JynkDSJhnWLBIJGMkEiEGBstUC5ZROp0bNulWPDrsEzTQVYkTMPBdX0Z41LJmmFITcfzIJfz85p1XaaaJeg6ICkelukwkSoT7FDIZU0Mw2bZigba2mNI0oH1D8ILLBCceVTnqtR4mUhEozERRk76ke/BgRySJKFpMrouUynbJJumGTa2yUS6jGX6c9LPf7YDx5EoFU08PGzLQ1UlbMlFUSTGx0qMjRYB3+nzyG/2cfElHTQ1R1BVmWLBRFEkJMB1vKmUQKgYNpWKTWayQiCo+nUeU735du6cYNPTQ4yPFXnx+THCEY2lyxp4/1+ez7XXrziqZsYCwXzmZH6Xr3r1Eq67fhk/+O/tmObRt0GwLbj9Yw/T2RnjqlcvEWsHwRnLGWNUtba2AjA6OsqCBQtq20dHR1m7du1BzwsEAgQCgYPuPx7sr/KXTpV45ukhymWbaExn4aIYuZxBPB4kXzAplmxye/zeD67rYRgOSGBbHuZUN3PLcrErLq7jTeU1H9ygquJ5/uLFslxkWUKSAds/33FcikWTiYkykxNlAgGVlSsTTBclPJiUskAgODOozVWdUcbGiliWU4tg67qKJEO5ZFMImHhAMOD/hORzBpOTZZ77wwiyLDE2ViCfMwAJx/VgamryxS7Aqc1b/pwkSRIjIwUe/Oku1p7XQrFokk6X0VQZ23apVGxc1yVeH0CxfCOuVLIY7M+iB1RaWiPs3TvJM08OYRi+SmF7RxTX8+jZluIT//sRBgZybHlx/IibGQsE85Wjbcx9rMiyxIc/dgnbt6fY/NzYnK5RLFi88388wAf/aj1veFOXeNYEZyRnTPPfJUuW0NraysMPP1zblsvleOqpp9iwYcMpHNn+8sTQ05OmXLZJJkMEAip6QEVWZIJBhd07JykVbSQJ4vEAobCK63rkcxaGYeN5+N5byfcqVxcmh/IeTTeMPM8vIPU833PsHwCVik2haFLMm3getLXXUV8fPKAQNRzWMCq2UPMRCM5AqnNVa2uERNJvQu55fiQ8FFZr4hDlki9tblo26VSR3n1ZHNslFteRZYlC3sK2wbZ9g0pRfCeO63rYtjdjXlEUCIZ89VHDsHnm6WFMw6kZbIZhA346c2bSmJobdRzHYzJjMD5WYngwz2O/7aNQMFFUiMeDRCI60WiAxUvi5HIG//jVZxgfLx5xM2OBYD5yqMbcXd0J+vuz3Puvz7F37+Rx/T53dSe5+T3riNRp6PrcIk35vMm/3LOJj//tb9m2dfy4jU0gmC+cVpGqQqHArl27au/37t3L5s2baWxsZOHChXzoQx/ic5/7HCtWrKhJqre1tc3oZXUqqMoTF4sWnuuRTpWJxvSatWNZDrLkN8rzPI9wWEHVFCoVB01X0HUJw/Cm8pinaqEcB+8I85pnU+hxHP/jVU1GVfzFjOeCYbpIkp/u86tf7iGRCHHOuS1+mg9QKlkEgip1Uf04/GUEAsF8ojpXlUo2K7sS5LJGrd9UY2PI75dXtolGA6iqx949WUzTAQ/q6kK+oTPhy69LMuD5848sS8hI2LMohnkeaKoCnuRH4C1fqrmpJcTQYAHH8VCnIlae5wvvOI5HuWz5jiUZMhmDctl3RkmyRDiiwdS6T5Jl4rEAff05zlnbcsTNjAWC+cjB+ltWSwpGhgps35piYCDHeecvOK7pgFdetYSlSxtIpUpkMmWMinPU9VVjY2Ue/e0+/vwdP+JvP34Za89rFXWNgjOG08qo2rRpE1dddVXtfbUW6l3vehf33XcfH/vYxygWi7zvfe8jk8lw2WWX8dBDD53yHlWdnXFWdiV4fvMoiUQQ23bRNQXwI0b5nEEoqDGUzxOOqLgONCXDFEsW+Zx5wKTlebMbSnNBkSUcxwX8/5qmTaROp1iwqJQtxsaK9PdlufTyhSxb3sDgQN5v3tkZPz4DEAgE84bpc1X3qgQXXNTGjp50rU+VrqtEIjqu52HbLv46yCMS0TEMl77eLKWir0Cq6zKu42FZHo7rIkvyAXOZH3EHw3QIBhQMQ/Ij83mDeH2QBW119O7LoaoydZqvjlofDzIyUvSNNQUkfIlnP43Q9+RnMxUaGoO1Raemy7iOi+fMvgIMhzWGB/MiAi+Y98zW33J6SUFdTAcJIhGtlg74P99/PuGIdsyCFosWxbn8VQt54AfbkSWJYFDFMJzDlh7sT6XiK4f+5f98kHXntXLlqxeLukbBGcFpZVRdeeWVeIewJiRJ4jOf+Qyf+cxnTuKoDo8sS9z4RysZ6M/R35/Fc31JUlmWfIMqrJNIBNm1a8Kf6DyI1OkEQxrlko2uq1iWv1CRjqMzx/PANF00XSYQlAmFVBzHQ9NkgkH/33oAcjmDxx7pJZ0us3RpPa+/cYXwKgkEZyDT56rt23xv+AUXtrF39yQDAzmWLqunvj7I3j0ZGhuDZDIGW7eOoyoyrudhVBw8D1RVqola2LaN64ArzW7QKKqE6/i1o5IMqiYRrw9y7roWevdlUBSJcFidEtsxsO0y5bKv56xNpU03NIYYHiqgajKO7ZHJGBgVh2DI/4mzTBdZkZGU2TPei0UTy3YZGsoLRUDBvGZ65kssFphRUpBI+HXZjuOhqDJd3XE2PT3M7R97mKbmMIbhHJOghSxL3PzutezePcnG3w/geR6S5Mz5Xkolk+3bxlFUWdQ1Cs4IzpiaqvlOV3eS93/gAi7e0EkgpDIy5Kv6tbRE6e5qJBhQkCS/CDwc1tB0mdHRAqbloAde/t+k63Ktpup44DgeEtBQ7+dlm4ZDNKrT0RmlLqrjuRKarpCfUh1831+cLyY9wbzgscce48Ybb6Stze/x9sADDxz2nEceeYTzzjuPQCDA8uXLue+++w445mtf+xqLFy8mGAyyfv16nn766eM/+HmK63oEQyqvfd1SFi2Ks3dPhoce3MUf/jDCRLrMtm0pfvrjnWzdOs7vHx9g27YUtuXCVA1oc0sYVfWFJJgSwFFVCVmWZk1X9ryXBXjKZRvL9NBUhUQihK4rlIoW0ahOuWSRyZSxLD/tWZJAln3RHcv2aGgIEgprWJaLooJtO5SnevZ5rks2Z9DaGsGx3RmOOc/z2Lt7goce3M2unRN8+74X+D+f+R13fWkjPdtTJ+vPLhAcMdVo8uBAHs/zyGUrpFNlVE1iYCDPvr1ZMpNlnnlqkJ/+eCe7dqXp6Umh6QorVjbSmAjx/OZRvv61TXP6jnd1J/nM567k/AtaidTpUxHhud2L40Aub1IsmKRSoq5RcPpzWkWqTne6upN8eGWCCy5cwDfv3czoSIFyxeT554uUy36fFdf1SCRD9O7Lkk6VfUEJ++XViGkeuov5XNADCtmsSbliIQGDA763tqk5TFNzGMtyyUyUiMV0v1ZBIJgHFItFzj33XG655Rbe/OY3H/b4vXv3csMNN/AXf/EXfOc73+Hhhx/mPe95DwsWLOCaa64B4Lvf/S633XYb99xzD+vXr+fuu+/mmmuuoaenh+bm5hN9S6eU/SWaKxWbgf4ckTqdtrYovb0ZshMGpbKFLEtEozrOlDJfuWyTzRrIki9OIUmen5KHhKrJ6LJEsXjwbqHT57Ry2SadLrJjW4rUeAk9oFAsmti2L3hhGH6fHN+wklAUickJg7a2KPv2ZjANB0nyDbp8ziA1XiIeD/C+vziPLS+Os31bmrb2OsbHSjy/eYSB/jzg0dJSRzpdorMzJhQBBfOW/aPJwaBCIW9SLPmOT1WV0XSFdLpMYUp4KhLRKBWtmqDFsbZHWbW6ib//4tV86QtP0N+XB9KMj5XndD+VisP4eJGuroSoaxSc9ohI1UlGliWuevUS/sefnoVh2PT35cjnTVRVYeHiOIqiTBlUJWzHwbLcGXUIx9ugAsjnTL9xsO3XN1QqNuNjJXbtmCQ7WcaxHTRdxXMRNQeCecN1113H5z73Od70pjcd0fH33HMPS5Ys4R/+4R9YtWoVt956K295y1v48pe/XDvmrrvu4r3vfS8333wzq1ev5p577iEcDvONb3zjRN3GvKAq0fz85lEaEyGWr2hgcqLM6EiRvt4Mf/jDMEODeQoFE8/1AL8Rb7XFg+d5WKbfWBw8JEkGz6+PkqAmGnGkjAyX2bRphNHREv19eWybqdTAl3+yfAEMCAQUiiWTSERj0eI4miYDEpMTZbJZg+7VST79mSt47TXLeO3rlhKN6vz6l3t48Gc72bsng+O4vlpgVGN8rMS2rSmamkJCEVAAwOLFi5Ek6YDXBz7wgVmPv++++w449njXdVczX85d67cfyGQqvoBMne5nnJguqirXjKVy2WbbthSpVAk4UJxlLqxa3cTH/uZSrn7tEmRZRpmri96D8fES+YIhlIUFpz0iUnUKcF2P3/62l1LJJhrVsSwXSZJobYlQKdsMDuQxjKOU1Dmm8cz8dzUyViq57N2bJRBQCIVVhoc1RkYK1EX1E9rBXSA4EWzcuJGrr756xrZrrrmGD33oQwCYpsmzzz7L7bffXtsvyzJXX301GzduPJlDPanM1pw8k6mQTpfx8Ns5eJ5HpE4nn/clzW3bw7Js5KkeU1XDw3UhEJCRFRlZkqbS8GbWXMgyR60YBr5dFgqpU5GpCq4LluWnP8myxPhYAUmSaGwMc+FFbbz5LatINocpl2x++YvdfOffX6RUsNjXm2VyokI4pBLQFTRdwbRcUuNl2trqKJVsdu6YZPVZTcJzLuCZZ57BcV7+Dm/ZsoXXvva1vPWtbz3oObFYjJ6entr7/RUnjwdd3UlWrEzwxBP99GyfoFK2kGQJw3QJT7U/YCqaK0mQzxq8sHmUK1+9CFmWj4s4S1d3kre+XeF3v+tj906ZoaH8nJ7tcsnmD8+OsuasJqEsLDitEUbVKeDRR/bxy4d243kejYkQmqZgWQ5790wyOlpClqVT6h2dPik6jofjuISCKsWiyWc//RitrXXoAeWEdnAXCI43IyMjtLS0zNjW0tJCLpejXC4zOTmJ4zizHrN9+/aDXtcwDAzDqL3P5XLHd+AnmNkkmk3DJjNZwXVdwhGNXNbwI0OSjKZJVCr+ItOfpl6eqyQJYvEgkYhGJlNBUWVk2cHzXCoVf2KZy6Krel424/+dp0fsfQ0fj4GBAoGgQjIRpq09SjCo8JMf7eCXD+2mXLKI1GmYpotpOpiWPVXn5REIqoRDMqWyw+hoifp6naGhPCu7GoXnXEBTU9OM93//93/PsmXLuOKKKw56jiRJtLa2nuihIcsSDfVBFi6MMziYY3AwT2hKnMV1vakaQn882axBPm9gGDbLljcSjmjoAeWYjZhS0aKhIciGSzv45UN7yGaNw5+0H47j0d+fJRRUaG+PHdN4BIJTiTCqTgKu608YhbxJOKLzs5/upFyyWLQ4jjylRqXrCpY9JVMs+6kuR9qH6kRj2x56QEPXZUaGC+iawmVXLKRUOnEd3AWC04U777yTO+6441QPY87MJtFcMfzU40BQxnOrghIOfhPeg09MngeTE2UKeQPb9ggGFeL1AUpFC9v266KOhUOlP7uuR11EY/GSOL99eC8/eqAHSQJNk1m0OE6haDIykkUCLNPvr+M4fsqiqsq4rkexYFIsGnguPLlxkM7OmPCcC2qYpsm///u/c9tttx0y+lQoFFi0aBGu63Leeefxd3/3d6xZs+aQ156rc6Za/6zrMqnxEq7jUS7ZvmNW8h0Hqiah6zLFosXOnRPs25clGFRYs6a51gJhrlTVCBsag5y7toUXnh8lkzl6w8pzYc+eDP/+by/w5zevPaYxCQSnCmFUnWD2L/52HJcdPRNomkyhaKIoMooi43kelYo/ubnukddOVef1E1FrVcVxPBzbwdMkFrTXkS/4aj3x+uAxF7wKBCeL1tZWRkdHZ2wbHR0lFosRCoVQFAVFUWY95lBe59tvv73WMw/8xVBnZ+fxHfwJZH+JZvDrlCSZqT55viFVKJhTqX+Hvp7jeEiS7yE3DIdA0EUPKFiWin2sVtUh8DwYHy8zOTmAbXu1mqtEMkQ2Z+DYLq7rUSlbeJ7vyPI8CcfxME1/7lVVGVVVcF2X0ZECui4f86JTcObwwAMPkMlk+PM///ODHtPV1cU3vvENzjnnHLLZLF/60pe45JJLeOmll+jo6DjoeXN1zlTVADf+foCW1giK4tdSjY0VcV2XcsVXzCwU/DTecESlUnFQZCiVLe75p2f5y1vn7hSd3ttuRVcj4+MlsjljTk5hy3L5f//8HH/2jnNQVVHyLzj9EN/aE8j+xd8rVjYSCWtMpMuk0xV27Zxk355J9uyaZO+eSYoF86gb+0rSiTWoqqTSJaJRHV1XcWw/hcb//GMveBUITgYbNmzg4YcfnrHtV7/6FRs2bABA13XOP//8Gce4rsvDDz9cO2Y2AoEAsVhsxut0Yn+JZoBSycJ13KnaKX915DiHN6hgKqplewQCCp7nR8LCYY1EMnQib6P22VVlQPD/nRovs3PHBHt2ZygWLBzn5YbDSP7/4+p5juNiGg6KLNPWHiUeD/Lgz3bhuh6u69Hbm+GlLWP09maEgMUrkHvvvZfrrruOtra2gx6zYcMG3vnOd7J27VquuOIKfvCDH9DU1MQ///M/H/Lat99+O9lstvbq7+8/ojFV1QA7OqM4LjXnR6VsI02pdKqaVKuVLhYsHNvFMBxS4yWe3DjAN+59jr175/bdrn5+IhEiNV5m0eI44dDc/fXbto7xX9/fOufzBYJTiYhUHUdmpvlp/PhHM4u/AZAkLMvBsvzwvG25U7Lpc/uBnmt9wtFSLtt+13TLQVFldF2p7TseBa8CwdFSKBTYtWtX7f3evXvZvHkzjY2NLFy4kNtvv53BwUG+/e1vA/AXf/EX/OM//iMf+9jHuOWWW/jNb37D9773PX72s5/VrnHbbbfxrne9iwsuuICLLrqIu+++m2KxyM0333zS7+9kUV0U9fdl+cOmERoag+zePQH4BgeApil4nodpHtmE43m+Up/j+CnNgYCCqsrounzE15grrutN9fLzcJxq6qJ7QC8dzwV7v8Wj40C5YrGgrY7zL2wjEFDo2Z7i0Uf28eym4VrGgagnfeXR29vLr3/9a37wgx8c1XmaprFu3boZc9VsBAIBAoHAnMbW1Z3kL2+9kGBI45cP7WZgII9pOjQ0BgkFVQYHbVRNxnV8NWFFlfyMGDzyeYP7/+Mltm1NUV8fnNN3u6pG+JMf7+APzw4TCmmUSvacHL6W5fHZT/8Wz/U46+wWYnEhiCU4fRBG1XFi/zQ/23LZtXOCJUvryWUNYnFfUnVoMA+8HF2SZTCM08Dj6fkeMFmWaW2tq90P+F7tQFAVtQeCk8qmTZu46qqrau+rKXjvete7uO+++xgeHqavr6+2f8mSJfzsZz/jr/7qr/jKV75CR0cH/+///b9ajyqAt73tbYyPj/PJT36SkZER1q5dy0MPPXSAeMWZSCikMTJa4MUXR8lmKjiOr0oaCMgEQyp4fqNO23p5vlIUP31uNkzDJVKnkc+ZDA3m0XSF6aIWJwo/6uTNWNB5nl+nKstT4hqHGobnMTZa5PnnRjjn3GZS4yW+ee9mPA/aO6JEIhrFoqgnfaXxzW9+k+bmZm644YajOs9xHF588UWuv/76EzQyn67uJHd+/jVce90yvvufL/HoI71omkKl4tSiVLLsOzaqzo7x0ZIf1ao4pFNlLriwbc610lU1wt7eDLd/7Nc8/Kt9aLpEIX/0Kb/9fUX+11/+nI7OGN3dSS64qE04MASnBcKoOg5U0/zS6TLtHVEqZYtnnh5iX2+GoeE8O3dO0NYepa0tSipV8vuqFK1ak8zTAVmGdKrMwkUxVnY1Tqvl8hgcyLN2XSudnfFTO0jBK4orr7yylq42G/fdd9+s5zz33HOHvO6tt97KrbfeeqzDO22YPn9ddvlCdu2c4Pe/68OaMp4qFQfDcFGUAz3F3kGsE0WFSJ2GUXFQFJlIRMeyHL9/Fc6s5xxPZkujrtV4HHbKlbAdl317M5RKFrbtsmhRPedd0FrLODgeDVQFpw+u6/LNb36Td73rXajqzGXTO9/5Ttrb27nzzjsB+MxnPsPFF1/M8uXLyWQyfPGLX6S3t5f3vOc9J3yc1T6Yl79qEZ/+xCO88PwYExNF0ukSjuOhqjKO62FZDp4H+ansEkWBoaE8A/05Fi+pn/N3W5Yllixp4L3/83ye3DhIuTz3ekTTdBkdLUwZfbZwYAhOC0RN1TFS7fGSSpVYsCDC6HCBjU8M1uoIZEmiXLYZGS7w3B9GyGUNTNNBkk9ePdTxQA8otLVHaWwMo+kKtu2Syxls35YmmQzx+htXiEWFQHCasX+PKsty2LN7cqqprz9HKYrkR6Rc74ColDuLfeQfL2PbLo7jEY3qNDSGaGqKsLIrwYK2MJrmzxUnoH0PMPu8eiT1qpI8FeWaSo0aHSmSzRosW1F/gNqbqCd95fDrX/+avr4+brnllgP29fX1MTw8XHs/OTnJe9/7XlatWsX1119PLpfjiSeeYPXq1SdtvKoq8453nUNzS5iJiQrBoIplOZQrNqWijWV5NTEXP1VXwajYPPeHEdKp0jF/t6969RJed80yArpae9bnQrFgMzRUwDAsUinRjFsw/xGRqmOkvz/LM08PMZEusW1rivGxIrbt0tAYJBBQKZctjIpNa2uEyYkKpZJFuezXU4XCGoZhz0inmY/IMrzumuX89e2X8fMHd7KjJ83wYJ5AUGXtulZef+MK4T0SCE5DpveoAtixPU02U0FR/F55sizheX4Nhm27h1X0qhphdXU6pZJFNKpz1WsWEakLoOsKsViAJzcO4Lop0qkymia/bOxIYFSc2nWqBtDB/n045uK0kqbOMy1/HLFYANNyyE5WiMeDBxhWop70lcHrXve6g0bFH3nkkRnvv/zlL/PlL3/5JIzq0HR1J3nTm7t58YUxHMebUhWe/R4c2yMYlLEshx09E1ycCB/Td1uWJT780Q0YFZsnNw4yPFyY832USzZP/H6Q8y9oIxxWRTNuwbxGGFXHyJYXxnhh8wgVw8GxXYpFE1mRSI2XCQRVFFmmYtiUKzb1DUHGx0uYpoOuK4RCKkblxEkMHw8UFVRFoasrQV1U40O3XczgYI5C3qQuqtPeHmNwMMdLW8aoi4qCUoHgdKLaoyoc1hjoz7FvXwbDdAiHNfJ5E8fxDSvLcmaI4hzMYFEUiUBAIRLR/IVaQEVVFZqaIrWoVFdXgsmJMvm8hapIyLKfYlhVFJVlPzJeHw9imjbZrInfH4ta9Gz6ZysKU2OcOaDphhiAqko17/zBcN2puivHxZ0SuygVTZ54YoDBoQIruxIkk+Ha8aKeVDCfOeucZs45p5nt28dJpUpTwlgHtmKpOkwaGoKkUiVy2QqSLB3Td7urO8nffuJy7vrSRv77+9uOSaDG82DTM0OMjxeEA0MwrxFG1THguh4/++lOMhnDb66nKX7fKdVPfSmXLCJ1KqGQimW62JaJpsuopowkSzhT6THzGc8F23N54Ifb2bp1nLXrFvBHb1jJmrOa6dme4u67nhSKWALBaUpdVMc0HH73aC9DQwWGh/PYluc3IJ8yXmaboxRFQtNkKlORJc/zty1dWk9zS4SxsRKTExXGx0s8+kgfbW11nHNuC8mmMIlkmLPObqZiOBgVm0rZIRYPUiyYFAomwZA21Uw0RCZTQc77TYOr45luFGm6hKYquB54nlsryJ+OJM1+7v7HVPepqozjuAQCKslkBMv25dRHhwvksgYXXNRGMhkW9aSCeU9nZ5yW1joefbTXd+LKNua0+siq6nBV3MVxvSm5dZt0unLM3+2u7iR/fftl/GHTMHv2TB7g+Dhaevfl+NEPtrHmrOZjuo5AcKIQRtUx0Nub5fnNo+i63yhTVf2mexJ+Y0nTcCjkLc5d28L5FyxgcrLC2FiRdKpE774c2Zw572uqfO+0v3ioVBx27ZzkpS1jvP2mNTz08901cQ6hiCUQnD5U2z9s/sMou3ZNMD5WwnFcvKl6hcO1anCn6qskianItIckS4ynSoyMFDEtP/LkuZBOFZmcLLF3T4a161pYtryBYtHippvOYt35rfz8wV1seWGMHTvSqKpCXUQnFg8wMVHGthzqG0KUSxaVio0sS8TiAbq6ksgyDAxkKRVtHNfFNFwsy6FScZCnqoUVRZoSBJIO2bZi+jxs2y6aprB4SZxy2Wbx4jim6VAu2+RyBj3bUmjnNDM0WBD1pIJ5jSxLbLikg//6/lZcxyMc0nBsE8/zDnjGy2WLwf4c4bDOjp4JmprCnHf+wZueHymLl9Tz6quX0P/NLJZ17CI199zzB97w5tWsOavpmK8lEBxvhFF1DOzamSYzWWZBWx3pdBnDdJEVCdtyUVUZz/NTTRqTIeL1QXb0TIAn4blQqVi48zxKVUWS/EVUsWCiqvDspiEGB/I0t4Rpb49Sqfg1YvF4gO5VCaGIJRDMY6rtH555apBNzwyTyxk1UYkjpdooV1ZkHLuaUuQyOWEgyzOjQpWKg6L4tRGPPtLLCy+M0dER5c/ecTYdHTFamiNs12QkIBCUKVcsXM/FthxCYQ1JktB1GXfCY9HiOO0dMS65pJNkU5j/89nfUShYVAzbT2nyQFYkArpSS1sEb8qwmtnK4mCGo+dBIhmiXLYJhXXOXdeKBPT0pBkZKrBvb4Z4fZDzL2gT9aSCec9Z5zSzYmWCLS+O4bkemqZgWQ7KVOqtLEtTwjQeExNlMhkDcHEcl69/bRMP/2ovf/qOs1m1em5GjCxLXHv9ch74YQ+l0txrq6rksgb//PVN3P1/rxXrC8G8QxhVx0D1cQ6FVNrbfbn0fN7DMl1M00HVZCQkNEXmmaeGGBrK09YWJdEUxnpp/JSO/WjwPL/5b6ViYxgOgYDC1pfGqFQa2bM7Q7lsIUsSiUSIs85tmaEaJApKBYL5Q1U+fd/eDH19WSoVm1BYI5+vHPW1XBdkXq5Rqv63aqxIEqgq2Lb/Aj8KJEkQiwe5/z9eAslPL1y4KE5q3I+WDQ0WyOdMojEdPDBMm3LJb156zrktJJJhNj0zhGW7KLLEgrY6xsaK2JaDabrIkt87S1b8vL+q6MZ0jQk//elAb70/ZolSyaKtPcrada21GqoNiTCTEyV27Zrk5nev5TVXLxWLOsG8p7MzzqtetZDRkQKG4ZBskhjoz2NZLpomYxgz6yUdx6W3N08qVSYaD7DlxTF+/3gff337pVx7/Yo5jaG5OcKqVQlsy2F8vHxM9+O68NTGAbG+EMxLhKT6MbBsRSMNjSEmJysEQyqdnXGWLWtg6dJ6EskQsiShqhLu1GqjrS3KkmX19PXm5n3a3/5Ux1uuWGSzBoWCxfBQnsnJMrmsQSpVZuu2FA/+ZCcjQ3mMii0KSgWCecTL7R/KWLaDbbnoujwlzHD016vVWx3ErvC8l40pRQFNl9E0hXBYY+XKBrZuS7Fta4qu7gTt7VGSTb7x0tZehyRBqWiRTpfJTFYwDBtVlRkaylMuWezblyGfN6hvCBIKq6iqjOtCIKgiyRKe52FZVevu5fFUjSDLOtCg0gMyK7sa6eiMEY3qhEMaiUSotl+SfOnp5mZfGv5QBpXrevT2Znhpyxi9vRkhAy04ZciyxB+9sYvVq5vwXI9y2XdQKIpEqWQfNC22WLQZHy1iGBZ9vTk+f+cTbNs6N2dwXVSnuaWO9Re3oevH7ojYuzfDLx7cdczXEQiON8KoOgYWLarn0ssX4joe6fEShmmj6QqRqE40GqC+Psi11y3n1g+up7k5QteqBDt3TFAq+rVUqirVcv9PFzTNF+HwGwdWqJT9e66LakQiKrmcwW9/u4+JiTLhiHaqhysQCKaoyqfH4zoT6QrRuI7rQbFwbLWds9kW09XF/Gv7ESMPD9tymZys4Dp+ilE+ZyBJEiu7EoRCGqbp1lKUAIJBjYbGkB+RGi3x+O/6yGQqLFveSLIpjFHx1VQdx8PzvJebFHseEi8bjP5YDq7+p2sKZ53dQufCOKoqMzycZ8+eSTKZytR5fm1pV3eyVrw/m/HUsz3FXV/ayP/5zO/4/J2/5/985nfc9aWN9GxPzf2PLBAcA13dSW7/+GVc9/oVBIN+U+5qA+BD4TgwOWFgWjYDAzm+8+8vzslB0NkZ9x0RisryFQlU9dgWPpbt8IP/3j6rMI1AcCoR6X/HgCxL3PLutYwOF9i6LUUua9T2KYrM+ovb+chfX4Jtu1QMG8d2SafKRGM64+NFv8nkaeTAdF2olJ1ptRIumu6ie37NQqnkYDsu5YzFS1vG+f79W3nDm7pEzYFAMA+oyqcHgwEsyyGsTamSHuPCZLYGvvvPa67n4Tousiyj6TLV8JEENSn1ZDLM8hWNPPP0EJWKheOAbfsGU2NjiPr6EJ7rsmPHBJIk0doaJhxSyWUNstkKrutRKdt4+Kqlmi6hyBLBoIJpOrNGp6rIsp/GvW9vhqbmMMWiSTZjkssaRGMBEokQkYjOkqX1NWGKam3adPXTxsYQI8MFHNcTAj6CeUVXd5I7P/8aXn/jCj7wFw+SyVTITBqHPc+2PcolG8/12LE9Pae0O1mWuPGPVjLQn6OQr6NctujrzeLMUbfCsWHzcyM8/dQAl1y6cG4XEQhOAMKoOkaqHqAfP9DDc8+NUCpahCMa5523gBvf4EuL9/ZmCAZVslm/ILyuLoCmKVQMB04jowr26w+jSpRLNqbhIEl+mqPneqiqjK4rPPXUAENDebGQEAjmAXVRnWBQZSJdJpOpMDbqYBjW0TfI3a9PlCxP1TBNybDPtlDyXKbqm2SSyQiNjX5anYevlAqQTpXYtXMCWfLT+CzTJRBQAI90uoSi+MITDQ0higWT0dESHR0xlq9oZGSkiCxLNUEKSfY/05OgeUGE0ZESjmPP6mWvNizO5Uy2vjSGtFXCsh081yOXq5DPmwwPF2hri/K+959PV3eyVps2Xf20ULD47W/2US5ZvOZ1S4jFAoDfQDi6ShcCPoJTjixLdHTGiMUCTE4eeR2l63pUKg6FgjHntP6u7iTv/8AF/OTHOwgGVSQJ+vtyc5ZZL5VsPvG3j/CNb/+R6I8pmDcIo+o40NWd5MMfS9Dfn601xZ3+kFdD3xt/P4Cq+mkwsVgAY7x0utlUMwiFNPA8ikV/YaZpEqqqoGoywaBKZ2eMdLosFhICwSnGdb3a69lnR3CcqiT6lGTeUTDdoJIkaoaMpim+IqB8YERIlkGWJGJxnbPPaSYW15EVX/EvGgvgeb66XrlsE4sHGE+VSDSF0DWFcsmiVLQYGyvS3d3E0uX1PP3kIIP9vvDP2FiRWCxAIhFkcDBHueRHjVzXxfVgdKSIpinUN4QZHioeYER6Hjiuh+e5GIY3Y8y27YttuLbD0GCeL3/pSRYtivPzB3eRTpfpXpWY+hv6F5IkX31w145JkslwbZ8kSULARzAvKBUtkskQO3dOHPE5tu0hy75hdSyNrru6k6xY6a+VclmTl7aM8rnP/I6+3tycrvfM00O843/8gNWrm3nr21Zz1auXiHWG4JQijKrjhCxLdHbGa4ZVf3+Wzs44ruvx9FMDhCMaquZ7dCcmytTXB0ilSqdV+t/+mIaNpvmNN/HAND1s20ZzFPIFg1LJFgsJgeAU4roejz6yjwd/tovBgSxbt4wzkS5P9W9yMc1jS/3zxR/81GDLclBUCdee/dhIncbFGzrQAwo92ydYszqJB/RsTxOL6oyPlQgEFHJ5E01VSCRCxONBDMOhXLYwDYeOzjrKJYvm5giJZJDn/jDMyFCBupiOYTjgSUiyjGm6mJaDIkt4QHNLZKqPYBHXnSU90QF3P+PSdcF13SmVNAlJ9ti2dZzPfPpRJCQWL61/2aDCT2N0HI+GhiCpVIls1qC+PljbHw5rDA/mhYCP4JRSF9UJh7VZ03YPhevCwECeXTsnjikyJMtSbS1w9jnNvPktq1m++CtkJuf2XGz+wxgvvTjOzx/cxTXXLuPDH90gMmMEpwxhVB0nZsuvB9i7Z5KRkaJfdO2BJEu4jodpOVNpJ7Ony5wOGIbrKwdN6/0iSVJtIbJ9W4rzzm8VSoACwSmgZ3uKb9y7mV8+tJtyyUKSJCYzFSTZ7x11tLVU1Z42VTzPQ1Zk6upUigUb03RxTQ9FoRYB0wMKlumh6wqrVjWBBxPpMmvXtfL6G3155p/8eAdPPzVINluhvj5IZ0eMRGOIfN6v9wgGVWzbZWykyFNPDlIu2SSbwqxanUSWZbZvTWFaDtlMBVWVWdYRBWCgP49pOlQqNulUaSpNcW5/S8vycBwbAgqDA3ls22X1fs1HdV3x+xMCtuPWasWqlEoWgaB6TJ5+geBY6eyME4sHsS33gFTewzE2WuBD/+sXvOOdZ/OGN3UfF+NF1xX+8es38Gc3/XDO5RCW5ffRfOjB3RiGw99+/DJhWAlOCcKoOg7Mll//0pZxHnukD9d16VgYY8GCOkpli/HRIooi07UswQubR7FtF9dzaqrEByukni/I8lSPFwlsy5tRo6AovpdYAkJBjVLJ5qUtKZYsqRcLCYHgJNKzPcU//eMzbNw4iOd5NDWH6evNYVTsKWlzCdv2n2cPXzCiKvAwnWrfJl+tS8JxXRTFVwDVFBnH8QgGNDRNIZ0q4zh+GmAwqBAIaARDKpGIRnNLhHPPbeVP3r6GWFynvT3G4GCOQt7kj9+6iosv6eCrX36KZJPfUDydLrPp6SHSqRKqJjM6UqRSsQlbGk3NYVavaWJoqICmyyxd1sDERBnbcWlsDKJpKoGAwsREmVLJnJJ2d4lE9APu7UgXlH4DdKgYDpomMTpaZtvWcRYujBONBcjlDEzDIRLRGB8vEg5rtVoxoKYcuHZda005UCA4FciyxMUXt/OjH/YAHpbtHfDcHwzXhd59Wf7ln5/lmaeH+PNb1nLWOc3HXNP0+htXsu68Fp57dnTO1/Cj7iabNg3xkx/tECUHglOCMKqOkWrvl+n59a7rsfWlccAjGFQwyg5KUiIaDVAX0di3N0uxYJJIhhgbK/kF1af6Rg5DNVWgqtwl4RGoUzEN2y80lfwFWjCoogf8RVdAlxkczLF+Q7tYSAgEJ4nqnDTQn0eRoaExyPhYGdfz0HUZx/X8JrxTBhUeuN7LBlYVSQJdl6fS4Pw9tuXi2C6qKqNqCrLiYRh+o3NVVfA8x0+X0xWiMd94WtHViK4rjI4WiMV1KmWbu+96ckZUf8WKRpYubWBwMA/tvhLgBRe10bM9Rc/2NIW83wx48eJ6uroTJJJhPM9j29Y0mazBvr0ZNE2hXLSRZYlgSMG2XFzXj5zZtodlz4wcHY2Hvtbg2IWe7RMYhs1vH+4lkQyiKDKqKqMoMo7jMjFRQZKkqXozl1LJYnAgTzIZqikHCgSnkitevZj2jigjw0W8sokzSyPsQzE2WuaR3+5j164JLrywnZXdCW78o5Vzjg7192fp6krS35shlTq8IuHBsCyX9HiJRx/Zx1vfvlqUHAhOOsKoOkaqvV/aO6K1/PrBgRyTExXCEQ1FkSmVLCqG4yveyDJ1UZ3duyZpTAaJxQI4x6G24USjqr6ylmNDKOQbTaGQiudBOKLgTfWECYZUFEWiWLDI5Qw0VWbDhg6xkBAIThLVOakxEaSvL4vrQrlkEQqp4EGpZM7a7FdRfPlxx3ExDL8XnTul5gm+wVVdeCkKRMJ+/6hi0SSfM3FdF1mGSETjwovaWL4yQTweQJL8+q3hwTxbXhjjV7/cMyOqXyxavPDCGIrsi/hs3+bPp/X1QRYuirNzxyTtHVEuvKidRYvraw4eSZKIRFRGhwuYlousSL54DpDJGFTKNpGIjq4rZLMGlfLLN129RlW58GhwXZdgUMN1XUaGi6iqTDii0tJSh2V5RCI6waDvPAsGFAJBtZbuKFKSBPOBRYvqec1rl/LgT3cSc3SMik25YlPIW0d8DcNwyUyWUTX5mFsGVNs9XHHlEv77v7Yf9flVPA8Mw+GFF8Z4YfOYMKoEJx1hVB0j1ckgMq3Rbalk4TgumqYhSRKm6eE4U6sRz6NUsrBtlxXLEwwPFyjkTTzPT6Wbr/VVtu17fOvqNDw8XNNfmASDCi2tEQIBjXSqTLlkYVRsPI+php1Rzjqn+VQPXyB4xVCdk5qbw6iqjGH4UuIBVUHTZA7Wu9N1feW6SuVlB49l+apfqqrguC/XYCiKxIK2OsIRncbGENlshb17bEJhjZaWCMtXJmoiDZ7nMTJSoFy2+cXPdzMxWWbV6mTNCTVdcry9I0oiEWbnjjTDg3nKFZvGxiAXb2inuaVuxng9D/r7c7ieR3NzBMdxscxqdMqPFIUjGu0dMVLjJQIBmX17s1NGlN8jsCoedFRIEtGYjluLSvn9sVKpEt3dSVZ2NTI2Vmbxkjhve/saYvGAkHwWzCv277EZDmvoBdNX8j0K/246bTA6mue889uOqWVAtd2Dqso0NgaZmDhyuff9kSR/Dfadf3+BlV2NwpEhOKkIo+oYqU4GxaJV60sSDvsRKsvy6w/kqf4s4Ofk5/MmmqbQuqCOxUvryUxWGB3zlfRk2cOy3Jqi1qlGVauywn5dhaYp2I6LoroUChbBgMrYSJGOhXE6OqMYFZt0qkxzS4SW1jrOO3+BSP0TCE4i1TlJUWUSyRADfVkk2U9FsywXRZZxJWfW9LfZPNWG4Z8XjmiEG1RyedM3YGzfgLEsB9N0iEZ1HAcSiTDxuD8XplIldmxPs2fPJMGgyrZt47S21tHcEiGZDNc+oyo5PpEu8z/ffz6yLFHIm2SzFe6793mCIe2AceWyFcZGitTXB6mvD5LNVIjUaVQq/nhSXgmj4jA5UWbx4nqWLq8nk9nJRLo0le4oEQxoGJWjSzeybZdiwcSyXerqNJAkEokQILF6TRP1DUH0gMrYaJFYPCC85YJ5yf49NocGc6RSZV9F8yj41S/2USzarF3XOmel32rbmc3PjbJkaT2l8viMyPLR4Loe0ZBCqWiJdi6Ck458qgdwulOdDAYH8nhTq5T2jhgNjUFKRQujYhEOawQDftGybTkYFZvGRIj2jhhNTREue1UnkbCGpvtKWrLsN9adD9i2n+ojyzLRWIB4fYD6eIDmpgiyJFGp2JTLDnt3Z0iNl8jlTCJ1GnV1Os3NYVFDIBCcZKpz0tBggRUrG4nGArV+cqZpg+TXVum6jDztF+CgEZupx9exXaLxACtXJgiHfQn0sZECxYJFQ0OIxYsbaEyEUFWZfN5kdKTAxt8PsGvnBPF4gLPPbkZRZCYnK2x6eohUqjTjY8JhDaNiUypaLFpUz5qzmrl4Qycru2fOr1UMw6ZQMGlpjXD2uc1IskRfb5aRkQLpdIlKxSaXM3Adl6bmMM89O0I4rBGNBlFkGUWRMIyD6L8fBFmG+voAiiJjGg6lkoXreITCOorsNyeefi9C9VQwn/F7bF7CnV94DR+87WI6OmMoyuHP258nHh9g83PDjI0V2dGTnrXJ9qGQZYkb/2glyaTfRqG9PTpjbjoaXBfCYZ2Oae1cBIKThYhUHSPVyWCgP1dLXwmHNVavaeKxR/qoVBySTQq241EumYwMF9F1hTVnNdWMjcVLGli8OE5fX64mc+zY80e6wnFAlj3i8QCTU2F5v9mvTMVwUBVfRn10tEhbWx2LFtVz4fp2UUMgEJwCps9JqfEyq9Y0oagyO7anfVEJVaYh4TfWHRzMI0n+XHNQ4QYPPMmPspeLNhs2dLBoUT0trRFGRgq4rkdjQ4iuVUnWrEmyZcs4PdtTvPj8GLm8wfIVjXR1J1BVmR07JgiGFAp5k509EyQSoVoa4GyS4webX0sli/7+HKGwn973cr8oaaoJr4Sm+eqExZLNjp405YpNIhkCIBBUCARUjIrNyEix9nlHogiYmTRA8j3ihuHhOBblkoWuy1QqNuNjRUzDIRAQ8umC+c/0vlGdC2MMDuRw5lCH8MTjgyxoC/PNezfz/ObRoxau6OpO8v4PXMBPfryD4NMqlunQ15c/6nEAjI4W2b49jaJI7OxJi/RbwUlDGFVzwHW9WpPfuqjOipWJ2mSwo8evBYjFArz+DSvYu9vvU9Xfl0XTFM46u4nmlgjlso3neaRTZV54fpTJjIFtuxiGX48035oCO47L0GAeWZYJhVV0TcFxvamxeqxdtwBNk3n/By6ka1VCTGICwUlm/3npf77/fH72053s6EnT2RHFtT327ssQCqrEYgEymQrRqI7r+T1eDrWO8lw/SqPpEulUhUsu6+SDf7W+JoteF9Vrz/zrrl3Okxv7ufuup2hqCtPWHqsZK4lkiNGRItGoPqNB7qEkx6cvtqrzayCosmFDJ8tXJBgcyDE0Fcla2dWIYfoKhbmsQUNjkMlJg77eLI2JEJWyw6JF9axY2YCqKYwMF/j1r/ZQLPhpj573sohF9X2Vak9BPz1bqolcOI7L4ECW+vogTz81hGnaGIbD4sX1vLDZl4gW86FgvtPZGaerO8nzz41iGLOnBx+OXNakrk6bs3BFV3eSFSsT9PdnmZyo8K4/+yF79xx9pMm2PV58YRRVVfjqV55m8xyMPIFgLgij6iiZrcnvyi5fTvS2j2yYsajp7Izjuh5PPzXA+HiJpqYwF63vYPeuCb7+tU08+pte9uyZpFS2pn6g/Wa6882gqtZ3FYs2gaCMk3dRNYVwWKWuTieTqZAvmCxaFKe9IypqCASCk8B0I2psrMimZ4bZuWPmvHTD61dw/gULePBnu3Bcj4rpkM2U0TSZYFClpSXC5KRBsXD4NDXXhYm0geu5vP7GFaiqPOuzLssS8XiQYFCldUHdNLU+6OpKkMsaZLMmrutRnpr7Dic5Pn2xNX1+3bkjzRf+/vfs2TNJYyKEhy9QUS7bxOsDnHf+ArJZg8ce7WXdeQtobg4TiwdfHhPQ0hxhyC5gWQ6O4yFJ/linG5m6LtcELoCpVESp1r+qVHJwnDKlkk2l4guD5LIGH73tV5y7rpULL2oTizrBvEaWJa6/YTkP/nQnxaKBaR79QqRYtNn4xCBnnd3E+HhpTjVN1cjZokXw+S9ezTv+xw8wjKMfi2G4aJpMuWSx+bljUycUCI4UYVQdBbM1+S0WrUN6ZWRZ4pJLF87Y1tWd5HXXLuOhB3eRzxsEplRvdE2mPFWcOV+EKmDmOGRZRpYlTNPBsV3CERU9oDA5UaajIyrSXQSCk8B05874WJF9+7LousLadS2sWNlIsegvJJ56chDbcpAVieUrEjQ3R3jqySEGB/MUCwajo0Uc2z0q1VFVOXyxw2wCPgCJZJgLL2rj+edHGR0pMjxYoDEROiLJ8elpSlW6upO8+Y9XseXFcSzTZbJSRlFlWlvrWNnVSCIZBgk0VUZTJeJTioRVYvEgiaYwhaJFNKrRuy+HZbnTJNdB1WQiYY1s1kBRfFENx/EOqBsxDBfb9pVc/cicR3qizO5dE2iaLBZ1gnnPFVcu5lVXLOS/vreVuXbP7N2XZWQ4T7IpTHaywlv+ZNWcHa3XXr+C//P3V/ORv/rVnM4vFPzU32XLG0ilykK4QnDCEUbVETJbk1+YKQd8pA+s63o88Xg/kgzLVzSgqAqKIjM6/HL+8FHWeZ4UJAlcx0NV/HoFy3Ip5C0SySCm4dDeHhNKfwLBCWa6c6etvY7BgRye56ehbduawvPAMh2Gh3L0bE/jefjKnIZDV1eC7tVJhobyWJaHZDvoAd9Iso+gjlPTZfp6s3zzG5v5u79/zUHnuqpYxvObR4mu0qfVPEFjIkRra5SLN3QcF8nxs85p5txzW9B0GV33ZeNBwrQcMpkKiiLR0BgiPVFm0ZL6GWMBj7qIX9Te1h6lqzvB88+NUSgYlEoW0ZiOIivk8yaqKhOL6di2Ry5n4FUbJlcbA3u+2Ieq+v2yXNfFNB36erOcu66ZdFos6gTzG1mWeMufrObBn+7E86w598+0LJdUqkw2O8IvHtzF+95/wZzH9J73ncd/f28LGzcOz+n8yUmD3/x6HwsXx3nmKWdO6oQCwZEijKojZLYmv1WqcsBHKifa359lx440waBKXTSILEuUShbZ3LQUnHloVPn1Bn4jT0mScB3fo2s7HpGwznU3LBeLBYHgBLK/cyebNZiYqNCYCOHYLn19Ofr6sji2h+242JbjR8I1mZHhAuNjRSRJwnM9NE3C8yAYULFkB9s+fLgqHg9gmA6/+Plurrl2GVe9esmsxx1KYGJwIE9TU4h3vPOc4xK16eyMs7LbN+CSTSG2bk2RTpWxbRdVlXBcWLuuhVBQY9vWNPGYjqJKOLZHNmeyZGk911y7jC1bxtmxPU3nohh9vdmpHl0yiiqh6TKYIMkSpbJZM6QUxY9aTU/Z9iNYHooio+tQqThseynN5VcsnLPktEBwsmhtraOrO8nePZOkUqU59c50Xb9JtmV6/OC/t3PLe8+rNRE/WmRZ4m8+/ire8sbvYVlzWxhNTJQJBBVGRwpseUE0BRacOISk+hEyW5Pf6RxKQtd1PXp7M7y0ZYze3gy5rIHjeAQCKpbl1AQr5rM9Ist+oXYgIMNU+ouiyKiqQiiocc11y7jiysWnepiCVyBf+9rXWLx4McFgkPXr1/P0008f9Ngrr7wSSZIOeN1www21Y/78z//8gP3XXnvtybiVw7K/c8c0nVr/qaGhAo7jUi5ZSBKEQiqO62FUHPI5k0LBZM+eSXp60uTz/hzkR11MSqUjWzkFAn4dVrlk8fMHdx1SOrkqMHHu2hYm0mV275xgIl1m7bpW/uIvj18aXNWAU2SJh3+5l4H+HIGgQqROo1y2qZQtTMPh7HOayOcNHnusj1/+Yg+PPdZHIW9wzbXLuPb6Fdzw+hWomkxqvESx4M/3qfEyY6NFTMPGtl3SqTKm4dYELTz8BaTngTT1a+p6M+XpZVkil5sSIhIy64J5Tl1UZ/GSel79miUsW94w5+tYUzVZ/f0Znn5q4JjG1Nwc4fJXLUKdYxjANP3I2eRkhQd/euh5SyA4FkSk6gg5WI1AldnkgGF2YYvm5giqIhGN+iIPkTqdcskiFNYolizsOXpjjga/F4V08N40+6Gqfi1VMKSSSGqoioznSeQLBhdc2MrNt6wVUSrBSee73/0ut912G/fccw/r16/n7rvv5pprrqGnp4fm5uYDjv/BD36Aab68qE2n05x77rm89a1vnXHctddeyze/+c3a+0DgwGf+VLC/c0fXFVRVYnysiG05BAMqpaKFpsmomoIiy9i2w8BADgk/quztl9FTFWY4WA1nNcVNkv3Ps2yXuqjOQH/usFGXgwlMHO+5YsXKBK0L6giFNSQJSgULRZXp7IyzYmUDe3Zn+M6/vUhbe5TLr1iIqkjYji8m8dDPdwNw/3+8xJNPDlDIW5TLVm1urLaUUBQJa6o3ctVodV0Pe6o3lSyBO6Vy6Hq+wWXbHprm98TKZY1ZfyMEgvnE9NTdSy9bSCpVYiJ9dA2yqxiGy8hwiT/8YeSA2vKjoS6q09wS4bWvW8bPH9w9p2uUihaBoMIjj+zj0Uf2HTTKLhAcC8KoOkIOVSNwMDnggwlb7NuXZWysVMu9n0iVsGwHSVaQJYmTkfunaQqaplAomEekNljtn5WZNCjkTWRZQpJkVq1J8pGPXSqKrwWnhLvuuov3vve93HzzzQDcc889/OxnP+Mb3/gGf/M3f3PA8Y2NjTPe33///YTD4QOMqkAgQGtr64kb+BzZ37kTjweIRHT6+nJEIhr2VOTb9fz0G9edEqFwPBRV4mCzi64rVCqzR6s8fCNC1xWCQYV8zqClxXcMHUnUZTaBieNNf3+WiYkyV756MXgehuFgGDaBgIqq+vPc6GiRCy9qo74hVDvPa/fYttWfp/fty1Io+A2SXddP7ZMkD9sGy/IOcEBVlQI1TZraP12O3cOo2HhAXVgjGFSYSPtS9KLuVDCfmZ6629+XIx4PUSpaVCpzr6/6x688zdKlDVx/w4o5XaO6/tr4RD+NicCcjDzPA6PiMDpa5D/+/UWuuHKxcAQLjjsi/e8IqU40iUSI7dvStXSOXM5g+7b0AXLA+9c+xGIBFEUmFguwanWCeDyAbbs0NASprw9iWy6Tk2VM0631g9G0mT1TpOP0/MuyP9GZpu/xDgQUQiEVVfU/Q1EkdN2XC/a903Ktd5aHh6YrhCM6sZhOW1udmJgEpwTTNHn22We5+uqra9tkWebqq69m48aNR3SNe++9l7e//e1EIpEZ2x955BGam5vp6uri/e9/P+l0+qDXMAyDXC4343WiqC4uBqf6MkmSREdnDFmWKJcs8nkTx/XIZSuMj5Vm1CC4zuztGlz3ZafJbHiuX0sUiwUoFixCYZ32zhjBkDZvoi7VCF5dnYZtu+zaNcHm50b5/eP9/ObhvezdO+mnS1oz71OSJGLxAD09aTKTZWomp1Sdb1+e26ZH8rwpo1XVZGLxIKoq1baDv3izbRcJKJdsUuMVolHtoJLxAsF8opq6e/GGdqJ1Ooqf2jJnRoYL3Pb//YIHf7ZzTudX11+RiI4iy8hzXLl6HpiGwyO/2Udv79H3vxIIDocwqo6Co6kROJywRffqJC0tdZx9TgutC3zDREJCD8g0NoZIJiNEIgECgZcns+PRv0pVob4+SH19AFn2C7BDYRUPj0BAm6oT8GstZBnq4wEkyW90qesyeGBbLqGQyjXXLcV14ac/2SlylAUnnVQqheM4tLS0zNje0tLCyMjIYc9/+umn2bJlC+95z3tmbL/22mv59re/zcMPP8znP/95Hn30Ua677jqcg1Rs33nnncTj8dqrs7Nz7jd1GGZz7iSSISJhv37IdT0UWaop+e3fyPZgc4htezOOlWVqThZJAmXKqGpdEOX8C1opl2y6upPzJupSjeAN9Od45ukhRkeKhMIqiUQITZMpFizyeYNi8cDImqJIVMo2humga1UHki+ZfihFRNv2o1HlkkUw6Cd9SBKoqoQypZDq/1chGtOPn1dMIDgJdHUn+fDHLuGzd17F2nUt/u//HHFdGB8v8dlPP8rDv95Tqy8/mnVDV3eSm9+9lkQyjKYdm5E3OlriO//2wjFdQyCYDZH+d5QcaY3AkQhbBAIKb33bGr7/3ZeYmKiQz5t+bYTtoigShukcNCUHpgqlj8KW8Y+XasZUsWSRz5lomoLnQrRBR1V9RbBKxSYQVJEkCUWViMYCqKpCuWzT1BxG1xQ0XT0q1UOBYD5x7733cvbZZ3PRRRfN2P72t7+99u+zzz6bc845h2XLlvHII4/wmte85oDr3H777dx2222197lc7oQaVlXnTrVWs1zyo1OBgEJHZ4zx8RK5rJ8eY02PzEwZSNWZan8jS5IgEFDwPF/1LhxWqVRsZFmmLqpzwYULaGgMMTRYOGSj3lOBXzuV4L++txXHcWlqCteMmGBQRVFkJAmGBwssXjxTVt1xPBRVhoofkfM8v+7scHNrVULdcR0UWSIYlFFUv9WEpioEgjKtrVHOObeFhYvi9Gw/8rYbgvnDpz/9ae64444Z27q6uti+fftBz/n+97/PJz7xCfbt28eKFSv4/Oc/z/XXX3+ih3rckWWJq169hNbWOt737p+y5cWxI67D3h/LcunZnua2D/6Cc89tJRjyG5QfTVPsK65czFveuopvffMFBodyuHNQJqzynW+/wB+/ZRWrVjfN/SICwX6ISNUcqNYIrDmrmUWL6mf9gZxe+zAbVWGLYtFgbKzIBRe1cenlnSxeUo/reqTTZYyKXfMUz8bRRq4URUJWJHI5k3LJnqrH0GhuCdPQGKSrK8E557Zw+RUL6eiIsXRpPa0L6ggGVYJBDUmS0DWFaDSA43qYpnNI1UOB4ESSTCZRFIXR0dEZ20dHRw9bD1UsFrn//vt597vffdjPWbp0Kclkkl27ds26PxAIEIvFZrxONF3dSW77yAb+9ycv5103r2XV6iSdC+MYhoPreMTiAVRt5vSuKhDQlZpBsf/8ISt+2rLneYTCCtGoTrLJnxs812NstMTkROW4q/cdD2RZ4oILF9TUEA3TwXU9DMOuOb8iEZ10ukQ2+3I9huf5YhXLltWjajKm4cAROqsU1VdDrIuoyIpEc3OE9rYoK1cmWLwkTn19CF1XqIvqyPLMthuC04s1a9YwPDxcez3++OMHPfaJJ57gpptu4t3vfjfPPfccb3zjG3njG9/Ili1bTuKIjy+rVjdxz7/eQPeqBKHQ3H3xtu0xOlJE1SQaEyGe3zzK17+2iZ7tqSM6X5Yl3vCmbtac1YSuH1u0anKyzFfvfoq9eydFpo3guCGMqhPE/rUP06kKW3R1J4lGg7WIVjIZ5tVXL2HR4jihsDaVRlLtD+Ur9h0sl/hQmSWaJhGOqCiK35/GdV30gIIsy2i633h45coEsVgQTVMwDIdgSPVrp8LalIKYi2H4RpQsg6r4jTYPpnooEJxodF3n/PPP5+GHH65tc12Xhx9+mA0bNhzy3O9///sYhsGf/dmfHfZzBgYGSKfTLFiw4JjHfDypOncWtEWprw9y8YZ2GhpC2LaL63qEwxp1dTqhkIIk+Sp2pungON6M+iBJmppXPLBsXy68sTHMgvYYTc0RVFUmEFR545u6+N+fvJy/+vDF88qgqtLcHGHx4jjt7VHKJZuJiTLlkk3rgiiXXtZJY2OIyYkKkxPlGfWwTU1hPnTbxXR0xGpG6eEy9WTZrzVzHJdy2UaWfAVCSfbrZuvrQzQ0BMlkKry4ebT2/0M4oE5PVFWltbW19komD/79/8pXvsK1117LRz/6UVatWsVnP/tZzjvvPP7xH//xJI74+LPmrGY+dccVdK9qnHNNE0CpZPPoI30Yhk33qkStKfaRGjZd3Unu+NyVdHUljmkc5bLDr3+1l//9N7/hri9tPGLDTiA4FMKoOkEcqbBFLD4zopXPGbgudHbGCIU1gkE/fVDTpFpt02w/+JIk+cXSUvW9/8MfDmu+qEQ0QFVCXZZBliTKZQs8iMUCdHUn6FwYIxBUqW8I4XmQTpWwHRck35srSR7BsMpkukwiESIW02vG4XyprRC8srjtttv413/9V771rW+xbds23v/+91MsFmtqgO985zu5/fbbDzjv3nvv5Y1vfCOJRGLG9kKhwEc/+lGefPJJ9u3bx8MPP8wb3vAGli9fzjXXXHNS7uloqUbFA0GNru4E9Q1BEokwixbVs3xFA4GgWlt8HEw23RdeAE2VCUd0LNNv7B3QFVRVJhzWSKXKJ0QO/XhRF9Vpao5w1jnNXH7FQi69rJPLr1jIxZe0s3xFI2vOaiLRFKZYtA6oh73+9Sv59GeuoK09ChzaSSVJ1KJZruurAtY3BGldUIeqyuRyBv39Wfp6c2QmK2zfnuaR3+xjcCAnHFCnKTt37qStrY2lS5fyp3/6p/T19R302I0bN84QzwG45pprDiueczIFb+bKtdev4J5/vZErr1p0TNcZHyvxy4f21JSRjzaC60fOXs+q1UmCwbktY301QItQSD3qiJlAcDBETdUJZP/ah+HBPIGgytp1rbz+xhV0dSdxXW+GVHs1fUWWJSzTxTBsgJcLpqWD1VL5SmABXZlqzAt6QKG9PcbkZAXTdFBVGctykCSJQsGvpVq8tJ5161pJJMPYtkswoPDHf9yNqkj84qHdjAwX8Dw/H9qyHIpFvyi7Lhpg09PDLFlaP69qKwSvLN72trcxPj7OJz/5SUZGRli7di0PPfRQTbyir68PeT93Zk9PD48//ji//OUvD7ieoii88MILfOtb3yKTydDW1sbrXvc6PvvZz86bXlX709kZp7ExxG9/sw9J8igVLSYnKxiGTWNjEDy/Vsp2XEzDqxlYqurXGYUjGrIskc8ZhMMaekChWDLJ5w1MwyUS0ehelWTHjvS8rp2c3vaie1XigLYXpZLNm97UzR//ySpKReuAethrr1+Bpiv8zUcfZmKiTC5bwbLcmiFazRaAKeGekIKsQCFvkUxGaO+I0bM9zc4dEyiKhKrJ6LpMxXAYGSkwOlrkhhtXCAfUacb69eu577776OrqYnh4mDvuuIPLL7+cLVu2EI1GDzh+ZGRkTuI5d9555wG1W/ORVaub+K8H3sYVl32TF58fn/N1hgZzPLVxgNdes3ROEdxq5Ozjf/tbdu2cOKjD6FBkMia/+fVernz14lrETNQ8Co4FYVSdYA4nbDG9J8T2bWliUR3LcshMVmrGVbX5pjNL484qkuR7artXNTE29QPuuqCoMolEiOHhAq7nF7M3JsK0LqhjxYpGFi2ur3llq6l84YhGKOQvpFLjRUZGCgA4Ux0tgwGFiYkymqZwzbXL5mUqkOCVw6233sqtt946675HHnnkgG1dXV0HpORWCYVC/OIXvziewzvh7NyRZmS4QLlk+bU9LRHGRoukxkukU2UURaKpKcLYeIloVKIuplPMm4QjfsTEsT3qGwJUyg6hsIZlOlQqNqWiTUdHjJVdjcTrg+zeOTGvU9f2n0vbO6KEwxqlksXgQJ5kMsSNb1jJkiUNB73GVa9ewlWvWcJPf9RDIhmmkDfJT7tn2/YbAWu6TCikUiiYKIpMe/vLKq+O62KaHl7Jr0/zPMjLBqGwiFCdjlx33XW1f59zzjmsX7+eRYsW8b3vfe+IajKPlJMteHMsqKrMe953Hh/9q19imnOrR3IcePGFcQzTYdmyxjlFcK+9fgWG6fDBDzxEsWhimu5R15qn0xUe/tVeLrmsU4huCY4ZYVSdBA7X/HJ6RKtnW4p83qRctmhMBLEs3/Ns2y6aRm0Cq6b3eUiEQgqLFtVj2y66pnDlqxfz24f3USxZZDMVJKCzI8bZa5uxTZeJyTLrzlswwxtTrfM699wWNj0zzMREmctftZAnnxjAcTxiMV+CfXKyQiIR5PwLFjA8XOKll1K87trlwrMjEJwCXNfjxz/aQb5gcN75rQwO5CkUTUIhFcf1KJcsLMsjk6ng2C66pk31UPKj38GggmXZqKov/93YGESRZUoli/Ub2unojCNJkMsZp0Xq2pFkBxwOWfKdUeGAQl2djmlmMU1nWsRKQlX8CFQopBIIqKTSJXbvSjM+XkJTZRzbxsOvXVPVKcVVVeaF50d5cmM/F2/oFHPmaUp9fT0rV648qHBNa2vrnMRzAoHAvI2Gz8aVVy1hwYIovb3Hlqa4s2cCx/bXOXNh7bpW1m/oYNfONNmswdho6aivUSiYvPTiOGvPa5nXjiPB/EcYVfOEakTryY39DA3lGRkpIEkSmq6QTvmqW6bp/6prmkxLSwTXdSmXHeL1AcIRDdf1GB7Kowdkrnz1Il5/YxejowXKFYvu7iQXb+hk966Jqdzh2T2551+4gP/8zhbaO6LkcwbpdJnGRIhAwP+qyIpEuWQjyTIdnUJOXSA4lTz6yD4e+ME28nkTy3JxHBfXdXEdsC0bx3GnGgDbtVYKqipTLtnkcwZ4OrIkoaoywZBKqWShawrtHTE6OmNTqca+w2XtutbTInXtSNtezEZ/f5aJiTKXXNrB4GCedKpMXZ1OsWShTJ1vOy6yIiNJHrbt4jgW27em2PpSCtOwUVWJuqiObflS7Q31ASqGL5wxMVnmy//wJOsvHjgqKWnB/KFQKLB7927e8Y53zLp/w4YNPPzww3zoQx+qbfvVr351WPGc041Fi+JcfsUiRr77EoYxh9y7KTwPhocK3PeN57nzC685amdDZ2ecCy9qw6jYtLY65LLGIVvRzIZtewwN5Vi2omHeO44E8xthVM0jZFkiHg+SSIZZsbKRXbsmSafKxOMBAgF/wZPPGTU1ro6OGE3NYcbGiqRTZSzLoVy2WLaskVe/ZjGbN4+woydNpWLz9JNDPLlxkBv/aOUhPbm27dbUCCfS5Vr0q4qmKeQdE9OwUVSZsdEiO3vS87qAXSA4E+nZnuKrX36K3bsmcRzfoLLtl/cr0xSHHcdFkmTyOZOGhiCxuE5m0qg1Dy6XbVpb68hmDQzTYUF7HY7jUSqZNYfL6VQ7ebjsgINR7S+4YmUjCxfVk8tWGBstsm1bikymQmaygmk4VMovL9oCAZloVKdccbBtP90vl7OIxXTq4wHyeRPb9tADfg+rUFjj+c2jDPTneP8H5pc0veBAPvKRj3DjjTeyaNEihoaG+NSnPoWiKNx0002AL4bT3t7OnXfeCcAHP/hBrrjiCv7hH/6BG264gfvvv59NmzbxL//yL6fyNo47sizxvz54EY//ro99e4+tTUClYvGbX++ht/cCliypP+pxVNN+U6ky565t4aknh456DJblse2l1JwjZgIBCKNq3lFV8gqGNDZc0kku64tM6LqC68Ivf7EL1/W4eFpqzrLlDWSzBpMTZYpFi2uuW8ZPfrSjpqwTiWgUi9aMH/LbPrJhVk9ub2+mpkaoTyl/mZZTi1RZloNju2x5cZxMpkK5ZPHNb2xm8+ZR4XkVCE4SruvxjXs38+KLYxiGjTtLs1rHoSZs47pMSRZ7ZLMVotEAuq5gmg6W6WIHXDo6Ylz2qno8DyYnyuzeOXHUqXOnO9P7C8ZiAeL1QeL1QfIFk717MxgVe4ZwBfhe7krFQVWkKel6D9dzyEz6YhfgK6yaplOLXDW31LF9m2gGfDowMDDATTfdRDqdpqmpicsuu4wnn3ySpia/aez+YjiXXHIJ//Ef/8HHP/5x/vZv/5YVK1bwwAMPcNZZZ52qWzhhrFrdxN99/jXc8s4fHXV0aDquC3v3Znjkt3tZsmTdUZ8/Pe33D5tcgkFlTuNJpYp8/s7f8de3Xy6aAgvmhDCq5hkzFax04vXB2j7X9WoS6+0d0Zmyv57fnPPss5t59plh0unyDAWsWCxAdJVe+yH/qw8nZvXkTv/8ru4EiWSI0ZEigaSCB6TGS1Qqfl8W2/FYvKSBjs648LwKBCeR3t4Mjz/WS6FgzmpQ1fC1ZZAkf/GvqhK27fdW0nWZcETj6tcu5fU3ruCsc5pr6X1zSZ07E5g+/0VX6UiShOt67OhJI0ugan60SddlnClFVj+iZ81QH/NcsF3w//qQSlVQNYlgUOWlLSkUVZkhJS3Sp+cv999//yH3zyaG89a3vpW3vvWtJ2hE84vX37iSOz53JX/z0YePWiRiOqbp8pMHtnPJJZ1zWkNU0357ezOEwxr//d9bcezDnzcdy/L47W96yUya3PmF1wjDSnDUCKNqnnE4BatVq5PgQc/2Cdo7opRLFltfGmdwMI+qynh4TKTLrD6raYakMPgF1of7IZ/++T3b07S3R8lMVhge9hUAKxW/qB1JIh7X6V6VIB4PEIvpwvMqEJwgXNebYejs7EkzNFTAOEJvbLWBuK4rSLLMuvNaaV1QR7ls8bHbLz0g5eaVusifbf6dSPsqirIsgefXn6mKjGM7tX5VR7KY9FyPWDRANlNh09NDrDuvVTQDFpwRvP8DF7J71yT/cs8fjuk6Tz89xFfufoqv/uN1/jrjKJFliSVLGvjo31zCnj2TbHpmeE7X2LEjzT98cSMf/etLhJNYcFQIo2oecjgFK4Cf/HgHzzw9xLat49i2S0d7jNVnJSkVLXZsT/P8cyNYhkNzS4RYPFiLaoXDGsOD+UP+kO//+c3NETzANBzwTMJhjQULoqzsaiSRDANHZrAJBIKjp2d7qvYsVio2waCKJPn1P67r9506ZLRqCg/fqLIdj0rFplKxOe/8NhYtmv/iEyeT/ee/Pbsz2LZDLBYAycK2vNrf2nWO3DXvOGCaNqFIxHeGbU2xeHFcFMYLzgi+8A+vZdvWMX732MCcr5HLWjzw39vBgw/+1fo5GzRd3Un+7z9dx5tu/C4jI8WjOrdYtInWBRgfKwonseCoOaOMqk9/+tMHNM/r6upi+/btp2hEc+dwClbLljfy6U88QqVs0dWdIF4fQpJg394Mlu3Q35djfKxEc0uEZFOYrq4EiWS41ovqcD/k+39+OKKzoyfF1/9xE8tXNNDQGGa/QNgRGWwCgeDI6dme4utf2zRLfeQItu33ZDmcQVVrFu75KYDhsMbQUJ7FS+KnlfjEyWT6/Pf4Y3187o7fURfVcF2oeBaW5dZSA4+GYtFmeKhAMhlicCDHxRd3nBaKigLB4ZBlids+eglPP/V9DGPueYDFosUjv92Hpin85a1zLydYc1YzX/7qNfzP9/yUXO7I1ySVsk06XeLSyzqEk1hw1JxRRhXAmjVr+PWvf117r6qn7y0eSsFqcDDH2FiRVWuafA8qkE6V2L4thev60ucAiioxOlIklzW44MIFjI+Xj1gaef/Pl2VobomgasoBBhVwxAabQCA4PK7r8ZMf75hRH+l5fhpZMhlGUSS/IfgRrF+qz6vrudTVaQSCKm968yqR2nIIqvNf+00xvvfdrWzfliIYUjAtB8X15dSPFstyKJcsRoYdorEAF29oF0at4Izhqlcv4exzW9n09NGn3VXxPEiNF3n++RF+8qMdxxQpuuHGlfx/H1rPF/7+97WWNEdCPm+xefMora11wkksOCqOPml1nqOqKq2trbVXMnlmLhqq0r+RiC9c4XnQ05OmXLZZuDBGMKhSqdg4jkdjY5BczuD3jw+QSMxdGrlaxD04kMfbbyVX7WXT1Z0UnleB4DjQ359lR096SpRGIp0qsfGJfh57tI8XNo8ecZREkvzedrF4gMtftYhLLu3knHNaOOuc5hN8B2cGqirz/r88n1gsQKXsIMu+02r/OfBIcF0Py/Lr4BYvqX/F/z9wXY/e3gwvbRmjtzdz1JE/wfxCliX+7M/ORj7GlWWl4rJ75yQ//MF2Hn1k3zFd64YbV3DpZR0sXhyd1Rl8MPbuybBvX5axsaNLHxS8sjl9wzgHYefOnbS1tREMBtmwYQN33nknCxcuPOjxhmFgGEbtfS53bN3BTxb7S//mshXSqTLRmE4goNLUHGF8rIhlukxMVlBVGU2TecObuubsnT6ciMbp1ssGDhQAeCUpnQnmN9MdJ6nxEk/8vp9S0SIaDxBvCDA0JGPbhxaqUBRoTIRQFJn29hiLFsUZHi6y7rzTo5HvfHk+r73er2X9+j89S8/2FNmM/5shK77S35HaV8Gggq6rKIpC9yvcATVbreDKroRozXGac9XVS+hcGKe/LztDEfNoyWYN+vqyfPPezbS1Ref8naiL6rS0RulaleTx3/Wxs2cSwzi8wE+lYmOaDs8+M8wVVy4W6wLBEXFGGVXr16/nvvvuo6uri+HhYe644w4uv/xytmzZQjQanfWcO++884A6rNOB/aV/TdOpNer1PA/bcujuTrJqTRLLclEUifHRIs3NkWP63MOJaJxOP4biR10wn6k6Tgb6cmzcOEA6XUbXZIpFC0WVkGW/L5IsgyzLuK6HMyWcUN2uKDKVso2i+I26f/bTnbS01PFn7zhr3i8S5tvzee31K7j6dct4+qkBnn1mmAd+uJ22tigvbhljoC93ROlFhuHguh7RaIDrblg+7/8fnCi2bR3nS194gtR4mfbOKMs7GyiVbNGa4wxg0aJ6rn/9Cn70g+1kMhVKpaPUNZ9GPmewb0/mmAQjpq+V1l/cQalgsWfPkTUrDgUVdvSkRV2V4Ig5o4yq6667rvbvc845h/Xr17No0SK+973v8e53v3vWc26//XZuu+222vtcLkdnZ+cJH+uxsn/UKBbVkWWJQsHEMGxCYZ2V3QkaGkIA5HIGwZB2XOqdDieicTpwcAGAUfr7srzxzd00N0dOy3sTnBl0dsZpbAzx4wd6yGQrhMMauq74fZGKJpbloGkSIB2woPeNKj9FzQOisQDRqE40FiAS1njo57tZsrRh3i5cD/V8nqpFt+t6DA7miMeDnH/hAl54YZREMkxzS4Qnft/Ptq2pw3rmHQccxyVSp9HaWndyBj7P2LZ1nL/52MPs3JEmEtEYGyuSSIZY2ZWge1VCtOY4zZFliVvevZbR4QIvbR1nMl1mbKw0p2u5LvQPZNj60ticDZvpa6XUeJk1a5oYHMxjGId+WCVZolC06Ovz07DFOkBwJJxRRtX+1NfXs3LlSnbt2nXQYwKBAIFA4CSO6vgxI2q0PY0kwcREmaVLG1jZnSA5JXderXc6UoGKI+FQIhrzlWoqUS5r8N3/fIlUqsyq1TMbJBtNNr9/fIBnNw2zdGkDwZCIXglOHR7+9xaPGT/osiIjy1Vj6sDcM9f1z2tMBHjLW1djOx66rhCP+3PdfF64zibQAQc2MD+ZYz8gahZQGRsrMT5W4sL1bbz+j7rQNIXnN48eNhVQkmBsrMjtf/0wH/yr9a+o1KKe7Sn+4Ysb2bkjTWMiRCSiY1kOoyMFX0zpojbRmuMMoKs7ye0fv4wfP9DDc8+N0LtvkhdfSM3pWumUwS9/sYf169t53/svmPN4qmulp58aJBrVcRwD2z74w+rYHmOjRRzb5Zv3bub5zaNiHSA4LGe0UVUoFNi9ezfveMc7TvVQThjTo0ZbXhjjB/+9DcNw/H40tnta1zsdisPVWuy/v1S0+NlPd7KjJ006XWZHT5rW1ggtLeFar61UqsSzzwxjGjauI9PcEkadWiiJlBTByaa/P8vkRJkLLlzAk08OYpoOluUiS5JfT1k4vCpVqeiL1eyf9jufF677C3RM51T0w9u2dZx/+OJGxseKdHTG6OhspFSyGBsrMjiYh6eG6F6dZNWqBDt2TGCZ/t/8YFErz4PJiQq/e7SXgf4cb7vpLP7oDWf+Yq1qLI+PFQmHNeoiOpIsEQio6EmFdKrEzp4JLrhogWiKfAbQ1Z3kwx97OaPlP7/zIl+9+5k5XauQN/mnr21i4aJ4rb5xLuNZsTLBkxv7ufuupxgZyfP8c2OHdILYtkckohEOa2z8/QD9fVn+8tYLz/hnVTB3ziij6iMf+Qg33ngjixYtYmhoiE996lMoisJNN910qod2QqlGjRYtqmf5isYzot7pUByu1mL//abhMDpaIB4P0r06STCosGf3BJOTFZ55eojuVUnCYZWXXhynXLJobomQmaj4yomJU+cdF7yyqQpVrOxOMpmpMNCXIxhUMW2H9HjpiGp4qoXW11y/fIby1XzuKbe/sun+nMyxT09VC4c1xsZKJJIhuroSXLi+DZ4aAvx2FpWKTTSqUypKROo0xkaLB08HlPwF20B/jl//ag+DA2e+06ZqLHd0xhgbK2FaDoGAvwSRJIloLEAqVWJ0tChac5whTM9o+fRnr+KBH26nrzd/1NdxHI/UeIl7/ulZrn7dMlR1bvKCsixx8YZOLlo/wGOP9BKN6VNN1A88ttrfL5Uu8/zmEVRVZs+eSUoli7/9xKtYtEikAwoO5IwyqgYGBrjppptIp9M0NTVx2WWX8eSTT9LU1HSqh3bSOBPqnQ7F4Wotrr1uGQ/9fHdtfzis8btHexkaKlAu29Q3BAmGVIJB/6vf359jaChPXUQnnS4TqdPQdAVFldF1BTg13nGBoCpUUSpZtLTUsW1risHBPLbj4h5evArw0wBTqSK5bIV4fbC2fT73lNtf2XR/TuTYp0e4x8aK/Nu3XqilqtVFdEzLqfX9u/CiNrpXJ5lIlXnnzedQKdusPquJ+7/zEqMjhVmSMqeQAM9ftFmWQ6VikUqVz3inTdVY7uhsJJEMMTpSJJBUak3UNE0hb5sM9ud51ZWLDpmqPl9UIQVHjqrK3PyeddzxicfmdH4uZ/LkxgH+6/tbeftNZ815HNUaq21bx9E1BVWV8TyvljLteYD0cl2qLPmiQJOTFXJZg5/+eCejo0VedcUikQ4oOIAzyqi6//77T/UQ5gWnY73TkXC4WottW1Pc80/PUhcN1GqlspkK6XQZCY/+/hxjo0WamsNkswb5nDHVb0YmEFSQZCiXLfr7LFZ0NRKLv7wInc+efcGZSVW16vHH+hgczFEsWNi2e9QyxYbhzJAQPhE1lseDl2seTZqbI+zbl2HV6uSMFMATOfYZEe6yze49k+TzJqoqE5mWqhZIKqRSZXb0THDBRW2Mj6f40QM7yGYqVCo2yaYwoyOF2Urdpm7C3+XflsTkRIWz1uhnvNNmupOgqytBLmuQmmoDomkKxYJJsWjS1HzoVPX5pgopOHJe97rl3PWFjeTz1pzOL5VsvvT53xOt0znrnOY5G9Nd3Uk+8rFL2Lcvy/ObR1BkGUnyphqquyiKr6YaCql44NdWuR6BgEK5YpNOldn83IgoCxAcwBllVAnObA5XaxGLB3h+8yiXv2ohuayBaToMDuQZHyuiqDLBoIJhOBQKJtlMBcOwCUcCuM7LQgCu4/me5P2Yz559wZmJLEvc8PoVfP+7W9mzO4NluUfVvLJKLmfw7KZhzju/FdtyGRjI0dQc4fp5JOl9sJTdQt6ke3XyhPfD2z8CblsOW7eO49gOhbxJpE6nvhrpkySiMZ1UqsTO7Sn27csiKxIrViaIRDSCAT+92LIcLOvgBRueB6rq5xgpqkShcGbXEU2Xtu5eleDCi9ro6UmTTpXJWwbFksXKrgQf/uglB12kzkdVSMGRE4vrLF3ewPPPjc35Gjt6Jvnobb/k0ssX0tWdnLMxvWp1E3/78cv40K0PYdsu0WgASYaB/hyVio2mKQSDKvmCieH5awzX8/Bcj6HBPKvXJEinz/wIs+DoEEaV4LThcLUWiiJRKlm8tGW81rcrNV6iXLEJBBTyORvb9igUTDzX9xSbho2qSuQLJorih/qbWyOUS3YtZWq+evYFZz4jIwUykxVs2w9PHWmT2SqqJlFfH2RkpMAPf7CdcFgjHg8SDGn87Kc7kWXplC9CD7ZQrlRsslmDvXsyBAPKCasPnS0CPj5W9NN+26Ps2jnB6HCBeExHkv1aDk1TyJkVXtwyRjCose68BbVFVX1DyE8bkmUkyTno/zNJAkWV0XQVx/bOeKfNbM3jL7yonbGRQs3Q//BHN7Bq9ezp+vNRFVJwdHR2xlm/voMXnx87psbAIyNFRkeLVCrOMRnTV716CTfcuJLf/mYfkuTXbmma73yNxjTKZQfLdFFVGVWV8BwPTVcwDJvNz41y3vkLzvgIs+DoEEaV4LThcLUW6XSZcskinS7R3BLBdTzGxzwc2yNvTEs3cP3FqedBpeIQDqsEAioNDUEsy8WyXFzbpVy2kGTpkN5xkdsvON5Ml/7/l3/+AxMT5ZkL86manCO6luPhuB7BoOIrWjZFeM3rllAuz49Gq4daKF+4vo1tW9MsXhLnbW9fQyweOCHP12wRcF33ay1sx6NlQR1DAwWGR4okEqFaqloubxLQFdaua5nqCQa5bIV0uoTrgq7L2LaDc5D6N0mScByPlpYw2ZzJuvPOfKfN/s3jjYovpvSqKxcf1lieb6qQgqNHliVuuHEF//39raTTlTlfx7Y9Xtoyxp/fci47eibnbEzLssTN715LuWwzMJClsTFEPm/w+O/6KeQtXNdDknznlOO4KLJMKKyCB5bpMtCfJ5EMndERZsHRIYwqwWnD9PSR6Cp9xg+r67rs3DFBKKQRDKrousJkukyxaOE4h1+Bxut1igULSZIIBRWyWYehoQKNjaGDesdFbr/geDP9O9XXm2Hzc6O1eihJelmR6khsKlWViES0/5+9d4+T667r/5/nPvfZy+w9m0tz2SRN79e0QAuUtoBAQZSLCiJfVKQqj6pIvYCKWi6KKCL4RRG+KMJXvz9bblagNEDb0EvatE2TbDb3ve/OzO5cz5z774/PzGR3s0k2aZKdpPN8PPJIdjIze86cy3zet9eLfM4in7PoX5nAcX3KJYdkS6ghsvunWiiv6I8zNVkikTTO2UJ5sQp4Ihmqiym0tYUotTq0tYYwyy4FV8z+rFyVJBbTWdGfIJMu11vZSiWbiuniOCKgqh2zhXhegOf6FAsOAxsvLsuLkzFXTCmfsykUKsTjBqGwiu8HJ/wMGkkVssmZc8utq3nt69fzH/93N1ZliYo7i5CeNnli+xiXXt75ooLpgY0pfuPuY4G+ril0d8dIT5uYpi2SH66oYGm6jGP7JJIGre0hJieKtLQaF3WFucnp0QyqmlwwLNY+Upu1GBrM4jk+193Qy9hogbHRArlcBds+/qa9cIHjOB625dGeitSlqt901wBve8cWEkmdvr4Eo6N5Xtg1Va9GDe3LNHv7m5xV5rbB9fbFeG5nBcueKzAh/pxqrqqmWhUKqYQjGpbl4Xk+6WmTri6pfk00Qna/ERbKi1XAJYm6mMLkZAldU7jqmm4qFY/R4QIdnWHe8QuX8Y1/f4GR4Tx7dqcxTZd4QscwFGayFSoVUR2XZaHCuPC+owhxUSzb4Y47176k7heyLFExXf7nwf1LTkotpypkk7OHLEv85m9fz+4Xptm7J0O5fGaiFUEAjzxylJlchUTCYHamwqpVZ7ZNC1WTp6ZKfOmLz7D9sREcx6NUdrAdj0rFRVFkwhEf1/EpFm36+hIXfYW5ydJpBlVNGoKlttEtbB+peXGtXd+K7wdcuqWDnt4YD33/0KI+PotljR0nYHi4QF8AjivMVV/9mjVcVs2AfebTP533xb9+fRuZjNns7W9y1ljYBnf40CxHh/MQBMeds4tVPWoL9xqaJtSrXMdHkiRUTcE0HWzHr1sFwPJn9xthoXyiCnh7KsK11/Xw6CMjaJpMeqpMKKzxiltX8TNvWM/6De08vWOC//y/u/E8n46OCEgSQRAQENSPUy0QXnjcZFlC1WQsy2fbtiPcfmfjCIeca85EcOJknQrNudcLi02bO/jwH9zMR//4RwwNZXBPIuhyMjwPnts5hapK3P3+/+YP//hlZ2wOPFc1+dLqY3v2pBkbLeB74j5shBRChoppOhw8OEtLS4jXNpDgT5PlpxlUNVl2TreNbjEvLt+H+/78J5RKDpqmEIlo9PTGGD6SXyAnvfg2FPIWB/e7rFnbSl9vnM7O6Am/+H+6fZSDB2e4/obeZm9/k7PC3Da4TNrkJz8+KjK4wdLEKcIRDbPs1KtZjuOhqkrdbwUpwPMCImFtnlXAcmf3G2GhfLIK+PS0ydabVvCmNw/Q2Rk9LuFz7XU9fO1fnycIAizbQ9MUigUbp5rQqbdrLjiG9SArEGI5//PfB7jjzrW88lVrztl+NgpnKjhxsuN0rlQhm5w77nzdejRd4cMfeoh8zmJ8rHjG7+V5AfsGM/z+7z1Uf+8Xy8tfsYrevjizMxX6VsQpFGxsyyMAVEW0BPb2xbn5ZSs5cmS2OVfdBGgGVU2WmdPNWC6saG3a3CGk0P2gvjhrbw8JFR9VnjeHciJUVSLZYlAxPdJTZTo7ooyOFvjxtiOk0+V5XjmJhEH/yjgv7JpiZLjAylUtx7VjLXf2v8mFR60NrmKKoD2Xs9BU4Z1mW95JlbKiMQ1dlzHLomLleVTFEbyqVQCYpocsy1yy7tj52gjZ/ZMtlEeGC4RCChs3igTKuVysnKgCfiq1wc7OKKtXJ7Ftj2y2QsGzq9VBCIVVAj/ANBdvQdY0BU1TkCQJs+zw39/Zzy23rr7oF2QvRnDiTI9Tk8bkla9aw8+/7VJ+un0Yw5A5fCh/xu+lKJCeLvOFf9jBbbevRVXlF7Vto6N5ImGNVEcEzwvo7Y3j+wGW5WKWXUJhFUNX+LOP/oipqVJzrroJ0Ayqmiwjp5uxHNyb5psP7GPnM+OUig7RmMaVV/XwxjdtYP2Gdq65tofnnp1k374Mvh+Qz4ugZm5r1GIZ41hMR9fFpTAzY/LCC1N84R+eYmhflu7uKJ1dUVKpSP01uiEy+5OTxbrs+lxON/vfVBB8cXzuc5/jU5/6FBMTE1xxxRV89rOf5frrr1/0uV/+8pd5z3veM+8xwzCoVI4pUQVBwEc/+lG++MUvMjs7y80338znP/951q9/8dnPExGL64QMlRd2TVMuORi6jKJIOLaPooikwWLIMvieT8X0CYL5LYCeB7OzFRRFEud5XGNFfwLX9Rsqu7/YQtmyxPyC46h84+sv8MD9g+d8sbJYBfxE12Ltmh0fKxCJaqwfaAfAtj0y6TIT4yLr7p3guIFQB4xERetjssVgdDT/kqhuv9g5utM5Tk0aG1mWeOObNjA6kqdccjhyOH/athFQVfK1PBTZ54VdUzzx+Ag33bzyRW1bsWCjGwo3bu1j//4ZMmkTz/VRVJn+lUna2kM88/QEsizTvzJOKGTgeQE7n2nOVb+UaQZVTZaN08lYVkyX+/7iEfbsTuN5x1aO+4dm+Oljw6zb0M5M1qSQt8jNWszMmBTyNoYhpJGDIMC2hVz6/N8Dpulgmg6uK2YhdE0hmTAIgoCJ8SKFgs3Wm1fQ0REFIJk06OyKcnD/DJblznu/083+NxUEXxzf+MY3uOeee/jCF77ADTfcwGc+8xnuuOMOBgcH6ezsXPQ1iUSCwcHB+s8Lz71PfvKT/N3f/R1f+cpXWLNmDX/8x3/MHXfcwe7duwmFQgvf7qzQ35+ksyvKI48cpaU1RKnkICtgW9ZJDWR9X9gC6IaCpknY9rHnKgqEwyq27RMO69y4tZ/ZGYvJ8VJDZPcXJhN+64M38NSTozy7c5IfbztCNKbTvzJxXkVg5s5VnIi516xpOhw5nGP/0Aw3v2wFnZ1RZrMmnufjeQHBSVaIpZKD6/p4Pqxa3YKiyBd1dXtuIOq6Ql3VMBR0XSGZNOrX4VKSUks5Tk0uDGpJlfv/v73s2DFOZZHK7lIIfPACn1zO4tmdky86qKrNe4bCGltv6idfFb7SdYV4wmDbw4cxTZdS2eLpHSVcV/hZtbWHKBas5lz1S5RmUNVk2VhqxjKfs/i3rz7PjqfGkCWJSFTDMFRkWWJ6usT27SMcODDDHa9dS//KBMWizWM/GWGolCGRMEi2hMjnK+RzNvm8NS8T5vvgOH79MVUVVYHBwQy5WQtJCsjOVMh/9wDX3dBLV3eMZNJgRX+C8bEiw8N5QmHtjHr7z2RYu8l8Pv3pT/O+972vXn36whe+wHe+8x2+9KUv8eEPf3jR10iSRHd396L/FwQBn/nMZ/ijP/oj3vSmNwHwf/7P/6Grq4v777+ft7/97edkP2RZYutNK/jmA4NYloemyyLQP5HJ0YLXuo5PUBW1EPtRq1pJdPdE6emOc911vfzsz2+iXHKWPbu/MJlQq0yFDIXDh3MUChar1ySJRlUqFR1dVxjY2Mbg3uyyLlaOv2YThCMaP310hO9/7xBbb+pjeDiPJEkEgV/3uYHjq+SuG+C6LpIEszMmPT2xi1a5bu7xnpos8sILacyyQ3t7mEhUpz0VZsNAO+3t4WVvSW1y/hnYmOLn37GF73/vIM/unJw3B71UhHGvuNj27s6cVJ5/Kcyd99y4SZ/XkTI7Y3L0cI7AD8jNWiSSBrqmYDseU5NlFEXiycdHXxKV5ybzaQZVTZaNpSp/5fIWP/j+QXI5G02VyOdtZFkiHFFxbA/fCygWbAI/QFFkkskQW2/uY2KyUM1+Co+JSFStL+BqKIqEoki47rEK1uxshXBEJRrTKOQtHMdnfLzI9793kO6uGL19cVRV5o7XrqW9PcLQvtPv7T/TYe3lohFbFG3bZseOHdx77731x2RZ5rbbbmP79u0nfF2xWGTVqlX4vs/VV1/NX/7lX3LppULv6dChQ0xMTHDbbbfVn59MJrnhhhvYvn37okGVZVlYllX/OZ8/s7mALZd3smlzB9lMuf5l7Tocb/YrVR+qPuZVlalUVSaeED5t+ZyNrEi88lWrGdiYoli02bcvgyxLXLpl8Qre+WJhYGKWbR75yQizMyaRqIaiiMTJ3t0ZXnh+mpbWEJGIWHj39i2fCMyJrtlVq5IEns8TT4zzxONj2LYwFC+WApQAUY06iVdeEMDERJHWthDl0pnJSzcyc493OKKSyVTQNJlyIAzbdUNhfLxIJm3S1RVlzSUty96S2uT8Uy7Z9PbFicd1tm07jOee+jULcdyAcERhbPzFt9KebN5z754MFcsjmTTqqp8AhqFipBSmpsocPjxLPnfxVp6bLE4zqGpyXpm7OI9Eddavb+O556ZOqvy1b2+G0ZECqiahajqKIuF5Afm8RcV0CUdEsJTJVmhpDQOQbAmxenULhw7NoigGjiNMNucGTyAWpL4f1GWPfR8kOSAUVikWHEolpz6nUjFd0pkyxaJFS2uYX/+Na7j9znVnFGy8mGHt802jtiim02k8z6Orq2ve411dXezdu3fR1wwMDPClL32Jyy+/nFwux1/91V9x00038cILL7BixQomJibq77HwPWv/t5D77ruPP/3TP33R+9Pfn+S663vZ+cwEV13dzTNPT7DjqTF8H2qjOSeqetSQZRmr4hGN6kQiKqlUBFmWGkY8ZWFgkk6XefiHR8hkTCFbPi1a56JRnQAIAqGyFQ6rTE4Uyc1apFLhZdmPxa7ZdLrMvqrpryQFFAsiEXTplk6ee3YSzxMVxFMZkFcqHqOjBb7y5Wf5y4+/+qIJKOYe74GNbfx0+yiVisPKVUnMDoejR/PMzFRoaQmRy1Xo6o7yq79+TbNC/xKklmSNx3VWrUxy6HCO4CQCPYuhyBKxqM7g3gy7npt60d+dJxJGWb2mhX2DGZItxvHGgZJEOKySy1kUCpXF37jJRUszqGpyzqkFUruem2L7YyNMThaxLI9QSKWtLYwiSyeUyH3d69fxt3/zOL7vEw6F6oo+qiph6AqlokPFdJEVed5KU5IkevvivPBCmtHRgpCXZvHFTTBnwRoEAaqiMDVRolx2URRRJvB90a6Tm7UwOiMkkwYvvJDm9jvXndGNuxFMT5fCxdaiuHXrVrZu3Vr/+aabbmLTpk384z/+Ix/72MfO6D3vvfde7rnnnvrP+Xye/v7+036fuZnR8fESPb0xDEPFsjz8IKC2zvYX8T2SJPA8YUbZ2RkjntAhoO5JtdzS6TXmScdnTLY/OiIqGGG1uq0BM1kHzxOGnrouY5oiZd2eijAxXqRScRkZyZ/3iunCazadLvPUE2OYpkM8YRCL67hOHstyOXRwBt8PcFx/Ub+8hQQB5HM233pg30UlrT73eOfzNpm0STwh5qciUZ01a1rI5SyuvKobQ1dwHJ9QWG1KVL8EqbXb7XxmkvZUhJGRwpKunbm0tBq0tYeYnirzPw8e4I7XrnvRKoCLCaPMzlR4/KejVEyXWGxOQjiASsUhN1tB0xWi0eM7cJpc3DSDqibnlFqV46knxti9exrX9enri3Pplg5CYY3RkQKKIgKgbMY8ro1ONxQmJgrohkq57BBXJWRZrrucu66P64KmBRw6NFNtHdLRVIkDB2YwDIXOjghjYwUs25uXVBJy68Ks0/eP+cm4ro9ledUsM4CEpolAznECLMujULB54kX0TNeycsWiTRBQH4CtDWw3wiK40VsUU6kUiqIwOTk57/HJyckTzkwtRNM0rrrqKvbv3w9Qf93k5CQ9PT3z3vPKK69c9D0Mw8Awzs6X59zM6ODeDLqhYpoumipVhQ9E69/coKrW+qdqYvGQSoUolVy6u2MkkqGGkE6vUQtMIhGVXc9PUSo7aKpcD/6CatXYcQJmZioYhgKSRKlo43oq6bRJ4Af87acfp29FnIGNqfNWMZ3brhyP63WhivZUBEmSsCyXWNwg2SIxNJTFdX1ChoqieCxhNI6AgEza5Bv/vouXv2LVi14MNgJzA9FMxsR1fTTtmPm0piuiuhDTUVWJfc9O8om/fBTfC6hYjVMVb3LumZtUKhSsqsjO6SUVZ2cqzM5UCIc1fvjQIf7kj7fxS+++/EWfO8cLo8yyek0LR4/kyKTLxBMGruMzNVWiUE2ExmM6//GNFwiFlOa5+xKiGVQ1OWfUqhzptEkmU0bXFVKpMLOzFXY8Nc7GzSna20MMHy1w6WbRTjd3iH5oX4Z/+PunGBrMAmCarshkhpR60CPLEp4foGky+/dl2b8vSzRmUDFdcvkKoZBKoWDj+QGKIhFoMoHvi5Y+CZTqYhX/2CLVtn18368vhGQZVE1FkSV8X/xfIW9x+NAs+Zy1+M6fgv7+JK1tYR7+4WEUWVTBVFWmPRVm/YY20tPmsi+CG71FUdd1rrnmGh566CHuuusuAHzf56GHHuLuu+9e0nt4nsfzzz/P6173OgDWrFlDd3c3Dz30UD2IyufzPP7447z//e8/F7txHHMzo2vXtvB3n3kC2/aA+W2qUEsMCPNfCZEQOHo0T1dXlLXrWigUrIaRTodjgcnERIlM2iSRMCgXHSoVj3LJplw+Nkjh+2BZHrIsMTycx7Y9/Oq1PjZWwHE8pqfK561iOndwvacnOq/qQhBQyNt0dUXJZMp4boDrBBSdpc9IVUwPRfF46AeHz9picLmZG4jqulBidRwPwxBLD8fxcFyPHU+NMTVZZmbG5MBQlp7eOBs3pWhtC12wVfEmp8/cpFKxYPPUk2OnJbFe+84uFkXC9UcPH6ZQsPiNu687q+dOrVXbqri4rs/YWIHp6TK+HxCP62iaQndPjMOHZ/n8555qnrsvIS78VFiThmRulaO3N0qx6JBIGhghjXBEY3Qkz8MPHebRR4Y5cmSWBx4Y5PChWS7d0smqVS0M7cvw+c89xYEhEVDF4zqhkILn+eTzVnWRKdr1CKBcdikWxQxUerpEoWjhuQG25ZHJmJSKDmbZw3VEZcv3wffAtvxFB2Jd91jlKgiEAauQQPYwTY/Z2QrjYwVeeGH6jD6foX0ZJieKmGUH03SJxjSMkMLIcJ6HvncIVZGWfRG8lBZFq+Iua4viPffcwxe/+EW+8pWvsGfPHt7//vdTKpXqaoDvete75glZ/Nmf/Rnf+973OHjwIE8//TS/+Iu/yJEjR/hf/+t/ASJY/OAHP8if//mf881vfpPnn3+ed73rXfT29tYDt/OBLEv09yd52zu38LJXrCQUOpb/qgVWui6jGwrRqF6tovqEwyrr17ezalULM9kK2YwIzn/9NxrjS70WmIwOC1ntWFRD1SRysxXK5vEXou+LucdSycH1AhIJnWhMJxrTmJ2tkM2aHD40y7e/NXRCL6+zRS2T3t4eZnBvlkrFQVFkLMslnTaJVMVtho/mCQJhACyfwTesqso8/9wUn//cUwzuTZ/9HTmP1I/3SIFEQoiNFPJW9b4dMDZaYHKixIEDM0xPF7Ftj0LBYWhflv958ABPPj5GqiNMJmOel2O8GPfddx/XXXcd8Xiczs5O7rrrrnmWDIvx5S9/GUmS5v05V3YMFxsDG1Pc87tb+acvv5HX3LEGVT2z78BKxWPfvgzbth3hX76086yeO7V7weo1LSRbQkSjGsmkwerVCWIxjda2MJdd3smmzallPXebnH+alaom54S5VY5aNkfXFMplh/GxIq4XIPs+kaiOJMHEWJF/+eed9PbGWb+hnW99cx+7d00zNl5gaqqM6/rIsgiigqBm6Csek2QJ3wtwvaCqkiakVRVFqrYSHeu9OVXWq6cnSjptzvOzEvLUQf3fsiJu8p4X8J1v7eOqq7pPa8FaCzg9L+A1t69h375s3VgwFFIJAujqibF+Q/uS3/NcsFR1xuVsUXzb297G9PQ0H/nIR5iYmODKK6/kwQcfrAtNHD16FHnOynZmZob3ve99TExM0NrayjXXXMNjjz3G5s2b68/50Ic+RKlU4ld/9VeZnZ3lZS97GQ8++OB5XRTNFQdxbI+W1lBdZCUIAkJhjcAPMEIqvb0xXNdnarLM616/nk/9zWsYHy805ExKbTGyZ/c0Q0MZ/GqFZ6F/XI1aJS4IQFMlfF8kWOJxA+KQSZcplVX27pk+LxXTWib9q195joMHZ0hPlQiFNbq7Y6zf0MYzO8apVFxkWUbTJEJhlYop5OKXknEPAtFmPLCxjfHxUkMpgJ4Jc1u6Bvdm6e2Lk5u1mBgXc7Uz2QoQIMtyvfpqV9u0Hddn9wvTFIs2V17dvWxV8R/96Ed84AMf4LrrrsN1Xf7gD/6A22+/nd27dxONRk/4ulP54TU5MbIssWZNC39x36v5sPcQj28foVg8fWVM0/SYmizx4Hf3n/VZxbn3gueenUTTFHxfoqcnwfqBNlKpCMCyd3Q0Ob80g6om54S5VY7AF61tlu2SqQYs0ahGpeIRBEIGXRie2nz7W0O85a0K2354mL17M7iuRzgs1P18X8w++X6AooAky8iIn42ICEYqpludiwoIhZTq71jaNiuKhKJKaLqM6x7zrqq/vtp25ToekbAIJjJpk289sO+0Fj5zA85EwqA9FZ1nLIgkkc2YyyYbfbrqjMs9p3P33XefsN1v27Zt837+m7/5G/7mb/7mpO8nSRJ/9md/xp/92Z+drU08LRaKg/SvTKAbCj96+Eh9cW7bPpGIRmtrCFmRyEyY9K+M8+sfuAZdVxr6y3tgY4rf/dBN/OZv/DfP7pycl/RYOCs219DY9wMUVaYtFa6fi/GEQSFvMZOtnLeK6cDGFH/ysVsBeP65SQY2tpNsCZPPVcjOmATUKokq0ahOLAqVisvsrLVo8FgLHEHseywmPHFkRb4oFmMLFdRSqTC+75PPWXiej2HIda9AMR8oVf8tYTseoyMFolGN/v7EslTFH3zwwXk/f/nLX6azs5MdO3bwile84oSvO5kfXpOlMbAxxcc/+Wr++X8/w9e/vovcrFXLmy4Zs+wwO1Phv7+zn1tuXX1WExQDG1O87R2XsmdPmr6+GKGwqFiBqL7btoeiSFSWuaOjyfmjGVQ1OSfMq3IkQ7SnwowczWOWbQxDwfdBliQUWaKQt+nujrFufTuDe9Ps25thz+40luWgaQq27c0xMxU4TkAkoiDLou3J94OqAar4/yAQWarTQZYhN2vjOj6yIqSc51H3BRLzXYoiMzlZ5P7/2ss11/UsOQu2sK1OkphnLOi6PhNj51/5bzHp9FOpMy53i+LFxmLiIOnpEoN7M0gy1VYiMQtYqTgcPZojETfo60/woQ/fxKbNHcu9C6eFJB1bHx1rl5PqprmOc+wa9LyASERDkasvkkDTFCyrgqxI57Viqqoyv/Tuy/n8555ifLyErAizZtv2hJAIEqGwUg/+QmGNuB+QzQiJZUkGuZqkqVXU/erc54qVCaGO1yAKoGeDhQpqzz07yV/++U8oFi18n/o9XlGk+mcmEm7i34cP5+jpiS+7eiVALpcDoK2t7aTPO5kf3mKcLb+7i42BjSk+/le3cdU13fzRHzxMIW+haUpd5OlU1GYzR0Zy5yRBkUgadRPrRMIgky4zWLVZcF1fdBSEVaamSpz46De5WGjOVDU5J8ztpYeAgYF2tKo8chD4WJaLbigUCjaRiMqGgTaiUTGjs3cwXf2yDXAcIUahGwpGSEFVpTlZXR8/CHAcj4rp4S4Mgk4TxxGKU47jHx9QIRZ8czs4Uh0RVFVmYrzIl/7pmSXPP8wNOBdjOdrqatWRZ3dO0tYuxDLa2sOMjhZAoq7OeGAo23BzOhcTtSpmb1+MXM5icDDDNx/Yx9EjOWxLXAuyDEZ16N9zfZItBn/4Ry/n9jvXLffmL4nBvWn+6pOPMTZWqMrGK/UKlefVgiup3gpXw/dhcqLIgQMzDA/nMMsOju1iWS4DA6nzXjGtVWCuuLKLbMZkbKwISIQjGpGohuME1Yp3gOt4VKozY5IEmirPURsV9xpNk0kkDdasbgEao732bFKbE5yaKvGlf3qGqakynifUVGsJM9cNCIKgfj4EgUggFAs2iaSx7FVx3/f54Ac/yM0338yWLVtO+LyaH94DDzzAv/7rv+L7PjfddBMjIyMnfM19991HMpms/zkTW4aLFVmWeNs7tvCqV61G0xQU5dSt/HNxXQ+r4p+TBMXctU56usSTT4wxOVEiHFFpawvhej6u43P//7f3gp+RbHJqmpWqJueExdzIL7+ii3TapFAQMsrhsEpPT5wNA220pyLk8xZGSCVkaFX56ABdP5a5VGQJWVdwXeE3ZZo++lm2gXBO4osxt1LmeUI+VbQkBuzaNcW/fGnnkow756qInait7ooruvD9gBd2TZ3zuZhadSSdLtPbG6u3WiaTBhs3tbN3T4aOVOQ4dcZmhersUyzYTE+VGB3JMz5eZHKiRKlkgwQhXUGSRYXK88EwVCqWy/hYkS/98zPs3DnR8NLT9XNt2iQaFQPdnhswNVXC9XwxG+keW1TPTZRIsqhW2ZZHAZtSyUaWZFatTvDOX9yyLOfj3ApMPmfz9a/t4vvfO1BNHgWYZRezLGaqarNCQX3uU8a2RXXdDwIUJHp64yRbGksG/2wxuDfNNx/Yx9f/fRfDR3K4rl9NUs1fHTtOgCxXW72DgELeotZONbQvs6zn9wc+8AF27drFI488ctLnnYkf3tnyu7tYkWWJd/7SZTz11Dhm2aFcdpfsYxUEYDvuOUlQ1NY6w0fzPPrICJbl0tUVxXF9slmTRDLENdd2k542L/gZySanphlUNTlnLOyld2yPvt44JdPhiss76ar66NRMd0eGC6xek8Qs26LNSZaqX7zzgw5VlfE8sUDxPX/eDMbpZK9eDI4j2g1VVSYa0wl8+J//PsBrbl/LuvWtJxUJWCzgnNtWpygS0+ky9/35I/U2vJN5tcydgzqTgGd4OMeTT4yRzZQ5sH8G1/Xr8u4bBtrpWxFn374Msixx6ZbOF/3ZNTkxU1MlDh/OEQRBdX6qKswiSdi2j1zN0FZMh4opoWkiyCrm7QtCero+T9gfF4GU69PeEaFUdijkLbzgmCDM3L/lqre35weUy46Yb/R8Wtsi/O7v37ysbY9zPWx0/XJGR/PseGocRZFItBikq/sJEI1peG5QNTQ+drMK/Kp5c8HmyJEcZtm9KNpr5xq//9f/t5dMpkw2U8YwRKXVrLiLqq/WE1jVAbVwRMWy3WWVp7777rv59re/zY9//GNWrFhxWq9d6Ie3GGfT7+5i5ZZbV3P7nWt58LtDqJpSTcSc+nWO4xNU57F9Pzjr19TAxhR3vWWAHU+N4Xky2ZkKqiLT3R2vi1YYhnpRzEg2OTnNoKrJOWVhL/3UVIn7/79BslkTSZbwPJ9y2WHv7jS5nIXjeDxXdgDROiNLYr6iNsRcawuSZVCUEwhKnCeKRZvW1hBd3VF0Q+Hg/hnu+/OfsOaSFizLO2kwtDDgrJke962IMzFWZGy0QN+KONGoRqnknHDBvNgc1OmaZe56boo9u6fRdYVE0kDTFBzHY3KiSD5ncdXV3csunf5SwPcDnnpyHF1XqJgOTnXIOUBUaCCA6gJUzB6JwSLPg6PDOV61oZXpBs+G1uYJ1/W30p4KMzlRpD0VobMzSrnsnFDIQdcVMTdZvd4DP6C3L053T4yWFuOcLJTOhIGNKe79w5fxL/+8k5/8+AhHj+SoVFwkSSIcVtFUGauyeNuv78PYaIHtj47w7l++gje8qbGrjqeidm8a3JvmuWenKBQs4UtWdjF0Fd93CU4mMz1HtCIc0li1qoV0+vyf30EQ8Ju/+Zv813/9F9u2bWPNmtNXkFvoh9fkzJBliV9575Wkp0v8+EdHkCWWpAoYBHDwQJY//PAP6VuR4HWvX3fWRSs6O6OsuaSFrq4orheg6wrJpFFPCl9MM5JNTkwzqGpyzpmbyb0U6O2NzwsmLMsjl6uQTIZYc0kLruPxwq5pMpkyjh+gaYAkiba/2uC6BCFNrmeA4fxWqoB6e0o4rJLLWViWx9GjeTZsbGflquRJgyE4PuCMRHX+8xsvMDpSqIsUACQSBvFNOnv3ZOYtKBaqxJ0qAFt8HwK2PzYiKgapcN2U0zBU9JRCJl1m9+40q1cnL5rZjkZleDjH0L4MV17VxdM7ximM27iev6jS1TH5adFCNZOtsHPnJNdd39fQ2dDaPGG57LJhoJ18ziIzXaZQtAkZCqoiifZgDWRZqMJJklhYG4YQpnFdH0mWyOUqmGWXz3z6ca6/YaRhWh8HNqb4y0+8msceG+YTf/kIpYLN4L4skiRhWd5xgWNN/U/XFYIgYHa2whWnadPQaMy9N8UTwjYjEtUYHs5jlt36fNnJkBD380RSJxbT2D80w+YtqfN+fn/gAx/ga1/7Gg888ADxeJyJiQkAkskk4XAYEH54fX193HfffYDww7vxxhtZt24ds7OzfOpTn5rnh9fkzKmphw4P59n59ASqKnwlT0U6bfLM0xM8/dQ4P/jeQW6/cy2/8t4rz9p1FovrhMMaqqbQ1t6YFiRNzj1NoYom552aud8ffuTl/O7v38y69W30rUhw3Q29JBIGyZaQWEApUlUBDBw7IJi7Fqka/taqVstFbtZiYqLIxHgRVZVIJnV0XUFRZBIJMZN0MvO/WsB56ZZOZBmGhrL0rYgf52kiSdI8v4uFKnGJhFH/nRsG2tg3mOGTH3+UR35yZF7guZDh4RxTkyX6+uIU8jYV06FUEtUEEJ5AoyN5urvjF81sR6NSq+KEw2pdscp1Tp4lkCQIhVWCIODA0Azp6VJDVxXnDnW3t4e55rpeQmFNyGv7YlZSVSUMQ6tLk0uSaI3zqwp5fhAQ+AGVioeuizbVZ3dONpRZrixLtLaEaGkJ1X30bNtd9FqsV9oRgWTFdPh//7H7gjULXXhv0nUF0xSy1rXCgFD6O3ESrHbcVVWmpydOe0eEdFr4FZ7v8/vzn/88uVyOW2+9lZ6envqfb3zjG/XnHD16lPHx8frPNT+8TZs28brXvY58Pn+cH16TM2fT5g5+87eupz0VwQhpp1wDSJK4nxYKFh2dEYIgYNsPD/MPf//kWbtnzL23BQtO7NqM5MDG8y+o0+T80qxUNVkWasHEkSOzTE2VWNEvZITT6TLP7ZwkmzXxvTlD6iepQvn+fGnm84nvw5HDOUIhlZ7eGKqqCK+pKguDoZNlVxdKrS9kbvvAMZW4OPmcVfe4mpoqs+OpMTJpkx1PjfHYIyNs2NjO+3/jGu583frFf6fl0tcX58iRHOPjRRRFQlVldENBU8Tsw41b+xqivepiJhbXsS2PH207wtRkua40KUnzRVLmoukKiYSBqsjMzlbYuyfDpZd2NGw2dO484ZOPj1Es2eTzFVzPR/IkdEOcd0LZz6960gQggWx7eNXKnef5WFZAXrcZPpJn/UBbww2CR6IahYLN5GQJAM8V/nonQlMlHEe0Op8r+efzwVwfPkmS0DWZUsnBtoTnYLFo43lC6fFEGIZSVQGU0DQFTVMoeDb5nHXes/0LF8iLcSZ+eE1eHJdf2cUVV3Rx8MAM+/fP4J/oJgn18QGz7HL4cI4VKxKAmOM+W/eMU81KXwwzkk1OTTOoarKszA0k0ukyTz0xxky2jOcH9ZkpOHVb3/mep5qL6wlRgWzGZM0lbVXzv2MstZd6nrdX4uTtA0IlrszISJ6ZbAXX9THLDtPpMhK1gXiZSExjcE+aP/7DbQDHBVaxuC7aFo/kCIdUZFnCrlZILMsmHFLZuDHFlsubAhXnmr6+BKbpVgOqY+f/SdYKxGI6mqbguj6aLjM9XaKze3VDZ0MHNqa487Vr+cR9jzIxUazGTBJIQoDDcQICqFeh/eo4Wa1tTpYl/EBUtFKpMJOTRfJ5i42bz39r2ImoKd0NH80zMV4UVSfp5IEESASBaHf0fRq22ngqFiaH6rdmqVahkgkCf1ETVxF0SlUpdRnX8atBWICqSGQzFW56WX9Dn99Nzg/9/Umuvb4XVZNRNYmhoRk816/PYM9bE0igahKaKmOWHSYmCiQSIdraQ2f1nnGiWekrr+rmZ96w/oJu6W2yNJpBVZNlpRZIFIs2+wYzmKaDpqu4jvAuWc5gaSnUfHR8P6BieRSLFpmMSSoVqT9nqb3UC6XWAXK1KpQmMzZW5Kqre+jvT/KjbYc5fHiWIAhoaw+jqTK7xgrYlocREulwRZEJGQqRcITxsSJf+Icd3Hb7WlT1WK9EX1+CSsVlJmuyek0SSZKxLBfPE7M64+MlVF2mry9xtj+6JgsYHc0TENQNrRcTbVhIsWAR+D6uF6BpCqGQytatKxo6GyosCKZJJA1kRWJkuFANHv36diuKjI9fbxOTJKlqsyAMYhVFpqU1REdHjICATLrM6HCe9vbwsgcjc+eJNm5qZ2K8SLlso8iyqLQtoFaRtG0RcYVCCtGo1rDVxpPh+wG5XIVKxWVivEhvXwLH8YlENCQkLMutm1fLkoRlHfs8NF0WbX/Vn2tzV5OTRQIfQhGNgYH2Zra/CTC/MlQs2Jimy9hoEctyUVWp6nkmnqvIoOtqXejKtnxKJZt4wiAzXT6r94yFs9JNC5KXFs2gqsmyUgsktj86QiZdRtMUpqbyp8joNgayTP1GqWoyiYRO4AcMDWZpbw9XB+wX95s5kQz63NaoUsmmULCxLBfL8ujqivKLv3QZAE89MYamKwSej64rFPIWtiVmTFzHJ5+zCYVUxseKVb8fn6d3jPOf/7Gbt7/jmGnl8HCeIAgIhVUmJkq0tYXRdAUcKORt2tpChAyV0dH8smf/L2Z8P2DfYIZyycEIKZTLS/uStywfy7JQNYn2dpX+/mTDVxVrEv5Hj+TJzVYolmx8X1TkPC8QJtsI4YZKRSRXojFVVFBdcb5HYxo9PTFEgUsinjCYnCyRbAktSzBSu57zOYtv/PsLpNMmmza3A6I9eHBvBj9YvOo4V9k0FFYxDJWNGzvo70++aLuE88lctb8jh3Psen6KNZe00NcXJxrVicY0CnmbctlBqpokB4FLQAABxGIa5ZIIpHzfr1cqHdtH0xQSMX2++3qTlzxzK0OhJ1Qcx2d8rEitBCpV7yWGoaLIUnVOMajPLFfOkXjEXHGuJi8tmkFVk2WlFkg89+wk2WwFx3YpFqzl3qxTEo4oRKM6ju0TCqvEYjqGoVCpuIyPF8hmTTRNWbSX+lQy6KI16jEmJ4tV0QuJ1lYR7Pzfb+xmfKLIM89McMWVnQzuyZBJlymXnXnmojVD0RYjRMgQEum5WYt//9fn6eqK0tkZZWqqxHe+NcSBoSyKIlE2XYpFm2hUJxLR6O6OsXZdCzPZyrJn/y9maufD0zvGOXo0z0zWxHUDNE3M2JwMSQJNk4jFhXRvuexQLp1aYng5yecsBvemSadNJEksqENhrSpCUKtQ+0QiQvXNdnxiMZ3Z2QogfOp6e+OEI8dmDzVVpliwWdGfOO+tYXOv50zGZN9ghu7uKJ2dETRNZt26NkaG8+Rylmhn9MV9z5szM1oTmfED6O+P885f3MLQvsyLtks4XyxUIt16Ux8/3T7K4J4sI8N5olFdSKkbCiv6E/i+MHgOh11mZy1UVcZ1AjS92vLtSyiK+JyMkEpLMkTfijizM5WGmptrsvzMrQzlZi2++I87ePqpcSYni7ieMOAWyRpR/ZdlmXBYJRxWGR0t8IpbG7tdusmFRTOoarLsDGxM8Z73XsmTj4+SzVZOOkPSKIRDqmhJCSlomkxLS4h161sZHSlw5HCOA0MzdHZFj+ulPpUM+q+9/xp27Zqmb0WCdetb2T80Qz5vUSgIlcHdu6b56fYRANasaWHt+jaOHJpldLRQz3jXRDtkCcolR3gdBUJJa3Aww+988HvEEzrTk2UkRUJSJNpTEVKSRDZjoukKl13eyarVLRQKFkbo3DjRN5l/PvSvTDAxXiCdLomg2A/qpreLtcHKMlXzaQ3H8enqipJMGnz3O/sZ2Jhq2EXn7GyF9HQZzxN2BBYeVPe3Rq26GovrqFrAJZckOXRQ9IbVvI4UVa57qmUzJpGIxmtft+687vfC6zkUUjh4IMvERJGjR/JEY5qYU7S9+qwHMC+gEj/7FAoWrW0R3vmLlyHL0ou2SzhfLFT7kySxv5GIBlKZifEiiiKj6wotrSFuuLGPcFhl165pjhyeRVXEIre3J05nV4Rdz08zO1tBViR6emOk2iM4rs/UVBlFkXjy8dGGmJtr0jjUK0Or4O7fup5PfeIxZmYrtEQ08nmLmWwF0/RQVIlki1G9hzh0dEab7aRNzirNoKpJQ9DZGcW2RcuHrh9TwWpUTNMlnjCwbA/b9smqZXZVh7PXrm/l7t+6jvUD7fPadRZbfMB8H6qv/esuJieKRKMqe3anMU0X3ZDJV42RkSCXq5BIhBgdLZAv2HiuJ7LcfoBlufhetTVRETMcpaKN44gB3pmsSXq6XN8eVRX9EWbZZeXKBN29MTJpk/GxIitXJRdtXVyMC6lNqVFY7HxYtaqF3bszeK5zyhbYWuDhugGGobB5cwddPbGGEWtYjMG9af71/zxPuewQEOB5/rH5MWm+ymep5FIqFQHIZsooqkIsqrNpczvptEkmbVJ0bWRFwjBUXvnq1dxy6+rzti+LHT9RgZEoFW0qFQ9ZkUjEdWzbm3c/q1WsQLQoybJEb1+clauSPP/cFPuHZk56n2ikas1Ctb+a4JBpOvSvFDObxYJNeyoMgURu1sIsO3R2RFm3vo3Vq5Lk8zaHD88yNVkiX7AIhzVWrkoQiYpkjqHIGCmhbnr48Cz5XLNy3mRxBjam+J3f28r0dJmhfRkSCQNDV3BcH02TMQyVctlhw0A7v/N7WxsmOdHk4qAZVDVZdnw/4N//bRcBAZomRBRkOWiYuSpdl9E0Gc8L8H0f2w6qPkIumqrQ1RMjmTCwbJeR4Tw9vTH6ViSOW9QuXHzMpS69PpjG8wJM08E0XdrbQ4yMFHFc0QJFIDL9QSAWpEcOz2KWXcJhBQkJ36tWNjyxfXI1ayxJEooiARKe5xMEAX4Aris+5IpZJp+zSCR1kskQY6N5nnlaZuXK5CkzeadqZ2yyOHPPB6CenW9J6niui2WdOKsgy6BpQpAkHFbpSEXo7IouWWlyOahVdQ4dnEHXlXrlpvZ3rSq3GLYdoHgulirz+PYxXvaKfjZubCeXs8hmTfr7k7znV648r0HGYtdzImHguj4VyyMW1yiVbGZmzHmiI7IMRkjFc0UgqSrinpdMhrju+l6e2THJ5GSRm1++8pR+dY0QOM9V+wuCoC441J6KCEl1XcVzAq68spt02iQRN/ACn9HhPLO5CkcP53BcH8NQsB0Px/bRNb9a7QqOzVFJUt1ovVCoLO9ON2loNm3u4OOffDV/9cnHSE+b9PXH6eyMMDVVZnS4QEdnmN/5vZvYtLljuTe1yUVGM6hqsuwMD+fYV80oqarM7EyFIJCOa5FZLhzHr3umyIpMe0rHqriAaE+JxXRsx6NYsOnsipJMhhZtwVqKD5XvBdiWy9RkiUTSwLKFVLphKEiShOv56IYCgVAGNE0Xz/dRFJVK5VgUKkkQ+OBWh8BlJUCuS3Qv/rlalkcmbTI7U8EwVK6+podf/42Ttxmdqp2xkdqUGo3a+WCWHZ56Yozx8SLFgkW57Jw0oIJqlUOCaESjVHTo7VGIJwyKRfu8+/gshblVnSuu7OTgwRkq1XPXtmvPOfl7eB5UKi4BsO3hI2zZ0kFHZ5Sbbl65LHLFi13Phbwl2tlCGmbZo1y263Lqws1YBI5WxUXXhcG55wWEDIVs1uTQoRx6SPzbcxfPKjVa4DzXCsL3AzJpk3jCqAeEjiMqdpblMZM1+dG2I2iqXK9S1pI+kahGS4tBEATkcjaFYoaWZIjOrigtLWECAsyKSzSiEY8fbznRpMlcNm3u4EMfvrme8Dt0YBYjpPKKW1c15c2bnDOaQVWTZadYED4koZBKJKIRBFAu2fi+2xCBVRBQFQwICIUV2tpCDB/NIysSR4/k0XQxU9XXl2D9QBu6riyaSV6KD1VrWwhFkRnaJxQEzYqL7wfVuSgRcEWjOsWChaYp6JpMNluhUHAIgoBoVKNSEUIFqqrguB6eC74HFVMs0k5mpBwEEBDgBwGeH+D7AUeOzC7a1ue6Pl/9ynMcOjjLwMY2YjGNfN7Gtj16eqKMjRUbqk2p0YjFdTJpk8ceGaZYcnAdnyDwl3zOWxUPx/aQZYlM1mT7Y8NoqsLLb1nVcIPXc6s68bjBypVJhoayKMjHyR+fDNv2aWsXQYyiyLzjF7Zwy62rl+X8Wux6tm0PRZXpXRHn4IGZekAlA74oFBNUrSIsSwjL+FVTrsnJEo/++AiSJDGbs9i3N8sNN0WOE7xbqkXD+WKuFUR7e0h4plWrqARBvd34p9tHGBnOY9uiKmUYqqiY+wGKKgRMSiUbRRVtlK4TkE6b5PMWyZYQ0YhGJKqzclWSRLIZVDU5NU158ybnm2ZQ1WTZicV12tpC5HMVZmcr9PbGmJwsUal41S/d5d7CY3huwEy2gqLKrFnTgh8EFHIiwFm3oZVUKoLr+otmkhf6UM1t7ZkrvX7lVV08/tNRJidLaJqC54tqFQCSRLnkUCiIioSqyCiqjF/1KfL8AEmScRy/3tq3kJMtXiUJCCQ812doKMu9H3qIjs4IluXNa+sD+OpXnuOB+wdRVYnhozlcz0dVZRRFRlVlYjGNJ5pD5SekWLA5sD9LLldB0xQkiboX01LxfYhGVSJRjQNDM8QTBpde2ngiFXOrOpIEV13dTSZTZnysuOSAqkY2YxKP68zmKjy9Y+K8zlHNZbHrWdcVVFXGr7bYtraGcT0f1/UpFR2COfeyuQIkwq/Jr1bAxePbfzpCoWhx9TU9tFd9705k0bCczLWCGD4qLBosy0WWJdLTZQoFm3hcp1Cw8TwfWRbCHJbtQiBaIa2KSxAEBD44fkCAMHf2vADPC5idqSBJ0NkV5fob+hpm35s0Pk158ybnk2ZQ1WTZ6e9PMrAxxfRUGcvyKJcdWlpCImupSBQLDq7r1xXtFpMkPtfU4h/H8cnOmPXB19bWMPG4QSZdZv++GVKpyAkzyXMXH3v3iKx9JKJRLjvzpNfXb2jnuut7+cH3D2FbTtWrR1TyJEnCrDjVTK6HbXlAUF2YBsK76kUofAiVQAUIOHpklky6TO8KMUBfa+vb9fwUBDAzY6IoErGozthYEbPiEAqp9K1IoGky2ZkKk5Mldj031fxSW0BtjtDzAyIRlVJJLCqRpNOeJ3TcAFWRWLe+Dcf1+OFDhxnYlGLVqpaGCa4WVnUCIGSoRGM6nmfinIYKfBBApdpKtpxKcItez1GdaFRj/9AMAKmOCLlchXTaPK3AUVUlfC9g754Mpuly49Y+QmFtUYuGRqDmF/TN+weZnCwyPlogEtWwbZGMiUZVMpkyvi/upaqq4LoenhdgyJLojKwmFSRZQtfUquhHQDgilim+F+B6Aa97/flVeGxycdMUWWpyNmkGVU2WnbmLE4BSSSGbMfHcAM8NaEtF6OmNsWfXNK7rI0kigKiZ755udv9MmPv+gS+CqwNDM1yyNqCtPUI8YZBOl8nNVhgfL50wkzzXrHDfYIbx0QJGSJ0nvT64N41te4TDCpomkUhI5PO2MEn1QFGElDZIqCrVBbjYQK+qBvdiCEcUKqaLbXm0tipVryzhoxPbqPOtB/YB8Ipb+pmcLDExWcJ2PGJRIe09m62woj9OIqEzOVFi+/YRXvv6xloELje1OcJYTENtMThyOIdt+9XqZW0A59SoqkQyabDmklZyuQqZaZPvfGsfIyN5rr6mp2HEQuZWdWIbNfYNZvCDgIGBdsbG8hw+lF/S+8gKQEA8rhME0rIrwS28ntPTGWZnK3i+j2N7jI0V8L2AYM4c48nab2vohlqfi8xmTH66fZTLL+86zqKhkRjYmOJ3PtROV3eMz332SdLpEsWiaEtOT5eq1TiBabrH/l1257U4qrKYr7IsF8cWrwl86O6J09kZJXKCmdQmTU6XpshSk7NNM6hq0hDMXZwM7k2TSIagKlF8yytXAhIzGZNi0WJ2xsJ1hXmkrEhCwMH16z5NSwmwZEXMGZ0JiiLV21kOHpjFc32MkEqhYLF3T5a161pOmkk+WZ93baB/dqZCV1eUo0fzFIsOruPVt7fWXhcEovWrVHbrAhQi2Fr657CQIBBiADV9a8/10VSZ3GwF2/aoVNy6atnsrEUuZ5FJl5FlCavioigSfgCVSphi0aGvL8HURKnZAriA2hyhYagoqlA184MATZXx/QDTPPXJKcsQCqtompjBA4gldCFgEdUaSixkbuLkmR2TTIwXicWFwEsQSOi6TBAEp2wFlGUZRZFob4+gKFJDKMHVrucfbTvMv/zzTlatauGqq7v56fZRpqdK1dkpMRcpKxK+55+wEllTQbQqLvGEjuv4bNrSgaEr/PJ7r+DGrf0NnZwY2pfh6R3j9PTEcF2PmawwbA4C6ZSznDUkSULTZIJAIZkIkWwxcByfG7b2kpk2G0ago8mFTVNkqcm5oBlUNWkY1m9o52d/bhMHhrKi1U+W+Ob9g2TSFeIJHUWR8DzxuCwLNT7X8efNXEkS1Z79k/+uwAcjJGaRhAjF0gkCUDWFeFyv+qvkqn5PEn19DnfcufaUN+MT9XkPD+d48okxJidLuK7HypVJSiVbtNeZXtXfRrTE1AQ0fD9A02Wsio9lefVtPFMqplcPUNMBfOuBQRRVmBxLEkIdMKTy5BNjmGXRiigc68GyRRZ6+GievhVxLt2SYiZbaS6EFjB3jnAma6LrCsWig+f7+Etsaw0CcR7XlOR6emJYtoemKbS2hUkmjYbyNKolTv7pi8+wd880EuI66u6KEQSBUD2seJRK9qJzlJomoaoyLa0hkkmD6XS5oZTgdjw1ThDA1dd2I0ki8fLQDw4zMVFErgYU4bBKpeJi2x5GSBVzVtXDLdriZEBcT+WSg6optLWG8L2AZDK07MfwZMxVeLz2+l6KRZuxUJFwSK1aRHhLak12XZ9y2SEc1ujoimCWHXp742ia0lACHU0uXJbiGdko980mFxbNoKpJQ3CiMvxrX7eOXbum2btnmnzOFgsNVUY3FDzXn5fRlySxWC3kT72ADwLRo59IGJimQ7nsoRuiymNbJ1fG8LyAXK5SHzrXdYVkS4iOjgipjggP/vcB1lzSuqQs18J+7tkZi8OHZvE8n1RHBNN0yWYr+J6ozEmSVA2mfHRNQTEkymXhWVXbrxdL7T2CAEolh1LJQVXFIlHXFQpFm5mZSrVaJvyuxNeOhCyJeaBiyeGStW2EwhpGyG0uhBZQmyM8fGiWfMGmUHTwziDAr1RcVE2irS1MgJD07u6Ok0waDelpNLAxxW/cfR1jo3miEY3WtjDxhMFPt48wfCSHqoqAo5YcgFqwIREOa4TCKu3tYTKZMrqmNIwS3GKeVamOKDfc2MsPHzqMbQl59bIJsZiGosromkTV2xigen1TreqIqp2qghFS8D0a/hqa+xkU8kLJryVpCKn1QATFp7IKAHFPJIBUKoxZdghHdNZtaGVstNhQAh1NLlyW5BnZQPfNJhcOzaCqybJzqjL8r73/Gm66eQVjo0X27E5jWS6xmE4+J9p+FAWQRHuJrsuEQsqS2qdcN6ClJYwsI7KovpARPxm1+6/n+vWha8/zicV1rr2+l/b28JKzXIsFkiFDJZerkOqIIAGZdBnX8YjGNMyKg1dtexTmqWAoNWNiH1UV8sxn2tZ4Mlw3oFx2KZVsbFt8RrYtlLxURaoauIr2w1BIRpLh6NFZHMfnqquPLYSaQ8ECWZbYsqWDb/z7C3huQDisCOERe+lBVe1c9Kum1Jm0RTiis36grb5QaDRPI4BVq5JcdXUPz+6cZFU1+Nsw0M70ZIlMVqi8tbYaSDLk83b1nJdQNZloVCcIoKsrhqrKDaMEdyIPulWrW9i4McWB/Vk83yfwoVQNoCtmMK9KBdQlxiVJQpYljJDC1ESZm1++siH282TM/QwyaRPTFMmUUtUuQFGOBY4nUnSVJNA0GdvxKJddVqyI09efID1tNqRAR5MLk6V4RjbafbPJhUEzqGqyrCylDP/d7+zn9jvWEoloJFsMKpYQUnAc0XKmKDKqpuB7fnWhv7Qv3SCA2XwFRRYVqlNVCeZqCMyNvWRZ5sorOklVZY8Xy3ItDCbKJYd//PyO4wLJ3bumKZcccloFTZUxyy66IaTTDUOlVJVJExLqMjOzleo2VGcWqhWt2v6dDWqzEDVfnbkIix2xCPSrvlbRqIZleRw9kmfNmtb6Qqg5FHwM3w/YtWuavr44sbjGgaEsqiojK1Axj19xKopYiNaOqWEIARHXFQaqMzMVVq5sYf1AW/08hMbzNILFVfOSyRCqLhP4AbouPI48NyAS0fCqypYdHVG2bOnAslwqlsvKlSefXTyfnMiDTpIkOrqiPP/cFLblEw5rWJZTVb4Tz1FVqnOhQf2epqoy4YiKIsvEE3rD7OfJqH0GI8N5DuyfIZM2kWXqLX+LqbXK8rGAUlVlHNcnFFZJxA36VyZoaw1BQEMLdDS58FiKZ2Sj3TebXBicVlD17LPP8q1vfYu2tjZ+/ud/nlTq2A0un8/zwQ9+kC996UtnfSObXLwstQy/9aY+ZEX8/6qVSXI5C9fJ4wcBruMjIaR4ZUlCNRRKJXexX3ccs1lTLF4U6ZSqedXYiwCxwNV1GU1XiERUWtrC9ectzHIdF0wYKpNTJSTguht65wWSGze1s2dPGrPskk6buK6HbihULBfXEQIRQQCFglUX6FA1GV1XsO1js1Bnk/lD5KDpcr1F0vfHsdw9yHKYkH4lkhSlYnkQQCTicWT4KwxsfGNzKHgBtfN+YFM7zz83STxuoKgyxaKF61RwF5y+kiSUHl1XCB5csrYFzwtIJoXqZFdXnBu29iLXTlIa09OoxkLVvGw2S27WorcvVp0zCmhtDxGLGRQKFsNH8xw8OEM2UyYUUmltC7N+Q+OcLyfyoAuCgOnJElRbGD1fiNqEwxqu51PI1+bHRA+thLjGFEUiFFLoSEX55V+58oK4Nvr7k7S1hfnOt4fQdYVYTMOsuERCqlDyc8Q907aPJQ0kMUIm7u2SRCQsguhoTOfDf3Azra1hYnGdbPYw//GfX2iuPZqcFZbqGdlo980mjY986qcIvve973H99dfz9a9/nU984hNs3LiRhx9+uP7/pmnyla985ZxsZJOLl6WU4a2KSzxusGFDO7btYTsekYiGYaiEQhqKIr6oZUlCUSXa2kLiy3oJeB5YFW9eG07tz0JqlQJFkaoZVoloVCca03GcYwuFuVmuWjDx7M5J2trDrN/QhqbLDO3LMDlZIpMx5/2OZEuI1auT+EGArsu4bkAhb1HIW0gSRCMayaROJKLVjZF1XaG3TwQqui6hKGevSnXcZxCAVJX7dr19FCufw/Geo+L8mFz5r1HUw8SiOpdc0sqWy9r44cP3H1eNTCSMukT7xk3tZDIm3/7WkJilOAM+97nPsXr1akKhEDfccANPPPHECZ/7xS9+kZe//OW0trbS2trKbbfddtzzf/mXfxlJkub9ufPOO89o205E7bxPT5fZN5glX7AYHyuSm7XxAwlZmX8Oep6YsZEVofhnWR6RqM7adW2sWt1CPKHzzI5JcrkKruuTz1vs3ZNp6JapgY0p7vndrfzhR17Oq25bI7zNssIA3LI98jkHy/LQdRXDUJCAlpYwd75+HTe/vJ+x0QKf/9xTDO5NL/eu1KtvtfbffN7CdX1GRwscPDiDpkp0dETZsKGN1WtaWLO2ld7eeL0CKUkQDqnVyo4Qe5nJWhRL9jHj7wuAABEYyhK0toVRVRnTdFEUhQAxCzr33uS54h7seSBLEtGoVm+B7FuR5NItnQwOPsGNN97QXHs0OWuc6Hq9EO6bTRqbJQdVf/Inf8Lv/u7vsmvXLg4fPsyHPvQh3vjGN/Lggw+ey+1rcpEztwy/GLUAJZE0+IVfuoyurhjjo0UCAkLVOZSacAWIQMcIabS1hZBPcnYrikSkaiopy0LGutZ2YxhC6W4hhqESi4kgyjAUAgKSSY1oRK+3LNWyXAMbU/T1JRYNJnRdIRLRcByPocHsPEWsbMbEcX3MsstMtoKiSFQsIVUeierE4zqXrG1j7bq2akApkYgbJJMGuq6iGyognTAwfNEE1IfNLfchdOXlxMMfJGZ8CEN9BemZLxFI+6oBZDtwekPBp8s3vvEN7rnnHj760Y/y9NNPc8UVV3DHHXcwNTW16PO3bdvGO97xDh5++GG2b99Of38/t99+O6Ojo/Oed+eddzI+Pl7/8+///u+nvW0nIxbXsSyPp3dMUC6JWTmqFYqap5Esg64f+7x0XSEW1ZElkThYu7aFZ3dOVj3dfCYmizz6k2Ge2TFONmNy5VXd/PpvNHYFUJYlKqbL00+NUyo5OLZHLK6jaYpQjxstMDFexHF8olENSQa1GpD39EQ5dHCWf/0/z+O6JxeXOR/Uqm9XXNlFNmNyYChLelpU1uIJg1RnhFBYIxrV8T2f4eF8XUIdRCDl1W0TxExVIW/z0T/+EQ9+d2j5dmyJDA/nmMma3HjzCrp6YlXLBx1ZkfA8Yc1Qa1NeiIRoiS2XHXRdobMzQrkkKv3NtUeTc8Fi1+uFct9s0rgsuf3vhRde4Ktf/SogFkIf+tCHWLFiBW9961v5+te/znXXXXfONrLJxUutDL/zmQl6e2PYji/U9KqKXnPL8LIs8fv33sQn7nuUyYlSfYEuK9ASN0jEQ6xakyQ3K3ysUqkIQ/uyxw1Fa5pMa1sI03QxDJmu7ihjowVkRSIUUusBT7HgEBAgIdrsVq9JEo3peJ6PVfEYHckxO2Nxyboo0ahGPm8xOlKoZ7lGR/OLBhO6rqBpCooiCcPgnEVLS4hMusyTT4yRz1ukOiJ0dkYYGytSKNj4nkcsptPVE0NRJbIZE0WRaGk1KBRtOn0fTZcplzkvZsgAfjCJpvx89fOVUOVXEAkl2X/wH+nvj/Oa23+Bj/3FuR0K/vSnP8373vc+3vOe9wDwhS98ge985zt86Utf4sMf/vBxz/+3f/u3eT//0z/9E//v//0/HnroId71rnfVHzcMg+7u7tPenqXS15egUnEp5G00TaZcdqoiI+LYBR51c2tFqQZZioSiyITCKpGIzuPbR1FUma03r6C/P0Gx6LB/KEM0qvOOX9jCLbeubvhMq+8HfPOBfWSzJi2tIY7mckRjenW/JYoFG7sqE5+oilpMTZZ44YVpMmmTSsXh4MEZgiDgl959+bIvhBZ60OVyFT7z14+zb18GTZOpmA6m6TIxUcSy3LrgTE3tsBZgybJo/1u5KsHEeIkvfH4Ht92+tu5D14jUrvP1G9pYtUq0aNuWy67np5meLhGLaRw5kseyPKzKfDUdzwvwfQ/f91m9poX+/mR9nqW59mhyrjiZZ2STJmfCkoMqwzCYnZ2d99g73/lOZFnmbW97G3/91399tretyUuAmgrad761j6d3jKPrCrIszFBjMYNNm9vnleHvfN16Vq1u4d+++jz79mUo5C1yeQtZkujoiJBMGtiWR19fnGuv7+Wh7x9k7570MVNNyxNtdY6Y+4nG9PpcSm3oX5IkdF1Fkh3wqfszWZZQswqHNXwvIBzR6eiI0NYW5uD+GYyQOm+g+oVdU4sGE4lkiPZUmPGxIrIs1WehBgczlMsOmirT3y9mZA4dmuXRnwxTLtv4QUDFdHEdmba2EL4fkEwYHDg4w6GDOQiCqpnq+Tl2EioB841Xo+GrSaWi/Ognf80PftAKnLuhYNu22bFjB/fee2/9MVmWue2229i+ffuS3qNcLuM4Dm1tbfMe37ZtG52dnbS2tvKqV72KP//zP6e9vX3R97AsC8uy6j/n8/lT/t7R0TzhkEqqI8zw0XxdSVGSjpmk+j5UKj6RiDD4lWWJfN6iUBCmy4oisX59G/GYjqLIJJMGV1/Tw949GZ7eMcEtt65e0mewnPxo22Hu/6+9WBWXctnBcXzS6TKJhCFa/mrXrCEqvJWKy549aTzPJ54wiMV10lMlnn9uks9/7qmGmM2b60Hn+wEbBvbzzDMTDO7NUC45uK5fT3wEvo9SnRWdKzDjuD6u5+MHkOqIcGD/DE88PsJNN69cpr06NQuv85aWELOzFUolh2hUZ3KyRKnknNCrSpzzAbmcTVsqXJ9naa49mpxLTuQZ2aTJmbDkoOrKK6/k4Ycf5pprrpn3+Nvf/naCIODd7373Wd+4Jhc/g3vTPPjfB0gmQziOz/h4AbPs4nk+4YjGqtXHD4pu2tzBn/3FK+vZpUhUB4RZZi5X4cv//Cyt7WEKeYvVq1uYna0wO2vhOh5B4NWrYX0r4kKaPW+TTBhkMiau4+M4nmjv84P6DNWqNa20t0XIZEwKjkWp7HDplg7+4r5XEYvri2a5TqwIBgMD7aSny+TzFrbtMZMtMzFWxPV8EskQ6wfakGWZ9vYIra1h2lNhKqbHFVd20dYehiDgJz8exqy4yJIQ6JBkCcNQcOzz0wolyz14/gEUuY9QSBFtmLrCG9/4Fp5+JsHH/lwEO+dqKDidTuN5Hl1dXfMe7+rqYu/evUt6j9///d+nt7eX2267rf7YnXfeyVve8hbWrFnDgQMH+IM/+ANe+9rXsn37dhRFOe497rvvPv70T//0tLa9WLDRDYUbbuwjky5TLArBAqFmOV80JahOqjiOUI/TDZkggL6+OMWiw5NPjHHd9b20pyIXlMfK4N40//LPO8lMl+nqiaFpctXfyCGfq4jkRbXM7FbvDSCRzyl0dUUgENYGobDGwMZ2xsdLDWfYKcsSq1aL6nml4h6nzOl5wTxVvLpHXFV6vZC3SXVESKfLTE+Xz/PWnx6LXee2Lfy5SkWbQsGB4FRVdDETOpfm2qNJkyYXCksOqt7//vfz4x//eNH/e8c73kEQBHzxi188axvW5OJnroDBJWtbyGZN4nGDzs4ouq6Qy1k8u3OSf/j7J/mNu69jYGPqOGnyTZs75i2gXtg1xfR0mZHRPDNZMbQvSRKxmF4NmMQi7ZJLWrn62h4AnnxiDNtWCYdVTNPFqniYpoumKUiyRDSmc/nlXfT2JZiaKDIykqejM8rv/N5WNm3uOOH+nSyYaGsP090do7s7hmN77B8tYJoOqy9pYWBjqi6LnUwaoqo1XkSWIB7XaWkJEQTQ2mbw7DNT6LrMytVJrIqHbXscNmfq6nGyXJV/PwfVK025Ec8/JGZ/DIVQSBXb4Pi87GWvQ9dlTOvxRSW0IxGNctmZ1y55vhfCH//4x/n617/Otm3bCIVC9cff/va31/992WWXcfnll7N27Vq2bdvGq1/96uPe59577+Wee+6p/5zP5+nv7z/p764F3K7rk0pFcL1AtD9KQdVUOqia3tbMqD2iEY0VKxPYtsfw0bxoiUsYpNMm+waz3NgeQZIuDI+V2rVfKgoz7/1DWayKW20DE4GGpvko1TkcxwmqqpMeti2qWpGIiqLIrL6khWRLGFmRGy6Y3LN7mn/76nPAsdY+WFxIplZNn9uuPDFeRJElNE2hoyNy/IsaiMWuc1FdFWIboZCCZblC6HBBcFkT6ADYuDlFNmPWj2Nz7dGkSZMLhSUHVW9+85t585vfzMMPP8wrX/nK4/7/ne98J4VC4axuXJOLm5qAQW9fnBd2TWGaLj09sfo3rqLKlEs2Q/uy/PM/PcMdd67l6afGGRrKntDnaGqqxOHDswRBQFt7GF1TsB2PfM4mGpWIRlXyBZtrr++ltSqDft31vezdm6ZiuuiGgqaKAKF/VZLNl6aQkMhkyjz/7CSyInH5Fd288xe3nDSggsUXGXODiTWXtPCrv34NkajGvsEM//LPO+lfmSCZFAv8IAjI5SxSqQjjY0WKZRvb8nBdn3JZiBt4foDj+hw5nINAqGvNXZSdyGTzbKApl6Ipl+K4B6iY65ElCU0XQh+RiEZ/382sXivmkhZKaI+PFo5rlzxdUqkUiqIwOTk57/HJyclTzkP91V/9FR//+Mf5wQ9+wOWXX37S515yySWkUin279+/aFBlGAaGcXxb48moBdw/+dERHNenvz/B8HCeUtHG830k6Zj3mKbJtLaE6OmLEQppSJKDhGhHDUc04gmddLpMPlch2RK6IDxWate+qklMT5exbW+e8qbvQ7HooCjinPJcn3LJw/dFoBkEQXUmUqVYsMlmyiRbQg0VTPp+wL999XnGxopEoiqxuEql4tWr4d4iJt1BVT5PliQMQ8ZxPEZHC1x/Yy/X37DivO/D6bLwOs9kRFu1EVJpadHJ5az68Z0bZOq6XPf+a20JYVXc+nFsrj2aNGlyoXDa5r933nknv/Vbv8Vf/uVfomliViSdTvOe97yHRx55hF/7tV876xvZ5OKkNtjsuR6ZtEk8oc+TrHMcn6mpMqWSw/6hLN/99hCRqM6VV3WxfkPbcT5H6ze089QTY2i6QuCJFj9JkjAMlVSHwvhoAcf1SaWijI0VUVSZSERD0xVaWyO84tY4b3jTAJ7nIUsSnV1Rrr9hBUP7MvzbV58nl7PwvYDJiSLf+fYQsiydMhhYajDR35/k2Z2TPLtzkkS1FXHfYIZM1asqn7eIRjTSaZNi0cYIqaxclWT//hmsiotZdnFdj+CU7TVnn7L9L7j+TRjGG0ilEui6wqFDo3z/h39N8Zv7+eif/E79szqbQ8G6rnPNNdfw0EMPcddddwHg+z4PPfQQd9999wlf98lPfpK/+Iu/4H/+53+49tprT/l7RkZGyGQy9PT0nNF2LkYt4N67J83QUBagfuyOyfsHyLIiqjWKmPMTrxWy6qbpkmwJhFKea1dn8y4Mj5ViQVQvdu9K16X0PT9AqQpUIAX4nmiPMyTwpGMJAtcFWRbX94oVcVwvYN9gls1bOhoqmBwezrFvXwZVlbFtj1BIIxzScL0Ax/aqrb/zsx41nzndkKs+dEKk42ffuqmhRSrmMrAxxdp1bTzx+AhPV5UoHccnm6mZAQsH9ZqUvJghFMddliQs2yce0487js21R5MmTRqd0w6qHn74Yd71rnfx/e9/n6997WscOnSI9773vWzYsIGdO3eeg01scrFSa4HK54RHhK4da6Yvlx3GRgpYlkdXd4xisYCqygSez97daWIxnVQqQnyTzt49Gb79rSHe8laVoaEsV17Vxd7daTLpMvGEgeP4TE+VyOcsggB6euMUizaHD85iGApGSOWqq7u59NIUu3ZNHzPpDak8cP8+JieKeF7AJWtbz8i0dinBhCxLvP5n1rNn9zQPP3SY7IyY79J1Gcf2aW8P09UdI57QefNbNrJ5Swd/+OEfks9ZeJ5/3hT/FiOivw/T+b9MzxxgRf/dbHt4iGee+99Ewt28/rWf5q8/tZ1rr+uhszN61tWV7rnnHt797ndz7bXXcv311/OZz3yGUqlUVwN817veRV9fH/fddx8An/jEJ/jIRz7C1772NVavXs3ExAQAsViMWCxGsVjkT//0T/nZn/1Zuru7OXDgAB/60IdYt24dd9xxx1nZZhBVjFBY5U13DXD0SI4Xdk3hOD6e59eDK88DP/AIVxflti0qMzPZSr09NDNdxgipSLKEbXkXjMdKLK4zMVlibCyP7wf1gMnzA+QFmtuO4yPJEArJOI5oDxTBZ4CmK4Q1menpEvuHZG66eSV9fQmOHJlddjWvYsHG8wJCIVVUlr0AVZVRVUkESBJk0qaY26w+5rni+LuOX1UAFNX4a67tPe/bf6bUzM4H96YZHS0wNlYkHFIJhRRkWcbz/LoYSy2o0nQZCQiHNSzT5dpre49LCjTXHk2aNGl0Tjuouummm9i5cye//uu/ztVXX43v+3zsYx/jQx/60HEeNE2anIxaC9T2x4ZRFAnb8TAMlSAIyKTLmBWHttYwMmKupK1NrYtCDA1maW8PzxvM3z+UqUv6xmI6+wYzjI0WmJ4u4/sBiaSBrimsvaSFsuliGApv+dlNbLm8k3LJ4R8/v4NMxqRvhTDSLRZtHv7hYcyyw2tuX1MXm0gkjHnB3FIG40+lMDS4N813vj0k9m1fhkLRRgJ0XSUa02hPRVi7toXpaZO9ezNMp8v8aNsRfN8/oZrW+UKRVxHVfwvHf4Ann/kIQRDQ2/1GXv3KX8QP4D+/sZuv/evzrF6dpKMzelzL5ovhbW97G9PT03zkIx9hYmKCK6+8kgcffLAuXnH06FHkOX1Gn//857Ftm7e+9a3z3uejH/0of/Inf4KiKDz33HN85StfYXZ2lt7eXm6//XY+9rGPnXaL34moLTrnBu+eF2DbHnJVbASE6l3gg131KRsbKWDbogWupUV4njmuz2zOor09jOP4L6qd8nxSLjlMTZaEobEMqirVAyWkABkJvzoI6PsQ+AES1M/1IADb9sVnpkjMzlQYGGjn0ktTfObTP5332Z7N8+10iMV12tpC5GZDzM6YWJaHokj170lNlVFUCc8N0DUZVZNRQioBoCogyRJdnTFaW0OMjOQvCLnnmtn54UOzlEo26XSZmRmTiYpXFWGRkSQZIyTsA3w/QNNUZEkkEYywSv/KxKJJgebao0mTJo3OaQdVAPv27eOpp55ixYoVjI2NMTg4SLlcJhqNnu3tOyM+97nP8alPfYqJiQmuuOIKPvvZz3L99dcv92Y1WUCtBWr4aJ6R4QLZjElXV5RiyWZmpkIoJAKK4eE8tu2SSZvMzlhixmI0Ty6XoqUlVB/Ml6CutpdKRWhrC7Hth0dwHY+2lBjir5gerW1hViUN9uzOsH37CCv6E/zHN3aTTpts2txe/4IOAlCqamxD+2ZoT0Xr3YlnU2WtthDJZEwUTSao7oeEWGC3tIRIT5d59JFh1q5r46ePDXPkSA7b9ohENXKzyz9D4gdpHHcEWUrik6diTfLM00fJ50W7WiSiYTserW2h06ryLYW77777hO1+27Ztm/fz4cOHT/pe4XCY//mf/3nR23Qi5h7rWvB+5HCuLqAi5LWluuBEgJDRL5ccXMdHUWR6emO0tYUplx2mp0pEIxq/8t4rueN16xp+0Q2iSvedbw/R0mqgHJXwvKA+QxYEwiiWObvg+UFVaGV+8iAIIJMpk0yGSHVEePVrLuHB/z4w77M93ary2aS/P8mGDe0cPZInFhctvcWCXw2iffIFG0WR8X2fSsVD83xkRVRsylUz42LRYXS0wEf+cBur17Rw3fW9yxIgLoWa+MjhQ7Nksya52Qozs6ILoVZ5rVWpxGycsKpwXQ/HAU1TREUrrOH7waLVxr17B9m+/Qk6O3uYnp5k7969DbX2aNKkyUub027S/vjHP87WrVt5zWtew65du3jiiSd45plnuPzyy5fsDXMu+cY3vsE999zDRz/6UZ5++mmuuOIK7rjjDqamppZ705oswsDGFL9x97W88lWrkSSJI4dz5HNW3QB4bLRYbaHRMAwFVZOpmC7T02WmJ0vAMZ+jtevb2DDQzuhIgSAIyOdtEWB1RgmHVIoFEWwlkiGyGZOJiQIP/Ncg9/7+Qzxw/yCTEyKwq2HbHq4b0NIaqgsBzCUS0eYNVJ8JcxUQBza2MT5awHV8kkmjvigcGckzM2Ny4MAMP3zoED/96QiHDs7gewGF/PIHVK6/jbL9eRR5HS2xD9LZ9ttUKsMMHvwLKvYhAsCsuIyPFQkC2LipnUzG5NvfGqrP07wUmHusN25qJ5EQ1SbLcvGDAEWV0XWVREIn2RKitTVMW2uYeFxUyPr641x5VReapjAzW8HzAtZvaGf1mhYKReeCCKjgmEjFDTeuEPYAiAqUaOsLkBUJf271dc4/hZfXsZ8NXWXlyiRvetMAk5Ol4z7bRMJYtvNtaF+GTMZkaqpEqeggy1CpuKTTZdIZE9fx8D0fVREzVCDhuT6WJe47nhfgewFdXVE8z+fokRyP/Pgon//cUwzuTZ+3/Vgqw8M5BvemKZXEvJxZcSkWLDz3+GDY98XfsbhBS0uYTZtT/Mwb1/Pq16xhcE+a3/i17/D7v/MDPnHfo/zFn/2ET//Vdn7ll3+XG2/cSsjYwMtv+jivf+0n+d73HmXTpi3nZe3xuc99jtWrVxMKhbjhhht44oknTvr8//iP/2Djxo2EQiEuu+wyvvvd757zbWzSpMnyctpB1d/+7d9y//3389nPfpZQKMSWLVt44okneMtb3sKtt956Djbx9Pj0pz/N+973Pt7znvewefNmvvCFLxCJRPjSl7603JvW5AQMbEzxl594NZ/+29t5w10DrF3XRjisMjtbQdNk1q1vJdliYNuifcYwFHw/YGS4gO+LwfyBjSlWrWrhDW/cQHt7mL17MsxkTRzHw/cCxseLSEBPb4xMusyTT4wxk62gqjLtbSFUVWJmpsKTT4yRSQs/GF1X6sPhnitajeZyNlTWagvMvhVx8nmbfF74F9m2R6EgDH/d6kIr8MGquFiWh+8Hxyn9LRcV+zHC2i8R0t6I76toai8ren6HSOgypjP/QDQizJJnZyvYlndcle+lwtxjPbddSZIkFFlClsCtVitqMzcBx4QrLlnTwk0v6+flt6zk5urfW29ewcbNqQvqs6wJ1MTjOi9/xUpCIQWQkKsiFb5Xk5U/ntr5LlWDq2zWpLUtxLU39DK07/jPFo6vKp8PahXJ0dEC19/Qy8CmdlqSofrMXCSsEgqr1SqdTCikkay2dMqKBJLYbiOkohuKkN13hfJnOl1uyIREsWCTzVYoFGx0Q2V2poLrBvNmp4BqVVIE0tGoxlveOsDrfmY9a9e1CUGLrMn4WJFsxmTd+jba2sM88uOj/Ou/fZHrrr6HN/zMB9m4qZt16zZy68v/go7UNdxyy63ndN9ON1n72GOP8Y53vIP3vve9PPPMM9x1113cdddd7Nq165xuZ5MmTZaX0w6qnn/+eV772tfOe0zTND71qU/xve9976xt2Jlg2zY7duyYZ+QpyzK33XbbCTNZlmWRz+fn/Wly/pFliVe+ag2f+NRt/M3f3cErblmFpimsWp0kEtVpT0VQNYVyycasLsiy2TLPPD0+bzC/prZ3xZVdVRNRS7SRFG0sy+X55yb5wfcPMjtbIZkUQhnRuEEopJFI6Jimy77BLEFwzCNqdqZSVV87JqRRU1kb2Jh6USprtQVmNKrVZaWjEY1C3sZxXCQCnOrsiOeJIMpz/XmGoctNxPhtVGWg+pOE43iUih6J6Bvo7/sASBKqJgQ3LEsYaJ2NKt+FxtxjXaM2R6SqwtDXdfxq4OxSLtkU8ja+L6pYbVULgIVcaJ/lXFPs9RvaueqaHhRFmBtb1rFEgXyCb6cgEOa4UjXofNkrVtLZGT3us53L+fyMFlYkV61u4aab+0kkDQxDxQhpxOK6EK3QZFHBMsV1EY5ohAwVqfo+ZtlhZLjAyIjwJctkTBJJoyGD6FhcR1EkLMvFdTws61gSar6qpTi2riuqk1L1QM/OmDyzY5x8rkJ3b5RCUZgGx+MGjuuxsu9e2tsuJx7X61XIzZd2sXnjL/C/fuVvzmmQebrJ2r/927/lzjvv5Pd+7/fYtGkTH/vYx7j66qv5+7//+3O2jU2aNFl+TnumKpU6cS/3Lbfc8qI25sWSTqfxPK8+pF6jq6uLvXv3Lvqa++67jz/90z89H5vXZAnIssSaNa284Y0beOzRYQoFG6mqgpXqiDA5XiTwhIx0peKydm0b733fVfNmDGpqew//8BAH9s+QSZv098cxDJVC0SaTMdGralMrV7WwYkWckeE8kxNFYvH5nj/rN7Rx9HCu6h8j1T2iXqxpbc3EeGysgOv6FIs2uq7gewFl08W2aypwYqGwcA67ESpUNWTp2DyDoshVA1ePUFglZKyrqpkFaJpcF2G4ELyUzjZzg4lEwiCTLjM4mCEzLSqjtbmq2dljbaaSJFXNlVVmZy1GHxupyuz7osqaCtPbF7+gPsu5pth2h5gX6+6Jkpu1KBTtE1apFqJpijCSDY7/bBdyPs+3xSqS+VyFyckSqibXTbIDX1wvsgR+EJCbtQCwHb/e8hgEoipXKjrVoFEELqVC4wXRtRmyXc8Lz8ET6ef4/rH7Vz5nsX8oi217jI8VmZgoomkyjhugKhK27ZHPVchmKnR3d5LJmORyFi0twsuvVoXMZtRzZvpcS9bee++99cdOlazdvn37PENwgDvuuIP777//hL/Hsiwsy6r/3EzwNmly4XFGQhUXE/fee++8m18+n6e/v38Zt6gJwJbLO9m0uYNspkyx6FDwbFRFZvOlHfT0xgAolRzef/e1rFnTuuh7PPP0BD09MQxDoVgUwZkkgSJLWBWPiu6xbkMbsiyzYaCdfM4in7fxXR/TdJBkifS0yTXX9tDVHSObNZkYe/GmtfPU30yXI0dy7N8/w6Wb2ymVHMplB0URg921hcncIMp1G6dKVaM26yLJEoEf4Ps+uiZjlh1kRaicJRNGXd3xQvBSOtssDCaeenKcctkFxBxRMGchDaBpVCuSMqoi8+MfHaWjM0KqI4KmKTiOx+R4kaOHc7zuDesvmM9yrkDNoz8ZZna2gh8IEQOqrWKqKs2TWl8Mx/VQNZmh/Vl+8d1X1D/b+CZ9Xgvg+T7fFqtIZrMmpikeU1WZCi6yIqEEEq4rhDos+/idFdUql2TSoFJxARvXDRoyiJZliV/4pct45CdH2bN7ekmvsSyXx386SjyuE4lqqNWOgELBQkKiVLQhpuO6PvF4iJnZynFt2DWhonMVZJ5JsnZiYmLR59csHBajmeBt0uTC56IKqlKpFIqiMDk5Oe/xyclJuru7F32NYRhnTSq5ydmjvz/Jddf3svOZCa7qjWE7fl28AmDvngzXXNt7wsxkLVu8cXMK2/bqRrqm6RAEEI3pRCMauiZaT1KpCNde38vzz04yMVFibKxIW1u4HjydLdPaxdTfwhGVxx4d5qGHjmAYMpGwSs7xF21nUVVwvUXe+Dwiy/ODPFmGeFynYrlCGpmAAAlVU3AcH1kCw1Do6Y2DJF0wXkpnm3nBxCMjFAoWruMxM1M5zgQWhMmtUEgLME0b14WJ8SLRqI6WFBW/AOYp5V0oDGxMcc21PXzzgUHyOQvfD+YF5kgyQeCzUPGvhqKIoCscUpmaLDM6mucNb9zAyHCevXtElSgS0c5KVfl0Wbxqduz3el6ApspoukKp5OD7HhVz8Ys6CETgUSgcq8xNThS4+WWrGjKI3rS5g1/5X1fxh/f+kErFO6V3nuMEeJ6N6/hUTFdUuBAS+qomMzZWYvOlIVRVplx2UBV5Xhs2XDxV72aCt0mTC5+LKqjSdZ1rrrmGhx56iLvuugsA3/d56KGHTii53KQxqS1AR4bzjI+X6oukQsFe0iJpbrY4kTBobw+Ty1nYlsuu56fJzpgokjQv61kz2L1xaz8///ZLSSTnB08vtrVk4axFLZu+anULvh/w3985gOsKU9hi0cFd9F0kFlupSIs/fE5YWD1QVBnTdPG8ABexKNJ1lZbWEOsH2pkYL+I5PoahMJM1LxgvpXPBwMYUd71lgEcfOUo+b2GaLr53rMVz7tyJJIHn+yiyqGaIuSOPI4dn6eiMEolo9PTE6e2Lkc2Y56z96VwwuDfN9793AKviEg6rGCEVCMjnLGzbR9GDk87IiDk0iVBYZWbGpFiwuXRLJ+//wLX1KvD46IuvKp8JcyuStapZW1uYcFilYgrPsVjMoK09xNhYserXdOL3830omy4thkoQQDxmNHRC4ppre7jmmm527ZomPV0+Zauy74Ntu0iSUFy1LA9VlYjHJY4cmWXT5nba2kMcGJph3fq2emINzk8V8kyStd3d3af1fGgmeJs0uRi4qIIqgHvuuYd3v/vdXHvttVx//fV85jOfoVQq8Z73vGe5N63JaVITnTiTRdLCbLEkSfU+/MsVme2PjpDLCTW6uXNSHR0RfvFdl52TBdiJ1N8AYjGdRFKvtv7JtLaFmJos4VcH8pHEcP5iAhWSTN0883wjyUAQYDuihakme28YCrPZClbF4/Y71nLn69bS2Rm9IAxMzzWpVBRZlkjEDQgCKhUPzwuqimjiObXBfkkCWZORPLHQ9DwhNx6JqLz8FStJtghFuQND2YabsTkRx5ILZWRFzEsahvgqCgLIZsz6fBksHmyK1yjCe67iMjZWIBbXWb+hnXt+d+tZqSqfKXMrkk/vGKetLUwiodPdHWNoKIumycQSOkZIJZE0jrNqWIyg6uvU0xPjl997ZUMnJGJxnc6uGK/qivLE42OMjxUxzcVTRDU8T5hdy7LwLXPdgNlZ0Y79wx8cpr09TDxhoKoyhYJ9XquQZ5Ks3bp1Kw899BAf/OAH6499//vfZ+vWredkG5s0adIYXHRB1dve9jamp6f5yEc+wsTEBFdeeSUPPvjgcf3NTS4MaqITp7tIWixbXKO9PUxXV5SuriiOIxak5yOjvdisRY1SyaFYsLEdj+6eGMmkQbnskM/ZYnHNMdWsmsdLDVkGWZLFTMoZ8KKqXIFYJGuaTCym4Tg+sZjOLbeuIhoVxs0dHRFuuXX1SzqQmkuhUME0XcIRhenpY0qOJyrM+HOOq6oKufXpqriFJF147U+15EJvb4K9uzO4jo+hiwgyFBJS45VqGxiIfVQUCVWVhRKiIqEowtdpZqZCZKLIV7/8HKGwyoaB9oYxxw2FVSYnSuzdnQYkQhGVvt44fhBQzNtMjBUwzfkqeQup3baCQNy37nrzRm65dfV52f4zZe6991WvXs1PfnyUwb3ZU75OVYWsviwHeH6AIgsj6PHxAvGkzq+9/2pmZ61lqUKeKln7rne9i76+Pu677z4Afvu3f5tbbrmFv/7rv+b1r389X//613nqqaf43//7f5/T7WzSpMnyctEFVQB33313s93vIkKWpdNua5rbPrjYjMWaS1r41V+/hkhUO28Z7RMplAUBjI0WQAJFFupgsizT1RWlWLDxfbE/obBCOKySz9nzZnAkJCTpzKKihaqCp/u6mpFnKKwgyRKRiIZhqLS2hmlpDWGENJ55Zpwf/uAg6wfaX/JVKoB43CAS0eo+akC9SrXwKAaBmDuRJLAsH02DqK5RMV0ymTIQMLg3w2VXdNHXlzjv+3Im1JILnZ0RWlpDzM5WKJdddENBUSTCYbF/qkL13Bfnv2171c8DQPxbVSUMQ6WtPUQorPHszklGhvO8/wPXLltgNXdu8uaX9+O5PrmcRTZTIRbXMHSF7dtHcZwA1z353NHc/0t1hHjDmzY09PVTUzXdtCnFnt3TTE6WcN2lJXssy0fXRZXbcXw0TSYcCZFI6LS1hsnlbD54z42MjubPexXyVMnao0ePIs/xALjpppv42te+xh/90R/xB3/wB6xfv57777+fLVu2nPNtbdKkyfJxUQZVTZrAi2sfPBecqHqWz1VIp8vEqipXxYKFLEu0pyKMjhYwyy5BECDLEhIyyWSITKY8b8G51IULHGuhqsl1e15wWpUqSQJZkVAV8XtlRQSCgS8WiTNZlyefGGXNJa1MTBQ5cijHZ4tP0tUVbahKwnKRSBqsXp1kcqJ4rMWv2vZ0MiRJHKtC3kKSJJ7dOSmG91WZUFjjM5/+6QXx2daSC4oq09sXx3N9XM+nYnoUC46YM5sjuy3+Fj/MDeZBtJvm8xZP75jg2ut72bipnb17Mnz7W0Os39B+3gOQE81NtrVHWL0mYM/uNJOTZXp74hQLFo4rLAhOdew1TeatP3dpQx/beaqmFRfb8hgdzTMyXFjye3iej+MIERLDUOnpjVOpuLSnwgzuTTM6ml+2ucGTJWu3bdt23GM/93M/x8/93M+d461q0qRJI9EMqppc1Jxp++C54ETVs2zWZHamQkdnlHUb2pieKgkvIs8nlYowPVXCdQPaWsO0toUZHyugKEIVrhZQLSUoUhRobQ1jhBRkWWIma2KEVBzHJ5879TzO3AWtVzXuDHwxX1CpuCQShvDVkjwmJkocPpQjHFGJRDTWr29F1ZSGqCQsN/39SdZvaOfJJ0bRdQXb9k4qky/LVM2BxXNs20eShMfPqjUtXHppqmGqNEthbnJh/YY28jlLSO/LMrlcBc8L6oG/XBXpqDH3PBfVO49sxgRgaDBL+0199K2I181xz/cC/GRzk5IkkUgaPLtzgkhEx3Z8wmEVq3LyeSOA7u4or3z1Jedqs180i6maFos2u1+YFmIrilSfGzyZcIWYCxUtxCtWJlBVGdeRSSQN0lPlC2ZusEmTJi9NmkFVk4ueM2kfPFcsVj1zPZ9UR4RNl6ZYvbqFdetahVKh7aHrCocPz/LMjglcL2B8rECh6NDVHWPTpjb27M4wPV3Gdb26UIUkQTiiEjJUkkmDnt4oM1mbK6/q4ufetplvfXMfhw7NsHePTyFvcyLZ6sWYu6itmbQGgVDt8j0fxw2Ixwz8wKdScZAkuOSSVlrbwkiSRHyTvqyVhEZAliW23rSCB+7fi+P4eN4x+fyaQMVcFFVCViRkSaZScauCICqvevVq+lcl64v3C+WznZtcSE+bbNycqos6OK5fDd4lNE2uLsYXN5INAuHZVijY+EGAqsrkciliMf2c+hadjJPNTYKYDaspZSqKOD6nSohIEmze0smqVY0noQ4nrs5lMyaFgoU/pxJ+soCqFkQrikRvX4xIRCOTLtPdHUdV5QtqbrBJkyYvTZpBVZMm55mF1bNIVOc/v/ECzz03RRAE85QKgyDA0FV+9VevZuvL+9n59Djf/c5+brixl1LJ5dDBHNGYhusqSEDFcnEdH1kWZrLZmQpmxSUUUsnlLHbunOSyyzs5fDhXlewOcJ2lyQaeaPEnSeDYPplMmXg8hKrJZDMVFEXB8wJ6emP1hZYkSctaSWgUtlzeyeZLO3l6xxjlspDZrrVyOo4/rzrj2AEOx2avJEki2WIQjmjzqiEX0me7MLkgIRbeiYROxXQBCV2XTyqrXiMIoFhwGHHyTE2WkGVp2RbgJ5qbrOF5Aaoi49f+PkVEJUQ6ZF7xisb1K1qsOpdOl9m5cxLL9jAMhUrFO6UgTlAVvZFlSGeEWXJLa5h1G1oZGy2+5MzCmzRZCrU5xuXuxGkiaAZVTZosAwurZ2+8a4DR0cIJjUvf+OYBBjam6O9P8NyzU1XVMJfZ2QoEUl02Xq+4lEo2siRRKFgEQUB3V5RNl6aIxQ1+8qMjjI0V6e2Lc9trLmFstMDjPx2lWHTOaD/mdji5rpC3nhgv4rgeba1hQhGVaGz+4jYS0ZatktAo9PcnWb++jeefm2T1miTFgo1lC2l127ZO+DqxKBVVmYUmqHBhfbZzkwvfemCQffuytLaGOHRwFkWVqnNVS5/3syyPnc9MsHqmhZffsjzmuCdTHQ0C4cO1anULw8M5dF2mVHZOGWxIUsBjj45g2X5DzswtrM4FQcC+wQy27REyVAhBpWKeNCljhBSiEZVc3sLzA0pFB0WW6OmNkZ42X5Jm4U2awMmDpoVzjKFQYymgvhRpBlVNmjQASxXVmLtoi0bFPJQRUsTiLQjwvYBUewTX83EcsUi3bI89uzOoqkSp6FAqOXR1RenpjXPkSI6W1hCW5RAEoloiPLFExaQm477QAyscVohENQp5G887ZtTa2xdDliXGxorYtkcsph+3+L/QJMDPBbUWwG8+MIgkSfSuiON5AdOTRXKz84MqRQGQqgFsgOuC6/jEF6mEXGifbS25cPU1PYTDmjC99oRwhSxJS6pUzWUmW6G1zeJ1r1/XUHOTc33w3vmLl/Gpjz/G0SM5hFnC4kgS6LpMeypCLK437MzcwupcLmeRSZu0t4XwXJ9MxqzPyC1sb9WqnnahkMqq1UkmJ0p1H7ZyyWV0OM9db97IG97UXCQ2eelxsqDJ9wP+6pOPkZ426euPs66/lXLZbdj7xEuFZlDVpEmDsBRRjbmLtoMHZpAVCcfxUBQJ2xIyxPGEwdhoHtf1kSSJSEQlmQyRzZpMT5fRNJnR0TyjI3kyaZOu7iiFgi0qXLJEJKrjeQHlsoPrCBEMVQPXoW7wm0yGUFSJYsGpKhNW5a8lic7OGJWKy/RUmUTCIJE4tsAPgoDRkUKzlQfRArhpcwfZTJmJ8RK5XIVS6fiKoSSJgMr3RXAry+C6PvlchZbWcP15F/Jne/0NK+jujrJz52R9xE+Spbo4x1IIgM7OCJ2dUSInmGk6HywlQSJL8In7HuXI4RyKKiNVExO13ZVlIb3f0RkRFgVtYZJJoyFn5hZW54Twio+mG0QjGmOjQuUyFFaRCHAcH8cRM2W6IROL6ViWRyZt0tEZ4Zpre9E0mWzWpFx2+Nmf38yaNS3LvZtNmpxXFhN/KZUcnt05yfPPTTI2WmB0tEA0qjE1VaI9FWbDQPuyK6C+1GkGVU2aNBBLEdWoLdq++pXn2LcvQz5vYds20YhGa1sY3/fF4lySREuOJDE6WqCQt7EsF9uRsMc8xscLuK6PoRv09sY5sD+LZfl4nk0QCAPOIIBwWGPDxjZeeH5a+GFJUtW8Vp1XyZIkoVJn2S5KVWbdrLiMjRXp7o7Na2dstvKIxejqNS3s2TPN7KwpxD4WmeT3fTFnJ4xvIdkSQjcUBvdm2HRpx3GtohfiZyvLEmsuaWXX89P4io/ricX3UlEUMXt05VWd2Haw7O2PJ0uQuK5PImnw1p/fzFNPjPHssxPMzFjE4xqKIlMsOrS2hmhtFYmQVCpCMmk07MzcwupcPKGjKBLFosX0dBnDUHA9qgGyVFcuVRQZx/YpmzYSMl3dMS6/opP2VASAaEznwFCWcqnxW1mbNDmbnEj8JZEwsDpcHvzuAfK5Ct09MSJRHUWGyYki+ZzFtdf3NuR94qVCM6hq0uQCZGBjij/52K1ksybbHj6MWXYwKy6jI3lkRWT4jZBKKKyRni7juT6aLqNpCr7vY9seB/bPoKkKtuMRCquEwiqeJypPrhtUh+Ql2lNhBja0c/SIWCAGfoBlu6iaTIBYVPl+UA2oPOSyy6pVLVx1dYjBvRnS02VKBXtZPcIakaF9GSbGC8xkK7huQDis4rr+PM+imjCFqkqomoIiy8TjOqvXtHLZ5V1MTZWW3X/tbDA8nAPgFa9cxbPPTDA1WcI9rdY/YTwdIGGElIZof1wsQfLgd4f4/D/s4OCBGRzHQ9MUWlpCpFJR4gmd1tYwzzw9QTQqrBbCEZ31A231RVWjzszNrc4N7k1DANNTZSRZom9FjHxeVMIVWaZcdlAUCVWTsJ0A34NLLklyyytXzUsGXGitrE2anC1OZM0QBAHPPjNJIW9RLjtMTQr7Fd1QaG0LUy7bDA1mufb6HqyK23D3iZcCzaCqSZMLlAP7s9UFikwiGSIa0fB8n5mZCqWiU22jCvBcXyjFARVdplzy0DQZANfzyc1WsCoevh/Q2xfDMFQmJopChTBpEAmrjI8XWbOmhX2DGTGr5YJtuQRVta5IVOOSNa1ce30vhqGQSIYoFCwMXeWX33sFyWSoqUw0h1omslhw6OiIkMtZFPLWcX5ViiIhyRKJhGi3LBUdVFXhlltW8cHfuZHR0fxFofpUEzvYsqWDyy7r4Mknxnjy8TFM0z2lF1tNNTGRNJiZqXDTzSsbsv3xwe8O8cd/uI1C3iLVGSES1iibDtNTJQxDZfWaFopFS4iWWA5trRHWXJKse5RJkkSpZOO4PmNjhYY75nOrc7uem+Kzf/cEzz87ybTj4Tg+5bKD71fFbSQZ2QuQEK2slu0ykzXrVaoLuZW1SZMXy4msGQ4fnuXA/iwgkm2O42PZHoWCzcxMhWTSwPfy9K9KNBMSy0QzqGrS5AJhrgpQJKrxzQf24XkBt71mDc8/N0UmYxIEAbGYTrFgoygyhYJNJCJuzK4nFmaKIiPLMuGwhuN42LbH9HSJcFijvT2CV203CxkKHZ1RZEUikzHZcnkH5ZLDxEQJ2/ZEm0/ZxXNFMHbD1r5FF0U3bu1vmIVfo1DLRLa1hxgaEqIMoZCKLEvzzIAdJ0CSAopFIV5hGCpXXNHJG960AVWVL5rWjoViB2vWtHDo4AzFgkO57IAkRFhkWa5XUgEkGSIRFdcNUFSZ/v5kQ7Y/uq7P5/9hB4W8xeo1SSRZJDXicYNYVOPwoRyHDsxy7fU9PP/sNOl0mdysxchInpbWEL19cTo6IrzwQhpdk/nql58jFG48pa9ada5iusRjQv3QdQNs25sfFFe97WRZJtURoZC3ee7ZKV72ipWY5oXdytqkyYtlMWuGIAjYvy+L4/iEQgrlsriGNE1GVSU8zyefs7AqHvv2Znjt69c3ExLLQDOoatLkAmChCpDr+hw5kqO/P8HQUJZSya5ns9vawkTCGqNjBSRXLEbNssj4JxMGsZher1SZpktXV5RyySWRFB5BiirR3i4EEMJhFT+AgmcTjerc9PJ+Hv3JCBDQ0xsnCAIKOZtki4GmK7iuf8HP95wPapnIjo4w5bIjlBLj4vO37fmePkEApin8fm68eQXv/pUrq8d/tqEqFS+GuWIHVofLruenmcla+H6A5wW4ToCuyyiKjOf5UBXuCBkKXrX19GU39zes4tUTj49w8MAMqc5IPaCqIckysbjOCy9M4Xhu1fRYJiDAcYSAw8xMBbPs0tKic8srV7OiP1EfWm80pa9aFVY3FAY2trF7d6Y6FyiqijU/qnBYxTBUurpiqKrExESR55+bpK0tfEG3sjZp8mJZzJohl7PI5200XSZfsOvXketWpXklIBBV4ZkZc9kUUF/qNIOqJk0anMVUgI4eyTExVmR0OE8iaZDqiJBMhrAdj1xO+FOpqoyqSLS2hTEMhcAHy3IJR3WuubYHu+IynS7z9ndeyn9/5wC6LryPdF3BcXyeenKMdNrEMBSUagWlkLe56eY+3vTmjXR2RonFdcolh+98e+ikUvBN5lPLRJZNVzxQDaBsxxOD/LJo2xQLUZnVa5JEwiq5rMXn//4pfD+grS3Mho2NVak4U2piB7uem+Kh7x0CKUA3FCqmmL+RJFFp1XUJkAnwiUU12lNhfB9ufnk/f/v3r0VV5VP+rvNJrbr89I5xTNOhuzt6/JMCobTpOB5mWSQ1LlnbwthogXzewnFqCpsSkmQQiQpBi0TCIL5Jbzilr+HhHE88PsrEWIGR0QLlqqJlEAhBEUkSJsiOE9DVbVCpuGy9uY9kMs8vvfvyestfI+xLkybLwWLWDKbp4HkerhPg2OK7YV5HdE01VRJ+kWNjBSJR7aJoD7+QaAZVTZo0MCdSAWptDUP15hmL6xi6WK3oukIspjE5USISVunsijI6WiAIdFRVprsnzvqBNtrbw+zdk+GGG1fwxjdt5OCBWZ7dOTnvd1x3fS9796Y5dHCWRNzAsTxWrU6ydesKLlnbOu8mPbAx1XR1Pw1qmcif/OhovT2zWLSxLQ9VlXAcERSHIyrxuMGq1Ume2zlFoThDR0eEaFQnl6swNVVquErFmbJ+QzvdPTFkRaJQcCiXnHrVLtliYFXEv9tSYWJRjTVrWnE9n/7+JO//wLUNF1DNrS6PjuQpFh0OH87R2xevH3OAiiVmIlRVoWK6RKI6Y6MFZmcrosIjQ+BBOKKRy1k8/NBhrr++l1VrWhtSEfB/vrufnz42guv62I5o+6vN2nuemBOUZVBViXLJxXF8JsZK9QpVI+xDkybLzUJrhmzGFJYaVdvHRYRiARGQlYoO9/35I6y5pAXL8pqmwOeRZlDVpEkDcyIVIAiqEuYK5ZJDxRJCE5m0SblsUy476JrC1pv7aWkNYVs+ff1xurqimKbL3j2ZenueqsqLGpZqusL/z955h8lVnff/c9v0mZ3tRVp1aVeiSQgkhAtgEapxCXHiuBMCptkJkNgowQWIjQt27DjYJL9gbGITO3ZcANuYZmMbRBNIIKRdFVS2l9nd6XPntt8fd2a0K+1Ku5JWW3Q+zzMPzMy9d88d7Z4573nf9/stLw9Q/5Ywa9Y0sH9/gp7uFD/+0Rv88hetIybp8UjBCw5Q3Incvq2PnTtjRMt9JOKuSEE+7245apoCjkQmbbDp5S7yeRuvR6a83IfmURga0snl3EzXdMpUHC1tbXH27BnC53MDjpqaALbtuCIeyTwUMhyqIlNR4UdRJeYvqODSy5ewdFnlFI9+JAdnl+fMDbNnzxD9fRlwHBrmRg70OhqW24MU8ZDJGPT0pMnpJjgFjzLcBVQmnUeSJbq6Ujz99F6ampM0N1dRFvVNqSLg8F7Pzs4U//kfr7qWC34F05TcReCwUtaisIjtOPT3Z9A0hZdf7mTFiupSVksgEIwUf0nEdb765ef47W92j3m8ooBl26RSefbvj7OsuZJ588umbanwbGR6be0JBIIRjKUCZBg2gYCGz6+Q002GBrN0tidJJHKYhk0o6CEc9tDVmSQY7r2cIwAAhetJREFU9NC8ogrTsHlz1yADsSwrV9Vx3Q0HJtfirtgZK2sZiGXZvXOAgViWVWfW8RfvW862bf3s2xensirA0mUVVFT62bK5h+/c+7IroTyF3HvvvSxYsACfz8fatWt58cUXD3v8T37yE5qbm/H5fJx22mn8+te/HvG+4zh89rOfpb6+Hr/fz4UXXsjOnTuP+7ibmqv4h0+dy9JllWTSbpkbuF5f0XIflVV+JAkymTzJRB6PR0HTVDRNwetVqaryk8tZpNMGrdv7S7LkM5VEXGfvniFM06KuPkS03E9FZYCFC6PMbYygqQqOAx6PQmdnip2tA+xo7ed/friVr9+zccp/D4scnF2ORLxomsI56+YSKGSbOjuSGIZFX2+aXTsHsSwHy7To68uQzZpIUBCUce0KwM3y4EAwqGGaNh1tSV56sZOO9sSUKX21tvTz9Xs28oU7/8g/3/Y0H//bR3jzzQEsyyaVcksa5WGbQZLkiq9YloNp2q4Vg+YGyQD/8Z1N0+bfUSCYDhQ3LE85tQavR8FxxvbvsyywTFcYx+9T8XiUUqlw8/JKYrEsjz6yszSnCI4/IlMlEExjRlMBAndhGQx68HgUHMdhaDCHnrfweVWCQQ+hiAccaGqupKsrTXVVgOtuWE0mbYxZnjeaYemcORG+8fXnRzUhnA79HD/+8Y+55ZZbuO+++1i7di3f+MY3uPjii2ltbaWmpuaQ45977jn++q//mrvvvpt3vvOdPPTQQ7znPe/hlVde4dRTTwXgK1/5Cv/2b//G97//fRYuXMhnPvMZLr74YrZt24bP5zuu41++opovfWU9X/3KRja91Ekw6EGWwetRyOUsVE1Bs21M0ySbMaipDeL1FqZtSSIc8ZBI6AwMZme8J0ky6XqvlEW9I7KymaxJb0+6INBi0d6WQJLdUlckiZq60LTahR0ru7xkaQUAz29sZ2Agx+6dA+i6hT+gMmduiJ6edEmcxLJAkh1kSTpESl5R3NciZV4yGYPNr/bwvr9cccKVvlpb+vn2v79Ee1sSVZXYu3eIRFzHKnjcOU5RbOXQBZxlOyC5mbh588pc5dBCSfJsyLoKBMebtrY4maxBeUWA/r40hjF2YGTbEBvIFoyz3T7O6VgqPBsRmSqBYBpT7L3paE/iDFtdRcp8VFT6SCXzLFgQpaLSz7z5ZcxfGGVOYxjTsKmqClAW9TNnbpgdO2LIssQpp9Ywf350zAXL8F2x+fOjdHQkxig/PHSSngq+/vWvc80113DVVVexYsUK7rvvPgKBAN/97ndHPf6b3/wml1xyCf/4j//I8uXLueuuuzjzzDP593//d8DNUn3jG9/g9ttv593vfjenn346Dz74IJ2dnfziF7+YlHtYvqKaD3/kNMJhD+UVPmwHUikDTZMJBrVST4rjOITDXlflqYCmKeR1V9lxpnuShMM+AgGNXNYsSR86jkN3V4pUMo9lWSBJqKpMMKBimRadHUl27YjR1FwxbXZhx8ougxtY/eX7T+HM1XWceVYDK1fVcdXVZ7DqzHoc2y3fKf5tWqZT8ueSpAN9ScU+M8u23b6lvMXqs+tPaBBi2w7fvX8zGzd20NmZ4KUXO+nqTI7wE5MOMxzHBq9HpXl5FZdevpiqqsC0mE8EgulKKumaZ8+ZE8brU1HVsf/AJAlyWYPnN7az+dUuhgZdu5VAQBOmwJOMCKoEgmlMsfemuIubSOiYpk0yqaOpCuGIu6tv2+6CW5Ig1p8lEFBZ1lSBJHFME+nhFohwbNc+VvL5PJs2beLCCy8svSbLMhdeeCEbN24c9ZyNGzeOOB7g4osvLh2/Z88euru7RxxTVlbG2rVrx7zm8aCmJsjCRVEuungRa9Y0EI54SKfy9PSkyGbcPhNJltC0kV+k+byJnrdY1lQ54z1JImUeFi6Moqoy/f1ZdN3Nzg0NZjFN19MIxzWsTqUMdN0mk82z9fU+Nj7bjmVavPxSB/v2DU3pfQzPLo9GLmdSXu7D61U4fWUtiqIQDHmIRLx4PCqyQinTA24PUtGLRlEk8nm3/McyHebMCbNgQRk1NaOoCk4iz/x+L48/tpu8bpbk3x0O9EzB2I304B4jybBmbb3771pALPoEgtEJhT34/CpLl1bg92sFRdDRj3UcyOcd9u1N8OTje/jRQ2/wyC93sGN7P16vMAWeTET5n0AwzTlYBagoW/628+ZzyilV/OmPbfzyF63096bx+TXq6kIsa6ooGfFmMsZR91yMVX5Y5Fiufaz09/djWRa1tbUjXq+traWlpWXUc7q7u0c9vru7u/R+8bWxjjkYXdfRdb30PJFITOxGcD9nv18jmczT1pZA1y1UVUYulHqZpg2mTX9/1i0J1BSMvElXR4r6OWE++KHTZny5VGNjGWetaSCXMzFMi4FYjv6+NLmC6p/bgwO5rIkkSTiOg22DZVr86Y9t+HwqHo/MF+78I//46XOnrAxwNI+ZIkVT7DlzInR1JUubFR6PQjjiQTdMshkZv88hmzXRNNf7TZbdkkB/QKOhIUzz8ipqaoNIEgwO5E7o359tO/z6V7vIZgzmLygjl3MNwCVAUSUs0zmkZPFgVFXGthz6+rNUVQdLn9FUzicCwXRm+Lxyxhk1/PGPbViFvsQiwzdjgMJ3h8PQkE48rrN79yArV9YKQZhJRARVAsEMYLR+p2Jf1IUXLQbg9dd6aGqupCzqL5XeFBdxRe+XiTKeBeLRXnu2cPfdd3PHHXcc0zUaG8tYuqySH/73a8T6syiqjD+goSgSuZzJ0GAOx5Ew8q4wRV7PoesmDXNCfOq2c1m+ovo43c3UMdybpb8/S3mZj76+A31Gxf+6GZCRq3Z3Z9YEFJ77Uxt3G39iw+1vnZLAajSPmUBAG2GKfenlS/ifH24tbVYYhkU2a5JJmSUBB0mSCAY9pFI6um7h8SgsWVLOyjPrqaoK4DgOLdtjJ/zvr60tTmdHglDYg2Harq+aJGE7bi+g7liY5uhRld+vks+7MuqW5fDqpi6GBnMsa6qkstIv5hOBYAyGzyuZTJ662hDJpE48ngMkZFnCMMdODzsO6DmLfXvjfOfel7jxE2umvP90NiLK/wSCGcLB/U7FzISqynz4o6ezcFE5XV1pkkm3RDCR0EdIpx9NJmOs8sPRrm3bDvv2DfHG1l727Rua9N6WqqoqFEWhp6dnxOs9PT3U1dWNek5dXd1hjy/+dyLX3LBhA/F4vPRoa2ub8L3IssSZq+sYHMxhmjYej4yiSFiWg2M7RMq8br9RzqKywsfSZRVc+RcruPe+y7nksqUT/nnTlZIK5Rk1tLTGSMRz7gbBEX51XUNZUFSZQFBj+/Z+HvnljinrrxpLTbOounne+QtKvZJ9fWk2vdQFgD+g4vUqblmPJJHNuZmbSMRLc3MlZ6+dQzTqOy5/20dLsbejpjboqlJ6FfwBFacQCI7lFybJ7kaMorpGO47joHkUurpSbHy2nZde6JyS+xEIZgrFeeWcdY1Eol5Uzd18q6z04w8oo2nCHMLAQJY/PrOfB767ecr7T2cjIlMlEMwCxioRXLmqjndesfSYdqTGc+3hRqe5nHlCzAY9Hg+rV6/mqaee4j3veQ8Atm3z1FNPcdNNN416zrp163jqqaf4+7//+9JrTzzxBOvWrQNg4cKF1NXV8dRTT7Fy5UrALed74YUXuP7660e9ptfrxes9tDRyoji2g9ej4PepGIaNYZjIkkQo5KWiyo+EQ1dnmj9/33L+7KLFs9Zguam5iivfp/CTH2+jsipIXreIxTKHXS8cUM2z3WxJ3uKVV7qmVOXqcNllgCvetYy2/XGe/VM7ed2krj5EMpmnuyuFokgEghp6zmLO3AhXXX0Gsf4sO3cO0N2ZOm5/20dDsbejcW6EgZhr5RAMagwOyORy5pgLNcd2RTa8XgVTlggGNHxeFcu0icdz1NYFufa61WL3XCA4DE3NVdy6rJKzzq7nu/+1ma2v96LnDAYGx1fSZ5o26YzBb3+zm4svWcwF71g4ySM+uRBBlUAwSzjSIm6yrn2w0WkwqJ0ws8FbbrmFj370o5x11lmsWbOGb3zjG6TTaa666ioAPvKRjzBnzhzuvvtuAP7u7/6O8847j6997Wtcfvnl/OhHP+Lll1/mP//zPwFX0fDv//7v+Zd/+ReWLl1aklRvaGgoBW6ThYMrSFBdE0SSJSzLLa3yeV3lgmzWQFVl5s+Pzno53N27B0in89TWBdFzJkND2XHtquayFu3tCSIRL5m0MeWCB4czxW5qruI9f97Myy93YVsyQwM5FFXmlFOqCYY89PakGRjIMBDL8OQTe1h1Zj1//cFTqakJHte/7YnS2FhGRYWf3z29l3zeZCieI5sxsSx7RNnfwf0d4JZuZrMWqgpnrq4jFHJLCP1+FZ9PIzCGII5AIDiALEtc8I6FNDSEeeD+zfzs/7ZjjrNNyrYhmdDJ6xb/+6M3eNvb54+ZXRZMHBFUCQSziMMt4ibj2gcbnZ5oH6u/+qu/oq+vj89+9rN0d3ezcuVKHnvssZLQxP79+0eoi5177rk89NBD3H777fzTP/0TS5cu5Re/+EXJowrgU5/6FOl0mmuvvZahoSHe+ta38thjjx13j6qDWby4gmDQXUzX1gUJBjSGNccxNJijvMLHkqWVkzqO6YA07L+aRyEQdNUQx+rVKeI4MDSkk84YVNeGpr3gQU1NkMWLyqmpDWBZDh6PgmHYvPxSJ9msSXmFn1QyTzCo8dqWHjra3U2KqQyqd+6I0d3lqlKalo2qSHi8MrYlo2luYGXZNo7tzhmOc6hwhSTJvP5aryvAAnh9CuGwj62v9c76DQOB4HjR1FzFF7+8HlWT+bd/Pbzp/XDSaZNMxuTJx9/k85/5PR/+6OkiQ3ycEEGVQCA4asYyOoUTZzZ40003jVnu9/vf//6Q1973vvfxvve9b8zrSZLEnXfeyZ133nm8hnhEWlv6efgXrdiOw8BAlqF4jrKIl+qaIKomk4jr2LbDW98+j/nzZ38T/+KlFZRX+BkczBEt9+HRFDzlPgYGsljW4c91HDANm8725JRnqsbCth3a2uJ0dSaxbBtFVaio9OI4sPG5NrJZk6oqP3reQtMUyiv8lJV5p9wct7iJYtkO6/9sAU89uRc9b+PRFGSvhGHYKIqFaUrkclZJ9nmkGTAlW4iyMh+aJpPOGGTSKb733c0sWVohFngCwTiRZYm3v30e3/7Wi5jm+M9zHBgcyvH73+0jmcxzw01Tb5w+GxBBlUAgOGrG42PV1TF9F7fTgeHlk2eeVY8kSfT2phmK6yRTecrL/QQCGmeuruGqv1k5K/uoDmb+/Chveds8fvPoTlLJPJpHJpXKI8uueMeR8PpUTMviRw+9wR3/Uj2tPrPh/YfZrMG+vXF27RzkLW+di6YpxPqzhCMeHNwynbq6MGVl3hO2SXE4hm+i2LZrJhqOeFAUGUWW6eyM09WpjzjHtg8kXEf6b7lBmNenoKoKHg327YvzyC93TFnQKBDMRJY2VVIW9RHrz03ovLxus2tXP4ODWTKZPP/0mbeNEMESTBwRVAkEgqNmOvtYzQRGK58MhTzsaInR1ZVkaDCH36/yF+9bwbveM3miH9MNWZb4m6tX0tOVYtv2fgAyaeOI5X+l8yUwDJtNmzqnVKziYA7tP4zgD2g8/2w7Tzy+hxUrqsjnLXw+hVh/Bn/Aw9KmilIWeKo3KYZvosRiWSzLoSzqQ8+Z7N49wNCgPup5siwVvMbcfz9Jdo269bwJKfD7VCqr/Rh5e8oFRgSCmcb8+VHWrJ3Db361e8LnZtIWei7Bow/vpKc7zdvPnz+pAlOzHdGdJhAIjpqij1VHexLHOdg7yPWxamquEr4zYzBa+WRVVYB1b5nL+j9bxDsuXMiSpRX8xV8tP+m+5Jqaq9hw+1v5i79oLsiMS0jj/MZyHIdc1mDbG3385MfbSr07U8nBAXQk4kVRZBYsiLL+ooX4Axp79gyRy5okk3nq6sKcdbbrSVXkRG1SjGWPMHwTxeNRUFWZZMI1FR0roCpez/Xecp87DhiGhWXa+H0q9XPCRCJuz+J0EBgRCGYSsixx7XWr8fmUozrfskDXTbq7Urz6SjffufdlWlv6j/MoTw5EpkogEBw14zE6Fb4zY3Ok8kmfX2VwIHfSLjKbmqv4i788hZ/+73aqa4JkMkbBCPnw52UybuNVLmfxja89zx+e2ccNN541pZ5eh+s/rK4OcsE75tO2L06kzEdfb4ZVq2tHiKycKLPtw9kjLF1WWTIDb2quoLLSz9atvSQTYwdU7thHlgDKkoQkS0iAVJgbDMP9NwsENZHZFggmyAXvWMi739vMT/9327hKpA/GNB3a2xN4vQo93Sl+8ODrfO7O84Qy4AQRn5ZAIDgmjmR0erJlWCbC8J3/Iv39GTY+184fn9nPn/6wn9bWGD/+nzdO2p3D3bsHGBrKYeQt0qmJBZey7C7ot23t4zP//Hse/N6WE2ZOfTBHCqCDQQ+apnDFu5bROC9Ca8vAYc22J4NieeKWzT1UVPpZuqyCiko/Wzb38J17X2bnjljJDLy1ZYBomZdsxsSeYCJQlt0NGa9XRdctOjuS9PdmUBSZM8+snzaZ7b1793L11VezcOFC/H4/ixcv5nOf+xz5/OF/D88//3wkSRrxuO66607QqAUnI7Is8Q+fWscF71iA3390GatczmDHjgHe2NrH/zz0Op+7/fcn7ffO0SIyVQKB4JiZTI+s2UyxfHLL5h7Cyz3EYllefrGTbNYgHPZgGBbVVX727o3znXtfnlTPr+lKR1uCZDLvqsjJEqoqYRjjC4gcxzWcrW8I0tmR5K47/sDacxoIBDyTbk59MOPtPzz19BqWLK2YFCPvwzFee4Sbbz2nZAb+9FN7MMwjyDGWrl/IUslgWg4qDt6wgqJIpJJ59JzJmavruOLdy6bNvNHS0oJt2/zHf/wHS5YsYevWrVxzzTWk02nuueeew557zTXXjFAQDQQChzlaIDh2mpqruPsr6/nuf73KY7/ZzZ43hyZ0vmmCJFmFedPkkV+20tGRYMM/v/Wk+945WkRQJRAIjguT6ZE1m1l9Vj2vbelh00tdJJOux1Ik4iGZNAgGNU47o4aKSv+Uy2lPBbbtsHPnAIoque7IjjPhrIhhWHR3pZBkiUzaIBjQKC9kXybbnHo4BwfQw0sADy7tk2XphG9STMQeoam5isVLKti/L87W13sP2081nFBIQ1Zk9JyJ4zhkMyaKIuHzK1RWBvjo36ycVou3Sy65hEsuuaT0fNGiRbS2tvKd73zniEFVIBCgrq5usocoEIzADawuZP2FC7nr839g585YqRx6PBjGgd7HWCzL8xs7eOC7m/nil9afNN87x4IIqgQCgWAKGN67kkzkae9I0NOVIhz24NEU6upCLGuqoLIgVDDVctpTQVtbnN7eNAsWlLFvbwLLcgUPFIUj+lXBAfluXbeorPSTSObJ6hbzT5A59XAm2n94ojcpJmqP0NGRoKcnjTPOMkp/QGXhonI0j4LXo9DVlSIU0mheXkU06qOvL0NNTfC43c9kEY/HqaioOOJxP/zhD/nBD35AXV0dV1xxBZ/5zGcOm63SdR1dPxCcJhKJ4zJewcmHLEs0La9i+SnVlFf6eeZ3+47Yhzocx6HkL5dM6Dz5+Jt8/PqzWLgwOmljni2IoEogEAhOMAdLazfOi1BZ5ef3A1n8AY3TTq9h/oIowxMGUy2nPRWkknl03eKssxtIpw0yGQNJcsYVUBVxFxMSet5CkWUCATdomArfp2L/4Yku7RsPE7FHsG2Hp5/aw8svdpAcx++jWlhp5HWTcNgLElRW+clmTKqqAkiyhG8GWC/s2rWLb33rW0fMUn3gAx9g/vz5NDQ08Nprr/HpT3+a1tZWfvazn415zt13380dd9xxvIcsOEkpZsYzGZNFi6Ps3jU0ofNtGzweGcO06elOsXNHvwiqxoEIqmYYtu1MqCRkoscLBILJZazelYpKP9XVAbJZk67OFPMXREecdzJ6fhUX+j6/xsqVdfT3ZchkjHGJTBQD0uKOayZjUlsbZO7ccOmYqQhUp2v/4XjLExNxnb/78mM88dvd9Pdnx7UDbppg2yb79iVIZwyqq4N4fSopM4+um8RiuUlXNRzObbfdxpe//OXDHrN9+3aam5tLzzs6Orjkkkt43/vexzXXXHPYc6+99trS/5922mnU19ezfv16du/ezeLFi0c9Z8OGDdxyyy2l54lEgsbGxvHcjkBwCMMz4/PmldHTnSKVMid0jaGhHOUVftIpg/7ezCSNdHYhgqoZxOGkbkfb4Zzo8QKBYPIZq3elrMxLZVWA9rYEfX1pEvEcZVHXu+dEyWlPN4Yv9Ovqgni8CpbtIMsWlu1gjlOwIp+3CAQ1mldUjfjMpypQnY79h+MpT8xl8/zFe3/CQCyDro+/uU2WQVEkbNsh1p8lmzWpqQkWNv3cRd+JtF649dZb+djHPnbYYxYtWlT6/87OTi644ALOPfdc/vM//3PCP2/t2rWAm+kaK6jyer14vYdmCAWCo2V4ZjyVzPPSS10TOt80YSCWJRj0UFkthFbGgwiqZggHlwsFgxrptDFms/VEjxcIBCeGsXpXJEliWVMl8SGdvt40AwNZgiHPSe35NXyhv3v3YClD5ThOqZdHkhiRLVEUCctySq8V/ysBu1oHyKQNljVVUlnpPykD1cNxuPLESMTDv9zxRxIJHXmCis2yLOHxuAbOsuwKVbTtT7BgYZR16xq54t0ndqOvurqa6urqcR3b0dHBBRdcwOrVq3nggQdGeIeNl82bNwNQX18/4XMFgmOhmBm/8n3LueaqR3nxhY4JnW9ZkEjkeXVTFxdfsmSSRjl7EEHVDGC8UrfFZuuJHi8QCE4ch+tdqaoKsPyUKhzHIZMx2L1zYNr03EwVxYX+f/2/V9n6Wi/ZrFmSVJdkcA5KmBQDL7fsT0LTZFRVxrQc+vsz5A2LWH+W2togCxdFT7pA9UiMVp5YXx9m/XkPugHVKJ/5kbBtB8OwC55NFqGwF59P4xN/v4a//KtTpu3n39HRwfnnn8/8+fO555576OvrK71XVPbr6Ohg/fr1PPjgg6xZs4bdu3fz0EMPcdlll1FZWclrr73GzTffzNvf/nZOP/30qboVwUmMLEssXFjON//9Yi676IcMjlOtczhf+dKzWJbNP3/2vEkY4exBBFUzgIlI3c6fH53w8dMF0f8lOBk4Uu9KNmPynvc2c+VfriCTFn8L4C70b7jpLDra4rS2DrBv7xD5vM1on8jwrJUsQyjkxbJtzIxBKpUnnzfJ5Qxq64Jce93qkzJQPRIHlyf+6U/7eXP3oJshdKQJGSerqoSqudkdx3YwTAfHhrlzQ5x2Ws20/r1+4okn2LVrF7t27WLu3Lkj3nMKv2iGYdDa2kom4/aceDwennzySb7xjW+QTqdpbGzkyiuv5Pbbbz/h4xcIhnPKqTXc+Ik1fPFf/jhhawrThK9/7QXe9Z5mTju9dnIGOAsQQdUMYKJStxM9fjog+r8EJwvj6V254t3LhNLSQcyfH2XR4go2b+4hGvUyNOTutlqWfYgaoMcjoWoqRt4knc4TLfcSDGhkcwa5rEUg4MHrUQmMMUcKRtKyrZ983v2QbXtiXmGqJiNJEooio6oSkiThD6hkMua0//w/9rGPHbH3asGCBaUAC6CxsZFnnnlmkkcmEBwd//Dpc/nVo628+krvhM818jZXf/SXPL/pmmm9GTKVTLw4WHDCGV4uNBoHN1tP9PiDsW2HffuGeGNrL/v2DY26KzmeY8ZLsf9ry+YeKir9LF1WQUXBnPM7975Ma0v/UV9bIJiOFEvazlhZy0Asy+6dAwzEsqxcVcd1N4h+x9GQZYl1584FBzJZk0BAQ5KkEQGVVFD6U1UZ27Ld/hcJQEKSJfx+DZ9PwXYc9u0dIhGfeBnMTOVY5uyAXy2pKU54qndAkSUs0yKbMfH7FDStuPQQCzOB4EQiyxJ/+/HVR31+S8sAX7/nuWNa881mRKZqBjBeqdtis/VEjx/O4TJGxTr7ra/1svG5dnp70uT0Y8sqif4vwcnKdJXWns6cenoNtbVB+vsz6DkT0zwgVuHxuBkRXbfI591UiqbJ2JaDrruRl+M4yLJMwK+Rzhgkk8cWVM2UkuVjrQQ4+5y5+Hyq+zlOcC2Vz1uFXl/31EzGpKo6QE1NkEx6+lRLCAQnC/MXRFFVqTR/TpSv3L2R7s40l79rKeedv2BaznlThQiqZgDjKRca3mw90eOLC4Otr/Xys//bjq5bzG2MjFAM3PpaL3X1IfbsGWL7tj5M02bOnDCnnFqNz68dtargTO3/EgiOB9NRWns6k0kb6HkLcFBUGUlyME1XAMG0HJSCdLfjuAGUrltIEqTTebJZ9/WKci+maRMMaoTDvqMey0wpWT5WJdjWln4e/kUrgaBWKrmcCA5gmjaKIuPxKHi8CvMXRAkGPSeV55pAMF0YHMgSDGrE40e3qZHLmfzgB6/x1FNvcvElS7jq6pXTas6bSkRQNUM4nNTtaKpg4z2+tDBoibFlSw/JpM6iReXU1AaJRLxEIl70apOnHt+Dz69SVubF41GorPIzNKTzyqZuzl7TQPPyyqPKKs3E/i+BQHDisW2HXz26k+qaAD3daQYGs3g8Co7jYJquhLotOciKBBzo+5Fl92FbDg6QSBoEAhoLFkSJlHmOKts0UywrjrUSYPh9vv28eTzyy51jlpWPRTCgUVcfIhTyIMsS6bRBKmlw5uoGIWUvEEwB1dUBouU+TMsmPUFD4CKZtEl3V5rHfrOLbNbkhpumx5w31YigagYx0XKhIx0//AszEnF3DCsq/fT0pEgkdM5a00BlpZ+dOwaQFQnTtBkcyBGJevF6VXxelf7+LDtaBzjn3LlHlVU6nLw0TJ05p0AgmF4Us9rLV1SjKDJ/fGY/Rt41AR6u+KcqxT4r90VVlbFMB0WR8XoVt9/KgbPObiCTNvj6PRsnlG2aSSXLR1sJYNsOe/YM8a9fe543dw9xxspqouV+3vr2Rn77mzcnNAZdt9x+toBGOpUnnc5TXXPyea4JBNOFNWvnsmhxBclEHl01MY8uriKdNujrTdPS0j9t5rypRgRVM4zxlgsdvPu6fEX1iF/2gxcGfb0ZdN3E4/EQDHlIJ/PsbB1AXVFJrD9LtNzHQH8WJNC0gvOjJBGOeOjvz5CI5wiGPBPOKh1L/5dAIDh5GJ7VXrK0gj1vDtLdlUbPm8iqVFClc9wgynLL/twslYSmKQSCKmURH4ZpI0sSNbUB/uM7myacbZpJJctHUwnQ2tLPd+/fzNNP7qFtfxxZlnjzzQHmzStj0eIokYiHVCo/LgVARZFQVYm+3jSGbmJaDsuaKrn1H88Vu9oCwRShqjLX37Ca2//pd2QyBqZpHfmkMUinDZIJndbt02POm2pEUDULGU+t//CFwUAsy9bXe4n1ZxkcyKKqCppHxupIUFMXxDRtvChoHgUJMAwLr9f91dE0hZSZJ5+3kI4iqzTR/i+BQHByMjyrXVbmpbIyQG9PhvJyH7IsYxgWed1CUSUyGXfrtdhbZZoWyYRNXrdZuDhKedTH66/3HVW2aSaVLE+0EqC1pZ+7/+VPvLKpC9Oy8XgUfD6FXM5i544B+mNZ/AEVSZbIZoySIMjBSDLguEHt/AVRMhkDSZZZt7aBf/jUOpavqJ7M2xYIBEfgksuWAnDnHX9g62t9Rzh6bGwbdu0aIBLxTos5b6oRkuqzjPHKk6eSeXJZk77eNH94Zj99fRmCIQ1JllA1iVzWoK/PzUCpqsTQYI76+hB19SGSCX2Y8aGFospomkxHe5Km5qoJZ5WEvLRAIDgSxax2R3vSFZyo8OMAuaxJMqEzOJgjlTKID+ULwVThgSsDrmkywZCGqsj4Axod7YlxZZsO5lgtK04kIz+zkUpfxUqA4pxt2w4P/6KVbdv78XoVamuDaJqCJMuFe3Ho7koyNJjDyFs4joMkgdcnlyTSJamgxKgpBIMaHq9a2tgLhz186COniYBKIJgmXHLZUv77oT+ncV74mK6Ty1q8+ko3j/9290kvtS4yVbOIsWr9w2EP9fVBWlsG+MGDr/O5O8+jtzfN7t2DdHYm0HMWfr+KqilIkkRet1E1GSNj0d2VwrLcspplTRUgSSQSOrH+DOGwh3g8T0WFn87ONNXVR59VEvLSAoHgcBSz2ltf7+WRX+4glzUwDZt83sS2Dyzoh8cOjuOeJwG5nIXHa9LZmWTpsgpSqfxRZZtmUsnyRCoB9uwZ5Nk/tZFM6AQCKo4D/oBKOmWgaTK5nEk+byNJruGyabkuUxIStXUB4kM5LMvB71eZvyCKJDkkEgYrz6wjGvXS15OmpiY41R+JQCAYxvz5ZdTVhmjbnzym62SzJv96z0a6ulJc/berTtrNcBFUzSJGq/Xv78+wozVGrD9LLmfw5puDxGIZ0uk8mWwePWcRDGnIsoyeM9xFiCKTTpt4NInBwRznnbeAdCZPb2+GSJmX+QvK2LdniK6uFJqmUFnpZ9WZh6oQTlRVS8hLCwSCI1LIPimqBJJdCqgUhRFGwEUsy0bTFGzTYmhQp7ZWZc3aOWx8rv2oBHJmWslyU3MVH79+NT/879fZsSOGbTmUV/hKSrBLl1Xyu6f38O1vvcTGje1uCaUioaoKgaCGZdkMDWVLn63jUPrMPR6ZfN6iqzMJSCiKhO1AX18aVZGZNz/KokVRksk8Pr82LbJ3AoHgAB0dCYJhD16fgp47+t4qgKGhPD/93210dSb5m79ddVJ6WImgahZxcK1/f3+Gl1/sJJs1CEe8hEIeurqS/O7pvUhA0/JK+vuyGHkHWbExTYds1kSSwOdXqasPU17h57obz6KjPc53vr2JLZt7MAwLTZOZNy/KlX/RzMWXLTkkYJopHi4CgWBmUMzEW7bDu969lPb2JOmn9hKzMoAbPDmjVJ4YeQfLLPZYOdiOQ2NjhF3VAV58vgN/UEXTZKqrg8xtjCBJ0hGzTRO1uJhKWlv6+dWjO+ntSWNbruR8TU2Qlavq2LVzgG/+6ws88/t99PelSybJsixj2TaJeA7btkcNViVZwiqU+lgWqCr4fApaYTPO61GprgkATKvsnUAgOEAqmSda5mPFiireeKOPvD4OBZrD0N+X5cnH97DnzSHe/d5m3vXuk2vNJ4KqWcTwWv9w2MOO1hjZrEFlVYBc1qSzI04ykce2XbPM1u0xIhEPOd0iGc9jWTaS5CBJEhUVfnTdoqc7zZOP7+LVV3tQFIm3vX0eqiphWQ7xeJ5t2/o574IFhwRUM8HDRTCzGRgY4BOf+ASPPPIIsixz5ZVX8s1vfpNQKDTm8Z/73Od4/PHH2b9/P9XV1bznPe/hrrvuoqzswGLv4B4bgP/5n//h/e9//6Tdi+DIDM/Ey7KMz6ciy27GxDSdURf+RVRVRpYhn7exLId/uu0penszDA7kcBz3GqomU1HhY8GCKKeeVnPEbNNMKFk+eC5unB+hvS3Bk0/s4Zc/b8U0LVJpAyPvbpQpikwmY2AYNl6vjG4cGlBJktuf5jiulL2iyKiqg6oqOEhksxZlES+qqtC2P0E+bx9TabhAIJg8QmEPPr9K8/IqslmTjvYkmUz+sPPpkShKrT+/sY2O9pNrzSeCqlnE8Fr/+vogsf4s4YiXXNakoz1BOu2aXpqmjaJKxOM6Xq+MYdgoigQS2LaEbUN8KIftuAHWt/99E4oiES33kc9bNDVVUlcfoGGOc4hK1kzycBHMbD74wQ/S1dXFE088gWEYXHXVVVx77bU89NBDox7f2dlJZ2cn99xzDytWrGDfvn1cd911dHZ28tOf/nTEsQ888ACXXHJJ6Xk0Gp3MWxGMg4Mz8Zl0vrBJBB6vgm3Z6GPsslqWjWVJqKqrErijdWCEJLjjgJG36evNktdt/uqvTxnXImA6lyyPNhfH+jNs39aPadokU3lXbAIwTDfL5/O5Wbt83v0sR1tYOQ6YlitSYVsOmiYRCGiEI16amipJJPKkUnl03aK7O8XadXP48EdOP2kWVQLBTGL4uvGtb2tk86s97No1wNCgfkzX7e1NI0nQ3589qdZ8IqiaRQyv9W9tGSCXMwiFPHR2xEmnDYIhD1VVfnp7MiiKhMfjlsKkUga27ZQavcFt6jZNG0mW0HMm8+ZFCAQ0errTJOI6Z69poLIqcIgnS1tbnNaWfsIRD319GTwehbIyL5IkTTsPF8HMZfv27Tz22GO89NJLnHXWWQB861vf4rLLLuOee+6hoaHhkHNOPfVU/u///q/0fPHixXzhC1/gQx/6EKZpoqoHpsNoNEpdXd3k34hg3IzMxHvp6Ei6AYDhZk1MqxAlSRR9f92nklueJkkOsgwDsdyYP8O2HfS8yaMP7+Rjf7MKVZ25ArkH99g6DrS2xshmTSIRD7H+DJbtYJk2tuWQt9w5X1VlFFXGNMYuA7Itp/Q5W5aNrCh4PCq1dSHOPCtCIqGTzRp0daT4q/ePL0AVCAQnnuHrxr6+LGevncPiJVF+9tPtGKMLnI4Ly4KNz7bTvKIK8wXrpFnzzdxvDMGoFGv9Tzu9BtN06OpKkk4ZlEV9NMwJE4368AdUclkT23YwDXtEQGXbhV1bwy7sRFrkchY9PRl6e9MEAiqJhM4rm7oZGszh92voObOkkrX1tV62bO7hT8/s47Ff7+KxX+/iuT+10d/v9j0EAiOPFwiOho0bNxKNRksBFcCFF16ILMu88MIL475OPB4nEomMCKgAbrzxRqqqqlizZg3f/e53D5GjHo6u6yQSiREPwfFnuDx4fCjLQCxHXUOIYFDDthxsyxWrOHgzVJZxA4BxksuavLG1lxdfaD+u4z/RHJzZS8RzheoFT0n22LHdkkjHcXukAGRFQlXG8YEV/iQsC7IZg/hQjs2vdvP8xnYs0yYY9FBR6SdSdqgQiEAgmD4Mt7UZHMjS15eloiJwzNdNJg127xxk27Y+tr7WexxGOv2ZVZmqBQsWsG/fvhGv3X333dx2221TNKKpoam5is/fdT4AG59rR1Ek6upDyLIbQ1dU+hka0jHzJsXVhlsjD6oqoXlkMmkDx5FQVBnLcqWeEnGdgVgWRZHp78uQSOiUV/ioqgwQCnvYvq2Pr311I7t3DRYWoQ6yLNPbk6a9Pcn6P1uIx6NMGw8Xwcylu7ubmpqaEa+pqkpFRQXd3d3jukZ/fz933XUX11577YjX77zzTt7xjncQCAR4/PHHueGGG0ilUnzyk58c9Tp33303d9xxx9HdiGDcjMzEu/2iNTVBqIe8bmIYdkmZrkhxo6gYIhjGkT1UbBuSyTy9PZnJuZETxMHGv/m8m4nyaAp5BxwcDNNCkiVkRcKxHSRZwrHBNA/NUsnyyM92OH6/wtzGCKom09OdJj6Uo7IywNvOmy/EKQSCGcDwHtEdrTG++1+v8uLzHfT1ZY/pugMDOZAcnt/YwaWXz/6+ylmXqbrzzjvp6uoqPT7xiU9M9ZCmBFWV+fBHT2fhoiiGYZMulPjpukk2Y1BdHcDn1yjEWRiGjWXbgEM24/q+2AXnTFmWyOsmuZyBrltYttuT5Tg2b+4eYv/+OFs293DN3zzCq692u9eynELJH+TzJu1tCTY+20Z7W+KoDIIFJwe33XZbqVS0KB5RVlZWek2SJFpaWo755yQSCS6//HJWrFjB5z//+RHvfeYzn+Etb3kLq1at4tOf/jSf+tSn+OpXvzrmtTZs2EA8Hi892trajnl8gtE5kImvxbIc+voy4EgsWBglEFDxBzQqKnxEo1rJs8pxgIP8q46EadrYjhtB2LbDvn1DvLG1l337hmaMueXBxr8ej4KqyuQNC49HAcftgQ2HNPe55AoQ6bqJaR56j7ZNSRhkOJom4Q94UDUZTVMIhzX6ejPEEzqXXb5k1i+iBILZQrFHdP2Fi1h9VgNLllbi8ynHfN1c1qSzMz6qmfpsY1ZlqgDC4fBJ3QtxsDfUzbeuo68vw84dMXTdQlVlomU+QhEPjm2TSssFGV13t1KWwC5sRxZ3LGUZdN3Cth0UVSKXMzHyEvm8W3/f1ZXk5k/+lqHBHI7tNi4bhoNhOEiSg6LK2LbNrp2DLF9RJVSgBGNy66238rGPfQyAVCrF2WefzUsvvTRC0W/RokXU1dXR2zuynMA0TQYGBo74959MJrnkkksIh8P8/Oc/R9NGN4AtsnbtWu666y50XcfrPbSUyev1jvq6YHIYnol//bVeljWVs+2Nfvx+Ddu2UVWJWMwcaQI8QZVgVVMI+DV+9cgONj7XTm9Pmpw+s6whDvbTapgTprzCR2dHEk2ViZb7MAwLx6FQQmmTN5xDslHDDZWLgVWRSJmXaNRLVVWAbMYkaeVRFZnG+WVUVPgJjGGuLBAIpi/FuaNtf5zunhSxvgyJxNG3bGQyFltf6zsp2j5mXVD1pS99ibvuuot58+bxgQ98gJtvvvmQfonh6LqOrh9QOZnJ/RBjeUN9/Loz+b+fbmff3ji6bjIUz7G/Le6mZaEgTSxjWja57MjFiG2D16sWSgDBLJTPOCpUVXmpqg7Q3Z0m1p/BNN1G8GIZoW27X9BmoT/LNG1WnFoz7Rcjgqmjurqa6upq4MDf4rJly4hEIiOOW7duHUNDQ2zatInVq1cD8PTTT2PbNmvXrh3z+olEgosvvhiv18vDDz+Mz+c74pg2b95MeXm5CJymEcVM/HfufZk3d8fp6UlTUxukvS3B4GB2Qlmp0XBsh69+ZSN9vWlM02bOnDCnnFqNz6/NKGuIg/20fF4VSZKQFZlTmyt5Y6tDIq6TyRgoqoxPlgAJSXY/AzfoKm6AubL1mia7whdAw5wwsiRx9poGkCTyeTcLFgxqvLlr8KRYRAkEs5Gm5ipuuOlsfH6N3/5mF7mcST5/9B5Wra0xfvXITk45tebIB89gZlVQ9clPfpIzzzyTiooKnnvuOTZs2EBXVxdf//rXxzxntvRDHMkbat25c3lz9yBdXSn0nIVp2YUvTRvHttE0hbxhu7X1zsjdynzezVINX6doqkx1TbDUc6UoEqbpnqeqhYZnWcJ2HBzbQZZd9alIRCxMBcfO8uXLueSSS7jmmmu47777MAyDm266ife///0l5b+Ojg7Wr1/Pgw8+yJo1a0gkElx00UVkMhl+8IMfjBCVqK6uRlEUHnnkEXp6ejjnnHPw+Xw88cQTfPGLX+Qf/uEfpvJ2BaNQDBj+6/+9Ssv2PhRFKpnXHhMSKIpEV2cSv1+lssrtQX1lUzdnr2mgeXnljLKGONhPq7c3zcsvdvLyS50kEwbpjInPq+D1qmSzBg5u4JTLWaiOg2UVvw8kJMnBNG3CYS9en0IqlWfhgihlUd8If7dEQhe9swLBDKepuYq7v7yeSy5dzP+77xV++9hujMOogh4O24ZvffMFLr9i6awOrKZ9T9XwHouxHsUei1tuuYXzzz+f008/neuuu46vfe1rfOtb3xqRiTqY2dAPcbAfSSTiRVFkwmEPdXVBtr3Rx/cf2FIq9Sg2ITu45o35vEM6bWKZbk9VkWKZh2W5xw2PqizLpqM9STqVL/leDX/Ptm1XrKLQ0+AqDEpUVBw5MyAQjIcf/vCHNDc3s379ei677DLe+ta38p//+Z+l9w3DoLW1lUzGFRx45ZVXeOGFF3j99ddZsmQJ9fX1pUfx717TNO69917WrVvHypUr+Y//+A++/vWv87nPfW5K7lFweIq7qWesqsPrU5EVCY9HPqTvZ7xIEgT8Kg0NIZKJPD6/is+nUVXlJ5s12dE6AIy0hhgPU92XVeyVOOXUGs47fwFnntWAZTk0zAkxd26Yquog/oBGJmOQTOQZiOXIZkwsu6gKWBQecgNOn18lkzYZ6M+SSRvEYgea2R3HoaM9KXpnBYJZgCxLXPCOhTz40Hv5y78+hUDw6Hus4vE8t/zdb0cVwpktTPtM1fAei7FYtGjRqK+vXbsW0zTZu3cvTU1Nox4zG/ohDvYjAejvz7D5lW7273d3J7NZE6mwAxsMecjnLXBGGrrYNmA6+AMq2azlepGMgWE45HIGiYSMnrNGlNscMIw88KIkQTCksmzZ9C6XEcwcKioqxjT6BVcNdLgU+vnnn39YaXSASy65ZITpr2D6M39+GYsWlfPSC53YhTJlRQVzgh4riiLh96ssWBhFViQsy0aSCjtLkkQ44qG/P0MiniMY8tDVkRxXedtYZdkT6cs6uFe2sbHsqDJkrS39/PLnLfz0J9uJ9Wcoi/ooK/OSSOTp78+UNtAkCTSPhFTQTZQ9CoZhI0tu763frzFnTpihoRydnUmyOZM1axvwBzQ62pNUVflF76xAMItQVZm/v3ktuWyen/1f64T7VItsfK6Dm67/NTffes60L58+GqZ9UDW8x2KibN68GVmWD5Fenm0c7EfS35/h2T/sp7MzhSRJ+HwKmYxZUMJySCXzbjkezogmZElys1Om6ZYGHgldNzEGbIyCz8nhkGWJYMBDLDazZYoFAsH0QpYl1p07l//98RtYloOqySiyjMmRv/U9HglVVfB4FYIBD6lUvqSSKkkSzrA6aE1TSJl58nkLKWOMq7ztSGXZB/dljRY87dwRO6qg7OBrZdIGX/7is2zZ0kNvTxpFkejpTtO2P+GKECmSqw5YnM8dVwHWNO2SiqKkwqKF5bz9/AWURb0MxLK0tPSz580hXtjYwWln1LByVR3vvGLprFwwCQQnM03NVXzqtrfy0otd7N939PoDP/+/FrJZg3+6/W2zbp6Y9kHVeNm4cSMvvPACF1xwAeFwmI0bN3LzzTfzoQ99iPLy8qke3qQy3I8kHPawoyVGX1/GzUoF3ZKOorkvgGm6qnxuEOXK6BaRZRk9N74tiHzeASw0TUZR3Oej+ZgEgwplZa4J5FOP76GqKkik7NDd1uO1GysQCE4uTj29hiVLKhgazGFbzrjL/0zTIRBUqKz0k82YpNN5du0aQFNlbNth/7441TUmoZAH23KVTFVVYmfrAIsWl9PWliAR14mUeUedz4aXZRerCCIRL+HlnkP6skbLaJVX+OnpTmFZzriCsiIHX8vrVdizZ4j2tgSyJGHbNqbpoOtWKWBy+2Hd+3Pfs0vfG8UNN4CcbjI0lC1Js687t5EF86P09We46uqVnLOuUczbAsEsZfmKav75M2/j+o//CvsoW1izWZNnfr+f+obNfPFL62fVfDFrgiqv18uPfvQjPv/5z6PrOgsXLuTmm2/mlltumeqhTTpFP5Itm3uorw/S1ZXCNG232Vg30XXrkEVGyb9lWIme21818Zyu27gooRRELorIMvh8GjW1AXxeFc2j8MtfttLS0k9FpX/EbuvxKJERCAQnJ42NZZy5ut61jsibWCbYtjlmU3UxQ287kEzkiQ/pB7LtpoNpuOI7uZxFPJ5H00DTVMIRD4//dg+WafPm7gEe+80uAgGNBQujnL2mYcR8NVpZ9oGfP7IvK5c1D8lopVJ5fvf0XrIZgz+7aGFJ5GesoAzcQO6Z3+/lgfs3k04ZLFlWTijkobMzyRtb+zAMy72vrFUq86NQBW5Zrp2G16tgF1ZLqiYjIRXEiGRUTWYgluOpJ/cQDnmRZInKSj8rTqnC71MpK/PNqgWSQCA4lPf91Sn86z0baWkZOOprpFI6f/j9Pvbti7NwYfT4DW6KmTVB1Zlnnsnzzz8/1cOYEob7kbyyqZue7hSpdL4kElH8Ph8ti3S8MApS65Lkqv9JkhtgSRL4/RqO7ZDNmaiKRMOcEIGgp7Tbesmli3nsN7vHXSIjEAgEw5FliQ9++DSe/VMb+/fF8fkglzu0qcqdm9z/L6ra2bZzSPly8fUihuEGadaQQyZtUl7uQ1FlgmGVXNZk/744es4cMV8dXJZ9MIGARldHkkQ8z28f23VIRstxQCkIQ+zcMUhlVbA09oODsvnzo7S29PPwL3fwi5+3EOvLUF7hQ8+bLGuqpL8vQy5nYlsOBgdKvg8WICpurLnzuEykzIfjOBgFBdh83gYHcjnXINhxHHp70+zdO0RTU5VQ+xMITgJUVea6m87m72/67VFfI6/b7N8X57k/7Wf+fFfQZjZUKs2aoOpk5OByuYsuXsQfntlHOp0fkZY9Vs+WieA47mLF45FBkohEPASDGv2xLH6fguHI+Hxaabd1+7YY9317E6Gwh+Urqo5YIiMQCASjsXxFNZ/ecC6f/+wz7NsXL230FJFlCpLgHNJLetg5UnKTOZIk4fUoqKpMJmMwd14ESZIIhTwFnz6b/fuHuP//vcr1N51FIHigLHu4lYTjQCKeY2Agi2nZxBO5UTNa+byFaTpEy30lgYyy6AH11GJQlkrmS71bbW1ucFfXEEKWJXq6UyTiOgMD2ZLw0JG+D1ylVvc4WQLTgnDY417DtnEct2RcVSS8Pg3TtBkazLF79wCp5ATVQQQCwYxk7do51NcH6Oo6+j75RCLPd//rVV5/rRcHGBzIzvhKJRFUzVAOKZfzquzZM0gyqaOqMnYhLTXegEpWwLELu6PKcAW/iWPbkMu5JYfJpMHW13tRFBnbcQgFPWx7o4+m5koqqwKURTxs2dzN286bd8QSmfnzo0c/KIFAMOtZuKicZU2Vbgm018Y0rdJcZtsHyp4PNjg/HKoqIUvucfm8iSxrIEFet/D6XDNdTVNoaeknGNBo3R6jvT3BqlV1VFT46WhPEl7uQZIkYv0ZWltj9PdlGBrMUVUd4Bc/a6GvN03jvJEG155CAAdgmbar2DqMTEEsIxDU+L+fbCcWy9LYGGH/voRr8itLeKoUujpT9PamgXEEkAWKGat4XCcU0nDLu2UsGwzDQpalgkehg5G3CYU0bMvhfx56nTv/5QKxASYQzHJCYQ9vO28BP/+/7YdsYE2ERFznV4/uRALOectcli6rmNGVStPep0pwKMVdyS2be6io9LN0WQWqJrN9W4xUysDrVfB6J+YlIEtSqRnZ61VRlOPzpZjN5slmLVIpg7xuYRWav196sZNYfwZFlTAMC3WMnxcIaOg5c1zSxQKB4OSlKAyRTueprw+ytKmC8nI/miaVRBaOJmtvF2TGZVnCMGwMw8IybTIZA8dxyGYMenvTZNIGPr+KP6ARDGq89lov3V0pFEWiZXuMfXuHeOH5DtrbEuRyJtU1QVacWs2eNwfZuzdOW9tINa2yMq9rPDyYK/hvHZjTbdtmZ+sA0XIfHR1JdrS4mS6vVy0o+FnkciaZjFEo27PweOQJl4DnchaGYRMp81IW9eH3qyiKjKLKGHkb07AJhTzMbSwjGNTY0Robt3eXQCCYuTQ2ltG8vIrly49OnbtIW1uysO5U6OpIIcsSkYiX5uWVxGJZHn1k5wn39TsWRFA1wxjL6FfXTUzLwnEc9LxNMKiOWwFLVd0FQ1HlyW1KPvaxukbDB56bpsPgQJaenhR9vWl2tA5gGg6apmCO4YmVGUW6eKqNNAUCwfSjKAxRWeHHskBVZBxcRdMRwdQE94tsGyzblRa3bdB1i0zGpLs7RXtbkq6uJHndwu9XUTUZTVMor/DTvLwSy3aoqw9x2mk1bN3aR39fBr9fpbGxjLPXNrBgQZRVZ9bj8ShsebWnVGFQpL4uSC5rks9bOLh2F3v3DvHwL3ey581BdrYO8G//+gJbtvSQyxqEI15kWWLXzgH27B6kbV+cgYEMjs0IldfxIMnuZ1XsL7MsNziLlHlZuLCcefMjzF9QxtzGCKom4/Gq2LYz6zbAFixYgCRJIx5f+tKXDntOLpfjxhtvpLKyklAoxJVXXklPT88JGrFAMPkUe/nPWtPAgoVHb/KdyRikkgahgg9gPK4Dh1YqzRRE+d8MYzRFqVh/hu3b+skXVP4syyENhWzT6DLnRdzslIyiSJhmUcHP/SIdb6nIRMnlLGIDWXxtcTSPzOLF5STiOs4cZ0QJoOM4dLQnWbmqjsZG949WqAQKBILRKApD1NQEUBSJ3r40jgP+gDqydO4o5jRFlkolLo7jejp5PAqJeI5czkTzyEQCXvScSX19hEjESyKu4/XKtLb0894rl1NdHWD58koqKgOUlXlLc50sS6xcVcuLL3Ty6qYeljZVkM0YbHujj46OJBSsL579UxuhgEZvXwaPR+HstQ3MbYzQ1ZVi6+u9PPP7ffh8Gm3746TTro2Gx6Mgy8UNrvHfuKZJyIqMYzvYts1ALIthWkhIRKNeolHvAQUkxyGZyBON+qgo989KsYo777yTa665pvQ8HA4f9vibb76ZX/3qV/zkJz+hrKyMm266iT//8z/n2WefneyhCgQnjKbmKq6/8SzmzI3w/Qc2H7V3VV9fBq9PQdXkEXP18L7RmYIIqmYYBytKxfozvPRiJ+l0Hk2TsSwbSXJL6sbbF+WWtLhf3GVlHpAkEnF9Ql/C46UYpOm6RXd3mtNOr+UDHzqVx36zm5btbrAYCLjeWh3tSaqq/LzziqUlH5eJGGkKBIKTh6Jfn6IqhEIe9u2NI8mu4MOxbA7J8sgsj5u5gcHBLKoiYxg2UsE0XZI1AkGVjc+10dWRYnAwSzZr0rI9hmXaLF1WQaTMd0j/6Jy5ERb2Zli0pJw9bw6xfVsfpmkzd06EFadW4fWp7GwdoKMjSU1tkLe9fV6pb2nOnDB1dUHeeKO/NP+rmoxp2GQy5oifM96NMlWVsR0IBDX8hUqB+FAOy3Ro258glcxTUxtC1WSSiTx+v0IwqNG0vKq0ATabCIfD1NXVjevYeDzO/fffz0MPPcQ73vEOAB544AGWL1/O888/zznnnDOZQxUITihNzVXcuqySs86u5wt3/oEXX+g6quv09aUJ+D2kU3moCQKjVypNd0T53wxjuNGv40Bra4xs1qS+IUy03A8UJYNHr3EZbuIII5u2fX4Fp3Ce36/h8x2HGkAOmEcWf54kuaIYAJe9cwmXXLaU6288izNW1jIQy7J75wAD/VnmLyjjwj9bhM+vYpr2qGWPM7n2ViAQHD+Kfn2dHUkiZZ5SX9GxdocWgygAr1fG45GRJFcSOJ0xsSwHPWeRSedJJfM8/1w7r2/pJRbLFpRQFSTJNbzcu2eIl1/spL9/pGJWJmNQVR3g+hvOYsmScurqQqw7dy4rz6yjuiZIWZmPJUvLSSZ1HMs5KChzzaYkwMjb2JaNqkj4fCqa5o5V0yQUdXwBVfH7w7GdkldXNmvi9aqcelo14bCXwcEcu3cPMhjLuhmqigALF0VLG2CzjS996UtUVlayatUqvvrVr2Ka5pjHbtq0CcMwuPDCC0uvNTc3M2/ePDZu3Djmebquk0gkRjwEgpmALEtc8I6F3Hvf5bztvLlHdQ095/ap7to1gOM4pUqlpuaZtVEjMlUzjJFGvzax/izhiKssVVcXJD6UI5ezDhtcFL9Yi+WBsuxqBmuqQjTqxe/X6OlOoSgaudwxyAAeRDGgU1V3d7eiwscpp9YC7m7H0mWVtLXF2fpaLxufa6enO8WPf/QGv/xFKzU1QXbtHGDBoqhQCRQIBIdQrPFv2x/n9dd73YBCdrP2RQ7O1MjygYCpaF5eLH3WNFdFdeT62TXC9fs1IhGFbNYgmzXdzSncflTHcTPxtu3g88lEowHmzA3R2jpAJmPgzxjsbB2gstJf8vMrljnv2TPIM7/fRy5nMjiYQ1VlKqtco3TbdvB6FeIJfYS8eiKec3d0vQrZrIksy4V7cPB4FcA5xI/qcDgFHypVlclmDFxNeQfTdPD1ZZk3rww9b9Lbk0aSJRYsjNK8vIp3XrF0VlYKfPKTn+TMM8+koqKC5557jg0bNtDV1cXXv/71UY/v7u7G4/EQjUZHvF5bW0t3d/eYP+fuu+/mjjvuOJ5DFwhOKE3NVfzy0Q+w7qz/R2vr4ITP13WL17f0Eg57KSvzjahUmimITNUMo7hwqKz009oSI5s1UAtCFel0Hq9XQVFGZoeGU8xMycOakE3Twcg7xOM6+/cl6GhPkNOtEYuRY2H4z3Rr+20URaJhToRQ+IAxpixL5LImTzz+Jvv2xamsCrB0WQUVlX5ef62Xbdv6yGVH90ERKoECgaCpuYr3/HkzgYCKP6ACDj6vitenjDofFgMqV33KFbaQJNzz/UpBCfXA8bruekdZlo2qukGbLEtomoyes4gP5dxgzLHdgMyC8kofkixTVx8q2E2YdHUlGRjIkkjotGyPUVXl55RTqvjed7fQ3ZVGUSS39M6v0NOd4uVCibfXq5LXzRF9B/m8RS5rYjuu/HsorJXU+sJhD4oiF8Y8/s/R9Ru0yWYtikFZebmPSJmHZCqPLEusOWcOS5ZWcNXVZ3DzrefMqIDqtttuO0R84uBHS0sLALfccgvnn38+p59+Otdddx1f+9rX+Na3voWu68d1TBs2bCAej5cebW1tx/X6AsGJQFVlPnvH+Xi9RxcI5fM2Lz7fQX19iOtumHktHSKomoEUmwNPO70Wy3Lo68uQzZhEo34kWcLn0/B6lVKZyliLCct0RpT/OY7bXzU4qJNM5EkeZyNHyzpQSqMUDDR/+r/baW3pL4xpdGXDSMRLU3MFpmmzbWv/qCUsM7H2ViAQHH9qaoIsWVzBWWc34Pdr2LaDVvB7GrX8rTA/ZjIWOG7GKpM1XRuI/Oi9qfm8RTyuY+QtJEkiUuYlHPZgGDa5nIVju9YUHo+Corg/OxJxBR4qKwNkMya7dw6WypzfsX4hD/9yB1tf7yWXM+juStG+P0FvbwZ/QCObNejqSBEOe9DzFqoqMTSUo7c3TS5n4uBgGBb+gIbjuFk2VXUfljVBHXVcRdji52VZ7r2Ewh4syyEU0shmTYYGdXw+lbIy34zaSQa49dZb2b59+2EfixYtGvXctWvXYpome/fuHfX9uro68vk8Q0NDI17v6ek5bF+W1+slEomMeAgEM5HTV9Zyxsp6NO3o5oVMxuTpp/bQ3p6YcS0dovxvhtLUXMXn7zofgNdf66WpuYL+WJbt2/vxeBXyeddfpCiVbtujqwAO73U6UWgemYaGEKecUsXzG9t4/bUerrp6JQsWRg9RNixSFvUxZ06Y9o4E8aFsoX+sOPZDVQIFAsHJSagQeLS3JQmFPHg8Cpm0UegllQoG5w4gF8r/nMJrEh6vgqpIxON5LMAeY2K0LAfHMbFt11+lpjaIr1B+V17hI5XM4/HKGIZTCmoMwyIQ9HDKKdXEEzn+7M8WsWvXID3dKe791ou8tqUXRZEK5u0OqiaRTuXRdYuq6gCxWIZIxEck4uWZ37eNkF8fGtJxbKipCZBMGmQzBh6vWvgemPjkrqgKkmVjOw6m6ZYy9vVksG23XNzjkdmvx4mWe2fkRlZ1dTXV1Ufnr7N582ZkWaampmbU91evXo2maTz11FNceeWVALS2trJ//37WrVt31GMWCGYKjY1lXHzJYvr6MnS0x8nnJz4H7Wgd4O9ufIx3vmsZV129csZkrERQNYNRVZkPf/R0vnPvy3R1pbFMd6fVcexS6Z7Pp4LkZqAsc9iua6G/SZbgMD23x4RbhigdoiJoWQ6ZjMnzz3egKBLZjMmbuwc559y59PWmaZx36A6dJEmsOKWanp40rS0xlp9SPaZKoEAgOHmZMyfi9iQNZFmwsAxJkogndDrakiiquwsaCnoIBDV03SSTNvF6FUzTxgF03XSzV84BQZ2DKWZwwDXilQBJlgkENRRFJhTyMBTPocgSlmnjFGTHa2uDJJJ5GueV8eqr3QwM5GiYE+L1LT3ouoVTaHyScIUtgkGVfN69F8eBuvoQoVCY9rYE+byN49jYtkMwoGFbNkNDeWpqAyQTeRIJnUTiQInakZT/Du4vUxUFRbHJ5WyyGdcDS1Ekd/7OGuiDOQIBbVZvZG3cuJEXXniBCy64gHA4zMaNG7n55pv50Ic+RHl5OQAdHR2sX7+eBx98kDVr1lBWVsbVV1/NLbfcQkVFBZFIhE984hOsW7dOKP8JTgpkWeJd72li69Ze+vsz5PNH15bR25visd/sIps1ueGmmVEKKIKqGU6xFPCRh3ew6eVOZBmyGauQoXKboGVJwuuR0R0Hx7EPfLE6YB4/HYpDUFWFYEgjmzHIZq2Sb4pV8D1RVZlg0EN1TYBczmTbG710daaprg2yYEH0kOv5AxrLV1SzdGkFvb1pujqSeH0qK1fVzdomaYFAMDE6OhL4fSrRch+xWI5wxONmrLwKiYSOz6vgD6hIgJ6zCARV8rpFKOQhp5skE1YxphoX+bzDjtYYwaCHOY0RLNOmayBDJm0gyRL79sbRNJlouQ9Vlamq8uM4MDCQo6m5km1be9m/P4GD40q0F4Iwy7IYGrJK/Vp1dSH8Po3YQJbKqgBtbQnicR3LdNA8MpIkoesm/X0ZfF4F27aRJQkLB0VxN9hs2yn0SY1keMAlSe5mWzFoHK2E3LHdjS5NOz4KsdMVr9fLj370Iz7/+c+j6zoLFy7k5ptv5pZbbikdYxgGra2tZDIHFB3/9V//FVmWufLKK9F1nYsvvphvf/vbU3ELAsGU0NRcxcf+ZiVbX+8jrw+h6xMvQ87lbGL9GVpa+nn0kZ0sXVYJuH6tqWSeUNhDY2PZtNpMF0HVDMe2XYWn00+vpbY+hOM4PP9cR8Gnyna9U6Si8p6E368Vmq3tSS/5M00bI29RlHkvKv9ZultW4pa52KSSefwBjaVLK4n159jyag/z5kWQh2m/F0v81qydw9/dvJaOjsS0/aMSCARTh1t6p3DOujns2jVIZ0eSoUHXpNexHXTdIpHQiUZ9peyQLLvBTDptTNifT5ZdsZ9MxiCdymNZDpbp4PG6Qhl5w51vA0GL5hVVXHzJYv7nh1sJBFw/qzde7yOTcftX9cIulyS5ZYWWZbtiQpZFKpXn+Y3tJV8sCZAlCcUrYxruPKvIErZlk07b6LkD15JkCUWRkSQHWbYOKQUfHlBpmkwg4CGR0MnnbTSPTDjsxTBs8nkHWXLn8XnzyzANe1Yrrp555pk8//zzhz1mwYIFOAd9mfp8Pu69917uvffeyRyeQDCtqakJcsop1Zx+Rg0P/6L1qEqR4/E8ne0JWrf388zv97Lp5S52tMbI5Ux8PpVlTZVc8a5l02ZTXQRVM5jWln6+e/9mnv3jfgYHsgDIikwuZ45YGAyf74MhDesQmeDJoVjmV+xZsCxKwZzHI2OaNj6fSiqVx+tTC1mnWl58oZNXN/WwtKli1BI/VZVn7Ze4QCA4Nopefj6/xrJllfT3ZQiFPDTMCSPLEl2dSRLJPEODOSzLwTRsFBXSaQvTsMZtkAtuEKIoErbtBho93WmQIBLWyGQtjLwbvXh8rgeg4zhUVATYvy9OX1+GXNbAtFzhCcNwRogG5QvnFnuykikds9AnC26pniv77hQyW+75oZBGXX0Yj1chlTLQc26gqOsmqqagajJGfvRNtaKP4PB+Lb9fpb4hhO24pZG5jEmkzMOZq+sZHMgJxVWBQDAqobAHn9/1y6utDdLenjqq6+zbl0BROsjprn3FnLlhgkGNdNpgy+Ye2tsSXH/j9CgPFEHVDKW1pZ+7/+VPvLKpC1mRqKkN4jiwa+cAum4hyweyU0XvFcdxSCR0nBOopmJZTsls2F0ouKWJiiq76oOFndxImYeyMi+hkIeFvRkWLSlnIJYVJX4CgWBCFL38Nr/aw+BgBstymDM3DIVyaH9AQ9UUjLyJZbtqfehWoVza3fCxbAdzHLuqB9RTnYLMuTvX9mbdXStFcbP06bSBnrP4+f+10NmRYtsbfeQNC69HQc9ZWLZzSJBjWQdeUFVQFBkjb7mBoPujCmJEbibKKmykmZZDLmfg9arouoXP63PLBC0HSSr0fw0LHD0eGcdxfagkyf258YSOpipUVvqpbwiTy1lYpo2iyjTOK2NZUwWaR8HrM2ekUIVAIJh8inPxH5/Zh+Zx20HSqaNTlX7zzSHCEQ+XXLakJGQWiXgJL/fQsj1WKg+c6qolEVTNQGzb4eFftLJtez9er0JldQBJcj2eTNMGHDSPglIIqEzTLslS5gq9TZomHVUq9ujGO7Iu33GcQvO266KtqQpLllQgSRKZTJ6q6gA33HQ2sowo8RMIBBOi6OXXsr2fPW8OUVHhx3bAyJvE+jIkE3nCEQ+VlWGGhrLEYlmMvINtO4TCGooiMTQ4fg+iA1UBh86nw98zsMlmTZ5/rg1FkdBwd74Mwx5VmXXkdSCbMQ8EccN+lOOAPawyIZsx6OmxWbAgSnwoR950CAbdsm+PR8FxHCTJRM+7PVfBoAaShF0I4hzHLZGsqQtw8SVL6epM0dAQxDBsPB6FSJkPcGjZHhOKqwKBYEyGz8U7dw4QCmrkdfOo1567dsaI9TdQVR0svSZJEnPmhmlt6Z8WpcgiqJqBtLXFefXVbmzLJlLmLUXt2ayBadp4vWqpFj+fH71+/kQFVMN/ZjFj5RpgWiUvrQULy1mwMDpCGn3+fBFECQSCo6OpuYr3/nkzr7/Wi2naDAxkURXX3DcccUsBs1m3TDoU8oADsViWXNYiGNKoqPATi2UmZJg7Xvr6MpRX+PB6VZKJ8Qdvbqbp0NLEg5/btrt5tufNIRRFIp+3C71UMpEyL7bl4Pe7puterwoyRMLe0i5yIqnj0RSWLCnnssuX8Muft9LVlWbO3DCBgEYyqQvFVYFAMC6amqu49R/X0deXYdsbfXh9KqZljKmsejjSaYsXnu/ksncuHSGeEwhodHUkp0UpsgiqZiCpZJ502k2hapoCxVr33IGdTNO0D6g3yWNLA59IVFVGliXyeavQY+UQCGiceno1yWRefFELBILjxqmn13D6GTVoHgWPR0HPmbz6SjeSLNHe5grd6HkLWZIIBFX8fhVZlqivDxGOeHF2OPT3uVLmE5IDPAK2DfEhnapqN4Mmy9K4DS4nIi5kGBaSpBCNekkm8xiGRV9vhrr6EKecVkMinmPO3Ah73hwkkcij5000VWHB/CiLFkcZGsxRUxMsqcvuaI2JcmyBQDBhlq+o5ktfWc89X3mOfXvj9PYm2bsneVTXats/dIhXaSZj4PWp06IUWQRVM5BQ2OOWbADJghdJNmOOUPwrIssn1th3OEVPEzjQE2Cabi2gp9BgHYtlef65NhYtquDstXPEF7VAIDguNDaW0dRcxZbNPTQvdwUrshmDTMbEMExsB8orfNiWQyKuYxfEHlyVPImGOWHiQzqGcfyVUk3TobsrM6pc+fHC51MxDLccvLo6gM+vksuaeDwy8aEs297oZ/u2fkJhD36/SjjkZcnSChYsjJJM5slm3X6p+fOjLF1WOa1ljAUCwfRm+YpqPnXbW0r2PwOxLInExBXT4ok8r7/ey9vePh9gRIXTdChFFkHVDKSxsYxVq+rYtrWP7u40qiLh9al4vDLpdH5EaZ8sMyklLONheKO1369RXROgsyOFLIPPr5SyVamUgWXbXHb5EhFQCQSC40Kxnr+9LUHL9hjhkIdUOo+uW6iqgs8jU12ozbcsh0Q8h207DA25/83mTGrrQ8T6MmQyZmmDylXHOz5jnMwNL103sSwYGNDx+y38ORWfXyWZzDMQy5HNmVimTTZrUBb1uQbxVoxQ2EN/X3bEIkWWpSnvVRAIBDObpuYqli6rZN++Ib797y/z28d2sffN+ISu4djw0gud+H0qy5qrpl2Fk3zkQwTTDVmWeOe7luHzq5iGVZLU1XVr1Pr64kLgcEzWbmkRXbfo6U5j2Q4+v0Yg4CEc9uDRZFRFonV7jO9/bwu27TaM79s3xBtbe9m3b2jcpTECgUAwnKI5+hkraxmK59B1C9tyCIc06ue4PUKBgEZDQwifT8XjUVEVmXhcR1NkTj21hsuvWEpZmSvT7vEef7PbyQqsiptpjuMqEyYSOvF4jr6+NMmkTjCo4fEqhYBSJ53O09+f4bk/tVNZ6Zs2ixSBQDB7kGWJhQvL+dtrVvGOdyxkwcLIhK+Rz9v88Q/7eXPXACtX1XHdDdNDTh1EpmrGEghqzF8QRVUlurvTpNMGtmUjKxJV5T4k3MbrYkClqK4x5MGu1sXyE1dKd3LG6mbLbCzLwedTCYc9SJKEadhIsoQ/4DZI/+mZ/fzu6T28+kr3tDZ3E0wPBgYG+MQnPsEjjzyCLMtceeWVfPOb3yQUCo15zvnnn88zzzwz4rWPf/zj3HfffaXn+/fv5/rrr+d3v/sdoVCIj370o9x9992oqpguZyLF3dGnn3yTvt4M8UJGyvWXcjAMi0zGpHFehHDYy8evP4ua2gDhsNcVdrAdksk8u3cNkohnGRjMgekckq2aiL/VwUgSJa+q0d47lsBLVooiQRLJhNuLK3sd1xy40NNlWQ7plIFtO5SX+3n3e5vFfCsQCCaN4oZXNmvQtv+NCa8/dd3GtB3+7ua1qOr0yQ+JVcIMJZXM4/UqXHTJYrecYyBLOmWwc0eMsjIvhuHK92ZzJrbluB4mqusZZdvul2wopGFZNoYJef34R1SK4n5hK4qM36+6HlmOOxbbtkgk8kiSRE93GsdxGBjI8tUvP0d1dXBam7sJpgcf/OAH6erq4oknnsAwDK666iquvfZaHnroocOed80113DnnXeWngcCgdL/W5bF5ZdfTl1dHc899xxdXV185CMfQdM0vvjFL07avQgmF1mWWNpUycJFUSQJOjqSxPqzpMw8iipTVxeiYU4Ix4FVq+tGlLrZtsOatXPI6xbxsIdkykSWLPLDDHSPR6bfKgR6bl9XIZAqRFTHElQ5NqCAJA0vC5dQNRnHdv2pbNumssqP16tSXx+ipiY49gUFAoHgONDUXMWnNryVjc+1096WGGZBMT6e+2Mbz/x+L+svXDRJI5w4IqiaoYTCbjlKJmNSXu6nvNyP4zikUnn273MbiiVZonFuhP7+DOm0gWkUslZKQTTCcqXN7UnKULlBlYyiSK55pAWZjIlpZgoLB4lImQ+fz1XmSibz7N45wIoVVUQiXmB6mrsJpp7t27fz2GOP8dJLL3HWWWcB8K1vfYvLLruMe+65h4aGhjHPDQQC1NXVjfre448/zrZt23jyySepra1l5cqV3HXXXXz605/m85//PB7P1KsLCY6OohHlls09nLNuLsmETj7vejeFI15aW8b2XVp1Zh0bn2vHsh0qKnwEgyp63qa3J00uax5zj5XjgGOBzyfj88tIQCZrlLyjjgXbpiBYMfLnSbimwYoKdh53s0tzqx2mg4qWQCCY/SxcGOXSy5fy4//ZykAsN6FzMxmTuz7/BxoawixfUT1JI5wY0ydnJpgQxQVCR3sSp7CNKUkSS5dVoOcsUqk84bCH+oYwTcsrqa0LUl7upSzqo74+XFCCOjqvgCOhFNoODIMREu9FLMvGcVyVLVV1AyRdt1AUGc2jsHPH4Iid2YPN3QSCjRs3Eo1GSwEVwIUXXogsy7zwwguHPfeHP/whVVVVnHrqqWzYsIFMJjPiuqeddhq1tbWl1y6++GISiQRvvPHGqNfTdZ1EIjHiIZh+FIUrKiv9tLbEkGSJ8go/kizR2hIbtdm5taWfDZ9+is/d/nte39LDm7sH6evNsG9vglzWZOHCKBdfuog5c8Klc1RVKnnyTZRcziIY1AiFPPi8KqoqMVrVqSQxoZ9R7K098Nztw3UA23K9DbM5VxlxWVPltFDREggEsx9Zlvibq1fy9vPmo2kT3zB/bUsPn7zhN2zf1jcJo5s4IlM1QzlY2apozKjrFrbjmgIHAhoDg67pZVNTFUuWlaPrFn29aWzLYePGdkzDIpezS1/QxSDoEKSCVcthNk5LJTCFL3xJkggENSQcIhEPsYEcZkGe2OtTcGy3jl/TJGzHwR9Qqa4J0N+fIRHPURb1la49nczdBFNPd3c3NTU1I15TVZWKigq6u7vHPO8DH/gA8+fPp6Ghgddee41Pf/rTtLa28rOf/ax03eEBFVB6PtZ17777bu64445juR3BCaJYxz8e36XWln7u/pc/8cqmLmTF3djJZEz27h0ilzXp7UmTiOt0d6XIZArSwBLYzrGpAw4O5KirD7BocZRU2iCZ0IkP5TCHqQ+78+uhP0dVpSOW0LjVCjJ5w420FEXG65VJpQzq68N88EOniWoAgUBwwmhqruKfP/M2vF6FX/y81e33HCe27bBlSw83/91v+fSGt3De+QumdP4SQdUMZrQFQjZnUlkZYO05DXh9Wqm8pazM64pDmDa93WkyWZNo1Ec2Y6DrbspVklyHy1EDJ6dgIuxQ6styz3G/yKVCRJXP21gmaJqE16vg2DaqR3UDKa8bSNm26wcj4cr+qqqH2tqQW44iSVimTT4/8o9qOpm7CSaP2267jS9/+csjXisrG7lrvn379qO+/rXXXlv6/9NOO436+nrWr1/P7t27Wbx48VFdc8OGDdxyyy2l54lEgsbGxqMeo2ByKQpXHM53ybYdHv5FK9u29+P1KlRWB8hmTXoLG1KuuI8rdJFO50sCQBKF+fEoSqolCbxemXzeprfH7ZF1HLd0z7ZHClaM1dQ9VkAlD5u7NU1xx49bnq2qMrmcRSCgccNNZ0+bMhqBQHDy0NRcxX/81xUsXVrJf3xnEwMDmXGJV9g25PMWm1/p5jMbfse739vEu97TNGX99yKomuEcvECIx3N87/4t+AOeUl/ScDIZA1mRyGUNN+sjgabJGKaNIoNtu4HVWEiSW4cf8MnIsmuSqWpuUGXkrYL3lKv0p+s22ayFopg4jmsGHAx5yKQNvB61oDpls3BxlFVn1rFzxwDtbYmCtPEB6eLpZu4mmDxuvfVWPvaxjwGQSqU4++yzeemll0Yo+i1atIi6ujp6e3tHnGuaJgMDA2P2S43G2rVrAdi1axeLFy+mrq6OF198ccQxPT09AGNe1+v14vUe+rcmmL4cyXeprS3Oq692Y1tu1l8CYv0ZMmkDSXIz56Zp4/OpVFb52bt3CMssZvqdo1bskySpkOmyMQwbw7QxC0GVO+7xZcEO/vlO4Z41TWbtOXNIJvPEYhks01Vg1TSFiy9dzIc+cvrEBy0QCATHCVmRWPeWucTjOf74zP5xzXfFDaNkKs/zGzvo6EhOmbCZCKpmAcMXCLbt8Nyz7WzZ3EN4uaeUQYIDwcmypZV0tCWQJAlJdsUghoZyWJaDLEujLgiGv6bIEtFyPw1zwhh5i2Qyj2FY9CTzbp1+aTfVLtTyO/j9KoGghmW6wVUg4C5GDMPh7DUNlJf7Adi/N15SvTJNm0zGmHbmboLJo7q6mupqd6e82Ju0bNkyIpGRXhbr1q1jaGiITZs2sXr1agCefvppbNsuBUrjYfPmzQDU19eXrvuFL3yB3t7eUnnhE088QSQSYcWKFcd0b4KZQyqZJ5125cc1TSGnW6QK85uqykjD5iGvR0VTFSzT3Va1raMLqDRNwjBsJNw5UlEVZFlGli1s292YGuuyhwu2VFXC79dQNRmPJpPNmmiajEdTyFoOhmFTUxPkggumtmxGIBCc3LS1xdnRGmNuY6S0uZ4bRymg47h9+bpu0jgvTCyWnTJhMyFUMcsY3ozdsj1GPJ4jFsuw581BXnm5m8pKHxdcuABJlgiFNFRVxnEgHPGiaa4RZHFBECnTKCvzEAhqBIMaZWVegiENr1dB0xSWLK3gzNX1BIMa3V3pkg+Vz6fg9SkoituwLcsSiirj9ap4vDKKImPbDoMDOSoq/YRCHhIJnf6+LKvPqueCdyxgcCDL7p0DDMSy087cTTD1LF++nEsuuYRrrrmGF198kWeffZabbrqJ97///SXlv46ODpqbm0uZp927d3PXXXexadMm9u7dy8MPP8xHPvIR3v72t3P66e4O/UUXXcSKFSv48Ic/zJYtW/jtb3/L7bffzo033iiyUScRobCHYFADwDAsN/teMCGXZAmn8P+y4tbReb1KSXRnrIBKVQ8I8xyM26Dt9kM5DuRyNtmsgSSDbTl4fW5mvygspCiuUqCquj5UobAHRRl5bUWR8HgUQiEPcxvDlJf7mDM34m5UdSSxbYdw2MuC+VHKynw89pvdtLb0H+MnJxAIBEdHKpknlzMJBjUqKvwTMlu3LNd7T/MoUypsJjJVs5Bir9V379/Ms3/cz+BAFoDyCj9Ll1WQy5pUVweQJIlEPIeet8jrFn6/iiy7dfnhsId3v3cZsiLz+pbegpGwK4MuSxJnr52DadoMDrrne70KtXVBolEfXV0p+vsyeLwqpmFjWTa5rInX6wZtobAHHIfKqgAVFX7e3DU4oln8SP0OAgG4Kn433XQT69evL5n//tu//VvpfcMwaG1tLan7eTwennzySb7xjW+QTqdpbGzkyiuv5Pbbby+doygKjz76KNdffz3r1q0jGAzy0Y9+dISvlWD209hYxqpVdezaNUgyrhMMe1AKc5Dr7WQjSRLhkBe/XwWkYf2lDqZ5ILhSNdBUN1PvODaplEG+2IMlg6pIyLJ0SKZJz1mlhm1VlUoqr1C8toTPp5E3LDJp17i3WJgQCnsIBTUUVSabMYjH9ULPlsrcxggNDSEMw8bjUYiU+QBH2FYIBIIppWgVlE4blEW91NeHSSZiR8z8D/cJlJhaYTMRVM1iclmT2rqg6/tU5kVRFTo6kvzs/7bj9aosP6WKzoIJZjZrIEsS/oDG4GCWSMSL16cRjfq4YP0C4kM6AwNZLMsmkdC57oazKIt62dEa45v/+gKmYVNTG0KWJSJlXmL9WSzTQlFlCo4oZNIGmqYQimp4fSob/vmtnL6ydtTg6XD9DgIBQEVFxWGNfhcsWDBiIdrY2MgzzzxzxOvOnz+fX//618dljIKZiSxLvOs9TbyxtY9XNnVhmDm8PpV0Ok8uZ6AoCqGQRkWVu5uaNyxsG+rnhKipDhCP6wzEcpimRS5nAg62ZZPNmWiqjKrIOI5beufGRxL2YdQtigIUrly7O0f6/Sq5nIVjFyXW3XJuy3TQcyY+n4qiutm0wYEs8+aXES33MWdOmERCJ5MxCAQ0whEvsjzStkLMvwKB4EQz3EuweXklb31bI23742Sz5hEDK3dedHjzzUFqqoN4vVMjbCaCqlmIbTs88vAOBgaynLm6vtRX5Tjg2DYt2/vRdRtVkzln3RwSiXxJJdCxbX716C7CES9lZW6500AsS2trrBR8WZbD//7oDT780dNpaAjj9ar4fCqGYeH1qgSDbsmgWzbjYNkOPq/C4iUVLFlSTiCgYRg2p6+sFV/eAoFgWtLUXMWG299ayvhn0gayLGPbriVEdW0QSYKOtiQ4EAxqqIqMrMjU1IaQJGhvS5aySpVVAUIhD47jMDSYY+HCcl7f2otpWK4Vxig9UQf3t8qyW9KXz1sYho1p2ni9CqZpuccCHq8r9ZdK6Rh5tVCWrfHOdy7j2Wfb2PZGL0ODOpZto8gy5RU+zjq7gQULo8K2QiAQTBmjWQWte8tc/vSH/SWF1YORJHfjyLIchoZ0nv1jO4oqsXx5FZlCX+yJRARVs5Bis9+cueFSQBXrz4wIjHJZk2RSJ5XM07yiiooKP5mMQXtHhtraEMGAVjrvpRc7yWZNgiGVTMYhEvGy7Y0+vv3vL/GeP2+mosJHIp5jaCiHp0rB61UIh70k4jlU1e2uXrykgosvXYwkQcv2mFDyEwgE056m5iru/vJ69u0bYvfOAdraE7z4fAdbtvQQH9RJJXR8AY36hhArV9bSH8sS68+SMHUSiTyhkIeq6gCpZJ5Fi8tZtKiccMTDIw/vZN/+OJUVPjSPQntbAtt2MEy71DdVDKgU5YCEulviJ6EoEtmsm/n3+VSSSVd5NRjU8Ac0dN1E1y3KyryUV/iprw8TiXp4440+LNMmFPagaR4Mw6K/L8PvntrL2nVziES8wrZCIBBMGQdbBUXCXs5eM4ctW3pIp/PguMGXqslISBimhWk4yPKB3lbbgba2BF/+4rNsuP2tJ7QfXwRVs5DhzX4wMjAKRzyEwx76+jIEAhrxeI69bw7h9Sp4fSqrzqzjQx8+lcd+s5vt22J0dydJpw08Hpn9e+PDvtxt2juS+Hway5ZV0tebQdctYv0ZNE0hnzfIZA1Mw0bTZGRZom1/nEzGFEp+AoFgxiDLEgsXlrNwYTkAH/3YSvbti7NrZwwJ8PlVvv/AFiqrAixtqiQe14nFMmx+pQePR2ZoMEcqZbBr5wAd7Ukqq/wsWhTlja19JJIGkbAHB3BwvfsU1S1jKc61jnOgZ8CyHBwcyqI+EnEdr1fBth1AQtMk5i8sIxj0kM2aDMaynL22AV23OOOMOp5+ai84lFS1JElyxYM8CoMDWV56sZPrrj9LbHYJBIIpZTQvwURcZ8OnnmL7tj40TaGmLkBHe5L+PrPQz+qKoUUiXsorfWTTBtu39/PIL3ec0D5REVTNQoY3+4XDXlpbY2SzbjCDJKHrbr39mavr6OxMsXBhOX/5/lOIlB3oa1q4qJz//v5rbNncjW079PflURSJhrkhIhEvhmExEMvy+G93c/Ot57BgYRSA/n6H/fvi5A0LVXFleyNlXnq6UyQSOhdfupir/malUPITCAQzEjfIirKwMOfZtsPzGztKfQDRqI983sI0LeLxHJm0QVmZj9q6kGs90Z1myJujvj6IZUPb/jiW5RQM1t3yPlmR0HNWwWTY/RmqKqNpihvgLS6jZXsMx3FIpwwCQQ2PRyaXMUvmvh6PwtBQjnnzymicF2bvnjj1c0LEh3QyGVc4SCmUzSiKQjbryhGLzS6BQDDVjOYl+LVvXFQqx+7pypBM5NE0mXDES3V1gGDIg8+rgCShqjKJuM4rr3Sd0D5REVTNQoY3+9XX28T6s4QjHpBcBalkQqeuLkxZ1IesyPT0pIiUeUb80jU1V/FXf30K27b1EYtlUDWZ+rogkuyq8Hu9KjW1QfbvjbP19V4+fv1qHn1kJz//2XY8HoXKKj9VlUFOOb0Kj0clr5u07U9SVRlg6bLKKfpkBAKB4PgyWh+ALEMikSebMQhHPNTWBZFlNzPkrVLo6koB8Lk7z+N/friVTS910d+fJp8/0Ifq8SgEQxp53W3SrqoK8mcXL6K6JsjO1hj5vE1/XxqfXyUQ0JAlGT1vYQ26gVxVdYB16xq54t3LaGnpxzAs6utDBIMetww8Y5DPO8iSKy6k6yb+Qtm3QCAQTDeGl2M/9eSbfO/+10gms9TVhZGVkQ5RmubKsWfSxgntExVB1Sxk+Jd8a0uMbNYgHPag6ybJhI4/4GFpUwWSJB1WejJS5nUzXimDykp/KaAqYpo2oZCHjo4EgaDGX/zlcl59pYtTTqmmvMJPWZl3hPmwz6+xY0dMqEsJBIJZxcF9ALH+DKZp4/Op1NeHkGSJdDqPosh4PQfm0SVLK/j0hrfwwP2beeThHfT2prFMB1WV8HhldN3EtiES9nLGqlquvmYVS5dV8szv99LXn0bPmXi8MuUVrnn64ECWbMZkxSlVfOLv13Le+a6hbyzmlmVnsm71gr9RRddd/y1FkcnrJomERHV1YKo+QoFAIDgixXLsP7toMb97ai+tLQaGaeM9KKgyDLd+OhDUTmifqAiqZinFL/n//v5rvPnmEH19GXw+lbq6MEubKqiqcr88MxkDr2906cnGxjLmzI3wystdVFb6R77pOCQTeWrrQiiKXArKVFVm3vwyFOVQX+mp9A4QCASCyWR4H8DmV7tJpw1isSztbclC35OLLLtKgNXVATJpg1NOreGLX17PxZcu5qH/fp0XXuxgoD/rGllqMvX1IS68aFGpbNq2HTa93EUo5OXSyxezY8dAwcLCxu/X8PlgWXNVKaACWLN2LosWl9O6vZ9QUEOSZXw+9+vfsW26OrI0r6hizdq5U/LZCQQCwURobCxj5ap6du0cJBHXqa5WSs2njuOQjOsoisyZZ9af0D5REVTNYpqaq/j8XecD8PprvTQ1V1AW9Q2TWHfoaE+OqcQnyxKXXb6EJx9/k56eNBWVfjRNwTAskok8gYDK3MYwjkMpKCv2ckUi3kOud7gATiAQCGY6w/sAyqI+envSuM1SI4+zTBvPMB8VWZa44B0LOe/8BezbF2dHaz+xvgxVNQGWLqti/vwDHn7D1V0jES+VVUES8VzJFgNJYiCWHVERoKoy19+wms/88+/ZuydOVXUAf0AjmzHo78sQKfNy3fWrUdVDN8MEAoFguiHLEu969zLe2NrLppe76OpKES33ATA0mMO2HVavruGKdy87oX2iIqia5aiqzIc/ejrfufdlurrSyIpMIKCRyRh0tCePqMR33vkLuPiSxfzu6b1k0ga2lUdRZerqQixdVk5fX3ZEUFbs5Qov94wo/TtSACcQCASzhTlzIuRyJpmMwdJlFeQNp1Rq59Ek9u1NoOsmc+ZERpx3sAjGaBys7ipJbgBXxDAsdu/MsvnVboCS+NAlly0F4Dvf3sSbuwfpLyi1Nq+o4rrrV5feFwgEgplAU3MVG/75rTxw/2b++Mf99PVkAIfyCj9vffu8KRFFE0HVScDB9f5dHUm8PpWVq+p45xVLD/tLJ8sSV129kmzWpL09TkWhV0pRFTo7Dg3KDm7YnkgAJxAIBLOBjo4Efp9KtNzHwIBOOOLB73cN0QcGdMorfPi8Kh0diQn3lw5Xdz24IqC/P8PrW3ro7k7z3997jV89spNlTZVc8a5lNDVXccllS7nwosW8+EI7fX0ZqqsDrFk7V2SoxuD3v/89F1xwwajvvfjii5x99tmjvnf++efzzDPPjHjt4x//OPfdd99xH6NAcDLT1FzFF7+8foTNxeKlFcyfH52StaYIqk4SRtP9L+5gjufcG246EJT19WbGDMqOJYATCASC2UAqmcfjVThn3Rx27Rok1p8lZR7I8i9eEmVwIHdU/aXD1V2HVwT092d4+cVOenvSzJtXxukra8lkDLZs7qG9LcH1N55FU3MVqipz7lvmHe9bnpWce+65dHV1jXjtM5/5DE899RRnnXXWYc+95ppruPPOO0vPAwEhAiIQTAbjyfCfKERQdRIxmu7/eJlIUHYsAZxAIBDMdIrZJJ9fY925jSN6niJlPpJJHa/PPKr+0tEk3P1+lde39NDbk6amNsBpZ9SgqjKRiJfwcg8t22M8+sjOE2qCORvweDzU1dWVnhuGwS9/+Us+8YlPjChvH41AIDDiXIFAMPsROX/BuCkGZaecWnPE1OpEjhUIBILZRDGb1NGeBBzKoj6qa4KF3ie3v7Spueqo+0uLFQFnrKxlIJbl9S29dHe7Gaqz18yhsupAVkSSJObMDdPa0k9bW/z43OBJysMPP0wsFuOqq6464rE//OEPqaqq4tRTT2XDhg1kMpkTMEKBQDCViEyVQCAQCATHkdGySce7v/RgCff//t5rnL6ydtT+KGFncXy4//77ufjii5k79/DS8x/4wAeYP38+DQ0NvPbaa3z605+mtbWVn/3sZ2Oeo+s6uq6XnicSieM2boFAcGIQmSqBQCAQCI4zB2eTdu8cYCDmqqVed8NZx6W/tFgRsHJVHRWVfjIZY9TjhJ3FSG677TYkSTrso6WlZcQ57e3t/Pa3v+Xqq68+4vWvvfZaLr74Yk477TQ++MEP8uCDD/Lzn/+c3bt3j3nO3XffTVlZWenR2Nh4zPcpEAhOLCJTJRAIBALBJHCi+kvHEq8AYWcxGrfeeisf+9jHDnvMokWLRjx/4IEHqKys5F3veteEf97atWsB2LVrF4sXLx71mA0bNnDLLbeUnicSCRFYCQQzDBFUCQQCgUAwSQwXCLJtZ1ICrBNRbjibqK6uprq6etzHO47DAw88wEc+8hE0TZvwz9u8eTMA9fX1Yx7j9Xrxer1jvi8QCKY/IqgSCAQCgWCSaW3pL1lN5HImPp86wkPqWBF2FpPH008/zZ49e/jbv/3bQ97r6Ohg/fr1PPjgg6xZs4bdu3fz0EMPcdlll1FZWclrr73GzTffzNvf/nZOP/30KRi9QCA4UYig6iRhsnZIBQKBQHB4Wlv6+c69L9Pfn6WszIPP58WyHDa/OtJD6lgRdhaTw/3338+5555Lc3PzIe8ZhkFra2tJ3c/j8fDkk0/yjW98g3Q6TWNjI1deeSW33377iR62QCAYg8laE4ug6iRgsndIBQKBQDA6tu3wyMM72LtnCMO02L1rANO0UVWZikofqaR+XD2kjsWPUDA6Dz300JjvLViwAMdxSs8bGxt55plnTsSwBALBUTCZa2IRVM1yijuksViWOXPDBIMa6bTBls3Hd4dUIBAIBIfS1hbn5Rc76e5OYVkO4YgHj6aQNyx6ezIoisRLL3TQ1hYXwZBAIBBMIpO9JhaS6rOY4g5pLJaleXklkYgXRZGJRLw0L68kFsvy6CM7sW3nyBcTCAQCwYRJxPPs2TOEadpUVfnxelUkWcLrVamq8mMYNnv3DpGICw8pgUAgmCxOxJp4xgRVX/jCFzj33HMJBAJEo9FRj9m/fz+XX345gUCAmpoa/vEf/xHTNE/sQKcRbW1xdrS6SlDDJXYBJEliztwwrS39tLXFp2iEAoFAMLtJJnNkMgY+vwoHzcNIEn6/SjptkEzmpmaAAoFAcBJwItbEMyaoyufzvO997+P6668f9X3Lsrj88svJ5/M899xzfP/73+d73/sen/3sZ0/wSKcPqWSeXM4kGBxdAjYQ0NBzJqmk2CEVCASCySAc9hIIaOSy5ojeG3ClurM5k2BAIxwWctoCgUAwWZyINfGMCaruuOMObr75Zk477bRR33/88cfZtm0bP/jBD1i5ciWXXnopd911F/feey/5/MkZNITCHnw+dxd0NDIZA69PJRT2nOCRCQQCwclBpMzLgoVRNE0h1p9B101s20HXTWL9GTyawvyFUSJlIqgSCASCyeJErIlnTFB1JDZu3Mhpp51GbW1t6bWLL76YRCLBG2+8MeZ5uq6TSCRGPGYLjY1lLGuqpKM9OeoOaUd7kqbmKhoby6ZohAKBQDC7aWws4+w1DdTWBqmtDZHNmAwMZMlmTGprQ9TWBlmzdo6YhwUCgWASORFr4lkTVHV3d48IqIDS8+7u7jHPu/vuuykrKys9GhsbJ3WcJxJZlrjiXcuorPTTsj1GIqFjmjaJhE7L9hhVVX7eecVS4WEimJEMDAzwwQ9+kEgkQjQa5eqrryaVSo15/N69e5EkadTHT37yk9Jxo73/ox/96ETckmAWUpyHFyyMEi33sWp1Heesm8Oq1XVEy30sXBQV87BAIBBMMidiTTylQdVtt9025iKn+GhpaZnUMWzYsIF4PF56tLW1TerPO9E0NVdx/Y1nccbKWgZiWXbvHGAglmXlqjquu0HIqQtmLh/84Ad54403eOKJJ3j00Uf5wx/+wLXXXjvm8Y2NjXR1dY143HHHHYRCIS699NIRxz7wwAMjjnvPe94zyXcjmM0U5+GVq+owDZvEkI5p2Kw6s17MwwKBQHCCmOw18ZT6VN1666187GMfO+wxixYtGte16urqePHFF0e81tPTU3pvLLxeL17v7K5lb2quYumyyklxjxYIpoLt27fz2GOP8dJLL3HWWWcB8K1vfYvLLruMe+65h4aGhkPOURTlkLng5z//OX/5l39JKBQa8Xo0Gj3svCEQTBQxDwsEAsHUM5lz8ZQGVdXV1VRXVx+Xa61bt44vfOEL9Pb2UlNTA8ATTzxBJBJhxYoVx+VnzGRkWRLGkoJZw8aNG4lGo6WACuDCCy9ElmVeeOEF3vve9x7xGps2bWLz5s3ce++9h7x344038rd/+7csWrSI6667jquuuuoQCdYiuq6j63rp+WzqyxQcX8Q8LBAIBFPPZM3FUxpUTYT9+/czMDDA/v37sSyLzZs3A7BkyRJCoRAXXXQRK1as4MMf/jBf+cpX6O7u5vbbb+fGG2+c9ZkogeBko7u7u7R5UkRVVSoqKg7bQzmc+++/n+XLl3PuueeOeP3OO+/kHe94B4FAgMcff5wbbriBVCrFJz/5yVGvc/fdd3PHHXcc3Y0IBAKBQCCYFcyYoOqzn/0s3//+90vPV61aBcDvfvc7zj//fBRF4dFHH+X6669n3bp1BINBPvrRj3LnnXdO1ZAFAsEEue222/jyl7884rWyspFKPNu3bz/mn5PNZnnooYf4zGc+c8h7w19btWoV6XSar371q2MGVRs2bOCWW24pPU8kErNK8EYgEAgEAsGRmTFB1fe+9z2+973vHfaY+fPn8+tf//rEDEggEBx3hvdZplIpzj77bF566aURPU+LFi2irq6O3t7eEeeapsnAwMC4eqF++tOfkslk+MhHPnLEY9euXctdd92FruujZr1Phr5MgUAgEAgEh2fGBFUCgWD2M7zPstibtGzZMiKRyIjj1q1bx9DQEJs2bWL16tUAPP3009i2zdq1a4/4c+6//37e9a53jaunc/PmzZSXl4vASSAQCAQCwZiIoEogEMw4li9fziWXXMI111zDfffdh2EY3HTTTbz//e8vKf91dHSwfv16HnzwQdasWVM6d9euXfzhD38YNav9yCOP0NPTwznnnIPP5+OJJ57gi1/8Iv/wD/9wwu5NIBAIBALBzEMEVQKBYEbywx/+kJtuuon169cjyzJXXnkl//Zv/1Z63zAMWltbyWQyI8777ne/y9y5c7nooosOuaamadx7773cfPPNOI7DkiVL+PrXv84111wz6fcjEAgEAoFg5iI5juNM9SCmE/F4nGg0Sltb2yElRwKB4MRRFHwYGho6RKxiOiPmEIFg+iDmEYFAcKyMdx4RmaqDSCaTAEK9SyCYJiSTyRm1GBJziEAw/RDziEAgOFaONI+ITNVB2LZNZ2cn4XB4TLPP2UAx6j4Zd8FO1nufafftOA7JZJKGhgZkWZ7q4Yyb4zGHzLR/q+PFyXrfcPLe+2Tf98k8j0wHTtbf6+OF+PyOjeP1+Y13HhGZqoOQZZm5c+dO9TBOGJFI5KT9Qz1Z730m3fdM2lkucjznkJn0b3U8OVnvG07ee5/M+z7Z55HpwMn6e328EJ/fsXE8Pr/xzCMzZ9tGIBAIBAKBQCAQCKYhIqgSCAQCgUAgEAgEgmNABFUnKV6vl8997nMnpaHpyXrvJ+t9z0RO1n+rk/W+4eS995P1vk8WxL/vsSE+v2PjRH9+QqhCIBAIBAKBQCAQCI4BkakSCAQCgUAgEAgEgmNABFUCgUAgEAgEAoFAcAyIoEogEAgEAoFAIBAIjgERVAkEAoFAIBAIBALBMSCCKgELFixAkqQRjy996UtTPaxJ4d5772XBggX4fD7Wrl3Liy++ONVDmnQ+//nPH/Lv29zcPNXDEoyTL3zhC5x77rkEAgGi0ehUD2dSORn/Pv/whz9wxRVX0NDQgCRJ/OIXv5jqIZ0Q7r77bs4++2zC4TA1NTW85z3vobW1daqHJZhETqa1xvHgZJwPjxdTte4RQZUAgDvvvJOurq7S4xOf+MRUD+m48+Mf/5hbbrmFz33uc7zyyiucccYZXHzxxfT29k710CadU045ZcS/75/+9KepHpJgnOTzed73vvdx/fXXT/VQJpWT9e8znU5zxhlncO+99071UE4ozzzzDDfeeCPPP/88TzzxBIZhcNFFF5FOp6d6aIJJ5GRYaxwPTtb58HgyFeseddJ/gmBGEA6Hqaurm+phTCpf//rXueaaa7jqqqsAuO+++/jVr37Fd7/7XW677bYpHt3koqrqrP/3na3ccccdAHzve9+b2oFMMifr3+ell17KpZdeOtXDOOE89thjI55/73vf4/+3d38hTfVxHMc/zodZ5FitNvuHKwlXEUol7qI/EFkXQeDdKDWjP0S4wqyLoiC6UaOI/txXN3VRFxFId2PShauLwSChIKWxC02MQFhQMj3PxUNSFPHUOfPXdt4v8OawwUfk9+X78RxnKBRSOp3Wzp07DaVCsblh13CCW+ehk0zsPdypgiSpv79fS5cu1ebNm3Xt2jUVCgXTkRw1PT2tdDqtlpaWuWsej0ctLS1KpVIGk82Pt2/fauXKlaqrq1NbW5tyuZzpSMAct59PSFNTU5KkQCBgOAmKqdx3DScwD51hYu/hThV0+vRpbdmyRYFAQENDQ7pw4YLGx8d148YN09Ec8+HDB83MzKimpua76zU1NXrz5o2hVPMjGo3q/v37ikQiGh8f15UrV7Rjxw4NDw/L5/OZjge4+nxCmp2dVXd3t7Zt26ZNmzaZjoMiccOu4QTmoX2m9h5KVZk6f/68rl69+svXvH79WuvXr1dPT8/ctYaGBnm9Xp04cUJ9fX2qqqoqdlQU2bePFjU0NCgajSocDuvRo0c6evSowWTu9TvnEyh3XV1dGh4e5m89SxC7Bv5GpvYeSlWZOnv2rA4fPvzL19TV1f30ejQaVaFQUDabVSQSKUK6+bds2TJVVlZqYmLiu+sTExOue7578eLFqq+v18jIiOkormXnfJYjzqd7xeNxDQwM6Pnz51q9erXpOPhN7BrOYx46b772HkpVmQoGgwoGg3/03kwmI4/Ho1Ao5HAqc7xer7Zu3apEIqHW1lZJ/z1ykkgkFI/HzYabZ/l8XqOjo+ro6DAdxbXsnM9yxPl0H8uydOrUKT158kSDg4Nau3at6Uj4A+wazmMeOm++9h5KlculUim9fPlSu3btks/nUyqV0pkzZ9Te3q4lS5aYjueonp4edXZ2qqmpSc3Nzbp586Y+ffo09+k65ercuXPav3+/wuGwxsbGdPnyZVVWVurAgQOmo+F/yOVy+vjxo3K5nGZmZpTJZCRJ69atU3V1tdlwDnLr+czn89/99vTdu3fKZDIKBAKqra01mKy4urq69PDhQz19+lQ+n0/v37+XJPn9fi1cuNBwOjjNTbuGE9w6D51ibO+x4GrpdNqKRqOW3++3FixYYG3YsMHq7e21Pn/+bDpaUdy5c8eqra21vF6v1dzcbL148cJ0pKKLxWLWihUrLK/Xa61atcqKxWLWyMiI6Vj4nzo7Oy1JP3wlk0nT0RznxvOZTCZ/+vPt7Ow0Ha2ofvY9S7Lu3btnOhqKwG27hhPcOA+dYmrvqbAsyypubQMAAACA8sX/qQIAAAAAGyhVAAAAAGADpQoAAAAAbKBUAQAAAIANlCoAAAAAsIFSBQAAAAA2UKoAAAAAwAZKFQAAAADYQKlCWRofH9fBgwdVX18vj8ej7u5u05EAlBjmCAA7mCHuQqlCWfry5YuCwaAuXbqkxsZG03EAlCDmCAA7mCHuQqlCSZqcnNTy5cvV29s7d21oaEher1eJREJr1qzRrVu3dOjQIfn9foNJAfytmCMA7GCG4Fv/mA4A/IlgMKi7d++qtbVVe/fuVSQSUUdHh+LxuHbv3m06HoASwBwBYAczBN+iVKFk7du3T8ePH1dbW5uampq0aNEi9fX1mY4FoIQwRwDYwQzBVzz+h5J2/fp1FQoFPX78WA8ePFBVVZXpSABKDHMEgB3MEEiUKpS40dFRjY2NaXZ2Vtls1nQcACWIOQLADmYIJB7/Qwmbnp5We3u7YrGYIpGIjh07plevXikUCpmOBqBEMEcA2MEMwVeUKpSsixcvampqSrdv31Z1dbWePXumI0eOaGBgQJKUyWQkSfl8XpOTk8pkMvJ6vdq4caPB1AD+JswRAHYwQ/BVhWVZlukQwO8aHBzUnj17lEwmtX37dklSNptVY2Oj+vv7dfLkSVVUVPzwvnA4zK15AJKYIwDsYYbgW5QqAAAAALCBD6oAAAAAABsoVQAAAABgA6UKAAAAAGygVAEAAACADZQqAAAAALCBUgUAAAAANlCqAAAAAMAGShUAAAAA2ECpAgAAAAAbKFUAAAAAYAOlCgAAAABsoFQBAAAAgA3/AmdRDugkZtAHAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import make_blobs, make_moons\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "X, y = make_blobs(n_samples=1000, centers=5, random_state=5)\n", "x1 = X[:,0]\n", "x2 = X[:,1]\n", "\n", "W, v = make_moons(n_samples=1000, noise=0.07)\n", "w1 = W[:,0]\n", "w2 = W[:,1]\n", "\n", "P, q = make_blobs(n_samples=1000, centers=3, random_state=100)\n", "transformation = [[0.80, -1.00], [-0.4, 0.7]]\n", "P = np.dot(P, transformation)\n", "p1 = P[:,0]\n", "p2 = P[:,1]\n", "\n", "\n", "clustering_colors = { -1: plt.get_cmap(\"Greys\")(0.7) , # ; # noise \n", " 0: plt.get_cmap(\"plasma\")(0) ,\n", " 1: plt.get_cmap(\"plasma\")(0.4) ,\n", " 2: plt.get_cmap(\"plasma\")(0.8) ,\n", " 3: plt.get_cmap(\"plasma\")(0.9) }\n", " \n", "for i in range(4,30):\n", " clustering_colors[i] = plt.get_cmap(\"plasma\")(np.random.rand(1))\n", " \n", "def get_colors(cluster_list):\n", " color_list = []\n", " for i in cluster_list:\n", " color_list.append(clustering_colors[i])\n", " return color_list \n", " \n", " \n", "f, (ax1, ax2, ax3) = plt.subplots(1,3)\n", "\n", "ax1.scatter(x1, x2, color = get_colors([0]), alpha=0.5)\n", "ax1.set_xlabel(\"x1\")\n", "ax1.set_ylabel(\"x2\")\n", "\n", "ax2.scatter(w1, w2, color = get_colors([0]), alpha=0.5)\n", "ax2.set_xlabel(\"x1\")\n", "ax2.set_ylabel(\"x2\")\n", "\n", "ax3.scatter(p1, p2, color = get_colors([0]), alpha=0.5)\n", "ax3.set_xlabel(\"x1\")\n", "ax3.set_ylabel(\"x2\")\n", "\n", "f.set_size_inches([10,4])" ] }, { "cell_type": "markdown", "id": "b6c42615", "metadata": {}, "source": [ "### k-means\n", "Now let's try k-means clustering on this data set." ] }, { "cell_type": "code", "execution_count": 3, "id": "a5ce65f7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "\n", "kmeans = KMeans(n_clusters=4, random_state=0, n_init=10).fit(X)\n", "X_labels = kmeans.labels_\n", "X_clusters = kmeans.cluster_centers_\n", "\n", "kmeans = KMeans(n_clusters=2, random_state=0, n_init=10).fit(W)\n", "W_labels = kmeans.labels_\n", "W_clusters = kmeans.cluster_centers_\n", "\n", "kmeans = KMeans(n_clusters=3, random_state=0, n_init=10).fit(P)\n", "P_labels = kmeans.labels_\n", "P_clusters = kmeans.cluster_centers_\n", "\n", "f, (ax1, ax2, ax3) = plt.subplots(1,3)\n", "\n", "ax1.scatter(x1, x2, c = get_colors(X_labels), alpha=0.5)\n", "ax1.scatter(X_clusters[:,0], X_clusters[:,1], color=\"k\", marker=\"^\")\n", "ax1.set_xlabel(\"x1\")\n", "ax1.set_ylabel(\"x2\")\n", "\n", "ax2.scatter(w1, w2, c = get_colors(W_labels), alpha=0.5)\n", "ax2.scatter(W_clusters[:,0], W_clusters[:,1], color=\"k\", marker=\"^\")\n", "ax2.set_xlabel(\"x1\")\n", "ax2.set_ylabel(\"x2\")\n", "\n", "ax3.scatter(p1, p2, c = get_colors(P_labels), alpha=0.5)\n", "ax3.scatter(P_clusters[:,0], P_clusters[:,1], color=\"k\", marker=\"^\")\n", "ax3.set_xlabel(\"x1\")\n", "ax3.set_ylabel(\"x2\")\n", "\n", "f.set_size_inches([10,4])" ] }, { "cell_type": "markdown", "id": "b36fc483", "metadata": {}, "source": [ "The black triangles are the centroids of the clusters. K-means clustering does fine with the first example. It cannot correctly identify the clusters in the non-linear data or the elliptical data. Further, it requries the specification of the number of clusters a priori! Edit the number of clusters in the code and see what happens." ] }, { "cell_type": "markdown", "id": "b9f51cd0", "metadata": {}, "source": [ "How can we know the right number of clusters if the data is not easily visualized and high-dimensional? We can use the average distance of the cluster data points to their centroids, provided by the k-means instance as inertia:" ] }, { "cell_type": "code", "execution_count": 4, "id": "dd79eb13", "metadata": {}, "outputs": [], "source": [ "num_k = [1, 2, 3, 4, 5, 6, 7]\n", "errors = []\n", "\n", "for k in num_k:\n", " kmeans = KMeans(n_clusters=k, random_state=0, n_init=10).fit(X)\n", " errors.append(kmeans.inertia_)" ] }, { "cell_type": "code", "execution_count": 5, "id": "37bb159a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'total distance')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, (ax) = plt.subplots(1,1)\n", "ax.plot(num_k, errors, lw=0.2, marker= \"x\", ms= 10, color= get_colors([1])[0] )\n", "ax.set_xlabel(\"number of clusters k\")\n", "ax.set_ylabel(\"total distance\")" ] }, { "cell_type": "markdown", "id": "55dc9487", "metadata": {}, "source": [ "You can see the error hardly decreasing beyond 3 clusters; this can indicate that 3 is the right number of clusters. This graph is known as an **elbow plot**." ] }, { "cell_type": "markdown", "id": "88186ed9", "metadata": {}, "source": [ "### DBSCAN\n", "Let's try the same with DBSCAN!" ] }, { "cell_type": "code", "execution_count": 6, "id": "54b5d8ac", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import DBSCAN\n", "\n", "dbscan = DBSCAN(eps=0.5, min_samples=5).fit(X)\n", "X_labels = dbscan.labels_\n", "\n", "dbscan = DBSCAN(eps=0.1, min_samples=5).fit(W)\n", "W_labels = dbscan.labels_\n", "\n", "dbscan = DBSCAN(eps=1, min_samples=5).fit(P)\n", "P_labels = dbscan.labels_\n", "\n", "f, (ax1, ax2, ax3) = plt.subplots(1,3)\n", "\n", "ax1.scatter(x1, x2, c = get_colors(X_labels), alpha=0.5)\n", "ax1.set_xlabel(\"x1\")\n", "ax1.set_ylabel(\"x2\")\n", "\n", "ax2.scatter(w1, w2, c = get_colors(W_labels), alpha=0.5)\n", "ax2.set_xlabel(\"x1\")\n", "ax2.set_ylabel(\"x2\")\n", "\n", "ax3.scatter(p1, p2, c = get_colors(P_labels), alpha=0.5)\n", "ax3.set_xlabel(\"x1\")\n", "ax3.set_ylabel(\"x2\")\n", "\n", "f.set_size_inches([10,4])" ] }, { "cell_type": "markdown", "id": "7766ab0d", "metadata": {}, "source": [ "The grey colored points on the edges are categorized as noise by the algorithm. You can see that DBSCAN can deal with the non-linear data in the center plot. Plus, the algorithm itself determins the numeber of clusters. However, we need to specify the hyperparameters `eps` and `min_samples` in advance. Let's see the impact this has:" ] }, { "cell_type": "code", "execution_count": 7, "id": "2ce92615", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cases = {\"1\": {\"eps\": 0.5, \"min_samples\": 5},\n", " \"2\": {\"eps\": 0.1, \"min_samples\": 5},\n", " \"3\": {\"eps\": 1, \"min_samples\": 5},\n", " \"4\": {\"eps\": 0.05, \"min_samples\": 10},\n", " }\n", "\n", "labels_X = dict()\n", "labels_W = dict()\n", "labels_P = dict()\n", "\n", "for case in cases.keys():\n", " dbscan = DBSCAN(eps=cases[case][\"eps\"], min_samples=cases[case][\"min_samples\"]).fit(X)\n", " labels_X[case] = dbscan.labels_\n", " \n", " dbscan = DBSCAN(eps=cases[case][\"eps\"], min_samples=cases[case][\"min_samples\"]).fit(W)\n", " labels_W[case] = dbscan.labels_\n", " \n", " dbscan = DBSCAN(eps=cases[case][\"eps\"], min_samples=cases[case][\"min_samples\"]).fit(P)\n", " labels_P[case] = dbscan.labels_\n", "\n", " \n", "f = plt.figure()\n", "\n", "for i in [1,2,3,4]:\n", " f.add_subplot(4, 3, i*3-2)\n", "\n", " plt.scatter(x1, x2, c = get_colors(labels_X[str(i)]), alpha=0.5)\n", " plt.xlabel(\"x1\")\n", " plt.ylabel(\"x2\")\n", "\n", " f.add_subplot(4, 3, i*3-1)\n", " \n", " plt.scatter(w1, w2, c = get_colors(labels_W[str(i)]), alpha=0.5)\n", " plt.xlabel(\"x1\")\n", " plt.ylabel(\"x2\")\n", " \n", " plt.title(cases[str(i)])\n", "\n", " f.add_subplot(4, 3, i*3)\n", " \n", " plt.scatter(p1, p2, c = get_colors(labels_P[str(i)]), alpha=0.5)\n", " plt.xlabel(\"x1\")\n", " plt.ylabel(\"x2\")\n", " \n", " \n", "plt.subplots_adjust(wspace=0.2, hspace=0.8)\n", "f.set_size_inches([10,8])" ] }, { "cell_type": "markdown", "id": "2b4d7a55", "metadata": {}, "source": [ "Clearly, the neighborhood size and minimum number of neighbors have to be selected carefully, otherwise the algorithm will not perform adequately. This is a disadvantage of DBSCAN." ] }, { "cell_type": "markdown", "id": "b7bf3698", "metadata": {}, "source": [ "### Gaussian mixture model\n", "Now, let's try clustering using a GMM. " ] }, { "cell_type": "code", "execution_count": 8, "id": "2d147ce8", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.mixture import GaussianMixture\n", "\n", "gm = GaussianMixture(n_components=4, random_state=1).fit(X)\n", "X_labels = gm.predict(X)\n", "X_clusters = gm.means_\n", "\n", "gm = GaussianMixture(n_components=2, random_state=1).fit(W)\n", "W_labels = gm.predict(W)\n", "W_clusters = gm.means_\n", "\n", "gm = GaussianMixture(n_components=3, random_state=1).fit(P)\n", "P_labels = gm.predict(P)\n", "P_clusters = gm.means_\n", "\n", "f, (ax1, ax2, ax3) = plt.subplots(1,3)\n", "\n", "ax1.scatter(x1, x2, c = get_colors(X_labels), alpha=0.5)\n", "ax1.scatter(X_clusters[:,0], X_clusters[:,1], color=\"k\", marker=\"^\")\n", "ax1.set_xlabel(\"x1\")\n", "ax1.set_ylabel(\"x2\")\n", "\n", "ax2.scatter(w1, w2, c = get_colors(W_labels), alpha=0.5)\n", "ax2.scatter(W_clusters[:,0], W_clusters[:,1], color=\"k\", marker=\"^\")\n", "ax2.set_xlabel(\"x1\")\n", "ax2.set_ylabel(\"x2\")\n", "\n", "ax3.scatter(p1, p2, c = get_colors(P_labels), alpha=0.5)\n", "ax3.scatter(P_clusters[:,0], P_clusters[:,1], color=\"k\", marker=\"^\")\n", "ax3.set_xlabel(\"x1\")\n", "ax3.set_ylabel(\"x2\")\n", "\n", "f.set_size_inches([10,4])" ] }, { "cell_type": "markdown", "id": "d8ce854d", "metadata": {}, "source": [ "The GMM does fine with the circular and elliptical data sets. But the number of clusters has to be specified in advance. GMM assumes that the underlying distributions are Gaussian, so it will perform well on data which is inherently Gaussian distributed. K-means clustering is a specific case of GMM." ] }, { "cell_type": "markdown", "id": "c3cf0242", "metadata": {}, "source": [ "## Clustering of time series data for energy systems models\n", "\n", "Energy system models are key tools in designing the energy systems of the future. They optimize the design and operation of a power system, i.e., the set of technologies which produce, store, and transmit electricity. An energy systems model typically uses as inputs the technology CAPEXs, fuel prices (coal, natural gas, biomass, hydrogen), power demand, and capacity factors of renewable energy. The latter are time-dependent, they vary throughout the day and the year. Typically, the model is run for a set of days with historical or projected future data to simulate the requirements of the system. However, using a whole year of data (8760 h) is often impractical, as the computational time rises. Therefore, it can be preferential to select representative days from the entire year which capture the variation in the data set. Here, we use k-means clustering to determine these represenative days (similar to {cite}`heuberger2017power`)." ] }, { "cell_type": "markdown", "id": "88b54ac6", "metadata": {}, "source": [ "### Obtaining and cleaning the data\n", "The capacity factors for solar and wind and the power demand data were retrieved from the Open Power System Data (OPSD) database {cite}`OPSD2020`.\n", "\n", "Let's have a look what the data looks like:" ] }, { "cell_type": "code", "execution_count": 9, "id": "f2d425f8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0Unnamed: 1DEDE.1DE.2DE.3DE.4
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1NaNNaNactual_entsoe_transparencyprofileprofileprofileprofile
2NaNNaNENTSO-E Transparencyown calculation based on ENTSO-E Transparency ...own calculation based on ENTSO-E Transparency ...own calculation based on ENTSO-E Transparency ...own calculation based on ENTSO-E Transparency ...
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92014-12-31 23:45:002015-01-01 00:45:00NaNNaNNaNNaNNaN
102015-01-01 00:00:002015-01-01 01:00:00NaNNaNNaNNaNNaN
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172015-01-01 01:45:002015-01-01 02:45:0039626.170.32540.76620.3146NaN
182015-01-01 02:00:002015-01-01 03:00:0039472.350.32640.77020.3156NaN
192015-01-01 02:15:002015-01-01 03:15:0039217.120.32320.77860.312NaN
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" ], "text/plain": [ " Unnamed: 0 Unnamed: 1 \\\n", "0 NaN NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", "5 utc_timestamp cet_cest_timestamp \n", "6 2014-12-31 23:00:00 2015-01-01 00:00:00 \n", "7 2014-12-31 23:15:00 2015-01-01 00:15:00 \n", "8 2014-12-31 23:30:00 2015-01-01 00:30:00 \n", "9 2014-12-31 23:45:00 2015-01-01 00:45:00 \n", "10 2015-01-01 00:00:00 2015-01-01 01:00:00 \n", "11 2015-01-01 00:15:00 2015-01-01 01:15:00 \n", "12 2015-01-01 00:30:00 2015-01-01 01:30:00 \n", "13 2015-01-01 00:45:00 2015-01-01 01:45:00 \n", "14 2015-01-01 01:00:00 2015-01-01 02:00:00 \n", "15 2015-01-01 01:15:00 2015-01-01 02:15:00 \n", "16 2015-01-01 01:30:00 2015-01-01 02:30:00 \n", "17 2015-01-01 01:45:00 2015-01-01 02:45:00 \n", "18 2015-01-01 02:00:00 2015-01-01 03:00:00 \n", "19 2015-01-01 02:15:00 2015-01-01 03:15:00 \n", "\n", " DE \\\n", "0 load \n", "1 actual_entsoe_transparency \n", "2 ENTSO-E Transparency \n", "3 https://transparency.entsoe.eu/load-domain/r2/... \n", "4 MW \n", "5 NaN \n", "6 NaN \n", "7 NaN \n", "8 NaN \n", "9 NaN \n", "10 NaN \n", "11 41517.72 \n", "12 41179.17 \n", "13 40756.4 \n", "14 40617.76 \n", "15 40312.25 \n", "16 39984.39 \n", "17 39626.17 \n", "18 39472.35 \n", "19 39217.12 \n", "\n", " DE.1 \\\n", "0 wind \n", "1 profile \n", "2 own calculation based on ENTSO-E Transparency ... \n", "3 NaN \n", "4 fraction \n", "5 NaN \n", "6 NaN \n", "7 NaN \n", "8 NaN \n", "9 NaN \n", "10 NaN \n", "11 0.3159 \n", "12 0.3158 \n", "13 0.3197 \n", "14 0.3244 \n", "15 0.3243 \n", "16 0.3235 \n", "17 0.3254 \n", "18 0.3264 \n", "19 0.3232 \n", "\n", " DE.2 \\\n", "0 wind_offshore \n", "1 profile \n", "2 own calculation based on ENTSO-E Transparency ... \n", "3 NaN \n", "4 fraction \n", "5 NaN \n", "6 NaN \n", "7 NaN \n", "8 NaN \n", "9 NaN \n", "10 NaN \n", "11 0.7754 \n", "12 0.7746 \n", "13 0.7732 \n", "14 0.7739 \n", "15 0.7743 \n", "16 0.7697 \n", "17 0.7662 \n", "18 0.7702 \n", "19 0.7786 \n", "\n", " DE.3 \\\n", "0 wind_onshore \n", "1 profile \n", "2 own calculation based on ENTSO-E Transparency ... \n", "3 NaN \n", "4 fraction \n", "5 NaN \n", "6 NaN \n", "7 NaN \n", "8 NaN \n", "9 NaN \n", "10 NaN \n", "11 0.3047 \n", "12 0.3045 \n", "13 0.3086 \n", "14 0.3134 \n", "15 0.3132 \n", "16 0.3125 \n", "17 0.3146 \n", "18 0.3156 \n", "19 0.312 \n", "\n", " DE.4 \n", "0 solar \n", "1 profile \n", "2 own calculation based on ENTSO-E Transparency ... \n", "3 NaN \n", "4 fraction \n", "5 NaN \n", "6 NaN \n", "7 NaN \n", "8 NaN \n", "9 NaN \n", "10 NaN \n", "11 NaN \n", "12 NaN \n", "13 NaN \n", "14 NaN \n", "15 NaN \n", "16 NaN \n", "17 NaN \n", "18 NaN \n", "19 NaN " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "if 'google.colab' in str(get_ipython()):\n", " raw_data = pd.read_excel(\"https://raw.githubusercontent.com/edgarsmdn/MLCE_book/main/references/Power_system_data_DE.xlsx\")\n", "else:\n", " raw_data = pd.read_excel(\"references/Power_system_data_DE.xlsx\")\n", "\n", "raw_data.head(20)" ] }, { "cell_type": "markdown", "id": "31653529", "metadata": {}, "source": [ "The data comprises the time series of the power demand in the German grid, called the load, and the capacity factors for wind and solar energy. The capacity factors are the ratio of power produced to power capacity installed, i.e., the fraction of the wind turbines and solar PV panels which produce power at any given point in time. They are a way to estimate how much renewable power is available to the system. Based on the timestamp, you can see that the data is reported in 15 min intervals for multiple years. \n", "\n", "Now we bring the data into a format that is easier to manipulate and extract the data for the year 2018:" ] }, { "cell_type": "code", "execution_count": 10, "id": "b30f6531", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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utc_timestampcet_timestampdemandwindoffshoreonshoresolaryearmonthdaydatetime
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" ], "text/plain": [ " utc_timestamp cet_timestamp demand wind offshore onshore \\\n", "6 2014-12-31 23:00:00 2015-01-01 00:00:00 0.0 0.0 0.0 0.0 \n", "7 2014-12-31 23:15:00 2015-01-01 00:15:00 0.0 0.0 0.0 0.0 \n", "8 2014-12-31 23:30:00 2015-01-01 00:30:00 0.0 0.0 0.0 0.0 \n", "9 2014-12-31 23:45:00 2015-01-01 00:45:00 0.0 0.0 0.0 0.0 \n", "10 2015-01-01 00:00:00 2015-01-01 01:00:00 0.0 0.0 0.0 0.0 \n", "\n", " solar year month day date time \n", "6 0.0 2014.0 12.0 31.0 2014-12-31 23:00:00 \n", "7 0.0 2014.0 12.0 31.0 2014-12-31 23:15:00 \n", "8 0.0 2014.0 12.0 31.0 2014-12-31 23:30:00 \n", "9 0.0 2014.0 12.0 31.0 2014-12-31 23:45:00 \n", "10 0.0 2015.0 1.0 1.0 2015-01-01 00:00:00 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from datetime import datetime\n", "\n", "raw_data.columns = [\"utc_timestamp\", \"cet_timestamp\", \"demand\", \"wind\", \"offshore\", \"onshore\", \"solar\"]\n", "data = raw_data.drop(index=[0,1,2,3,4,5]).fillna(0)\n", "for i, row in data.iterrows():\n", " data.at[i,\"year\"] = row[\"utc_timestamp\"].year\n", " data.at[i,\"month\"] = row[\"utc_timestamp\"].month\n", " data.at[i,\"day\"] = row[\"utc_timestamp\"].day\n", " data.at[i,\"date\"] = row[\"utc_timestamp\"].date()\n", " data.at[i,\"time\"] = row[\"utc_timestamp\"].time()\n", " \n", "data.head()" ] }, { "cell_type": "code", "execution_count": 11, "id": "aca9ade0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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35040 rows × 12 columns

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" ], "text/plain": [ " utc_timestamp cet_timestamp demand wind offshore \\\n", "105226 2018-01-01 00:00:00 2018-01-01 01:00:00 41107.50 0.7591 0.8313 \n", "105227 2018-01-01 00:15:00 2018-01-01 01:15:00 40690.50 0.7657 0.8635 \n", "105228 2018-01-01 00:30:00 2018-01-01 01:30:00 40215.44 0.7778 0.8710 \n", "105229 2018-01-01 00:45:00 2018-01-01 01:45:00 40436.86 0.7868 0.8789 \n", "105230 2018-01-01 01:00:00 2018-01-01 02:00:00 40553.70 0.7905 0.8874 \n", "... ... ... ... ... ... \n", "140261 2018-12-31 22:45:00 2018-12-31 23:45:00 44899.69 0.4469 0.6210 \n", "140262 2018-12-31 23:00:00 2019-01-01 00:00:00 43168.15 0.4529 0.6293 \n", "140263 2018-12-31 23:15:00 2019-01-01 00:15:00 43151.57 0.4681 0.6289 \n", "140264 2018-12-31 23:30:00 2019-01-01 00:30:00 42827.22 0.4828 0.6274 \n", "140265 2018-12-31 23:45:00 2019-01-01 00:45:00 42758.72 0.4855 0.5982 \n", "\n", " onshore solar year month day date time \n", "105226 0.7528 0.0 2018.0 1.0 1.0 2018-01-01 00:00:00 \n", "105227 0.7571 0.0 2018.0 1.0 1.0 2018-01-01 00:15:00 \n", "105228 0.7695 0.0 2018.0 1.0 1.0 2018-01-01 00:30:00 \n", "105229 0.7786 0.0 2018.0 1.0 1.0 2018-01-01 00:45:00 \n", "105230 0.7819 0.0 2018.0 1.0 1.0 2018-01-01 01:00:00 \n", "... ... ... ... ... ... ... ... \n", "140261 0.4269 0.0 2018.0 12.0 31.0 2018-12-31 22:45:00 \n", "140262 0.4327 0.0 2018.0 12.0 31.0 2018-12-31 23:00:00 \n", "140263 0.4496 0.0 2018.0 12.0 31.0 2018-12-31 23:15:00 \n", "140264 0.4661 0.0 2018.0 12.0 31.0 2018-12-31 23:30:00 \n", "140265 0.4725 0.0 2018.0 12.0 31.0 2018-12-31 23:45:00 \n", "\n", "[35040 rows x 12 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_2018 = data.loc[data[\"year\"]==2018]\n", "data_2018" ] }, { "cell_type": "markdown", "id": "22ef5b0d", "metadata": {}, "source": [ "Let's plot the data!" ] }, { "cell_type": "code", "execution_count": 12, "id": "89e54a78", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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wind...demand
time00:00:0000:15:0000:30:0000:45:0001:00:0001:15:0001:30:0001:45:0002:00:0002:15:00...21:30:0021:45:0022:00:0022:15:0022:30:0022:45:0023:00:0023:15:0023:30:0023:45:00
date
2018-01-010.75910.76570.77780.78680.79050.79440.78780.78790.80480.8140...46478.6945942.6344647.5343989.3943253.1542349.2141847.2941035.7640468.8139888.47
2018-01-020.39440.39490.39340.38930.38600.37890.37870.37640.37460.3820...55288.7754139.1352994.3752260.9651553.5050760.9949669.2948879.5848385.5648135.47
2018-01-030.75400.76640.77650.78280.79640.80930.81390.81960.84010.8575...58552.2957078.4056366.5254982.1753792.9753022.5651850.5150745.7750515.6850007.18
2018-01-040.92710.92250.91510.90470.89460.88880.88580.88910.87500.8649...58703.7157711.9856356.3254915.7253810.3552766.4151180.2750716.5050414.6949777.30
2018-01-050.83250.84600.85620.85830.86420.87570.87870.87560.87850.8688...54919.6153992.1053354.6452324.0051190.1350188.7049513.3548611.4847778.1347068.07
..................................................................
2018-12-270.28800.28950.28930.28510.28100.28320.28290.28110.28010.2830...51086.4450447.1649853.2448937.9348349.5847566.1246844.4446551.3045754.9045444.12
2018-12-280.21670.21530.21400.21040.20540.19870.19290.18930.18840.1903...51858.2851319.5950177.7449299.7548571.0048252.6147561.5746780.7046148.5745683.72
2018-12-290.23180.23600.24100.24930.25060.25010.24780.24580.24430.2473...50810.9449663.6348975.7948488.6547807.1546856.6545599.0044935.0144482.1744129.05
2018-12-300.68810.68830.69110.68950.68680.68420.67940.67950.67680.6784...47754.4847219.0246749.3145982.7445051.0844264.4643705.5643265.0342591.1242039.58
2018-12-310.17270.16820.16310.15770.15260.14870.14770.14750.14290.1371...47266.0646876.1046212.7945931.4445502.0744899.6943168.1543151.5742827.2242758.72
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365 rows × 288 columns

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" ], "text/plain": [ " wind \\\n", "time 00:00:00 00:15:00 00:30:00 00:45:00 01:00:00 01:15:00 01:30:00 \n", "date \n", "2018-01-01 0.7591 0.7657 0.7778 0.7868 0.7905 0.7944 0.7878 \n", "2018-01-02 0.3944 0.3949 0.3934 0.3893 0.3860 0.3789 0.3787 \n", "2018-01-03 0.7540 0.7664 0.7765 0.7828 0.7964 0.8093 0.8139 \n", "2018-01-04 0.9271 0.9225 0.9151 0.9047 0.8946 0.8888 0.8858 \n", "2018-01-05 0.8325 0.8460 0.8562 0.8583 0.8642 0.8757 0.8787 \n", "... ... ... ... ... ... ... ... \n", "2018-12-27 0.2880 0.2895 0.2893 0.2851 0.2810 0.2832 0.2829 \n", "2018-12-28 0.2167 0.2153 0.2140 0.2104 0.2054 0.1987 0.1929 \n", "2018-12-29 0.2318 0.2360 0.2410 0.2493 0.2506 0.2501 0.2478 \n", "2018-12-30 0.6881 0.6883 0.6911 0.6895 0.6868 0.6842 0.6794 \n", "2018-12-31 0.1727 0.1682 0.1631 0.1577 0.1526 0.1487 0.1477 \n", "\n", " ... demand \\\n", "time 01:45:00 02:00:00 02:15:00 ... 21:30:00 21:45:00 22:00:00 \n", "date ... \n", "2018-01-01 0.7879 0.8048 0.8140 ... 46478.69 45942.63 44647.53 \n", "2018-01-02 0.3764 0.3746 0.3820 ... 55288.77 54139.13 52994.37 \n", "2018-01-03 0.8196 0.8401 0.8575 ... 58552.29 57078.40 56366.52 \n", "2018-01-04 0.8891 0.8750 0.8649 ... 58703.71 57711.98 56356.32 \n", "2018-01-05 0.8756 0.8785 0.8688 ... 54919.61 53992.10 53354.64 \n", "... ... ... ... ... ... ... ... \n", "2018-12-27 0.2811 0.2801 0.2830 ... 51086.44 50447.16 49853.24 \n", "2018-12-28 0.1893 0.1884 0.1903 ... 51858.28 51319.59 50177.74 \n", "2018-12-29 0.2458 0.2443 0.2473 ... 50810.94 49663.63 48975.79 \n", "2018-12-30 0.6795 0.6768 0.6784 ... 47754.48 47219.02 46749.31 \n", "2018-12-31 0.1475 0.1429 0.1371 ... 47266.06 46876.10 46212.79 \n", "\n", " \\\n", "time 22:15:00 22:30:00 22:45:00 23:00:00 23:15:00 23:30:00 \n", "date \n", "2018-01-01 43989.39 43253.15 42349.21 41847.29 41035.76 40468.81 \n", "2018-01-02 52260.96 51553.50 50760.99 49669.29 48879.58 48385.56 \n", "2018-01-03 54982.17 53792.97 53022.56 51850.51 50745.77 50515.68 \n", "2018-01-04 54915.72 53810.35 52766.41 51180.27 50716.50 50414.69 \n", "2018-01-05 52324.00 51190.13 50188.70 49513.35 48611.48 47778.13 \n", "... ... ... ... ... ... ... \n", "2018-12-27 48937.93 48349.58 47566.12 46844.44 46551.30 45754.90 \n", "2018-12-28 49299.75 48571.00 48252.61 47561.57 46780.70 46148.57 \n", "2018-12-29 48488.65 47807.15 46856.65 45599.00 44935.01 44482.17 \n", "2018-12-30 45982.74 45051.08 44264.46 43705.56 43265.03 42591.12 \n", "2018-12-31 45931.44 45502.07 44899.69 43168.15 43151.57 42827.22 \n", "\n", " \n", "time 23:45:00 \n", "date \n", "2018-01-01 39888.47 \n", "2018-01-02 48135.47 \n", "2018-01-03 50007.18 \n", "2018-01-04 49777.30 \n", "2018-01-05 47068.07 \n", "... ... \n", "2018-12-27 45444.12 \n", "2018-12-28 45683.72 \n", "2018-12-29 44129.05 \n", "2018-12-30 42039.58 \n", "2018-12-31 42758.72 \n", "\n", "[365 rows x 288 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_2018_pivot = data_2018.pivot(index=[\"date\"], columns=[\"time\"], values=[\"wind\",\"solar\",\"demand\"])\n", "data_2018_pivot" ] }, { "cell_type": "code", "execution_count": 13, "id": "ce47d3f8", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, (ax1, ax2, ax3) = plt.subplots(1,3)\n", "\n", "for i, row in data_2018_pivot.iterrows():\n", " ax1.plot(row[\"wind\"].values, lw=0.2, alpha=0.5, color=plt.get_cmap(\"Blues\")(np.random.rand(1))) \n", " ax2.plot(row[\"solar\"].values, lw=0.2, alpha=0.5, color=plt.get_cmap(\"YlOrBr\")(np.random.rand(1)*0.5))\n", " ax3.plot(row[\"demand\"].values, lw=0.2, alpha=0.5, color=plt.get_cmap(\"Greys\")(np.random.rand(1)))\n", " \n", "ax1.set_xticks([0, 23, 47, 71, 95], labels=[\"0:00\", \"6:00\", \"12:00\", \"18:00\", \"24:00\"])\n", "ax2.set_xticks([0, 23, 47, 71, 95], labels=[\"0:00\", \"6:00\", \"12:00\", \"18:00\", \"24:00\"])\n", "ax3.set_xticks([0, 23, 47, 71, 95], labels=[\"0:00\", \"6:00\", \"12:00\", \"18:00\", \"24:00\"])\n", "\n", "ax1.set_ylim([0,1])\n", "ax2.set_ylim([0,1])\n", "\n", "ax1.set_xlim([0,95])\n", "ax2.set_xlim([0,95])\n", "ax3.set_xlim([0,95])\n", "\n", "ax1.set_ylabel(\"wind capacity factor\")\n", "ax2.set_ylabel(\"solar capacity factor\")\n", "ax3.set_ylabel(\"power demand / MW\")\n", "\n", "plt.subplots_adjust(wspace=0.4)\n", "\n", "f.set_size_inches([10,4])" ] }, { "cell_type": "markdown", "id": "8d192cc4", "metadata": {}, "source": [ "Clearly, there is significant variation in the data. Further, the solar and demand profiles have their characteristic shapes. The variation needs to be represented in energy systems models. But how do we choose which days to use as representatives? Here, we use clustering to determine the representatives." ] }, { "cell_type": "markdown", "id": "e038ba05", "metadata": {}, "source": [ "### Clustering on time series data" ] }, { "cell_type": "code", "execution_count": 14, "id": "0017d594", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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02018-01-010.0
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350362018-12-310.0
350372018-12-310.0
350382018-12-310.0
350392018-12-310.0
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35040 rows × 2 columns

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" ], "text/plain": [ " date value\n", "0 2018-01-01 0.0\n", "1 2018-01-01 0.0\n", "2 2018-01-01 0.0\n", "3 2018-01-01 0.0\n", "4 2018-01-01 0.0\n", "... ... ...\n", "35035 2018-12-31 0.0\n", "35036 2018-12-31 0.0\n", "35037 2018-12-31 0.0\n", "35038 2018-12-31 0.0\n", "35039 2018-12-31 0.0\n", "\n", "[35040 rows x 2 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wind_data = data_2018[[\"date\", \"utc_timestamp\",\"wind\"]].melt(id_vars=\"date\", value_vars=\"wind\").drop(\"variable\", axis=1)\n", "solar_data = data_2018[[\"date\", \"utc_timestamp\",\"solar\"]].melt(id_vars=\"date\", value_vars=\"solar\").drop(\"variable\", axis=1)\n", "demand_data = data_2018[[\"date\", \"utc_timestamp\",\"demand\"]].melt(id_vars=\"date\", value_vars=\"demand\").drop(\"variable\", axis=1)\n", "\n", "solar_data" ] }, { "cell_type": "markdown", "id": "0acfbb65", "metadata": {}, "source": [ "Now we scale the data. Then, for each day we concatenate the three profiles together to one vector:" ] }, { "cell_type": "code", "execution_count": 15, "id": "ac1247a1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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..................................................................
283-1.475803-0.625654-0.397085-0.422973-0.683493-1.121168-0.848942-0.265237-0.258524-0.357837...-1.148783-1.411650-1.322191-1.322631-1.187623-0.948548-0.879167-1.020252-1.282236-1.218035
284-1.526531-0.735988-0.515540-0.583279-0.751749-1.216521-0.938565-0.348816-0.341451-0.469038...-1.242857-1.516934-1.408817-1.348442-1.202761-1.021486-0.949008-1.147358-1.338722-1.393036
285-1.608549-0.815802-0.627192-0.630151-0.842898-1.316239-0.989404-0.434623-0.429332-0.539963...-1.328017-1.597543-1.452584-1.380525-1.243085-1.051113-1.027928-1.214466-1.383245-1.394712
286-1.665849-0.865730-0.650447-0.660653-0.927121-1.382748-1.034007-0.494846-0.527067-0.600682...-1.379236-1.652659-1.478876-1.426316-1.306153-1.131602-1.091815-1.260232-1.451354-1.427492
287-1.724502-0.891006-0.701839-0.725072-0.998885-1.429415-1.058536-0.518866-0.572704-0.671999...-1.439154-1.702917-1.527665-1.469805-1.352079-1.163012-1.138796-1.295921-1.507097-1.434416
\n", "

288 rows × 365 columns

\n", "
" ], "text/plain": [ " 2018-01-01 2018-01-02 2018-01-03 2018-01-04 2018-01-05 2018-01-06 \\\n", "0 2.460270 0.623795 2.434588 3.306246 2.829881 0.218935 \n", "1 2.493504 0.626313 2.497029 3.283083 2.897861 0.221453 \n", "2 2.554435 0.618760 2.547889 3.245819 2.949224 0.225985 \n", "3 2.599755 0.598114 2.579613 3.193449 2.959799 0.190232 \n", "4 2.618387 0.581496 2.648097 3.142590 2.989509 0.203325 \n", ".. ... ... ... ... ... ... \n", "283 -1.475803 -0.625654 -0.397085 -0.422973 -0.683493 -1.121168 \n", "284 -1.526531 -0.735988 -0.515540 -0.583279 -0.751749 -1.216521 \n", "285 -1.608549 -0.815802 -0.627192 -0.630151 -0.842898 -1.316239 \n", "286 -1.665849 -0.865730 -0.650447 -0.660653 -0.927121 -1.382748 \n", "287 -1.724502 -0.891006 -0.701839 -0.725072 -0.998885 -1.429415 \n", "\n", " 2018-01-07 2018-01-08 2018-01-09 2018-01-10 ... 2018-12-22 \\\n", "0 0.306050 0.697315 2.146050 -0.136577 ... 2.501058 \n", "1 0.335257 0.710407 2.127922 -0.141612 ... 2.491490 \n", "2 0.358420 0.712421 2.122886 -0.170315 ... 2.431567 \n", "3 0.405251 0.733067 2.122383 -0.184415 ... 2.357544 \n", "4 0.439493 0.749685 2.141014 -0.191968 ... 2.272946 \n", ".. ... ... ... ... ... ... \n", "283 -0.848942 -0.265237 -0.258524 -0.357837 ... -1.148783 \n", "284 -0.938565 -0.348816 -0.341451 -0.469038 ... -1.242857 \n", "285 -0.989404 -0.434623 -0.429332 -0.539963 ... -1.328017 \n", "286 -1.034007 -0.494846 -0.527067 -0.600682 ... -1.379236 \n", "287 -1.058536 -0.518866 -0.572704 -0.671999 ... -1.439154 \n", "\n", " 2018-12-23 2018-12-24 2018-12-25 2018-12-26 2018-12-27 2018-12-28 \\\n", "0 0.691776 0.274830 0.636888 1.140949 0.088010 -0.271026 \n", "1 0.686236 0.339789 0.633363 1.139438 0.095563 -0.278076 \n", "2 0.618256 0.332235 0.646455 1.144977 0.094556 -0.284623 \n", "3 0.574447 0.325689 0.661562 1.138935 0.073407 -0.302751 \n", "4 0.564879 0.337775 0.660051 1.123828 0.052761 -0.327928 \n", ".. ... ... ... ... ... ... \n", "283 -1.411650 -1.322191 -1.322631 -1.187623 -0.948548 -0.879167 \n", "284 -1.516934 -1.408817 -1.348442 -1.202761 -1.021486 -0.949008 \n", "285 -1.597543 -1.452584 -1.380525 -1.243085 -1.051113 -1.027928 \n", "286 -1.652659 -1.478876 -1.426316 -1.306153 -1.131602 -1.091815 \n", "287 -1.702917 -1.527665 -1.469805 -1.352079 -1.163012 -1.138796 \n", "\n", " 2018-12-29 2018-12-30 2018-12-31 \n", "0 -0.194989 2.102744 -0.492592 \n", "1 -0.173840 2.103751 -0.515252 \n", "2 -0.148662 2.117851 -0.540933 \n", "3 -0.106867 2.109794 -0.568125 \n", "4 -0.100320 2.096198 -0.593807 \n", ".. ... ... ... \n", "283 -1.020252 -1.282236 -1.218035 \n", "284 -1.147358 -1.338722 -1.393036 \n", "285 -1.214466 -1.383245 -1.394712 \n", "286 -1.260232 -1.451354 -1.427492 \n", "287 -1.295921 -1.507097 -1.434416 \n", "\n", "[288 rows x 365 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.preprocessing import StandardScaler\n", "\n", "wind_scaler = StandardScaler()\n", "wind_scaled = pd.DataFrame(columns=[\"date\",\"value\"])\n", "wind_scaled[\"date\"] = wind_data[\"date\"]\n", "wind_scaled[\"value\"] = wind_scaler.fit_transform(np.array(wind_data[\"value\"]).reshape(-1, 1))\n", "\n", "solar_scaler = StandardScaler()\n", "solar_scaled = pd.DataFrame(columns=[\"date\",\"value\"])\n", "solar_scaled[\"date\"] = solar_data[\"date\"]\n", "solar_scaled[\"value\"] = solar_scaler.fit_transform(np.array(solar_data[\"value\"]).reshape(-1, 1))\n", "\n", "demand_scaler = StandardScaler()\n", "demand_scaled = pd.DataFrame(columns=[\"date\",\"value\"])\n", "demand_scaled[\"date\"] = demand_data[\"date\"]\n", "demand_scaled[\"value\"] = demand_scaler.fit_transform(np.array(demand_data[\"value\"]).reshape(-1, 1))\n", "\n", "input_data = pd.DataFrame() \n", "\n", "for day in wind_data[\"date\"].drop_duplicates():\n", " wind = wind_scaled.loc[wind_scaled[\"date\"]==day][\"value\"].values\n", " solar = solar_scaled.loc[solar_scaled[\"date\"]==day][\"value\"].values\n", " demand = demand_scaled.loc[demand_scaled[\"date\"]==day][\"value\"].values\n", " \n", " day_series = np.concatenate([wind, solar, demand])\n", " \n", " input_data[day] = day_series \n", "\n", "input_data" ] }, { "cell_type": "code", "execution_count": 16, "id": "9d236a6d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(365, 288)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "input_array = np.array(input_data).T\n", "input_array.shape" ] }, { "cell_type": "markdown", "id": "e2977e43", "metadata": {}, "source": [ "Now we perform the actual clustering on the complete wind-solar-demand profiles:" ] }, { "cell_type": "code", "execution_count": 17, "id": "73146afb", "metadata": {}, "outputs": [], "source": [ "kmeans = KMeans(n_clusters=10, random_state=0, n_init=10).fit(input_array)\n", "profiles_labels = kmeans.labels_\n", "profiles_clusters = kmeans.cluster_centers_" ] }, { "cell_type": "markdown", "id": "69514b3a", "metadata": {}, "source": [ "Let's see what the clusters and the centroids look like:" ] }, { "cell_type": "code", "execution_count": 18, "id": "232e292f", "metadata": {}, "outputs": [ { "data": { "image/png": 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WRCAmCIIgCIIgnLZmsx/+owBstp1CoSAcDqNSqaTt4XCYwcFBent7mZycJD09nZmZGfr7+7Hb7Wi1Wg4cOCBN01u8eDENDQ2sWrWK/v5+pqenqaysZNOmTSQnJ7N7924uuOACRkdHMZvNqFQqxsfH0ev1xMbGnvSpi16vl8nJSdasWUM4HGbbtm00NDTwhS98gYSEBEZGRjCbzcjlckZHR1m2bBl/+tOfSEhIIDExkYyMDH72s59hsVjIzs4mPT2dDRs2IJfL2bhxI5deeimbN2/myiuvPKWCz1OdCMQEQRAEQRCE09I/mor4TrOjPXK5nGAwiNfrpaenh61bt6LT6cjIyCArK4v8/HzeeOMNpqenSU9P59xzz5WCOLfbTXJyMh6PB7VajclkYuHCheTk5LB7927OOussent76erq4vHHHyc+Pp7Ozk5WrVpFdnY2drudxsZGTCYTtbW17zkq93E4fvw4FRUVRKNR9uzZw4EDB7jrrrvQarWMjo6SkpIiJS5JT0/H6/WiUCiQy+WUlpZSX1/PmjVrGBwcRKlUolKpmJ6eJhgMkpSUhNPpJDU1lfb2doqKik7KOZ0JRCAmCIIgCIIgnJY+aBAGSNMRFQoFHR0dNDY20t7ezoYNG/D5fMjlcpqbm1EqlVRXV0sjWUajEYPBIKWu7+npIRgMEg6H2blzJxUVFcTFxbF27Vp27NhBYmIia9euxel0kp6ezrJly9izZw9Go5He3l4SEhJoampi8+bNaDQa0tLSuPDCCz+2tPDhcJj+/n6WLFnCyMgI27dv5wtf+AIqlQq73U56evqc6wkwOjrKRRddRGdnJ0ePHuXKK69EpVIRjUaZnJykv7+fQCBAMBikvr6erq4uFi5cSF1dHfn5+SctwDzdiUBMEARBEARBOO28czRs9neHw0E4HGZiYoKRkRGGh4epqKigtLSUcDiMXC5nZGSEQ4cOEQwGufnmm6UALRwOU1BQQGxsLAqFYk5mQTgR0IyMjODxeGhtbWVwcBCXy8Xx48elQGz9+vW0t7fT3t5Oamoq4XBYGok7fPgwZWVl5OXlsWrVKhQKBQ6Hg7q6Op599lnS0tIoLS0lPz9/zjq1f1Vra6s0SnXkyBHKysowGo04HA5pTddsMBuNRgmFQgwMDLBq1SoyMzPZuHEjO3bskEbEPB4PkUiEpKQkwuEwd9xxB48//jgjIyOo1Wr27t3LqlWrPrL+n8lEICYIgiAIgiCcdt6ZWCMcDtPS0kJ/fz9dXV14vV5SU1OxWq0888wzrFixggULFjA4OEh9fT3BYJDzzjuPhISEOUWYnU4nWq2WcDjMwYMH8fv9uN1uPB4PGo0GtVpNcnIyo6OjrF27ltraWmQyGbt27eLll1+mtraWqqoqcnJy6O/v58033yQQCFBbW4tSqcTr9XLkyBFMJhMJCQnk5eWxbt06AoEAixcvZmhoiOeee+4jK5wcjUZpbm7msssuY2BggI6ODq688kocDgexsbFSsAkwMzODz+ejr69Pmm44Pj5OVVUVb731Fvv27SMtLY3i4mJcLhfhcJhoNEpCQgIrV66UUtkfPnyYjIwMsrOz/+X+n+lEICYIgiAIgiCcVmYzJPp8Pvbt28fWrVulwOaiiy4iOztbCq5qa2t54oknOHDgALGxsVgsFpYtW0ZmZqbUJhwOs2fPHhITE8nKyqKhoQGDwYDZbMbv91NeXk5sbCyDg4N0dHTg8/kwm80MDAwQDAbJysoiJSWF7du3s3v3bjQaDTMzM1RWVpKQkEBzczMxMTGYzWY8Hg8ej4f6+noA0tLSOOuss3jzzTe5/PLLsVqt9Pb2YrFYGBsbo76+HqfTyfLlyz9UivhoNMqOHTsoLCxEoVDQ2tpKXFwcJpOJSCSCRqMBIBgMMjU1hd1uZ2xsjObmZoqKigiFQtTV1WE2m1m0aJGU7n7r1q2EQiEAUlNTOXbsGDfddBMdHR3YbDZqa2t56aWXuOmmm4iPj/8o/+xnHFl0drz1E8LpdBIbG4vD4cBkMs13dwThlCbul4+GuI6C8MGJ++Vfd6Zfw9mCzS6Xi1dffRWZTEZNTQ0FBQXAicBiYmKCmJgYjEYjcGK0x+l0YjKZGBsbIy4uTlr3NTMzw/bt20lLS0OpVNLT00NcXBxarZZoNEpZWRmRSIQdO3bgcrmora3l8OHDXHXVVUxMTDA9Pc3U1BR6vZ709HT6+/uZmJggPz8fv9+PQqEgLS2NoaEhent7cTqdAGRlZUnHCQQCDA8P09raitVq5dChQyQmJmIwGCgpKUGn03Hw4EG8Xi9arRa5XM655577vqNm0WiU7du3ExcXR2VlJb29vbz99ttkZ2eTl5dHeno6oVCI3t5euru7UavVdHR0kJ+fz/79+9FqtQSDQa699lr6+/vp7e0lPT2dkpIS2traMBgMjI2NYbfbmZqaIiEhgUsvvZRnn32WlJQU+vv7kclk3HrrrSfnQ/EvmM/7RYyICYIgCIIgCKeN2dGwvXv3kp2dTSgUkoIwu92Oy+UiKSkJl8uFx+PBZDIhk8kIBAJMTU1htVoZHR2lra2NQCCA3+8nJSUFl8uFyWTCarUSjUZxuVxYrVaam5vp7++nqKiI/Px8nn76acbHx/njH/+I1Wpl0aJFxMXFcejQIUKhEFarFaVSSVdXFwqFgpmZGQ4ePEhcXBxlZWXo9Xp6eno4cuQIcrmcI0eOcNZZZxETE0NaWhoDAwNotVquv/56dDqdNGpXVFTEzMwMgUCAiYkJnn/+eS644II5I3t2u53jx49js9koLS1lwYIFBAIBKYlIZmYmsbGxTExM0NnZSUpKCtXV1Rw8eJDLL78cv9+Py+VibGwMq9XKwMAAPp+PzMxMFixYwMjICHK5nMzMTAoLCxkdHWX//v34/X4OHjzIhRdeyJ49ezjrrLN45JFHGBoaIi0tbd4+K6c6EYgJgiAIgiAIp41oNMrU1BSTk5OoVCopMYTb7cbn8xEbG8vAwADDw8MMDAxQWFhIZmYm09PTtLe3o9FosFqtTExMEBcXR0ZGBl6vF7PZjFqtxmg00tXVRUNDA6Ojo6SmppKUlMThw4d5+OGH0Wg05OTk4PV6aWtro7u7m/PPP5+zzjqLPXv2MDk5CYDL5SIjI4PY2FgAfD4fBw4coKqqipqaGnJycti0aRMHDx6U1l7p9XqsVisjIyMolcp3ZYPUarVotVpMJhM33HADf/3rX4mJicFqteJ2u5HJZFRVVbFq1Spp5PDw4cNYLBYpM6TNZmNmZoaamhomJibo6uoiLy+P+Ph4tm7dytTUFPn5+RQXF9PU1ERZWRlut5vnn38ep9PJihUrUCgUhEIhcnJy6OrqYnx8nOPHj1NbW0tsbCxqtZq8vDx27NjBjTfeeHI/IKcRMTVREIT3Je6Xj4a4joLwwYn75V93Jl/D2eDi6aefJjU1ldzcXEwmE6+88gqhUAiz2YzBYMBisZCQkIDRaGTLli2YzWays7NJS0uju7ub3bt3k5GRQSQSwW63Mzw8TGJiImazmfHxcUZHR9Hr9WRnZ0u1swBMJhMFBQUkJCSg1Wrxer20trbS1NREdnY2y5Yto6CgQBoJ6+vrIz8/n/r6ehYtWsTIyAh79+6lqKiIkpISlEolTz31FJ2dndxwww3k5uYSjUbZv38/WVlZpKamSuc+W+frb7NFzqaTD4fDVFdXI5PJiEQiAPT29lJXV0diYiKJiYnExMQQCARYsGAB09PTzMzM0NTUxJo1a1CpVDz++OOEw2EuvfRS4uPjOXToEOPj4yxYsIBIJEJ7ezsul4vx8XHy8vJYsGABJpOJ7du3MzIyQlpaGhdccAHPPPMMRUVFbNq0ia997WvSFNFT0XzeLx9dbkxBEARBEITT1Gxyh7/9ufvuu4ETa4zuvvtuEhISiImJ4corr2R0dHTOMfr7+7nwwgvR6/VYLBa+/vWvS0kNZr311ltUVVWh0WjIz8/niSeeeFdffv3rX5OdnY1Wq2XJkiXU1dV9bOd9uolGo3R2dhIMBjEajaSlpbFt2zaWLFnCTTfdxLp166TgQKvVYjabpWQZo6OjPPPMMxw6dIiqqipMJpOUuCIvL4/k5GRaWlo4cuQIBoOBpUuXEhcXRyAQwGw2k5ubS01NDXK5XApK6urq0Gq1Unr4AwcO8NRTTzE8PIxCocBqtdLQ0IDD4WBgYIBoNEp+fj69vb1s27aN0dFRbrjhBkpKSvjrX//KU089xZtvvonP52NoaEiahvnO7JCA1AeAxMREqqqqKC4uZnp6mkgkQigU4tChQ4yOjpKcnMz09DR6vZ6JiQmKi4uBE5/p+vp6qqurUSqVjI+Po1AoiEajxMfHMzQ0hEajIT09nd7eXlpbW4lGo1RUVFBcXMz4+DhdXV2MjIwQHx9PfHw8jY2NTE5OUl1dTSgUQqfTcejQoXn4pJwexNREQRAEQRA+8Q4ePCh9yQVobGxk/fr1XH311QB85StfYfPmzTz77LPExsbyhS98gSuuuII9e/YAJ74gX3jhhSQnJ7N3715GRka4+eabUalU/OQnPwGgp6eHCy+8kDvvvJM///nPbNu2jVtvvZWUlBQ2bNgAwDPPPMO9997Lo48+ypIlS3jooYfYsGEDbW1tH1vB39NFNBrF6XSyZ88eUlNTqaioYPfu3eTk5EjJMGZTz9tsNurq6hgdHcVgMHDBBRfQ1tbGWWedJSWYmJ2mOFvkeXp6mpSUFJYsWYJWq0WtVjMzM8PnPvc5XnnlFbRaLePj4xQXF9Pa2kpqaiorV66Usg12dHSQkpLC5OQkL730Eunp6VJykJKSEuLi4hgfH6e1tZWZmRksFgstLS2MjY1x3nnn8corr5CTk0NcXBz19fXs3LmToaEh4uLimJqaIjU1lYyMDJKSkggEAsTExBAKhXA6nXi9XimodLvdHD9+HL1eL32m8/LyGBsbY9GiRSgUCoLBIDabjYyMDKldU1OTdN6zCUc0Gg3l5eUcOXKEuLg4EhIScLvdjIyMMDk5ydTUlHR8mUxGX18fTz75JHfffTdvvPEGCQkJNDY2snLlSlQq1Xx+fE5JYmqiIAjvS9wvHw1xHQXhgztV7pd77rmHTZs20dHRgdPpJCkpiaeeeoqrrroKOFEkt6SkhH379rF06VJee+01LrroIoaHh7FarQA8+uij3HfffYyPj6NWq7nvvvvYvHkzjY2N0vtcd9112O12tmzZAsCSJUuora3l4YcfBk7UysrIyOCLX/wi3/zmNz9Q30+Va/hRczqdDA0NcfToUc466yxkMhmHDx9m8eLFTE9PExsby/Hjx3G73fT09KBWq0lLSyMxMRGHw0FWVhaDg4N0d3cTDAa55ZZbpGyHk5OTNDU1YTabWbx4MTKZjPHxcWQyGR6Ph8nJSSYmJrjkkkvYunWrtG6qra1Nmio4OTnJOeecQ0JCAg0NDfT19RETE4NWqyU+Ph6/34/dbqeoqIje3l6CwSB+v5+CggKUSiVms5mtW7diNBo577zzePbZZ1m/fj1Wq5VQKERDQwPRaJTGxkYcDge5ubkUFxdLwdPg4CAymYzBwUF0Oh1xcXHSOq3U1FRSU1PJyckBwOFwsGfPHtauXQucGB3buXMnkUiEsrIywuEwbreb5ORkXC6XlKWyqqqKuro6KfB6+eWXGRgYkMoBDA4OsmfPHkpKSjj//PN57rnn8Pv9LF++nMrKyvn8+LwvMTVREARBEAThFBEIBHjyySf57Gc/K33ZDwaDrFu3TmpTXFxMZmYm+/btA2Dfvn2Ul5dLQRjAhg0bcDqdNDU1SW3eeYzZNrPHCAQCHD58eE4buVzOunXrpDafZF6vl+bmZiwWC8nJyezfv5/8/Hy8Xi/x8fHs3r2bzs5Ojh07Rnx8PPn5+ajVapqampDL5TQ1NdHY2Eg0GiUxMZHHHnuMQ4cOsXfvXvr6+igsLCQvL4+dO3eyZcsWjh8/zksvvcTFF1/MLbfcQlJSEn/84x+l7S+++CL//d//jcFgIBwOk5qayjPPPIPb7WbNmjXccMMNpKSk4HA4sNlsaLVajEYjAwMDVFRUSIk4Ojs7gRNB9+WXX040GuWXv/wlBw4c4JlnnuGRRx7hd7/7HU1NTfT09LB69Wo+//nPo1araWhowG63S0lKbDYbAwMDUgD5/PPPk56ejkajmVNgeXh4mKSkJCKRCBMTEzgcDqmYs8lkIiYmBoVCgVwux+12o1arUalUOJ1OBgcHkcvlhEIhrrjiCimpR319PZmZmVRXV3P06FH27t1LdXU1LpeL+vp6aSql8H/E1ERBEARBEIR32LhxI3a7nVtuuQUAm82GWq3GbDbPaWe1WrHZbFKbdwZhs/tn9/29Nk6nE5/Px/T0NOFw+D3btLa2vm9//X4/fr9f+n22TtWZZLbosE6nIzMzk4GBAcLhMCaTiZmZGfbs2SMVTb7zzjuJj4/H5XLhdDpJSUnh7bffJhAIoFAopOLLa9eupb6+nlAoREJCApOTkzz88MOYTCb+8pe/oFAopGBJJpNx8803vyuLIcCdd94JQE1NDV/84hd58cUXiYuLo6ioiOzsbJYsWcL09DQjIyPExsbS2trKyy+/zMqVKxkZGWFkZITGxkaKi4vp7OykoKCA7Oxsjh49SllZGXl5eWi1Wux2O11dXRw7doz9+/dzwQUXMDQ0RCAQQKlUSkWm77zzTvr7+zl8+DCpqam43W7Wrl0r9T0SiTAyMkJVVRVerxeNRkNLSwsajYasrCymp6fRaDTEx8czPDxMYWEhExMTZGRkcOjQISorK6XkG9u3bycvL49IJMLMzAx1dXWsXLmScDjM22+/zT333EM4HEar1dLV1SWVGRBOEIGYIAiCIAjCO/z+97/n/PPPn5Ox7lT205/+lO9///vz3Y2PlcfjkUaVMjMz+fOf/8yaNWsIBAKMjo5SV1dHTk4Ol156KU6nk61btzI5OYnNZsNisZCeno5CoSAvLw+DwYBGo5HWbg0ODrJp0ya2bt3K0NAQMpkMlUrF7Oqd2YQZ7xWEvdOhQ4f4+te/zgsvvMDQ0BCDg4NkZmZKyT58Ph+bNm2ioqICjUbDn//8Z6699lqCwSAOh4Pm5mYKCwsJhUJEIhF0Oh2jo6OYTCY0Gg3JyclkZmYSCoUYGRlh06ZNXHrppbjdbgYHB1EoFCxfvhy5XM7Ro0dJS0ujpqYGjUYzp+92u51wOIxCocDtdpOSksLU1BRGo1HKDjk8PEwwGJQyO3o8HhISEohEIuTn5xONRnnttddYsGABsbGxNDc3k5SUxOjoKE1NTZSUlDA0NMRTTz1Feno6MpmMY8eOiUDsb4hATBAEQRAE4f/r6+vjzTff5IUXXpC2JScnEwgEsNvtc0bFZjPSzbb52+yGs1kV39nmbzMtzn7R1ul0UtKI92oze4z3cv/993PvvfdKvzudTjIyMj7EWZ/6Ztdp5eXl0dHRgdFoRKvVotFoeO2116TCxE899RSDg4MkJiaiUqnIyMggJSWF7Oxs5HI5VquVuLg4aQrjd7/7XSKRiBRozWYnBMjJyeGpp55Cq9XyzDPPEBMTg06n4+yzz0av1+NwOKTMgNXV1QCMjY2xcuVKjh07hk6nY8uWLZSXl2Oz2RgcHOSqq64iMTGRYDBIfHw8b775JuvWrcPr9eL3+4lEItLIX2pqKjt27KC3t5fKykqCwSAzMzN0dXUxMDCASqVi48aNpKenExMTw4IFC1AoFOzbt4+CggIWLVr0nsFjV1cXWVlZUvA1PDxMKBSivr6ewsJCaaqjUqnE4XBgMBioqanB5/ORkZGBz+ejra2NoqIi6XN2+eWX8/Of/5xLL72UgwcPYrFYyM/Pp6WlBY/Hg8vlIjU1lbGxsU980pl3EmvEBEEQBEEQ/r/HH38ci8XChRdeKG2rrq5GpVKxbds2aVtbWxv9/f0sW7YMgGXLltHQ0MDY2JjUZuvWrZhMJkpLS6U27zzGbJvZY6jVaqqrq+e0iUQibNu2TWrzXjQajZSKffbnTBIKhXC73QQCAbKzs9m9ezdlZWUkJSXxv//7v6jVanJycjhy5AjZ2dmsWbOGgoIC0tLSyMvLw263k5iYSGZmJj6fjwsvvJCLLrqI7373u8CJdXjvDFgefvhhHnnkER577DEaGhp46qmniEaj2Gw2zj33XEKhEJ2dnVKwMjk5ycaNGwGkUbSKigouueQS+vr6GB0dJT8/n6uuugqlUsn09DRKpZKqqiosFgt+v5+cnBwSExNpa2sjEAhgMBgIBoNUVVVJyT2OHj1KZ2cnaWlpXHnllaxfv56pqSkUCgV6vZ6XX36Zw4cP4/F45qxBeye/38/ExAR6vR61Wk1sbCz19fX09/eTmZlJbm4uer2e4uJiysvLsVgsBINBOjs76enpITY2FplMhtfrJTs7G7vdjsvlwmAwcMstt7Bt2zaKi4tpb28nJiaGtLQ03G43fX19JCYmcvz48Y//A3MaESNigiAIgiAInAh6Hn/8cT796U9LU7QAYmNj+dznPse9995LfHw8JpOJL37xiyxbtoylS5cCcO6551JaWspNN93Ez372M2w2G//+7//O3XffjUajAU6sJXr44Yf5xje+wWc/+1m2b9/OX//6VzZv3iy917333sunP/1pampqWLx4MQ899BAej4fPfOYzJ/dinEKcTifj4+PEx8czMTFBNBpFq9Xypz/9CbfbTW5uLjKZjPLyctra2tBqtej1epxOJz/+8Y+lVO8/+MEPcLvd7zq+RqPhwQcfZHJyEp/Px+TkJCaTie7ubjQaDdXV1ej1eg4fPsz27dsxGAxYrVb8fj9erxefz4fH4+E3v/kNvb29/Md//IcUBD3++OM8/vjjJCQk8Lvf/Q6n04nf70en01FbW8t5550nZdwcGxsjJycHnU6H3+8nNzeX0dFRenp6sFqtxMTEkJKSglqtRqFQSMHPK6+8gs/nY2pqir1790q17/5WJBKhtbUVi8VCJBIhISGB8fFxGhsbKS8vRy6X43A4CIfDRCIRjEYjiYmJTE9P4/F4eOONN7jxxhtpaWnBYrEQCARwu91EIhGCwSBZWVkUFxdL9c/cbjcymYyUlBR6enoAmJiYIBgMilT2/9+8B2K//vWv+fnPf47NZmPRokX86le/YvHixe/b/qGHHuI3v/kN/f39JCYmctVVV/HTn/4UrVZ7EnstCMLpTDx3BEF4L2+++Sb9/f189rOffde+Bx98ELlczpVXXonf72fDhg088sgj0n6FQsGmTZu46667WLZsGQaDgU9/+tP84Ac/kNrk5OSwefNmvvKVr/DLX/6S9PR0fve730k1xACuvfZaxsfH+c53voPNZqOiooItW7a8K4HHJ0kgEKC7u5ulS5eyc+dOMjMzmZ6exuFwUFJSgtFoxGAw0NDQgMvl4sEHH3zXMb7xjW/M+V0ul/O///u/wIli3klJSfT09GA2m+nt7ZWmocpkMhITExkfH6e2tpaXXnqJQCDAqlWryM7ORqlUkpGRgU6no7+/n2g0ypYtW9i1a5dUP242tf3ll18OIAWNswWoDQYD9fX1rFmzBq1WO2ckKz09HYvFwujoKA0NDTQ1NREKhaS0+CUlJaxatYqWlhauueYaurq6eOWVV1i7dq2UUGPW5OQkg4ODFBcXExMTQzQaZffu3ZhMJgKBwJyaajk5OcjlcrRaLXK5nHA4TGFhIV1dXezdu5eqqiqGhoZYtmwZMpmM0dFRpqamOO+883jwwQdZs2YNzc3NWK1WEhMTMZvNNDU1kZ2dTXt7OwsWLPhIPyOnq3mtI/bMM89w8803zyla+Oyzz75v0cKnnnqKz372s/zhD39g+fLltLe3c8stt3DdddfxwAMPfKD3PFNrawjCx+FMvF/Ec0cQTm3ifvnXnUnXMBqN0tnZyZtvvsnatWvZvHkzlZWVdHV1YTAYMJlMKBQKxsbGeOyxx+jr6/u7x1OpVDz55JOUlZWh0Wjw+Xz09/fT0dEhrftyOBxEo1HsdjsqlYr8/HzC4TBjY2OsXbuWuLg4BgcH8Xg8lJSUAODz+bBYLIyPj7N//36Sk5OJi4ujvb2dr33ta3OyWr6TXq9n+/btPPXUU1x++eXS/4c0Gg319fW4XC5ycnKkdYTt7e0Eg0FaWlpISkpiYGCAJUuWEAwGCQaD1NbWMj4+LtUOq62txWAw4PF46O/vZ3p6mtTUVIxGI6Ojo+zcuZP09HS6urpYuHAhCQkJaDQa1q9fP6efMpmM9woZ/vKXv1BRUYFCoWB4eFgqWv36669LGS5dLhczMzO8/vrrfPWrX6W9vV2qx3cqmM/7ZV4DsQ9btPALX/gCLS0tc+ZOf/WrX+XAgQPs3r37A73nmfRwEoSP25l4v4jnjiCc2sT98q87k66h3+9n3759BAIBHA4HLpeLjIwM+vv7KSoqwm63Mz4+Lq33mlVWVsZf//pXBgcHiY+P58iRI6SlpWEwGEhOTkapVKJUKolEIvT396PT6ZicnKSvr49AIIBMJiMhIYGBgQFGR0dJSEggKyuLuLg4DAaDlNhjNiCbHU3yer2kp6djt9sZHh6WRp6WLFlCX18fGzdu5IknnpjTV41Gwy9/+UuCwSArVqxAJpPR0NBAamoqBoOB1tZW0tLSyMzMRKfTSTXCtm7dSm1tLTt27KCgoAC/349SqaS2thalUkl3d7dUA0+n09HU1CStrXO73fT39zMyMkJlZSXRaJRzzjmHTZs2vWv08IPYvn07qampDA0NkZqaynPPPSdNIYUTiWr+8Ic/cNddd9Hf38+aNWv+bgKak+kTWdD5nylauHz5cg4fPixlJeru7ubVV1/lggsueN/38fv9OJ3OOT+CIHwyieeOIAjC6cXv99Pe3k5BQQFtbW0sWrSI9vZ2kpKSqK+vx2azvSsIa2pq4oEHHmDv3r2oVCqeffZZPB4PDQ0NDA0NUV9fT1NTkxQY/c///A9PPPEE+/fvp6+vj8nJSeRyOU6nk6ysLK699loA8vLy8Hq9eDweTCYTTqcTpVLJ0qVLWbx4MQUFBSxduhSbzYZCoaCqqopwOEx9fT2bN29Gr9fzpS99iQMHDvD0009L66T8fj+f//znaW5upqGhgcHBQbKzszGbzVgsFhYtWoTH46GzsxO/3080GkWv11NbW0tLSwtLly4lEolISU12797NwMAASqWSCy+8kHPPPZfk5GQuv/xyqquryc7OJhgMEgqFSE9Px+12s3z5cp577rl3BWFtbW3cf//9AKxfv56HHnqI3bt3c/PNN89pd80119DU1ITFYmF4eJhzzjkHl8uFy+XCaDQSiURYu3YtTz/9NPn5+ezatUsUeGYe14hNTEx86KKF119/PRMTE6xcuZJoNEooFOLOO+/k3/7t3973fT4JtTUEQfhgxHNHEATh9OJ0OnG73VKa/2AwiN/vZ+fOnSxbtoyvfOUrUlu9Xs+OHTvYv3+/lD3x0KFD7N+/n5ycHK655hpKSkqIRqPU19fz/PPPMzg4SEVFBVNTU0SjUdRqNWvXrmVqagqtVktsbCxxcXEkJSVx9OhRNmzYwNTUFG1tbWg0GlQqFW+++SYZGRl4PB5kMhmZmZn09/fT2NjIZZddxsKFC+np6SE+Ph63201XVxc6nY6nnnqKhx56iD179hCJRPj973/PokWLyM/PR6vVMjk5KdXvUqlUNDQ0cOjQIUKhEEqlkpycHJKTkxkYGKC3t5e8vDxp+mBvby+pqam0tbUxOjpKKBRCr9czODiIWq1GJpMRFxdHTEwMWVlZ7Nixg+985zvStZydAimXy6msrGTbtm3S9EeHw8E999zDfffdx7Jly3A6nUxMTEj/CJmQkIDT6ZSmcFosFux2O0VFRWzZsgWlUonVauX48eNUVFSc7I/UKeW0Sl//1ltv8ZOf/IRHHnmEI0eO8MILL7B582Z++MMfvu9r7r//fmm+r8PhYGBg4CT2WBCE05147giCIMyPaDTKyMgIycnJHDp0iOzsbDZv3szIyAi1tbVzgrALLriA559/nu7ublavXk1DQwOPPvqolECltraWXbt28dJLL7F582ZaW1uJRCKsWbOG66+/nttvv52CggKWL19OKBSioKCAlJQU9Ho9LpdLSgoyNDREcnIyK1asoKamhurqaq644gpSU1MpLCwkJiaGYDDI2rVrqa2t5fe//z0ymYyYmBgaGhqYmJigvLychIQE9Ho9P/rRj6RgJBAIcPfdd0ujU9u3b2fnzp3U19cTDAZZsmQJaWlpKBQK+vv7efHFFxkaGiIQCJCXl0ckEsHv9zM1NYXdbqe3t5fx8XE8Hg9ZWVk4nU7S0tKIiYkhJiaGcDiMTqcjEAjwta99TbqWHR0daLVaFAoFk5OTBINB8vLy6OrqIjMzE5PJREJCAuFwmCNHjkivu/7662lqakKpVGI2myktLZWmUYbDYYLBIKtXr+bZZ5/FYrHQ0dGBx+M5aZ+nU9G8jYglJiZ+6KKF3/72t7npppu49dZbASgvL8fj8XD77bfzrW99a04RvlkajUZKGysIwiebeO4IgiCcPiKRCB0dHWRlZdHb28uePXuIj4+ntraWL3zhC1K722+/nfXr16PT6SgtLWXr1q34fD6qq6sZGxtDoVBw9tlno1KppOmMPT09VFVVsWLFCtra2tDr9ZSUlGAwGHA4HPT29hITE4PRaEShUBCNRmlvb5dS4SclJUnvL5PJSE9PJxQKYbVaaW5upq2tjYULFzIzMyONmFksFmQyGU6nE6PRiNFoZGxsjJ/97GfcfPPN2Gw2wuEw09PTfP3rXwdAp9Px4IMPMjY2hkajIRKJkJaWxsqVK2lubmZ6epqqqiqcTidHjhwhJyeH6elpRkZGGB4exu12U1lZyeTkJKFQiL6+Prxer7TuTKVSccUVV0jn0tLSglKpJBqNEolEqKurY+3atbhcLmJjY3G5XCQmJiKTyTAajbhcLp5++mk+9alPAXDHHXfw5JNPUlVVRXx8PMXFxYyMjGC1WvH5fKxdu5bvfve7+P1+ampqqKur4+yzzz5Jn6hTz7yNiP0zRQu9Xu+7vvQoFAqA98zkIgiC8E7iuSMIgnD68Hq9DA8PY7PZGB4eRqfTkZSUxJe+9CWpTVVVFeXl5aSkpJCdnU1dXR09PT0sX76cY8eOUVhYSFlZGVqtlqmpKaanp5mYmODaa69lyZIljI6OkpGRIY1+TUxM4PV6KSkpIT09HZ1Oh1wux2w2k5+fj9Pp5O2336axsRGn00ljYyPHjx+nqakJp9NJKBQiPz8fl8vF/v37yczMJCcnB4PBwPHjx0lLS8NsNmMymaSgRq1W88gjj3DHHXe86xr4fD7uvPNO7r//fuRyOSaTCblczsDAAGazGbVazRtvvEFfXx/5+fkMDAzQ39/P0NAQAwMD5Ofn4/f7iYuLIycnRzpuUlISg4OD3HTTTdK2np4eotEoCoWCYDDI22+/TUVFBSaTieHhYYxGI8FgkGg0SiAQQC6Xo9PpKCsrIzc3Fzjx/8WWlhYcDgfx8fHI5XKi0SjBYBCfz4fdbqe8vJxXX30VlUol1Sj7pJrXOmL/qGjhzTffTFpaGj/96U8BuPjii3nggQeorKxkyZIldHZ28u1vf5uLL75Y+mIkCILw94jnjiAIwulhdHQUtVrNnj17MBgM5Ofn8+c//1lK8pCYmMiNN96IVqtlZmaGZ599FofDgVwu509/+hNr167F6XSyZcsWhoaG0Ol0JCcnU1lZKR3fYrHgcrmIRqNSwBAKhdi9ezeTk5OkpqaSnp6O2WymuLiYnTt3AifWUNlsNmpqalCpVHg8HgYGBvD7/aSkpFBYWMj09DS9vb3I5XKMRiPnnXcer7zyCkVFRfT09JCVlcX4+Dj5+fkkJCSwdu1aCgoKiEQiRKNRnn/+eSlR1Pj4ODfccAN/+tOf8Pl8yGQyUlNTyc/PJy8vj/7+foaHh8nNzaW4uJhgMCil5a+srJTqk5nNZkZHR/nZz37G9PS0dK17enoIh8NS4LRt2zaMRiOhUIhoNEpHRwe5ublkZGSgUqnw+/3MzMxI1/7FF1+koqKCaDTKj370I5KTk1m/fj1ZWVm4XC6CwSBqtZpgMMhVV13FD37wAyYmJqisrOTw4cOsXr36JH+6Tg3zGoj9o6KF/f39c/4l+t///d+RyWT8+7//O0NDQyQlJXHxxRfz4x//eL5OQRCE04x47giCIJz6otEoXV1dqFQq7HY7JSUl+Hw+mpqapDZ33303SUlJFBUV8fTTT5OdnY3H46GiooLVq1czNTWF1+ulsLBQKr4cHx9POBxGpVIRDAYZGhqSCkK7XC4aGhrQ6/UkJSWRmppKXV0d4XAYr9dLQUEBl1xyCUePHuXQoUNSoeXU1FTMZjMJCQl4PB5cLhejo6PodDoWLlzI8ePHcTgcZGZmcs0110gJQpRKJcFgkL6+PimZx+LFi3njjTdIS0vjyiuvZPXq1fzXf/2XdM7vHMFKSkriySefJDMzk5SUFEwmE1NTU2RnZ5OYmEhGRgYFBQUMDAwwPT0tpWn/6le/Ouda9/T0AEiB2IsvvojT6WTFihVotVoOHjxIIBAgOTkZtVoNnMg4PD4+jsvlwmq1EolEOHLkiBTk3nPPPbzwwgtkZ2dz+PBh4EQylUAgQDgcJiMjg+3bt3P99dczNjaGz+dDp9N9PB+mU9i81hGbD2dSbQ1B+LiJ++WjIa6jIHxw4n75150J19Dr9fI///M/WCwW9u/fT1FREQ8//DBerxeAn//853g8HlQqFYFAgGXLlrF//35WrVpFMBjk+PHjJCYmUlFRQVxcHB6Ph0AgwMTEBImJiczMzCCXywmHwwwPD9PV1UU4HKawsBCj0YhGo5Gm/r399tvodDqKi4tJS0sDTqScf/XVV3E6nVitVpYsWUJcXJyUXTcYDOJyuaQRutltSqWShIQEaWp7QkICcrmcyclJGhoacDgcJCUlYbfbiUQiuN1u1Go1b731Fi+//PJ7Xqv777+fW2+9Fa/Xy/T0NF6vl3A4LCXc0Gq1pKSkSBkdZ8lkMlpbW6VRsMnJSfbv308kEmH9+vV4PB6amppoa2sjPT2dNWvWEB8fj8PhYPfu3aSnp2Mymeju7qaqqgr4v4QdcKLm5m233caOHTtwuVyEQiF0Oh0FBQWEQiF+9atfcc8996BWq5mammLFihUf2+fp7/nEFnSeD2fCw0kQThZxv3w0xHUUhA9O3C//ujPhGh4/fpxNmzah0+no7Oxkenqa3bt3A/Dd736XsbExMjIyGB0dJRgMYrFYWLp0qfRao9HI+vXrpULQfr+fSCSC1WpFrVbj9XrZu3cvk5OTUpIOtVqNxWJBr9ejVP7fpLFAIMBzzz1HZmYmNTU1UpHi6elpBgYG8Hq99Pb2sm7dOhITE6XXzWYxbG5uxuv1Ul1djc/nY2xsDLVaTTQaZWZmhuzsbFQqFaFQiHA4jMPhwGAwEAqF2LNnDyqVioqKCqanpzl69CgA3/ve9wiFQnOuWV9fnxRwzk6xVKlU0lTGlStXSm0LCgr41a9+hU6nk6Zl1tfXk5GRQWtrKyqVipKSEvx+P3a7HY/HQ3x8PLm5uTQ0NLBmzRr0ej1DQ0OEQiHa2tqorq5GLpfPSUm/a9cuFAoFO3bsIBKJEBcXh1arpaSkhAceeIBFixaxdOlSGhoauPDCC9Hr9R/tB+kDEIHYSXQmPJwE4WQR98tHQ1xHQfjgxP3yrzvdr6HD4eD48eO8+eabaLVaxsfH2bhxoxR4XHLJJSxcuJC2tjYcDgeXX345VquV6elp3G43DoeD5cuX09zczMzMDBaLhZycHMLhMKOjo4yNjeF2u6moqCAnJ4fBwUFiY2NJTk5GJpMBJ+pOtre3S+vRAoEAHR0dLF26lLS0NOLi4lAoFHR0dBAIBJiZmWFgYIDLLrvsXeczOTlJZ2cnwWCQ0tJSNBoNMzMzaDQaAoEAQ0NDxMXFSUFKNBrF6/VKI3g2m43Ozk4uuOACYmJi6Ojo4MiRI6xfv/4911a1t7ejUCikbI/vTNIBcOutt3L99deTm5srTcU/ePAgwWCQ3t5e8vPzyc/PZ/v27QwMDHDVVVchl8vZunUroVCIq666ilAoRGtrKxaLhampKQwGAzMzM+Tk5MwJxvLy8nj55Zd55plnMBqN0khdYWEhfX19PP/883zve9/DZrPh8/lYs2bNR/Ux+sDm836Z1zVigiAIgiAIgvBOjY2N+P1+TCYTY2NjvP3221IQdtttt0nJKHJycjjnnHNwu91SIo4dO3YQGxvL4cOHWblyJQaDgampKQYHB1GpVFitVuLj48nMzCQYDDIwMEBKSgpms5loNCoFPUajkaqqKmn0a2hoCL/fz9GjR4lGo1J6e71eL00/jEQidHd3SxkEZyUkJGCz2VCpVPT29lJSUoJCocDv9yOXy0lLS2NychKn04lGo5ESYcTFxZGZmcnExAQrVqxgz549lJWVkZCQQFlZGUePHuXxxx/nmWeeYcuWLdL7FRYWvu+1fe6557BaraSkpEhBmM1mo7e3V5qSuWjRInw+H7GxsRQXFxMIBBgZGaGgoIChoSEaGxuJRCIsX74cpVIpjfoNDQ2Rm5tLJBIhISGByclJurq6pPT+4XCYqakplEolDocDi8VCbGwsmzZt4uyzz2ZwcBCPx4PBYPioP1KnrNOqoLMgCIIgCIJw5nI4HGi1WgYGBrBYLNhsNiYmJoATqeqzs7MZHx+npaWF9PR0XC4XMpmMzs5OnnjiCQKBAImJiVx99dXodDoGBwcJhUIkJSVJI04ZGRmMjY0xNjZGXl4eZrMZv9/P7t27mZqaora2lkWLFklBGEBaWhqlpaVYrVbq6upITU0lISEBv9+PwWBgfHycaDTKzp07cbvd7zqv/Px8vF4viYmJHD16lPHxcVQqFUajEaVSiclkIikpCbPZTGpqKjk5OSgUClpaWqioqKCvr4/Vq1fT3t7O1NQU5eXlWK1WtFotl156KQ8//DAZGRnve11lMhk9PT2kpaVJ0zBnr/e2bdsIh8MArF27Fq/Xi9/vZ2hoSMooWVxcTFlZGatXr6axsVFafwYnamcWFRWRlJREe3s7Go2GN954Q3rvP/zhDyxYsIDJyUngxPo/p9NJNBrl/PPP5/jx40xMTFBSUsKePXv+xU/Q6UWMiAmCIAiCIAinhK6uLuLj4+nq6qK8vJwDBw5IiS2uuOIKjEYjTqeTtWvXUlNTg9vtprOzE6/Xy5o1a7BarWRmZtLa2kogECA2NpZIJEI4HJamBA4MDJCUlERCQgIymYyZmRkOHDjAokWLMJvN79u3rKwsUlJSaG1t5aWXXpLWnF1yySUUFRXR19fHzp07+f3vf4/BYOCiiy4iOTkZOBGsFBYW0tXVRXV1tdQPk8lERkYGOp2O6elplEoler2eUCiEQqHA7Xbj8XgoLy+nubmZ888/n+bmZvbt20dZWRmTk5OYzWasViv33HMPOTk59Pb2snTpUmQymbT+KyMjg/HxceDECB2Ay+Vi8+bNBAIBVqxYgcfjwWg0Yrfb2bp1K9nZ2XNqbEYiEZxOJ0lJSYyNjeFwOKTrpdfrMZlMDA0NEY1G0Wg0qNVqAoEA//Vf/8Utt9xCIBAgJSWFmZkZHA6HFEiq1WoaGhpYt24d0WiUwcFB0tPTP4ZP16lHjIgJgiAIgiAI8252rdVsCviWlhYpS2JqaioxMTF0dXVRUlJCcXExnZ2duFwu9Ho92dnZlJeXk5eXR3d3N+FwmOzsbHJzcykoKCAzMxOTyURycjL5+fkkJibi9/tpa2tj//79VFZW/t0gbJZaraa8vJwbb7yRSy65BJ1Ox5NPPkkkEiEnJ4dPfepTbNiwAavVyl/+8pc5tbr0ej15eXl0dHRIAUtHRwdbt27F5/ORlJRENBolHA6j0+kwGAykpKTQ19dHbGwsaWlp1NfXs2DBApYtW8bOnTul0cLR0VEqKytpbW3Fbrfz8MMPs3nzZo4fP45CoaC1tVUakbLb7bhcLl577TWi0SjLly/HZDJhs9l4++23OXbsGACrVq2ac+4ej4fe3l5WrlxJMBiks7Nzzv709HSsVisNDQ0YjUZ+85vfSPsikQgFBQXIZDJpFHNsbIxoNMrFF19MfX09R44cYenSpezZs+ddiUjOVGJETBAEQRAEQZh3vb29pKWlcezYMeLi4hgdHZX2ffrTnyYajXLOOefgdDqZnp7GbDYTCARQqVRkZGTg8XgYGhoiGAySl5eH0WiUXq/X69Hr9fh8Pnp6ehgbG0OpVJKZmUlBQcGc+pH/iEwmw2g0otfriY2NZdu2bbz44ousWrUKtVpNUlKSlK5+27ZtVFdXSwkz9Ho9ZWVlc443ODjIW2+9xaJFi0hJScHtdhONRtHpdJhMJuLi4piamiIvL4/e3l7q6uqwWCxcddVVNDY20tjYKE1trKmpwePxsHjxYkZHR+ns7KSlpYXy8nIyMjLo7OzE7Xazf/9+1Go12dnZ2Gw2Dh8+zOLFizGbzbhcLgwGA4FAgJaWFjQaDeFwGJ/PR3V1NaFQiLKyMo4fP05ZWZk0hTMuLo7Ozk78fj/hcJja2lppVG7hwoXs27ePvXv3SlMdd+3aRW1tLSaTiYqKCnbt2kVpaSkVFRXs379/TpbHM5UIxARBEARBEIR5FYlEGB0dpbCwkPr6epYsWcLdd98t7S8pKWF4eBiv1yutqzIYDGi1WrRaLXa7HaVSSTQafVcQBjA1NSXVzMrKyiIvL09a4/TPUigUmEwmLrnkEp599lmam5s5++yzkclkmEwmKejr7OzEYrHMSUIRjUaZnp4mJiaG9PR0EhIS2L9/Pz09PWg0GqLRKOXl5RiNRjIzM2lvb8dut1NcXExWVhatra0cPnyY4uJiysvL6e3tpauri7a2NlauXCkVmE5JSWFiYgK1Ws3vfvc76XolJSWxZMkS8vLy0Gq10hTJQCBAfX09paWlHD58mLKyMmQyGeFwGLPZLI3WBQIBQqEQAwMDFBQUSOdltVqJRqP09/eTnp7O1VdfzV//+lcAYmNjiYmJQaPRMDw8TH5+Ps3NzWi1Wi688EJ6e3t55plnuO+++2hra2Nqaor4+Ph/6W90qhNTEwVBEARBEIR51d3dTWZmJo2Njfh8Pqk+GEBNTQ19fX3SeiWdTofFYpECA6PRKCXOyMjImBOERSIRmpubaW9vp6qqiqVLl5KSkvIvB2HvpFAoOPvssxkbG6OjowMAlUpFeXk5cGJ9WH19PcFgkP7+furq6nj99ddpb2+nv7+f3t5efD4fS5cupbS0FJPJRDAY5I033qCzsxOZTEZhYSFJSUkcPnyYgwcP4nA4SE5O5siRI1LyjAULFrBixQra29tpbm7G5/PR39+PXq8nJiaGH/7whyxbtoxQKCQFq06nk4aGBvx+P2NjY7hcLoaHh6mrqyM7Oxuz2YzJZGJmZobh4WHGxsaw2+2YTCYyMzPp7OyUEn3AiaQmXq+XsbExAL7xjW9I+1atWiWth+vr66O0tBS5XC6VAVi/fj1TU1O8/vrrLF++nLfffpszvcqWCMQEQRAEQRCEeTMzM8Po6ChJSUnYbDZiY2Npb29HJpMhl8u59NJLSUxMRKPREAwGpal/7e3tTE9PMzIygt/vJyEhQaoDZbPZOHjwILt370av17NkyZI5WRA/alarFYvFQnd3txSEaLVa1qxZQ1dXFz6fjzfeeEM6v+XLl1NYWMjU1BQxMTHAidploVCI9PR0ysvLWbBgAQcPHqS7uxuv10tsbCw1NTUsW7aM6upq+vv7KS8vJzk5mb6+Ptra2rDb7RQVFZGQkIDdbqeiooLy8nJSUlI4fvw4cXFxfO1rX8Pj8aBQKLBYLKjVailNfW9vLyqViurqaoLBIC0tLYyPj0sjd6mpqQSDQbxeL9nZ2TgcDul84f9GCWdrumk0GmlUa3JykpSUFDQaDbGxsdhsNpYtW4bf76e/v5+MjAxiYmIYHh6mp6cHq9VKe3v7x/Y3OxWIQEwQBEEQBEGYNy0tLZSUlPD6668TCoWIj4/nL3/5i7R/enqa5cuXS0GMy+XC4XBgNBpZsGABJpMJuVyO0WgkFApx6NAhRkdHWbBgAatXryY7O1sq1PxxWrJkCYFAgLa2NilDodVqZeXKlXi9XpYvX051dTWFhYXodDpkMhkLFiygv7+fcDhMRkYGqampxMbGEh8fT3FxMevXr+fo0aOMjIwQjUbx+/1EIhG0Wi1LliyRpiwuWbKEs846i6ysLMbGxujv70ehUNDc3Mzbb7/N8ePHiYmJYenSpRiNRi677DLq6urYs2cPmZmZqNVqrFYrzc3NOBwOent7ycnJITU1le7ubun6yWQykpKSmJmZQafTERsbS3d395yRq8zMTHQ6HSMjI6jVal5//XVpn1qtJhqNYrFYGBgYwGg0YrVa0el0NDQ0UFlZyfj4OO3t7SxcuJDGxkaef/553njjDQKBwMf+NzzZxBoxQRAEQRAEYV54vV6CwSBarZbGxkYprXwwGEQmk7FkyRKKi4uZnJxkYmKCiooKYmNjGRsbIzU1FblcjslkIhwOMzExQWtrKwsWLCApKemkn4vBYJCCmra2NmQyGYmJieTn59Pb28uRI0eorKyU0robjUbcbjf5+fl0dHSgUqmIiYlhcHCQcDgsXYvzzz+fzZs3YzKZsFgseL1eDAYDKpWKpUuXMjAwwJ49e1Cr1VKa/oqKChQKBeXl5SiVSnw+H/X19dTV1RGNRpHJZFitVlpbW9m9ezcZGRmMjIyg1+u5+eab2blzJ7/73e/Q6/VceOGF9Pf3k5qaSlxcnBSMDQ0NkZOTQ0tLC3a7nbi4OOBEeny5XC4Vy5bL5VLB6wULFrBp0ybsdjvRaJSBgQEKCwvZvXs3cKJEQF1dHQBNTU1ceeWVRKNRurq62Lt3L2edddZJ/7t+nEQgJgiCIAiCIMwLm81GWloar7zyChkZGdhsNmltmFwuZ+3atVIx5Pj4eOLi4mhvb8fv9zM9PS0FFR6PB51Ox8qVK1Eq5+/rbXl5Oa+++ipnn302R44cYeHChZjNZlauXMmOHTvYuXMna9aswWg04nA46O7ulkbvZqdjpqeno1arGR4eJhAIUF5eTkVFBYcOHWL16tVotVp8Ph96vR6ZTEZmZiZpaWlEo1GUSiUul4uuri78fj9lZWXSKGFFRQVGo1GaCmgwGDj77LOJRCJSanqFQoHP5yMuLo6ZmRnMZjPt7e1UV1fT3t5OOBwmMTERhUKB2WxGpVIRiUQYGBiQAjGZTEZCQgIZGRm0tbVRWlrK5ZdfzvPPPw9AXl4edXV16PV6gsEgcrmcBQsW0NDQwMjIiJSyX6FQUFNTIwVyk5OTjI2NYbFY5u3v+1ETUxMFQRAEQRCEeTE2NkZCQgIHDhzAZDJhMpn41a9+hUwmQ6VSkZycjN/vByAYDLJ7924ikQh5eXlkZ2eTk5NDdnY2ixYtoqKiYl6DMEAKHo4cOcKSJUs4duwYbrcbnU5HTU0N8fHxbNu2jVdffZWGhgYsFgtr1qzh4MGD5OXlkZubi06nw2g0UlxcjMFgYHBwkJKSElQqlVQjzePxMDk5ic/nIxqNolAopHM3Go1UVFRQWlrK8ePH2b9/vxSE+Xw+mpqaSEpKYuHChahUKmZmZohEIni9XtLT02lqamL16tWcffbZ2O12mpubGR8fp6ioSFqT53a7pWLYFouF0dFRfD6fdB0yMzOx2+1YLBY6Ozv5t3/7N2lfZWUl0WgUs9nM2NiYNHI2u1YuIyOD6elp5HI5LS0tdHV1IZfLSUtLY+PGjUQikZP7R/0YiUBMEARBEARBOOlCoRDRaJRt27aRmpqK3+/HaDRKRZzLy8uxWq2kp6czMTEhZQYsLy8nNjZWCtxMJhN6vX6ez+b/pKSkEIlEqK+vJz09nSNHjhCNRklKSiItLY2ioiKKi4uxWCykpaVhMpk466yz2LlzJ+FwmGg0is/nY2pqioyMDMbHx6XaYOPj4xw8eJBoNIpWq5VGBt+rALLRaGTp0qWsXLkSo9EoJd8oLS2VilcHAgEikQhDQ0OoVCop6cnsKNQ111xDbGwsf/zjH/F4PKSmpuL1enE4HMTExJCQkCDVHOvv75/z3n6/n+TkZEKhEG63m+TkZOBEcpbc3FyCwSAqlQqTyYTT6aSoqAifz4dOp0OpVDIwMMD+/ftpbGxkcHCQhQsXkpCQIE1dPBOIQEwQBEEQBEE46cbHx4mPj5eKGcOJdPOz2RJvu+02YmNj6erqYmZmBqvVOi9rv/4Zs6nap6enGRgYYGhoSJp2aDabSU9PJysri97eXqLRKFarlZqaGtrb2zl48CA7d+4kJiYGl8tFQUEBLS0tmEwmCgoKyMnJob6+nuHhYXQ6HSqVCqfTyczMzLv6MXstJycn2b59OzMzMzQ2NjI0NEQkEsHpdBIMBnG5XOTl5dHQ0EB5eTlTU1PSaNm6detYunQpv/71r/H7/eTm5uLz+XA4HJhMJoxGI2q1mpGREWlaKUBhYSEdHR3k5eXR1tbGa6+9Ju3705/+hNvtxmg00tvbi8PhwGKxYLVamZmZISUlBbvdjtVqZcGCBeTk5HDo0CHOPfdcqSj0mUAEYoIgCIIgCMJJZ7PZcDgcaLVagsEgMzMzPPjgg8hkMnQ6HQkJCVitVrxeL8nJyVgslpOS/fCjoFAoSElJoba2loSEBBoaGgiFQmg0GqxWK36/n6mpKTQaDRMTE8CJKXkrV67k3HPPpbi4mC1bthAbG0soFCI3N5eGhgasVityuZzly5czMDDA4cOHUalUqFQqPB4PTqdTClIikQh2u51du3axZ88eiouLqaysJCMjA4fDwbFjxxgeHsbhcKBSqYATgdtsgBYXF0dMTAwxMTGsXr2a1atX85vf/Ib29naysrIYGhoiGo2Snp6OQqEgGo0yMjIiXYP4+Hj8fj8qlQqLxcLIyIhUQuCxxx7DZDKhUCiQy+VS9sXi4mIpYB0bG6OgoACdTkdnZydarZbBwUGSkpKkem2nOxGICYIgCIIgCCdVNBrF4/HQ1NREVlYWMpmMwcFBJicniUajlJSU4PV68Xg8+Hw+cnJy5n391z+ruroav9/PoUOH8Pl8qNVq4uPjSU5ORiaTMTk5SV9fH263WwqiCgoKWLBgAc8//zwDAwNEo1EyMjJob28nGo0SDAY5++yzMRqN7Ny5k1AoJKXvHx0dZWxsjCNHjvDWW2+RmprKRRddRHp6Ol6vl8TEREpKSqTRtZmZGTIzMzly5Ajl5eWEQiESExPfdb2XLVvG4sWLOXLkCDt37sRoNDI1NSWlsZfJZNJI26yioiK6urrIzc2lra2N/fv3z9nndDrx+/1MTk5K00sLCwtxOp1kZ2ezceNGkpOTKSsrw+PxYLPZWLp0KTt27DgJf7mPnwjEBEEQBEEQhJNqdlpbX18fFosFn8+H0WgETozK3HvvvQQCASYnJwmHw9KaptNRUlISer2e5ORkjh49yt69e9m9ezd1dXV0d3fT19cnpd+fnaoIJ7ILXnnllchkMt566y2cTicFBQX09PTw7LPPMj09TXl5OWVlZdTV1UnFn9vb26mrq0OpVHLRRRdRUFCATCbDbrcjk8loa2vD6XRiNBqx2WzI5XJiYmKYnp5Gp9MxNjZGJBIhHA6/61yWL1+OyWQiGo0yMzMj1TcrLCwkGAwSCASkGmoAZrMZpVKJ0+mksLBQSrwBUFNTg9lsJjk5mc7OTil1v8ViwWg0kpWVRVNTE9///vf59a9/jVwuZ2pqCo/HQzgcnlNI+nQlAjFBEARBEAThpBoZGcFsNuNyuUhPT2dycpLOzk4ANBoNWq2WlJQU3G43Go3mtJmS+H4qKytpb29n6dKl1NbWsmLFClauXMmaNWuora2lp6cHAK1WS0dHhxQEKZVKysvLueSSS+jv72fnzp14vV6Ki4t59NFH6e3tJTU1ldWrV5OTk0NsbCzZ2dlScWe3243T6WRwcJCWlhYGBwdJS0tjYGCAQ4cOEQwGKSkpoa2tjZKSEqLRKCkpKVICjdmMlbMMBgMpKSlYLBYaGhpITExkeHhYWicWiUQYHh6e85qysjKGhoZISkqiu7ubb33rW9K+7OxspqensVgstLW1kZiYiFwuZ9GiRUxNTXH99dej0WiYmpri5ZdfJjk5maamJtatW8fGjRvfM1g8nYhATBAEQRAEQTippqamsNvtqFQqFAoFwWCQ1157TapB5XK5UKvVyOXyM6JuVFJSEjk5OezYsQOFQjEnsIyPj2flypV0d3dLtdGOHTuGw+GQAg2NRsPatWtZsWIFS5cupaqqiquvvppNmzbR0tKCTqcjNTWVgoICMjMziYmJIS4ujtjYWJRKJaOjo5SUlJCVlYVCoaC4uJjS0lJyc3NxOBwMDg5SVFQkJdBQKpWYzWZmZmbwer1zkmOUl5fT29tLMBhEr9fjcrmYnJwkPT0dmUyGw+HA6XRK7eVyOdXV1QwMDFBcXExZWZm0b+nSpSQkJJCenk53d7d0rJiYGEpLSxkaGuLyyy/nsssuY3p6mrGxMRwOB4mJiSQlJbFr166T8Nf7+IhATBAEQRAEQThpvF4vWq2W5uZmEhMTpZGwQCAAwK233kogEMDtdhMKhcjIyJjP7n5kCgoKyMrKYvPmzRw5coTBwUFpn0ajkYpR22w2dDod/f39DA0NSZkIZTIZcXFxxMfHS3W1LrjgAg4dOkRra+uc9woGg4yOjjIyMkJrayuZmZkkJCRgMplQqVT4fD78fj/hcJhQKERCQgIOh4O4uDgpSAyHw2g0GqLRKE6nc84oXUZGBrGxsbS2tpKamsrw8DBmsxmPx0MgEJhzbgBqtZqUlBQMBgP9/f1cc8010r5wOExXVxfnnHMOr7/+OtFoFLVazYIFC9BqtRw+fJjh4WHKy8t54YUXiI+P5+jRo5SVlWG32+nt7f04/lwnhQjEBEEQBEEQhJNmeHgYq9VKf38/VquVqakpFAoFgDQtLRwOEwwG8fl8mEymee7xRyc/P59169aRnJxMf3+/VKAaTgQrhYWFrFq1ShotdLvd9Pf3S0EqIGWV1Ov15ObmsmLFCqne1tTUFOPj4xw/fhy73Y7P5yM9PZ2kpCSmpqaYnp4mEAhII2YajYaDBw+SmZmJTCaT1op1dXUxODiIzWZjenoajUaDy+Vienoau91Obm4ugUCAlpYWjEYj2dnZTExMkJiYiEqlYnx8fE4qe4DU1FTsdjv5+fncfPPN0vZPfepTZGVl4XA4KCkp4dixY0xNTSGXy7n66qtZvHgxCQkJRCIR8vPz6enpobGxkbS0NHJycqS6aqcjEYgJgiAIgiAIJ834+DgKhQKn04nJZEKr1fLEE08gk8nQ6/WoVCqCwSDx8fGn7Rfsv2d2GuHy5cuxWq28/vrr+Hw+ab9cLmfx4sVMTExgMBikQsyzAVskEsFms0mBTm5uLmvXrmXz5s00NDTQ399PVlYWRUVF5OXlkZSUxODgIMFgEJlMhtvtpqenB6/Xy9atW8nMzESlUhEbG8vAwICUpTI7O5vs7GxiY2MZHh5mamqKyclJpqenkclkJCUlERMTQ19fH0ajUSo5EIlECIVC7xoVk8vlxMfHYzab6ejomLNW7He/+x1ut5v8/HxGR0fp6+tDqVRK6+HKysqwWCyoVCrq6+tRKBTYbDYALBYLfX19H/ef7WMhAjFBEARBEAThpAgEAsjlcvr7+5HJZNJIz2yCh6qqKmk0KBQKkZycPJ/d/dgVFBRQU1PD1q1bGRoawul00tjYyNjYGEuWLMHlcjE2NkY4HJZqZ42Pj6PRaLDZbFIyjczMTD7/+c9z/PhxBgcH8Xq9+Hw+RkdHaWlpQaPRSFkp4cR0wKeffppwOIxMJsPj8UgJVFJTU6XMhgBGo5Hc3Fxyc3PJz88nIyNDCqLVajX79u0DID09nZmZGWkK48jIyJxU9rP9tNvtGAwGrrrqKql+2UsvvSStDSwqKqKjo4OxsTFCoZBUzHvp0qVEo1Hy8vIYHx/nzTffJCUlhZSUFA4fPvzx/ZE+RqdnQQZBEARBEAThtDMyMoLFYuHYsWNotVp8Ph+BQIBIJIJMJuPaa6+lu7ub9evXMzIyQk5Oznx3+WOXlJTEeeedx/79+4lGo2RmZtLe3s7AwAA1NTVEIhHq6urw+XyoVCppWqHRaGRkZITk5GRUKhVGo5Fbb71Vqtc1GyzNTjlcuHAhZrMZv99PS0sL69atIysr60P3NxKJ4HA4CAQCjIyMkJCQQG9vL9nZ2dIUQ6/Xi9/vZ3p6moSEBOm1SqUSg8GARqOhsbGRjo4OsrOzAbj++ut54YUXUCgUdHR0SK91uVyYTCays7NZtGgR+/fvp6WlBZPJhM/nw+PxYDabGRwcJD09/aP6s5wUIhATBEEQBEEQTgqbzUZ2draUkEKhUOBwOIATU9eSkpLo7OzEaDTS0tIy50v8mUytVrN69Wrp95ycHDo7O9m8eTMVFRUsWbKE3bt3Mzk5yczMDG63m7S0NKxWK6Ojo6SlpUlrxyoqKigtLWVsbAytVovZbGZ0dJSDBw/S19eH3W6nsrISpVJJNBr9UKUBgsEgXV1d5Ofno1QqCQQCNDU1sXnzZq699lrsdrv0NzUYDAwNDb3rb5ibm8vhw4fx+XxEo1Hi4+OZmprC5XLhcrmQy+Xk5eVRX1+PVqtFrVbT3d3NokWLWL16NS0tLWRlZeF0Onn99de55pprkMlkHDlyRARigiAIgiAIgvC3QqEQkUiEyclJXC4XMTExRKNRXnnlFWl9GEBRURFOpxOZTDZnitwnTX5+PpmZmRw9epSOjg6WLFnC8ePHmZqaQqPR4PV6SUpKwmAwMD09TXx8PHBi2uHo6Kg0Uub1enG73ahUKtatW0dpaSl2u53Gxkb27NlDdna2lGTDbDYTExODTCYjHA4TDodRq9UAuFwuBgYGyM7ORqPRALB48WIaGxtJSkqiv7+fiooKcnJy8Hq9OBwObDYbJSUl0hREOBF0mkwmIpEIr732Gv/5n//JbbfdBsAVV1xBfX09Ho+H5uZmcnJy0Ol0TE1N0d3dTVFREYWFhXi9Xtra2jAYDNjtdpRKJcFgUBoFPF18cj/dgiAIgiAI7zA0NMSNN95IQkICOp2O8vJyDh06JO2PRqN85zvfISUlBZ1Ox7p166R1O7Ompqa44YYbMJlMmM1mPve5z+F2u+e0OX78OKtWrUKr1ZKRkcHPfvazd/Xl2Wefpbi4GK1WS3l5Oa+++urHc9Inkc1mw2q1SmubTCYT4XBYSrSwYMEC7HY7JSUl2O32f2ra3JlGrVazZMkS8vPz2b17N9XV1ahUKlpbW3njjTc4cOAANpsNj8fD1NSUlLY+HA6zY8cOXnrpJbZt2yYVcp6d9me328nJyWHRokXMzMzQ3t7OsWPH2LhxIxs3bqSuro6uri4GBgZoaWmho6OD8fFxCgoKpIAZToxirly5ErlcTnNzMzKZDIVCQXl5OXK5HK/X+657BCAvLw+ZTMbixYtZvHgx69atk/a99dZbZGRkkJuby/PPP4/b7cbn8xEKhfD5fCxcuJC0tDTi4+Px+/1s3bqVvLw8YmNjqa+vPyl/l4+KCMQEQRAEQfjEm56eZsWKFahUKl577TWam5v5xS9+QVxcnNTmZz/7Gf/93//No48+yoEDBzAYDGzYsIGZmRmpzQ033EBTUxNbt25l06ZN7Ny5k9tvv13a73Q6Offcc8nKyuLw4cP8/Oc/53vf+x6//e1vpTZ79+7lU5/6FJ/73Oc4evQol112GZdddhmNjY0n52J8TEZGRoiJiWFqaopQKIROpyMYDBIKhYhGo1x88cWEw2ESExNFIPY3srKyKCsrY9OmTSQmJnLTTTdx1113oVAoeOWVV2hoaMDtdjM2NkZ7ezsvvvgikUiESCSCWq0mJyeH8vJyiouLyc/PJzU1FbPZTF5eHqtXr+a8887j4osv5sYbb2Tp0qV4vV4p8UdRURGZmZnk5ubOGdmaVVhYiM/nIzY2lu7ubgASExNJTU3F4/EwODg4JyskgFarxWg0SmsE77vvPunYX/7yl0lNTSUjI4POzk5eeukldu3axdjYGDabjdTUVOLi4khPT6enp4eRkRFcLhcpKSn09fVJyUJOB7LomZgX9O9wOp3ExsbicDhOq6FLQZgP4n75aIjrKAgf3HzdL9/85jfZs2cPu3btes/90WiU1NRUvvrVr/K1r30NAIfDgdVq5YknnuC6666jpaWF0tJSDh48SE1NDQBbtmzhggsuYHBwkNTUVH7zm9/wrW99C5vNJk35+uY3v8nGjRulorzXXnstHo+HTZs2Se+/dOlSKioqePTRR//huZyKz5xQKERdXR1paWls3rwZl8tFVlYWdrudH//4x8jlch544AFUKhUrVqzg6NGjc0ZJhPc3PT3NK6+8wvDwMIFAAKvVyvLly1Gr1VJ9sIGBAWw2mzQKa7VaP9DasPr6eux2O2vWrPm77Zqamuju7sZut3PjjTdKUxs3b94MQFxcHCtXrpzznpFIhJaWFqnP9fX13HHHHQDcfvvtfO5zn+Pw4cM4nU6KiopoaGjAYrGwevVqjh07xvDwMFu3biUlJYWamhrOPvtstm/fTlFREcXFxR/4+s3n/TLvI2K//vWvyc7ORqvVsmTJEurq6v5ue7vdzt13301KSgoajYbCwsIzYrheEISTRzx3BEH4Wy+//DI1NTVcffXVWCwWKisreeyxx6T9PT092Gy2OcFBbGwsS5YskdJ379u3D7PZLAVhAOvWrUMul3PgwAGpzerVq6UgDGDDhg20tbUxPT0ttfnbIGTDhg3S+/wtv9+P0+mc83OqGRsbkxJLzGa583q9bN68GZlMhlqtJikpCZVKxdjY2CcmScdHIS4ujptvvplvfvOb3Hfffdx4442UlpZSVFSETqdDq9VSUFDAqlWrKC0tZWJign379uH1ev/hsRctWoRSqeTgwYN/t93suq24uDhpKqJCoWDRokWMj48TjUbp6uqa8xq5XM6CBQvIyMhgeHiY/Px86b747W9/i9lsJicnh0AggN1uJzs7m4GBAYaGhigtLUWhUFBSUkJvb69UeDozM/O0Gjme10DsmWee4d577+W73/0uR44cYdGiRWzYsIGxsbH3bB8IBFi/fj29vb0899xztLW18dhjj5GWlnaSey4IwulKPHcEQXgv3d3d/OY3v6GgoIDXX3+du+66iy996Uv88Y9/BJCKx1qt1jmvm13zNNvGYrHM2a9UKomPj5/T5r2O8c73eL82s/v/1k9/+lNiY2Oln4yMjA99/h83m81GcnIyU1NT+P1+4uLimJmZkUYBCwoKiImJwWq14nA4yM3Nnecen540Gg0GgwGFQvGe+w0GA2VlZZSVlXHo0KH3/Uy90/LlywkGg2zZskWq+wYnRokbGhpobW1FqVSSnp5ObGwse/fulaYHpqSkkJWVxfDwMCMjI3Om8c5KTEzEYrEQCAT45S9/KW2/4447yMrKYtGiRUxOThIbG0tKSgpHjhxBpVIRHx9PSkoKWq2WoaEh2trayMrKwufzSZk4T3XzGog98MAD3HbbbXzmM5+htLSURx99FL1ezx/+8If3bP+HP/yBqakpNm7cyIoVK8jOzmbNmjUsWrToJPdcEITTlXjuCILwXiKRCFVVVfzkJz+hsrKS22+/ndtuu+0DTQWcb/fffz8Oh0P6GRgYmO8uvYvP50MulzM+Po5SqSQSiaDX65mZmZHWhwUCARITEwkEAsTGxs53l89oJpOJFStW0NvbS39//99tK5PJWL58OaWlpbzwwgvs37+f4eFhXnnlFWZmZnA6nTz//PNYrVbcbjdZWVnS6K1arSY7OxuZTMbo6ChDQ0Pv+R6ZmZmEw2FSU1NRKk8kdX/rrbdQqVTSDBa3243VapWKXJeWlqJUKklOTsbhcDA6OsrMzAwZGRkcP378o71gH5N5C8QCgQCHDx+eM/Qul8tZt27d+w69v/zyyyxbtoy7774bq9VKWVkZP/nJT06rRXmCIMwf8dwRBOH9pKSkUFpaOmdbSUmJ9CU1OTkZgNHR0TltZtOEz7b529H1UCjE1NTUnDbvdYx3vsf7tZnd/7c0Gg0mk2nOz6lkZmYGtVqN0+lkYmICvV6P3W6XUqAD6HQ6HA6HlFxC+PgpFAoWL17MxMQE9fX1hEKhv9s+MzOTq6++mpSUFCmdfm1tLYsXL+b888/n+PHj0rTSvr4+aVQqJSWFlJQUfD4fvb29vF96irKyMjweD//zP/8jbfvSl76EwWCgqqqKhoYGUlNT0el0tLa2otVqiY+Pl0ZXp6enaWtro7KykmPHjr3v+5xK5i0Qm5iYIBwOf6ih9+7ubp577jnC4TCvvvoq3/72t/nFL37Bj370o/d9n9Nh3rQgCCeHeO4IgvB+VqxYQVtb25xt7e3tUua+nJwckpOT2bZtm7Tf6XRy4MABli1bBsCyZcuw2+0cPnxYarN9+3YikQhLliyR2uzcuZNgMCi12bp1K0VFRVKGxmXLls15n9k2s+9zupmamiIhIYHR0VG8Xi8xMTHSuh84MeISGxtLIBBgcnKSxMTE+e3wJ4hcLqeqqoqkpCR2795Ne3s7g4ODUmbLv6VQKMjKymLNmjVz/l9qMBi45JJLAGhubqaqqkoaMTMYDFgsFkwmEzabjampqfftS0pKCgaDQaof99prrxGJREhISKC4uJjGxkaysrJwuVxMTk5SWFhITEwMcXFxjI+PS6UQ0tPTaWlp+agv10du3pN1fBiRSASLxcJvf/tbqqurufbaa/nWt771d6cNnA7zpgVBOHWJ544gfDJ85StfYf/+/fzkJz+hs7OTp556it/+9rfcfffdwIlg4Z577uFHP/oRL7/8Mg0NDdx8882kpqZy2WWXASdG0M477zxuu+026urq2LNnD1/4whe47rrrSE1NBeD6669HrVbzuc99jqamJp555hl++ctfcu+990p9+fKXv8yWLVv4xS9+QWtrK9/73vc4dOgQX/jCF076dfkozAZXs/WtZr9w/+Uvf0Emk6FSqdDpdGg0GjweDykpKfPd5U+c1NRUVqxYgclkIhQKMTIywsGDB9m7dy+RSOQDHUOpVHLjjTfS0NBAKBRizZo1PPPMM4yNjUmBWCgUor29/X2PkZWVhd/v509/+pO07T//8z8Jh8MsXLiQ+vp6MjMz8Xg89Pb2YjKZ0Gq1mM1mnE4nHo+HY8eOsWLFCnbu3PkPR/nm27wFYomJiSgUig819J6SkkJhYeGcBYglJSXYbLY5iwff6XSYNy0IwskhnjuCILyf2tpaXnzxRZ5++mnKysr44Q9/yEMPPcQNN9wgtfnGN77BF7/4RW6//XZqa2txu91s2bIFrVYrtfnzn/9McXEx55xzDhdccAErV66cUyMsNjaWN954g56eHqqrq/nqV7/Kd77znTm1xpYvXy4FgosWLeK5555j48aNlJWVnZyL8RFzOp3o9XomJiaQyWT4fD40Go00epGWloZarSYuLg6FQjGnYLBw8qhUKpKTk8nOzmbBggUsW7aMzMzMD1UkWaFQUF1dTVNTEyaTiSuvvJJXX30VjUaD2WxGr9czNDT0nkk74EQwl5qait/vl1Ld//73v6epqQmZTMaaNWs4dOgQVquVYDDI1NQUmZmZGI1GcnJy6OrqoqOjA41GQ2JiItu3bz+lpyjOWyCmVquprq6eM/QeiUTYtm3b+w69r1ixgs7OzjmReXt7OykpKe87n/hUnzctCMLJI547giD8PRdddBENDQ3MzMzQ0tLCbbfdNme/TCbjBz/4ATabjZmZGd58800KCwvntImPj+epp57C5XLhcDj4wx/+QExMzJw2CxcuZNeuXczMzDA4OMh99933rr5cffXVtLW14ff7aWxs5IILLvjoT/gkCIVCKJVKPB4PExMTyOVyNBoNXq+XSCRCNBrlsssuIxqNEg6HiYmJ+UD1rYSTIz09HaVSSW9v7wd+zYYNG2hqasJmsxETE8PZZ5/Nzp07sVgs6HQ6QqEQnZ2d7/v6nJwcFAqFlLEUTtwPTqeTvLw8enp6KCkpYXR0lMHBQQoKClCr1UQiEVQqFS6Xi7feeouLL76YoaGhf1iiZj7N69TEe++9l8cee4w//vGPtLS0cNddd+HxePjMZz4DwM0338z9998vtb/rrruYmpriy1/+Mu3t7WzevJmf/OQn0rQBQRCEf0Q8dwRBEE6eqakp4uLimJiYwOv1YjAYSE1NnRNsJSQk4HA48Hq94h+uTkELFizAbrezb98+Jicn/+FURYPBQF5eHi0tLczMzEgp5QFpHeTfS9oxW1NuZmaG3bt3S9vXrFlDNBqlvLycgYEBFAoFkUiEQCAglT7Izc2lubkZu93OwMAA11xzDQcOHGBycvIjuhofrXkNxK699lr+67/+i+985ztUVFRw7NgxtmzZIi3+6+/vZ2RkRGqfkZHB66+/zsGDB1m4cCFf+tKX+PKXv8w3v/nN+ToFQRBOM+K5IwiCcPLMrg8bHh6W0tIHAgH0er30RXw2nX0oFBJp609BcrmciooKFi1axNDQEPv27ePtt9/+u9PuzzvvPBoaGqT/n55zzjns3LmT+Ph41Go1fr+f8fHx9319fn4+Go2Grq4uNm7cKG2/6aabKC4upqWlhaKiIux2O0NDQ2RkZJCUlEQ4HCYxMZHJyUmam5ux2WysWLGCXbt2fWTX46OknO8OfOELX3jfxadvvfXWu7YtW7aM/fv3f8y9EgThTCaeO4IgCCeH3W6nqKiIsbExaURsfHycJ598Ejgx3VOtVmMwGDAYDHPW2wmnFr1ez8KFC4ET0/rr6+txOBwsWLDgXdNJk5OTiYuLo7Ozk4yMDGJjYykoKGBwcBCj0cjk5CTt7e3vKoA+S6vVEhcXx/DwMFVVVeh0Onw+H62trahUKoxGI36/n8nJScxmMwkJCUxPT7NgwQImJyfp6emREmaFQiG6u7sJh8PvW+h6vpxWWRMFQRAEQRCE00c0GiUajTI2NoZarUalUhGJROjp6UEmk0mpytVqNXq9fk5tMeHUJZfLqaysJCYmhl27djE9Pf2uNqtXr6axsVEa+aqpqUGlUknruSYmJuaUcfhbs2u/WltbaWpqkrZv2LCBqqoqhoaGSEpKIhKJ4HK5iEajaLVaFi5cSDQaJRKJ0NzcTFJSEtnZ2adkkWcRiAmCIAiCIAgfuUgkglwux+1243Q6yc/PZ2BgAJPJJCXqWLNmDTKZDIVCgVarPeVGLIS/Lzs7m8WLF9PR0cHhw4fxer3SvuLiYhQKBW1tbdI01DVr1uD3+9Hr9QQCAerr6993rZjBYMBkMjE+Pk40GqW2thY4kYXTYDAQGxuLTCZjfHyccDiMwWAgGAySlZWF0Wiko6ODhoYGYmJiKCgo4MCBAx//BfmQRCAmCIIgCIIgfOQ8Hg8Gg4GRkRG8Xq9UK+ydoyClpaVEIhHC4TA6nW4eeyv8s7RaLYsXLyYnJ4ejR49KGRHVajXFxcV0d3dLyTJkMhnLli0jJiYGu92O3++nra2NcDj8nsdOTU3FZDLR2dnJX//6V2n7ddddh8lkQq1W43a7UalUxMbG0tfXh1Kp5KyzzsLtduP1ejl69ChGoxGlUsnY2NjHf0E+BBGICYIgiUajePwhRl1++qZ89Ex6//GLBEEQBOE9uN1uYmJiGB4exmKxUF9fT3x8PMeOHZPa6HQ6wuEw4XBY1A87zcXHx7N8+XLGxsZwOp3AiVINwWCQjo4OaeTLaDSSmJiIUqnE4XBgMpneNz1+cnIyCoWCnp4e5HI5xcXFAAwNDZGQkEBGRgYKhQKv18vMzAzx8fHMzMyQlJSE1Wqlt7eXHTt2YDabWbx4MS+88MIHLlB9MohATBA+YQKhCC02N72TXqa8Aaa9QcZcfuqHnLzdOUXrmAe778S/VmqU4hEhCIIg/HNcLhcGg4GhoSF0Op1U2PmdWfBUKhUGgwGVSiXWh50BZDKZlJE4EolgtVqJjY1lcHBwzjqyoqIisrKy6Orqwul0EgqF3rPIs1KplIp9j4yM8Nprr0n7vvjFL+Lz+TAYDIyOjqLX67FarbS3t2MwGDj77LOxWq20tLQwMDCATqcjMTGRffv2nTJFnsW3LEH4BBlz+9nTM41Jp0QulzHk8DPomGHKGyTdrGVNfjzVGbEUWWLIiteRGiuyVwmCIAj/HLfbjV6vJxQK0dbWRk5ODl6vl0AgIK0Pk8vl6PV6YmJiRCB2htDr9aSlpdHV1YVMJqOqqorR0VH6+/ulAEin05GWlkYkEqGhoYGUlBT6+/vf83jp6ekYjUba2tpQKBRSpsWWlhZCoRB5eXlSRkSPx0NMTAx+vx+TyYTVaiUpKYmXX34ZnU7H0qVLaW9v/7up908mEYgJwieAPxThUL+d/ikfK3PjSIvVkhmnozzFSHmKkWJrDAkG9bvSzwqCIAjCP8vn8xEKhfB4PESjUUpLS7Hb7dL+pKQkVCoVCoUCjUYjArEzSG5uLiMjI/j9fvLz89Hr9QwNDeF2u6U2SUlJVFZW0tfXx8jIiJTY5W9ZLBYcDgeRSASPxzOnyPMvf/lLdDodMTEx0shrTk4Ox48fx2QyUVNTQzQapbu7G6VSyczMDFarldbW1jmJReaLCMQE4QzmD0VosrnY1ztNToKemkwzKoW47QVBEISTY+/evUxOTkqFfB966CFpn9lsBiAYDKLVasU/Bp5BZDIZpaWltLS0IJfLWbJkCR0dHdhsNqlNXFwccXFxKJVK6urqSEtLY2ho6F3HUigU6HQ6MjMzaW9vR6PREB8fD8CuXbuYmpqSPj8ymQy3243JZMLpdBIbG8vixYsJBoO88MILZGVlkZOTw+DgII2NjfO+Xkx8IxOEM1A4EqXJ5qKuz06cTsWavHgSDOr57pYgCILwCREIBJDJZNjtdqanp7FarXg8HlwuF3AiCEtMTEQul4uMiWeoxMREZmZmcLlcFBUVoVQq6e3tJRQKASdqkcXFxbFy5Up6e3vp7u4mGo0SCATedayMjAyCwSDDw8NEo1G2bNki7fvlL39JQkICycnJ9Pf3E4lEKCgo4NixYxgMBimpx9jYGPv376ewsJCioiK6urro7Oyc12BMBGKCcAryBsL0Tfk4POCgrs9O25hbSqDxj9h9QXZ1TWHUKFmZG0dqrPhXRkEQBOHkcrlc2O12PB4P8fHx6PV6qUZYNBrl7rvvRqlUIpfLpREP4cyzYMECmpqaUCqVLFmyhLa2NqnAM5wI1jQaDUVFRbz22mskJCS8Z4r5xMREpqamyMrKoru7m4SEBGlEdd++fWg0Gmw2GwUFBUxOTuL1eomLi6O/v5/CwkLMZjM+n4/W1lamp6dZunQpADabjcbGxpNyLd6LCMQEYR6FIlEG7TMc6rezv3eafT3TvN05SZPtRIX4QouB8lQjsVoVHeMeDvTZmXAH6Jn00jbmflfWn/5pHw3DLpZmm8mM04kATBAEQTjpotGoVMPJZrORnJyM0Wjk85//vNRGq9Uil8uJRCJotVqxPuwMZTQaUSgUuFwuysrKCIVCdHZ2St9fNBoNWq2W8vJy5HI5+/fvx263v+v7jUwmIyEhgcTERNra2pDL5bzyyivS/v/+7/9GLpej1WrR6/U4HA7y8/NpbW3F7/djNBqJi4sjMTGRLVu2IJPJuOKKK+jv75/XxB0iEBOEeTLuDrCzaxJfMEyJNYbqjFhqMmNZk59AbaaZ7AQ9Ro0SnUpBsklDbaaZIouBEecMCvmJAOv48IkpHuFIlPohJ5OeACty49CqFPN5aoIgCP+Pvf+OkuM877Thq6o65zg5JwCDHIhAAswSSVGkKFuSbWm1jvuudWzv2nLY42+9lsPrtdf+1tZ6ZX9aa72W1rKtYNmUKFEkxQiQRM5xMIPJuXMO1VXP90dhmhgCYCaGJOo6Z87MdFdXeLqrun7Pfd+/2+QmRQiBEILZ2VncbnfdvU4IUU9JW4pkWK1WhBA4HA4cDtOl94NKf38/w8PDOJ1OVq9ezcWLF+spqpIkEQqFEEKwYcMGzpw5g9PpJJPJXLWejo4OZmdn6e/vZ2hoiHA4jM1mlF08+eST9PX1MTc3R29vL/F4HFVVcbvd5HI5wuEw/f39nDt3DlmW2bdvH3a7nU9+8pN4vd4bOh5XYgoxE5MVYCFX4cJCnj09Ifqjbtx2C1ZFfl0jjYDTyvoWHx1BJ6saPMgSnJ7LsW80SchlZXObH9mMgpmYmJiY3GCEEOi6jhACSZK4ePEikiThdDpxuVwcOHCgvtx//s//GVVVkSQJl8uFzWbDYrGs8BGYvFsEAoF624Jt27aRy+W4cOFC/Xmv14vdbicSieDxeBgeHmZhYeGq9bjdbsrlMl1dXYyPj2O323nqqafqz5fLZdLpNLIs09raysLCAgMDA5w7dw6Xy0WxWOSuu+6qW+nv3bsXm83G5s2bb8g4XAtTiJmY3GBmMmWGYwV2dQfftoPhumYvdkXmlo4A7UEzv97ExMTE5MazFAUDI8IxOzuLpmmUy2WCwSCxWIyvfe1r9eW9Xi+1Wg2Xy4XdbsdisZip9B9went7uXTpEpFIhLa2NoaHh+tRMavVWnfVbGtr49y5c2iadl3TjqW6r+HhYXw+X/25Bx98kL6+PhKJBN3d3WQyGWq1GhaLhZaWFubm5mhsbKSxsRFZlpmZmWHfvn1mRMzE5GZhLFFkKlViV1cQi/z2v3QkSWKgwY3bZqYimpiYmJjceJZEmCRJyLJMLBbjpZdeorGxkUqlAlDv17TUxDmfN2qcnU4nsiyb9WE3AU1NTSwuLqLrOjt37iSRSDA0NAQY9zJLlvThcBir1cr8/Pw1o2Ktra3Mzc3R3t7O1NQUPp+Pz372swBomkatVqtPBHR1dTE3N0dbWxszMzO4XC7m5ubYvXs3YETQLl68yKVLl27cQLwKU4iZmNwgLizkSRZVdnQG6jVeJiYmJiYm7xZLqYLvJksiTJIkisUiBw4coFar1e3Gy+Uy//Iv/1Jf/jd/8zfJ5XI4HA40TUNRFNxu97u6jyYrjyRJNDY2EovFaGtro729ndOnT1MoFACw2Ww4nU4ikQjBYJDz58+TyWSu+vzKslyvFfN4POTzef79v//39ec/+clP0tLSQjwep62tjXK5jNVqJZPJ0NPTw8WLFymVStxzzz11p87nnnvuxg3EqzCFmInJu4wQhpGGpgu2tPnM9AsTExMTkxuCpmnoul7/eadF2ZXpiLqus2/fPnRdp729nUAgQDabJZvN1iMOS9GzUqlEKBSqGzKY1vU3B21tbXWHwjvvvJPFxcX6Z2OplUEgECAQCKBpGpqmkUwmr1pPe3s709PT9Pb2MjIygs1mIxqNAkb0VVVVpqen0TSN9vZ2FhYW8Hq9eL1eJEni/PnzOBwO7r33XmRZrht+rASmEDMxeZcZWizgsMqsbfaaIszExMTE5IaRSCSoVqvIsowkSctqud4sV5pxLP2/FA1TVZXjx48zOTlJR0cHoVCIVCpVTxFbWv6xxx7j0qVLCCFobGysm3RYrdZ37JhN3rt4PB6KxSK6rhMMBlm7di0vvfRS/TNls9lwuVy0tLTgdDq5ePHiNXuKybJMe3s76XSaRCKB0+nk0UcfrT//yU9+ktbWVmKxGC0tLdRqNaxWK7lcjgcffJBLly5x+PBhrFYrP/VTP4WqvrE+re8GphAzMXkXKVY1YvkqA1Ez7cLExMTE5MYSDocplUosLCyQTqeBVwTVm+HK1+i6Xo+0CSFQVZWxsTFOnjzJfffdRzwep1wuMzY2xuzsLP/4j/9YF23hcJhEIoHP56vbliuKsqIRCZMbS1NTE/Pz8wA88MADLCws1MWYzWZDURSi0Sh+v5+ZmRmAetuDK+ns7KRYLOJwOOpOiT09PfXnq9UqU1NTKIpCR0cHQghyuRyqqvKpT32KyclJDh8+TLVa5dOf/vSNOfhrYAoxE5N3kdOzWdaZkTATExMTkxXgf/yP/0G5XCYajWKxWJifn18mqK7HknBaEmCaptW/x5bqwcC4QZ6YmOCpp56ira2NWCxGLBZjfn4eq9VKrVarO9+FQiGOHTuGy+XC7/cTj8fr1vWKYhpO3Sy0tbUxPT0NgKIo3H///YyMjHDkyBEkSUJRFFwuF01NTSiKQiwWu2ZPMUmS2LhxI5qmMTQ0hBCC73znO/XnP/WpTxEMBkkkEjQ3NwPUo2yhUIienh5qtRrHjx83I2ImJh9EYvkqFkUm6DJTLkxMTExMbjzbt2/ni1/8Inv37sXj8RAMBpelC766buzK9MOlv3VdXybCwKg9SyQSXLx4ke9+97ts2rSJDRs2cPz4caLRKAMDA0xPT1MqlerrfvLJJ0mlUmiaRnNzM5lMBr/fb1rX32S4XC6q1Wo9yrVx40YURSGbzTI3N1dvZ9DY2IjP56ubdlwLRVHYtWsXExMT2Gw2rFYrf/AHf1B//q//+q+Zm5vDZrPh9XpRFIV4PE4sFmPXrl2k02mEEJw6deqGHPu1MIWYicm7gC4EZ+dyrGteud4UJiY3O0LoiFoKUZlBlCcQWmGld8nE5IZSKBT4yZ/8SV588UX+4i/+glqtRlNTE3Nzc/WGykuiS1VVCoUC6XSaZDJJKpUim80yPz/P3Nwcs7OzzMzMMDs7SywWo1gs8uKLLzI4OEh3dzdnzpzB4/GwefNmpqammJ6e5sCBA/UI2t69ewkEAvWbYiEEsiybjZxvQjo6OhgbGwOMKJXD4aCvr4/Dhw/XnTSDwSANDQ3k8/l6Wu21cLvd9ehrqVTioYceqn+mXn75ZUqlEuVymcbGRqxWK7Isc/bsWeLxOLt37yaZTK5oRNYUYiYm7wJjiSJtAQd2i3mKmZisBELLQ/kSiBpYgmBrgloKURpBqAmE0FZ6F01M3nWi0SgTExN85CMfob+/nz/90z/l9OnTRKNRFhYWSCQSZLNZEokEsVgMXdex2+243W7cbjcul4vW1lba2tpoa2sjEAhQKBSYmJjg7/7u7/D7/UQiEUZGRkilUtx6662cOnWKdevW1U0WhBB0dHRgs9moVquEQiFisRitra31Gh+Tm4u2trZlkdnNmzdz9OhRtm3bxgsvvIDVasVisRAOhwkGg1y8eLHek+5adHd3Mzo6iqqq2O12vv71r9ef++Vf/mXi8TjhcBhFUVi7di2xWIyJiQn8fj+Dg4PE4/F3/Zivh3mXaGLyDlOp6UylyvREXCu9KyYmNx1CVxGVCaglwdGNZI0iKS4k2Y5kbwNHNyCgPIpQF9/1HksmJitNS0sL58+fJxKJ8NGPfpSXX365nkLodruxWCx4vV4aGxtxu93Y7XaKxSKlUglVVYnH41y4cIFvf/vbfOlLX+Kxxx7jyJEj3H333fX0riWDhUuXLrF69WqefvrpZemGP/dzP0c4HCafz9PV1cXU1BT9/f2USiWzh9hNiCzLdHV11aNifX19AKTTaTo7O9m/fz+yLNPS0kJjYyPT09OkUqnrrm/dunWMjIzQ1NREKpVi1apVRCKR+vPPPPMMqqoSDAYpFosMDAwwOTnJD3/4Q3p7e+nt7X13D/g1MIWYick7zLn5HINNHmQz593E5IYi1ARUJsASQbJ3IElXpzxJkoJkjYDD+OKnMooQVztymZh8EHA6nYRCIZqamjhx4gTJZJKdO3dy/vx5nnrqKSYnJ0kmk8zPz5PNZhkdHeXv//7v2bt3L9///vf55je/yQ9/+ENOnz5NrVYjFArR29vL2rVrSSaTnD9/nlWrVtHQ0EAsFqO/v58zZ85QqVSIxWKAUVfW3t6OEAKfz0djYyOFQoHm5mY0TTOF2E3KUi+wpajYfffdx6FDh2hvbyccDnP27FnsdjsOhwOXy8X58+evu65QKES5XEYIQSAQoFwu8+Uvf7n+/F/+5V9SLpfp7OwkkUjg8Xjo6enB6XTyxBNPMDAw8K4f7/UwE3NNTN5BsuUa5ZpOg9e+0rtiYnLTIIQAdQGECo7eN1T4L0kSWBsQshvKEwhHj2kYYPKBIxqNYrVa2bZtG9u2bauLr9tuu42pqal6M91arUYqlcJut/PII48QDAYBSCaTHD58mHPnzuHz+bj//vvxer11C3qn08nU1BR79+7lIx/5CBcuXGBycpLW1lYOHTpUP6d8Ph/j4+N0dXWxuLhIMBhEURQsFotpXX+TshQVm5iYoKenB7fbzbZt23j66ad56KGHeOKJJyiVSjQ0NJDNZjl79iy33377Neu5JEmipaWFkZERVq1aRaFQoK+vj3/8x3+sW9PffvvtHD16lLa2NtLpNG63m3A4zNTUFBcvXrzRh1/HjIiZmLyDnJ7Nst406DAxuWEIIaBq9JrB1vamxZSkuMESgOrsO79zJiYrTLVaxeVyMTc3R7FY5OGHH+a+++5j7969dHd3s2rVKhKJBDabja1bt7J27VqOHDnCl7/8Zb74xS/y93//9xSLRT7zmc/wMz/zM4RCISwWCw0NDdRqNc6cOcOZM2dYtWoVR48eJZFI8OlPf5qzZ8/WTUA2bdqE0+lECEF/fz8nT55kw4YN9WbQphC7eWlvb2dqaqqeIr5u3Try+Tzz8/Ns3ryZ4eFhwuEwLpcLVVU5c+bMdde1bt06Tpw4gSRJ+P1+SqUSfr+f/v7++jLVapXW1lYKhUK9r11HR4fpmmhi8kFgLlvGY7fgsZuBZhOTG4EQAiqTINuRbE1vOaIlWcOA4bBoYvJBolqt4vF46O/vR9d1xsfHqdVqPPjgg7zwwgscOXKExsZG8vk8+/fv56WXXuLixYs0NTWxbt06Pvaxj7Fnzx7sdjuFQgGHw4HNZqNYLHLhwgXi8TilUonGxkYCgQAf/vCHUVWVCxcu1N0Sv/CFL3Dy5EnWrl2LzWYjHo/T19dHPp/HYrEgy+at6M2KoiiEw+F6GivAHXfcwfPPP09jYyPlcplqtYrP5yMajXL8+PF6KuOr6erqQtM09u/fX3dH7OzsXGZnv2vXLiqVCqtWrSIej1MoFOjq6sLn873rx3o9bto7xoNDC3zolpUbeJMPFpWazoWFArt7giu9KyYmNw/VSVC8SNbQ21+XrQ0qYwgUJIv53WDywaC5uZnJyUkGBgZobW1FCEEmk2FhYYEPf/jDdZv6cDhMZ2dn/SbV5XJRqVSYnJxkcnKyXqtjsVhIp9P1qMPCwgKrVq0ik8mwdu1aAoEAjz/+OFNTU/V9KJfLWK1WVq1axbFjx+jq6sJqtbKwsIDVajVTgm9yent7OXHiBA0NDYBhLuN0OhkaGmLjxo2cP3++Xtu1uLjIkSNH2LFjx1XrkWWZ22+/nfHxcQ4ePMjWrVtJJpM0NjYyODjIuXPnACON0ePx0N7eztzcHG63m9tuu+2GHvOy/V6xLa8wtZrO86dmTMcsk7eNpgsOTaTZ1OrDqty0p5SJyQ1F1DKA5Z0RYVyuGbN3gbpo9hsz+cDwve99jzNnznDs2DF0XQcgEAjQ1dWFoih4vV62bNnCxo0b6e7uZu3atTgcDqxWKz6fj7Vr13L77bezadMmOjs7iUQibNq0CY/HQ6FQoFwuE4lE2Lp1K9FolEwmw3e/+13Onz9fF1hnz57l/vvvR5ZlTp8+zS233ALA7OysadRhgtPpRFEUCoVXrrt33XUXBw8epKWlhVwuh81mIxAIoCgKFy5cuK6VfXt7O/l8nmAwWO8PFggE+MIXvlBfZsuWLfUURY/Hw+Li4mv2KXu3uWnvGm9b24zDpvCj41OmGDN5WxydytAbcRF0WVd6V0xMbgqE0AxzDlvzO7peSZINe/vqLEKvvqPrNjFZCcLhMA0NDRw/fpynnnqKWq2GruvYbDba2tpobW0lFouRTCZJJpMsLi4yNzfH+Pg44+PjTExMMDIywtzcHPPz80xOTnLgwAEcDgfJZJLBwUF6e3vr6YqPPvooXq+3LsJ+4id+AiEEXq+X+fl5rFZr3VY8k8kQCARWcHRM3iv09fUxNDRU/9/n89HS0sLx48dZs2YNMzMzBINB/H4/Pp+PF198sT6xcCWSJLFq1SpqtRqjo6NEo1HK5XLdOXQJIQSFQoHBwUEkSWJ2duVqhG9aIQawc3UTEZ+THxyaQNOufkNNTF6P+WwFu0WmxW82pDQxuWFUZ8HWbAindxhJUsDeDpUJhDC/F0ze39xzzz00NTWxadMmzp07xx/90R9x6dIldF1HkiTcbjcDAwN0dXUxMDDAqlWrGBgYYGBggN7eXqLRKJOTk1y4cIFEIoEsyzQ3N1Mul9E0ja1btwJQKBT4/ve/T0tLC9/+9rfr29+9ezednZ0AvPzyy/Xlq9UqDofDbOZsArxiP39lVGz37t2cPn2arq4upqencTqdhMNhyuUymUyG4eHhawZSuru7mZubQ5ZlZmdnaWxsxG638+d//uf1ZbZv346iKJRKJbZt23ZNUXejeE8Isb/6q7+iq6sLh8PBjh07OHTo0Bt63Te+8Q0kSeKRRx55y9ve0helt9nPP780Srlq9pIxeeMIIbiwmGd1o2eld+VdI1tSV3oX3hVW8ppj8vYwUhIFkvIm3EmFDnoB9Pzl30UQFbhONoQkO8DaCNXpd2anTUxWCEmS6O/vZ9u2bfzar/0aH/3oR/nqV7/KE088wczMDIVCAUmSsFgsCCHQNK3+MzMzw7PPPktzczMDAwN0d3fT09OD1WrF4XDQ19eHLMvMzMzwve99j9tuu22ZDfinP/1p4vE469evJxaLkUqlWLNmDQBzc3P4fD4zNdGkzuDg4LJeYQ6Hg97eXo4dO0YoFKJSqRCNRlEUBZfLRbFYZGFh4ar1yLLMPffcQz6fr7dQaGhoQJIkfu/3fq++3ObNm+sR4s2bN9+IQ7wmKy7EvvnNb/L5z3+eL3zhCxw7doyNGzdy3333sbi4+JqvGx8f5zd+4zfYs2fP296HNR1Bdq9t5p9fvEQ6f+28UxOTVzOdLtPosWO3rPhp9K4wPJflqRMzK70b7zjvhWuOyVtD6FVQFw1jjTf0girUFkC73GMMHagZj+s50OaNv6+BZPGB0BF6+R3bf5P3Nr/3e79Xd/pb+lm9enX9+XK5zC/90i8RDofxeDz8+I//+FU3gpOTkzz44IO4XC4aGhr4zd/8TWq15ZO8zz//PFu2bMFut9PX18dXv/rVq/blrU4WvZpyuVyf7ZckiW3btvErv/IrnD9/nhMnTnDu3DmGhoYYHx/n/PnzHD58mKmpKYaGhti3bx+7d++mu7ubtrY2PB4P1WqV9vZ2UqkUPT09nDt3joMHD/Lwww9js9n40z/90/q2t27diq7r+P1+nn76aW6//XYsFkt9nNxuN1armdJvYhAIBNA0jWw2W39s586dDA8Ps379ei5dulRvnTA3N0cqlWJxcfGaUTGLxcK9994LwP79+3E6nbS3tzMwMEB7e3t9uW3btpFOp1e0hcKK30H++Z//Of/u3/07fvZnf5bBwUG+/OUv43K5+D//5/9c9zWapvGZz3yG3//936enp+cd2Y/WsJuPbu/i+4fGiWVK78g6TT646EIwEi/S3/DBm82LZ8s8dniKyVieD61vev0XvM94r1xzTN4chlX9FNjbXj8lUeigxUFLghJCKI2IWg1RrRg/+TlE4gKimEHUFowI2bWwNUF17p0/GJP3LGvXrmVubq7+8+KLL9af+7Vf+zUee+wxvv3tb/PCCy8wOzvLj/3Yj9Wf1zSNBx98kGq1yssvv8zXvvY1vvrVr/K7v/u79WXGxsZ48MEHueuuuzhx4gS/+qu/yi/8wi/w5JNP1pd5q5NF12JkZIRCoUClUkHXdYQQNDQ0sH37dtauXYuqqqiqihCCmZkZPB4Po6OjTE1N8WM/9mNEo9G6Zb3P56OxsZFcLofD4eDcuXNMTU3xyCOP4HQ6l2UKLDXRbWxsJJvNUi6Xl4naUqmEx/PBzSYxeWusWbNmWa2Y1Wqtf4YKhQI2m43m5mai0Shzc3NUKhUymcw11yXLMvfddx8jIyNMT08TjUaRZZlvfOMby1om7Nq1a5n4u9GsqBCrVqscPXq0rlrBGLh7772X/fv3X/d1f/AHf0BDQwM///M//5a3PZu+WmwFPHYe2dXDU0enuDCVMk08TK7LSKxIZ8iJRf7g2O4KIXju9BwHh+PctrqBW3pDPLF/6PVf+D5iJa85Jm8TLQeKE0l2vvZyQoAWA8mBkKOI3BgsPAfFGSgvQGkRbEEI3wKSDeJDiOwJhH51arokOwAZoV1HqJl84LBYLDQ1NdV/rjSW+Nu//Vv+/M//nLvvvputW7fyd3/3d7z88sscOHAAgKeeeopz587x9a9/nU2bNvHAAw/wh3/4h/zVX/0V1aoRef3yl79Md3c3//2//3fWrFnDL//yL/OJT3yCv/iLv6jvw1uZLLoe0WiUixcvUq1WqVarVCoVKpUKmzZt4uTJk+zatQuLxUIymeTOO+9k3bp13HXXXdx+++3Y7far1ieE4Pjx44yOjlKpVLj//vsBOH78ONPTr6Tyrl69mlQqRWdnJ4cPH+YjH/lI3cCjWCzicrnMtESTq/D5fPXP6hLr16/n/Pnz3HrrrZw8eRJZlgkEAlSrVVKpFHNz158sc7vd7Nixg5deegkAv99PPp+vn7NgfKZ379797h3U67CiQiwej6NpGo2Njcseb2xsZH5+/pqvefHFF/nbv/1bvvKVr7yhbVQqFbLZ7LIfgMlEif2jSWqvMunwOK186vZe4tky33hhxIyOmVxFSdWYy5bpDr3ODeF7ECEE8+kSh4ZjFCqv3Hhqus4Pjk4T9tp5cGsbEjrf23ueD+3of421vf+4EdccuP51x+RtUIuBNfr6y+lpkOyIahEWn4dqDmpWSE1DagrS0zB/AsZ/BOUcNN4Jkgfmf4AoXyPiYGsC9dqfDZMPHsPDw7S0tNDT08NnPvMZJicnATh69Ciqqi6bxFm9ejUdHR31SZz9+/ezfv36ZdeX++67j2w2y9mzZ+vLXLmOpWWW1vFWJ4uuR6lUYvXq1QwPD1OpVOoGGVarlVAoxL59+2hqamLr1q1YrVZyuRyPPfYYjz32GAcPHqynNQohqNVqfPe73+XixYvs2LGD22+/HVVV+f73v8/HP/7x+jb/6I/+CKvVWq8lKxQKtLS01J+fmprC7/ebQszkmnR2djIxMVH/v7W1lUwmQzQaxWKxkM/naW5upq2tjcnJSTKZDOXy9VPI16xZg91u58SJE3R2dpJKpahWq2853fed5n3V0DmXy/HZz36Wr3zlK/VZqtfjj//4j/n93//9qx7f2RsiXbPw1LlFdnSHCHteyQ+1WhR2r20mX1J5dP8oD2zrJOwznX1MDE7P5ljf4n3fNaFcSJd4/uw8Ua+DtoibHxyZoiXkoqJqLGbKbOuL0N/sYy6e49kjl3hoz2ri2fxK7/aK8lauOXD9647JW0NoRZBsSNLr1JPoRUR5HgoJkK2gWqBWgPBaJGd4+TqFgNQQjD8BrbeDIwDZi4jCBAQ3IcnGtiTZjpCsCC2PpJipVB9kduzYwVe/+lVWrVrF3Nwcv//7v8+ePXs4c+YM8/Pz9V5GV3LlJM78/Pw1J3mWnnutZbLZLKVSiVQqdd3JogsXLlx335ciXUssTf7E43Gq1So9PT1MTk6iaRpOp5Pm5mZ27txJLBbj4MGDFItFJElCCMGePXvw+/2cPXuWb3zjG6xZs4b29naeeeYZCoUCn/vc51AUBV3Xefzxx/kP/+E/1Lfb399PMBjkzJkz3HfffRQKBfr6+pbt69jYGKtXr16WHmZiskRLSwv79u2jr6+vXqvZ0NDA8PAwd9xxB//6r//KLbfcUk+ZTafTzM/P09XVdc31SZLEzp07eeGFF1i1ahX9/f2cOHGC7du3s3//fm677bYVdU1cUSEWiURQFOWqYteFhYVlfv9LXLp0ifHxcR566KH6Y0uDZ7FYGBoaore3d9lrfvu3f5vPf/7z9f+z2Wy9UK8j5CLqsbNvJMHqJg8dIdey13qcVj62s5vvHhjjoR1d+N1Xh+lNbi4ShSqyBCHXyhV2vhUuTGc4O5XioW3tuOzGad/f7GV8MY/PZSPksSFJEqMzSfafnuTOHf3MFGrI2gcrPfdGXHPgta87Jm8BddGITL0KUZyC8hws9fzKnQbJDc52SM5Awy1IgWvX9EmSBKHVCE8rTD0PbbuRgt2IqgyLexGRXUiWy98J1ibDzt7R+76bgDF54zzwwAP1vzds2MCOHTvo7OzkW9/6Fk7nezsD4nqTP+vXr6dQKHDp0iUURcHn8xGJRLh06RLhcJjW1laamprQdR1N05a9dsOGDXR3dzM1NcWLL76Iw+HgwQcfRFEUhBAMDQ3xq7/6q8te8zu/8zvs27ePbdu24fP5WFxcZMOGDfXnq9VqvZG0icm1kGWZUChEIpGoT4CuWbOGkydPsnbtWtatW8f4+Dj9/f2Uy2UmJyfx+Xx0dnZe9/rc3NyMx+Ph9OnTbNmyhYGBAV566SV27drFvn37uP3222/kIS5jRacjbDYbW7du5Zlnnqk/pus6zzzzDLt27bpq+dWrV3P69GlOnDhR/3n44YfrRa/XutGx2+34fL5lP1fitCncvTrKyGKBsXjhqtd7XTYe3N7FYwfHTUdFE87N51nb/P75AtF0nedOzzGTLPDIjo66CAPjRrS70UvQY6NQ1XjmxASPHRplw4ZuZEWhN+z+wPVHuxHXHHj9647JG8dorCwu12td8Xh5Hsrz4N+IFNkNVjf4NkLLx2FxGGopQ1DNvIAoxa+7fsnmhfY7YfpFRE1BstsgvB3i+xHVtLGMbAXFBZqZYnozEQgEGBgYYGRkhKamJqrVKul0etkyV07iNDU1XXOSZ+m511rG5/PhdDrf9GTREr/9279NJpOp/0xNTQFGKmQ0GqWnp4fOzk4CgQCXLl2ir6+PUqnEyZMnSSaTgHHdujJ1cWZmhrGxMSqVCm63m8bGRmKxGBcuXODIkSM89thjyyIJjz/+OCMjI3VDhSVzkStTECcmJmhsbDSNOkxek+7ubi5dulT/v729nUKhwOLiIuvXryeRSFAsFuvOm4uLi8t6kF2LzZs3k8vlGB0dxe/3s3btWvbv34/VauWxxx57tw/puqx4XPjzn/88X/nKV/ja177G+fPn+dznPkehUOBnf/ZnAfi3//bf8tu//duA0VNg3bp1y34CgQBer5d169a9ZftJiyxx56oI44kiE4mri7KDHnvdUTFlirGblvlsBb/TgtOqrPSuvCESuQrf2T9Bc8jFPRtaUK5IAxFCkChUObeQY2gxz7PHx0mm8vzSw5tZ3+Kn2ef4wNryvxeuOSZvgloSLK9KK6wVIXcRApuRFDuiOAv5USircPrLEF4HfZ+GlttBKsPUo4ihryAqqWtuoi7GZg4jSnEkxQrR2yB51NgWgLUB1GtbJZt8MMnn81y6dInm5uZ6DdWVkzhDQ0NMTk7WJ3F27drF6dOnl7kb/uhHP8Ln8zE4OFhf5sp1LC2ztI43O1m0xPUmf06cOMHZs2eRJKke9Vq9ejVjY2MMDAywdu1aMpkMZ8+e5eTJk1y4cIHp6el6TdmqVasoFovY7XbK5TIHDhzg+PHj7N27ly996Uv17e/du5fTp08Ti8XYtGkT+XyeSqVyleAaHR3F5/Nd0wjExGQJj8dTF1hgRMkikQjj4+MA7Nmzh7Nnz+J0Ounu7iaRSDA8PPya62xpacFisRCNRhkdHUXXdTZu3MipU6eWmYPcaFa8RuwnfuIniMVi/O7v/i7z8/Ns2rSJJ554op4fPTk5eUPyiGVJ4vb+CM9ciOG0KTR4l18kAh47D+/s5nsHxrh3cztNQdd11mTyQUQIwdBinp1dwZXeldclla/w0oVFJEniQxtbsFgVptIlcpUaQoAkgS4g4LAwEPVwangOOzoP3Tl4U6RdvVeuOSavjxDCcEu0Nl7xmA7po4YIky2GuJr4DjhaQY3BwKeRvK3GwjYfeIzURJEbh+GvIlruRgptvGpbks2L6LgHJp9GRMtI3vWI8C0QP4BouN3YliVw2TSk4QYcvcmN5jd+4zd46KGH6OzsZHZ2li984QsoisJP/dRP4ff7+fmf/3k+//nPEwqF8Pl8/Mqv/Aq7du1i586dAHz4wx9mcHCQz372s/zpn/4p8/Pz/M7v/A6/9Eu/VBcev/iLv8iXvvQlfuu3fouf+7mf49lnn+Vb3/oWP/jBD+r78fnPf56f/umfZtu2bWzfvp0vfvGLyyaL3gzr1q3j+eef58KFC7jdbkKhED09PTgcDuLxONFotF7DJYSgUqmQz+eRZZkLFy7w3e9+l87OTsLhMO3t7dxyyy0MDQ3x3/7bf6tv43Of+xyHDx+mVCrR3t5OMBhkfn6epqamZbVuqqpis9ne82meJu8N1q9fz0svvUQoFMJisbB161ZeeOEFEokEbW1tOJ1O4vE4jY2NKIrC+Pg4GzZsQFGuPVm+VCu2f/9++vr6yOVy9YmPlTTukMRNNr2XzWbx+/1kMplrpgtVajrPnF9kT38Er+NqnVqq1Hh0/xg7VzfS3WSmG90szGbKpEoqa5veu2mJQgjOTqW5MJ3h1jUNlHVBSdXx2BUCTiteuwX5CqElhODExTnm4jkeuHXgmiLs9c4XkzeGOY5vDaEVoJZGsre+8lj6ONgbkJytiPgJmHsWmm+Boga+dqTAFTV7egX0LAgjk0HUyjD+A3A1Quv9SIrfmJlYts2KYeAR6kQKbkKU5iE/hhTdZQjD8gjYO5FkMxr6brFS58tP/uRPsnfvXhKJBNFolN27d/NHf/RH9TrQcrnMr//6r/NP//RPVCoV7rvvPv76r/96WcrgxMQEn/vc53j++edxu9389E//NH/yJ39Sb2QMRkPnX/u1X+PcuXO0tbXxX/7Lf+FnfuZnlu3Ll770Jf7sz/6sPln0l3/5l+zYseMNH8vSGI6PjzM7O0s8Hsfr9ZJMJsnn83R3d+N0Otm8efNVN64TExM8++yz+Hw+7rvvvrrz4alTp5ifn+fZZ59dJhz/+I//GI/Hw+LiIj09PWSzWdxuN01NTQwMDOBwGGnFS1G2rq4uMzXR5A2x9NldqjP83ve+R1tbG5s3b0ZVVb73ve8xMTFBf38/hUKBbdu20d//2m7Puq4zNDTEzMwMiqLgdruJRCL09vauyHe0KcSutUxZ5eVLST482LDsxnUJtabxvYPjrGkPMtgRerd32eQ9wIujSbZ3BLC9R9L1dF1Q03WsiowQMLaY59R4krDXTlPUAxK0+Bx47NcOeqdzJZ4+fImGoJs9m7quGwkzBcQ7gzmObw1RmQRrtN47TBTGoZZH8q9DxE9C5jxEVkGhAFYvUvRypEuoiNwwLJ4BYTH6hVWzIGqADmoaHFZovwvJ0Qayd5kgE3oNJh6DQB9ScD0ieRRc7UiOBoReguo8kqP7ho/HzYJ5vrx9lsaws7OTEydOkEgkOH36NEIIMpkMqVSKZDJZT7v0+/1ks1kOHTqEqqps2LABv99PMplkdnYWi8VCS0vLVYLxF3/xF7nnnntYXFzE6XSSTCZZWFhgzZo19PT00NXVhSzLCCF48skn65b/ZtaByRvlxRdfZPv27dhsNmZmZjh58iQ7d+4kFAqRzWbZv38/09PTOJ1OfD4fd999Ny7Xa2et6bpOPp9nYWGBS5cukUql+PSnP70i15wVT018L+JzWOmNuDkxlWFLR+Cq560WhY/v6uHxwxOUKhpb+99AbxuT9y25cg27RV5xETaXKnJ8NEm+rGJRZCyyhKrp6ALaw25uWRUlXa7R6LPjd1zb5lvXdQ6dm2ZiPs29t/QR9psptibvTYTQQa+8IsJqeSjNQHgXInke0mchPAiFOMiBuggTlRRMPQWWELR9CGppyF2CSDcoTtDKEDsBqVE49Q+I5h3QvBnJ1lYXY5JsQXQ+DJf+CeHpBf86iL2EaLwLSXZetrPPISnv3Qi5iQlArVZjw4YN/PM//zMPP/ww+XweIQQjIyOMj49TLpc5cuQINpuN2dlZGhoa8Pl8zM7OUqlU8Pv93HbbbfzJn/wJP/rRj+rrtdvt/NZv/RbRaBSbzUZjYyMjIyMUCgUcDgc7d+5kZmamLrjOnTtHe3s7VqvVFGEmb4rOzk4mJyfp6+ujtbWV/fv3MzMzQygUwuv10tbWxunTp7HZbPV+Ydu3b18WhX41sizjcrloa2ujv7//KnOcG8lNK8T01wkE9jW4ef5inMVshQbf1UWlsizx4PZOnj4+zf7z8+xac303I5P3NyPxAr2RlREsmq4zNJPlzGSKiNfB6vYAKuBzWAg4rTgui8PZbIViVWNNoxdFvnZ0q1Cq8r2951nT3cCn7ll/U9SDmbyPqaXAEgAu14qlT0JgI6QvQvIYhDdAJQE4oXGrsVzsLCSPQ9N2qOUhdQxcrdB4F5L8SvqV8K0yzD4mn4TkUYidQKz+SSTvQH0ZSVYQzTthbi9Sx/0IZzMUJsDTZVjpl8cQDo95Hpm8L/jEJz5R//unf/qn+fVf/3XAqInVdZ10Os3AwACNjY3IskwmkyESifAzP/Mz5POv9JO0WCwMDg7yn/7TfyIWi9He3k4+n2dubo5yuUw+n+dTn/oUsizXzYzK5TLDw8Ps2bPnuvU7JibXo6WlhZdeeqley7hr1y5efvllenp66imwt99+OwcPHsRisaCqKkNDQwwOvnbd+9Ky1Wp1Rc1jbtppidNzOWL56nUdsCRJYldPiCMTKTT9+svcu7mNiqqx9/Ss6ab1AaSmC7Ll2tvqG1bTBaqmv+nPR7mq8a8HJilVNe7f0kpbsxfJItMdcmGzyMxmy5xbyHNmPgdAX8R1XRFWqdb47gvnuGd7L5sGmt/wzWOltnJNDk1uXoQQUEu84pZYmgJ7GLLjkBsDfx84mqAYg+ZbjUa0yYuQPAy+KFQT4OmApruR/KsBHaHmjJRDDJEl+dfA4OcguA3C/XD6bxCL+5fth+TuBT2PKMbAOwD5SwhdQ5IsoHhBS9/QcTExebN84xvfuOqxr33ta2zYsIHf+73fo7u7m9bWVu666y7uuOMOuru7+eIXv8iv/Mqv8KlPfaouwiRJwu/3c/ToUX71V3+VSCRCJpNBlmUmJibI5XLY7Xa6urpoamoik8nUbesPHz7Mtm3bqFary6zsTUzeCIqi4PF4yGQyALS2thKJRDhy5AgAwWCQYDCI1+vF7XaTSCR4/vnnGR0dfd11OxwOdF2nXC6/q8fwWty0EbG1TV4y1Rpz2QrdYSfea9TSOKwK/Q0ezsxm2djmv+Z6JEnizg2tHL64yDdeGGbn6ibTxOMDxGSyREfwzTs85So1JlNlarqOIktISNQu91uRkLBaLqdAAXaLjFWRyZVrVDQdCdA1wenROLf0RZCsCvP56rKar7DFRviyONSFuGYt4xK1msaje8+xe3MXDcE3ViCtajqpokqupL7pYzcxedtcjoZJkmyYZxTGwdEJ5QmwWiG0GcYfhda7DRGWugST34OmjRDdg6Q4DNGVH0JU4iDbQHaAVkQIzfjfHgFXBzTfCvGTsOpTMPQNhGxDihgRNiQJmm6F2ReRej5upCnmLoJ/jeGcWB5BKAEzKmbynkVRFJ555hnS6TQnT57kD//wD+uTgidPnuThhx++7mt1XUdRFKxWKwcOHEDXdY4ePUo2m0VVVbxeL5OTk9RqNfx+P/Pz83z0ox9FlmXy+TwdHR3ouk4ikWDz5s2k02ms1munzZuYvBbd3d2MjY2xadMmAO644w6+/vWvk0wmCYVCOBwOenp6kCQJt9uNx+PhySef5JOf/CTR6PXLhyRJwuFwrGhE7KYVYhZZojvgolzTGEuW0HVBR/BqQdbX4Oapc4v0RNzXdFFc4paBBtZ1hjhwYZ7DFxfZs66Z5pA58/N+RtMFE6kSt/e+cUOWmq5zMVZEkaAn7LxmzzFdCFTtlehYpaZTqek43VZOjiZZzJaQFJlwxM1sUSXskmj02q/b1+u1RFi2UOb7+y6wc30HHY2Bq54vqxo1XbAUrJMkKFY1dAFBlxWHMHu9mNxY6tEwx2X3w8xJ8PTB4glwN4KrF9KXwB0GexgxfwCmfwT9DyP5NyK0EiJ3AcqL4O4yIllL54jQQOgggFoOEvuNiJjND5YgdH0YRr+LkBSk8CYAJHsTwmpB5GfB3QkLzyE8vUiKzbCz11JGPZqJyXuQ1atXA9DR0cH69ev52Mc+RiqV4t57733d1/6v//W/0DSNhoYGZmdnmZqaIp/Ps27dOiYnJwmHw5w9exZN0+js7KStrQ2v16ib1HW9XnfW0tJCtVo1nRJN3jKBQIDTp09TrVax2WzIssztt9/OM888wyc/+UnC4TDlcpmjR4+yfv16KpUK3d3d/Mu//Av/5t/8m9eNxK5kyuxNm5q4hMOisKbBQ0/YxUSqxGx2eXhSkiR29oTYOxwnXXzt6IDTbuGujW08sK2DYyMxvr1vhPOTKWqamd51o8iVVH54YpahuSz6dVJK3yjjySIdQcd10/1eTb5S4/RcnhafnVUNnus2fpYlCbtFrv9oNY0z4wmePz3HqjY/P7ari7XdYe5f08g9/RHWNnmQJDgznydZfONNB2diWb639zz37Rqgp3X5jWK1pjOfKZOvaMvGSdcFAaeVJt/1hZ+JybuKlgbFZ0TDilOguCA5BKE1oJfAGoTUGYhsgYnvwcJRWPdvwLsekTkDmVNGbZl3wGgGLVTDLVGvAbIRDZN0kCWQFZj5DtidkLoAoa2GFf7YY4jMiLE/kgwNO2DxgBH58q+B7DnjOUsY1OQKDZSJyevzwgsv4Pf7sdvtOBwOotEonZ2dHDhwgL/5m79hzZo19WUfffRRRkZGGBkZ4YknnqClpYU77riDdevW4fF46O3txeVyIYQgEolw4cIFkskkg4ODaJpWd0gsl8tYLBYkSeLSpUt0dXVRLpdNIWbylpEkiXXr1nHw4EFqNSPFfOnzNjY2hsvlQpZl1q5dSyqVor29nVKpxMDAAF/72tfI5XIrfATX56aNiL0ap1VhbaOHC4sFFKlC4xUNnf1OK3cORNg7nGCw2Utn+LWNG7wuGw9u76JYUTk7kaqnLPa1XDu90eSdIZYt8/z5Re5Y08B0osh3Dk8x0ORlbZsfi/LmRIWmCyZT5deNhgkhiBWqLOSqyJLEYKPnmgJGCEGmVKNY1VBkCVmCQqXGyfEUNotMd4OHjd1hFFniUrxAV9BZF4BWRabJayfqtjESL5Au1egOOV8zHeriZJzjF2f5xN3rcNhfSQVZ2o+SqhHx2LC+yXExMXnXUZPg6ERoZSiMgbXZiFiV5yCwHmZfhsY1MHsACklY9RGwtULmGFh8YPOCOg+K3xBRpWGQPYZokmUjIqYVDHHmaALfBog/D3IOYkfB1w32IFz8B8TgLyC5W5HsDQhFQRTnkFzNiOxFRK2IZHEhZBtCL9XdHU1M3ktIksT//t//mx07dtDW1kYoFMJut+P1etm1axfRaJRkMsnAwADBYJBEIsHk5CShUIg1a9YgSRK1Wg1VVXnmmWfYuXMnuVyO5557DrvdTk9PDy6XC4fDUW/evNRHTAhBIpHA6XSSy+Ve08XOxOT1CIVCrFq1ikOHDrFz505kWebOO+/k8ccfp6urC5/PRzAYZHx8nLa2Nvr6+jhz5gyDg4N8/etf57Of/ex7cjLgpu0jdmFygfbGMC7b8qiFLgTnFwr4HBba/PZlN7uaLnjpUoKw28baljdeB6bWNPadmSNTrHLPpjZ8b8P4weTaZIoqPzo9z4Obm3HajIu9pguGZrOcm8nS0+BmQ0fgDQuyi4t57BaFztD1b67KNY2LsSJ+h4UWn/26okbVdGL5Km6bgs9hQReQLlR46sQsH9rYQshjRxOCmi6I5SpkyjWafQ5cNgWLLGFRpGXphzOZMulSjdUN7mtG606PzDM6m+Sjt61GuWKfNF0Qy1dxWGT8Tssbqmsx+/m8M5jj+MYQegWqc0iOLkTmlJEumDgLjbdAbhgsUSjOA3lYHIFVDxrCqjgDzhaoZcAaBspQmQV7Kzi6QE2AGgNro2FhL7tAUkCNQ3nGiKBV0zD7LATXg2IB2Q5jz8KW3zLSEMsJmHsOqevHEWoaMueRorcitCLUEkj29pUcug8U5vny9lkaw2QySalUYv/+/WiahsPhoKmpqZ6+5XQ6qVQqTExMUK1WkWWZ1atX43Q60XWdkZER5ubmmJmZQVVVfD4fw8PD6LpOX18fXq8Xh8PBjh076o2bL126RHNzM/l8nosXL7J69eq6+DMxebuMjo7WP38ATzzxBJFIhE2bNjE5OUkgEODll19mx44dzM7OcuLECTweD/F4nO3bt9PZ2UkotHySfSWvOTftdHjEYyNTUkm9Kt3QiGoYuaSn5/PLXOMUWWJPX5iyqnFwLPm6FvhLWC0Kd29q49bBJn5waIIDF+bfdtqcySsIIdh7YZG71zbURRgY79dgm58f396Gy27hX49MM5sqve76ilWNuWyF9qDjusvE8lUuLBToDbvoDDqvKcJqmk62pBLLVYl6bPidViRJolCp8dSJWR7Y0kbE50CWJayKTFnVKag6a5u9uO0K1ZpOtlxjIVthNlMmka9SqGo0e+00eW2cns9RVrVl25yYT3NuIsa9O/qpaHrd8bNa05nPVgg4LQRcVtNcwOS9SS0B1rBhtFFNQ+oiNGyH7AVw90PiPLg9MHsC+j8E+WGoVcAzANV5kFSozoAuwLcTyTWAJNuQ7M3gHgRRAHQk2ZiIkGxR8G4Aqx+sXmjYCrEjgAR6BUI9MPYoAJIjDFgR1UUkWxBkK6K8iKS4QC8bJiAmJu8xZFmmqamJj33sY+zevZtVq1bR2dnJ888/T6VSIZ1Oc+rUKXK5HJlMhrm5Ofbt28eBAwf4xje+weTkJIVCAUmSuP/++wkGg/T09NDf30+hUMDj8eDz+eoiDIzeZU6nk0uXLtHT00OlUjHdEk3eMbq6upienq6nKN51110MDQ0xOjqK3W7HbrfT3t7O2NgYbW1tPPDAA6iqSlNTE7VajampKdLp9MoexBXctELMqsg0+eyomk68sNzGXpIk2gMOukNOLizmlwkuSZLY2hkk5Lbxo3OLFCq1N7zNxoCLn7yjD4fNwjdeGGYuWXhHj+lm5eJ8jqjXTshzbWMJSZJY3eLj4S2tvHwxTuY1av2EEByfzrCp1bcsCqVqOrmykVo4miiSKqlsaPHitl1dB6bpgjNzWR47s8ALI0mGFvMMLRbIV2pUVI3Hj05z/+ZWAm4buq6jajqJQpX5XIVVUTeyJOGwyHjsCh67gt9pwWdXsFpk1JrOfK7CfKZCIlvmX0/O86/HZ3n81Bz/fGiSrzw9hC8a4ch4hsNjaX5wap7jk2kWcxUavTYc16lbMzFZaYQQoOWNNMLiBGA3UgQl3ajrSpyDyHoY/T60bYf8CAR2gtUNxZPGSqwt4N+J5FmNpDiNaJleAD2PJCpgawMtg9Cy9e1KkoxkDRpW9cEdRvRt/kWweMHXBpmLiNy4sXBkK8SPgRBGmmT6jLHflpDh9Ghi8h5DkiRkWcZisdDc3IzT6WRmZoY77riDM2fOMDExwbp16xgYGGDNmjUMDg7S0NCAqqrccccdWK1WFhYW+PjHP048Hicej5PL5bBarXR0dKCqKgMDr/TfK5VK9RTEubk5gsEggNnE2eQdQ5Zl+vv7GR4eBozm4h/72Mc4dOgQhUKBxcVFNmzYQDKZJJPJYLfbueuuu8hkMpw7dw673c7Y2BgjIyMMDw+zuLi4osdz06YmLoUfhRAkiyqqptPotV8VKZjLViipGj3XqAtLF1X2jybpjrgYaPS8pnvdq8mXVJ49OY0sSexZ14zfbbrTvRXKVY3Hjs/w8W1tbyjtcCmF8UPrmyipGslchclEkVJVY9dAhFJNp6zqrGky8og1XTCdKZMqqvgcFjRd4HVYaPJe/X7lKjUuxQqMJ0q0BBxsaPHisCroQrCQqzAWL/Li0CJ9TT6CHhupokqhWsMiy7jtFu7qC1G+7KAIRkTPIksokoQmBGOxAtOpErqArpCTkNeO166Qq2qkiiqnzk7w8dsGCHiNdMpKTSeer5DIV5m5IhIoSRJuu4LPYcXvtNDgs+OyXTt330wRemcwx/H1EbWsIZqsTRDfB6UStNwB8f3g7oPUCOgpyM9A4wCE7oLiMFSnwNIIzm7DHVFWQHYhUQM9AZILY85RgKggRBWqMbB1IimBVxwVl/ZDCBj/Z1CnwbcGlBBMPw8bP2+kM458G7rvQ7L4EZkLoDjA3QHlS+DoM6PN7wDm+fL2ea0xnJmZYXJyku7ubrLZLOl0mmg0Wm/C7PV6sVgsPPvss2SzWT7xiU8wOTnJ+Pg458+fp1Qq8ZGPfARN0xgZGeHjH/94fd3z8/NIkkQ+nyedTtPb24umaYTD4Rs9BCYfYIQQ7Nu3jx07dtSt5xcXF/nhD3/Izp076ejoQAjBk08+yerVq2lra2NhYYGjR49SLpfp6elh1apVeDweJicn0TSNdevWrcg156YXYvXHyyrZcg2/04pdkZElw+EYYGixQIvPTsh9dW2XLgRD83nG4gV6o256ou43ZYAwnyqy9/QszSEXt65pWlbT83osvXPiir+vZOl+QOKqe40PBLou+P7xWbb3hWnyXz+N8NXMpUqcns7gdVgIum20h13IEvzozAILBZWfu60DRZaNyNZ8jkavnUaP7bo3WJWazqnZLBVVI+y20eKz439VHaAQgh+dnKUj4qEt6mY8WaTRayfsslJSdcYSRYYWC9wzEFlWvyWEYGSxwPm5HL1RNy1BB7qAQlXDaZVRa4KAy8reY6O4/B6CAQ99YSclVaeqCSJu61UCVReCQqVGtlQjXVRZzFUoVTUkCWwWGZtFxnp59jKVyfCRrT3mDdHbxLyxfH1EeRxsLVBNGk2bNcDTaKQeJkfB3wKXvgOdt0F4NxQuQmUSZB9YnIAwzDmEBlLVuPBpgGQFxWf8dvYYPca0IlRGwBZEkgMgeZZdJIVWgdFvg5w0om7zRyGyAanxNkTsFMgFpNBOIx1x8QVovNtIibQEkRQzBevtYp4vb5/XG0NN05iensbpdOLxeOqpifl8nlQqRS6Xw+l0cs899zA7O0sikeDJJ5/EZrPxH//jf6RSqXD06FHcbjdbtmypr3d4eJiOjg6eeOIJ7rvvvvr2nU7TzMbknSWZTHLu3Dl27txZj8KOjIxw8OBBbrnlFgYGBuqW9gsLC+zatYuxsTFisRipVIre3l527NiB1Wrl1KlTbNq0aUWuOaaFzWV8Dit2i0KxqlGsquhCsPS1HHBaODaTZUubn5BreTNCWZJY0+ylr8HNeLzIsxdi+J1WNrb5cV4jbe1KhDDSFT+5p5fzUym+8cIIO9c00t3oW3ZTsCSkhLi26JIkw4m53irnCoEGRrmExAdPkL10MU5fo+dNiTCA5qCT5lc1aRZCEAo4CbhsHB9Ps7U7yMVYgVa/g8irBHhZ1SipOtmyykymQkXVWNPkQULCedmQ49UcGUngc9pwuawcHksi12pcHI+zmKngtlsIeWwoOvzD/nE2tvrob/LitFl46VKS5oCTj2xoxHJFakfIJShUNYrVKifG4ghZZveqRmJ5lQOTGRo9dvoiTiqqRixTRtV0/C4bHoch8lxWBYsk4XMorGn2IssSQgiqmk61ptf7nJXNeyCTG4AQOggVSbYhCuNQKUBkM6RPGI6IVidMPQnhVRBYB9kzUB0zmiq7VxmW9pIDSaSBGkg+kBwIBOhFqC6ArkLhHMIeNS6Ekg3KMYTNhqRUQXllxl5S7IjwZkgdg9xRaLkHJh5FhDdBaBWMfx+CRSTZjXC2QHEanA1QnQNTiJm8h5iamqK5uRkhRD0ypSgKxWKxLrDsdjuBQACbzYbP56Ovr6+efjg/P088HufJJ5+kqamJBx54AKDurviJT3yivi1N09B1nVgsRjQaxWKxUKvVltWPmZi8U4RCIfr7+5e5KPb19TE1NcXQ0BCBQICGhgZuu+02ZmdnOXz4MDt37sTn8zEzM8OJEyeIxWI88sgjdHd3r9hxmELsCpb6Ol2LgNPKkakMq6JuGr125Fe51VkVmf5GD/2NHuYzZfYOx+mOuBlovNoq89WCSpIkVreH6G7yMzqf4ekT0wTddqxWmYjPQVPIjSSky8suF13X4spIGFzeFqAJkMTlexDen6IsV1IZixWYShTxOi0Mtr0zLQFGE0WiHhsDUTdPnZrn4HiKloBzmQgTQnB0KkNJ1fHaFbwOC5tafdgsMou5Cn6Hgtt+9Sl1fDTByxfm8XlsjMSy9Ibd2Fx22hp8tAed6EJQrhqNlVOFKqdmMux7cZxsoUp/yEm1UMKBTkvYja4LyqrGbKJAMlcmn8uTLVYYXNXOD0/NUy6r1NQak5rOXh38doVmrx2LIpMtVsmV1cvvvYTNImORZfJlFSFAUSTcdgsBj52w10HIa8dh9hIzuRFoeVC8hmV9rQzIUBwH72qY2gv6vFGH1boLKlmoXATPRvCsR5IUo7+YvghyAK6wkZeQQPGA04OopaF80TD1sERA9hsW9qXTCIsHLCmwtiHJl28ag6shM2LY6VfHwBaG+ReR2u5D2EKI0gySewC8fbC4D1xtgIYQNSTJ/Go1eW/gdrspl8tomsbw8DBTU1O4XC6CwSADAwM0NTWRTqdxOp24XC4kSSIWiyHLMpqmMTc3x/79+9mxYweBQIBoNEqhUKivZyktDIwonNPp5OTJk9x5552oqmqY4rwfbzZM3hc0NjaiaRonTpyoR2b37NnDN7/5TYaGhvB6vTidTlpaWujs7GRkZIS+vj7sdjuKojA3N8dXvvIVNm/evGLHYH5bXMHVAukVweKxW9jQ4mU0UaKi6YRcVjx2yzXrwpr8Dhp9dvaNJJAl6I2+IsaW1r8kqJYeA3BYFdZ2hFjVGiCWKVEo1xiZzbD39Czru8Osag1gew2zBSEEqiYQCCyyXLc2rx/HFfvwfouSZYoqhy4lqNR0VjV7r3JIfDsUKjVmMmX29ISQJImN3UF+eHoej0VGBBxIkhEtOjKZwe+0sK3jlfdT1XQWshUiHttVIj6eLfMvL48xtpjn4V1dRAJOukMu5rIVwm7bstYJjsvHEvE5cDqs2KwWbDaFPb1hNE3j3FSac6fnsCsyDpuC3aowtZDG5rRjc3uZiRfob/Tg9vgpqwJJghafnWxVYyFXxWWVcas6HTJkSiqlYoVCrkQ2X0G6/DmpVQWLhTIzsSw1TVCq1kgk0+/IGJuYvCZa2ohuFSZBrYCn0xBA+Xmj9sq7HsKdoNUgfxA8W5G8G43X6jkQJVAaEaIGaupyeqJ02abeiiTSRlaBawtoKcPm3taAJDUj9D4oTRpirnQO4WhDkgNIWBHRLbCQheIYhNfC4lFEZLPRXDp1Alw9SLIV4WiA0izYIoYlvq1pJUfTxKTOwYMHaWxsJJ/Ps27dOrZu3UosFmNubo4LFy7g8/lIJBKUSqV6z7BisYiqqng8Hmw2G93d3ei6ztq1a5EkifHxcaanp1m/fv2ybWWzWbLZLIFAALfbTTKZNKNhJu86LS0tzM3NEY/HiUQiWCwWPvShD/Hkk08SCoVoa2vD5/OxYcMGfvSjH5FOp/H5fHR0dFCpVIhEIkxPT6/Y/t/0Quxa4utKgXSlYAm5bOjC6OPksilky2XglUiaclnxKJKEIkvc2hPi3FyehVyF6GVHv2tFtF6tgyyKTHPISG/pa/FTVTXOTiZ5dP8YdqvCh7e0Y7XKl9MojUjKElZFRgJquqi7PcqSRKPX/oow45UomX75j9eLsq0kuZLKU6fnuHNNA1HfO3tRF0JwfCbL5lY/kiRRrGrM56p8ZkcHZ6czfOfQNP1NHnI1nQavnYGGV0SYpgsWc1UavMsbI+u64MDQAifHEnhdDv7DI+vJVzS6Q07mshUibtt101Zn00b92j1romRLNV4eSxJx28jqEq2NPso1nXypyvTYDI/sWYPbYWUqXkBVDUfGsakk8UyJXLlGoaphtymE3TY0XaDVjJtTr9OKy2kjGvXhddvpj7pxWJT6eFRrGsWysb5sNst/fUdH3MRkOUIIwypeshspfppuiJrgJjj5/4WO+6FcBrsNUkfB1mBYzgPoaRAaQncbUTK9CIoNhGw0ba6lQSsjZC84e4xmz5YISA4ojSAc3UiyA2F1g9wI2iKUFhBOGQkNyelEWCKg5qE6CbIbFl6G9odhroDQMkiWsBEVSxyB6G2gLiJEoxkFMHlP0NraihCCtrY2MpkMmUwGXddpaWlh//79JBIJfD4fHo8Hl8tFKBTi4sWLTExMEAwGsVqt3HfffXVBNTY2Rjwex2KxsGrVqvp2dF0nl8sxMjLCww8/XG8CHQgEVujITW4m1q9fz8svv8yePXtQFIWGhgb6+/sZHx8nGAwSj8fp7Ozk7rvv5tlnn6W7u5uGhgaEEIyNjZHL5VZs329aIaYL4/serp/u92rBIgFhlw2bIjOTKRNwWvHaFSyyjKrp1HSBACpCR9NB03UGmtzsG04w2OylNfDWilVtVoV1XWF6WgKMx3L8zVMX+PDWdpqDLkJuG1b5tUP/JVVjJlOm+Yqmw0tRMi7XnunC8BV7r907VGs6T56a5951TQSvYZbydhlPloi4bXgdFlRNZyhWYE2jG5tFZnNXkLVtfn50foG5VBlriw8uCzFdF/VI2JUirFip8b0D4/Q2+/B7HGxb1UC2XCPssnJuIYfHbqGoasgy2C3LxdhELM+jhyYI2GX+72QMh03B63KQS8t4bTLZgkAInZdOTGD1eHj80Dg2q0JzyI3bYcVhU1jVHuK2tQ4sikxF1YjnKsykyzhtCmtbfSivshAuVDXOLxRo8zuIXjYksVst2K3GpcEuXd/q38TkHUEvGHVV1SRUcoZlvbMBhv8BIoNQUaFxA+ReNi7UgQ+BXkDoWRAqlBNGGqNsM/qBFRegnDL+lzBysi1OqJyCyiJoFSNyZfNDeRphbwZ7G9RiYOsCxqE0i3CtNq6H0T6YTxkXSgeQm4bCGHi7IT8O/pBhAAKglUHxgpYFyzuTNm1i8nZwu931tCtVVclms8TjcQ4cOIDP52NgYICOjg7sdjujo6McPnyYzs5OmpqaUBSFrVu31o0QEokEiUSC6elpHnrooWWW9NlsluHhYe68804kSaJUKlGtVrHZ3vnvbROTV2Oz2ejr6+Ps2bNs2GBM1O3YsYOnn36ap59+GovFgizLdHd3c++997J3715yuRyDg4MEAgEWFhZWbN9vWiEGbywKtCRYrhRkHruFgaib3OWUNk1AX8SFTTEEmYQR1SqrGou5Kts6AxwYTaFI0psylhBCUFZ1ksUq8mXL8cHWAF1hN48dHOej27uwKdbXXY/TqtDktTOXrSwTY1ceo8x7T4xpuuDJU3Ps6Au/KyKspGpMpErc3htCF4LziwV6ws56dAhgPFmkNejiI+uaeOF8jLPTGda0+ljIVQi6rcvSEZO5Mo8fnuTezW2cmUrjC7goazpRj510SaXZ58DnsFKuGQ2jfQ4LIZeNuWSBZ09Oc2Y6w4c3tbG+M0TE56Cm6cwlC5SrNXwuO3OJLHuPjfPJO1bj8bmYy6ns7g1dt22Cw2ahLWyhNeRiIVfl3HyejpATn/0VV0a3TWFDs5eL8QKaEHisMvmSyuhMkotTKQ6cm3jHx93EZBm1FFjCkDkLag2sFcjPQSUOfT8FCydBXwAtB56toGehtmC4IFaSUJwDhw90O5TKxroCqyFxCuwBsMmGo2G5BN5+8PUYqYjFWSjWIOQHMQ7WCOg5JFsXQpo2jD2cvUjOPoRtFKxVcPkgcxySx6HxHpjfC75BkJzg6TYEmq8fKlOmEDN5T/Ctb32Lf/iHf8DhMNLsvV4vfr8fm81GIBBgZmaGQ4cOIYSgt7eXVatWEYvF2LBhAy0tLYBxL1IoFJienmZiYoLBwcF6fzAwGjgfP36cnp4eAoFAXYT5fD4zMmxyw2hrayORSDA2NkZ3dzeSJPGhD30ITdM4fPgwL774Iq2trdhsNu644w7Onz/Pc889xy233ILHc7Wfw43iphVibzYV78oI0tIDAaeVgNNKuqRycDxNtabVIw6yZBh8SBLE8xUa/Xaeuxgj5LKxucOP227BdlkQabowmi5KoGqCkqpRVjV0YaQ9NniXiye/285Hbunkh0cm+NSevjdkeW+zyDT7DDHW4rNfZWn+XhNjNU3n8RNzrG3z036NHm6vhVrTSeTKJLJlUvkK6UKFfMlovF03MpGgoli4c3UUWZIYjhVo8NjwO14RtrlyjdlMhTv6jNqx21dH+eHJOXSgJ+rGebleT9cFR4YXGZnPsXtDK4uFKpOpEvdvaqHF7yReqBJy2ertD+wWGbdF5sDwIqfH4kS8DiSHg//ngXbago76e21RZNqjXgAuTScYmYzzix/fhu1ytEpRipyYzrKl/bVv+CRJoslnx2tTmMqUSFlkWgPOKz5TgkyywL+cX2RyKk48laeGTA2ZrqDZ387k3cNISywbDoa5cXBGQbHA2Hdgy3+B+ePQsA7SPwBrGOwNUFs0/i5MQiEDrhC4ViPZjbosUU5A7Ai03YOkCKAGYhOiugilOMRPGmKsdYuR6hg7Cb52cEhgtSOUAJK1GSHZoTSKcK2C8BZIDUF1AqJdELtguDfqMqKWRLK1grMZsheM3mPICL2CJJvnj8nK8sgjj2Cz2YhGo9hsRtaDrutEIhEACoUCmzZtolgsMjQ0RDgc5sMf/jCyLCOEoFQqkUgkyGQyJBIJJElaZlcvhGD//v1YLBY2bNhAtVqtv25JyJmY3Cg2bNjAwYMHcTqdNDUZ3wmKorBt2zaGh4c5e/YsmzdvRpIkBgcHaW5u5uzZs8zOzq7YPpt9xN4CuhBMJEukSyq5cg1NF/hdVhRJwmGV6Y240HWjwW9NF1RUnUxZJVOqMZksspAts6ndT7PfQaGikS6rRN12oh4rVouC0yrjtChXOTO+mnOTSeaSRe7Z1PaG971S01nIlXFZFRRZwuew1mvH4JU0xStr5W40S/3BBlt9WGWoqBo1TSeVrxLLlChXtfqykgR2q7LsMYsiEfY6CPscBD12gh47bodl2czceLzA2ZkMhWwRxW5lfVd4Wf2XEILnhxPc0hnAc4UTYixX4cWhGG0BOzKwmC4RL1Rpa/CyptWPwyLxTy9OcMf6JgabfaRLKtWaXk/7q6oah4bmmVjIMtAWJBR0c3o2x7oWP90R17L3YolktsgTL1/kU/eux/KqdMZjUxmCLivdb1Cs1jSdhVyVuXSRfFElX6xyejTOufEYsqTT3BxibVuQzd1h1rQFKBTyZj+fdwCzL9K1EVreSONTazDzvNE3bO4gtN4D/jWwcBw8Emhz4NoACoYIy12CimaIJ9caJHuDUStWmTF6kAXXIMk2I1IlLEDBiKRpKYRWgqoGuQw07DKMPhaeN0w/vL1Gc2ZHL5IoILQclGPgWQvTz4C3CcqzMPuSIeYCO0AkkSK3gSQhUicNQWZ1QS2DZG9d2QF+n2KeL2+fpTEcGRkhFAoB4PP5UJRXvkOEECwsLDA2NkahUGDnzp14PB5qtRrpdJq5uTlkWcbhcDA9PU08HueBBx7A5Xrl++b48eMUi0W2bNmC1WqlUqmQy+UIBAKmUYfJilCr1Thw4AB9fX11MQYwPj7OE088wUMPPUQoFFrW224lrzk3bUTsrZItqxyZzNAWcNAdduGxKcuiS8miypm5PH6nhUaPHYdVvpw6ZrzhoidILF/h2aE4iXyVjW1++qJuxpMlhhaLDDS4Cbms1003u5LBjhDjCznG5rN0N72xD47dItPid6JqOqqmM5sp0xpw1Ld3ZWRM58aKMSEEC+kSjx2ZJlesUi6WaAm5cdktWBSZtoibLb0RnFcII+1y3yuHTXnDKRCqpjOWKnPf+mam0iXmEkUOn50lnw2yqSeCLEtcXCzQ4nfURVhV1Tg7lWJssUC1qvLMVIqdAxHamv3cHnHjtlvIllW+c2iK9V1B1jR5yVdqFKsaEZeFkdk0l2YzJHMltg00cdvaFhIFlQOjSXZ0BSlrgkK1hs+xPNW0qtb44csXeWjP6qtEGMCmNh8Hx9MkClXWNXtxvIarZrpQ4eJMhtH5HLIEyWKV48Mx1EqFuza1sXtDG1aLQqygolpkLsSKBMwaMZN3k1rKSAmMPQeOKFQSoOsQ3QnjT0DDKsMl0eI0LkzWCBQmoCLAqRgNmm1Ro2ZMy0H8PDTfiaTYjfoxPW38lmwgB0FuRrKWQJ5E2ByQ2geufmj/FGRPQvwAoIJeQ7gGkOSiUUNWHDZSDmt5qGWh/V4Y+x5EtkFyEcIVwwDE0wvp0xDZCfocQggzNctkRZmZmTHaldhsFAoFVFWlXC6TzWYpl8v4/X56enrQdZ2RkRHy+TxOp7Nu4LG4uEg+nycQCODz+ZaJsEQiwcLCAqtXr8Zut1MoFMjn8zgcDlOEmawYFouFXbt2cejQIVRVpb29HYDOzk46OjoYGhqiv78fSZJobW1d8Wu0KcTeIKqmc34+T6qksqMzcM1+UQAhl5Wg00KyqDKdKVOp6UgSDDZ6kC/302jwOviJra2MxApcXMhT0wSDTR5qumA0XuTcfA6XTaHZ5yDostSt6G2KfFXE5N5NbXxr3witYfdrWturmk6hrGG1SNgtCg6LjNOqIEsS85drx6QVEmNCCIZnMxwdiaEoClarwn94cM01hcerURQZ5xtIzbySkzNZ1jZ5mM2UEQJu7Y+wszfMsUsx/vH5YTRgNq/SH3Iwv5glni2j6TrtTX7u29yKy6Ywny2zdyjOxk4HLpvCTKbM2akULT47uweiqJrO8FyGmfkMuVKV3uYAt6xqJOQ18vRn02WOTabZ3Rci4LKhC8F0ukxNF4Rctvq4PPbiBXZv6sLnvvaXmixJ7OoOspCr8NJYiq6Qk56wq/5eCiE4O5Xm9HgSn8uK32XDblNIZEucGZ5jTZOPD+9aT9TvqvdM89qrjMULjCaKLKTSb2psTUzeKPW0RCFBbsow6MjNQPsDkLkErgYongdFAjkEtiCUFyCfA48H7A1I1ibQ5hB6EdKjEFmFRBZqNZBko1eY9OpzxwP2NUjqHCIUhdRZ0OLguwUkHRInDYMPBMLZg6RkECIAIg2pKaPRdGHEqAGbfxps3ZfTE1uQrB7DQl8rGwYkutEfzcRkpVhYWKjP9Ou6jqIoyLKMy+XC6/VSqVQ4dOgQTqeThoYGmpubyeVyJJNJotEog4ODpNNpJicn2bp1a329mqaxb98+BgcHCYVC5PN5MpkM0WjUFGEmK46iKOzYsYMjR44gSRJtbW1IksQdd9zBE088QSqVoqmpibm5uRVPob1pUxOHpxZxeDx47Ba8dss1U8KEECSLKpOpEsmCyupGDy1++5tWz/FClflcpS7GrqSm6YzECowlisgSRL12XHZDgCQLKpWaoMVnw2ZRqGgaCMmoV7ucOui0KqSzZaYWsty/rXPZvguMeqlCRQMkPA6Fmiao1HS0Kyzv85UamhA0+xw4bfIVN/Hvfppioazy+JFJmoMuNvdGePzkHB/d3PKO9Qh7NbOZMgu5Co1eO4WqRl/Etez91HQjJXFXdxBFMnqBBT12yjUdqyJjs8jMZEr4HVYkIXju7CJru4KUKzUuTqX48V2d1Go6/3JgDJsEd25sI+xb7pY5mSxyairLnavCeK6IgAkhmMtWUGSJBo+N54+OEvA62bzqjV0kdCE4O5cjU66xqdVHsazy/Ok52iJudgxEOXwxztGRRRaTObL5Mh/fM0Bbox+bRUYTgvMzOTKFKhGvndagA5/bRiqdYV13s5ki9DYxU62uRmg5o5FzfgGSF0BPQrEKg78AE89AQydURo3UwfDdUM1B4iK4w+DwIdlbQE8g8EDsPPj6kNxLaSiW1y90FQLUaVACRkohKgS2QGEY8pdAlcDXCp4OJEsEoWYgfgxcfVA6B9YoXPpnaNoB7rZX0hNL81BeBP8AqItI9o53eyg/cJjny9tnaQyffvppCoVCvSfYldhsNsrlMtu2bVsW6VqiVqsxNzcHQKVSoa+vD4BSqcTzzz9Pb28vQgi6urqIx+P1OjQTk/cKuq5z8OBBuru762mK6XSaJ598EovFQiaTQZIktm/fzrp168zUxBtJqlTFbzNcDXMVo87LZVNw2xRsikymXCNXqRFyWekIOtnU+tbdfyKX+zidnMliVyRqNY2aMJouO+0WrFaZtS1eNF0Qy1UYmS/RFnSxocWPIgmOzWRxW3UavXYCTqOmSxeXGzjrOrLfwdmZDPsvxYn6nYDR2LmiGv78NotE2G3HoliwWeS60Fsi7LEyky5TUo2+ZCGP9XL07pXImOCdN/AYX8jy4tl5PrSljcaAi6HZLANN3jctwtSaxvmJBDPxHD3NAXpaAlivEU2r1HSGFgsMNnlIFFXWNLivek+PT2dY1eiuN1tuDbup1HSqFQ2PXWIqXaI96Kw7ZLrcVo5fiiPpgo9tb2dyIccPj05w29pWNnaHr9qH0ViB83M57l4TIV1QOTKawuOwEPHaaA25aPE7GF7I8Z39Y+SzRf7jx7re8DjIksTaZi9jsQLfOjSJpkN/sw+7w8I/vjTOpekkEa+Nwd5GrDYrWG2ki1Vqmk6xqtMecrK61UeD114/frlWfhPvhInJm6CWBGsjxH8AtsBlB8MNED9jGHQUjoCigXMNaCqkzoMjAE4nktUP1BAEjTqywGokzxuvlQWMC5q1BdQppOAGRH4aUkfAtwoUl+GsmJ4EexhRi4NjHYQ3weQT0HIvZI+DvQmKE0YEbSk90dFoOECyFvQKQuhI0puL2puYvFM0NjbS0dGB2+2+qj6sUqlgs9mW2dBf+fzCwgKhUIizZ8/Wo2Hj4+McO3aM2267DZ/Px/T0NNlsFqfTaYowk/ccsiyzfft29u/fj8PhIBAIEAgEuOuuu8jn83R3dzM1NcUPf/jDFdvHmzYidi3VW6xqlx0LdXwOC17H29Opmi5IFqtcnEkztpihphlOeMgyFglEtUpzwMWeDW3oQqpHqXQhmEgUuRTL0xN10x12UajqzGfLTKVKRv8zSdDksxN0WJEkCasicW48yebeCDUdEkWVck2jK+Qk4rGRKFZJFNS6mLtqXMoqw7EiPoeCy2qhxW9HE4JqTeCwyAikd7Tp85HhRabjBR68pRPrZQv4R49M88DGZuzWV5oLxzJFCiWVcrVGplAllSshSRIep5WaJlhMF9F1weqOEO0NPkZn0wxNJdg60MSazkh9e0IIDkyk6Qo5mc9V2dDsvSoKGstXGI0X2dEVXPa6uUyFsNvKTLZMi8+Bw6pQrNa4uJgn4LLyT3vH2NodpFapUtV0tq5qpj30yuyiqunUNJ2xRJGxmNGza3SxQNhrY22rn0KlRjxXYSpRRADJdAGHXKO/p5mxhTxNfgfpgoouRL2VAhhOmGvb/LSHnBSqGmcm08ylilhkibDHxnyywIvn5hmdS+OwKWxY3UzY52Fnb5DuBq+ReiqE0ez58mdPCEGqqBL12gm6rBTzRtG1OTP99jBn+JcjhIDyCEghGP0WyFWoOaH7YZg7DAGPESGTAN9mSJwFRwjsViRHF0gBhMjD3DEIb0RyRt/89mtZUNxIVKGWAYsdkYsbVvfuZhAaFBNG2mTbHaAmDVG48DLIupF2KKyGyYizEfo/iWQ3xKDIjYCkgM0Nsh3JtLJ/U5jny9tnaQz//u//nkceeQRJklAUBbv9jWX1JBIJFEUhkUjgdrtpamrizJkzzM7Octddd6FpGslkEk3T3jO1NiYm16NcLnPw4EF2795dn5BYqn/s7u5mfn6elpaWFbnm3LRCbHR6gfamyFU27m+HmqZzdjxOLFUkp+kUqxqyEHRG3GzoiuJ2WhHCmDzNVVSm0hWSmSJ6ucKuNS047cpVaXITiSKj8QKqJrDIEkGXFR2oXO5FVVZ1gg6rYUARy5PMFLlzfQsDjR4CThtzmQq5isrmNiOiN58rU1J1Qi4rPrsFAQzFClhkCdvlSFuhqlGoavichsV+UdWwyhJum4VMWSXqti2rKXszCCH40fFpnDaF3Wub6+uI5yqcnEhz12ADl2ZTnBmLU1ZrRP0uvC4bdquC320n6DVyz3PFKhZFpiHgusq+X9N0njsxiVrTuHVdG363nfFkkVylhi6gL+LGbVseMdOF4LmLCW7rCS4zvEgVVWQJ0mWVsMuGx25hJlPiYqxAW8DB8EwGh0Xi4HCM3iY/W3oj9ETc6LrgxESKyXgRy+UxnEwU6Yw46Wv0sqrJi9WiIEtGJKtcM6KXE/Npjp2b5JN3r6OgCsaTRdSawGFVkGWwKTIWRcIqG8J9KlEkmTcEapPXRqpQ4bEDE1SqKh67Qn9bgPbGAH6vk66oG9mikCyp3NKx3A3yStSazniqhNuqkM9lWdXRaN4QvU3MG8vlCK0AWgYWj0M5bvQIU9rB0w6KDOoZoweYPQglHay6IWzca5GUAIgUIjMPkowUWI0oL0BxErSiURsGxoyFrIDFB+4ukK2g5qCWBjUBsuPy8lawWsHWCpQhGweRAqsdFA+kxo11RtdArQS2Tph6CkKdkDkPqRjoKWjbgxT9kJGeqNcgtg+it0F1BsnRvUIj/f7EPF/ePktjeOHCBcbGxrjrrrtQFIVKpYLdbq83ab7ea0ulEl6vl/Pnz7Nx40YOHTqEpmns2LEDVVWx2WyMj49jtVppaWkxo2Em73lmZmaIx+Ns3Lix/lgsFiOVShEMBmloaDCF2I1g6eL03753jKZAgFXNXrZ2h96UIBNCoOmXmzwLKFdVzo7FmEsU6Gjxg9VKg9tOxGs3RIJ4JYqxdOMty8Zk70K+yrmZNJOTMR7c3kM0cHWetqhHLaCmC9SaTk03oiOlmkauUqOqGTVMR4ZjZMs1+lv8uGwKDquMqgkCLhsDDR4UGaqaIF2qMpetkCiqbGjyEvXa6zVKQZcVtSaQJfBcjgpql7enCZjPlUkWVTqDTvyvsoV/LXRd8PiRCVpCbrb0RRFCkCtWyRQqPHFiFqcikIVOd3OADb1R3I63d2GfXMxyfHiBbEkFp4OtvVFCbhtN3qt7+5yfz2GzyPRG3PXHarpgIVNGkgRWi4ImBCPxAhZJYlOLn1xZ5Z9fHCXstvDAtg6evZggW64RdBspfx1hF36XjXihSraosqHNj8Mqo+mCfKVGulyjqOooEoScVkqlKsfOT7NlXQdISwYthsGLDGgY6aw25fI6qhouq8zxiwuMLeR57sQUbpvEhza1sW1VEwGvE4dVoTXkwnZF4+lcucbJmSyqphNwWVnT6LnKbbGm6cxmK9i1Ek3RsHlD9DYxbyyXI6qzIHvhwv8BuWakCIY2Q2IIPBWjX5jIgLMditPGsv5BJKUBKCFqRSMlseVuyJ0DvQLeQSTLK9dP8b8GX39HPvMPgG5Ex7QiWJvA4oDUBHiDoBXA0gaJg+CKgG+DIRqzKaN/Wf4MZBaN5SQZac0vgBIwth8/CP5B0BbB3okk3bSVAG8a83x5+1w5hvF4nJMnT9LV1UUoFMJisRAKhepNnl/9ukKhQFNTEydPnsTj8XDq1CnWrVtHR4dR72i3G9+hJ0+epKenx3yPTN43HDt2jFAoRFdXV/2xUqnEuXPn2LZtm1kjdiOxCmiMuFksVPnnQ1M0+Bx0Rd00+OyoNR1FkfE5lxspaLohSASgyBK5YoUjQ3OoNZ31PVH6OiMkiio9IRfWyzfQr0eT146vJ4LfZedfj0zQ3+BhS28jSBKqZsg3CZBlCUWWsMgSboeCRb72+lc3uPnm3kvs6gqgWBTKqs6lWJ6XLiWo6jouq4WqpqMJQdBloy/iIlaoUs3otPgcNHrtzGTKtPjsZEo1LKqG43LPMQBJQIvPSdRjYzZTYSxZqkfIrmV4ssR8qsjzp2ZZ1xmis8HDvlNTTC5kCXgduBxWqrrgp/b04nG+c7NqHQ0+2qNenh+Ok8mV2X96Go/FEM9Ou4U7N3Xgd9spqRrz2Qp39hs1XUIIMiWVoViedKmGjsBlVXBaFdY3e/E7bAgh+NJjF2gLO/nx3X0kSyp3rm7Aa7cwly4R8dnJlowI3ESsyEfXN2FVZDJllbFECZdVpivooqbppIsqc6ki47MJbtvUScj7SjsBXRji3arIWGSJfFnl4HCMoekUuUKZc6NxKqqGIsG/vXeQdX2NWC0yPrsFn8OodyzXdMo1Hcvlz5AkwYZWH06LRKpU48XRJANRD+1BB5lyrV5bKEsSY4niO/Z+mJjU0QpQzAA6yDbABrUy2Gug2IymzpLHsKrXHeDvvSzChGHeETsDoXWQeBlc7Uju9QCIx38dpt5Erv8/fMb43fYx2PUh0CWoFiA4ALEhCEVAEdD4gBHhko6Bcy04bJCfh+AtkP0mKGHInkNUJ5GcAWOdnm7Ij4GnzYjCWSPX2wsTk3eVnp4eurq6GB8fJ51OUy6XOXPmDJs2bSISidQjZclkEkmSaGxsZHFxkYmJCSKRCPfee2/dbXEp8hWPx5FlGa/XdAU1ef+wadMmTp48SalUYvXq1UiShNPprBvRrAQ3bUTst7/6IgVhw+dz4HHbWdfkRa9pnJnOUqlpNPgcNAecRH12eho8CE2nUK6QKVSpqjUS2RKaJti9vo2I30msUGE6WaRSVOmIemgNu19/Z66gpunMZyocG4szNp8h4LHT7LYQ8jroavIT9jmvKbx0IShVDZMN9XKtz2yqyEQsT3ezn0pNx2VTSBdUDo4n+cltbUTcNpxWBYvyyvrmc2WqNZ32gJOSqpMtqzR47STzKh6HsixisuSmKEsgECzmjehayGWl1W/HckXhb03TefzwJIoscdtgE1OLWU6PLnLrulY6G/1IksRzZxfoafTQGXlzY/ZGODWbZS5bYU2jh47gK+6Fi+kCTx0Zx2G3klJhTaOHnaubmMqUmc+VqdV0ZEmiPeikPbB87CuqxpcfP4vDKvP/PLCWYtWISjZ67Wi6oFDRSJVU/E4LF+fzBF1WGv0OJlIlCmWNYqVGsVJD6MY2ol47h05eoreziQoysizRHnbR3eDGYVGoVDWOj8V49sQ04ws5GvwOVrUHUWw2VF2nL+Rkz7rWem1dTdPJVTSSxSqVml5/fKkWzKpIyJJEoaqh6aJev1ZWdba0+2j2GZb8dotMOpMlFDRrxN4u5gz/Kwi9CtVZmHoByjPgWwuWBkidhkgjOFuNBs6SFQopaNyNZGkxUhP1LKJahNgxcLggsAXJaozntSNgCvzUV4x6L+GHmgbFWfjhr1975x75f8HSCQ435MahUgS/Czw7oRADddZIqbSEIT0GnZ+A1Etw6Ydg9UBDP1Lrx0D2GHVoC89Cw51QGUNyrtwX/fsN83x5+7zeGGazWV5++WU8Hg+hUAi73U6lUqFYLKKqKhMTE2zatIne3l4UxSibkCQJXddJJpPMz8/T2NhINPrm6jNNTFYaIQRDQ0NUq1U2bNgArOw156YVYn/+7QPYXV4kWSaRrzCWLqNLEvcPRnlwUxvTqRLzqRK6XuPwcAzFZsFmVfA5rXhdtssW3240TePcbJZsvoLXZsHlsHJ2Ko0iS6ztDOCyWVEkQyzVNB1FlnHYLHRcjr5Vazq5sgYC3HYFJChVagwv5Di3kKdSrKKWyqBrRH0OBjvDrOkMI12OmOUqGm67gsuqUNV0huNFIm4rB8/Ps64jSFeDl5KqM5cqcmo8wamFAr94exd+px1dCDwOS91hMJavGALCYSVfqeFzWFAko7+q06rgvsK8ZKnWTbls4CGEIFZQmc2U8TksNHntWCT41/1jbO2NYFUkDl6Yoznk5rZ1bciXo2czySLnZrJ8aH3TNd+vt0quUuPcXJ6JVJEH1kTxXmETnywawtEiQzJb5txCHp8smEoVWN0WZEtXmIuLBdqDTrpfJajnUkW+/twwbpvET39oEEWWmEoZdvayJKFqOiVVx+9QSJdqnJnN0t/gZj5fJZ2rYFMktnQGaL5C3B0+N40kSWxb0woYQm8sVuDMdIbZWJbZ+RSz8Tx3bGjnU3f04XHaeOHsPJqms6YrxGiiiN9hoTXgBAGZioqqCewWGSGgqun4HRYaPK/U9QkhyFcMAalIEnaLTLaicmwqi9uuEPHYkJDI57LsWdNu3hC9Tcwby1cQahy0Cpz/32D3GBEmpx1ycxCMGLVhWhwyU9D0YSRbp1GjJWogcojpl8DugoY7kCQF8b82ALXlG/nU/w88G6A6D+UiFKbB4QFkEDJUVKhVjfU+9fnlr/3o74McgYaNsLDfqAsLNCN5NiMWj4PHD+UYpC+Csxea74DT/xWwGf3D1v4Ukm2VUSuWOgXOJpBKYG1Eks3+Sm8E83x5+7zWGFYqFRYXFwmHw2iaxvDwMMViEafTSSaTwe/309nZSTgcrn9nFAoFcrkcmqbhdDqJx+P09fVd03HRxOT9wLlz55BlmdWrV5tC7EayNNjPHhtFk+3E0iWSuQoOu0KhrDKWqZBO5anWNBx2C+WKkaplk2WiPgduu4VMSaVS01EsMi6nFadi1GJZLRLOyyls8WyZWLbM+m7jQua8bA4xm60Qy1cpV2pYhMAmg8thxeu04XJY8Dqs+D023DYFiwSJYo1EqUpR1SlUNXKFCkLXaPa7iHht+BxWmrw2cqpORYdtHQHsVgsL6SKPvjzKQIuXTL5C0Ougrz3MqekMh8dTbG50EPE4sFgU5hI5wj4ne9a3YbEoZCsq6aJxjAGXlWy5RsBuxabI+F2WK27mX4mMLQWMNE1nNJbj5ESSw8Mxon4nLruFJr+Tu9c2E/C8Up+lajqPHpnmoS2tV9UovVWKVY2pdJlKTWMhV+HWrmC9+bamC8aSRRRJojPoRJLghZEkg80eUiWViNPCS2dmGEuV6WrwEvK5KNV0Bpu8uCwSL5xb4Phkilqlyj3bOsmVdSo1nZ3dQcO5sFIjlqtit8pYFZmTUxkafHYKqsbMYoG1bT6aAy5qmsBmkXDbLeSLZZ44MMxP3LseSZIQQjAZL/CDk7NcnE6xsJDGYbfy8d0D3LexGYAnjk3THnGzpddIddKFIF6oMJupIF3uLWe9XPNolSVcVplSTSdTrtHsM6J2FVXgsErIskT1cupitaYjEKRLNXKlGnaLAmqBPWs6zBuit4l5Y/kKojwK6SmYfhya7oZyCrCASzbMOrQYFOPgakYK3G1EwgD0NKJSgunHoOenkRT71VGwdf8JNqwzasvyw1Atgi1s/K6p4PBeNuEQYGtBUryADfE36zHa11+mZQds/wyEBiF5DmpxiN4CSjPE90FoFxTHYeTrsOaXoTwHF78FWg0GH0Ty32pExdQsZC5AcBC0LJJtZRuHvl8wz5e3z9IYjo2N0dnZiRCCarVKqVSiWCzS2NiIxWJB13Xy+TwTExNYLBb6+/uXGXkIIUgmk+i6TjAYxGKxMDIyQkNDg/nemLyvEUJw8uRJqtUqmqZx66233rw1Yn/1V3/Fn/3ZnzE/P8/GjRv5n//zf7J9+/ZrLvuVr3yF//t//y9nzpwBYOvWrfzX//pfr7v89VjbEcDu9FDTBLF0gRfPThMOOJFsCqWom+0dAYqa0WA57LKiqhrjCzlmUyUURSZVUsmWa5RVgaJIhL02/C4rsiTTFnKxrt3P+ckUE/ECa7vDLOYqAGzobaDJa6OqCWYyJRL5KuWahoKEIoFFglrNsNH3OG00h200CRc2i0TAacVps5IrVXnu7DynJ9PUhEBWZCpllaDTxsRiDhmwWmRCYQ8npvMMtIfQbRaKquD+jc34vA6G5vJsbQvTFXGjaoLZWJZvv3CB1ogXIcBhtxANewm7bASdVibTJWyy0Tsr6LYhSzA8nWRoOkXQ62A2lqv3GqvWBIvZMr983xraIh4kSSKWrzKWKRNWdYJOKyPzOUYWcmzvDV9ThC1FbBJFFa9dIeA0BOF0pszS1IHAcJK0WwzzinJNx2aRafTYOTuXY1OrH7fdgqYL5rJl0uUabX5H3b5/OJanpussZCvkyzVGFwtYvB7ubo9QyhYZn44xly7x0ikJl8dJxGMhapP52F3rCLqtCGAhX2EqVeTCQt6ovxKGqUZF1ZhOlZAQFEoqd69tYCZT5sJCjlUNbuLZMj+4GGPviXFuWd3CN18cZWIxz4XZDCgyDr2Gruvcur6dGhKZQoX/zz8cw+tQeGR7B1aLwnOnZpFlCZtFoS3soivoxOe0Lmsarmo6+UrNsL2/3MtOliTcNgWPXcHvsNYnCSIuG267hZKqMZUu4bQoVIqvijR8QFiJa44JCKGD0GH+BcMRUZfB0wSJYQj2GSH2UsZwOPRue0WECRWQYPZJaLrn2iLs018FxQ+2Rph6DHI58HSCkoKGjUjOK9pZ6FWojCPQkGQb0r97CXHkHBz/eWOB2YPw6Fl46D+B1Wv0FUtdRAo7Eb61kD6OFL0D0Xw/TP4TdHz6ssPjPCRGEK4uJFs/ktVnOETiAG0OIYRp8W1yQ0mlUvz/2fvzOEmuu8ob/t5YM3LPrMzal94X9aLu1i5Z3m3ZIyODAbMY2yyGwYOBAYbXw/MyMMww2PDyPOOH8QA2DDAweMEGbGMLb7LlRbvUakm97117VVbuS2Ss9/3jVlerLckWyNZa5/OpT3dlRd6MuBGRESd+53dOGIZIKen3+ziOw8aNG+n1epw5c4Yoikin00xOTpLL5ZSJVrtNu91G13XiOCaRSDAwoHqoa7Uamqatk7B1vOAhhODKK6/EdV2q1epztx7PdUXs4x//OO94xzv40z/9U6677jo+8IEP8IlPfIITJ04wODj4hOXf9ra3cdNNN3HjjTeSSCT4/d//ff7xH/+RI0eOMDY29h0/7+JToj/79L3kywM0uz6lfIpNw3kGszY52+CB0xXun27i6AJbSEIpMC2d4VIGTUDS0pkoOAxmbFK2Qc8PubDSw121ID9f6XJ2ucNYMUmv08exdG6+YhjHMsgkdEKp+niq3YAgjjE1gUDJDOcbfbKOwc7hjHJmlJJiynpSIww/jKl2VSBvEElqbZej56r0w5gd4wXGy2n8MOLhc1UObCrT8UJmqj3ySZN00uTuMzW2DKa4efMApqEjkNRaLoau0ex63Hd8AT+MGcw5aEJQKCQxExYrKx2mFxrs3lBk/9ZhLNNQ1bE45muPzeMFEa8/MLGWD3YRsZTUegH//Ogi5azNeDFJNmGQtlUFxw9jekGsXCDDmLStM5C0aHshdTcgYxuM5xKXOQAGUYwfxeiawNQ0wlhy/4UGW8spEqbGcscjjCVDaZti0iSKJQ9NN5ht9plr9tlYcBjO2qQTJmlbRxMCW9eYXm5zeqnDQMam1+/T6Ue4/ZCbdo+RS5mEMTR6PsWUhR/GCCEoJQ1MQ2O67vJXd11gpdlHAwpJAyFhKGMTRjHnVzokExYZPaSQtCCR4v7TFfKOQd/1ODdTZWokz9hgjlbPp971afQDNpfTSAQZ2+CN+0aZLKdYanucXu5ybrlNt+cTSbhxW5mbtpVIOxZeEHFkocVKJ8A2NIopk4mCg6YJql2fpbbHcssjYepIJHGs1nOqqJY5PV/h2q3jL6on08/2dw6sP+G/CBk2oHUSTv4fGH8jtKaheBV0H4PyVmWUEVTBGUHkX3XpjXEd2Z6FlUcQm3/ichKWGoI3/z44eyCswsp90FiGne+A2FWSRiP/BFmglDF458EoIPQ0yI56/c9uunylf/xj0HhYWd8Wb0I4OWRzVZZoZGDms2D0IJDQbUPvLGx7EyJ/PWgZZOuEInKGptZD/+73wr7YsH6+PHOsqX++8hVsW7kiJ5NJfN8nCALS6TRbt24llVLHYxRF9Ho92u32WvBtHMdIKTFNc22Z06dPs3HjxnW7+nW8qPCSliZed911XHPNNXzwgx8E1M38xMQEv/iLv8h//I//8Tu+P4oiCoUCH/zgB3nHO97xHZe/ONl/cfuD6JqJY2qEQUTKsZgcLTJcymIZBiA5W+2t9kzp+P2Ac/NNdm8osmdK2d37Ycx9Z6pEUmLpOpvK6TUDjFhKFuouFypdGl2PTs9jw2CaRMJEQ7Lc9mj1fDK2iaFrCAFJ2yCOodJyqbshV28qcu2mAfxY0u6Haxb4F0N9DU2QSRgkDO2yp6xt1+fQmRWmKx2u3FiimLG589giL9sxjG7ohGHM4dkmfhTT8lVG2J7xLBsGUmuSNiHA0gXnV7pkbB0NmKm0Ob/UIpVNsnuigC50HEsjZevMrXQ5s9hmtOiwdSz/lPM/vdLlXKXLK3YO4kcxXS+i44f4qz1NjqGRsY3LyNbTxWLL49hShz2jadr9CInE0jROLHWIpMQxdJa6fUwE1ZZHytKYyCeINEHSUHLSrheRMDUGC0kmB5IYukbXDfnk145h64JX7Z9k51SJxVafrG3gRxIvjBnMqIvSfecbfObgHK12nx2DKXZP5lWFSii3woRtkLYNTsyscOjsChMTZRr1LhuKDl86OM012wa57YZNHJlpslDrsX/TANtGc7T7IYdmG1TaPicW2szUegxmbPZM5HjNzkGKKfX5zZ7Plw8vcni6ThhLxktprtlS4oqRDLGUVLsB07Ue7X6IY+qM5BJsGFAun70gotb1Wen41HsBfhgTez1uvWrTi+qG6Nn+zoH1G8uLkL2TcOF2JT0sXw+JYVi6F8Z2gZGE/lnAgvzNCGuVFEsf6S/D3B0wfAv8zasvDTj1MrjxZ5XtfDCnApir52DT9yn3RS2pqmphFaIW6FmEboNwQEsh0cG7AHoGYQ4ovTUR8sN7L1/xn7wdlu+AQMDEmyDuQ+MsYuiVyJkvQzIFraPQrEBnBib3QvkViMQ2ZORB7SEY2A9hA2E/PfL+Usb6+fLMcXEO6/U6qVRqjUwBBEFAq9Wi3++v3TsIIUgmk6RSqafMGFtYWCCKIsbHx5+VbVjHOp4tPJffOc+pNNH3fR566CF+4zd+Y+01TdN47Wtfyz333PO0xrjo8FMsFp/0757n4Xne2u+tVguAjWMlrtw8Qj5pIoSyoj8/X+drD56i6UsSySR2wkZogsWaJJRgpRxOrfQ4fL7KSDHNdNPjmk0DqirmhdxzZoVbdg+RtA3CWPUBNfoBix2PTiz45uk6xbRJKmFSSNvsnhqg0vawDZ3RvI1jaFimhtCKdL2QLx1e5BsnKpiaRjljc/22EqMF5zLjiSdDxrG4efcoQRhz6OwKX3lkhanBDF8/ssD+zSUGcw77NxbouCEPna9R7QYcmWuRtgwSlk7OMbE0gRdKxooOiy2f8XyCYtbhys2DRLFkut4jjCPOVn0ePVNhKG3z6n1jOJYKrX4y9U0cS+4/U+NNB1SfhKVrWEmNQvLbb893QsMNOLbYwTY09o9mOF3tkrUMTle6ZBIGN2wqUut6HJlv4bU9RsppTEPn2skclY5Hz49wdMHG4SyFtEUcQ94x1kxU7j48ww/evI3RgRR3PTbL0emTXLNrjDZKFllOmyy3PO48VWWu2qXRdLnlijJvuGpizbEQVP/cI+eq3PXYLKcuLHPdrgliYqp9j0fPtHnXG/ZwcrHNFx6e58adg7xi1/DaRTKXNLlh0wBeGPOGXUPEUnLn0WXqPZ/bH17ghq0DbBpMkXVMXr93lJt3DuF6IeeW2py6UOXCXIOhgkMxbVNKGBQtjX4QU6l1OTVTo9u/JEGUUhJJSasf0u10ntG+eb7h2fjOgaf+3nkpQ8oYWsehV4H8TugtQ2Yr6DGYDvSWlCTRHESY+Uvvi5rQOKacCh9Pwna+Cfa9A6IGiHnoC1i6AJt/AOGMXfxQiFug6UhjEsIGMuyCbiBkRT3UskbAX0AKDWEUAAPxc0eQH9516bM+9R5403+D5bth7otQ3gNajPRbkN0AsQ/ZrbB8BNKT0JiG5BmkNYww8kgZASbEvXV54jqeVWiadhkJAzBNk4GBAS4+h386x2O/36fVaj2nNt/rWMeLEc8pEVtZWSGKIoaGhi57fWhoiOPHjz+tMd773vcyOjrKa1/72if9+/ve9z5+53d+5wmvD2ZtHp1pqrDfVYODhGlgFwa4ImUi/T7L1RZBGGMKQdIy0XSbZTem2hcszLWZzNk8cnqZQtrmiok8V07k+PsH5yhnbfpBTM8L2TOR42devoEohkrX4+RCm2qzz0g+wVguwRWjWVY6PgvNPmdaPXp+yGBGuSlODaQIi0miWOJo8E/3z5DL2EyW01y7qUgh9e2lAaahcc22QfZvLvHQ6QqBF3DwdIWxwQw3by8zlLFJJQxm6z3uOVPnb+6Z5i0HRtA15ciYtlUOVS5hstLxGVwNQtY1wcaBFCdmG5yZrvL6fWN0Q1VBLCYt8o6lqndSquwzXaAJODLbZMtQGkMTBGG8FogtV2t9UkIQx6QsHf0pnJji1QuHJsQaAev7IY2my0Kjz92rUs7ZlsfmgST9nsc/VhRJ21pO8bLNExyca3PdRBrb0EhFku3DNvNNDz+KsQ2NOJJ0+hH5pME/33+OA1sHmRxUWSk37x3na8eWuP/YIq/eO8ZKu88dR5qYlo6lw7mFFt+3b5g3HpgAoNUPOLbQ5uxyh2MX6pRzNkvVDnv3bOBCy+XgsQXyWYdSKcvd03XGi0lM0+CxxS6zLY+xgkM/iDk810LXBMWkhaEp6/lywWGynOL8cofPPjxPKWtzzaYiQ7mEkrOmrbVIgL4fsdx0qXe8tflLJQxKWZu9G4qknyKYu1Jr8B++7VH2wsKz8Z0DT/2985JG58RqTlcLnBI4WZj7MgxdAV4bLAPcHuQmQajvNhn70DgMVgY+9cuXxrJKsP8nVQUtvR26vqqYbfkBRPoSCZP9M9CdV/b4RqTIXn8ZMoPI5AgYRURcQ+opCOpIBMLIqwr2zx5C/tk+NVbjLBw/Clt3Q/U0eDGYETSOQOlqmPsqjN4MxcPQXADNgeYJcMYhmYXUajC1lQDZVxW5dazjOcbTfSAQhiGVSoVCoYCuf3eMtdaxjnUoPC/MOv61eP/738/HPvYx7rzzThKJJ7cF/o3f+A1+9Vcv2RO3Wi0mJiYopCx2ThXWnOr6QUzPDykkB9as1S/CD0JmKm1mljtEfo+MIwntBNlsgq3lNEEomam7tLseIgxYrPjs31hk18QwfixZaHkIISg4Fq/cXiaOJeerPc6u9Kidq+OYGpOlFLtG0syudPjGsWU0BAc2D7BvY5G2F/HYXItbrsri9vocnW3ylX7ISN7hqg15rMdJE8NImU8stj2avQApleTvms1lto3l+ex954n8kL+/9wJXbxxgvJxGE0k2lpLccWKFO09UGc1apBImaVtVyLYOKwOPphuQc0yklHzj8AJdL+RHXrYZfVXO2A8iFtt9phs9EqaOY2gEsSSMJElT4+D5Bt+3f5R2P+LiFAshEEAviGi4AZahMVfvgwBdKBIXRZJuENHph/TCmK4XUu/6LNa6GFJiGjojpRSjQxmSpoZt6tx2zQSVro9AhWZfNAQ5utimnLbI2AYzjR6llM1c08MLY8pJE8+XpBM6jqXzyJkKuZTN1rECoCpFZ1ZcNgxmMYTgdz/2AG+6YQs3bCtxutLls/dNc+3GPG/YP85Kx+PR2ZYyL3E9zDjiLdeP8/kHzqMZJkdn6iwu1ti/uczHv/Qoj56t/6vPgx96/U5ef912ZusuD3zlDNduLPKmfSOXBZInLJ3JcprJcvpfNLb9r5CIvpjxdL5z4Km/d16qkFEfOseg14bUsMoHK2+ClQ4kiuA1VOixM4bQk6tvktA7qv7+D79x+YA/8IfQPwW5G6FdgZkvwdYfQqTHVeWtexaq34T2MmQ3g96FyFWGGgO7lVW+dw4yPaSRAjTVT+bNIZGqMqZZiJ/+CvIvVqtwD/5X2PrnkB4Bb1FVwvqPQrwfdEc5Jo68AVb+CHAhzkDzBNIeh+QEVO6G5AG1ndY6EVvHCwNRFLG4uIjv+0+7J3Yd61jH08dzSsQuJrovLS1d9vrS0hLDw98+V+oP//APef/738+Xv/zltUC2J4Nt29i2/YTX/Uiy0PTQBFireUuRhFovQNdUBSeOleV5LCWppMPWDQmuSVrIMOLk9ArH5mt88uQCKcdkaCDLUD7JzqkiUsJ8rcsn779APmVxxVie0YJDEMU8eqHOXN0laWmU0zY7hlW/2QOnqnz50DzZlMWNO0cYLTjM13r888F5do7nuHZDgRNLHVw0JoZznJpvstLxuPNEBU0TpEydhuuz0vaQEqaKDpNFB8c2WfFD7jpVZd9Unqt2DnH/0UV2TBY4OF3niw/PsmOiwGgpzWu2lfjUo4uMl9PsHsnQckOWWn2+drxCMWkwPpBCSsl9x5bIpy1evudyK+aEqbOhqJZxg4ieH2MZgIBHphtsG8uQT6meOFBGGw03oB/EJExVsbpIgqM4ZrHlcabaww9i0gmDwYxN2jZodvrcudTihq0lVjoBYRQzlHWYKjrkHRMh4Fy1Rz5hkE2Y+KEkiEKWWx6LLY9rxrMcX2rjGDrtfojrRWQTqzlxSUVqV5oux2ZqvPXl2wBFwo4utDm33EUAG8tJfum2K/nUPWdY7Ph848gSwzmbXRsG+MKRJQxdY7SQoOeFnKr0yTgWv/W/7uFLD55lzfbx8XgGUqVPfvEYn/zisbXfP/SvHumJkEH/uzjac49n4zsHnvp756UIKSU0DkFyA0z/jaocRUlY+AoM7VeVIqcArR7ktgK6MucI2xDUwdgE7vlLA771TyFYgvzLobUEs1+DzW+G1BiyfQJq94O7BEYJJt8MxOAuQGajyg3rXlgNZkYZhxQ2g2mBWVa5Y94yMrUVYY+DUUL81OeRf/kG9dkffRe87W+UVFJsheQwLPwT5K+H5mlEeT8yNQT9JsQG+DXoHEbkbkZqBsQ6RC8uue+LGe9///v5jd/4DX75l3+ZD3zgA4CS6P3ar/0aH/vYx/A8j1tuuYU//uM/vqzKPj09zbvf/W6++tWvkk6neec738n73ve+y3qv7rzzTn71V3+VI0eOMDExwW/+5m/ykz/5k5d9/r/E3fV7gSiKOH/+PLZts2nTpnVJ7TrW8T3Ac0rELMviqquu4o477uD7v//7AdU4f8cdd/Ce97znKd/3B3/wB/y3//bf+MIXvsDVV1/9r/rsQtIkm00QS7nmeodUxgs9X2Uq6ZoKw+0FSi5n6oKmG6gqy0iR4ZEiUSyptl2Wqx3OzyxT7+axLJ3RrM3LhtK0eyHnK12Oz7eIIkkxbbFnMo8XxLTdgBPzbZodj6GCw8+9fhtCwNG5FnedqCCRaELwf75+Bj+I2DaWUxLILQO8YvsAX3h4jm0lB03XWWz57J3IMZZ3yDoG51d6zNZ7XLOpwFDOod7x+eqxJb622KbmSg7dO8PGosOODQNcWG5z1/ElbEuZlHzw+DLXTua5cjLPluEM24cznK/2uP/UCkcvrPCGA5PsmcgTx2ruTEND11RlsRcoctVwA1w/opC0GEiaEEkmhpKcWumiaRBG0PVCkrZOGEmqXZ+2FwKCrG2ga4JSyuKq8dxaDhjAkZkGXz68yOv3jTJdd7l6Ks/GUooojmn1Q2U00Q8YSJpkHZOEodH1Ix6Za2EZGruHUpxc6TGQNClnbMJYVQzLmUs3zWEU84UHz/N9N2xC0wQ9L+QbJ1eIgW0jaeYbHtMNZaPvFHP8r9sPs3fLELdePYGua2wYTJFLmKQMjRt/4S84s+yrgS82z60ea8CTErBrd5T5u99+C4WkuWZaIqWk60W4foxpCB54+FHe/Ht38SSUbh3fBs/ld85LFu4MaIYKUo56ENuqKla/H5xrQa4GLqcmEZoPIoEkC437oHAD/MUNl8Z66wcBAamdEAQw/3UYfwWkx2DpCxA0AAvKr4HivkuZh+mtShrpLYEmIbVJZX/pCejUIDUGtoDMFRAF0H4MKUyENQTChk1vgrOfVevwsZ+BH/owLNwFE69TlbbwHHSqyNI+GH6Vss9vzUNpA3RnkM4CJCfBnQXLRsYeQlsn6s9nPPDAA3zoQx96wkOXX/mVX+Fzn/scn/jEJ8jlcrznPe/hLW95C3fddRegyMutt97K8PAwd999NwsLC7zjHe/ANE1+7/d+D4Bz585x66238vM///P87d/+LXfccQfvete7GBkZ4ZZbbgGUu+uv/uqvXubuessttzylu+t3G2EYsry8jG3b6+Yc61jH9xDPuWvixz/+cd75znfyoQ99iGuvvZYPfOAD/N3f/R3Hjx9naGiId7zjHYyNjfG+970PgN///d/nt37rt/jIRz7CTTddshlOp9Ok099ZdnXRGeXg8WkGSwOkHJMwuth3pKpjCVPd/Fa7qjqWd4w1l8KLF3Y/jFlqK8ehjG0Qx5K263Pw+Dy6rpHKZ/Ckkt3lHJPxvM1QxsbUtaf9VOmiZDJhajS7Po9dqPPQmRWmV3rs3Vgkl7I4vdCilLF5282bsEydOJYEkSRadVq8+3QVUxPs31CglLawDLUNKx2f7wlgLwABAABJREFUzz86z2ylza1XT7KhlCJjGyw2XY7Ntfj4g7O8btsA5ZzDQt3F80McS2fneI6aFyMkBEHMQrtPtRdgaBoJSyeMIgwhlPGIrqEbgkonIGlpbBnK4kUR9Z7qy8vbBghIWgajuQQFxyCWUOn6hHFM1jbJJgxl7y/g7lMrPDZd501XTXBkvs31GwsITdD2QmKptlvXIJ8wMTQN1w85vNjBCyMOjOcQQrDU9pgoqMqZlJL5psdw1r4sHuArD08zOpBmx2SRkwttjsy3GMon6HoRKVtn30QeUxccnGnyyW+cIWEZbC7b3Lh7nLG8w+GHD/LK/3Lvt+7MS/8KwZ++ezf5qSuIpGRjMcVo1sT1Air1HocvrLDYcHEyKQYKabIpC4GSalqGji5gMG2xZTB9WQZbGMcstZXMciht89hMk4WGi23pTNdcDAHFpIVlaIzkE0yWUpTS1uMCutVxE8aSWMJd99zLD7/vLppfeO+Lyr3s2f7OgZeuC5yMelA/qIKaz31KEbHELpAVVU0yQ0VQWkcQA9eDboA+heyehagOH3ucK+WuX4D9r4T+kpIknvqkkgkOXQULtyuHxLAH5RsR6Q2Xr0fvnMovcyZAKIMmGQfQOAhhX1XQIgkD28EZAC0Hjbshe7UyDgnmL1XFAPbcBhsOgCxBNg0BKrh58NXgDMIj/z/lnjh+NVhFsBOQfzVU71XuibGLsL59BfaljOf6fOl0Ohw4cIA//uM/5nd/93fZt28fH/jAB2g2m5TLZT7ykY/wQz/0QwAcP36cnTt3cs8993D99dfzz//8z7zpTW9ifn5+rUr2p3/6p7z3ve+lUqlgWRbvfe97+dznPreWTQjwoz/6ozQaDT7/+c8Dz9zd9eIcLi0tPW3iFoYhnucRhiFhGFKr1di0adN6X9g6XvR4ybomAvzIj/wIlUqF3/qt32JxcZF9+/bx+c9/fu0LbHp6Gu1xxg1/8id/gu/7a1+CF/Hbv/3b/Of//J+f9ucem29xphoSx5KX7RxidOBStosbRNS6AcWkgaFr9EOV0yVRN6n9IFY3w5nEZT00hZTF5Mu2Ual3efDYLK2ex9U7xhgqpVns+Dww3QRgJJsgaek4pkZ6tfrzZBBCrIXt5tM2N+8a5uZdw/T9kK8+tkCt7fFzr91Gtd3nk3ef47X7xkDTWOn4mLogYepcu7nIUtPlq8eW0XXBleM5kraBaQhu2TNCpVXg4/dcYNt4jt1jOTaWUuyeyJNOmnz8vmlkb4ndkwUiQ6fuxgRLPXJJk34Qg4Dtozkm8zZRJOn4IQMpS1m++xGaUNWkTz84w/BIhvlal+FsgqvHc5QyNroQaBqXBRADpFdDmNteyGLL5exKj0dmGkRRzBVjOR6aabBjOMNyzyeXMCilLDQhMFYlpf0w5kLNZabuMpi2SFoJqt0AP4rZMOCsBTo33JCMrV82/xeWW3T7AZvH8txxZAlT1yhmbRaafV6xrUQpbRNEMfdfaPD5+y6QSdv80A1TmFKy96f+8skPNil5601DvP3NN7NrcoD5Rp/FtseGokPS0un4ETMtn1iCcByuvGKCA0LQaHWZm6vRaoVcsWUMx7ExdA0vjJlp9HlotoWlC6aKSTYMOKRXrfEFIScqHZykwZWFAistj0bXZ7nt0Q5irt6QJ0Ry5/EK1Y6HJgSaJihnbaYGkuSSyvly6579PPDn29g28d6nfV69EPBcfee81KAkiY9Cbi/489A4CmNvUVWopYehuEFla/XnFHnRcoCBlAF0T8LxBy4fcO914K9Aei/Mfh10HfKTMPcPIHLK0GPktaCnFAEM28qYo3MKRAxGQZE43ULag5CYgMI10D4CiTK4K7BwN5T2qv6v3HXQfhhpDoGdRfzsw8g/26/W5bHPwJVvhZXjIPdANA+5PbB8J2LDjyJT4yq/zK2BXVJEzzkHmgVSh6gNrBOx5yt+4Rd+gVtvvZXXvva1/O7v/u7a6w899BBBEFxm1LNjxw4mJyfXiNg999zDnj17LpMq3nLLLbz73e/myJEj7N+/n3vuuecJZj+33HIL//7f/3vgX+fu+lROrUEQ0Gw2MQxlyKTrOoZhIKUkDEOiKEJKSRAE6LpOIpHAcRxWVlYYGBhYJ2HrWMf3GM85EQN4z3ve85SyoDvvvPOy38+fP/9d+czrtw8SGA5xFPHQmRXuObHM9dsH0Q0dN4wxdMFy18fUNGxDw9QFQmgkDEE59e2rWuVCijfeuJ1e3+ehY3Pcf2SWV1+zmS2biquVNI9WP2CpHa9VcwpJi6mCQzbxnXeJoWvcsHMYLwi5/cFprt5SYvfmEn993wz5pMnWoTSGriOlRKLWc89UHkMoArqpnGJTKYUbxAQSbto1wly1y2cfXaDlBsSxZChrU8gk0HIOC27Ij98whqUJ7jqxwrZSipF8AksX9PwYL4qRGqRsEz+WxEhMQ6PbD7jndJUbdwyyZTBN3jGodgNmaz3OLndwTIOEqZFO6ERhzLnlFsdmmtimMstY6gXMtXzKKYtXXVFmz3ieIJKkbB1D19CEII5jFts+lY5Hux/hRzGxlJRTFldN5HAsjSCKWW77DGUSdLwI1+tjmYJ2PyJt6xxdbNPuh2QtjbsemeHNN23mMwfn2TWW4fhyD9sQvPnKkbXsuL9/YIaz8w2spMU37jnG+/78q0+6n95z6y5KAxnq7S7/4a3X0fQlh+dbjOUSvGZbCU1TFdPHV1rjWK6qFwX+UJqZco5mz2dusY7v19m5cZBCymYkl8DUYKUdUOl4PHChwVRRhVNbhs7WUpJuEFPr+YwUEuwYyRCGMUfnWtx/ukYviNg+mOaqyRytfsRSs89MpcfphTaWoTGWdxgtOIT93r/85HoB4Ln4znnJoTcNVgF0W9nWY4LXg0QNcptAumBtg879UNgPGqCloP6YMtg4/muXxvrRPwNhgEiD21JSxtGrYeWbYE1BMo/IbkH6DeidVvLCzpwa0x4EewyIlGOj24DuHMR3gZ4HLFV9A0hvgvk7oTMJA9dA8gpwz4E3g8yC+LdHL4VJ/5+fgB/8f6B+BrIDYKWg30W6Z2DoOuivqLw0+zwMvBzahyB1NbhzYDvIuP+EkOl1PPf42Mc+xsGDB3nggQee8LfFxUUsyyKfz1/2+tDQEIuLi2vLPJkr68W/fbtlWq0WrutSr9f/xe6uT+XUmslkSCaTa+HMURThecpAzDAMDMNA0zQSiQStVmstK0wIwYYNG556otaxjnV8V/C8IGLPBa74yb9EmOoi+KFfvJqRqc188v4Z4ihi92SBKycLDBaSz+gzkgmLm/dvpN3z+PL9p0k7Fvu2jTJRSF22nJSSlW7AyeUOXhizeySDqWu0+gFRfHkbkZRKQpm2DbwI9m4b5DOHlxhIW/zINWOsND1Ozja4adcwwcU2JFRmV6sfMph3OLLU4c7TNbYMppgsOuwcTrN9ME0YRbT7IaGElhsQxpKzlQ6ur/EnXz7Fy7aVGRlI8s3jy9ywrcxowSH/uAywKIrxIuWS2A8ijs22uGnrAOWsTdNV/VtJ22DvRB5dE3T6AY9N1zk132e51efodJ29G4vEAh6rdMkaGvuHkgzlk5RTNlEsyToGKy2PIzN1lto+lV5IP4hIWxoDaZtUwsS2dCodn0rHJ5IxINCF4DwuIHH9iDAGkJTSNhsGHEYyNn/5paPEhsn7P3eCzYNpjiy02TmS4o27xjB0jWq7z59/9TTd6jz//R9OEMZPVPUOZGz+/r9+P4u1Lqdnajim4Mdedz3TTZ9swuAVW0pr1vyaeGKL2EWzkjCKqXYDhjI2m0spDkwWqLV6fPWB05iWybZNwxi2CZogkzBJJQxWOj6zjT4CVR3MOqpa2OlHzDU8DE2Qz9rcdtUY/SDi9FKHey802TOa4dZ9oyQtnX4Ysdjoc2KhzeHZJlb84jLrWMezAxm5qjds4EYIlmH5QUhuBseC6jEYvhbsDHQugJ1BGAMgA5XLFXfhr99+abAf/QtF5vwuJHfC4T+HiVdD6yDYk5DIQ3oS2a+o8GaRg/4FyG8FI4NwJp96HftzyjwjsQ+Cpuob2/DjcOEjYNjgbAZMcJsQ3o0s3QYTb4SZf1aDfPq34bbfVesWzkD5Oqg8ogxJ4hCkpXrM+vOg5ZXTY5SA1DUQ1sEa+R7viXX8SzAzM8Mv//Iv86UvfenbuqI+H/HtnFqfLKA5CAJqtRq9nsq2k1KSz+cZGxtD1/V1Y451rONZwkuWiD0e//Z/PAg8+ITXdR3+7re+n5FiilLWJmEZpGwDx/qXfUllkjY/8MpdzC43eej4HPWWyxWbBtm1cZAwillp9mi5ISKI8Fyfj92zQhBGOLrEWA1W9sIYzwsQYjVLS9OIUWSvrMUcPzJPVKvzY6+5glLa4puPLfDm66dwLAM/illueyRMje3DafaOZfBCyf1na3R6ATsH03SDmFZfknZM/DCkmEqiCUExaTJbc9k7nmd2pUPgh0yW03zz5ApjxeSqFFHghTG1jke167NYdyllbF57xRCObVDvhQgBS01FuDr9ED+KiSJJzw+YbngkbIOXH5hgqe2x0HCZGsiwbyrHvvEc/SDi5FyTe0+vMF13sW2DQjpBICU3bikymrFZbvWpdjy6rk+tHSFXCU3ghZxf7tDs+mvGFuW8AxIW612W6j2V+RqF6Lpgz5Zh9k7muFDtUUganF3u8Jt//yi+5/NX//gQfhA+Yf8O5Rz+16++lvHBLBeWW/zpZw7x8gMbsVMJto4XiaVk90hmzXgDVnNmJbBKrOESKesHEdVuQDltrTp6StpeRCeEA1duptXpcfjEHHEc8+prt2IkTTr9iKxt4piK3bl+RKXj8dhCG0sTXDGcxjAUGUdAMW1xlVNg70SOcytd7jtf56bNRTIJk8ywuRpZIDk5vfy0j/N1rGMNzccgtwchNGT3FHSrSoqoh2AOgCXBmoDm1yC3GXQHKfvqfZ/9z5fGGblShTzHmiItx/4GJl4FwVnQB8FMQboE7iIYWSUvDNuQzIE1gLCfWv4ndAdSW5AyhO4ZReISYxD3YdsvwJkPQ3oSkbseWTwAK1+Ahb+Hm/4tfGyViIVtEAEYZeicg/IkdBxoXYDsFDTPq0y0zikovwrCefBqyrFx3T3xeYeHHnqI5eVlDhw4sPZaFEV8/etf54Mf/CBf+MIX8H2fRqNxWVXs8a6rw8PD3H///ZeNe9Gl9fHLPJlzazabxXEcdF3/F7u7Pl2nViklCwsLeJ7HwMAA5XL5Min2OtaxjmcXz7lZx7ONiw15v/Jf/pT//XBIz4se91cJ/OueAv3K9+3i937+Nd92GSklc5UWh08v8uiZRVr9kKnRATaO5EnaBrYmSDsmuYyDrmsstPp0/AjHNLAMDcvUEZq2aq0fk3MsikkLXVMSvT//5yO4vR5bRrIMlfKcWu7ywzdtWrOLV/1tEV4YE0QxXS/iTKVD34+4aUuJYko1sbuBMtQIopgwkrT7AQ9NN9g3kWe62mW50SMRhaz0QpIpm1zSZrrSJueYjA2kyadsJU30IwIZI2Lo9nxOLLVB1+j0Q1IJA0vXyCdN9ozniCV4YUw+aZBLqCrb0bkWxxc7tP2QUEo2l1JMFJV8c60fSghMXZBLmIRhRNsNWGj16fVDWh2PfhBxYHOJqXIKTQhqXZ/jcy2OT1fRNMFw0eHhs3W+9NB59m8fwUkmGC86vH73MFEk+dHf+TTHZp884+sHXjXGr992E2fmqpRKOe49usDIcIEtw1nOz9XYOJhhx8ZBdAGmrmGb2mX9aCrM+nE+Hqi5bnshCV0niCVBFNPzI0xDI+8Y6EIQrZpqVFsuh08tcNOeCYYLKfwwpuvF5JLGZaSv2vV5dK5FytLZPZLBi2JWegHO6pixhOmay2NzLXaNZNg9mlm7MD/XTfMvFryU5lG68xDUEdldKpD53J9B9QIM3Qi9GciOQH4H+D3wpyF7AGHmkd1pVfn62x+8NNhPfAKIwXOhPqsCoXNp6NUgMQ6phLKE19LQOgOJjOrJSm5EaObqyRXD2mMYAWhP6lYq/YqqXGGCkYagD5UvQukGRP4q1XfWugvinJI4fuaXLr35x/4aWtPKgKTTgMyIcnWc+zLYNqQLYOSV9LFzFKxNkBkDs4TQ1jPFvhXP1fnSbre5cOHCZa/91E/9FDt27OC9730vExMTlMtlPvrRj/KDP6iO0xMnTrBjx44nmHUsLCysmWR8+MMf5td//dfXXAjf+973cvvtt/PYY4+tfc6P//iPU6vVLjPruPbaa/kf/+N/AOqaPzk5yXve855/kVnHwsICxWIR0zSJ45jp6Wny+TyFQuG7MmfrWMeLAc/lNfolS8RuP3iWwWIOrx/Q7bo02z1aHY+jRx7jf36t8d35MCkvd8vTNb4T0ROAYSiJmudf2jWTZZu/fvd+Dlx99WU9RY9HGMV88q5z7N9YYHmlwYOnlqm0fF63b5SNo0XGB3PECOVaCOQcA0MTPDrf4uD5OhPFJNuG0+iaQNcEKcsgoQvcMGah2eebp2tcsyGPH8Wcq7psLiY4eKbKStvjlbtHKGVtRByzVOsxt9LBSVh4YYTQDPK5BKM5h9PzDXaO50g7FkJIdE0RzqSlM55L0A9jmm5IrefTD2IavYCWG2ALSaXlMV/rEUcxQ3mHQtomjGKaPZ8gkpTyCYQmCP2IKIrRdI20YzGYSxAEIbWWS60ToGswVkqjacr4wu/22b2pxGLbJ2Pq/Nr//CIPnHjyStB4yeLL//0dHJ1rcvDkPPl0AkvXqTe73HbjVrYOZWh2XP6fj9/Lj79uDzunSkSxykzzglgZcgjVF6Zp4AUxHT/ADSQSSFsGSUv1v3X9EFPXKCRNTP3Jn1jWW32+9NAZhks5No4VVZQAAsvQyDrGZcfJctvjsfkWmYTBruEMmiao9Xx6QUzRMUmYGvefq7PU8njZ1gFGsgm6nfZLhkB8L/FSIWIyDqB6DwzciNAMZOdROPN3EKZhYi/MPgKbblb288t3QmoAkd6JDJrQWYR/+PlLg739nyBuQCSg14HqaRjaquSM5hCkHfVviJJBJnKQ3ICwBpRDIj4ybKlq2cXoCD0JZgphpgAd1UQGIEFGyKCherhkDMmtUHkAaEHmCkRuL9I9Cb3zkHs53PshOLKa2pcZgjd/CM5/CYb2gjEM/izM3gNaAkYmoT0PA1eDnYf5L8HkTwJdhHV5HuM6nl/nyytf+co110SAd7/73dx+++381V/9Fdlsll/8xV8E4O677wZUBW3fvn2Mjo7yB3/wBywuLvL2t7+dd73rXZfZ1+/evZtf+IVf4Kd/+qf5yle+wi/90i/xuc997jL7+m/n7vqdcHEOT5w4geM4BEGAlJKhoaGn7fa6jnW8VLBOxJ5FXJzsuaUVtEQK14/oBTF+GBHFEt8PmVlqsNLs0fcjbEvniskSAxmH5WqTr937EH9yxwI97ztM28UL//MEX/q921houAwNZLh22zAJ63JVqpSSo/MtTiy0Gc07bBvJgICmG5BzTIpJi5lqj88+usi2oTRSSh6ZbzE5kGL/RI6Ts02ySZN0wqDSdGn1fOpNl2YQE8WSjKnR80J+8MbNpB0TTYNGL6Da9bE1QRBExFIFaNfdkLYXEoURm8opyvkEQgjSliCUgn4QsVDr0er4OLZOKmESaRpRFGHqOqGUuH5IEMQs1bosVLukHZNiPkUxZTFacChnbJK2yfGZKg+er/Pbf3YnnZ7/lPP3f//qrbzrFRsRSO46dJ5Ko8vL9m3g4dMVkrbBy6+cXCXPIZ/8ymFuuX4rX3jgPG+6cQu51CW5SCwlLTdgpaOIpqkrM5jEamxCGEM/jEjZxmp2nfYdDyMpJYfPLPLIyQU2TpQYGixgmQZIGMxal1ncgyJkxxY7+FGMpWuM5GzSto4bKJMaTcD9Z+sMZRMMWCFXTA0/L26IXsh4Pt1Yfi8hG4cgMYpIDCLDJtS+Cme+DNmdkMxAHMPw9YCE9mHlqGiOwMpX4d6/h6VVifj4DfDyX1BmGu0L0G6oypLsQKhBYVRVvjwf/AokCpDegdATqtdMtqFzHryqqkJdzO6LuuA3IfIgsxmsLEKYgIkiZkKRwt5JCLuQ3AaLd0JqALJXIewCsncUQg9y18OHd13a+Ld9DKrHITkG/QYM3QTH/xcEHoxcAXFLfc7AtdA8BFoBMhMIZ+uzt4NeIHg+nS/fSsQuBjp/9KMfvSzQ+fGSwQsXLvDud7+bO++8k1QqxTvf+U7e//73PyHQ+Vd+5Vc4evQo4+Pj/Kf/9J+eEOj8wQ9+cC3Qed++ffzRH/0R11133dNa7+fTHK5jHc93rBOxZxEXJ/v49BKZ1cmWUipbVyFg9XotAASEQciFhTrT81WEhIFckr4XcHahztnFBrquM1RIMjZUYGJ0ADthcWa5y2PnawghGC+lOHJsnr/98iN4wdNYwWhVKqk9uXzmX4vVTSMOI6YGdO7/8M+RTT2xGVlKyWzN5dB0gw2lFCM5i0fnWqy0fTKWTi5pcny5y6Zyims2FIgl3He+xrnFNpVqlyiOue3qCcqFJI/OtbAEXFhssdxw0VFZa1MjeartPqWMzUjOwUyYeJGkH0Z0/JiBlMlg2mK0kETXBL0gQsbK5v7idijLe0kvjFQPnR9QqfVYqnUxNMFwPslg3mG8nKYTRCy2PISArG1iGjpeEHHr/+fjLNae2hXwL3/7LRgamJrGa3cN0u26fPHeU1y7awLHsfn6I9Nct3OUieG86uELIr528Ay7Ng7iS51js00ePbXA9bvGSSUt3CBGComMlcxErpp96EKQcSxSSYNSyiafNJGoTDvbUPb6T2bs8a2Iophz8zWOnF0ijCV7t40R6SZJU+WGPVlVzQsjZut9ZhouAthcThFLVcFbaXvMLtf4oeu3rl/MnyFeCjdFsr8I/SVE/kpVGesegvlvQHUWpm6Cxcdg21vAHlH5XVqAyO5FdpfATMLf/vClwd75BYiq4AXQnFVkJp2EzgoUt0GyBN2mImbJcUhtRQAybkD3FPTr4GxS2WJeBYIOqjELQIBdBulB2FHZZelNCHNw7SSTYUfZ2kcuGBloHwOrBKVXQbioJJZWCQwH/uqNl9b7HZ+Ck7dDbgQmboPlB+D8p6G0D0pjUHsMCldBchRm/wmGX7cqo1yXJz4eL4Xz5XuN9TlcxzqePtaJ2LOIi5P9yLl5stncd1z+YteYpWsYAjquhx/G+JEkYRu4Xki17dJ0fdptF1tINg3lGB8u0PFjHjxb4+h0jWw6wdRIllzSpOAoEwZdE5RSFuW0hfH4LKvFBncdOs/4UI5rrxgnYV9yJqx0PI4stLF1jQOTOWzjyTM+Pv7Zr/LevztLPpXgzFxtLbRabdTj/i8E7ud+6Qnvl1LymYPz3H2ywo/fOMXWkQz1XkDD9dE1weHZNlJKtDgiiiQDOQcf6PkRD56pUncDCraOowmu3FBgpJDEj6EXxAylLaI45tGZJgtNl4ShMZCxyNgGBcdiYzlFPm2jCbEmk9RW5XxxLOn4ESttj4V6j3MLLVaaLoV0gqFikg3lDImETiyVFXyrH2JoF+V9gpf90t8yX+0+6ZzZFrzrLTfymr2jXLd5gEPTTQxNsH8qz7ELFeZWOmwaKXDswgpJx+TqHaMgNCxDIwpDbr/7JHrCoZBPMz6QpJRN0O0HPHy6wubRHFtGsuQd87LctCCKWWqpY8rtByw2+tS7PsN5h60jGWxDJ5YSU9cxdIGhgf4t0tQnI2iNtsvdj14gCCOu2rWBdiAppgwGM/ZTGs10vJDjix3qbsC2wRQSqNXqXLV1fP1i/gzxYr8pklEf6g9A8QaE0JH+WeUkeOpvIDRgeC+4bRh/ORgpqN6nQp6tQWgehU/9+qXB3vpXYMRgTMLKAxAngCb0a5DdCPkt0DynVIXZnQh7FOgi+zOqepbcCn4b/BokBsEZATOresZYlU92p1XFzCpCehxaRyA1gXA2XSJjkQv1+8AqQ+MEZAogE5DZqaz33TnlrPjF/wrLq8G8u38KRjeqB2oDGyF3Ndz7a5DeAJPXKwll1IHy66BxSPWaDd6MsMeftX31QsCL/Xx5NrA+h+tYx9PHOhF7FnFxsj/yxYd53bXbKeW+85PIWEr8KCYIJZGU2IaGpWtPCGL2w5j5RpezCw2Wah3iKOKGXeOMD2Q4u9jm0LkqjmWweTjDlpEcui6odHyWO4rcFJMmuYRB0tIRwNm5GvcdnmFqtMC1V4xjPo50VdoeD800OTCRYzBjP2F9qx2f6UqHf/j6ScrZBMMFh7sfOsyffXVeLXRxt3/LTflfvnsP45t28th0nemVHvumCnzl+DJ+EJEyBUnbJIiUjNCLIZ9z2DGcYXIgScOLOLXYxtAFKw2XpG2waSRLx4uwTY180sIxdaQEUxcMOCYCCIKQ1qo5iB/HtLo+USQxDA2hCSxTxzB0uv1g1VY/xjZ0BnMOQzmHjGMSxjHdfkCt7dHvh2SSJgNpm5//w9s5Nl3nSZzm13D7f/8x+m7AUrXLW66foufH3HVqhX2TeQbTJl+87yROwqIfSmIEB3aMYug6Cw2XlVafs7NVzs+ucOPeKV595QS2pdN0A4QQZBI6Io75p3vOsHtjiV0byqvTr0hix4vW3BEvQkrJQqPP4ZkGrh9x9aYiQ7kEfiSJIslFTq0JVTV7fM/gt1bOFlZafPWBM+zYOMjgYJGuHzGcs8kmLu8fk1Iq8iqVa+NM3aXS8SiaIXs3jqxfzJ8hXsw3RVJKqN0HmR0IK4+MGuBegMZpmP4qFHeA14JNP6wqX+40hEuQ2Qft85Aehb/+/tXRdHjbR1XwcWce+i705sFcPT/Gb4WVe1R4c24fwrCALrI9DWGkDDF6s5DbCc6oOsalBDyQfZDB5evt1aB9RjkuCsDKIdJ7LpGxoA61eyG1C5a/DIW9YDoIw0AGMdhD0D8GH/3ZSxPy5t+H5fOQGURM3YY881mo3A2bXq8I2cI/w8CVKt+scQp0AzF82/d0H73Q8GI+X54trM/hOtbx9LFOxJ5FXJzsOx89x2LNRxNwYMsgm0Zy39XcDCkli/UuXz90HsM22ThRZjDnoEvJYs3l7GILTQh2TuTZMpJV1YdeQKsfKimehEzCIGfrzC7UOXJmkeGBNPu2jTKQU/lmfhhz/wXl6LdzOMNAyqLjBhyeaTC91CBp6lwxWWR6pcdcrctoMUnCNHj4bJXzi3X+xz889G23wRDwe7/wOjYPZ0BoLLX6jOYSjOQdDAFuEOGGMfecrTFdc4mDgGunCizXXbJpC6HrmIZGKW3R6fnEgjWNpKEpI42LcQCmpqFpqkes0fXwAxXMHIQx9Y5Ho+exoZzlyo0FypkEtqGtVcc6fsjPvP+fOHK+TtcNnzTf6/HQgdfetJ3rd4+TSeicnW2QSZi8cu8IvRCarR5ZPaTVdun0Q4RhMFRIUyhmeWyuzVzDpZC02DiYot3sEAUhrz4wRTJh4UcxtqlTcIw1t0pQ1bkvP3Qey9S5ac84K10fe9WI49sdd64f8pUjSwxlE1y1qbi2rFx1TuwHMX6ottfQBZYu0FcfElyc7jiOue/IDNMLDV5+1SbcSEcKSSFp4pgamtCQsFZ51FYDpZtuwJ1HZvj+azavX8yfIV7MN0WyfQqEQKS3gOwp90Fpwck/hU4NhvZAlISJ68HMwPx9kLbBHITAh0/81KXBvv+D4CTA3AiLXwc9C8EceG3Y8jOw/CUl60uNIcwkCA3ZmlXhyXEM6SklMxQ6yAhkG6SvsryEA5hPePgkpVSB0+4MmAYYCURmtwqPXrPfPwuRBqapXBozZdBN6LcVKYwD+Ju3qAHtLFz1Q+D1Yc/bwE/Aw78DIzfA1Ougdj+4CzB6K7ROqB63wo2I5IZnbZ893/FiPl+eLazP4TrW8fSxTsSeRVyc7KPnl4jMJCudHtVqh163z1Vbh9g2XrjsBvq7gbnlBvcfniZGsGPrGGbCwtI10qbOhaU2pxaa5JIWuyYLTJRSCCGIpaTthTRdRcxcP6La7DI7q244rrtijO0TAwghWGp73H2qwtmFJklLY3IgxZ6NJYopm/Rq5pmUkrlaj2bXp97xODHf5Nxig+V6D1OTfP6+E8xXv30T20TZ4oO/ehsPna/TC+JVO32YLCbZO5FjruHx6EwDx9LZvyFPKW3T6gWcW+5y5VSO4WyCtG1iGxft9GOCSBJLiaEp0wo/jHGDmJ4f0vFD4ljyg7/5cc7MP3Uv13eCpmsc/PA7KaYt7j1X47N3neFtN29hutrh3lNVClkHP4yp19v0Oj0G8ymErlFp9omFIJdNkcskmBxI8rLtZXYMp+lHkgdOLDBb6bBpskzXi+gH0VpvoUAgkUgJWcdkMKN6vw6fr3BhscGPvGIH2aT1tNZfSsmhCw3m6z1u2TvypMenlJIwlvihxA9jBGLNn0Ai0QT0XJ+7Hz3P9skSY8MFul60elMqMXVlZW9/i7FHs9kkn8+vX8yfIV6sN0XSr0HnNBSuQRAg47ZyKYyAk3+uyI8zDJNvBiNUPVnurJILdufgc38AYVUNtu2XYN9ecMaheQICofq0wg5s/EllcJEZAhEj0jsBgWxdUBWt5DgU9iGEphwPZUtVv7QMYD+tflvZX4b6YyogWgSQ3oDQkkhSUP8maDlFosbeDM3DkJuCoAVmVmWP/c1bLw32Yx+DEx+Hwath/NVw6H8CfdjyJrAnYPbjUNgDRgKkAd0ZGH6TMhtZx4v2fHk2sT6H61jH08c6EXsWcXGyv3LwLDfvnaTnx6x0A+aaLufm6ng9j2LKZHIwy1gpzVA+if5dImb1Vo+7D53D9QK2bhwik88QxGAbGlEYMb3YZqnp4lgG28dybBvNoWmCMJb0/Igwimn0Q5ZbLkcvrOB6ASPlHGdm6xQyCcbLabohzDX6DCQMUqYKWo6iGBDESAIJyJg4lDTaHsv1HkfOr1BvdHjFnjG2Tw6Q0+r82B/e/502BwChCQzLJJU0uG1/mR95w/UU0jbVro+la1w5kcPUBL/755/hf94+y1P7En534NgG//XtuymObyRh6OwZzeCGMY1+xGLd5cz0CkEUsdIJyWQS7N9QJGdKKisNhkp5mm7I2YUGhXQCzbTIpyxyCYNKu89QPsnG4SyGLphdarK40uLVBzaQtAw07clv9KSUNN2A+Uaf8ys9Wm7A/EqHE3MNDmweJJ8y1/oFFWG+ZPAG6v+OpZMwddpuwHytx1uunSD/HSpp6rOVTDWWl/4fhhGHTi1gWzZjg9m140sXgpgYXdcZSF2yy18nYt8dvBhvii5Z1V+/WoFqIgNfHbQX/gGWH1XGGsaoqobpNiwfBEdCnAR7DD7y/ZcGvO3/hlQejHFY+CbEPnizUHqFMtZIZyEKIbMXoQlk85zq7crvR2RXnQdlX7kTigw83gBDhupHfHtSJvvLqmctUYaooUKp6SMjVA+cXoRAVbDoPAzZq1QlzdLBKMBfvO7SYK/7XVj4Olz176CyCOc/ClOvQkz8AHLxs9Cfg6FXgu+BNwfGIBSv+64qM16oeDGeL8821udwHet4+lgnYs8iLk72lw+eYbkDV28psaGcphfEaAJmm30WGi4yCIk8n3q7jwSySWtV6iXWwpWzSYts0qKYTZBxrKd9Ae26HsfOLnFqukI+47Br6yiJlEO7HxJJiSlgeqnN0ZkmhVyCjUMZpkopQDJb6dDt+bS7Hmfn68wuN3nd9dsQmuDEfIt6x1dGF5ZBN4oZKyQpZywsXZBLWkR+xOHZJglLxzR1DE0pes4v1Fmsdoliief67JwcIJe26YeS2+9/lM99Y+57uVv+RXjrjRv4Lz//Wqpdj3Y/ZKUT4IURtqGRsnQsU2cwY9MNIo4vdhFSstTsU621ODLdZCCfZNdUkfGCTbXexbENum7A0kqLoYE0I+Ucpq6zYyxLPmmSNHWSls7JuSYHz6xAFJAyJG9++c614ONvRdsNOL/So9rxqHUDOl5IxtYppCyyjkmv73Hv0QX2bhlGCkE/iMk6BgemCuSSl8xZ4ljiBqra1u6HnFxoc9eJCltHsmSdS8tZhoZj6eQck0LKJOuYpGwV7HzxDFdB0Kuy2UqTux45x7apMnu2jNAPJI2eT63dp+0GtLou3U6fXrfDz9x27frF/BnixXhTJOsPPi63q64qR+5pMCfh6O9Cu6ncAsffBHoPiKC9CGagjDw+/f+9NNiPfwy8RcjsguohFYbcPgpmCTIbITcEQRMyuxBaCtk6DfVDUH4FIjW+WvrtKBmiVgChrT59aEDcAWEAhiJ0wrj0u5YBcXkVWLqLSqqYnlQkq3gDQraR7RNqvVpnYOwWCPsqK8wsq8qWWYbP/weY+4YaaNO/gZEtqr9t5CY4+hFIWrDtZwENFj6pes8SOuAoZ8jEOCK14Xu+757veDGeL8821udwHet4+lgnYs8iLk72399zikQyTa/n0fcjXrlrmHzKRiKxDI1az2eu6RFEMfmEScYSZBMGcQx+GNH3IzquT7PrU2u7tF0VlphOmGSTFrZlICW4XoAfxoDqvUkmTDKOxVgpzUA2QaXe4eDxWaqNLuPlHOXBPD2h4YVgaeD3fU7ONDm90KTbDxjMJcmnbdxVS/Ywljx4bJ5MOsHm0TwJU8cPY3r9EDeIMEydXNoi51gstfoYwI6RDCnbIGFoaJogjsEyNRYWVrjpyknsZIIHjy+w0uqzaSTP+FCOrh9S6QaUUibDuQSv/+W/YqX9NA6dVcv5i7kA33q4aYbGf37bXrKD40iULX0uaTKctcklLQopkzBS2Vv1XoAfKcKcSaz2NyHww4jOqvFFOmGQcww0XckmKw2X4wsdHj69zGKty7+5aoyNGYN6o0MiYdLxYpyExfaJAt1YY6beZyBjo2mCSEI6YTCcsRnJ2RhC8LWHz3FmoU0yk2LzcJbrtg+uEfBGz+fUYoe5ukvKMsinLVIJRQqLSesJVbOZ5RZ3HDzPYDFDLuuQcGxOLnbo+SFSwoZyioG0jakLUraBqQuCSNLthzx4psqO0SxXbSxgaAI/inH9iGYvoNb1afdDuv0QL4xJ2QYj+QQp22AgbZOyNCIpqTRcjp5fZmapxWAxTSGbJJeySTkWmq4TRBK312LvptH1i/kzxIvtpkj2ZiBsIbK7QHYBgfRqKjC5ci/Mfh6sPKSvgolrlMPhylFIaMq440wMh39TDZYYhdf/MqTHgDQs3QfBIvQ7MHQ9FLeDew4yVyL0PLI7Dctfg5FbEc7gJcIlNBDZ1cZID6JlRbS03OVVMBkq2aIM1fv0Imipy7fPXYDWSUiNgb8C+WshrkPtLhBl6J1GTL4N2bwHyIEegz2AsMaQH7ri0kCv/R1wK1DeAosnlWSyOIGYfDty7h8gWILsXkgWoFdR/Wf5/Qjj8vV5qeHFdr48F1ifw3Ws4+ljnYg9i7g42Z+75zipbI6KG9Lo+MytdLENjZu2lsg5BrYhyKVsbFOn2Q9Z6vh0vJBi0iJpaqQtjXRCWZEnbQNd15BS0u0HtN0Azw8RQuDYl/puolhS63hMVzvMVDo02n2EEGjaqtV616PverhdlzCKiSRIw8RKWNiGSTbjUO8G9PyATSN5RgYcxkspdgxmOHFmgUanzxtu2IZp6EoS1+5z6PwKdx9bYr7lk7E1CgNpMmmHV24vs2EghbO6bm034PD5Kn/31WPs2DyCbRkUcglmK23aHZc3XbuRXeP5NdIRS8kDZ6o8dK7GW66boJiysR4n4ZRSEkSSas/n+FKb+bqHY2jIWFJt96m0PG7ZO0zLDel4IZMDyoAkiC4GHnu03ICOF5FLGIwUHExN0HIVubANDV1T/VfljM1A2sKxdI7PN7j/TJULlR49LyShS46dX8HRNW67epRSymJqtMiZhSa2aXD9FaMsd5TByabBNHsn8zT7If0gJmlphLGk2vE4MtvgyNllpkYKbBktkLI0Dp+vsdzoc8WGAsstn7RtsGkwRTZp0uwHOIaObSoHTE1TOXUSievHdLyQWi+g2/eo1V2Wqm3mV9oMD2TJJC2kFMw1XfIpmysn85imRjJhUs4mMHQVjn33qRUabshgLoGuCbK2QTphYJoaQaRIr21ouG7ImcUGZxZUHlzXjwhjyKZMCukEAykb3+3R7/uMljLs3VRi13ienGOxuFJn41h5/WL+DPFiuimSUQ/qB2HgRgQxyDZSJqF/DpxtcOy/wMp5GLwJJt4EWhM0A+qzYDZAOvAPv3JpwJ/4uLKSL9wEC3eAX4XqSRh/GQzeAL1zkJpCGMOqWjX/TzD5IwirsFoJa7BW3ZIS4pqqfOmDq5Wvb7cxMUQVQIJeumx5RcZOg5MDBCK7B9k7rfrW3A6UrgJnDKp3KwdE0wFnu5IYP56Mvfq3QEgghOoxKI7A2FvUZ698FqwpSBWU+QcZRdwGblT9bi9RvJjOl+cK63O4jnU8fTyX58t3uEq9eHFspk4pH2FrYIQxKREQ9CM++tVjuIGklFM3vBqQcwxSCQPb0DgnQNc03FBZ2pdSJpZQJCuftrlq2zAjxSc+zex4ISsdD8MyGM8nSemCqmOQtA0K2QSlbBI/kpyvdDm10MILVNXNC0LCMCKSIb7nsmUkTT5dIGnplBI6lu9yYaaHoUGr3ePX/9/PccWGEpmkBbpJJxQIXWfLYJqdE3km8xYn5xv8w12nGcw7TAwXGcoqO/NCMc0PvPoKHj27RCmbwe35FBImw5kEt993luMXctx0xQjZpMWxuSZLtR7vetVmOn7EfLN/mVuhH8YsNPu0+iHbBlPcvGkAQ9dwg4haN2Cp2eehszX2byhwYIPanotxAG4QsdL2EULZ3Ecx1Hs+SVOjnLVJWeqwrXR8lhou00t17juqKlFtP+bAhgHe+OpNHDxd5W++dpp3vno7P3zTZo5dWOHwuRXmaz1u2jPBdNXlK0crbB3J8KYDYyRWSelAyiIII84uKEOTthswkLH5udftpBdIDs+2eKzZJ2nrJJMm3zyyyPXbyuSyCVZ6AS0vJAgizs43AShmbNKOScIyFEHueFQbPcIwImUblNMWmwfKJHYNcXq2TqPrcs3WIYaKw8w2fQ7PdYilRMiYuZpLGEsEyiWx4wacna6yoZymmTSxTPVQwNQ1uv2AlUYPKWNKuSRXbxmknHcYzNmkbZMgjOn0AxZbHrO1BC03ZLnZ42+/cZaOH+HYFoPJ+Ht7Iq7jBQUpJTQegdyVCISq8IgceOchMQ6tYxC4yh3RHAPbgDgDrbPKDbHThs/9X5cG/Jk7oPoApLaokGRvCVozMLQbhl6tHAUTeYQxgvQbMP9ZmHjr40hYE9BBpCCqKxmillVVrqcjFRcaGEMQuxAugF4ALa3+5IyoLLF+HbQ+sr8Azma1TlEIlXsQG96BTE1AbwlEDHFbOT1e9hkBWCOq+haFIE1oPATDt4IxAP6css7PbYK4C4khaJ+A7M7vzk5bxzrWsY51PG/xkiViSdtmqRNT7foM5RIMFTJIQ2d0dICEkFyo9Kh3PMZKKTJJm1hC2wtodHzcIFBBz5qgHkZkkyaT5TShJvn4XadpdT1K+SSphK2MIro+lXqPSrWNrQu2TxTZMpqnlEuz1OzxyGNLnFtqUmv2SFg6G4ayDJfSDOUdUo5JPu1gmjpSCHKOQbPlcfBshRkg55jkUxaWaTIyOcIbR4e48+ELlEybA1ODbB5MM1pw0DXBoXM1Hltsc9XWcfZsh6PzDZrLKyTII0QKXWiMFFN47RTltGDfVRuRUtJ2A/ZuKHLno7P8X//7PgrZJKPFJFdtKeEFMcWkRTFpEcWShVaf81WXIIrZUk4xUXAuCzB2TJ3RnMZIzmbjQJI7jiySNDV2jGZYbnscX2zT9SLyjkGr61Fp9nD9iC2DGbJJg4VKi6WOR9uTVOtt+p5PvpBhZCDPDbsn2TqU4tCZKn/0mSMEkeQ/vmUP3a6nKn2TA7zl5m3MN/p87fgKu8Zz/OB1E5f19vlByEPH5zkzW2XDaIGrtgwxkHM4MtfmzhNVckmTKydzvC47SBBDtevTdn1OzNRZOtchnTCJopiEKbhyJEnP7TNTqXO21qXrhQgBpWyC4bxDJmcihETEPn7PxwdKKZ28k+TORy7Q74dkkwY5xySTSVIayPKD144zkE2urW8cx8zXXI7ONqm1+zTaPepdDy+ISDsWG4pJMimL4XySLaNZBjLf3pXtYiWz7fo8cnaFOx85+10+89bxgkb3HNhlhJlRpEM4qkKGQOhpZOWL0KkqKd/wfgiqYKTB6ynSlPoWcuHOQAwkJuDC30LQASutKkZhG4SLsLYg4xDmPg3Dr0fYxdXKV521S1g0t0rABhUhwl11vLn4cEhfXVZX5OtboTkgxiFaWnVbzK9a8m9C+g+DPgCtx6BYgOw14H8eei6yexzhTCH9upJcmivgZBH/9uilqtgd74PbPgi+oyqD/TqkyqrSl78Gal9SeWbxqCKB0oPARXpVhD3wXd+F61jHOtaxjucPXrLSxGqtTrGQJ4olpxZbnFvu4gYRmqYRC8n+8TyljM18rcdctUut62NbSmYYAX0/xHVDah2PhUaf+bpLywsIItWbrcUhCV1QSpkM5RPs2TDA5GCWphtwYblDre0RS0nKNkk5BlPlNNvHcvQjyWytQ6fr4/oRoZQIKel1+8wsd1hqumQci5GCQxhLul5Ep+8Tx5J8JsGOqTLDxSSnzy8RScmuraPomkbC1HAMHaTk0Lkqlq6xf9MA5+su9aUVmo0Ot9y4k2w6QRzH/NM3jrFxtMiOjYNcqHQ5vdDCD2OmSkmOnKvwb67dSL0XcOfhRQIpmRrOYZoaw9kEU0WHtP30OH6z53P7owucWOiwcyTDntEkZy9UaPc8BgspBnIpNE2w0PYBgW2ZuEGIrYPp2AxmHLyex9xKm/NLLR48XaXreuTSNjdsL7N1rMDWsQLlfJLFZp/7TlUpZ22u3lR8glV7o+3yT984ztU7x9ixoYwfxpyrdDk232aqlGT3eA7LUHLFjhfS9SJMXZAwNHp+xMxyk7mFFfq9PqV8mmIuSSGTJJtOkEsnMAz9ySfhcXj86eh6IafmapxfbNHr+4R+yHKji5Qo6WjWIZ9xcFYjAVJJCzSDlY6PH8W8etcwjqXT80IWaj1OzTdpdP21XkVQkliJRMYQRCq7DVSmWBxLWu0WP3vrgXV5yzPEi0EmJIMmNI/AwA0IPJA+UmSgd0xJEntzcO7DUF+C0R+AyWtVlld/FrwmxCvw6d+5NOA7PwWtc+BMQr8Kla9Drw7b/h1ovsrs0mzlujj3aUUAyzcpSV9cAyzlkKiZyiZfAJgowiUe9yOBCCkD8Ovgt8DvQa+tyJqmg55QYdNWBiwBho0whkAIpIyhcpeqVPkLULxZkcSlfwTfR2z8SaQ/C7XDkBqC7NUIoSPv/ACc+LDaVmcIbvsjWD4Gy1+H8avVdpdugvlPAgHoZShsgNgAMwGtC1C8HqE9vZiLFxNeDOfLc431OVzHOp4+1nvEnkVcnOyDp+cYHChiaIKEqWHoAg2BF4TMNfocmWvS9iISlo5j6qQsnTBSNt/jhQSD2QSJVYmcoYEXxuomWgICVro+s/U+lY6PIUDGElMXJC2DTMIg4xgkLZ1eEOOGETnHxAsjwkiN0Q9i+n5E3w/xI4mhCUYKDoNZW2VumRoJQ2VvXcwJW6h1efjkIrVOn7RjA5JGs8trrt6EnbRp9kNMXWMwbdHs+Nx9fJlC2iKddXA0yeHDZ9m9ZZTBwQJzKx0+dddpMkmL1+yfYmowTSSEkrFVO9z16Azbp0pcubGEDCOOnK8xWUqxeSTLSCH5lHbuPT/kQtVlrtZjrtqm1+1jxiGGjFhpe3RD2LdtlJfvGqWQvnQDEkYxF2o95us92p0+Z6arzK+0ldulpqMJgWkIto3lsRyHXcMOFxZqeH6EG0TM1T0GB9K8eu8YU4NZDEMnimL8MEJKiR9EfPabx7n1pu10Q3h0prlqmJFk61AGy1CyykZPZa2lbYOUrdPteTxyYo7z8zW2bhhkaqxMKAQpyyCXeGpb+4uQq06GUSz51hPxUiaZ2v6eF5BLKiORIIxYrrU5O7PCQqWJbZtMDOcp59Nk0wlq3YCvHV1m42ASSxN0+iGWqaPrGrahE8aSetuj2fMxDY1UwsTzI4I4VreuUh3Ibq/NT79x//rF/BnihX5TpEjYo1C4FqHpq5LEAtJfUH1VZhHO/Zky5NAnYcuPgNkDawBmvwZJDb70QegsqgH3vxt2XgfteSi9Ur23W4f8XijtBGcQIVTflqweUpWz8R9AEEDcRJGwBugZJUvEetJKl4wjaE1D8wyEHiRLkBwEKwWmDghFfKIAgq4ijP06eBWVDWaWYOgA2DlFoBIFMDOI9DZk5xjMfBrG3ohIbUK6M9A+DqVXIExVybqsV+zH/g6a03D+q1AqwPAb1Ou6A837oN+F8VeBVgR/CewCdJYQxWu+dzv2eYoX+vnyfMD6HK5jHU8f60TsWcRajthjFwh0h0LSoJSyyCYM/EhZhQdRTLRqdNDx1O8JXSOfNDE0wVLTY76unBIjKbF0jWLaxjI0gjCm7fqEserh0TWBG8R0gogolnTckKYboAmJYWgkDJ0oknT9CGfVJt3QFTkspy0miklSCXOVMOokLE3Z5+vaZZK6ePVGXhNQ7/rcd6rCY+drnJuvc2qmwnAxzXW7pxgppzEMjbGCw9bBFK1uwAOnV1jp+rTcgGa1yWjB4bVXb2JqMMUDR2d56FyNyckhNg1lGM7aFBwTpOT+E4tML7fYvaHEppEc9a7PucU2C3UXXROMFJNsHs4wkLY4Mdvgq8eW6Hs+jojJWBpbxgpMjRQo5ZIk7EtW7EvNPg+fqzFf7ZDQJBcqLRZqXYIgIqEL0HRSyQSTgxk2lFNMlNIUMwnuO1tjbqFKWpfs2FBm41iRQ9NNul7AFSMZvL5Hpd5lpdkjimI0TWCbqm/rG4fOMzZcoCVNBlIWm0tJJgYzDA1kMGwT14+xDEHeUfvi9HSFQyfmMAyNHRuHGR4sKHdMoQziYpSToW1opG0Dx7xEmKWESCryBar6pGtcJuH8ToiimGrHI4okURyzWOtx9EKF2UqHaqtPP4gwTI2uL0nYBqMFh7StY+rQ8yP6fkwhZTKUTzJUSJLNpChkE2hCmc5oq6HUbq/D5nWzjmeMF/JNkQzaKky5cA1Cs0HWQWSRMlJuhsnt0DkKMx+BSg3KN8OW1wJSEYqVQ5Abhr/795cG/Yn/DW5PEZ3uUagcAi+GbT8ImY0IYUPcQ3p9WP4KTPwwQjdWSZimesH0YdCeKLWVUoJbhepRVVVyCop8CSDsQegq8qPbYNpg26tyy/LlfWVxD+lOQ3VeVeHKu1TGmA4UrwE9DQufhs452PTziHgZWTsMiQFE/ga1LisH4e9/4tKY7/gsPPpxMLswsBMy2yC5AZZvB2LVZ5cZAVFQBh9hA0QOkZz4ru7T5zteyOfL8wXrc7iOdTx9rBOxZxEXJ/vkzBKpTJbuqntd0w2xDEWcCo5JwtQxNUHS1hFSUnMD2v0IL7wk34olaBpqOdNA1wTaahlDVTokQRTRDyRuEBDGkDB1DB1a/Yh2L1itdkEhZVNOmZTTNo6l0epHSv7mh8QxhJHE9ZWbnxfGhFGMoQssXUMTgjCKWWp5LDZcEqbOhnKKqVKSXNLEMQV3HrzA3YdnyKRTpNIObizAMBnMJ9hSTmMbGn4YM9/yqNaaBF7Atk3DaJrGZN5i9sIChXSCa3dPMpC71KPU90NOztY5t9ii5wVsHStwxWQRy9R59GyFzz9wjiNzbXIZhzcdGGXjSB7b1ElYBumESTphIoSS4VUaXc4tNDk+W2e+4dLo+fT9mIGcQyGbpNULkAh2jOXZu6FIMW1RaXR59GyFe4/NM1l0uH73BIPlHLPVHl4Qs3k4TSFlr4UkawIMTaySH/XzjYNnCXWTQJhcvSFHFMe03YDlWpflagvP89k8WmByJM/CcpNj5ysUBnIUS3laXkzC0EiuxgGAyuty/XjNhh5A1wWZhIm9Kg+Vq5WupKVRSFqkbINoNTOs0fVodH1VRTV1giCi2vZo9Xz8MCaOYkxDYyjnYBoaYRzT8SJa/ZAgUqYxmYShKl2Wjh9EHLrQoJCyKKQskpaObWr0g4hm12N2uc1yvYPvh2SSFvlMEl3XsW0DIo933bJ3/WL+DPFCvSmSsQ/Ve6F47SoJa4FIgLCRvZNgj6vg5cXPwPIhCNKw9e3gRCrgePpTMHQNfORxZOSdH4FIg8YZcEZg8UvQrMHkq2DklQjhQLiElCmY+wwMvgaRHIa4CkiIAzDGnlABk/06nP0sdOeVg2Eip35ErOSHmqnyvvQERF3Vm2akFJkLXTB0SG1GJMqPG9RX6+ILWDgI6aIaQ3SVy2Psw6n/FwZvQOT2IsM+1L4Kg29GGGlVkfvkrVCfVuPt+TkYnYS5e6GYgY3/DtqPgVWG9kFwl2H89WBMQv+CImntw5A5gNC/fX/niwkv1PPl+YT1OVzHOp4+1onYs4iLk33o9BzDpSLO6k1ppeNT7fn0+hGVrk8sIWVpGJqGROKYBllbJ2Ub2KuVLj+W9P2IputT6/p4QUjfj3C9ABnFaCLGNHRsXV+1LheEYUQQRGRW85pMU8PWNHRToxsKbFMna+sMpEws4+LnK1yUqmkAQrDS9pip9Vhp+wBsKCXZNpzGelwvUrxKCE1do9np8+X7T4MQjJZznFtqcXKhRa0fc83WMq/YPcpc02O63mex1iZutXn5/o24oaTZC2i0XdqNFoWExo17J5kYyl82t2EUc/xCla8/OsPxCxUwTKYmytx27Qbyjs6xmSaNjofrh7TdgGbXY7HuMrPUpNMPMAwN3TQYLqaYLKUYKabwY6i2PEwhGcvbWLpksdal2u7T64dMjZVZaPa4fscwyYQK3bYMjY2DaQopC0MTl1cOpSSM5Gq4seTIuWU+d3CO63ePs2+qgK6JtQDniy6OnZ7Hx754iIfPrhCgMT6Y54oNJXZPldgykv22vV9xrMwv1A6U+KHEDyPcQBG1jhtydrnNqfkWXTcg5xiMFZOMFBySlk4USyxDp5RLkHbMVdItqfV8Vloe51e6AGwspdg8lKacTayt9+MRxZJDF+qcW+qwaSjNjtEsyW/p45NSUm12qTa6dHo+7W6fpZUaP/pvrl+/mD9DvBBviqSUUL8fUluUaYTsAhJEGhnUIWqDPQbNg7DwWajVVHVs11tVb1jrYfBNeOBDsHRUDTp8AF7zbui6oFvQOQaLRyA3Adv+LUJzIO4jozYs3AXpSSXNi5dVVQpAH7msciV7VTj/OeguwMhVkHDUsokhsIpg5hCa+cTti30VEu3XwZ1VpNJbVpLAzA4lwQS1LeESEhsWHgX3PJR2QyKHSG5FNh6Bxc/C5p9D0EO2zgMRovQa9fblu+Aff/bSB7/9M/DgH8PAIGQ3wMCNELSh+YAiiZoDhe2glSHqKFv73hzkrr7su+zFjBfi+fJ8w/ocrmMdTx/rROxZxMXJ/tDnDjIxOohhGrSDCF0ITE0F5+YdA9vS6AVKZtjpBXR6HpVWn2a3T6vtEvohqYRByjbQNQ3bNtFWqwgJy1SmXlKqKpkmMA3Vn2MaBoYu8PyQXs8jCJVBSBDFVGoduq5PJuOQSSfIOBaOpYifRoznhSy3+szWXZpuQCmfZuNIjoGMCv2VUoUni9UGcyEUCdGEIIhikpZOLmGwvNLi0TPL7N4+hmHorDS73HV0gblKm1v2jPLaK8cp5pLcc7rCzPQCb7hmM2ODebwg4vRyh6MzDc7N1dDjkOGsRSmbUOYlXoBAkMym8I0Ek3kbwpDpSgchwDZ1Mo5FNmUhY6i2e5yYrTE2XGTTeJHhjE3S1Dg13+CxcxWCMMZAkrEEQ8UMhUwCoessdUKq3YBSNsG+SVVhM1fJ8dOFlJL7TlX4h7tO88tv3sdYMfmEZYIw4qFjM3zz2CKloRI37xxmaiBJ3wu4sNhgvtKi3nYJw5ixwSy7Ng1RyqeQUtIPInp+TBipqmgQxfhhTLcfstTq0+6FzFTazNe65JIW42UVst32VK6aF8T4UYxl6IRRrHLCHJOUpePYOpauYZk6w7kExqok1lv96QcRT3VWCwG9fkil1cfSNXaOZdkzmSNh6GjiomRSSR/DWOJ2O4wMFtcv5s8QL8SbItk6BpqFSG9WTn7SBZFDEkPvOCR3KFLSuB8WHwJXh61vg5QFXhU6S1A+AH/9by4N+rYPAWXVS0UAs98EIw/b345wJgED6c/A0kHVl1V+OUJWFBnCAP2igYaEzizM3KGCkIeuhISletXSWxBGUjkthg0IO6sBzhKsApgFxLfki8k4VOvk1UDYIEJIbVWB0aDeG62oz62cgdpDUN4BpWuUW+OpP4LsGKJ4E1JYsPJlKLwGkSipqti5D8GXP3jpA1/xG0rmmC/C5I9D96wKw+6eAHcRRm4GZze4Z8HZpDLaJIj0FbwU8EI8X55vWJ/Ddazj6WOdiD2LuDjZn/jmcRq+Ti8M8fsh6YRBLmnS7QdUGy7dXh/X9TAMjWLWYTCXJJ+2yacdshkHJ2FgaBoxYK66Elq6cumKUVWXIJZrPUGgesYe3wckpboxTtsGGVvH9SOWWn3OLLaYW2nT7HostfrUuwGappNKmAxmE5SzNmlbp+f6NDt9gjDCNA2ymQT5XHo1JFp9jhACWxc4pqrwpBMGlqHhByH3HTrH1TtG2b1pECEECw2XTz00TaflMpRU0jZPwny1w2DOZuvYAIPFFINZFa58drnD0Zk6C7UugykdLQ45Xe1jaTCRNbBWg6UvzoFl6niRoNoNSGcc0pkkm0fzZEyd+VqHeqdPp+eRTZhcMTXAVDmDaRr0/YgL1R4nF9rYpsaOkSzjRWdtG6WUeKEivYbGpdDpWOKFigBZhtpHsYSzSx0+c3CWM9MVbtg1RiZpr+2TOIppdl2azQ7ztR7pXIY3XTXJvqnCkxpvuH7EhUqHQ+dWODldJWGZTA1nyaUTOJaaA0MXGLo6Plq9gIVqhzCW7J4qsH00h64/0WQAVIWx44UYQlVfG72Anr/as2ho2KYyKdE1FDFbfS1haE9pEhJEMe1+SMtVuXbH51osNPpMlVUQdT9Yld/GEj+WuN02737d7vWL+TPEC+2mSPZmwV9ZzQsLQbZX+5YE0j2rCA8atA7B0p3QaKsMrn0/C90zQAi+Bp9616VB3/EpJW2sz4PmQu0cdCsw/moYeTVCOMiwAovfUG6Jw7cg5IoiUdjKVVAIZHcB5r6uCFhhIyQSKlg5vVl9jl8Bf1mtn5kDIwtitSIW1NQPOthlMAcuq5bJyIXmYYhcJWUMIihdjTBWZYFRC+I2cukxaC/A0C5EYR+yX4OzH4YtP47ARPbmFRkdeqNyUFy5C772flg5o8bRi7BpL0xsh/QEFF+piKB7QuWy4UL5ejCGwZ1Wlcbeo6DlEMmN37P9/nzBC+18eT5ifQ7XsY6nj3Ui9izi4mT//ifvo5TPkDY0dF31WAURmIaOZelEUqBpGsOFJIM5Bz+WBFFMGMZEqzf4HS98QuXB1C9J4TQhsE0NQxN4q+9LmMrpEJRcrOfHNHo+zV6AH8ZrhsumoWGu9o6NFhIU0jaRVMHQHV/1AhmacmFMGIKw71Nr9mi2XbJJi9FyhrFSmhCNZi+g7Sl3wHrXo9YNyCRMNhQdTp1bwPUCXn31ZlKORc8PeWSuxYWlDrtGs5TTBrOVNofOLDO/0qLR7iOFxkAxRS5pkUkYpBMW51ohbQ9evr3E1ZuKmAKWGj1mVzrMVZWBRNcPSTkW2aRJo9GhWuuQcGwySYvxQpIrtwwxWs5R6wUsNvtU2z4dL8TSNSYHkmwZSpOwnlwGeDH/qtkLOLPcZrHRR0pIWMol0AsjJQOsdPGDEM3t8vbX72J8IMVKo8uFhRrn52p0vJDATBBqFltGcpQzFvP1PkEUM1pwGMwmMHTBbK3HQr2PqQs2lFOMFpI4lq7MXGptDp9ZYrHWYWggw0g5R7UbMlPpMF5KcWBTiWLGftLteKaQUskuVWUsXjOeiWP1YKDjRSy2lcmHpWvomkBKWGq5rLQ8co7JxECSwayNJgRL1Tqv3DW5fjF/hngh3RRJv6YChYvXIYgvhTYLHRk2IKhDYgpaD0J/Gubuh74GE2+EjKWeMPW68NlfQTViATt+CK5+PYRZ6D4GgQkLX4WBa2DD9yGMkpIKLvwTYMDIGxDUVythJuiDyDiA+W9C/SQky5BKQ3oTpDaAX10lX6h+K7u8VvWSsa+qYlEXov4qsdMh6qkgZyHAGgRnco2USb+mCJmVhtYK5LYisqsEKPaQ4SKcv0ONM/UahDWKPPO/wEkhStcjpQ2dw6APKaIWB3DhL+GLH7g00df8tDI+KW2H3A7AVpXH9hGIfChug8zLlP2/kQUjB91DYI4jEsPf24PgOcYL6Xx5vmJ9DtexjqePdSL2LOLiZC+t1Ki4GqcX2xi6xtbhNJsG0xiPq05EUczxuSaPXaiRSZhsG8uxcShz2TKPh1ztP4qlVL08q4RN9flo6EJVUBabfVY6PrWORz+IyTkGg9kExbRFMWWRccwnyOyklGuue0Ek6fkRPT/CDSPC1T4kP4zxoph226XX84jDEA0JUUQxk2BoIIthW2SSqpdqutpjseXRanXoNlokTY3BQpqBXJK+ptPsx/S9iP0bCkwOJNcIZqPT59iFKs2ux7mqy9lKl4yljEha/YCVpk8sYLSYopyxsEQEUYwfRGhC4NgGQ+UcG0fylLMOZ+bqPHJuhcemG3hBRC6p5I6lrE0xbWPbJgnLwDINEqaG0DS8QMn//FXJXxQrsjGcd9hQTlNMGURRRKfn0+q6PDbT5MR8m7IjOH1ugQPbRohXe04K2RRawsEVBlnHYttwmpFc4rJ+jCCKWWr2WWr0iaRkrOBQztqAIFjtOfOCiO6qLNDQBVEU8bVHZjl8doV8QlBMW6RTDts3DlIupgHQBdiGjm1oa/JKTQg0WJWWrh6Lq/s4iGKCWB1jsZTEsTIHCeNLp7EmWCNiPT8iiJULYkLXSFoGxaSSOF58SCCEIIqlMnxp9jlX6bLQ7AMwlYUbd02tX8yfIV4oN0Uy7EH9QRi4HiF0FcJ8kYTJEHonLkkSvTPK7bC6AiRg7zuhcwoyG+ETvwL985cG/omPKDOM6mMQ2bD4dUhsgKlXITJXIpGw8DllxFF+FcLorWYx66APId0KnP20Ik35EUiOQmankh56c8rGHl2RxLAPcU/1f12sbFnFVYJWVCYixIqERZ5aJlhRFUDNVqQsMQpWCXoXlE2+FytOOXTN6ryESPcUnL8T7CxsvA08D879CWxQDo+yt6TWJbsfYReRtXuh8gDc+SeX5mXH62BoDMrXqPnonof+jLLkl3UYeg1Yk9A5AuldEIfQeRiS2xBm8Vk4Ip4bvFDOl+cz1udwHet4+lgnYs8iLk72qdllBgfyJC0DP4g4udjmfEUZHwykLYZyCYbzDpmEgRCCesfj5FyDM4ttBvMOV20uUUhfXtW42BsUxXLVkU9DE1Dt+MxUeyw0+sRSMpC2KWcsHFOj5wUsN/trZE3Z3we4frRGvh4/fiyhmLHZPprDsQ2kjEk7Nn4Urzo6qmVV2HNIN4jo+xHeasVsfqWJ54VkUja2ZaADYRjR6ge4XoRODGFIraGqWIZlUMilyWaSjJfSDCRNdBFTaXucWumrjLQopu1FxLFECMjYOo4hCCVolkWkmUghlKmFBCljXD9GonLZso7JUC7BpsE0xZRJHEd0ex69fkCn59MPAgI/oh+EeH5IGEUYmurpMw2NhKkTRdHaPBm6Ti6Xpu1FLDX7dEPYNpxh23CKOx86xy3Xb6VcSNEL4fRyl2rXZ3M5xZbBNNZqtVJKVUG6KG30V3umLuZraasS1FiqbbBNTcUPmDpxLHnoTIUzi22u3lJi22hubT8u1zscOrFAtdnFMnXyq4HPCcda7X2BdNrGNIxLstbHOT1auiJPSpKo/o1lTKsf0nBD6m4IQM42KCQNUpaBQDl8mrrA/jayxW9FP4g4eHKOm3avE7FnihfCTZGMQ6jdA/lVhz7ZBJFVOWGAdM+Aueoo2LxHOQrO3A2tPmx6E5htKF4Fd3wCpv/80sDv+AyIFrQr0J2BbhXcFky9BgZuAmFB5RsQVCB/DSKhg1SVb6kNwtL9MPcNKE5AdkpljckQWo+o/C905XwopPo99pQk0R4GM6/IW9SFsKvIV9hW7zeySp5oDyI0db4RNqE3DUFVWdwLE/QUhFVFjlrLMHIjwkyD9JC1e2DpGOQ2IUZfjjz3SbAkonytcn10z4Afw+ArII5g/qNQnYP7/s+l+bnqjaqaaEhFcptHlGOiloekgxh4IzLsQFBFJLcgwy50H4XULoTx/DyWnileCOfL8x3rc7iOdTx9PJfni/GdF3lxImXrBJFkvukSxZLRYpIrxnLomqDW8Vhq9rnvdJWup25sL/ZzpVIJLlRd7jxyBNePyKUsso6JrgtUFrOSIXbcgH74/2fvzcPsqsp8/88+81jnVNWpeU5V5nkmISQBAmFUFAX0p6Je2+EBbRtbEW3bobvF27a2XkSxvYq3HZhaCEMQhJAAgQSSkDmppJLUPE+nzjztvX5/7Do7qaQyQVJJivV5nnqS2mcPa62zz6r9Pe+7vq9KKqViMSt47Bby3VasFhMdPXqEw2Ez43Pb8Tqt+FxWclxW8j02clx2nDbzSR2yeocSNHQMkcro4qNnKIFpOAKVn2PH77bjd1mo8DsM8w4YtsBPqyTTeuQslEgRjGfQAIfFhM1kIhhLMRhN4XfZCHisRKIJ3mnopL0ryLZ9QfriGaLYcLnslAfcTCz2Mac6l7I8J06rGTWj0dQbpb4zTFNfFBVw2szkua04rBasZkVfV2fW1zPlumx4nRZyXTYKcuyGEDpTVFUjo6oIFAZiaQ51R+iPpMhYTJTk2lg43UnAYycUTbLrUBerlk4jrEJHRxSX1UxdoYfFHj1CqKHX2BpK6GmiVpMJq0XBYjLhsVmOWt4reu2v7LgKIRiIJDnSMURjd5hEWmVWdR4fX157wntYmOvh2ssmApBKZ+gbijEYijMYjKJqGkJAw5EYqYyK3Wom3+eiON9LdUkudpv+sDiUyNAxlCAYz+hprGYFr91Cjs1CkcdurEM0KQpWs/5zpuLrWBxWMzMq/Gd9nOTSQwhNj4R5p44uwtJBdMHjgoFXwWaDjl0QS4EjD+wquKfoEa0RIuxJIAnpGIQPgiVfT00suxbcdboIG9gG6iC4aoZFmAUQCPyw7//pkaqSaZA3VxdQfa9AKgwmH6SikA7pVrK2ANjzwRzQv3mIdYMYrgEmNN1qXqh61Mvq1T/w8U6IHkEoZnBVgqNEt6FX4xA9pPffZNX31brBF4COjYicGvBPAv9iiPfB4D6EowhKVkPTbxHuIRRnRjfucHhhaA+KfzbCNwPCfXqh61S/Pkbb/qo7JU79BMQawFGmR/m0NMTjiPg+FNdsRLoPkR5EseYi3NMhuhcxjsWYRCKRvB9430bEjlW9QggiKZVgPE1GE/gdFjx2ywnW51kyqkbXUIKWvigNnSEiiQyaqg0XWlZw2S14HBacNgtepxWXfdggI6MNp5fpxZytZt2u3mYxEY6n6R5KEE4cXXd27KVtZtNw9MdEwOug2O/A77Ia7UumVbqDcfpDCYKxFNGEHlXTtJFvr8tuIddjp7oohxyXDadNj7DE0/qat8F4mv5oisGoHqmzmXUzkqa+KB2DcQq8dmaVesgkk3T3hhiIJLDY7eTnesnzuzGZTDhsZgJeG2V+JwVe+0ndDFMZjaFYmqF4msFoit5wkoyqR9Wy9vEKCgJhCGGTSUFVj0aqstitJnxOK7WFHgJem5HGGYpneGNPK5v3dTBrWiVVBV4mFLjIdVlRBUZdtmRGI6NpWIbdCV3DBZizLT/2PgjFUrT1R2nvjzEQTiCAXI+dsjwXNUVe3I4TrbJPRjbKqWr6v9l0QyEE6YxKOJakazBKW1+YSEJFE3rkNN9tJ9drx2234nFZsVstWM0mPE7riOLY7xX5req54WIeRyGEXrDZFkBxlgyvCTtGhGVTEp2TIbgZzElIpKBzEwz0Q/UK8BeBdyL8btXRE9/+oB6VUoPQuxNMbujZBgVLwF0GgaXQvxW0MCAgb7JeyFlkEHFg30OQUwLFS4EMRBshHQHNNryuywU5k8A9AcV85msuRSahi7dUWHdJTAX1Fyx2MKngLAV3DYrJhkj1QbwZHJW6kAttB5MNMg4QCpQs1VMb25+EaBCKroRkF8Troew6XQAmu/V0TM8EPQrXuwaObIHdz49s2LXfg6JJkIhDMgTxfWCfAeZeyL9WT6mM7AX3VBSTFZEOQXQPeGaMOzF2MX9eLhXkGEokZ45MTRxDTjfYqiYYSmTd6XRRoA47zQ2EkwxG05gVhdJcJ5VZU4N3EW04G4QQwyJOI55S6Q0l6RpKMBRLYTGbMCsKKVXDajaR67ZiNZuIJlUSaRVFAbOi4LSZ9ciUx4YJQX1bkO7BBIV5LrwOGwGvjYoCNyZFoX1QX1O1+XA/ibRGSggmFHpYNa0Au8VMJKVit5jIcVgwKwrBcJyegQh9gxGsZhMVhTnUluXi9zhOGtU7FZqmr4HLihRluPixQH9/LCYFm9WEzWwacf54SmUgmqI/mqJzMM6h1j46uwaYVBVg2cxK7MNRUIbPZYIRKYXW49b+9Q4l2Nc6SO9w1BR0Qea2WygPuPUIpPfU779e2FsXWNmSBlnhlcVsGl6jNbxOKzIclYunVUDBY9fLDnjsZoSAlKobj4SjieGfJJmMSiqjkkimUVU9mqd/kcAo74G+ltFk0oWmoijYrGb9XjKZ9GLbLht+rwO7SaO6olj+MX+PXMwPRSJcD5hQPNUgIsaaMBgWafFDYCuGWBOk28BRDi1/ha5GvQ5W5Tzwz4TfXXX0pHM/A9NW6NGnni16JCrYCu5KcJVA8dUwuB2sbj0NL28mitmrG2F07IO256HyanAFdPfBZD8Iqx59cxXrQsnqO3djkIlD6AhEWsFs0dez2bzgngAWry7G1IhuUpIe1O37E0nImKDyOr19PS9C0gR5M2HgdfAWg38apIbAXgWhBghcDvGD0P4KxKMjUxQB7lgDpn5QnTC4WRd7nhqwAjkrdTOPRKsuxhQFkR6C6F7wTEax5J+z8bjQXMyfl0sFOYYSyZkjhdgYkh3s/3xuB06XV4+yDAsVl9WMy64X882oGpFEBlXoD8o+p5X8HDs5TosuCI4ZNQXdIMFhMeO2m3EO24qfb4QQRFMZwvGMYc4QT2XIDIsVFEUvMJ1WSWc04mmVgXCScCKD2aTgsJpIp1XiKRUEDMVS9IUTTCjJYUa5n6WTAniHozvN/TE2HuonltIo8dvxOK168pDTSmWuE79DNxiJJ9M0dQzS1DlIMJzAajVTmOsmx+3A67KRm+Mk1+s8J4VJQ/E07YNxOoYSJNIaVrOCxSTo7AnS0xOkrrKAKTWFeBxWXDYzDosZm3n0KCfoka6mnghtfRGC0RR5XjszKnMpznWd1KDl+PdDE5BWdUGlagJV6EYfaVWQ1jRUoQtAVQiiKX3s05pAIIYjcAKHxYzLprtrKuhphebhNXE2swmLWcE8bOSRjaKBfh9mjVvS6tF1bceTFeeqGG6zpkffNE2PMGbSuqCLRBN0dPXy2ZtlQef3ysX6UCQih/SIjncCCqlhEXb0XhfJdsCkr6+K7AZ3BQw2QPduvShz6RwoWwJ/uOXoSWsuh8UfBQIwtBuI6/tqQo+EFSzTTT3cVRDZBb5JKLZCRPgwHHhan0zLlurXTfTqa7+cxbogcVboqZPnazyEgFgXDNXrzoVWG5hM4CrTI2XxluFi0WUQ2wfRPhjqhJpb9aLLoXeAXF1ApQ9C/gJw5kBiCFyzILQHApfBwMtw4G+6m+T/fGFkIz75AqSOgJYDvS+AZzZYUrpBiWeh7g6pJVGcVXqbM1GI7ARnFYqtdGQqxSXKxfp5uZSQYyiRnDlSiI0h2cHedbgdr9dn2H1HkyrhZIZoUjXWhdkspjMqEiwEw5EKPcUtpWnDa3f09EOrSUExKSNMHXKcVnwOK06rbp6QGi7Em1KFYY8fTWaIpVQyqmak5h2PzWLCbbfgtetrmFKq/jBtM5uwW3Uji6xdvjbs6piNvGQFm8NqJsdpwYxC20Ccpu4QPUNxqgs9TK3w43cfTfsZjKY41BOleyiBUPRntrQGTrsZv9Oqr1WyW7BbTdjNulNkMBQjEksRjiXpH4oRjCQQQpCX46Q430tBrpv8HCeKyUxS1Ygm9VpWDqsJ17AlvElRSGVUesMpmvui9EXTOK0mAjl2vDYT3f1hmjsGyGRUZtcWMWNCEQ6bLohVVTez6AolSKZVPZKGIJVSdfEZSpBMa+Q4rVQUuCkLePR1fybllIJaHY5ehZOqHjnMaCQyqh4BG06ntJoVXDYzNovuhJjRBPHhFFW7RRdWLpsZj80yXIvONCYifjSOTZPMaPrnYjA4RFVxQP4xf49cjA9FInJIF1g51boTIO4Rk4zIBPX1WcICoS3grdBTEnvfhta9EKiFQ2/CYNPRky74GNTMhLRLN8UgCLGkLkQchVCwWC9Y7J+lu/858sBaAoceheARKJyri7VkP5jN4AjoKY/OyuE2juH4pMMQPAjxnuEomQLuGn0dWqxRd2oUEUgOQfcuKFoKyV4gCsILA3vBY9Mt+sUQ2KcAZog2g7cOup+D5h2w6G74/QdHXvxTayFxBBIxvVZb4WpQ+/QUSfd0PUpp8aPYdPMUoSYhvAtsbnBMHFEb7VLkYvy8XGrIMZRIzhwpxMaQsRpsVROkMipJVZDO6A6BqiqIp/X0wqFEmlAiTSqjP7A7rPr6L7PJhABsFr1GWNZiPPtwbtjYA8c+rmd/z+4rOPpQnX2Dj93fbNJNHGxmky4YTVkXPr2GaTyl0h+Kc7A9SDCaIpDjoDzgpiTXhd+tr8GKpXRXwt5Iku5QkmAsTUpo+honMNIKbRZdbHhtVuw2PaJjUSAcTTIwFGVwKM5AKIaqqpjQI5SaJggnM0SSKvG0Rlo9an2f47DgsltQhBiOFpkoLfRRWZKL1WImGEnR3h9lMJLU+63oYijPbdOjgJpAQ0/Hczmt+Nw2bBazMUam4WjTsWN3LKbhiJIJBZtFF7JWE1gseppoRtNIDUfFxDHntFlMOCwm3MOi60IJrrNB/jE/N1xM4yi0tB6pMtvAXYpicoEyMsok1IieAicsMPQO+Koho+jiovVtsHhgz9qRJ158P1RaIdINzhpIN0M8ApEB3ZzCP0WPbuUuhPBbuvFGNAmdL+suh0VL9LQ/m0sXO64KPcpjurCeUkIIiLbD4F5ABasFvJPB4oREu54uqKVgoBlMFiANnjLQTND0AhRP0vuuDkHutborY7JPF3ZtLwN5MPEaePim465sh9t+ql9XzUDRMsgMgKMGHLX6uj1bIYot/5h2HgZ1QE/dNOePiG5eSlxMn5dLFTmGEsmZ8753TXzwwQf58Y9/TFdXF7Nnz+aBBx5g0aJFJ93/iSee4Dvf+Q5NTU1MnDiR//2//zc33HDDGLb49JhNCk6bBecZ7JutCaVqYDYxnHZ29g/pYrielCYECrqYONZw5FjNrQpBKqOnsCXSKhFNGJEQASDAZrcwY0IBIIgOG2oc7uohFE8hhDCcA80mMJtN+KwmHFbdGVIbjroFI0m6B2N0JDJEU/qaJ9NwhNBi1gVXMq2iCRuYQEGveWW1minwmqm0mfDaLTisuoukpolhh0O9VpvJdNRuvrcvis9to8hrZ3FNOUX+d58CmY0OZYbrkx011BDDQksjntaLJQsEKHqpAqtZwWO3Gjbz5yIFU3LuGY9zzpkgEj0QroecOhSrY4Qph7GPmtDXbamqbg6RWwupNMQHoW831L964onvfEYvRBxuAc8MSDVCbBBiMTC7wD6c8pg7Dzqf1ut3pWN6xMk/HexeIAHecnCWg6v6oonqKIoCnnKEuwxinRCsh+43werQI3tWF8QbIbdU72+0E3o36ymI1dfBob/otvr+ahh6HXzL9LGId0DhHGjeAKF++MBPYf0jEN4yfOUkPH4XTFkFRQUwsAfy5ujvjZYG1ySIHUQoCoo1b7iddXokL7Qb4egDR5UutCUSiURyUXLBhdhjjz3GPffcw0MPPcTixYv52c9+xurVqzlw4ACFhYUn7P/mm2/ysY99jPvvv5+bbrqJP//5z9xyyy288847zJgx4wL04L1jUvQo1lk6t5+AMmxXfqrXs1gUBYsNYPR0n6yoy0aF8t02SvNcqGXZ9EZtuHi1vq8Y3jet6ttNCphMJmpL9EifxWzSo0wZjWRGJa1qJNMqZpMJj8OK1aIMnwtQ9HTHdDa0Ntx2y7B4s5iytux6Kl82mvdeRJcAVCNtUxhFktOqbvWfdWg0mxVcVjMeu4VCrxmL6dL8xvn9zPtxzhFqTK9PZbFB3tThh3PXCfnOIhPSjSliLfprOeWQEvDsP+ki5HimXQ8zPgoDb+nFhj0TdREW6dPd/1QBJMCSB7Eo9P0cnHkw2KyvoypcBI5c3U7eVT4cAbs4BNjxKIoC7lJwlw4Xvq6H7k16iNxTCY4icHaDrQwGLND9hr7/xFvh8BoId0HRdOAN8A2vgYukoGgqNP4P1HwUFl4F/eWw86mjF65/GeoBFLj2bii8FpJHQEuAqxaSnQgtiWIv0dtp9SJyl+jmKkPbEc5SsJVftOMqkUgk72cueGri4sWLWbhwIb/4xS8A0DSNiooKvvzlL/PNb37zhP1vv/12otEozz33nLHtsssuY86cOTz00EOnvZ4M148d2YLEmtCrAiH0cjzZ7UIwIm1Sd/g7uuYO9NdHRKeM6OGwaBoWgCNs+oefLbMFtXWhi2FwAUdNLjShuzSqw+fNkjUzyToq2i2m92V0azx+XsZ6zoELM45CCL0wcawZFN2WXbHmAc4TBZjIQKINtjwJ+3+H/kk9BYE6uOyTkIqD06mnHGop3eAi1AnJJITawZEPvmnAIGT6IANkUuCboKfv2QPgrABH6ZivATsXCKHqEbDgXoi16W6TrgCY0pAMQ7gZEOCthaED+nhZvVA4HfKXgmKH/i2QbIFwO+RfCeEG6N0PuYWw8f+dugHuAvjQf2H4wDoqR5iZCC0DkYOgDYEtF2ylujvlRT6Xjcd5Z6yRYyiRnDnv29TEVCrFtm3buO+++4xtJpOJVatWsWnTplGP2bRpE/fcc8+IbatXr2bNmjWj7p9MJkkmk8bvQ0NDgD7okkuLETergh7MO+7ZLfu9gnZMRE/NGqBoYlik6bbtJtNwdM2kYLXoom2k2FIhkyaVgdR57NfFTPZzMl6Wko7FnAMnn3eGHlqIcI6x4BjtvTt+26neX0UBkxkcTqiYBU6XHv06tA6ECTimYLKa1n8sNrC4IRmBnk16Kp7JA55yyJ8ErmqwF6CYbJAG0tFz2OGxJgdyliC8GsR6IHRAF2dqSBdmagSGNuvphJoAbQD6jgDP6evMzMMFo0US+h85+u1U10GoXaSPXWcjBPv0sT32vYp3wW8+cPT3Y+ev0cTWRS7AsoTiKjB+5p0LQXbs5LOORHJ6LuSzzgUVYn19faiqSlFR0YjtRUVF1NfXj3pMV1fXqPt3dXWNuv/999/P97///RO2V1RUvMtWSyTvP/r7+/H5zl3dpgvFWMw5cPJ5p/Leg++i1RcT2y50AyTvI8bLvHMh6O/vB+SzjkRyNlyIOeeCrxE739x3330jvs0OBoNUVVXR0tJySU/woVCIiooKWltbL/m0g/HUFxhf/RkaGqKyspK8vLwL3ZRLivE474yn+xrGV3/GU19AzjvnguzYXcpzDoyve3s89QXGV38u5JxzQYVYIBDAbDbT3d09Ynt3dzfFxcWjHlNcXHxW+9vtdux2+wnbfT7fJX/jAOTk5IyLfsD46guMr/6YxokpyVjMOTC+553xdF/D+OrPeOoLjJ9550KQHbvxMOfA+Lq3x1NfYHz150LMORd0lrPZbMyfP59169YZ2zRNY926dSxZsmTUY5YsWTJif4CXXnrppPtLJBJJFjnnSCQSiUQiuVi44KmJ99xzD3feeScLFixg0aJF/OxnPyMajfKZz3wGgE996lOUlZVx//33A/D3f//3rFixgp/85CfceOONPProo2zdupX/+q//upDdkEgklwhyzpFIJBKJRHIxcMGF2O23305vby///M//TFdXF3PmzOGFF14wFse3tLSMCBUuXbqUP//5z/zTP/0T3/rWt5g4cSJr1qw543o+drud7373u6OmDV1KjJd+wPjqC4yv/oynvmQZ6zkHxsc4joc+HMt46s946guMv/5cCMbLGI6XfsD46guMr/5cyL5c8DpiEolEIpFIJBKJRPJ+Q66ElUgkEolEIpFIJJIxRgoxiUQikUgkEolEIhljpBCTSCQSiUQikUgkkjFGCjGJRCKRSCQSiUQiGWPGhRB78MEHqa6uxuFwsHjxYt5+++1T7r9r1y6uuOIKHA4HFRUV/Pu///sJ+zzxxBNMmTIFh8PBzJkzef75589X82lvb+cTn/gE+fn5OJ1OZs6cydatW095TEtLCzfeeCMul4vCwkK+/vWvk8lkRuyzYcMG5s2bh91up66ujt///vfnvO2vvfYaN998M6WlpSiKwpo1a4zX0uk09957LzNnzsTtdlNaWsqnPvUpOjo6TnveM2n72b7v76UvAJFIhLvvvpvy8nKcTifTpk3joYceOu15L8T9dv/997Nw4UK8Xi+FhYXccsstHDhwYNR9hRBcf/31o/Z5NE7XViEE//zP/0xJSQlOp5NVq1bR0NDwnvpzsXGpzzlw6c4742nOOV1/QM47Z9pWOe+cyMU271yqcw6Mr3lHzjkX2ZwjLnEeffRRYbPZxO9+9zuxd+9e8Xd/93fC7/eL7u7uUfcfGhoSRUVF4v/7//4/sWfPHvHII48Ip9Mpfv3rXxv7vPHGG8JsNot///d/F/v27RP/9E//JKxWq9i9e/c5b//AwICoqqoSn/70p8Vbb70ljhw5Il588UVx6NChkx6TyWTEjBkzxKpVq8T27dvF888/LwKBgLjvvvuMfY4cOSJcLpe45557xL59+8QDDzwgzGazeOGFF85p+59//nnx7W9/Wzz55JMCEE899ZTxWjAYFKtWrRKPPfaYqK+vF5s2bRKLFi0S8+fPP+U5z6TtZ/u+v9e+CCHE3/3d34na2lqxfv160djYKH79618Ls9ksnn766ZOe80Ldb6tXrxYPP/yw2LNnj9ixY4e44YYbRGVlpYhEIifs+9Of/lRcf/31o/b5eM6krT/60Y+Ez+cTa9asETt37hQf+MAHRE1NjYjH4++6PxcTl/qcI8SlPe+MpznndP0RQs47Z9pWOe+M5GKbdy7lOUeI8TXvyDnn4ppzLnkhtmjRInHXXXcZv6uqKkpLS8X9998/6v6//OUvRW5urkgmk8a2e++9V0yePNn4/bbbbhM33njjiOMWL14svvCFL5zj1uvXXrZs2Vkd8/zzzwuTySS6urqMbb/61a9ETk6O0a9vfOMbYvr06SOOu/3228Xq1avfe6NPwpnc3G+//bYARHNz80n3OZO2n+37fraM1pfp06eLH/zgByO2zZs3T3z7298+6Xkulvutp6dHAOLVV18dsX379u2irKxMdHZ2ntH7d7q2apomiouLxY9//GPj9WAwKOx2u3jkkUfOTWcuMJf6nJO9/niYd8bTnCOEnHdOhpx3Lv15Z7zMOUKMr3lHzjmjM5ZzziWdmphKpdi2bRurVq0ytplMJlatWsWmTZsA+PSnP83KlSuN1zdt2sTy5cux2WzGttWrV3PgwAEGBweNfY49Z3af7DnPJc888wwLFizgox/9KIWFhcydO5ff/OY3I/b53ve+R3V19Yg+zJw50yhAm21fKBRi7969Y96Hs2FoaAhFUfD7/ca2lStX8ulPf9r4/XRtP5P3/XywdOlSnnnmGdrb2xFCsH79eg4ePMi1115r7HOx3m9DQ0MA5OXlGdtisRgf//jHefDBBykuLh71uOrqar73ve8Zv5+urY2NjXR1dY3Yx+fzsXjx4gt+750LxsOcA++veedSnnNAzjtn0lY571y890CW99OcA5f2vCPnnLGdcy5pIdbX14eqqiM+pABFRUV0dXUBUFJSQmVlpfFaV1fXqPtnXzvVPtnXzyVHjhzhV7/6FRMnTuTFF1/kS1/6El/5ylf4f//v/xn7BAIBamtrz0kfQqEQ8Xj8nPfjTEgkEtx777187GMfIycnx9heWVlJSUmJ8fvp2n4m7/v54IEHHmDatGmUl5djs9m47rrrePDBB1m+fLmxz8V4v2maxle/+lUuv/xyZsyYYWz/h3/4B5YuXcoHP/jBkx5bW1tLIBAwfj9dW7P/jvV7M1aMhzkH3j/zzqU+54Ccd86krXLeuTjvgWN5v8w5cOnPO3LOGds5x3JWe1+C3H///Re6CadE0zQWLFjAD3/4QwDmzp3Lnj17eOihh7jzzjsBuPvuu7n77rsvZDPfM+l0mttuuw0hBL/61a9GvPbf//3fF6hVZ8cDDzzA5s2beeaZZ6iqquK1117jrrvuorS01PhW5GK83+666y727NnDxo0bjW3PPPMMr7zyCtu3bz/lsevWrTvfzRt3XIz3wPG8H+ad8TDngJx3JGfGxXgPHMv7Yc6B8THvyDlnbLmkI2KBQACz2Ux3d/eI7d3d3ScNPxYXF4+6f/a1U+1zsnO+F0pKSpg2bdqIbVOnTqWlpeWkx7yXPuTk5OB0Os9F08+Y7MTU3NzMSy+9NOIbotE4Xdvfzfv+XonH43zrW9/ipz/9KTfffDOzZs3i7rvv5vbbb+c//uM/zrov2ddOtc+56Mvdd9/Nc889x/r16ykvLze2v/LKKxw+fBi/34/FYsFi0b+TufXWW0ekG5xpf47tS3bb+ejPhWY8zDkw/ued8TDngJx3TtcfOe9cOvPOeJ9zYHzMO3LOOXV/zsecc0kLMZvNxvz580coWU3TWLduHUuWLBn1mCVLlvDaa6+RTqeNbS+99BKTJ08mNzfX2Od4dfzSSy+d9Jzvhcsvv/wEq82DBw9SVVV10mOWLFnC7t276enpGdG+nJwcY6Ibyz6ciuzE1NDQwMsvv0x+fv5pjzld29/N+/5eSafTpNNpTKaRHxmz2YymaSc97kLdb0II7r77bp566ileeeUVampqRrz+zW9+k127drFjxw7jB+A///M/efjhh0/Zn1O1taamhuLi4hH7hEIh3nrrrTG/984H42HOgfE974yXOQfkvHNsf+S8c2nPO+N5zoHxM+/IOedof8Zszjkra4+LkEcffVTY7Xbx+9//Xuzbt098/vOfF36/33DZ+eY3vyk++clPGvsHg0FRVFQkPvnJT4o9e/aIRx99VLhcrhMsNi0Wi/iP//gPsX//fvHd7373vFm6vv3228JisYh/+7d/Ew0NDeJPf/qTcLlc4o9//KOxzwMPPCCuuuoq4/espeu1114rduzYIV544QVRUFAwqqXr17/+dbF//37x4IMPnhdL13A4LLZv3y62b98uAPHTn/5UbN++XTQ3N4tUKiU+8IEPiPLycrFjxw7R2dlp/BzrrPPJT35SfPOb3zyrtp/ufT/XfRFCiBUrVojp06eL9evXiyNHjoiHH35YOBwO8ctf/tI4x8Vyv33pS18SPp9PbNiwYcS4x2Kxkx7DKE5CV111lXjggQfOqq0/+tGPhN/vF08//bTYtWuX+OAHPzjubKQv5TlHiEt73hlPc87p+iOEnHfOtK1y3rk47oGTcSnPOUKMr3lHzjkX15xzyQsxIfQPb2VlpbDZbGLRokVi8+bNxmt33nmnWLFixYj9d+7cKZYtWybsdrsoKysTP/rRj0445+OPPy4mTZokbDabmD59uli7du15a/+zzz4rZsyYIex2u5gyZYr4r//6rxGvf/e73xVVVVUjtjU1NYnrr79eOJ1OEQgExNe+9jWRTqdH7LN+/XoxZ84cYbPZxIQJE8TDDz98ztu+fv16AZzwc+edd4rGxsZRXwPE+vXrjXOsWLFC3HnnnWfd9lO97+e6L0II0dnZKT796U+L0tJS4XA4xOTJk8VPfvIToWmacY6L5X472bif6h4YbXKqqqoS3/3ud8+qrZqmie985zuiqKhI2O12cfXVV4sDBw68p/5cbFzqc44Ql+68M57mnNP1Rwg575xpW+W8c3HcA6fiUp1zstcYL/OOnHMurjlHGW6URCKRSCQSiUQikUjGiEt6jZhEIpFIJBKJRCKRXIpIISaRSCQSiUQikUgkY4wUYhKJRCKRSCQSiUQyxkghJpFIJBKJRCKRSCRjjBRiEolEIpFIJBKJRDLGSCEmkUgkEolEIpFIJGOMFGISiUQikUgkEolEMsZIISaRSCQSiUQikUgkY4wUYhKJRCKRSCQSiUQyxkghJpFIJBKJRCKRSCRjjBRiEolEIpFIJBKJRDLGSCEmkUgkEolEIpFIJGOMFGISiUQikUgkEolEMsZIISaRSCQSiUQikUgkY4wUYhKJRCKRSCQSiUQyxkghJpFIJBKJRCKRSCRjjBRiEolEIpFIJBKJRDLGSCEmkUgkEolEIpFIJGOMFGISiUQikUgkEolEMsZIISaRSCQSiUQikUgkY4wUYhKJRCK56NiwYQOKorBhw4YL3RSJRCKRSM4LUohJJBKJ5H3Hm2++yfe+9z2CweCYX/vll1/mqquuwufz4fV6mT9/Po899tiYt0MikUgkFxYpxCQSiUTyvuPNN9/k+9///pgLsYcffphrr70Wq9XKD3/4Q3784x+zfPlyWltbx7QdEolEIrnwWC50AyQSiUQiGS/EYjFcLteorzU1NXHXXXfx5S9/mZ///Odj3DKJRCKRXGzIiJhEIpFIxpz29nb+1//6X5SWlmK326mpqeFLX/oSqVTqpMdUV1fz6U9/+oTtK1euZOXKlSO2PfDAA0yfPh2Xy0Vubi4LFizgz3/+MwDf+973+PrXvw5ATU0NiqKgKApNTU3G8X/84x+ZP38+TqeTvLw87rjjjhOiVitXrmTGjBls27aN5cuX43K5+Na3vnXS9j/00EOoqsoPfvADACKRCEKIUw2TRCKRSMYxMiImkUgkkjGlo6ODRYsWEQwG+fznP8+UKVNob2/nf/7nf4jFYthstvd0/t/85jd85Stf4SMf+Qh///d/TyKRYNeuXbz11lt8/OMf58Mf/jAHDx7kkUce4T//8z8JBAIAFBQUAPBv//ZvfOc73+G2227jc5/7HL29vTzwwAMsX76c7du34/f7jWv19/dz/fXXc8cdd/CJT3yCoqKik7br5ZdfZsqUKTz//PN8/etfp729ndzcXO666y6+//3vYzLJ70YlEonk/YQUYhKJRCIZU+677z66urp46623WLBggbH9Bz/4wTmJEK1du5bp06fzxBNPjPr6rFmzmDdvHo888gi33HIL1dXVxmvNzc1897vf5V//9V9HRLc+/OEPM3fuXH75y1+O2N7V1cVDDz3EF77whdO2q6GhAbPZzGc+8xm+8Y1vMHv2bJ588kn+9V//lUwmw/333//uOy2RSCSSSw759ZtEIpFIxgxN01izZg0333zzCBGWRVGU93wNv99PW1sbW7ZsOetjn3zySTRN47bbbqOvr8/4KS4uZuLEiaxfv37E/na7nc985jNndO5IJMLg4CDf//73+cEPfsCtt97Kn/70J6677jp+/vOfEw6Hz7q9EolEIrl0kUJMIpFIJGNGb28voVCIGTNmnLdr3HvvvXg8HhYtWsTEiRO56667eOONN87o2IaGBoQQTJw4kYKCghE/+/fvp6enZ8T+ZWVlZ5xK6XQ6AfjYxz42YvvHPvYx4vE427dvP6PzSCQSiWR8IFMTJRKJRHJJcLJomaqqmM1m4/epU6dy4MABnnvuOV544QX+8pe/8Mtf/pJ//ud/5vvf//4pr6FpGoqi8Ne//nXEObN4PJ4Rv2fF1ZlQWlpKQ0PDCevICgsLARgcHDzjc0kkEonk0kcKMYlEIpGMGQUFBeTk5LBnz56zPjY3N3fUul/Nzc1MmDBhxDa3283tt9/O7bffTiqV4sMf/jD/9m//xn333YfD4TipqKutrUUIQU1NDZMmTTrrNp6K+fPn09DQQHt7+4j2dnR0AEfNQiQSiUTy/kCmJkokEolkzDCZTNxyyy08++yzbN269YTXT2XWUVtby+bNm0dY3D/33HMn2Mr39/eP+N1mszFt2jSEEKTTaUAXasAJwu7DH/4wZrOZ73//+ye0RQhxwrnPhttvvx2A3/72t8Y2TdN4+OGHycvLY/78+e/63BKJRCK59JARMYlEIpGMKT/84Q/529/+xooVK/j85z/P1KlT6ezs5IknnmDjxo0j7OGP5XOf+xz/8z//w3XXXcdtt93G4cOH+eMf/0htbe2I/a699lqKi4u5/PLLKSoqYv/+/fziF7/gxhtvxOv1Ahii59vf/jZ33HEHVquVm2++mdraWv71X/+V++67j6amJm655Ra8Xi+NjY089dRTfP7zn+cf//Ef31W/P/jBD3L11Vdz//3309fXx+zZs1mzZg0bN27k17/+NXa7/V2dVyKRSCSXKEIikUgkkjGmublZfOpTnxIFBQXCbreLCRMmiLvuukskk0khhBDr168XgFi/fv2I437yk5+IsrIyYbfbxeWXXy62bt0qVqxYIVasWGHs8+tf/1osX75c5OfnC7vdLmpra8XXv/51MTQ0NOJc//Iv/yLKysqEyWQSgGhsbDRe+8tf/iKWLVsm3G63cLvdYsqUKeKuu+4SBw4cMPZZsWKFmD59+ln1OxwOi7//+78XxcXFwmaziZkzZ4o//vGPZ3UOiUQikYwPFCHOQdEWiUQikUgkEolEIpGcMXKNmEQikUgkEolEIpGMMVKISSQSiUQikUgkEskYI4WYRCKRSCQSiUQikYwxF1SIvfbaa9x8882UlpaiKApr1qw57TEbNmxg3rx52O126urq+P3vf3/e2ymRSMYPct6RSCQSiURyMXBBhVg0GmX27Nk8+OCDZ7R/Y2MjN954I1deeSU7duzgq1/9Kp/73Od48cUXz3NLJRLJeEHOOxKJRCKRSC4GLhrXREVReOqpp7jllltOus+9997L2rVr2bNnj7HtjjvuIBgM8sILL4xBKyUSyXhCzjsSiUQikUguFJdUQedNmzaxatWqEdtWr17NV7/61ZMek0wmSSaTxu+apjEwMEB+fj6Kopyvpkok4wIhBOFwmNLSUkym9+eSUjnvSCRji5x33juaptHR0YHX65VzjkRyGi7knHNJCbGuri6KiopGbCsqKiIUChGPx3E6nSccc//99/P9739/rJookYxLWltbKS8vv9DNuCDIeUciuTC8n+ed90pHRwcVFRUXuhkSySXFhZhzLikh9m647777uOeee4zfh4aGqKyspLW1lZycnAvYMonk5Agh0AQIgOF/FSD7xaYmwGLivH/TGQqFqKiowOv1ntfrjDfkvCORvHvkvPPeyY6dnHMkktNzIeecS0qIFRcX093dPWJbd3c3OTk5o34rDWC327Hb7Sdsz8nJkZOTZEzILsM8E9EkhEDVGN5/+GeUY4UQZLSxEWOMcv33E3LekUguDO/neee9kh07OeeMLZqmoWkaJpNpXKfVCiF45513sNlsTJ48GZvNdqGbdE64EHPOJXWXLFmyhHXr1o3Y9tJLL7FkyZIL1CLJ+xkhhPGjaoKMKkgf85PRsv9CRjsqyEY7jzq8r6qByQQWs4LZpGBSlFEnBkVRUJThiJnkvCLnHYlEIpEcj/H3X1XJZDKk02lDhKmqetK/+RcTx7dT07Qzavvbb78NgMPh4K9//Svt7e3ntZ3jmQsaEYtEIhw6dMj4vbGxkR07dpCXl0dlZSX33Xcf7e3t/Pd//zcAX/ziF/nFL37BN77xDT772c/yyiuv8Pjjj7N27doL1QXJ+xAhBKoAIfRoFeiRK7Mp+3/l6CSmHP09o4GiHDO5HZNyaFJOHt0SQtDSF6MrGMdqNmG3mvA4rOS6rbjsVkzm89nb8YecdyQSiUTyXhBCkMlkhr8U1X9UVTWiYCaTiVQqhcViwWy+OP9ICyGMCN6xzy2aphEMBuns7GRgYACHw8HSpUuN43bu3IkQgvnz5wNQUVHBSy+9RFlZ2QXpx6XOBY2Ibd26lblz5zJ37lwA7rnnHubOncs///M/A9DZ2UlLS4uxf01NDWvXruWll15i9uzZ/OQnP+H//t//y+rVqy9I+yXvP7KpgwpgNStYhn/MpqOTMTBics7+bjHpgsukgHlYuFmGo18m0+iRrwMdIR5/s5mOwRileU5y3TZMJoWeUIJntrahauKS+NbtYkLOOxKJRCI5G7LRr+z/M5kMFouFcDjMli1bOHLkCNFoFIvFgqZpCCEwmUxGlOz4c2UymQv6tzvbBrPZbIgwIQS7du3iqaeeYsuWLaiqypIlS7BarfT19QEQj8dpbW1l8eLFxrkcDgf5+fkyKvYuuWjqiI0VoVAIn8/H0NCQzJuWnBVZEWZSwGQ6/3nEe1uDNPdGuW5O6ajXe6O+h/J8N+X5LsznqT3y83JukOMokZw58vPy3pFjeG7Iph5mhYrFoieSqapKc3MzfX19zJw5k1gsxv79+6murqaystI4PivE7Hb7iAiU2Ww2ImgXImKmqqoRCTOZTEQiEdauXUs4HObGG2+ktLSU9vZ2wuEwFRUVvPPOOyxfvpy33nqL0tLSExw5Y7EY69ev58YbbxzzvpwLLuTn5ZJaIyaRXCiMSNgYiDBVE7zd0EdL38lFGEBdsZfGnjCaAG14nVn25332/YpEIpFIJOcUIQTpdBqTyYTFYsFisTAwMEBjYyMbN24kk8kwb948FEUhPz+fyy+/nEOHDhEMBhFC0NPTQ29vL6qqkkwmyWQyAFgsFuOcWXE2lmTXtCmKgtlsxmQysWbNGjweD5/5zGeMFMPS0lIURWFgYACr1UpPTw/d3d0UFxefcE6Xy4Xf75dRsXfBJeWaKJFcCLRjImHnK/LUF04SjKYIx9Mc7Agxo9LPwrpTF/8t9Dl4bX8PJmV4vVp2V4GxHs2sSOcxiUQikUjOhmPTD00mE93d3ezdu5eqqioKCgqMqFc8HmdgYIBMJkNRURFLlizh9ddfx2w24/f7cTqdHDp0CKfTSWlpqVGTUghhCKFj15qdb7JmHGaz2Yju9fT0kEgkuP7664nFYnR0dOBwOLBYLBQVFXHw4EGmTp3Kjh07EELw1ltvkUgkKCkpIRKJMDAwwMSJE5k/fz4vvPACXq9XRmHPAinEJJKTYFjJn8JI472SUTXeqO8lmspQluvCbbfw4cWVWC2nD1YrioLfbSMYTZHvPcYqXQFFCERWkCEMh8WsMYgUZxKJRCKR6GSFUfb/mUzGsKAfHBykpaWFpUuXYrPZjP0SiQSDg4NUVVWhaRo9PT0oisK0adMIBAI4HA7j/KlUiubmZvbu3cvAwADpdJrKykomTpxopClmhdH5IivCsgIwy2uvvcayZcsA3cyqsLDQ2DedTuPz+XjzzTex2WysXr0ai8WCqqoMDAxQXl6O1+tl3bp1VFZWctVVV/HKK69w3XXXjei/5ORIISaRnARNZN0Qz71oEUJwqCvMO0cGmFuTx6TSd/ft0cRiL4e7wiOFGEft7U3D1xJk/89w/TExYl+JRCKRSN5PHLtmK/t79u9hNmUvFAqxe/duamtr2bFjB36/n7y8POLxOF1dXQQCARobGw1jjsrKSqLRKB0dHZjNZpxOJyaTCbvdTl1d3Yg1Yo2NjbzyyiusXLkSRVEM6/vz1ddjRVi2n0NDQ9hsNurq6giHwzidTpxOJ5qmEY/HsdlsOBwOtmzZQnFxMTabzVgrFwgEjLVz06dPZ8+ePcybN4/LL7+cv/3tb6xatQqXy3Ve+jOekEJMIhkFbTiiZD5Hc6IQgv3tIQ51hVA1QSqtUVPo4YOLKnBY3/1C3YqAm7cP9eFxWukdSlAZcFNd6B4hrhRFGWGzrxxTNHq4dZjHqDC0RCKRSCQXmmPt5y0Wi+EcGIlEsFqtWCwW9u/fT319PdOmTaO+vp7a2lq6urqor6/HZrORm5tLX18f6XSawsJCysvL6e3tpaysjLy8PFKpFMlk0jhvd3c3Xq8Xj8eD1WqloKCASCTCX//6V2bMmEFZWdmIiNu55Fhr/WPPf+TIEerq6lAUhWQySUFBgWFfn0wmMZlMJBIJkskkHR0dPPXUU3g8HubMmYPb7TbGraCggIMHDxIOhykoKDDE2FVXXSXTFE+DFGISyXFkUxLfSzpiKqPRPRQnHM+QSKkc6Q5TVeDmujllWEzKOTP8MJsUZlXlomqCqeU+GjpDbD3ST3m+i1y3jaoCD07bSKGnKAqWYzZpwzXOzCaBSYoxiUQikYxjjk09zKboCSGor6+nvb2ddDpNT08PTqeTCRMmsHHjRqxWK4FAgMmTJ7Nw4UKjaHN2bVdbWxu7du2ipKSERCKBw+HAarVis9kAyMnJQdM0YrEY0WjUcCucOHEiiUSCTCbDwMAAgUDAEIbnimMjfsemJGYyGZLJJHV1dQwMDGC3243t4XCYkpISYz1ZWVkZkydPJhwO4/f7aW5uxmazUVJSQiqVwu/3M3v2bOrr61m4cCH5+flcffXVvPbaa5esk+JYIYXYJUI2vUwIucbnfKMOR8LOdozjKZX9bUMc6Qljs5go8jnxOq343Vaun1eG235+Pm5TynzG/wt9DlIZjb5Qgt5Qkpd2dfCBBRWnOBpMioJi0sUYUoxJJBKJZJxwbOQrK0KyvweDQY4cOYLD4cDj8aAoCi6XC5fLRU1NDU6nk8OHD3PHHXcQj8fZvXs3ra2tTJ8+nYqKihEpfpWVlQQCAXbu3ElnZyfz5883IlDZFMhsiqLT6TQKQGuaxty5c9mwYQOVlZXk5eUZ7cuuUcuiqirhcBhVVcnPzz/j/o8WDdM0jVAoRH19PYsWLSIYDBIIBDCbzXR0dJCbm2vURKuvr2fOnDnk5+cbkbGCggJaW1tRFIUJEyYQDofx+Xyk02lDvHm9XkwmE8lk0hB5khORQuwiRwgxbE+uCzA4asAwntLJjs3NvtDtQJyZRb0QgmA0TcdgjENdYYSAqeU+PrSo8ry5K54JNouJ0jwXpXkugrEUR7rDTCjynvIYveC0HglUObp+LK1KG3yJRCKRXHpkDSeyIiRrH58VQZs3b6a7u5tp06bR2NjI4OAgN998M16vF7PZzLZt25g7dy5utxuXy8WKFStIp9M0NTXx+uuvc9lllxGJRNi9ezelpaXU1tayePFidu7cyauvvkpdXZ1hBX+8KDt2rZaqqixYsICtW7fi8XgoLy8fUfS5r6+PgwcPkslkyMnJIZ1O09DQwPz587Faraccg+yz1fHRME3T2LNnDzNmzCAej2M2mzGbzUSjUYQQuFwuQwymUimKiorIZDI0NzcTCoWIx+MUFBQwMDBALBYjmUwCUF1dTUtLCzU1NQBUVFTQ1tZGbW3tuX1zxxFSiF3EiOGUMdNxrn1mjlqqm00Xh4B5twSjKV7d201K1TApUOx3MrXcR55n7L89yY736QwLhRDsbB7kQHuIfK+dklwn184uPSEF8GJgyaQCnnqrhcqAG8tpFrwdn7IIpx8LiUQikUguNNmaX1arFVVVSaVSvPbaa7jdbnJzcykrKzPSAwG2bdtGT08PH//4xxkYGCCZTHLVVVexfft27HY76XSaqqoqfD6fUdDZZDJhtVqZNGkSubm5/Pa3v8VkMuHz+WhubuaZZ56huroah8NBKpVicHCQ5uZm7HY7fX19XHbZZTgcDkMcOp1OQ4y5XC4mTJhAQ0MDOTk5xONxIpEI0WgUh8NhCMLs815nZydbtmxh4sSJ+P1+I3p27PPg8dHA7GvZ/mzevJnPfOYztLS0UFBQQDwep7u7m9LSUlpbW2lsbERRFDweD3v37iWVSlFaWkpdXR0Au3btIj8/n8bGRmpqaohGo3i9Xrq6ukYIse3bt0shdgqkELuI0QSYT1JA2KQoCEWgCrBcgjosnsrwdkM/g9Eky6cVkeexo2mC9oEYWw71E4qncVjN5LptLJ1ccN6LKGfXhZ0u7TOV0Xh5VycBr53bllZd9CLYZjExuzqXV/d1c+X04rMex4u9fxKJRCKRJBIJ0um0EW3av38/BQUFJBIJKisrGRgYwOVyYTabaWpqorGxkeuuu85wB7z88svZtm0bM2fONNIUNU0jmUyiaRpCCKO2Fug279l0u9zcXBRFwWq14vf7ufbaa+nu7mbjxo2oqorD4cDhcPDMM8+Qm5vL1KlTcTqd+P1+PB6PIfAqKipIJpMcPnwYl8tFZWXliKLLWQGlKAqBQIDc3Fz27t1LfX09Pp8PRVHIycmhokJfjnBsAeljrfk1TaO1tZW8vDwOHDhg9Ke7uxu/309LSwsmk4mVK1fy7LPPMnfuXDweD0IIksmkEYWbPXs2L774InPnzqWrqwu3243P5yM/P5+hoSF8Ph8+n49QKHTRZD1djEghdoHIphye6sFfE6eOSJhNChlNoGpiRCrcsemMijJ8Dcb+oToST7OvI8TBngiKScHtsJLOaITiaRIpldpiL3PqCvC59MWsigJl+S4qAm4AkmmVHU2D7G0LMrMy97y0Mbv2TtNOb1WfTKs8u62NhbUBqgrc56U954MpZT5UTfDkWy1cPbOEXI/tQjdJIpFIJJJzQjqdRgiB1WpF0zSamppoaWnhhhtuIBqNsnPnTnJycuju7kZVVXp6epg9ezZCCNavX8+UKVNobm4mLy8Pv99PKpWis7MTRVGw2WxGNKm3t5fy8nJ27drFSy+9xG233caECROIRqPY7XY0TeOBBx6gtraW2tparrnmGsO4I5lMMmvWLA4fPsy2bdvIZDLMmDGDSZMm4XA4CIfDeL1eamtrjWt1dnYCGILGbDaPSG20WCzMnj2beDwOgM1mM2qV1dbWGu6Px9dHM5vNvPbaa1RUVFBSUoLT6SSTyTBz5kzC4TBbtmzB7/fT0NCA1+vF59PXocfjcSOKB3q6ZU1NDe3t7SiKQkFBAcFgEI/Hw+DgIDk5OXq9U7+fYDBIbu75eY671JFCbIw5fs2XqnFCOhjoqYdnIp7Mim4uoWoCk6KbeajiaDqjQL+WbvJxdL3PuTT8yGiCht4o4aSKosBAJEljTwRFUajIc7FicgFmYCCSwmU3E/Da8TqtaAK6wkm2tg1hMZlQh9dnOawmKv0OchwWFtTm8fibzdQUebFZTFhN56b6vFGsmWGxauKUJhWJtMpzW9tYOrmA0rxLry7G9Ao/5fku1u3uoiTXycLa/NOmKkokEolEcjGTjVplRVhbWxutra0sWLDASMvr7++npaUFn89HcXEx8+fPJ5VKsXfvXpYuXUokEmFoaIhp06YRDofp7++ntLTUcDzM4nK5eOWVV0gmk9x00014vV7S6bRhOW+xWPjEJz7Bo48+ykc+8hHKyspwuVyYTCbDwr24uJi5c+dy4MABtm7dytatW40o0qxZswgEAmiaRnFxsSEAm5qajDVboAugrAkHgMPhMNaA1dbWEgqFOHjwINXV1fj9/hFjZTKZCIfDdHZ2MmXKFBwOB06nk2g0itlspr6+npUrV+JwOHjkkUdYtGiRsY4tm/54bHRr8uTJvPjii0yfPp3BwUHy8vKIRqNkMhlDuFVWVtLS0iKF2EmQQmwMGW3N12gRLRgWamfwnKwoCmb0FMXR1pMpMCzQ9LpYoIuzY9eXieEX3o3A6YmkONIfozbfxdQiG1sO9UEizScWVeBxjlxEeryAMStQ5nNQmmMnowmsw8IgkszQNpTkUF8MDXB6Hbywt5u6Ii8pTWA1KVTnOcl1nnqR6mhkxyHrjHgmDoGpjMZzW9u4fEohJbnOs77mxYLPZeNDiyo40BHiybda8DqtlOe7mFHhlykDEolEIrnkSKVSWCwWVFWlsbGRWCxGbm4uqqpy5MgRoxiz1Wqlv7+ftrY2QqEQDoeDSZMmYbfbsdls5OXlGdGk3NxcCgoKjOLFAIODg2zfvp1gMIjX6yUnJ4fW1lY6OjqMSJqiKLjdbpYtW2aYaxQVFY0q6ObOncvcuXNpa2szIkpbt27l+uuvN9wKs0KrsLCQVCo1Yp3XsfXP4Kg7osViwe/343A42LRpE3V1dVRWVo4oJL1mzRomTpxIWVkZmqYZtb+CwSBOpxOXy4WqqrhcLnp7e6msrCSTyeB0Hn3+yY6LxWJh1qxZtLW1kclkmDBhAqlUiubmZnp6eigvL6e0tJR9+/Yxe/bs834/XIpIITYGHBsFO/7h36wMuyBqQi+2OyyMxHBa4ZmgKMpp14nptS6O/q5qepsYbhuA5QyMP4QQhOJp2gdivNM6RDiRocBhoSrHxp6WGMFoimvnlJ7Vg72iKFjNR/f32C1MKTx6a4ryHJ7Y1EyB00JZnot4WqVpIM6hvhjpjEYsmcFlt2AdzuN0WEw4rGacVhN+hwW3TZ+8sgYnx4vV7PszWlpiRtV4blsbl00quKRFWBZFUZhS5mNKmY9IIs2eliCbDvaxdHLBhW6aRCKRSCRnTDbVzmKx0N/fz8DAAOl0milTptDQ0EA8Huf666/H5/MRi8Voa2szolPRaJTCwkJDxO3du5fBwUGWLFlCNBpl3bp1BINBo95Ytr7XkiVL8Hg89Pf3M3HiRAC6u7vZt28fNTU1BAIB6urqOHToEIcPH2ZoaMgQNfn5+eTn5494PiovL6esrIyGhgaam5tpa2ujoqLCMN54/fXX6e7uZvbs2UbBZ7PZTCqVorW11RB5eXl52Gw2Q4w5nU5WrFjB9u3b6e7uZubMmdhsNtrb2+nu7uaaa65BCEFeXh6Dg4NYLBYOHjxoiKUDBw4wadIkSkpK2LJlC/PmzRthpX/se1BSUkJvby/FxcXs27ePOXPm4Pf7GRoaIp1O43A4sNlsBIPBERE6iY4UYueZrOAxK6MXCM7ahmtCj1IpihiTWmGm4ZRGBb1dhlA8xSWD0RTPb28Hsxmb3cKiCXlMKvISiad540AvAsG1s85OhJ0JiqJww9wythzuZ9OBXnLdNtKqRiSRwW41keu2MzgQJZzIMLPSR02+m5b+GG8cDmI2m8hx2/C5bIjhfptNJswmPaXSiBIKcNnMVOc6jLV3GVXjpd1d1BZ50UwKLcE4drMJn9OK4zzbCaYzGsmM/m2YSVGwmk1YzOcmLTOLx2HlskkF/G1nB4e6wtQVn9riXiKRSCSSi4VkMonFYiGTyVBfX08ymSQ/P589e/ZQXV1trLcaGBjA4XAwceJEMpkMiUQCr9eLxWIhFovx8ssvM3XqVEpLS1FVlf7+fkpKSgx7drvdTiAQYPr06SiKYti3z5kzh3Q6PaJNHo+HnTt3YrVaWbRoEVarlVgsRn9/P62trezYsYNkMonJZOKqq67CbrejKAoTJ06kra2N9evXc9ttt+F0OmlubiYWi7F48WLefPNN4vE4ZWVlqKpKV1cXhw8fJpFIMGnSJPr6+qiurjaiWVkhN2fOHPr7+zl8+DChUIht27YxYcIEY93Z4OAggUCAUCiExWLB4/GQTqc5ePAg1113Hd3d3ZhMJqOW2PFizGQyYbFYyMvLIxaL4fP5eOutt5g3bx5tbW0MDg4a6Zjbt2/nyiuvHMtb5JJACrHziDb8oD+aADsWRVF0d8SsKjgPImwgkuRId4SZlX7sVvMJUTQTetqkIkYv6NvSF2XDvh4qS3KYWeolz6WnBaqawG6zsGpWiWEOcj7wOK1cOaOYZFolnlKxmBVcNssIF8CMqvFO4wBr3mqhyOfkyqlFxBIZ9rYFsdotzK3JNSJjGU1gMSkj+jqUSNM4oC96tZpN1LcPkeO2Ueh3YjMrCCCZ0djRHmJqkRufY/TUSFXTiCYyRJMZwvEMoXiawUiSUFyfsF12C267haFYmlRGRUFBHFO7Swj9+narPuFpQu9bWtUQAioL3CyqC5yzsb16ZglPvd1CJJFmernfiCxKJBKJRHIxko2GWa1WNm3ahBCCSCRCXV0ds2bNwu3WDbUaGxvZtm0bQghuuukmLBYLVquVeDzO/v37OXz4MPPnzzdEyOHDhykpKWH//v0ALF++nFQqxfLlywmHw3zuc5/jD3/4g1E363iybXj11VdpbGxk+vTp5Obmkpubi6ZpJBIJzGYzwWCQv/3tb6xevdpYY7Z48WIGBwd5+umnqaqqoqWlhXnz5mG325k9ezY7duygra3NMAhZtmwZVquVt99+m3A4TFNTE0VFRVRUVFBQUGCs6SosLKSwsJBwOMzOnTuZPn26IURBTy9saGhg2rRpAOzevZuamhq6urrIz88fztIS7N69m1mzZhnPp9m0UEVRKC8v55133qG8vBy73c7GjRuZPn26USg6Www6a0oiOYoisome7xNCoRA+n4+hoSFj8eT5QMtGws5z0eVwPI3LbsY8/C1FOqMRT2WGzTAEDZ1h9rUO4bKbqQi42d0S5MoZRRT5Rub6BqMp2gdihBMqfpeVklwHfrduzVrfPsSO5iBVpTksqPBhNZtGpPllo3fH1uG6UGuOsmmG4pixF0Lwl80tXDO7xHBoPB2HusIc7gpz7eySE/qSUjV2dITJsZnpDSXoD6dwWE04rCb6huIITeB32XA7LHgdVrxOK7keGzlOK4qiEEmkiSYz+Fw2HNazqz0mhOCFHR3Mrc6j+BymSqqaoL59iH1tQ1jMCnaLmbpiL8UexuTzMt4Zq3lHIhkPyM/Le2e8j2EikUBRFPr6+ti6dSs2m42JEydSU1OD2WwmFotRX19Pe3s706dPJxQKcfjwYaZOnUpXVxe9vb1GjTCHw4HJZKK3t5e8vDwAAoEAe/bs4Vvf+tYp2/HGG29QXl6OoigsWLCAnp4e47WrrrqKX/ziFzidTqN+Wbbemclkor+/34gSeTweAKPNgUAAk8nExIkTcTgcxrEHDhygqamJ5cuXG26HWcHV09PD0NAQkUiEjo4OVq1aZVjsCyH4wx/+QEVFBZMmTaKgoIDu7m4KCgrIZDLs3LmTZcuWEY/HeeGFF5g2bRp+vx+3242qqqTTaWKxGAMDA4YY6+3tRVEU8vPzjbZnDUP27t2Ly+UiEolQVlZGYWEhPT097N+/nxUrVpzbm+EccCE/L1KInQeyIuW9CpKMqrG/fQiTomAxKThsZixmE/3hJJ2DcYZiKTwOK6F4mkklXlIZjebeKLluG+FEGiGgttjL1HKf8cAfS2ZYt7sLi1lhdlUu/ZEk+1qHyPfaKc1z4rSZGYqmae2PoQlBjstKczDB7Oo8ZpZ4sZhOLbhUTY/tmM9DVO9YkTWC7GV008UR4jDLQCTJq3u7+eDCCsIJPTKVFUbHc6AjxP62IW6aX2Y4Cwoh6BlKsLslyFAshRCQ0qA0z0mRz048rRFLqXhdNlQgowpyXVYK3FZyHJYzMgU5UyKJNH/d3sFHLqs8L4JX0wTJjMbG+h4saoKr5k0Yt3/Mx4rx/lAkkZxL5OflvTOex/DYyNLjjz9OXV0d8XicaDSKqqpomobD4aC6upqSkhIymQwFBQUcOHCA9vZ26urq8Hq97Ny5kyuuuAKz2UxzczPRaBSAZ599lgcffHDENc1mMxaLxYiEfeELX+C+++4zUvUymQzRaJQf/vCHPPLIIyOOVRSF733ve0yePBmz2UxOTo6xnisej9PS0kJtbS1Tp04lnU7T0NBAJpNh6tSpRlHnrNg7nqxJRzZq1dXVhaqq5OTksHHjRmpra6msrGTLli309fWxaNEiysrKjILT2XVdxcXFFBYW8vjjj9Pf3091dTXRaJS6ujpmz55Na2srVVVVdHR00N7eTm5uLna7nYKCAsLhMHl5eWQyGbZt20ZVVRWBQICXX36Zuro6LBYLEyZMQFEUnn/+eVauXInLdXG5T0shNoac78E+VyIM4ED7EO0DMUrzXKQzGom0SkYV5HlsFOc6DSGhaYL6jiFsZhO1xd4zuu5AJMmu5kHyPHamlftGWJmrmqA3muJgd5SBSJIVk/LxD1/rdFGv4+35hx3pdfdGE4ZYym7T65yd3iAkox11gDx+9+y54NRjvqt5kIbOED6XDU3TTUfcDguL6gLke+2omsbr+3uIJjJcN7fMMO9o7o2w5VA/eV47Myv9FOQ4Tj246PfBYCxNXyzNUCKDzaxQ4XOQ5xpd/J0tWw714bCZz1t9NdDHfd32Rq6ZXzsu/5iPJeP5oUgiOdfIz8t7Z7yOYbaosKIoNDc3s2fPHgoKCtizZw+f/OQnjciSEIJUKkVXV5dhfpElFouxefNmFi1aRF9fHwMDA0QiET7xiU+Mes0dO3aQSCQAvZbW4OAgubm5uN1u3G43qVTKKLxssVhwuVxUVVWNeq7Fixfzox/9CLPZbKRIZtehNTY2MnnyZAKBALt37zbSL/1+Pz09PSxevJjCwsJTjo2qqrS2tjI4OIjZbCadTtPW1kZfXx9XXHEFtbW1JBIJuru7KS8vR9M0Nm/ezMqVK3nnnXd4+umn+cd//Edj/VtWIlRXV7N+/XqsViuhUIjm5mbS6TTFxcXk5+cTDofJzc3lwIEDOBwO/H4/mUyG7du3U1dXR0FBATk5OTQ1NdHf38/8+fPf1ft/vpBCbAzJDvaade9w9WXT8Ljs5+zc5zo1b+22NlZMKzrBBv58oAlBVzhJZyilO+m4rJT6HPraqGFhleVM+nes82NWwGXPceyhmgYoJ4+gZcf0TK3mz5aBSJLNB/sIx9MMRJKEExlqCt1YTKZhm3tBYY6DhXX5uOzvfkllPK3SGkwwGE+T57JR6rXhfg/nUzWNJza18NEllUZa6vlgvP4xH2vkOEokZ478vLx3xusYZjIZ0uk0qVSKp556ylhLde2111JSUgIcXT82NDSExWLB6/ViMpmIRqMcOnSIUCjEtGnTaGtrA+ADH/jAqNd68sknqa6uZnBwkAkTJpDJZGhubiYQCBAMBolEImiaxuTJk430w/7+fgKBgPE884Mf/IDf/e53Rmri8bS0tNDd3U1DQwMzZsygo6ODoaEhUqkUkUiERYsWUVBQQCwW46WXXuKaa645bTQpm/44MDDA3r176enpYfLkyRQXFxuRxIKCAux2O4cPH8ZisWAymfjDH/7AY489RigUOuF8MPozmtls5vDhwySTSWKxGB6Ph3feeYfS0lIKCwt5++23qa6uJhaLMXXqVIQQPP3003zgAx8Y1YXxQiGF2BiSHew9B5upbx0io2qUF+oRoYyqEfC7qSjy4XKc2VqiLOdahKmaxpNvtfLRJaN/q3Iu6QolaQ7GKfbaKc2xG/W8xgpN0+ugZclGvY5d63U+RNixDEaSvLy7iw8tqsBiNpHOaO/ZpVATgnAiw2A8TSytDvdHEE6qDMbSJFUNl83MxICbCp8D21maZOxoHMBqMTG9wv+u23g6xusf87FGjqNEcubIz8t7ZzyOYTYaBrBr1y6am5vxeDyYzWZWrVplFBtOp9P09PRw5MgRcnJyaGlpwWQyUVBQYBQ53rt3L7fccssJ13jssceYOXOmkeqYTCYpLS0lldK/pO7o6KC2ttYosNzW1saf/vQnAoEAS5YsoaysDLvdbqzrAn09W1dXF1dfffUJLougi5m//OUvBAIBw4Y+W6B6x44deDweJk6caKwpu+aaa1AUhWg0apiSjDZW7e3t9PX1MW3aNGKxGCaTyTi32WwmHo/z+OOP4/P5SKVS/OM//uOIcyxYsIAnn3ySBQsW0NXVdUIx5yzZ6GQ0GjVs9QOBANFo1KiHpigKU6ZMQVEUtm/fjs/nY8KECWd7C5w3LuTn5X3rmlhR5Gf6xErSGZWO3hBCCH2x5mCEZ1/fz8SKAPOmlJ3RuY6N2pyrNTutfTEq8s9/Dm13OElHOMnCCt95Fzsnw2RSyEoQIfQ1ZtnURuUkkbJziaYJXt7dxbWzS4wUzXfjHCiEYCCepmMoabTdbbOQ57JRaTefML5CCHoiKfZ2R2gciFPld1DgseFzWM6oz9Mr/Dz1dgvTyn2yILNEIpFIxjWapunmYsEghw4doqKiwjDgyBY/TiQS7Ny5k1gsxqRJk1BVlalTpzIwMGBEYDZu3MhnPvOZEefevHkzPp+P/v5+YrEYDocDRVEoLS0dUZDZZDLR19dHbm4uJpOJjRs38nd/93eEw2GeeuopVqxYQWVl5Qgh5nA4yMvLY+PGjUbUrqWlhWXLlgGgqiq33HIL//3f/01JSQmaphGNRg3x0tHRwQsvvEBhYSFer5etW7fS29sL6M9HS5YsGbU+V1tbG7NmzcJsNuP1etE0zTD22LVrFzt37sTr9XLTTTcxYcIEQ2SVlpaydu1a4vE4mUyGrVu3AvDiiy8SCoVYvnw5eXl5rFmzhnvuuQeAyspKmpubEUJQXFzM4cOHmTJlCuFwmMbGRsrLy4lEIni9XqZOncorr7xyUQmxC8n7VohlsVrMVJUcXWdTWexn3pQynly/h8I8D+WFvlMeL4bXhJnPYK3T2XCoK8zcmrxzdr7R6I+maBtKMrfMe8FE2PEoimKsBRsr9rcPUVfsPWNHxWMRQhBPawzEUwzG0uQ4LEwt8mAZpQNpVSOtCpxW03CBbYUir50Cj42OUJJDfVG6wklsZhPVeQ5MigkUiKVUgvG0kdJpHjZv8dgtlOQ6ae2PURkY/VsxiUQikUjGA6lUCoAjR47g9XqxWq3Y7XamTp1KZ2cnZrOZ+vp6KioqmDt3Li0tLUyYMIFPfvKT9Pb28o1vfIOf/OQnhjU9wF133cU//uM/GmYXZWVlmEwmYrEYVqt1hAgDDAEWiUR48sknWbZsmbFt4sSJvP7666xYsQKz2YzH4zEs4rNFpIeGhvD5fFRUVPDKK6/wT//0T7z55psAfOpTn2Lnzp14PB7DybG7u5vW1lYqKyvp7e2lp6cHp9PJvHnzKCsrY2hoiK1bt5JMJtE0jZycHKZPn44QgtzcXCNlUtM0zGazYUMfDoeZPHkyHo/HEESKonD//fcbEbDc3Fx27txJXl4e1dXVXH311axfv55nn33WsKD/0Ic+xJo1awD4zne+w7/8y78ghMDtdhtCLiuSQ6EQXq8Xh8OBy+Wit7eXgoKC83fDXCK8b1MTTxd+TCTT/M+63Xzoyhm4nSd/QM9oAgUMY4dzgRCCJzY1c9vS6nN2zuOJpVR2d4VZUO47p22/1NA0faxvvaxyhGHJ6UipGk0DcZIZDafVRJ7Lis9hHXUsYymVlmCctCqwW0zE0yp2iwmX1YzdYiKjCVKqRiSZoSucxGIyEUurTCnw4LKZcFjM+JxHnRdVTa+DdrA3SrnXxmv7evjAwtEdld4r4zG95UIgx1EiOXPk5+W9M97GMJ1Ok8lkGBgYYMOGDUydOpVdu3axfPlyampqSKfTbNmyhQkTJlBYWMjhw4f58Y9/zIsvvnjSc65du5apU6caxY9BX4OWLW6ck5Nz0r+rb775Jm63m5KSElpaWlAUhWnTpvHLX/6S66+/nkQiQVlZGQ6HwziPpmmGYFQUxUj16+vr47rrrgN0MbRr1y7cbjcDAwPs2bOH5cuXG4KupaWFhoYGHA4H6XQav99PWVmZsS6tr6+PvXv3sm/fPhYtWkRlZaVhuuF2u+nt7aWlpYWlS5eyZs0a7r33XkB/7jx06BANDQ2UlpYaNv5CCBobGxFCUFtby6FDh/D7/VgsFqLRKPv27eN//a//ZYzLli1bKCoqor+/n3379jFp0iQGBgbQNA273W4U2Y5Go6xbt46bbrrpolgrdiE/Lxe+9xcpDruVqxfV8fLbDSfdRxu2BDzXQqaxJzKizte5JqMJdneFmVXifV+LMIADnSFqi71nJcLSqkZ9T4TSHDszS7zUBdzkuWyjjmV3OMmh/iiVficzS7xMKnAzuzSH6jwnXoc+sTosJvJdNqYVeVk1MUCBx8bS6lz6YikcVjO5LuuIiKXZpGC3mMh3WkhogoqAiyc2NbOvLUgsmXnvgyKRSCTvQ6qrq41shWN/7rrrLkBPe7vrrrvIz8/H4/Fw66230t3dPeIcLS0t3HjjjbhcLgoLC/n6179OJjNyXt6wYYNRqLeuro7f//73J7TlwQcfpLq6GofDweLFi3n77bfPW78vBVKpFMlkkoMHD5KTk4PZbCaVSlFTU4OmabS1tVFSUkJxcTHNzc2sWrXqpCKsoKCAQ4cOMX36dMxmM8lkkoGBAfr7+4lEIvh8Pny+oyn/mqYxNDREOBwGoLOz06jB1draitVqxe/343A4uOqqq9i+fTt2u52f//zn/OpXv+Lhhx/mySefJBKJkJ+fTywWo7OzEyGEUVj5v/7rvwBd+MycOZOvf/3rbN++nUWLFhnrrDRNo6Kigssvvxyv10smk6Gnp4c33niDxx57jLfeeouenh7y8vJYvnw5ubm5HDlyhM7OTjo7O9m+fTsdHR0sX76c7u7uESJs3759NDQ0UF5ebogw0IXhhAkT0DSNI0eOkJeXx9DQEN3d3ZSUlLBy5Ur+9//+38b+H/vYx0in0+Tl5ZGfn080GsXpdNLZ2UkmkzFMS9xuN3V1dezatevc3yyXGO/71MRTURLIwW610NIVpLLYP+K1bEriu1hKdFI0TbC5oZeBSIpVs0rO3YnR29sRShJKZBiMZ5hc4MJ5lsWExxtCCHY3D3LD3DI2HujDNGwKEoylSKY1FAXSqmB2pY+6Ij0Mr2qC+p4oNXkuPKO4HmY0QUcoQTSpklI1PHYLM4pPTP10WMw4LKOPf13AxcHeKHNKvOzuilDuc1Cco7t7apqgoa2fnYe6GAzHuXzxFOZNyGdGpZ+9rUOs39NFNJmhPN/FZRMLML3PhbZEIpGcKVu2bDHSqAD27NnDNddcw0c/+lEA/uEf/oG1a9fyxBNP4PP5uPvuu/nwhz/MG2+8AehrfW688UaKi4t588036ezs5FOf+hRWq5Uf/vCHADQ2NnLjjTfyxS9+kT/96U+sW7eOz33uc5SUlLB69WpAN4y45557eOihh1i8eDE/+9nPWL16NQcOHDilffl4IpFIoGkaiqIQCoVIJBK60dqePaxevZr6+nrmzp0LYNTiWrFiBd3d3axcudI4j81mY+fOnaiqajj7ORwOw6wiFotht9uN9MLjSSaTRCIRPB4PyWSSjo4OHnnkES677DIymQyzZs0inU7T19dHY2MjFRUVvPTSS3R0dLB69WrD5MPr9fL444+Tn59PPB4HIBgMMnXqVBwOBwsXLmTBggXGeqy//OUv/OUvfzHaceTIEcOB2mq1MmPGDABjXVd3dzd79+5FCEFpaSllZWWYzWYj7TCbeqkoCul0mquuuso49wMPPMDBgwcNI5PRqKurY//+/XR0dGCxWLDb7cZ6s8suuwy73U4ymeTQoUN0dHRQVVVFXV0d+/btw+fzGQWhE4mEYXQydepUnn/++VNe9/2ATE08DfFkmidf2cPHVs8e8SFVh73Yz0VESQjBwY4QO5oGmV7hZ3rFuTVfSGY09nRFyHVaKPTYcNlONI44X6iqRmN3mCK/Uy92rGo09YRp7Y3QOxRncnkus2ryx6Qtx7PtSD+pjEbHUJKFNXk4bSZUDfwuKw6bLpJUTfD8jk4WTMilxO+koS9KwG0j97iSAkIIOsNJeiIpynwO/A4LFtO7d10cjKdpH0pQF3BxuC+OQEONxNhzuJsJZXnMmVjMK9sayS/KZX51/ginSyEEe1qCNHSGuXZOCR7Huy9/MN7SWy4UchwlkjPnYvm8fPWrX+W5556joaGBUChEQUEBf/7zn/nIRz4CQH19PVOnTmXTpk1cdtll/PWvf+Wmm26io6ODoqIiAB566CHuvfdeent7sdls3Hvvvaxdu5Y9e/YY17njjjsIBoO88MILgF5rauHChfziF78AMCIhX/7yl/nmN795Rm2/WMbw3ZDJZGhpaTEMJiwWCx6Ph927dxMMBg2x8/nPfx5FUXjnnXeYPHky999//4hiyh/60If42c9+ZqQFqqpKW1ubUWvM6XTidrtH/Tutqirt7e3U19fjcrmoqKhg+/btHDhwgJtvvtmwYg8Gg9jtdqxWK729vUQiEcLhMFarlerqarq6uojH4wSDQWbPnm1E34LBIB6Phz179nDFFVcwODjI9OnT2bRpEx//+MdHHZfKykpef/11YLhm6zGW+FlHyUQiQWtrK8FgkLq6OqMQtKqqmEwmVFXl6aef5h/+4R8A8Pv9PPfcc1RUVJzyeUVVVQYGBlBVlZ07d1JRUcHEiROxWq0IIXjsscf4xje+AYDFYmHPnj24XC62b99OXl4ewWCQrq4u5s6dSyAQMJ6nw+EwL7/8Mtdcc43xvlwIpGviBeBwf4xKs4NERiOe1tCG3fqsJgWrWV+3E02pOCwmaisDvHOggwVTy4GjRYvPRTQslszw1+3tVATcfGhxBbaTRElGsww9GZoQpFRBNJmhK5IikswwtdBDjmPs3u50RmVnYz/1rYPUFOewp7mfWCKDokB1UQ6Ty/1cPq2Ypzc3UeBzUJJ3/s0mQvE0rf0xQvE03UMJ9rcPMbEkh5VTCwl4R68nZzYpXDuziOd2dFKa6yQtNLwWMz0pFa/TitNmJpFRaeiNkeu0Mqvk3RmftA/EeLO+i4bWARw2C5PLcynPd/Lclh60ZIq+UJwcv4fbrp5h3COVRT76ogn6omlKco62X1EUZlblUpzr5LmtbVw9q+SMilAfixCCYDzDkd7IWfdFIpFILnVSqRR//OMfueeee1AUhW3btpFOp1m1apWxz5QpU6isrDSE2KZNm5g5c6YhwgBWr17Nl770Jfbu3cvcuXPZtGnTiHNk9/nqV79qXHfbtm3cd999xusmk4lVq1axadOmk7Y3mUwa1u7ACbWgLiUGBgYoKCjA6/UihCAajZJIJGhsbGT+/PlEo1FcLhcWi4X+/n6sVivXXHPNiDTRp59+mpkzZxrPTdk6Yna7/bQGEcFgkOeeew6Px8PcuXMxmUysX7+e8vJyvva1rxlFnbPmGFlDj7Iy3Wlb0zQjldLtdhtrpl555RXKy8uZMGECEyZMYPfu3axYsYI33niDxYsXs3//fqZMmcI777yD3W7H6XTy2GOPGfdCS0sLVVVVHD58eMQas6ybpNlsxm63M23aNEN0bt26lRkzZmCz2RBC0NDQYIgwgK997WtUVlaecjyEEAwODuLz+YjFYkyfPp1gMMjmzZuZPHky+fn5TJkyhdWrV/Piiy8aTotXXHEFPp8PVVWNMgJZsxKbzYaiKHi9Xq688kpDjJ3Mjn88874VYn6HhWAiM7w+x4ouzhXdOGHYgKHIYyOSUhnM8fLGrhaiFjtOux5RKvLYKPCcucveke4we1qCuO0WclxWAjkOHFYTr+7r4aoZxRT6Rn9QjiQzHOqLkVTFsB26WY+0oKfRmYbdGs0mhWhKJZTIYDYp2MwKTquZSr8Dj8183u3NVVWjfSBKIqnSNRijtTfCrAn5fHzlJCM9bjQxeePCKv7yxmE+sqwWh+383Y5HeiLsaA4ys8JHVcDFwfYhPrmsmoDXYUS/TobdambV9EJeP9xPicdBU19UT/UcTHDFtAI6QkkmBty4T3KeUDTJYDhOSb4X2zHpoKFokk17WjncNURzb4xl04v5xIo6YqkMbzf00DMYZUFdPimzhTkuB06rib3dUWaX6mKvsshH444m+mOpEUIsS0GOg5sXVvD8O+3MrsplYon3pPdBXzRFfyRFJKUSSWYQAnxOC673efqqRCJ5f7JmzRqCwSCf/vSnAejq6sJms52QQlVUVERXV5exz7EiLPt69rVT7RMKhYwHfFVVR92nvr7+pO29//77+f73v3/W/bzYyFq3Z8VSJpNBCEFra6shdJqampgxYwZ9fX1s2LABj8djiDBFUfjLX/7C5MmTDYMLGM5a6eykpqbmlNffu3cvb731FqtXrzauNzAwwMKFC5k6dSqA4Rh4MkwmEw6Hw0in7O7upq6uDr/fb6wtA5g0aRJHjhxhypQprFu3junTpzMwMIDT6WRwcBCAyy67jFdeeYVbb73V2FZbW3vCNT/+8Y/zL//yL0b6oslkoqamhv7+fnbt2kVNTQ2RSMRIfwX48Y9/zJw5c07ZF9BFvdPpxGaz0d7eTllZGeXl5TQ1NREOh2lubqaqqopVq1bxwgsvoCgKn/70p9m+fTvl5eUcPnwYu92OxWLh4MGDlJSUYLFYMJv15wu/38+yZct47bXXuP7660/bnvHG+1aI5btt5OScvk6Xy2am0GOj1mfjb5sb+OjVMxhKaHRH9CLItfkuzIpCIqNhUsBqVrCaTFhM0BNK0jIQo7E7QqHXztUzi0mrgmA0RV84yVA0xY3zyvA6R08dG0pkONATZVqRG4/dghCCWFojo4nhfF89+qUKfe1QSY6NyQWuMa8plUyrrNnUSEmuC6/LSlWhlytmlIxa9O94nHYLK2eV8czmJj58+YSzMs04HiEER3qi1HeGsZoVPA4LaVUQjqdx2cx8YF4pZpPCS7s6uXxKIeX5Z/bNSyqj0TKUYOWkghHrwjYfGeClPd3cvqhiVLt6gMaOQd7c3UJVSS5b9reTzqhUFPmxWkwcaR9gwbQKwoqdz91YNqKg8+SKfJ7c2s6UqgKsZhPhZIbGgRguq4l32kPU5bvwexxE4yksJoVgPI1/lPvIbbdwy8IK3mroY3fLIJdPLqQ496gRTDSZYWd7CKvFZKxF89gtRsptKCTXmEkkkouPZDKJ3T56JsO54Le//S3XX389paWl5+0a55L77rvPqOkE+sNzRUXFBWzRu2NwcJDc3FzjeSGRSLBr1y6mTp1KMpk0igfPmDGD3t5eJkyYwIc//GHj+Obm5hHni0QiPPfcc+Tn5zNr1iys1pOn6u/du5eGhgZuvfVWfD69dFHWpGL27Nln3Refz2dEJoeGhsjPz6e7u5tQKEROTg4+n4/8/HwOHjxIWVkZfr+fRCJBbm7uiJTChoYGnnjiCZxOJ5dffvmo1/rzn//Mn//8Z5qamgzxCpCfn4/ZbOb+++/nf/7nf4z916xZw/79+0cVdceSSqVQVRWfz2ekd2YjgIFAgHg8TllZGQcOHKCoqIg333yTyy+/nEwmw+c//3keffRRkskkTqeTQCDAwYMHjfM6nUefRQKBALm5uTQ2Np5WLI83zkqIpdNpvvCFL/Cd73znfTdQeTku6iry2bKvnYXTK8hzW4mnVZoG4ygoOCwmBLqjXjSZ4a1D/XgcFkp8DubX5pMBdndHqfA7qCpwU114+lzYtqEEUwrdxsO/oignjbqMFcFwnHgyjc1qRtMEA+Ekm+p7uHpuBRUF7y6/tzzgYW5tgGc2N3HLkpqzNpjICrAdzUGqAi6unlaIJvTUTIvZhMtmxj4c2dl2pJ8cp5W64lN/o5UlmlI53B+lLt+N65ixbxmMk59jZzCcZDCSHJH6l86otHQPcahtgEQqw21Xz8A6nE6oaYKW7iDhWIpbVkzjrzu7uGZG8QgRBvp7Pa0sh33tIWZX+vHaLUwv8tLQF8VrM9MWTNA0EMflsFHittA4GKcolaHQ6zhh3aLVYmLZ1EIiiTR/29HJ/No8qgo8RJIZ3moKMr/SN6qIu1h4P887EolkdHw+H0uWLOHKK6/kyiuv5LLLLjvlQ/bZ0NzczMsvv8yTTz5pbCsuLiaVShEMBkdExbq7uykuLjb2Od7dMBupOXaf450Wu7u7ycnJwel0YjabMZvNo+6TPcdo2O328ypMxwIhBKFQiOrqauP3Q4cOUV1dPUIAOBwOw/b9k5/8pHF8S0vLiPN1dnayYcMGVq5cybPPPsuECRNGRBozmQxtbW14vV4GBwepr69nxYoVI9YIHTlyhNLS0nd1bymKYrgv9vT00N3djcvlYs+ePcyYMYP+/n5AT3EdGBhg27ZtfOhDHzKMP4qLi3G5XEyYMIH9+/fjcrlobm5GURSSySShUAi73W4YdwDG2GVreo3Gyy+/THd3N4FAYETUcDTC4bAhSo9fP+Vyuejr66OgoACTycS0adPYvHkzZrMZVVXZtGkTAwMDOBwONE3D7/fj8/mMCFq2wHSW+fPns3btWsrLy8/ZZ/lS4KzCD1ardYSLy/uNeZNLOdIxQDAcI5XR149NLfQwpdBNdZ6TmjwnhS4rB5oH+eDsYj5xWSVXTy1kSrGXGcVeFlb4SKmCt1tD9EdTp7yWJgSRpDqm67pOhRCCzbub+dvmgxxs7mXL3jYefWU/j7yyn1QsTFNrD72DEZo6BthxoJ1X3m7gudf3caStnzPxg5lY5mdqRS7PvNWIpp25f0z3UIK1OzrpCSX4wPxSFkzIw2Ez47JbKMhxkOu2GSKssTtCdzDB4omBM+pvRyhB00CMyQUeQ4QJIWgaiKEKQV2+i+VTCtiwv5e2gRjtvSGee+MAf9mwj95gjLmTSvjAssmGCAMwmRSqS3KZUl3Ai7u7WTIxH59r9AlnUrGXQ10RYzzMJoXJBW5yXVY09DWMgVwPHb1hynPs/OHNFp7a1k46o+eLJ9KqYSoD4HFYuXlBOVsP93OwM8SGg32Ewgm2HB5gV0uQVEYbtR0Xmvf7vCORSE7koYceoqqqit/97nesWLECv9/PNddcw/3338/mzZtHuB+eLQ8//DCFhYXceOONxrb58+djtVpZt26dse3AgQO0tLSwZMkSAJYsWcLu3bvp6ekx9nnppZfIyclh2rRpxj7HniO7T/YcNpuN+fPnj9hH0zTWrVtn7DNeSSQSOJ1OIxoWj8fp7++nqKiIYDCIzWZj3759lJeX43K5iEajxrG33Xab8f9kMsnLL7/M1q1bueWWW1BVlY985CNs3bqV/fv309fXx8GDB3niiSfo7Oxk586dHDp0iGXLlpGXl2ek97W3t5PJZN5zVNTr9ZKbm0ttbS2BQACn08nhw4dxuVz4fD7y8vJwOp3U1NSwdetWyst1P4KWlhYOHz5MOp2murqaUChER0cHQgjsdrshpLZu3Wo4d2YZTYSZzWb27NmD0+mkt7d3hIAbjXQ6jaIohljLRiuzmEwmLBYL6XSa8vJyhoaGANixY4exz+LFiykuLjbWsXm9Xvbt22eUDTgWq9XKnDlz2LJly5kP7jjgrF0T77zzTubMmTNisd974cEHH+THP/4xXV1dzJ49mwceeIBFixaddP+f/exn/OpXv6KlpYVAIMBHPvIR7r//fhyOMzMjON4ZJZlW2dU8SDylT9ozKv3keY5+q5RMq3QF4wxEUqRVQc9ghPXbm1k+p5qMppt2LKrLp6rAQ/dQnA17url+bik5rpOvH0upGof6YiQyGnX5LkNsJTIaVpO+3qsnkiKczFCbf/r0yfNJPJHmYEsv+450k+v3EkkPF7FWFKZX5jK9Sq83cai1j+bOQbxuBz6Pg7wcFzarmT2Hu2jpHMRsNpG90/J9LpbMqsLjOvHbu/0tg+xvHeQDl1WPSFNMpjLYrGaGYmm6Q0mCsRSdwQS5bhtzq/zknCai09ofZcuhfj6woPy06Y+a0Isle+0WSnPsuuOSEPTH0nSGEvidVir9R0PqPcEov3l+Nygm7lg5mdoS3ynPH01meGVvD3Or/ZTnnfr93dUSpCeUZFFt3og+akLwdkuQTCJNNBgibXMxu8rPge4IzX1RqgIuOgbjhBMqFX4HmoApJV4mFntJpDM8vLEFoaokkhlWzSjC5bCxp22IK6cWknfM2seLxXlrvM07Eonk5Jzt5+XIkSNs2LCBV199lQ0bNtDW1obb7eaKK65g7dq1Z3VtTdOoqanhYx/7GD/60Y9GvPalL32J559/nt///vfk5OTw5S9/GdCL+4LuLDdnzhxKS0v593//d7q6uvjkJz/J5z73uRH29TNmzOCuu+7is5/9LK+88gpf+cpXWLt27Qj7+jvvvJNf//rXLFq0iJ/97Gc8/vjj1NfXn7B27GRcinNOT08PbrfbMGw4ePCgUUj4nXfeoaysjEcffZQ77riDtrY2o6wA6ONqNptpb2/ntddeY+nSpVRVVaGqKocPH2bixInEYjEaGhoYHBzEbrezcOFCrFYrmqYxODg4oj7Z0NAQQ0NDVFdXY7VaT1hakTXkyJI1z8gWh87+ZInH42iaZhRqzkbiKisrSSQSxGIxmpqaaGtrI5VKGQYfN910E93d3aiqahRwzpqVZItFZzIZI/XxP//zP/nZz35mXPc3v/kNq1evJhqNEgwGKSsr48UXX2RoaIiPfvSjp1zKMjAwYIxJtg7Y8cYeQ0NDqKpKbm4u27Zto6CggMbGRv76178aDpYbNmwwSgAMDAzQ0tLClVdeidVqNaLAx/Lyyy8zY8aMU0aAzzUX8vNy1kLsX//1X/nJT37C1Vdfzfz5809wOPnKV75yxud67LHH+NSnPjWiVsYTTzxx0loZf/7zn/nsZz/L7373O5YuXcrBgwf59Kc/zR133MFPf/rTM7pmdrDf3NOExe7mSHeEeRPy8LlsqJrGlkP9+Fw27FYTrX1RrBYThT4neR4bdosJl91CS0cfyVSG6tI8VFVwoDuGJgThRIYb55XhGqW+1GhEUypH+mMkVW3YhVFB0wRzy3LY3RVmcoF7zGt9JVMZtuxrpbUriKIoWC0mPF43gzEVn8fOFdNL8byHNDZN02jrCbFlbwsfvmrmqJNAQ3uQrQ09zK0toCLgZuPedl7Z3kx1ZRGTyvMo8Tvxu6wEvPYTUvpGo3MwzhsHevjAgorT7i+E4GBflHyXjYBbdxkaiKVpHUqQ57RSkmMfYRU/FEnwzMYDrF5ch9lqYVvjIBlVGFGuCYVuSoZF21AszdbGAeIplQU1eRT7z+whvjMYZ2dLkERaQ0EXwhMK3FQGXLx0sI/63Y0snlHJhAIXjR2D7GrqJ60plOU6GIilyHfbmVSRh8Xh5HBPFKvDwoIqP9sOD3Dz3BKe2drG8mlFOG0WXt7bzbyqXCoDukC8WP6Yj5d550KPo0RyKfBePi+NjY389re/5YEHHiASiZx1ZOxvf/ubUbNr0qRJI15LJBJ87Wtf45FHHiGZTLJ69Wp++ctfjnhgbG5u5ktf+hIbNmzA7XZz55138qMf/WhECtiGDRv4h3/4ByO6853vfMcwBcnyi1/8wviyaM6cOfyf//N/WLx48Rn341Kcc5qamqisrDTcADdu3MiiRYswm81s2bIFp9PJrl27+OhHP8pPf/pTfv3rXwPwxBNPsHjxYrZv305zczPXXXed8SVZT08PZrOZ/PzRy+Sk02mGhobweDxomkZ3d7fhEFhVVaXXjB22fs8KsqxVvM1mM9p6rHvhsS6GFovFOGZgYACPx0MikSAnJ4eenh46OjqMwtKtra3E43HDFGTz5s243W5mzpxJLBYzXAenTp1KMBikr68Pr9eLzWYz3BtHcx1Mp9O0tbVRWVlJR0cHjz76KF/5yldOmsoqhCAejxvtbGpqwu/3k5+ff8IzW9bmv7Kykra2NhRF4fXXX+fWW2811p8pisKaNWsIBALEYjEGBgbIZDLMmzcPq9V6gtBNJBK88MIL3HDDDUY66vnmkhJip1qjoSgKR44cOeNznW2tjLvvvpv9+/ePCNl/7Wtf46233mLjxo1ndM3sYG/d30KOz0dtkfeENUlNPREEgpJcNzazgqKMNJoQQvD23lbSGZX+oRilBTmUFOVR6HOc1H7+VKQyGhazgklR6I2kaA7GQcCCilNHVs4lqqqxdX8bh1p6WTi9koI8L3tbBmnuDlNR4GFObeCUUb6z5bV3DlOQ62Fqzejf7oWiSV7e1ckf1h/g6pnFXL+whrd2HObj1809q+sIIXhiUzMfWFiB4wxEbeNADLvFRGmOwxDKHruZCr8DyyjFHp98dR9XzK6iwH908osmM8RTql4wunWItCowmxTSqsaCCXkUnMQq/0zRNMGh7ggHOsM0DSXINWWYkOfAYbNSUZQzoi3JjMbeziEsySSv7GwjLkxUFPlRTGaunVlEQY6DSCLNc9vauWVRBWaTwtodnSypy6fI57ho/piPl3nnQo+jRHIpcDafl5aWFtavX8+GDRvYsGEDfX19XHbZZSxfvpwVK1awfPnyMWr1xcWlNudkMhk6OzsNg5G+vj4OHTrEwoULSSaT7Nu3j507d3LFFVcAjCgBcPDgQZqammhpaeGaa64xnteEEEah4mNd+o69ZjAYxOVyEQqFaGtro6amxkhPzJIVV+l0GrPZbLgSnmp9VVbAZTIZQ7BFo1Gi0eiIOlqRSISGhgZmzpyJpmnU19eTyWSw2+0UFRWxbt06brjhBsOpsaGhASEERUVFbNy4kfr6egKBAJqmMXv2bKZMmYLLdTTTJluEurS0lGAwyFNPPcU111xzUpOO7Jhk1xw2NTUZqaAno6WlxXCY3L59O3a7nXQ6zXPPPcf//b//F4BNmzaRTqdJJBJEo1Hq6+v56Ec/Sjqdxul0nlBMu6WlhebmZuP9Pt9cUnXEGhsbz8mF302tjKVLl/LHP/6Rt99+m0WLFnHkyBGef/75EYs1j+dktTUmlvpOOtjVhR49/Q5GNY5QFIXFM/TwrBCCZ1/fT47bge0MXfiO59goTYHHxlhV2O7sC9HRGyIaT9LSGWT25FJuuWoWG3a1s68jzOyaAEunFp+1ecaZsHRWNY++uIOqklxcjqMCT9UErf0x9rQN0dkb5Gs3TKE9lGZCkZcjfjdtPUOUF565QG3oDFNd4DkjEdYfS6FqghKvncaBGLGUSl3AddKo5KG2fnxuxwjhA7pToXs4KnrVdAd94SQC3rMAy2IyKUwq8TKx2ENnOMne7ghLT7LuzW4xoShmDkYENyybjE1T2XW4i7beKG/vTVGS52HahEIW1uWzfk8Xy6cXcfnkAC/s7GRikZe2rv5z0ub3yniZdyQSybnhs5/9LBs2bGBgYIDLL7+cK664gs9//vMsXLjwtAYEkouPbOpalqamJiZMmIAQgkgkYtQAKykpGZEyunHjRmKxGLt27eLWW28dIaBCoRAej4dIJIKiKIYbYzqdNuZkp9NppN3NnTv3BLEG+jOf2WzGZDKRyWRGrJs6Gdl9TCYTqVTKSMPLbsvi8Xioqalhz549+P1+XC4XLpeLnJwcGhsbmTRpEmvXruWWW27B4XBQU1PDoUOH2LFjB8XFxUb9sXA4zCuvvEJ/fz+zZ8/G7XYTi8WIRqOUl5fT39/Phg0bmDdvnrEG7XiyKZrZdWBHjhw5rQjL9iESieDz+cjNzcXj8fDaa6/xhS98wRBieXl57N27l0AggKqqBAIBOjs7jd+PF2KVlZUcPHiQ/v7+k0YzxwvvabbKBtPejV16X1/fWdfK+PjHP05fXx/Lli1DCEEmk+GLX/wi3/rWt056nXdTW0PTBAgwm0/fL0VRuPHyKTyxbjd5OS4Kct97MbrCs6hP9m4IR5Os33oIi9nExMoAJYEcls6q5kD7EE9vamT5zFLKA+e3wrnFYubqxRN59vV9dIVSJIWFHI8Tn9dJRZ6TXHMaZ7GbZXOq2Fzfxc7GfhbNqGTd2w2UXzWT+tZB2vujzKjOo8g/+iQhhGBH0wC3LBq9WGEioxJPaeQ4LKiaoH0owdQCD/u6I+S5rNScYv1WKq2yeU8bt1196sWuwEmLRZ8pmhC0DiYIJdLU5LuwW0zs7gjTGUpyeY2fWEqlcSBGda7zhM9iJJmhL5JkZqmXeEbDZLNSOaGUyRMVgpEkjb1DvLxmK5fNrGIopbK7fYgin5MFdfm09scoLbiwaxRHY7zOOxKJ5Mz5/e9/T2VlJd/+9re5+uqrmTt37piXbpGcO8LhMCUlJcbv8XjciPT09fWRSqUoLi4mkUjwhz/8AdC/RCssLGTNmjXccMMNhojq7+9ncHDQiBxlo1jxeByHw8Hu3bsNU5BMJoPH4zmtjTvof3PO1s3PZDJht9uNVMbR0gH9fj+TJk0ilUohhKCxsRFVVamsrGRgYIDS0lKefvppbrnlFqMg9auvvsqyZctIJpNcfvnlNDU1MWvWLP70pz9RUVHB4OAgHo+H8vJyOjo6ePPNN5k3bx6pVGrUNgghCAaDeL1eLBYLTU1NlJaWnlaEgW5G0t3djc/no6Kigr1793LjjTfy9NNPG/Vjp0yZwh//+EfDZKWyspLt27dz/fXXk0qljBTOY1m8eDGvv/46119/PYlEgnXr1mE2m6moqGDq1KmjiuZLkXdVtOm///u/mTlzJk6nE6fTyaxZs4wPxvlkw4YN/PCHP+SXv/wl77zzDk8++SRr1649qUUn6LU1sosuh4aGaG1tPeU1xHBdrrMpZ2U2m7jh8sm8/HbDGTkEXkhau4M88+oeFs2o5IZlU5lYWUBBrpuXdrTRPRjjjhUTz5sI6wzG6RlKoGmCUDxNy1Aaiy/Asnl13LaslgWVHvwkGOrrJ5VMc+UCfWJcNKmIfc0DHOkOk9EEz24+TFN3mCkVuew43McjGxpo7Y3oaQhtQR5/7RCPv3aI37xYT5HPMSLimNEEnaEkuzvDNPbHCSUz7O0Ks+5QH8mMxp7uMKU5DkpyTr5+S9MEz75xgCvmVI0o0Hyu0YSgsT/G+oZ+4mmVQq+d3R1hXjs8QEmOnSsn5rOtNcTSKj/7e6Ls7gqTVnXnQyEEQ/E0bzUFWVqTy+RCDzOKvRR57cwu8TK5yMvi2gC3XlbLlz8wj/BAiNTgIGtfO4BDqEwt8nLttCJq3mWU93wwnucdiURyduzfv59vfvObbNu2jRtuuIG8vDxuvvlm/uM//oOtW7eiaRenC6zkRLJpfNkoUyQSMQSPoiiGU2BZWRlr1qwxjnvjjTc4dOgQpaWlRoZTJBIhFApRU1NDXV0d6XQal8uF2+0mHo+zZ88eioqKKCgooLq6mrKyMsPy/XyhKAo2m80QWplMxvh/FpfLhd/vJzc3l9mzZxMOh+nq6sLj8VBRUUFpaSlPPvkkTz/9NC+88AK3334706ZNo6ysDJPJRGVlJbFYjJtuuom33nqLyZMnk5OTw/r169m0aRO1tbXY7XamT59+wtgnEgkGBwexWCw4HA6CwSAWi2VEhPJUWK1Wo3aZzWbD4XCQyWS45pprmDdvnnGdoqIi4vE4NpvNSPdMJBJGlPJ4vF4v+fn5HDhwgL/97W9cdtllXHXVVUSjURoaGt7DO3JxcdYRsZ/+9Kd85zvf4e677zYKy23cuJEvfvGL9PX1nbGrWSAQOOtaGd/5zncMByKAmTNnEo1G+fznP8+3v/3tE0KbcHa1NYQQZDSwmM7+2/Yct4OJlQG21bezYOroYd8LTX1TD7saOvnIqtnYbRb2Ng+wu6kfk6Iwr66AutLzsyYtmVZ57UAfFpOCzWJi06F+nDYzU0tzWDThaC52dfHo1zeZFD6yrJaGjiGiqpnO1j7+/qP6ouWyfDfRRJrX93SybkcbdaU+PrikBhPwm/WH2NcexOu147BbyAxbuRe47Uwt8hhFmDvMCnluK+U+56jXP551W48wsTyPqmL/exuYkyCEoC2Y4GBvlHKfg5V1+UZtsKLjomtzynPY0RbCCmxuCrK1JYjXbiHPacXvtLGg0mekSZpNCt5RjGScdis3Lp2Epgnequ/iv9buZumUIpbPqbrgdeuyjOd5RyKRnD2TJ09m8uTJfPGLXwRg3759vPrqq6xfv57/+I//IJFIsGzZMp577rkL3FLJ6UgmkyMcaLPRlawJRiQSwe12k5ubO+ILsGw0bOXKlfT395Obm0t7ezu1tbWYzWbC4TAul0t3Ph424vB6vYbBhcPhOGPn2/dK1uwjmUwaaY7JZBKr1XpCZMdsNjNt2jT6+vpoaWkhNzeXQCBAXl4excXFWCwWo7ZXFovFQlFREd3d3SiKws9//nOsVitut5uysjKqqqqw2+309/cbjouxWMyIEno8HqxWK6lUip6eHurq6s6qfy6Xi1gshtvtpqqqisOHDzNz5kz+f/beO8yOu7zbv2fm9H5292zvu1rVVW9WtWy5V2xswCYQQyChlxAgAUNwAuRH3hcIyQsOdhxIwBiDsTHusuQm2VbvdVfb+zm7p/cpvz/OnpFWu+qSJZu9r8sX6Jw5M99p351nnuf5fO6991527twJ5CpPDh8+TENDA21tbcyaNYudO3eybNkyPSt24t/TefPm8ac//YnVq1dTVFSkf/biiy8ybdq0sz0NlyVnHYj9+7//Oz/72c/4yEc+on926623MnPmTP7xH//xjB+IjvfKuP3224FjXhmf/exnJ/xNIpEYd5LyF/D5ZqI0TUNRQRTOreQJYMG0Ch57aTdN1UW47O/MzX2mBEJx9rT0c+dVzUiSyNH+MK19Ye5e2XjBesAyssrOziC9I0kMkoCmQf5QLqgroMJ7ZoHORJiMEjNrCphZU8AfNuwlFE3icebWZ7cYuX5hrvxQUTWGExnePjpCY4WHmkIrmw8OsHpmGdWlznHnNplVGElkmVly+jc/gyMx3tzbjc9rZ3bjhZdVVTWNrmCSo4EEpU4zqxoKxig0TkSh3cSSWg9mg8hKVeOwP0Eiq2A2CEwrdmA7i4ydKApcMaMMWRCJx5L8/pX9XDnn/PxTLhTv1XlnkkkmuTDMmDGDwsJCvF4vXq+Xxx57jOeff/5SD2uSMyCVSo0JiEKhEFVVVWiaxvDwMBaLBUEQ6Ojo0JfZvn07+/bto6CggIqKCgKBACMjIxQXF2MwGIjFclUyFosFRVHYt28fxcXFFBYWTihH/06QN+s+/t/pdFqXvj+RoqIivF4vAwMDBINBLBYL/f39egCXf+FnsVgoKSnB7XZjt9sxmUykUikkSSIUClFWVkZ/fz+FhYUUFhaiKIoekNlsNqLRKIFAAFmWMRgMVFZWTjieU+F0OgmHw9jtdmw2m14K6vP59GXmzJnDI488giiKmEwmjEYjoVBIF0FJp9NYrWOfE00mE3feeee4z1wuF4FAQA/O3s2cdSDW39/PsmXLxn2+bNky+vv7z2pdX/7yl/noRz/KwoULda+MeDzOfffdB8BHPvIRKioq+P73vw/ALbfcwg9/+EPmzZvHkiVLaG1t5f777+eWW245r1pR9bggTDqPoEQQBNYunsJLb7dw51WzLpt6dVVVWbf5CDcun44kiQyGEmw5PMRdKxsuSBAmKyr7eiIcHYwxt8YzJst1Mbhidg1v7enkhuW5tyGyqjIYzTCSyJJVVBRVIxlPc83CKlRNwzK7gs2HBomnssyoLtDXo2kaR4cTNBTaTjleVdVYt/UosqJy5fxavM6TB5SyonJ4IIYkChQ5TDgtBkwG8dTr1zRa/XG6gykqPRZWNxSc1uvseByjWS6jBHPKnQSTWfYPxNg/EGVKkR3PWdoNrJhWzNNbe5g1pYLnNh0+q99eLN6L884kk0xyfgwNDfHqq6/qqolHjhzBZDKxePFivvSlL7FmzZpLPcRJzoBUKoXH49H/nUgkKCgoQJZl/H6/3qd0vGlzJpPh0KFDugS6z+fTfbYikQiCIOjKi4IgUFVVhcfjuayEXI4vWTSbzRM+J0iSREVFBeXl5ezcuZPa2lq8Xi+KopBKpUin04yMjJBOp6mpqcFgMFBbW0smk2Hz5s0UFRVRVlZGeXk50WiU3t5e3G43brebSCRCIpHA5XLh9XqRJAlZlgH0QC5fInpi+eiJWCyWMZUmNTU1dHV1UVlZyYoVK9i4cSOqqlJUVEQkEqG8vJzOzk7q6upoaWlhxowZZDIZPRg8HbNmzWLfvn2sXr36XA79ZcVZX5GNjY08/vjj4xrVf/vb3zJlypSzWtcHPvAB/H4/3/rWt3SvjBdeeEFvpO/q6hoTlX/zm99EEAS++c1v0tvbi8/n45ZbbuG73/3u2e6GjqrmesLOpRxxInxeO6WFDva3DTKr4Z0zozsV2w720FTtw+2wEI6nWbejmzuW15/Vw/6JdA8n6A0miadlQvEsMypdvG9hxUVRWMyTyir4Y7kJK5ZME42nyQoCXaEUpQ4TZU4zaVmhYyDKgvpCrKNldTaTBNNK2dU6RMdQjOvnVyKrcCQQp9RpPqVXWyar8Mc3DjGjzsfMuvEeU5CboCIpmd6RJIcHokwrcyIJcGQwRjwlk5JVvDYjy6eM9+AIxDLs6YtQ7bWypqkQ8QJcg16rkQWVLnb1RtnZG2FqsZ0Sh3lMtjeeUQjEM4RTWao91jHBmiAIXD+vnOd39lJXPfE+v9O81+adSSaZ5PyYPn06R44cwWAwsGjRIt7//vdz5ZVXsnz58nes3GySC0M6ndZLufOqhJIk0dXVhdFoRNM0XclP0zSeeOIJenp6SKfTNDU1IQgC4XAYs9nMyMgINpuNdDqNpmnMmDEDyJXuXU5BWJ68DH42mz2lZ5YgCBQVFRGPx7FYLNhsNhwOBw6Hg4KCAnbt2oXP59OD1tbWVmbMmKFL0NfX1+N259TCu7u76e/vx2w209DQgCiKut/e8QFhJpMhm83q2cW8EqTD4Rj3LJMPKvPn0u12c/ToURobG/ngBz+oW720tLRQVVXFtGnTSCaTlJaWsnv3bpqbmzEajaRSKex2+2mfxwsLC4lEImQymXfMa+xicdY+Yk888QQf+MAHWLt2rd6rsWnTJtavX8/jjz/O+973vosy0AvF8V4BDocTdVSY40JmcBRF5bfrdnPb6pnYrZf2AjnaHWDH4V7ef/VskhmZP2xq46bFtXgd59a/Eopn2NQyjMtqYEqJE7tFwm4yXNQADCAQS5NWNIodJqJpmf7hGLsPdjFlag0NRXaiaRmH2UA2I/N2yzC3Laocc05jaZk9fRGGg3GO9IZYObuCmWXuU/ZAxZIZnn7jEMtnV+v9YJGUTCqr4DYbODgQpT+UIplVEEUBr81Enc+OJAoYJAGjKOAw5zJiOztDZBWVxfUF+GNpWv0JUlkFl8XIzLIzk9c/W3LCJCn2DkRxmgwomkYqq5LIKrjMBuwmCYMkYpFy2bsTBUpUVePFbUe5ccmUS+5F816ad94Nnj6TTHIpOZP75e///u9Zs2YNK1asOCNltz833k1zTkdHhy6YMTg4SF9fH1VVVSSTSfx+P9FolC996UsEAgFUVeWrX/0q5eXlLF68mOrqY1ZCiUQCi8VCNpvl6NGjNDQ0vGuC8ny54alKArPZLAcOHKC2thZZlnXhKkEQSCQSHD58mJqaGoaHh5FlWTeGzpdtiqKoB0z5oDQSiVBcXKwHusejaRrhcJhIJEJBQYEuiZ/JZHC73QiCQDweJxwO64qQ6XRaL0ccGhoiHo+zZcsW/u7v/g7IBZ6PPPIIzc3NeiAVDAaprKyksrJSF+84sURxIg4dOoSmafp+ng/vKh+xO++8k82bN/OjH/1IV6+ZPn06W7ZsYd68szPbvZSo2oXNhB2PJImsWdjAhm2t3LJyxgVd99mw+0gfbb3D3LZqJkd6Q2w5PMS1C6rOKQiLpWS2HB0mlVVZPqUQj/3MA8yJYn1NA0U7s3LQUCKLqkGFOzehFthMgIPOsmLaOgaoL6zHaxbxh+O83TLC+5bWjDNj7AolKXdbqPRYqSt2sr9zBI/ZiMNqRBIEsrJCudeKKAhomsYru3rY39bPh9bOosid+yMfSWUZCKVo7QuzvStMldfCtAoX0z0OkkmZoXCSlu4REAQqC22UF9oZSWQQBIFZFU5ePujn4U2dzK1yM7vcqYtoXCwMokCVx0qxw8xANIVRErEaJJwWibSsYRQFYhmFnnCKjKJxcDBGbYFVzxCKosDyaZdHRuy9Mu9MMskkF4Z86fAk725OLEXz+/04nU6CwaAu+iCKIoFAAE3TmDNnDu973/t0tcA8giBgt9uRZZlAIIDb7X7XBGGALpRxqjEbjUaMRqPeI5VMJhkZGcHpdGKz2SgrKyMYDFJUVDRGzKOoqAiPx6OrEx6f9SopKeHo0aOYTCbs9rEqyZqm0dfXR3FxMZFIhN7eXsrKyrDb7QwODupy9x6Ph1QqRV9fH4qi6IGYz+ejq6sLp9PJiy++yHXXXYeqqni9XuLxOCUlJWzbto2GhgYOHjxIdXW13t+mKMppS//r6+tZv379BQnELiXn9CS4YMECfvWrX13osbyjZBUN0FA0AUHTTirSkVPtARU40WlZEE4u7lFW5MIoSXQNhKi+SOp6p6Kzf4TO/iDXXjGNxzcepaHMzV0rG7CYzu6Ua5rG3u4wbf44SxsKKfWckDXRNGRFQ9E0jJKA4biJMV/2ORGikAuCZZXR4y8gqyppWcNmzL21kVWNwWiKdFaltsCKpmmkZZX+aJpISmbFlGIGh4y88Po+HHYLu7vCVHnN/P7lEDetnIHZlCtp6BjJlVH2B5OoGpgNErWFDt7c20t1sYP+kQQOm4kdksisai/Pv91GMBRjWn0p/7n+KCaTAUkUiaaySOQMv+9bWQsIDI7EOdgRpMRjpancjaLBgcEoO7vDvHpgCJ/bTH2ZhzfbEhTajSz2WGn3xylxmLAapQkzibKiEssoGEUBm0nSry9N0+gLpWj3x5FEAa/dxLQy52nPodkgUuMd+8bYMBpHFxhEesMpXGYDxQ4THSNJRBFKHGbclsurjOO9MO9MMskkF4YHHnjgjJb71re+dZFHMsn5cKJQRyQSIZvN0tjYqMu8h8NhIPes9ZWvfIXi4uIJM0eappFOpxkcHNRl098tiKKolwieKgApLy+nq6uLKVOm6OqHoVAIh8NxUuVfOCYMYjKZxjyziqJIXV0dR48exeVyIUkSZrMZh8NBb28vLpeLwsJCZFnG4/Hooh75fi+3243JZMLhcFBYWMiOHTsYGhqiuLgYQRCorq7WM3R5Pv3pT/Mf//EfeDwePaOXyWSIRqM4HA4MBgPpdPq0me78viSTyTPKoF2unHVpoiRJ9Pf3U1w89k358PAwxcXFep3p5Uo+/RgYCeIZfWOQy87kAgmBXLylqrkgA3I3/0RJG02DnPdzLpCQRBA4Fpgl01n+sGEfH7puzlkr0JwPmqbx2Iu7uO3Kmby8q5cFU4qpOAs/qHRW4VB/lFhKpjeYpMRjoX5UVVAQBBjd52haIauomA0ioiAQzyhMKbJhN0mM2lmdsuwznpEJJmQUTSOUzCKJAmZJJCkrOcVFQFFVbCYDaUVFQMBkECiymyiwGscEKC/u7qfMa2E4LtM1FKFvIMjsaRX0R9JIgkBzpYvZlW7MRilXGjgYo284gYDGbQtyZYyv7+vn4ed3M7e+iOuvmMLu7giNJaNiF6pGiduC5yTZRFXT6BhJ0j6cYE6FC0kQGIqm6R2Jc7g7yPxaLzOqCwinZEyiQLs/zmAkjUkS8bnMFDnNmAwiWUVlJJ5lKJJGGQ1QLUaRTFYhGM9QWWBjaqkDTYPd3WGmlzsp95zfBJRRVHb2RlhU5UYUBFJZhcFYhkRGodyi4PF4Lnl5y3tl3rnUx3GSSd4NnMn9Iooi5eXlFBcXn1S9VBAEduzYcTGHetnybplzAoGALp8O8MILL9DY2EhdXR19fX0cOXKEr371q/j9fgDa2tqQJGnC54pMJkNPTw8ul+tdqaaXDyRPJtyRX6azs5NQKITRaKSxsRGDwUA4HMbr9Z70d3mfrpMZUsuyTDKZ1EVA4vE4gC4Akt+2qqq6F1h+2Xy2DXLXXVtbG/X19bhcLjRNY+PGjYRCIb7xjW8QCoUQBIFHHnmEmTNnYrPZ2LdvHzabjWAwyJo1a/T1ms3m0/b1tbS0kMlkxvmjnS3vqtLEk014+Uj73YJREseUxEkaZFVAO5bpMorCGZUt5gMyZTR4EwWQBLCYDMxsKGHLgR6Wzqo+57EqqoY6WsZ3JvL6rd0BKovd9I0ksZkNY4IwTdOIZRQEwGqUkERBP6eCINA9nODNlgDVPjuKCNOq3BTYTFiNeeW/0WURKHaYMR9nlpzOqrQOxymwmUjJCsmsSqXbgstiQNU0hhNZUlkFWc2JW1iNEoU2I3aTgXKXmf5Qirdbh3HbjFR4rSiqht0kYZVERFWjZyRJKJGbTOqL7dhMEp2BBHu6QogCqILAglovzdUeXtsrYBIVrp1VQplrrKmzz2HO7b8ksH5PH9/63R6KLQLRSIy/vn4mO7rC7OuNcNOcUtyjAd/E5ZUaoaRMbzjFYCRNpWes55fXZmRqiYPVTT52tQ/zx7c7qPU5SSsqkkFidlWuxno4muZgX4TOQE56vsFnp9xjQdMglMhwpD9OocOExSRR7rFSOBoMLp9SyIt7B7llruW8evSyskoimWVLR4hFNR4sRokarxV/LM3Roeg5r/dC8l6ZdyaZZJILww033MCGDRtYuHAhH/vYx7j55pvf0Reek1wYjldMTCQSRCIRamtrdQEOi8WC3+9H0zQ++MEP6n1OJ6JpGplMhlAoRF1d3Tu8FxeGvIz9qdQJBUHQ++lisRj79++noaFB9yg7sbRR0zSy2axutnwyDAYDTuexChtZlolGo2PGkRdRyQfNmqYRj8f1oEkURRwOBy6Xi/7+fqxWK0ajkZkzZ/I///M/7Nq1i9raWjRN49lnn6Wmpgan00l5eTl+v59AIEBbWxt1dXUYDIZxwh15wZDjqampYd26decdiF1KzjgQ+8lPfgLkTsTDDz88xnFbURRef/31d7W5miAInKt3rSAISALkfi7ocviqqjG9vpQNW1sZCsYo8tj1YE2RVZ55Yz/XLm3S/bBORNM0soqmr1/RcgIMBvHkfVWaprFlXxfXLZ/OC9u7+cCqRtKySlrOiTQMRtPYTRKCAMmsSv75VtFU9nWFSWYUFjcWUuI047ObzljOX1Vz2Zspo8IZbktOpa8zlKQjmNtOoc2Ew2TAIAlUe6xj1t0fSrG9Pcj7FlaQkVV6hhP0BJN4rUZiBhGzQWROtYcChwlF1WgbihGIpoklMsyvcbN6RklOrjaek7G/aUENz24+iqXKOyYIyxONpWkdiPCJa6YyFE7y/57awbK5dSQlEx6PA1JpFFnVl/dHM/ijaRRFQ0nH+OzPNnG4L4wqK5hEAY/dxNRKDyOxDLFkFpPRgM0ksmZOOd/6yAoWNPqYVVPAUCiJySgRTWZ4+8AAXocZj83EUDjFwjoPZR7raNksWAwiMypcrJ0pEUnJRFIybUMxOobjWI0SLquRxhIH+/siNFeemRl3OqvQNZKkL5gkkckFxRaDSG2RjR19UQaCCZpKncwod+FzmBkJXVp59vf6vDPJJJOcG88++yx9fX388pe/5O/+7u/467/+az7ykY/wsY99jKlTp17q4U1yhhzfI9bW1kZhYaH+8jMYDI4JHh544IGTvoiWZZmBgQE9iHu3crzp8+n2w+Fw0NzczMGDB/H5fLpgRv53qqrqRslnsr48qqoSDofHmUafiCAIY9QuTSYToihiNpspKCigu7ub+vp6CgoKKCws5NChQ/pvn3zySW6++WacTidFRUV639m2bdvw+XxYrVY90LNarWSzWbLZLFardUxwmPcji8fj43rc3i2ccWli/g1DZ2cnlZWVY2pYTSYTtbW1PPDAAyxZsuTijPQC8U6nHzVNI5rIsGlPJ2sWNGAyiGiaynNvHmFqbTH9gSgr5lQjCmOzb5qmkVFy5ZLiCZ/L6tg3A7lyyFy2bMehXjqHoiRkiUUzS0lrYBRFLEYRi0HC5zCO6eMCSKRlNhwYos5nZ+YZPtCfuI+yenLhE1lVx20TIJrK0jYUJ5aWaffHuXFOOR5rznE+EMtgMgi4LBOn0Y/0RdjfE2L51GKKR0U8klmF1kCCacV2BqNprKLGCxsPcve1czEajl2vR/sjbG3x876ltQzE0mzf381QUqW0yEUslTNDnlpsp384xnAkye82Haa1M0RrX+isj82ZIghw/J340BdW8OFrj9W4x1NZZEUlIWtkZBW7WWJPT4TmChfb2oN6Ga3VJOEwGyhymCn3WoilZHZ2hkjJ6mhfnkBVgY3KAit2s2FMMNwXSZPIyPQOJ/DYjMyqcLO3vZ95jRWXrLxlct6ZZJI/P87lfnn99df57//+b5544gmam5t5+eWX39V9I+fLu2HOUVWVnp4eXfnwhRdeoKGhgbq6OsLhMHv27GH37t388Ic/RFVVOjs7T5oRi8VitLS0vCfEm7LZrC4VfyaoqkpLSwuSJOHxePB4PCiKwtDQEJIkUV5efsbbzgfADofjjKpNZFkmFothsVj0IDAajZJKpchkMlitVgoKCujs7OS5557jU5/6lH6+H374YcrLy2lsbCQejyMIAn/605+orKzkqquuIpvNIooimUwGo9GIJEkkEolx8vZtbW2Ew+HzOvfvitLE9vZ2ANasWcMf/vCHCaUuJxmPIAi47Gbqy708/fp+ako9DAVj1JR6aaoqJBCM0t6XF/TQgFyvmaLmVO1O9JUSBAGjlHto12C0Xyv378FwgoM9YWrKCygqdGAxG2hwmycMggAGwyl2dgaRFY3F9QV6QHM2nC4IA04ahL24Z5AZFS6sJom1s0rIKipDMRVZUZFEgUL7xP1YqazCzvYR3n9FjR5IqKpGayBOtdvCYDRNkd2ExShxxexaXnzrMDevnEE6q7Bhdx+SJHDnsjqMBpECq4EXd/Xwg4+vxG3LTTq/e+0ASz7z5En3+cSg6URMBsgc60vFKAmYjQYEAbKKSiarHithlUQEcqWtqqrpAdUn/m0jn/i3jZgkePArN2E3G4gkM9y0sBqXxUQwmWVWuZM9PWFumF2qH4NkViGWkvFH07x+OIDJILK4oQD3GZg6lzlNbOlOcUVDAds7Qjyzq58ii3za311MJuedSSaZ5ExYtGgRHR0dHDhwgJ07d+pvzye5fDneAyqdTpNKpfQ+4MHBQQwGA//5n/8J5J4vBGHidhFVVQkEAvoD/juJqqoMDw/rSoEXgrxYxZlmsURRZOrUqfT29tLb20t3dzeSJFFWVkYgEECSJN0n83REo1GsVusZl/wbDAYURRlTUulwOPTz0dPTQzAYpKSkBFVVGRgY0H/7qU99ioceeojS0lJdEn/p0qW8+OKLLF26FLPZjKqquqAHMMYAO09tbS1/+tOfmDlz5ruyVeGse8ReeeWVizGO9zxTa3wUeexEYimKvQ7qKgoAWDKzmsde2k1pgR2HzZxzL9dypYen6vsRhJywCKOLdA9F+ZdH3+Kvb52Ly+PEbBDx2U1oGmRkDUHILZr3cN7REWQokmZ5UxGuM3hInwhttATzTPrWjieRlnlxzyBzajzYLAamOs16QJUP7ATywc74muCNB4dYNs03JpvTOpzAJImkFY0Spxnj6I7WVxZyuNPPE68fIa2JLJ9eQk3xsTro3286ysZdnZTetX/CsUqigNVsIJbM8uAXV5EQbPz1VY1oCGw8EgBgRVPRmLHIioqiaRhEkURGJpzI4rYZcVpyKo7qaE9hmz9OKJFhUa0HURTRNI239wzwqQfXc7hrBICMAh/7/57V111eYOOt/7gXOSMzlMgiChCMZ/DaTYiigN1swG42UOK2MOsss5uCIDDVZ2NXX4z5tV7MBpFIJHJW67hYTM47k0wyyUS89dZbPPLIIzz++OM0NTVx3333cc8991y2WaBJjhGLxfRysnxPkdPpRNM0RkZGkCSJeDyOpmn89Kc/PelzRl5Zsaam5h0bu6ZpHDx4kF27dmE2m6moqGDp0qUXZN35bFg+UD3T56uKigoqKip0T7VkMklZWRmdnZ1IknRaAZNUKoWmaWf9AsNisSDLsm5OnbcSSCaT1NTUkE6n6ejoYNGiRbz22mu8/fbbLF26lGw2S3V1NYODg5SWlhIOh6mtrcXhcLBlyxauvPJKXSAkXw1jNBpJJBJjPNdEUWTOnDns3Lnzsq+OmYhz8hFbvHgxX/va18Z8/oMf/ICtW7fyu9/97oIN7r1GodtGoXusHKckiVy7tImnXz/A+69uxmQ0YDiL8uZ4MsNLW4/yys5u/ubm2dhcDhIZmRqvA1UDfyRF60CMQqcJr81EJCXTH0rhtRu5fnbpedVSK2ouO3SmfWQA7f44b7UOM6PSRanbgvMEiXRBEDCImp7xywV6uexROCWzry+CP5llnsWIquYCzO5gkmgqS5XLQrFzbBatcyhKb0wlEQ7yubuW6vu7bVsfK7/1O9BUEMTcjpzAl97XzLf/cjUmSaAnlKIrmMSmKby0o4frF1azepqPo4MxntzWS02RjTKPhZaBGJFkFrNRQlY0rCYRt9XIzs4QBXYTC+u8mI0SB3sjjMTSNPjsJDIqJgO81TpMRhJZ/693YTEauOXbT/HW3t4xY+obSVBzz0MAmI0CG//9L9jRFWJVU5EefJ4PHquR6SV2dvZGqCuwIqcvbUYsz+S8M8kkkxzPD37wA37xi18QCAS49957eeONN5g9e/alHtYkZ0EikcDr9aJpGsPDw3oAoCgK2Wx2TCl6c3PzSdcTCAQoKSl5R3vDNm7ciKqq3HXXXRgMBl599VU2bdrEsmXLLsg48mWJZxuMwTFRjYKCAhRFoaGhgfb2dvr6+qitrcXpdCIIAoqiEIlE9F6vRCJBQUHBhKIYEyHLMpIkYbVaCYVC2Gw2VFVFFEUKCgro6+vD4XBgNpspKSnBYrHw1ltvjREUuemmm3jwwQcpKSlBURSSySS33norDz/8MCtXrtTHmS9JzY81nU6PCRhramrYv3//u7JX7Kzl630+Hxs2bBh3U+zdu5e1a9cyODh4QQd4oTm+DvR4hZhL3dzZORBky75u7lgzC+kMHqgPdwyx83AfPSNJzBYLf3XDTHqiWd445KfUaSYtKwhCzmtqRrmTYDzLSDxDidtCudeCgDAa9Jz9vuezdmhgkM7st5qm8cpBP/G0wrxaN+Ue67iyy4l+E4hnSWQUUrJCfzBBIJjkmjnlxDIKwWSWjKyQzqr09AbJKhpN5W4WTvGRSMtsOjhIJqswo1hgzmefzKlijt8ICAIWk8D+X3wCl8WAY9RoOavkAsBWf5xgMsuiag+SKPDGvj6sZgMLp+RKKBRVoy+YpC+UpN7nwOcaX1KZllX29IQ50BshEE1jEAVqC22UeixEkzLxtMzcGg81RXZ937e1B6kvduCyGtE0uPmbT9DaGyYQSZI9Tkhk688/Sn84jaxoetlk/tAaRAGX1UiJy0xVwemPeZ5UVmEgmqHfP8yyaVWXvM/gvTTvTL6pn2SSU3Om8vXV1dXcfPPNpyxH+uEPf3ixhnlZc7nPOaqq0t3dTU1NDaFQiK6uLuLxOIsWLdJl6x955BE94Dly5MiEvlKyLHPo0CFmzJjxjqlmbt68mVQqxerVq/XPNE1j27ZttLS0MG3aNObOnXtBxiPL8phs05msU1VV3bj5eEKhEL29vWQyGSRJQlEUNE2jtLQUl8ulKx/mOb4U9MTnxHg8zmOPPUZxcTHXX3+9Lml/vIBHT08PxcXFmEwmNE2jpaUFv99Pe3s7L774Iq+99hoATz/9NBUVFbpsfUlJCY8++ihTp05l+fLlKIqCqqpj9j8v4nH8eIeGhjhw4ABXXnnlWR/nd0WPWJ5YLDbhpGc0Gi+bMqYz4cBgFGditBxu9DNJECh1mvFYDe94YFZT6iWVlnnilX3cunI6FnOuXPDENxOaprFh21H2dYzgcjtZs7CC2XWFtAzH2X50hNVTi2goduiKi3nFQJ9rvKSpqkFWAaN0+rcf+Xg957k2KqU/wXygjpouWwzHGmo1TWP9gSE0YPX0ojECHNqorH0sLeO2GLGbJdAgKSt0BVN4rQZcZom+QJwiq5llDUUYJAG31YjPbqJlMMq+jmGumVNBqdfKxgODPPb6Ub750Cv0jiROsUMqqAq3Lmvgt9+6XR97byhFIqPgtRlJyxr7+yNYTRJLao75ZKyYWcZTb7VT4DBTX+ZGEgWqCm1UFY7/IxFOyRwNJJBEgWKXhWAiS4HLjM9pprbARoHNgFEa33wsCAJ1Pjt7u0OsmuZDAF78/p3696u/9Bu2teZKIwN9fVyzaKyz/EAwwVuHhsgqKpX1RQQTGfb0hKn0WvHaTLgsEh67CU3VJgz8LUYJj0Xijb7LQ77+vTLvTDLJJBeGVatWIQgC+/dPXFYOl/4F6yQn5/jMxcDAgP4Qn06nicfjGI1G3nzzTQCsVus4WfY84XAYu93+jgRheU+sbDbLmjVr0DRN/w9gwYIFzJs3j927d/PMM89cEEuFvOJhXp4/r0x4qjEe33t3PHkhj7xnWP74Hzx4UM9s5TNPmUyGSCSCqqqoqkoikSAajVJVVYXD4eDxxx+nqqqKoqIifve733HjjTfqxsrHZ8VGRkYoLc1VXxUWFmIwGBgYGOCLX/yiHog9/vjj3HrrrXowHYlEuOOOO/jZz37G8uXL9daNbDarlyRaLBZSqdSY4Ly4uJg9e/YwPDxMYWHheR33d5KzDsSam5v57W9/O86t/rHHHmPGjBkXbGAXmxklTlwu55jPsopKTzhFXyRFkd2Ex2oc45N1sZla48NhM/H79XupKvHQ6w8jKypXL26kwucmnszw7f9+HbfDxvtWT2V6pZdoRmF3X4S2gShL6wtoKD5mvGw6RY1jXhIfNLIqGMWTB2OKqqGOliEKwsTCHJqmEU7JhJNZLEaJoayC2SBiEAW2tQfRNFg7s3hM+VwomaUrlJOoL7CZiKSzDMXTCAgYJYEpRTYO9YZ5qz/K8qk+yrxWvVxRQeVwf4R97QHuvKIWu8VIX18f137196c8xj/5myv42I0LeODXb/HhtbOoLXEhq5rek1bsNJPMKBwajNETSrKgyjOu3FEQBG5eXMPz27po7Q+zurkCs3GszHsomaV9JIlREplSZAMEjg7FqPRYaCx2kFVzQV9fJE2Jw4TXZjzOqy1HkdNMJCmTlVWyikZWUbGZJcwGidd/fA/e2/+DVFblhn9cxw8+KyIIYDdJmCXw2ExMr/ESjGdZv7sXp9XIdXPLURDY2Rnk1QN+/OEUWUXl2jmlNJa6mFLsoHg0m9cZiLO9I8RVM8YaKF8q3ivzziSTTHJhePXVVy/1ECY5D2KxGF6vd4xBsMvlQpZlAoEAoiiiqrnKj3/5l3856XrC4fAFFco4Gel0mhdeeIGqqirmzZunj+1EFUdRFJk7dy5ut5sXX3yR66+//rxfCJxYkpcPWvMv6o9/6Z1Op8f0T03E8Z5hmqbpQh8HDhzA6XSSSqVIp9MUFhZiMpmwWCwUFhaiaRodHR08+eSTNDU1sXjxYg4fPsz111/Pc889x9VXX43NZtOzcVarlaGhId2ioKCggEAgQE1NDS0tLfp4Hn30UW644QZMJpNuKp0XG9m0aRMrVqxAFEVkWdbLFPNlq/ll8yxZsoSNGzdyww03nNcxfyc560Ds/vvv54477uDo0aNcddVVAKxfv57f/OY376o+DUUdX5FplETqCmxkFJVgIktHMIGsaNQX2rAaT+2npByneCcKwlkLWOSp8Lm5bfVMgtEky+bUEEnK7D7Sx772Ed4+0EvHSIoF5SW82RHmldYgs6s9+INJltQX6GVtZ4MkCmhKXvlwbDCW90MTAIM0dn9kRSWZVUnLCqmsigY4zBLVXqs+QWRkldcPB7CZJFY2FY35/UA0TTCRZWaJU+8xc5qlUd3InKLjn7b10Fjq5M4l1bpwSTyZpaU/TCSlIIkC71taR8NfPMRILDNu32xmkeE/fFb/d1vPMH2BCOu3tzO1ppjaEheSOKpAqYGqqbQFEvRF0tQVWFlY7SEtqyiqNq4PzmiQuHVpHR2DEX7/xlHuWTMFgGBCpjuUwmQQqPVakQQBSRAYiWcIJTNcOTX3B8MENBXbySgqHcNJBqIZXBYDBTYDBTajfqzmVLt5fs8ADrMBk0EkmpIZiWcocJr59T+s5YP//DJZRcU/NMA9V89hKJqhJ5QikNEwBtMUOIzMqPfRPhjlZ+taEckF03ctKGNWTQEjsTQ/evYQa6YVc2ggys6uEIOhFIqq0VTmYHtX6KyvqYvBe2XemWSSSSaZJBfYmM1mPXvR399PYWEhNpuNTCbDtm3bgFyZXWVl5YTPU/lStuPbTC4GmUyG7du3s2TJEnw+n57xmWhM+eef+vp6JEniySefpKSkhDlz5ozxwTwXBEHQVQOP37bJZNLLEfMZtDPheCGMmpoavWesqKhowrFqmobNZqO+vp4VK1bovWg2m42rr76a119/nTVr1uBwOPRj5PP58Pv9lJWVIQiC3jMWjUb5wx/+wB133IGqqmzYsAG3201dXZ2egbvxxht5+OGHWbZsmR6ICYKgrzsfmB6fFXM6nXg8Hjo7O99R8Zbz4awDsVtuuYWnnnqK733ve/z+97/HarUye/ZsXn755TH1spc7/miaBEkcZgNOi2FM74xJEilxmilxmklmFdpHErgtRiomkHfPBRy5MsB8v1RGVVE1kASwmMQz7svJ47SbcdhMxNIqXruJptpint/dj83r4W8WNRINR5k/pRiPzcTB/iirpvrOSXo+j0ESkI8LxgBduVASGedjFkzmSgmdZiMWowGPVcBwQnmbrGq8fjhAqdvCrEoXmgbtIwkySs7c2WwQmVac84JQVG00KyUgCNA3kqTDH+OGeRU4RsU8+vr6uP5bL9LSf/pSuRM9uHKy8FBR4mHT/l46hhN84qa5GEfPl6JpdIeStAUSNPrsXDXFoU9yiYxCXzhFhccy4Xms8jlpqkqxsyOI2ZKrg24osmI1SmharnwznVXZ2R3i+lnj5WNNkkhTsR1F1RhJZAnEs3SFUswocWCSBAqcZubWFRBJyaQVFYfTTFOFi5FYhiNxGx6nGX8oyb8+vpt/fXw3AD/84lqum18LjL5c8ElMK3NyaDCGWRSYU5mzDBAFAZvZwL0ranl4QyurZpQyEs0wpdRBTZENs0FCKzzrKeKi8F6ZdyaZZJJJ/tzJ+0IJgsDAwACNjY10dXXhcOTaKkRR5H/+53+AXIbpZEIckUjkosqVa5qGLMts2bKFqqoqSktLz+h3+SxVbW0tVVVV+P1+XnzxRa677rrzDsbyZXl5FEUhnU7rgcmZJgDyQdjxAaUkSae0iJFlmW3btnHjjTfqn5WXl9PX10d9fT2LFy9m+/btrFmzRs+K2e12hoeH9bJCr9dLIBDAarVy9OhRfT3/9V//xdq1a/X9cTgcJJNJ6uvrWbduHVarlcOHD3PTTTdRVFSEyWTSSzZPbOFZsGABzz33HGVlZe8KOfuzFut4t3N8Q57D6SSakomlFSCXKSi0GceVmWmaRvtIEpMkUOnJqbSomkY6qzKcyOK1GrGZxr8dkRWNZFbN+UgZxhs2q9rJpd/TsoqsaLSPxHlp7yC1bom2Dj9feP9iYok0L7x5iNuunIWiCdhM4lkpF54MWTmW1TNKY8eblhWiKb8HEYgAAQAASURBVIW0rGIzSdiMOX8LUchJsed+k9uXoUiKNw4HmF/rparAhqpphFNZUrJK2WivWk7xUNCFJfLljgd6wvzuxcP88pXdGI0GevwxfUwTYZAECpxWmspdvPSDu8ak6FUtl6nUNBgIp9jfE+LxF3fwd3cvYlpNMYPRNN3BFImMTLnHQmORfcLjGEvLDMczFDvMmI25gDOVVUeD15x/2cbd3fzVtdMmNKBef3CIOVVuihwT+6Idj6JqDMez9IRzWSm7WaLIbsJtMYwrk9U0jR29Uf7u315ib5ufWCqrf+e2m3HbTXzrnjl88Op5o8dBYyCWIZZWSI2KfWhaLtu3ry2AnFG4d1U9htHMWzAp0+sfYcW0ysu24fvdwuXeOD/JJJcTk/fL+XM5H8NgMIgoitjtdg4cOMDUqVPZunUrS5cuxe/309rayr333gvA17/+de67774JJdU7Ojr0vqcLjaZpRKNRXnvtNWbMmEFDQ8N5rSsUCrF//34WLFiAxWK55P2Lx5dWnimvvfYa5eXlNDQ06AEzwM6dO3Vxkr179+L3+1m2bJnez5ZMJhkZGdGNpVtaWjAajbz11lvceOONutqp2WzmoYceYuHChWSzWb1s9Ve/+pUua9/b28tHP/pRfd2ZTAZN08YJk/T29nLo0CGuvvrqM9q3d5VYx3uFXUd6WTa3CbfVqJvdKqrGQCSNx6phH1XOUzWNVFah2G5kKJalxR/HYshF4ZG0jNtioCOYYFqxgxMFBA2SgEMUScsaiYyK1SQiKxoZJRcc5J/5Twzi1NEs22A0xa72IPcsquBffrWJb35kOUZJwOu00FhVSGuXn1mNpcTTKnaTeErfsTNBEkFRjpXqgYYGRJIyiayCy5wrnZvoxlXVXFawZyTB0aEY188uy2UIhdwk1B9NM6vUiSgIfOwHz/Kb145iMUnIsoo8QZnosTEJOK0m7BYDaAJDoTiiAPMbS/jMrbO5c/U0XcUxq4CGiigIqJpGIqNwuD/CYDhNVYGVeDDEB66awYYDgwzJBkqdJmaUOsZJ6J+I2ZDLHoVTMnY1JyaSC8g0DvoTNJc5URI+eodiuKrHvk1qD8RxWoxnFITl97fYaaLAZiCVzWVWbSZpQnVKQRCYVergnz99NUZJwJiOcvf3XmY4nCQcTxOOp/mrH2/kr368EYdZou93n6bcZRmX5cwqKlUeC7s7g/zgT/txWk2oiorVKNJQ8Gc7RUwyySSTTHIRSCaTFBUVMTAwQHFxMSMjIxiNueew/v5++vv79WU9Hs+4h2xA98q6GOVnmqbR3d3Nli1bWLt27XkHeoIg4PV6aWxsZN26dSxbtozCwsJLFozls0hnE4RFo1H8fr9egZIX8RBFkcLCQkZGRigqKmLWrFm8/fbbHDp0iOnTp+u9YiaTiZ6eHsrKynS/OI/Hw8GDB5kxYwYHDhwgnU5TUVFBb28vXq8Xq9WKpmncfffdVFZWYjAY+NWvfsXBgweZNWsWoijqvmInSvxXVFTQ19fHwYMHmT59+sl267LgrJ+yFEXhRz/6EY8//jhdXV1kMmN7c0ZGRi7Y4C4mkijy2Iu7uOuaOZhNhtHPBEpdJoaiGUYSOf8kgbxPloZRErBJIiaDiKZBlTf3ViOUzHJwKEat14rdNNYJXRAELEaBrKKSSOeyY7bjyhWzikosrepGy6rKaPCi8srBIVZNKeKNHW1Mry2m6DgPsvlTK/jNi7uYWV+CzSQSz6ij6z13pShFy8mdi0KuNFFTNSIpGVlVKXOdOuUtigL7u0NEUzKrR82WVU0jlMzypf9Yx+9fPzruN6mMcsrxlHmtPPO997OvN8yamaXjlB/zaFpOBFESc8dP1TSiSZnXD/tZ3FDAwhoPv33tEEnBwIxKH0OBECvqPBgNp6+jllWNZEah3G2mJ5Si2GlCAIJJmZZAglmlDmwmiQWNPn73xlGaKty6CmFaVtjXG+GG5jNztD8egyTikERUVSOWVnBapAmPv9kgckWtBwB/zMpb/3EvBTYj27f3s/Lbx4RLYmkF163/TpHLwtH//QQaql4KCgIus5HVU4tZUldAVlXx2s0oisqOwz1nPfaLwXtl3plkkkkuDI888gi33nrraU1qJ7n8yGQyGAwG/H4/c+bM4ciRI3qfVzab5T//8z/1ZefPnz/h375oNIokTfx38XzQNI1du3aRTCa54447LqgaY2lpKddccw3r16+nvLycgoICPcB4p5ioJPFM2Lx58xjD6ryYiqZplJSUcPToUYqKcloAzc3NvPDCC0ydOnVMr1gymaS7uxu32008Hqe0tJSDBw/ywgsvUF1dDcDVV1/N//7v/+Lz+UilUoiiiMvlIhAIoCgKt99+Oz//+c9pbGzUzaPzUvwnHscFCxbwzDPPUFNTM6H1weXCWZ/973znOzz88MP87d/+Ld/85jf5xje+QUdHB0899dQ4RbPLmYaqYirKS3h7fw8LpleN+c4sgKDJOG1mzCYDhtFMk6JqBBNZsrKGz3Es+vZYjRglgcFohlhGpsxpxndCBsQoiUyk92GURKRRA2NAL/V7ZGMXi2q9mNQMW1sD/ONfLgfQZekzisrMxjK2H+pl8cwqrEZRz6AIApglAcMJ5YWnIveGJBfM5E2V+yMZLEaRUsfp+89aBqJEkjKrphaRVTRq7v05w5H0KX/zqVtnsWRWPRWFNmZXe9jdPkI0mWHZ9BI8djOBSJJ93WGunlVGofPkGaX8eGU1l+nRVJWNLX6umVmMURL492f2UOi186Gl9ViMEum6Yg535LKJpyKrqCQzKg6zhCgKeG1GuoNJhuJZXGYDc8udmA25YMlklJjXWMTr+/pYM6cSRdV4/cgwC2u9GM5jIhfF3HnMWRFMfC7z59jnMBFOyQxE0syfX0by2c8DsPjT/8PezhAAgUgK923/nlu3IGA0CJS4rRz6xcdQNTCbDJhGLQjQNGyXSXn1e2XemWSSSS4Mv/rVr/j0pz/N/Pnzue2227j11lsv+zffkxyz5AkGg3g8OVuYZDJJRUUFqVQKk8lER0cHAMuWLaO+vn7CdYTDYQoKCi7ImFRVZePGjUQiERKJBAsWLGDu3LkXJWNltVq5+eabGRoaYmRkhMcee4xFixYxderUC76tEznXICwejxMMBqmsrBzzeV44w2w2635nBoNBF/RobW2lqalJz2harVY9U5VOpykrK+PQoUMEAgE2bNigC3H9+7//O5///OeZOnUqZrOZbDaL0+kkGo2SSqVYvHgxHR0dzJw5UxcwSaVS4wIxURRZtGgR27dvZ+XKled59C4eZx2I/frXv+ahhx7ipptu4h//8R/50Ic+RENDA7Nnz+btt9/m85///MUY5wXHYhTxFbro6AnQ0eNnZkMJiVSWt/d2MhJJUOCyEYomSWdkmmp8NDeWYTYZKHKYcgIOkRSFdpOupmg3GagvNKBpGm0jCWIZhdpRBcFTkcgqDETSiIKA22JgIJzk1YN+ppY7qS+08LM/bOPGZVMIJhVCqVwGySgKmAwi5aVeXt/ZQXkwgddm0gUYVDVX/pg6i5JFWT0WhCmqRn8khctimLDn6US6enqZ/ddPnHa5t350G001FezqCNI3kqDWZ8dlNWIzS2w6MEiB08yNC6v15SWDgTl1hXht48eg6oHjMbPBrCIzEEqzvy/CwlovgUSWp99qZVqFh+sX1o7+DqbVlfLy5sOnDMRS2Zxk/PGZqFBSpjOYZFG1B6tRIquovHE4QG8wyZxqN9OrvLT1R2gfiNAeTNPgs1N2HiIqeaxGkWhKGde3dyKCIOCxGjFJIoPRNKWjWcwtP/0IAF/7+QZ+8sd9+vK5PkeNrkAc200/YXatl2e/dyeDIzFauwOkswolnjMrqbzYvFfmnUkmmeTCsGHDBoLBIM8++yxPP/003/3udykpKeHWW2/ltttu0yWvJ7m8yHtc9fX10dTURDabJZVK4fV66e/v19X/IJcdmSjrpaoqkUiEioqKCzKmLVu2YLVaWbBgAUajURcSuZgUFxdTVFREQ0MD69evZ3BwkJUrV17U7Z4od3+mbN26lUWLFo37/Ph1+Xw+AoEApaWliKJITU0NL730Eo2NjWPENEwmE16vl46ODiorK/F6vRw8eJCVK1fqipBbtmyhtLSU4eFhSktLMRqNKIpCNpslGo2ycOFCnnvuOaZOnTrGVy0fZB5PWVkZu3btIhqNXnR1zXPlrAOxgYEBmpubAXA4HITDYQBuvvlm7r///gs7uouIKApIosCq+fU8u/Eg+9sGMJsMzG0q5+ryKfpysqxwqMPPsxsPcsdVuf22mSTMBguBWIZYSsZilDCMZi4MokBDoZ2BaJpDQ3Gm+uxjAqG0nPMqS8sKWUXDbBApc5nRNNjWHmQwnOLORRUo6QxPbdhHaUUx02sK8TnNejljWlbpDCbJKireAic7jg5SX1GIJAg4zQYK7CZsJgmjpBEf7U0zjJYKJrMKiYyK2SDoght5yXhREIhnZAKxDD6HGZvp1KV7FR94cELZ+Dwem5H+331K//fmliF+vamDEpcZVIW+4ThCoY1ARKWx3MWUcjeprEJvOEXnSJJoSsZlNSAJAh6bkUKbiQK7kaFohlZ/HAQospvwOUx0DCd46+gINQVWCp1mjgQSxMNRmgqtXL+w9pgqkABWk0RpoZuRcIIC99h0tabl+vkEwGE+9taobThBVtWYW+FiMJIiFMvSHogzv8bD8imFbOsI8tK+QWY3FPHIhhZWzSilrujCpMJznnC5XkOL8fQTqM0kkVFURhJZCu3HUlr/3yev4v/75FVjlp320Yfp9McB2NMRpOqeh0FVKXJb6f7t31w2ZsnvlXlnkkkmuXB4vV4+/OEP8+EPf5hMJsOGDRt4+umnuffee0kmk9x4443ceuut3HDDDbp57SSXlmQyCeQU+sxmM5FIRBdcyGQyvPXWW/qyixcvnjBoSCaTEz50nwt+v5/e3l7uuOMO3Zj5nerdEgQBURS59tprefPNN9m9ezdz5869KNs6l74wyAXOAwMDJ1UnzmfFfD4fBw8e1JUl7XY7NTU1DAwMUF1dPUZS3+12Y7PZ8Pv9VFZWsmPHDlasWMG2bdt04Y61a9fyi1/8ArfbTXFxMZqm6UqLiUQCi8VCf38/1dXVelYsnU5PKOqycOFCtm3bxpo1a85q398pzjoQq6ys1He+oaGBl156ifnz57N169YJGyovd0RR5JZVM0/6vcEgMauxlM7+EQZHopQU5CJqSRQoceXk7bOySlJWkdPaGOEJSYDtPWHqCmzYTSJD8QzhlEyN14rdZEU6rp8rnsqy+8gADW6BTdvCpDIyTVOrUVWNktHeqLzoxXA8S32hFZtRoqnIxmPr9lA1o5yErBGIZQjEMzhHVfYEQSCYgFg2mxN+MErYTBKhpMJIQkZWVEqcZhxmiVg6Z8hc6bHqmabj32TE0jIf+t6feHlb94TH6vn7b+fKpdUTfrejbYQn3uzggyvqkAwSLpuZ2iIbsqrRE0rSH07T0zKMURRwWQw0FNmo8loRRzN0wWSW4XiGrmASj9XI6sYCJFHAH8swHM/SH0zyF0ursJskFA36BoMcTKS4aeW0cZOqIAiU+xx0D0XwuqyoWk6mPre/ub6rvDoiQCQlE07J1HstvNUyzEgiy7wqN7fMLdNl+xfXFzASy/D0rj48bged/jiPrDtEiduK02rEZTdR4LCgodE5GCWZUVgyrQTvcSWssqIyEk3jc49XVDIbBD0rdiYKmR6rkaFomnAyq4vRnIgsK3z/L5dSXODg5m8/jS66KEkEYhmsN/0ELZs67bbeCd5r884kk0xyYTGZTFx//fVcf/31/PSnP2Xbtm08/fTT/NM//RMHDx6cfGFzmZBKpYjFYvoDeywWQxAEotEoJpOJ3/8+19tsMBiYOnXqSbNhF6I3UFVVXn75ZW6++WY9CHsns6j5QEzTNJYuXcpTTz1FTU3NKSXkz5VzKUkEaG1tnfA85Ml/bjAYdBVDk8mE2Wymvr6ezZs3U1FRMc7brLq6ml27dtHc3MymTZvo6uqiurqaT3ziEzz00EP6cslkklQqhdVqRVEUPB4Pw8PDzJ07l8OHD1NZWYkkSRgMBtLp9IQBus/nI5PJXLZZsbMOxN73vvexfv16lixZwuc+9zk+/OEP81//9V90dXXxpS996WKM8bLgitm1vL6zjduvnDXmc6tROqnZszYqVtESiJPIqBRYDdglePLl3TRWFLB4Vi7Q6h4M8b+vtrByZhkrZlYiigKiJPLcjh5WTismLasksgrdoSRFdhOzSo/5XBkNEgunVXDg6ABLZ1VTZDeTVVSG4xkcJgkVAQwaTrMFh0XS+93ypYiZ0QxdZ1AhkpJxWAy5ckGjRFcoSSQlI4kCKz/1S1IZddw+Fris7PzPv6D4JEIaAAd7wzy9uZPP3zSDyiIHGVml1R/nmX1DGCWBEoeZKq8VkyHXC+WyGHCaDceyWKJAoc1IgdUIvlz2Lv9dsdOMoEGh3UTxaB9ZS/cw+9v93L5y2knLMit8bnYc7GVKdRGymjOjzs8zx084iqpxaCiOCY2X9gxQ7TZgNSu0dPsZGhxmxZwa/aYfjmdoKnOytK6A7pEEB3ojZBWN4gIbIhp9I3E0oLHCg0ESeHVPL7KS6+tTR02j7Zbcft+wsHqc6EsuWD65cMeJ+BwmhuNZhqJpihymMUqJsqzw5Kv7mT+tgobKQoJP5Ur7+vr6mPY3vyd7ah2Vd5w/13lnkkkmOTcWLlzIwoULeeCBB/RSt0kuPel0mmQyicvlQlVV4vG47hmVzWZ1xcSPfOQjE5YIKorC8PAw06ZNO++x7N+/n6ampjEGxO80+fI+QRC49tprWb9+PbfddtsFHYuqqudUkghw5MgRrr322lMukxfuKC0tpb+/n5qampxQncWC2WwmHA7j8/nG/MZsNmM0GpFlmbVr1/L888/z8Y9/nE996lM8/PDDaJrGX/7lX/Kb3/wGq9VKIpEAcobN4XAYi8VCIpEgEonovYb50sbjfdbyNDc3s2/fPq644oqzPgYXm7MOxP7lX/5F//8f+MAHqKmp4c0332TKlCnccsstF3RwlxMFbhuiIOAPxijy2MmMlhVOhKxqjCRyfk1ZJSen7rJIeKwGNm45wurFUxmJJHny9QMYBQGb3cqimdVcs+BYI2RvMMlAMM5AIoshpWCSBKYXOzAeZ5ysaRqKClOqi/j9y3uYO7UCs0HCaJJQVCPJrILPMSrNr2nEUioGScA4WkYpCgIWo0RjkZ1wMouiajjMBjqCSZJZhUqPhZl/8TAnisubDAL+Jz7DUCRFy2AM3wRCGpqmEUvKbDrsxx9OsHJ6MQ67mbfbg4wkslR6LCyodusZKKMEqirgtuQUJbOKpsv7Z+RjIiT5MsrjJf+3to+wamruJm/pHmZXywDvWz1dVy88kbw9QFV5Ee39QUq9DuKais1i1LcZS8sMxTL441likQSv7epkcY0Lo+CmrNSDYDDQF4jy5Kv7uWXldBJZjaP+ONfOLEYUBGqK7NQU2QnGM2zvCJGRFZpKndQW2fQs2vuW1ZPKyJgM0piAcUernxe3d3PdgqoxE6coClhNIl1DMfa19DA0EuOutbNx2CbOCAmCQJHDRCwt0x/OCafIsoJ/OMyhtkGWzqqiobJwzG/Ky8uJPH2s3+qb//kC31034erfUf5c551JJpnk/MlLo09yacmXx6mqisFgIJVKkU6nsdvtWK1WhoaG9NLFk5UlZrNZZFk+73OqKAp79uzh7rvvPuds0YVEEAScTiezZs2itbWVKVOmXJDxnGtJIuTKErPZ7GkVB/OZPY/HQ39/P4qiIEkSVquVmTNn0traqisqHk9lZSVdXV3MnDmTN954g927dzNnzhx+/etfc8899wDw+OOP80//9E/6GKLRKHa7nXA4TG1trV5yaDAYMBgMZDKZk/aKbdu2TRcUuZw4o9HMnz+f9evX4/V6eeCBB/jKV76iH5SlS5eOkbR8L7NwVjXPbGtn3oxqTIacWENeSCItq2RkFUXTEBAotBspdphG1RIF0DQefe0Q06dUUFfspLrIQV2ZB380w8bDftbM8NIfToEAkiCwrztIdbGTGSW5NGpe1TCrjA2LJAE0BJbOruVg+xDzp+YM85wWA4qmMRTNUOw0YRBF3FaBjJIzojYclybOZ+6qvFbK7voZkaQ8bt8F4O4rm/i3z1yNJOYUGo8MxJlX4yWePpYpi6ez7O8Oj4p+qEyrcKGqCi6Pna2dYWaVOVhS65lwgtFGA6S8gmRW1dDQMBnEMT5aGVklnlaxGgW2dYTwOc04LAaOdAXYc3SQ962ergc7J5KRVVJZFbNRZGqll4272ukfDNLnj/D+tXMwGgwIgsr+wTi1XjP7WobZ0uLnS7fNodB1rPZY0zREowGP3cQfXtmHq7SUlU2FY7JOAF67ibUzi0lmFFoGo7y4dxBF0/TlBGBWpYvqQpt+TOY3+nhjfx87Wv0smJKrjd53dJB9Rwdyb5nMRpqnVLBgusjzbx7m/Vc3jzGyHg4n6B4M0TsUIZZIo5ETKRFFkASRUp+bhbPrKPTaxznSn8hXP7SM7/7NSb++qEzOO5NMMskk7x3yJr35Pp50Ok08Hsfj8eBwOHjyySeB3IN9fX39hGWJ4XCYwsLCces+W/bu3cuMGTMQRfGSB2F5BEGgrq6Op59+mtraWl2e/VzHdq4qiXmOHj1KY2PjGS2bl5HPi2z4fD5MJhM2m41gMKhnPo+nsLCQzs5O0uk0U6ZMwWg0sn//fubMmYPRaCSbzfLkk0/y2c9+lilTphCJRDCbzbrPW0VFBdu2bSObzeqiLmazecJeMUEQaGho4OjRo++IQuXZIGj5wthTYLVaaWlp0Wsx+/v7KS4ufifGd8E5F/fsfG+WP5YhHgyTjKW4eskUFFUjlMoiCkKur0gSJ+zf0TSN9VtacDsseEoKsZskypxmwoks6/cPsWZGMS5bLhujadAbTvL02+18/KomrGYj6mjmK+dpllvniTeVpmk8+sIu7lrbjMl4LL6OpmSiaZkSp1kfm6ppugn0M1uO8IF/evGk+y4J8IU753P/h6/AclwJ5o6OIFaTxPTyY8ewbTDKns4QV84swW3LlRT8dlMbJpuFWZVuGgqtFyzdHk1l2d0VochhYmqZg8NdAb0ccaJMWF6EA8YbaAN09gc51DHE1YunsLk9SEcgQTwaJxVP8skbm7GYxr+z0DSNnlCKjXu7sZmN3Lak7ozHr6oaoiiQzirs7AzR0h9mZrGFSCzJwHAM0Hhjbz93rm4iHE1S5LGz/LgyyIyskpE19rf2ogEFTisHO4ZIpLIUum1UlXgo9zmxWS2IwjFbBFWFvH1aKCmTkhVKnSf3iLuUbvN/7vPOJJP8uTJ5v5w/l+MxjEQiDAwM4HK5KC0tJRAIsH//fqqrqykvL+eWW27h0KFDeDweXn75ZXw+35i/TcFgkO7ubt3M91xRFIXHHnuMu+++Ww92LicOHjxIKBRiyZIlAOcUjJ1vEAbw1FNPcc0115yV0I2qquzfv5/p06cjSRLpdJq2tjYURdEFt47n8OHDGAwGioqKWL9+PcuWLSMcDuNwOPQywmuuuYb777+fbDaL1WrF4/EQDoeJRCIMDQ1ht9uZO3eununKi3mceI1kMhleeOEFbr311nHjuJT3yxllxObOnct9993HihUr0DSN//N//s+4yDbPe83TR9M0WgIJLAaR5jInYrmLV7a28taeTpobSymwmk57kW/c2Y7VYmLRzOrcw3s4xd6BKJuPBLhjQQUFjmPKdkPxNCPxLGVOy5ggzCCeWslHEAQWzqhk64Eels+p1T93WgwYJIH+SIpihxmTQeR93/oDL+3oPem6fG4zux/6GMmsgqJplLnMYzJMGVmlM5Dg9gXl+md7OoNs6wzRVOFmV18UgyjQO5IgnNW4d0YxdvP5pYKPz9x0DSfY0RlkeWMhDouRrYcH6OgPcsfKqRMGYaqmEUspmI3iSctJa8q8bD/Ywy9fP4rdYWVFnZut+0O875Y5Jy1xFISc+bXT4yTY3UcmWzUmCD4VoiiQycps3ttF92AYs8XCzu4sN8wpZeXcOiRJZNGsWt4+0MfV82ooLRzbYGoyiGQVhfnTKnl9RxuiIHDVwkac9lyZoqpqowbdx64bSQBR0JCVXDDmtRmJpoScSuZoeamab1i+DP4w/TnPO5NMMskk7zVSqRSpVIqqqipkOVd5k8+IJZNJBgYGAPjqV7+K2+0e88yTSCTo7+9n2rRp5/1Cd8OGDSxduvSyyYSdyLRp03jssceYM2cOFovljAKqfAkiHFMyPJ/9y5clnq3aqCiKeL1eRkZGKCoqwmw2U1JSwp49eyYsGSwvL+fo0aPY7XYKCgpIpVJkMhkcDgcGgwFZllm3bh133nkn06ZN02Xs7XY7g4OD1NfX89xzzzF79mz9OdFsNpNKpcaVVJpMJgoLC+nt7b1g1gcXgjN6avzFL37Bt7/9bZ555hkEQeD555+fsMZSEIT31ANR3hPMZpSo9Bxr/rtyYQPbD/bw6vajxBIZBCH3AOu0mWmq9mExG4nGU/QHIviDcarLvHpwJAgCVR4rZkGg3GNlKJ4lkMxiMYjIas6seSQQZV5DEYqqoWqnD8LyNFUXsf1gDwunVzIcGGLO554kljq16oIAmI0SX79nIR+5di6aoCEAiqpSaDdiMoy/kfd0h2mucqMBoUSWPb1htrQO88Gl1fgcJixGiURaprUzwMdWN560TPB0aJpGKqsiKxoaOVXB7Z0hBODG2aWk0jIvbWklk1VYu6iRRFZDlBU0cplDoyigAumsis0kjSlvPJ7W7gBv7umkL67Q3tPDnLpCDspxblp+8j4zgKFImt3dYVY0FnLUJvLmnk4aKwvZsPUo5tHAU9PAIIm47OZcRtRppcBlI5ZIs2l3B1fMrmHlvDoEQWBbe5DhNJSPbrOh3MPOtmGiKQV1OI7XYcZ6XEBrMYokMipXLz5WOpDvG4SJrxtBEDBIOfNr0LAYc1L30VEbhvzSCrnr4HgV0HeaP9d5Z5JJJjk1e/bsOeNl83LYk1x6UqkUiqLoQgupVE6V1+FwMDAwQDQaBaCqqmpcD1hrayu1tbWYTKZx6z0b9u7di9lspra29rL1mRMEgTVr1vDss89isViYMmUKXq8Xp9OJxTJWVfnEACz/2fkEYZqm8fLLLzNv3rxz+n1ZWRl79uyhsLAQQRBwuVxYrVb8fj8lJSVjlnU6nUydOpXdu3czbdo0Xn31VW655RaOHDnC0aNHqampAeBzn/scv/rVr2hsbCQQCFBcXExFRQWhUAiPx8Pg4CBlZWUYDAa9THGifrCFCxfy/PPPU1JSctn0ip1RaeLxiKLIwMDAe7pEKKuo+OM5WXS3xUC1d7wvwUSEoklaugJkZAWX3UxxgYNir2PCm+G1g0PMqHDhc1lIZhVkNdc3lEhmeGNfP7cuzZW5SSc8TG/b1sdN//LUhH1cOvlTeoqb0CBC5OnP0TmSpGS0NM1kEE6bCUnLCo9v6aWm2I6qaVgMEt1DMdbMKKbgOGW+N/YPUOKxUlviJKtoWIwTl23myWX+coEn5DI6+d8ZJYHBSJq3jw4zrcRBLJqgtTdIKpNlzbwaako9yIpGMqsiiWAxCKRljXhGQRIF3BbppBPutoM99PkjLJtbx8v7hwgFQ1iVDA1VRSxprkEUxsrFa5rGYCRN53CC4ViGq2f4MBskDveFeXXzIVo6/cyeUobdauKK5hrKfS5kWSEcTxOJpQhGk4yEE4iiwPI5tZiPK3nUNI2X9g1S7LIwu8qNJAqE42kOdAXJyird/hjzG31Mrz4mbRtLKVhNuWObz56KAmckcZ/fpqZpDEYzOMyGUfVIIfc5ufvFO1oGcCnLW/4c5p1JJpkkx+nul/xD5ul6XCFXhvbnyOU252iaRnt7O/F4nObmZoaHh+nu7iadTrNgwQKefvppvvjFLwLw29/+liVLluh/t1OpFG1tbUydOnWcDPrZMDQ0xOuvv87tt98+oVH05Ug4HKanp4doNMrQ0BBTpkyhqalJH/uJ/3sh2Lx5M4qisGzZsnNeR3t7Oy6XC4/HgyRJtLa2Eo/HmT179oRjTSQS7N27F0mSMJlMegniwoULOT5MsVqtbN68mXQ6jclkor29HZvNxu7du7njjjv0UlNVVUkmk9hstnHba21tJRgMjjGpvpT3y1m/DlBV9V37MHQ6NE1jKJZm/2AMSRCYXmI/4yAMwOO0smhmFcvn1NLcWEZJgXPCC05RNYZjGXyjku9Wo4TTbMBqENjW4ufquZUIAhikXF3w8s/9CutNP8F6009Y+e3fnzoIg1wAdtx271hWyxv/5w7+98tr6P71x0k++3mif/o84ZSM22rAapKwGMVTBmGJjMLhwRi/2tyDx2FkRqmDSqcF/0icudVuHBYjsZRCIqMQjmeIpmRKvHYUNSe2EU8ruqBJLKUQTcpER/83kpRJpHOZLzRAywUSTouEySAyEs+wpW2EWSVWtu3twGgQuOmKBv7yhjnUlHqA3LFyjsrzx0bFQwpsRqxGiVRWG3Mj54OP7Qd7CEWS3LxiGpvbQkyp9HDX6ul85OaFSKLItv3dqBr6b2VVZf0BPzuODtHTPUCkf4CnXtnHYy/tZv+RbmqqfHz3M9fzkZsWsHbxFLbs72ZPSz8Gg0Sh20ZdRQHzp1WwdskUrlrUOCYIy502gWtnlWA1ivxpZx/9oSRuu5krppeyqrmcD65uZCAY5/ltnfqYLKZcViyraLn+L/HMg7D8NkVRpMRlJquq9IXTpGV1tOzy9IH5O8V7ed6ZZJJJzo729nba2tpob2/niSeeoK6ujp/+9Kfs3LmTnTt38tOf/pSGhgaeeOKJs153b28vH/7whyksLMRqtdLc3My2bdv07zVN41vf+hZlZWVYrVbWrl1LS0vLmHWMjIxw77336g+iH//4x4nFYmOW2bNnDytXrsRisVBVVcUPfvCDcWP53e9+x7Rp07BYLDQ3N/Pcc8+d9f5cLsiyTCaTweVyoWkasizT2dmpy9D/4he/AHIP2l6vd8yzU29vL8XFxeedwXrzzTe59tprL9uSxIlwu93MnDmTpUuXcssttxCJRPj973/PkSNH9BcRF2JfhoeH2bp1K88//zx+v/+8Zd4rKiro7c21wGiaRlVVFcPDwyd9MWKz2bDZbFRUVHDgwAF8Ph8dHR20t7dzxRVX6PuYTCbx+/2Ew2EkScLpdOplivkADHIvawwGw4TWFQ0NDQQCAYaHh89rHy8Ul0de7jIgkpLpCiWxmyRmlzkv6gNoRyBOnW9s3a2maXT64xS7rbhGhS7q7v05A6GTG+qaDDC1wkPnUIxIUsZlNTD4+0/r3yuKyv62QY72DGMzG7l6USMvvHWYeVPLsVlNtPvjzKryAidP9WuaxqHBOEOxND6bEa9JYprPwZuH/PhcZq6ZXaaLeJhHfcC2to8wu8aLy3rsjZPBIpHM5qT8rSaR42OF4yeRrKzQPxxjYDhGMJrEH06wvzfC3Bov+6Iid101c1wAM/aYiLT1BChw27B47BhF8EdTKKoJQchN4hoQCMcJJ2WWzK7j7aNBChwmVHLBmyAILG2u5g8b9tI3FCYQTnCwfZAD/VEqvVamVXqZN7OS0sKxgXYioxCIZ9DIUuaycOuq6Tz20m5qyry4HSf3WTseQRCYVu6iusjGm0eGaRuKs6ShAIMkIkkia+ZUsrstwPPburhhYTWikCsvTWZyZs+CIHKSCsxTIgoCBTYTslnFH8tgNop4T2IEPckkk0xyKcmXKwHcdddd/OQnP+HGG2/UP5s9ezZVVVXcf//93H777We83mAwyPLly1mzZg3PP/88Pp+PlpaWMQa7P/jBD/jJT37CL3/5S+rq6rj//vu57rrrOHDggO5fdO+999Lf38+6devIZrPcd999fPKTn+TRRx8Fcm/fr732WtauXcuDDz7I3r17+djHPobH4+GTn/wkkAsaPvShD/H973+fm2++mUcffZTbb7+dHTt2MGvWrPGDv8zJ+4SVlpaSyWRQFIV0Oo3L5UKWZQKBAABXX301Ho9H/52qqgSDQcrLy88r4PD7/ZhMJux2+7smCDsRQRBYsmQJzc3N7N+/n8cee4ympibmz59/ykyhoigEg0EURUHTNKxWK3a7XS/N6+jo4O2332bRokVMmTJlXH/euWAymTCZTHpWymQyIYoioVDopGbcDQ0N7N27l6uuuopXXnmF+fPnMzAwwG9/+1sAamtrUVWVq6++mk2bNiHLMgUFBQwNDVFbW0tPTw8VFRV6oG0ymYjH4+P86ARBYNWqVaxbt47rrrtunMLiO81Zlya+2zk+/WhzOAnEMwzF0lgNElUeyxhlwIvFs7v6WTPdh03vI8qJSby0vZPbr8gJNTz99uExaoYWo0Dwqc+d97ZlWWHj7g4UQaLQZeVQ2wBN1UXMmzp+kktkFLZ2hkBVCUWS7O2NMbvSTbHLxLy6AswTHKvd7cP0Dse5cWH1GY8pnZE52jvC/nY/GhrlhU58XjvBlEpPOM2KxiIcFgm7Zby544kc7vRzuNOPxWRgeLQE0Go24rZbWDU/V+4ZiqZ4btMh7lrbjD+WZW93mLpSBy6zEbfFgMWUyw4e6hjiJ7/ZyF/cvICEZGVmhYtS9+kDqmRWYTieocJtYTicYP3WVu5eeywdn5UV0hl5Qv+voWCMApdttEMLugJx9vZGuHq6D+doYKRpGttb/SRSMlfMKCOvPyKrGqls7pf5csVzQdM0IimZWFrBqCQpKSq4bMpb3q1cbmVCk0xyOXM294vVamXHjh1Mnz59zOcHDx5k/vz5ui/VmfD1r3+dTZs28cYbb0z4vaZplJeX87d/+7d85StfAXKlYyUlJfziF7/ggx/8IAcPHmTGjBls3bqVhQsXAvDCCy9w44030tPTQ3l5OT/72c/4xje+wcDAgN7z9PWvf52nnnqKQ4cOATm/xHg8zjPPPKNvf+nSpcydO5cHH3zwtPtyuc05g4OD9Pb2Mnv2bKLRKO3t7SQSCZYtW0Ymk2HevHnE43GeeOIJmpub9aB2cHCQVCpFaWkpZvPEnplnwjPPPMPy5ct189/3ApqmsW/fPvbs2cPChQvHlCwCdHZ2snnzZgRBwOv16gFJIpEgHo+TzWZxu92kUiluvvnmC+63l0gk6OjoYOrUqYiiSEtLC6lUipkzZ540cNy3bx9FRUW0t7djtVrJZrMsWLAAURRJpVI0NTUBuaDsf/7nf/B6vbrIy86dO3n/+9+vWxJAzjIh35cIucxs/nu/38/bb7/NDTfcQCKRePeUJl5o/t//+3/U1tZisVhYsmQJW7ZsOeXyoVCIz3zmM5SVlWE2m2lqajqndP3e/gj7+iOoqkpTkZ3GIts7EoR1+ONYjSI2swFltA9KVjQ27O5mxawyXRzi+CAs8cznCPzhs2RklbSscj6xs8EgsWJuHVPqSigtdHLdsmmkszK/W7+XSDyXfcvIKptaAvzizQ46+8PYJBGX3cqt88u5dWEFS5t844IwVdVYt6uX4Wia6+dXnXIM6YxMS/cw67e18Zt1e/jTpsMk0jI3LWvi7qtmUVddzMFAGpfdwm3zKyj1WnGcgTplKp1l6/5ublw2lWuXNvGh6+bygWvmcOuqGUQSKTr7g4SiKZ7deJCbV04no8KWthFWTfMRSSuUukyYDCLDkTQvb2nlaM8wn7n7Ct5sCzGr0k2x03xGx95qlLCbJIbjWYo8dqZUFfHYS7t57KXd/ObFXTz16n5efPsIz248SCiaHD1+Kq/vaOPVbUc53BkYLTGE6iI7K5uKWLd/iF1dYdr8uUzenLoiHFYjO1uH9NIEoyTitEhYTcdKQc8FQRBwW42UuMxEUqcpg32XcqnmnUkmmeTCMn36dL7//e+TyWT0zzKZDN///vfHBWen4+mnn2bhwoXcddddFBcXM2/ePB566CH9+/b2dgYGBli7dq3+mdvtZsmSJbz11lsAvPXWW3pvS561a9ciiiKbN2/Wl1m1atUY4YnrrruOw4cPEwwG9WWO305+mfx2TiSdThOJRMb8dzmRTqdzYlEGA/F4HL/fT319fc5aJpEgkUgAjDNr7u/vp6Sk5LzKEsPhMJqm4XK53jNBGOT+Vjc3N3P33XczODjIk08+SXd3N5qmcfjwYbZt28btt9/OXXfdxdq1a1m9ejWrVq3i+uuv58477+Tuu+9mwYIF3HbbbRfF9Nxms5HJZPR2kPr6enp7e/XPJqKhoYGOjg4WL17MoUOHcLvddHd3c/jwYXbs2KEH4x0dHbp5s8ViwWKxEAqFEEVRL08EMBgMKIqiqy2m02kSiQSKouDz+WhubmbdunWk0+kLvv9nyiUtTfztb3/Ll7/8ZR588EGWLFnCj3/8Y30ymqgfJJPJcM0111BcXMzvf/97Kioq6OzsHJPGPlNGElkyQpZwUkYUkiijKhEGUaDAbqTCbcF9gUuzYimZ7R1Bbp1fjqodU0Tc2xGk0GmhxGOj4gMPMhI79gdl6IlPE03lRCckMdecHJM1HOZzq3FWVI2BSJrhcIouf2x0vQbKS4v40RNbMThdGCwW6ovs3NpchsNqQtNU3jgc4MrpE6eTNU3juW1dVPkczKk7udGiqmrsahngYMcQTdVFzKgtorm+GH8ojkESsZgktncECcYz3Di7DNNJpOZPxoZtR1k5vw6DYXxAfd3SJh5fl1PaumXVDGxWE8/uHmD1NB/9kTQ2g4g/nGTrgW6O9IZoaqzA5vLQHpPxGEFOpVDtJjQNBEFDJN+KN/E58FiN9IVTpLIK86dVMH/aeKnUgeEob+xqJ57MksnKLJlVzRWza/nTGwcodFtzkvWihsdm5JrpPjbs6abHH6VzJMmMYgtKNovF6aLAaaGx3K2vN99fl8zm1RBFjOegXGkQBQrt56dQdTlyKeedSSaZ5MLy4IMPcsstt1BZWakrJO7ZswdBEPjTn/50Vutqa2vjZz/7GV/+8pf5h3/4B7Zu3crnP/95TCYTH/3oR/U37ycqv5WUlOjfTSQqZDAYKCgoGLNMXV3duHXkv8u/5T/Vdk7k+9//Pt/5znfOan/fKfI9YXk58ng8TiKR0Pfvn/7pn8b0O+X/riqKokuen49Ix/bt28eIf7zXMBqNrFq1imAwyL59+3jjjTdwOp26KMnJEEXxovdeFxYWEgwGKSgowGAwYDKZCAaD+Hy+CYM/q9WKy+VicHCQNWvWsHnzZqqqqqiqqqKxsZFHH32UO++8E8iVCX/nO9/B6XTS399PQ0MDnZ2dVFZWjrmeLBYLyWQSQRCw2WxomkYymdTVM61WK+vWrbuox+FUnHUg9tGPfpSPf/zjrFq16rw3/sMf/pBPfOIT3HfffUBuQn322Wd55JFH+PrXvz5u+UceeYSRkRHefPNN/QTW1tae07ZXNxROmH7MKirD8QyHh+LEMwpTi+2Un0E52ulQVI31+wdZM70YgyiwYU8HN//Dqf9IPHb/DViN42XXs4pKNKVgEAVE8czUDgFiaZmeYJLuoRhGSeCWBZWIokBfMMmWjiCzZzUw2N3HzQtqcbvsSIKAxSTyyoFhljYWTBh0aJrGizt6ThmEJdNZ9hwdpKVrmOl1PpbNqmJ3Sz+tXX6KPHZKChyEYyme2niE0mIvtQVmfvlMJ4lkBg2NaxZPoanGh3GCACtP10AIQYCaUu+E35uMBm5cMQ2jJOGwmfjDtj4EEd5uG6FjOI4aDjMcTtBUX8ptV86iusBKVsmpOWpTvPzx1X188Lp5uWCYnDClooBBmli1SxByQUwomaX0JJnW0kInt6yckfsjNap2KAq5oPGpV/fr5tzxVIanX9/PvKnlXDW7kqwGrx8eZmm9h5fePMTWw4MIAjSUucds32aSUNScBUA6q2A/TfCuqBppWUUdHUtW0U4vDPMO8V6ZdyaZZJILy+LFi2lra+PXv/71mLK+e+6556w9kFRVZeHChXzve98DYN68eezbt48HH3yQj370oxd87BeSv//7v+fLX/6y/u9IJEJV1amrU94pstkssizjcDiIx+Ok02nMZjOSJCHLMm+++SYAPp9vzDkLhUJ4vV5UVT3nTJaqqgQCAQoKJn6GeS/h9XpZuXLlpR7GGIqLi2ltbaWgoABN05g3bx5vv/02V1111UnNtBsaGti1axeLFi3C4XDgdrv1vrKGhgZ9uZdeeomvfOUreuatsbGRrVu3Ul1djaqqehAqSRJms1nfXj4gSyQSaJpGSUkJV1111TtzQCbgrAOxcDjM2rVrqamp4b777uOjH/3oORmjZTIZtm/fzt///d/rn4miyNq1a0+aen/66ae54oor+MxnPsMf//hHfD4f99xzD1/72tfO623J8RglkVKXhVKXBVlR2dETwR/L0Fx+7gIesqLywp4B1HiKig+cvrbbJMG+n74fr69ED8I0LfeQnMgqeKxGnBYJRQNFyfWXOS2nlmIdjqbZ2BJA0jTm1HqpKsxNdrG0zN6BGPNrvHhtJtJTCtm0s401C+qw2S0EomkUNWf+ezyJtMy+zhFa+yNMr/KcNAjr9UfYsL2dRdPLufuqmWzc3cGAP8zaxY1jeqQC0TT+jESRUWbXkT6aanyUeB0MhxO8ur2NXUf6mTe1nBn1JeO2oaoqb+xs546rZo35rHsojEES8TisRBNp+gMROoeivHQggNdm5IMr6hFFgT37Brlr5VQaKsfug0HKBSMpzcDCWTX84ZV9LJpZTZnPhTaqpphRclnNvEqlQTwmd28xSmRiaVRNO+m1o2m58lS9TFXVAIFFs+tYt60Dm8VILJFh1cJGfB4bigqCrFJdaGNXd4SlzdUc7vSzt2OYYCzNwilj325Jo4F6LKUQSao4rQZ9LHmftoyc274ogtkgYjLkpPBtBhHBfnkIdrzX551JJpnk3LHb7brIxflQVlbGjBkzxnw2ffp0XX2xtLQUQPcsyjM4OMjcuXP1ZYaGhsasQ5ZlRkZG9N+XlpYyODg4Zpn8v0+3TP77EzGbzefVQ3UxSSaTqKqK3W4nFAqRyWSorKzUv4/H4wD85Cc/GSMUMTw8rGfNzjWI6uzsZPr06ZNz9SXCbDYjy7JenlhQUIDD4WBoaIiSkpIJr1mz2Yzb7aanp4cVK1bwxBNP6L5vBQUFPP/889xwww1A7roIhUJ6wCbLsl6aePw5PzH7lg/G8j2kJ5o/v5OcdSD21FNP4ff7+d///V9++ctf8u1vf5u1a9fy8Y9//KzqTAOBAIqiTJh6z7/VOpG2tjY2bNjAvffey3PPPUdrayuf/vSnyWazfPvb357wN+l0ekzt59nUTRskkcU1HtqHE2xqC7KsznvGAggf/Kc/8se3O0+73O1Lq/nN/beP+UzTNKIpBZspl0aPp2UC8QwWo4TZINIdzHl/WYw5uXZRgFha0T2gjkdVVfZ1hzkyGGV5UxFFTqueUYuls2zvjrCkxoPXZkQSwWkxc0VzFc9uPIQgCOzpT9JYaOI3XT3MbSpn9pQyuvwxXt/fz+Ipxdy9ov6khs2dAyHe3NtFmdfGurePcKQrQGNlIbMaStl2sIdMVsFokHDZzbzRFqbIkEWwmvjIjQtw2s3H7YOGz2unrXeERDrLvKZyRiJJev1hOvqC7GsbwGw0sGFrKzaLCUGA3qEIVSW5DFE4nsJuMRFIC3SEVe5Y0cCsUgeHO/wcHozy8Zvn4XNOrJpjlAQMokhtWQE+r5MDbQPsOtIHoz5bc5vKKS50kkpnGQhEKPI6sFnNmAwCJknAaTYQS8u4LOPvi1xwrZFIK5gMArZRgQ1BEPDa3EwpdxMIJTAZRSxmM4qqYRAFLFYD82s9vLBnAKPNRpHHRjSeJpHK8tRbbVw7vwqb2Yiq5q4jjZwfWyytMBzNIkkCRlEgM+rTZh+V/Z+IM29zv7j8Oc07k0wyydnR0tLCK6+8wtDQ0Jj+EOCszN6XL1/O4cOHx3x25MgRXaWxrq6O0tJS1q9frwdekUiEzZs386lPfQqAK664glAoxPbt21mwYAEAGzZsQFVVlixZoi/zjW98g2w2q89d69atY+rUqbpC4xVXXMH69et1b638MucrK34pyCsmWiwW/H4//f39rF27Vn84z8+VXq93TKVSNBqloaHhvLzgWlpaWLp06Xs+G3Y5U1BQoJcnAsycOZPXX3+dG264QS89PZHa2lr27NlDRUUFjY2NHDlyRLc6OL6s95prrmHdunU4HA6SySR1dXXs37+fWbNmndZnUBAErFYr8Xh83LzxTnJOPWI+n48vf/nLfPnLX2bHjh3893//N3/xF3+Bw+Hgwx/+MJ/+9KeZMmXKhR6r7iX085//HEmSWLBgAb29vfzrv/7rSR+ILkTddF2hDaMk8FZHLhjLZxS+9vMN/OSP+856ff/6saVctaiRjsEoN0ygLpiWtZwUOTAUTaOoGlUeK+Low7LDJDEYy6CqudI9j9WIxSDpvWSikFPQkxWNfd0hLEaJubWF2M0msoo6um6VAwMxrpxSgMM89jIo9jr40HVzGQinKO2LcuV0H6qq8sJbR9jbOYLNbuOu5fUTqiYCjESSvLm3C0XVsBolth/qZemsKj75viUIAoRiKVRVw2w0kMpkeX53P/Oq3FwxvRSTcfwluWZhPb/fsI/yIicj4QS/W78HDTCKIg6biYaKQu5e20wiJZNIZ5EVhdXz6/UbsGckwUv7hkhkZK6ZXc68ag8AhR47tr7oSYOwPIIgYDYKmI1mVsw5JpucTGXZvK+Twx1DGA0iRR472/Z1EI6lWNJcS0mRG6vRwFA0jdNs0M2q8+cnmVFRNQ23zTAuwM+P3ec9eWnNwjovm9tGuHpGFQeO9tPnj7BoeiVPbmpnVXM5NqtZ92IDsBhznmOyoiII4LWd3Oj6cuTPbd6ZZJJJTs9DDz3Epz71KYqKiigtLR0nU302gdiXvvQlli1bxve+9z3uvvtutmzZws9//nN+/vOf6+v74he/yD//8z8zZcoUXb6+vLxcl8mfPn06119/PZ/4xCd48MEHyWazfPazn+WDH/wg5eXlANxzzz185zvf4eMf/zhf+9rX2LdvH//2b//Gj370I30sX/jCF1i9ejX/9//+X2666SYee+wxtm3bpo/l3UQ6ndbV6+LxuO7Rlg/E8kIryWQSh8OBIAikUinMZvNJH9TPhEwmg81mw+l0XsjdmeQsObE80ev1UlJSQk9PD5WVlZjN5nEBk8ViwWazEQgEmD17Nn/84x/1QMxms/Htb39b/xtbVVVFIBAgFotRX1/Pxo0bmT17Noqi6BL9JyPfQ5a3T7gUnJdYR94nY926dUiSxI033sjevXuZMWMGP/jBD/jSl7500t8WFRUhSdJZpd7LysowGo1j0o3Tp09nYGCATCYzRoEoz7nWTff19dHwid+P+1wQhLNSLVzRXM5z371T7/8RBIHOwShbjgxy4+JaIikZRdNwmAyYDCJZJWfOazEK9IRSuCyGcaIhBkmkYrRvLWdCnSGRUShxmlHUXF9TMJZh0+EhFtQVYDQbKHWZySoaZoOIpmm83RFiQbV7XBB2PDs7gqxoytXliqLIgpnVPPL8PmrkDE+/FmX1gnqKvQ4AMlmF1p5h9rf7MRklls6sZF9rPzuPDPL+q5vHlP3lfwOwuyvN/CklzB0NjiZCFEXuurqZ1u5hdh7pQxAEygudlBY6cdrNFHnsOWM/uzQmk5Y3gu4NJmnwOVg5tWhMwHNoKE59wbn7R1gtRq5c2Kj3eBlEmNNUTiYrj6ofDtJUU0JaExkUwG4xkhktQ1RUlZFghEF/GMhdFyORBIlUhvnTKpnZMPE9cDxFTjMCMBhKUV9djGQw0tob4ur51Ww+NMh18yvGCJ4IgoDdLKFpIqmsSiKjYTef+o3R5ch7ed6ZZJJJzo5//ud/5rvf/S5f+9rXzntdixYt4sknn+Tv//7veeCBB6irq+PHP/4x9957r77MV7/6VeLxOJ/85CcJhUKsWLGCF154QZfHBvj1r3/NZz/7Wa6++mpEUeTOO+/kJz/5if692+3mpZde4jOf+QwLFiygqKiIb33rW2PKK5ctW8ajjz7KN7/5Tf7hH/6BKVOm8NRTT521h1g6nT5tZuBio2ka2WyWeDxOIBBg9erVQO4l13/913/pz1TZbHZMWWJhYSGqqp6zol9nZyc+n+9d9zfuvcaJ5YmiKNLY2Mgrr7xCVVXVSQOmyspK2tvbKS4upqioiN7eXr0l4Y477tADsXnz5umefV6vF5PJRCQSwW63n9G1f7JetXeKsw7EstksTz/9NP/93//NSy+9xOzZs/niF7/IPffco6eUn3zyST72sY+d8oHIZDKxYMEC1q9fr79JUlWV9evX89nPfnbC3yxfvpxHH310zBuSI0eOUFZWNuHDEJy6bvpEr64zYaIgrNhl5om/vYWFC8vJKip7ukK0DcVZXF9IdZF1zAmOJDJsPDDA8uZyomkZq1HCKIoMxdJIgoCmgckgMJJQ9PLDUyEIAiVOM9GUTFcwiUkUeOuwH7fNyIrpxaSVnHJeayCBxSCSUVR6RxI0FtoQVG3CizSTVQhE0xgkUfeuUlWNDXv6+ezt83BajXQOhHjoqa3MaiglkZYxSCJ15V5uXt6EJAo888ZBhsMJls+pHdd7lacvlGQwkuaamadX7REEgSnVRUypnli58UT80TSb20ZAg0V1Bcyuco/5fiCaxiiJF0QVUBAEJEFDUUESNUxGA9deMZU+f4T+QIR4RmFwRMRpNuIfjpBMZ3A7rZQWuZjaUIYB0NAocFkxSCIvvHmYaCLN0uaa0257QZ2XA70RVhX6aG7w8dr2NvqHRphbX8C6nT3csqR2wvFaTRIZOVeims/wmg0CxrNUqnyneC/NO5NMMsmFIxgMctddd12w9d18883cfPPNJ/1eEAQeeOABHnjggZMuU1BQoJs3n4zZs2ef1K8sz1133XVB9i2RSGCxWC5Jn5SqqsTjcRwOB4ODgzgcDl2QQ9M03R7AYrGMeSAeHh5m6tSp+oP7uWzX7/czb968C7czk5wzRUVFDA8P66Ibbreb6upqOjo6qKmpQZLGt9a43W40TSMcDrNgwQJee+01PRDzeDxUV1fT1dVFMpnE6/USiUTQNI3Kykr27t3LsmXLxoh2nIrjX6S805x1IFZWVoaqqnzoQx9iy5Ytep308axZs+aMpJ2//OUv89GPfpSFCxeyePFifvzjHxOPx3U1s4985CNUVFTw/e9/H4BPfepT/Md//Adf+MIX+NznPkdLSwvf+973+PznP3+2u0Hx+x9EMJ7+wBe7zLz1f2/RSwoAAvEMu3oiTC22U+mx6BePqmo8t6ufxhIn71tYMa53SlFVXtzZw/ypxZR7rZiO+95qlBiJZzAYBMwGEa/NdFaGvE6LAbtZ4tkdvUyr9uCxmTCIAu3BJC6LkRX1XkRg3e5efCYRQVF58+AgkWRmVJL92LqMksi+vigNPhtH+60YDSKt/RFmVHnoGgiyp3UAj8PKlQvrOXB0kJtXTCcYSTASSfDoCzvZeaiPGfUlzJtWztJZExs7JzIyW9pGuHF22QV/ExFKZHnjyDCioDGj3EVT6diyhLSs0hVMsaDywpn2iaKAquYyY6AhClBS6MTjsueyT1mZcrcZURybdVFUjURGzQVBUq4/7Ibl03h5cwtHOv001fhOud0Sl4W93RFaBmNMK3Ny5YJ6/vDKPiRBwGk1sq1laJyARx6TQcyJweT0QUhmVNJKrjfxXIVpLhbvlXlnkkkmubDcddddvPTSS/zN3/zNpR7KZYnZbMZqtZJK5XxCTSbTacu1LhSaphGJ5PxarVYr7e3tXHnllfp3cEyo48Ybb9QDNFVVdbn7c+0P6+rq0vd9kktPcXExhw4doqioCE3TMJlM1NfXs379eurq6sb5x0HupUdxcTH9/f1Mnz4dURQZGRnRFTAff/xxli5dCsCPfvQjPvjBD+L3+5k+fTp/+tOfyGazSFKuBeN0z5nvqozYj370I+66665TRo8ej4f29vbTrusDH/gAfr+fb33rWwwMDDB37lxeeOEFvZG+q6trzJuQqqoqXnzxRb70pS8xe/ZsKioq+MIXvnDeJQlLpvl49f9+6IyXL7KbWN1YQKs/zoYjw5gNImaDSMtAhDK3lXKvZdxJjaVltrcNU1ZgY3r52OxMRlZJZVWKnKbzegD2h1OYDSIzylwkMgqbO4I0lTiocFtIZxWeeKuDeQ2FTK3wnHI90WQWiz3AssYCDveER/uYjAz5gxgkibuumqUHmZVFLvYfHcBuNbLv6CCVJW5+8PkbsFlPng1QVY1XD/pZMaXorL3CTkckmeWpnb1YJIk1M3yUuMZfp+0jSaYU2c4q0D0T8oIXqqqSlnOKhAZRwGOT0JIaiayKwzx2fyVRwGHOlQqmZU0PyFbMrePp1/efNhADuGq6j40tAUKJDEvqC7h99Uw27+9mYCBISjPQ649y/cJqzKbx5R2iIMDoYbCbJbKKSjytAhomSUQ9D/PwC8l7cd6ZZJJJzp/Gxkbuv/9+3n77bZqbm8c9zE2+MMmV99tsNhRFIZPJkE6nsVqtF7VHOG/ULAgC6XSaAwcOMH36dBwOh/69IAjIcs4i5a/+6q9wOp0IgkAkEsHpdE74cH4myLJMZ2fnu1LY5L1K/jzmA+z8NTlt2jQ2bdrE0qVLJywRLC4uZmhoiGQyybJly9i4cSO33norkOsbz/Pwww/zyU9+UvffKyoqYseOHSxevPiSl+aeDkE7m4Yn4GMf+xj/9m//Nq75MR6P87nPfY5HHnnkgg7wQhOJRHC73YTDYVwuF5qW69nJyBoZRcVmks46OMgqCnu6InQHk8yodBFLK8TSMoqq4bYaMBtEVFnlQHuAu1c2jLkg0tlcT9jpPJ7OhCe3dLG2uYxIWuHQUIyFVW7cViOyovKHtzq4YmoxVT7HadfzysEhZpS7KBntQwvHUry05ShN1YXMaRzfRxOOpfjT6we47oqp+Ly5mtxgPEsglqa2yI5ptC+tP5yidyRJfzjFlBIH08svXEYKYCia4hdvdNJc6ebqGcUTnkdZ1djZG2HRCaWK54uq5cQ3MrKKRk4G3mIU9WBPVlQGomkqPSd/O5eTk9dy0vEmkec2HmTxrGp83tOfM4Bt7UEkUWBejQeAYCRJS7efrUf8tPWHeP/KJpbOqjyj60zVNLKyRiAYorKkUL9fLhXvtXlnkkkmOTlnc7+caIx8PIIg0NbWdqGH967gVMdQURTS6fRFk+zOB2Fms5loNMozzzyje0LlZetlWUYQBN0X6rnnnqO6uhq73U5bWxterxebzXZOJWMtLS2kUimam5sv6H5Ncn4MDQ2RyWSoqKhAVVW9bLW1tZVgMMiKFSuwWMYnMg4dOoTNZqO6upoXXniBOXPm6PYRO3fu5LbbbgNg//79HD16lIaGBiRJYt26daxcuRKn03naPrBL+Tf6rAMxSZLo7+8f58YdCAQoLS3V325cruQPdntfAJfTBUIuk2EyCBgkkVhSxiDlRA3O5IFV0zR6gim2t41wy/zynOGvphFJyQSTGaIphaFwii1H/Cxo8jGvyo3PkcsW5VXzbKazD8IUVWMgkqYrmCSjqAyGkgxHM0yvdOOyGJhT4UISBdJZhWe3djGnrpCGstNfXNFUltcPBbhpbhnxZIYdh/vpG46yZn4dxV47bT3DqJqGz+tAVlQCoThb93dz/fJphNMqPSNJwsksXrsJr83I0aE4BQ4TI7EMJW4zNYV2ipwmjCeRvD9XBsJJfrqhjb9YVs2UkpMrJHWMJDEbRMpc59+/k/cAS2ZUFE3DahQxG09e1tcbSlLsNJ923zNyztsrFk+w63Av1y+bdsbjeXHvIHOq3ZSdEPD1+mP894t7yWayfOT6ZurLPGd0zV0uAcR7Zd651MdxkkneDUzeL+fP6Y5hMpnEaDRe8DLF44Mwg8HAkSNH2LFjB4sWLcLn8x17Aa4o+P1+lixZgiRJPPnkkzQ3NyNJEjt27KC5uVkvYTsbZFnm9ddf58orr3xXqQL/OaAoCvv27WPOnDm6cEcoFMLj8XDkyBG6urpYuXIlZrN5zLkbHh6mv7+fadOmkUgkWLduHXfeeSeQE2RZtWoVmqbhdDr53e9+hyiKNDQ08NZbb6EoCqtWrQI4Za/YpZxzzvgOzDfBaZpGNBod85ZCURSee+65cQ9JlzNmg4DTKo17KHbbDCQzKqGEjMs6Xlb8ePKZn7dbAqydVUI4mUXRNBIZBafZQLXXRiyZZfehfj5/XRMGg8SunghtgSTlLjMemxGLUSCUlHFZTr4tTdPoj6TpCaWIZxTyixU7zMypcNETiBMcSfDxlbV6FkjTNHa3D7O3c4SVM0qpKT4z+dZt7UFmlNn5w2sH0DSY01jCijnVaJrG+i2tKKqK12XlcKcfo0GiyGPnttUz2NIZwWs3Mqfag+c48+eZFS780TQFdtNJ/cbOl3ha5r9e7+RjK2upLTq53LuqaQzGMiyqOr+bTNNyfV2prIpJErCZxTMKLD02IyOJLCXOUweBJoOIKGqADUUTSaWzWMynL88QBIE10308t2eAa2aW4LAcu70rfA6+ce9S9rT5efiZXRR5nVSWeHBYDNQUO2koc2M9hYLmpeK9Nu9MMskkk7yTnOxdu9lsJplMTiiScD7bSiaTY/rQWlpaqKqqIpVKjRHpEASBa665BjjWEwa5QEoUxXNWS+zu7qawsHAyCLsMkSQJu92O3+/H58vZItlsNmKxGNOmTSMYDOoeYJIk6Vksj8dDX18fu3fvprGxEa/XS3d3N1VVVRQXF3PffffxyCOPEI1GcTgcRCIRUqkUs2bNYtOmTYRCIVwu1xn1il0KzvjJy+PJvUEXBIGmpqZx3wuC8K7yzdnaHkTqzZkIVhZY8UfTRJIy5V4Li+oKMBoEQgk51/9lFDCMGu3myZWRqbxyYIhFDQUksgpuqxFJFCi053q9NE3jua2d3LCwBvuooe+SWg/94RTdwRSt/z975x0eR3nu7Xtmey/qXXKVe29gY1NNJwRIOyGEEAgJJAFyEuCcACFfEkhySCWd5KScACEOLXEoxmCbYoyNca+Srd7LFm3fnff7Y6y1ZMm2JGRJtue+Ll2Wpr473n13fvM8z+9pC6HXydiMOjojCeYWuvBYe088/kiCD+oCZNqMTMmx4+hxc60ogi2V7XSE4lw1vxDdEcOIPbWdbD/cwaR8F59cNh7dAAVQMJogGE7wbl0TF8wbR46325o+yYsb9jKpOJOZE/P67PduZTtZDlMfZ0I4UmzZT53WcBFLpHjq3VoWjvOcUIQBtHTFybIZPlQdXjSRIhRTsBplvLbBWZ7ajHp84QTRROqkbph6WcJmkplQ6GXn4TbmTMxVjTVOgsmgY0V5Fmv3tBxJ/3SkxyhJErPGZzO9NJNX3j1AhstIeVkOh5uD/HtLNfFECq/DzLhcJ2W5zlMmnAfDmTbvaGhoDD91dXW8+OKL1NTUpHtSdfOjH/1olEY1Nnjttde49NJL0yKoG1mWMRgMRCIRLBbLsNygRqNR9Hp9WkAFAgFSqRQ2mw1ZltHpdAghUBQlXQsG4HQ6MRqNSJJEe3t7ut/UYMWUoijU1tZqtWFjmLKyMnbs2JH+PzcajUSjUaLRKIsXL+bFF18kMzOTgoKCdHsYnU5HKpXi4MGDVFRUkJ2dzZYtWygqKsJisXDVVVelyxPeeOMN5s6dS1tbG0VFRQgh2L9/P/Pnzx+wg+JIM2Ah9sYbbyCE4IILLuAf//hHukM2qC48JSUlvZwFxzorytUQeSyRot4XZXy2HbtZz4GmIP/c1sjsYhdFHgtJRU0hTKYEkgR6nYQsSUhIvHOglXyvBZNBJstuQgApRU0blGTYtL+ZifluMnoIkVhCwWk2sKCkdwO7SCLF+7V+MqwGynPUhoYVrSHq/VHm99Pvq6EjzFv7Wpha6GbBhAz84TjvHWilLRBlUr6Ljy0dN2gr8q2HO+lsa+fcaQVpERaJJXh+3W7OmVlCSZ4nva0QgpZAjF31AaxGXb8i7FSTTCn8c1sjZqOO8yZlpk1PkimBLHebZ0gIBDJQ0xFlVkH/9VaKov7/Hiu2EymBIlQ/i0g8hU4nDVqA9STHYaLeH6XYc/IvPkmSmFScwT837CHLbSM3w45JL510P4/NyFWz89hW42PN7hYunJrdK9qq08lcds5k1r1/iB0HGlg2p4zZ41Qno/ZglIoGP+9XtOJ1mJhTMrqNMM+0eUdDQ2N4Wbt2LVdffTXjxo1j3759TJ8+naqqKoQQzJ07d7SHN+rMmzePDRs2oCgKOTk5WCwW9Ho948aNw2g0IssyoVAIi8XyoW5SY7EYkiT1SiXcvn17en7ubuCcSqX6CKy77747XRvU1tZGSUnJkL5jm5qaMJlMQ+47pnHq0el0TJw4kf379zN9+nSEEDidTjo7OzEYDFx22WW8+OKLBINBJk+enO4xduDAASZPnkxZWRl79+6loqIi7aDoch29/3z44Yd56aWXiMVixONxli1bxu9//3vmzp2rthoag0Js0DVi1dXVFBcXj8nw3kAYSB5oOJ5kX0OQmo4I3UGIlCLIdZko8tpxW/Ucbguxuz7AORMzcVkMCKE2bNbJEklFvaHdU93BRbPVprqSJJFIKUQTAvtxjDmEEOxvCdEeimPUyygpBbdJT57HihCqCDToJCqbghxoDHDB9Fw+qPFR3xFhe1U7l87KZ/mUbCRJosEX4UBTFxNz7OS7+xY/HksknuKnL2zjgmm5LJyqFlIerG3nvV21XLRoAnmZR69VShG8trsZh9nA1AIHbuuH68WlmqUoiCM26gZZQq87KjiSKYVIXEHuruWTJVKK4H/frMZu1rN0YiYOix69LGEyyOhltR9bQlHf2jLQElLr9bLtRmTpiHW7LKEICMdTyIDS6z9DHYvxiPAWqP3dhqO2zRdJkEwJMu0Du27RWIJVr+3g6vNnIMs61V5+gI6Plc1dHGju4uJp2f1GuF7fXEGGy8qsSX3FTFVzgDXvHeS2q+ePeq3G2TDvaGhoqAzm87Jw4UIuu+wyHn74YRwOB9u3byc7O5v/+I//4NJLL+WLX/ziCI16bHHsNUwmk2mzhEAgQEtLCxdeeCGSJKEoSrpmbLA1WaD2eUwkEr0iay0tLWzdupWSkhIikQjFxcW43e50elgoFGLq1Kno9Xr++Mc/Mn78ePLz89m6dSszZ85EkqRB1a8JIXjvvfeYPn16n+ifxtjj8OHDOByOdNPuVCpFOBzG7XajKAobNmwgFAqxcOFCgsEghw8fpqCgAJPJRElJCU8++SRCCG688Ua6uro4fPgwV1xxBQAbN24kEAjgdDrJzc3lH//4BwUFBcyfPz8deT2WMV8jtmPHDqZPn44sy/j9fnbu3HncbWfOnDlsgxstrEY9c0s9zC09GgFKpRTqOqNUtgapbY+wrcbH4vFemv1RdBLkuMy9HPL+uauBKxaWEk8KQvEkyZQgmVJFWDgOOlm1Dk8pIh1t08kSEzKteKx6OkMJDjdG8MsxfKE488Z5iSUUdlT7CUaTzB2XweodTRS6zYh4nG9+ZBr7mrpYv78Nj9VAcyDGvFI3h1pCbDncSXGGlSn5jn5T4oQQ/OOtgxS4TSycWkBrZ4hXNu5nQnEmN1w0o1d9UkoRrNndTHme46SpgCcjqQhC0RSKEJgNqrjoTvlMxgQCQKjXxWKUUYQanaxqC/HvHc1ML3RyybQsjPq+r0mSwHTk/0MIQUMgxux8BwadnBZ+cbXpF26LfsDCZjhwmfXU+qIkU8qA0v/MJgMrFkzgX+t3cfGSyQjMvfqOnYjxOXb0Ool/bW/CqJNwW424rAZcFgNeu4EV88bx97U7yctykn2MO2NpjpPrlo7ntg/1aofO2TbvaGhoDJ69e/fy1FNPAaDX64lEItjtdr797W9zzTXXnLVC7Fj0en2v7IGdO3eyefNmFi5cmLYSj0ajhEKh9PdKdw+m7jqy/r5vkskk8Xgcq9WaXh+Px3nnnXdYsWIF9fX1SJKE3W5HlmVkWXVR7k4ftNvt2O12HA5HOhUtlUphMg3OUCsSiRCJRDQRdppQWFjInj17yMzMTL/PZFkmHo9jMBhYsWIFzc3N7Ny5k1QqxbJly2hpaQGgq6uLj33sY9x7772sXLmS7OzsXu+X66+/nr/+9a90dnaSlZXFZZddxi9+8QvmzZs3Jq3sByTEZs+eTVNTE9nZ2cyePRvpSP3TsUiSNOTme2OZlCJQkCjOsGA1ytS1h/nihePIdprxhxPUdUbYUtWJzaRneoGT7RUtLJiUjdtuRAhBKKZg0oPZoEZgFAVSQpBMKehkCbNRRghVmITjCkoSKhsCLBjvxWszsmpjNS9uqmJykYdZJV5ml7p4/v0GDCJFV0ji/FmF6PU65pd5OdwaIhhNcvE0NTKWYTehKILq9jDr97WSSKn/b5IERp1MLKlQ3+Ln9Q9q+NI1s2lo7+L1TQf4yIpp2K19J8L1+1uZlPPhRJh6TVIkUgK7ua9hSn/EkwqVLV3sbQhQ0xHhYwvyGZc9MFv39nACl1mfPo8q7EYvPC1JEpk2I22hOLkDrJ8rzHZxxbKpvLJxP+MKvEybUEAipQzIcbMk00ZJpo1kSsEfSeALJ2gORNnXGCAQSTK9vJhXNx5g+oRcTAY9RoMOg15Htsc2qnViZ/u8o6GhcXJsNlu6LiwvL4/KykqmTZsGqK6qGv0zY8YM3nrrLd577z3mzZuHTqdLpw8C6VquVCpFIpFI38Dq9fr0jXMsFks3a+7+HkokEqxfv54FCxakTTecTicmkyk9hwsh8Pv9AFit1vS5e0YjBnuz3Nzc3KuvlMbYxmAwYDabCQaD6f5xNpstHckCtYdYTk4OiUQCSZLIzc2lqqqKjo4OSkpKuOmmm/j5z3/OAw88wPjx47nssst46aWXqK+vx2w2k0gkaG9vJycnh/Hjx7NlyxYWLlw4pKjvqWRAQuzw4cPpN/hAGqaeDjR0RjCYbVS2dFHdHqY8z8G4LFufD39KUWuE9DIEo0nW72tl3ngvpRk2ZFnCbtJT4FGtwjtDcdbubGRvvZ+YrKeqM0pKSFgMMlaTDodZz4QcOyZD/ze3BiHY3eRnb72fFdNykIAnNxxiapGbxZOy2FLRyt66Tp58u4pzJ2Zw3rR83DYTQgi6oinC8QSKAH84wb6GYNqpUJIkXFYjC8dlYNTLGHUSOhkSKUFnIMIHuw7z4KcW4LQY+NGqzXz+8ln9irDKli4sBh3jsvsXYT1vko+9jkII4ilBNK6QUgQWo3zSFgEpRa1Dq++M8G5lOzazgRynic8uLcFrG9gHSQjB4Y4Is/JGt9bpWKxGHR3hOPGUgnGAYsdlN3PDRTN5Y3MFW/fWMHdKEUlFYBiAiQeAXieTYTeRYT/6f5tMKazb10ZBST4mg0Q8kaQrEiMWT/HmB4e5aH7xkF7fcHAmzjsaGhrDy+LFi3nrrbeYMmUKl19+OV/72tfYuXMnzz77LIsXLx7t4Y1pzj33XA4ePMjq1auZMWMGGRkZ6ZtiSZKQZblXemC3u2E8HkcIgV6vTwuseDzO5s2baW9vZ9q0aRQUFNDW1pYWYz2/64PBIKDW+a5YsQIhBDqdDr/fj9frHbRJhxCClpYWrW/YaUZRURFVVVVMnToVUCOwOp2OZDKJ0WhEUZT0ezAWi2EymbBYLCSTSaLRKLNnz2br1q089dRT3HjjjXz3u9/lpZdeAuCuu+7ixz/+MfX19WRmZnLVVVfx85//nPLycjIyMsZUVGxAQqykpKTf309nmvwRqgKtjM+yceHUbHbV+VndEOTiadmYjqTv9RRhQsDre1qYUeKmyGPpN5UtFImTiMa575pp6HUyHaGEWjsmQyKl0NkVZ/X2JnJdJuYUu9PnAdUs4uXtDWTaTVy3qBhZlvjTGwfJ9Niw20zYrQaKcl18UNXJnZdOwmMzYTOp+0uShMOip8kXZWedn5lFTjq64tS0h4mlFHSSRGmWjfFZaupANKGQVASdwSj/eGM3NpuFvftrQZK4/cpZ7GmJkuGKkdWj11YknmJXXYArZvVt6AwQiqWIJhRkifQ1U4TAaJBBqOc06tX+bHqd+lQsGFXtah3mo+YXKUVQ0xHmUGuIaCKFoqii+aKpOZRkWbGcxG3wWLqjYYNt0j0SZNqMtHXFyXcN3FVSkiTOXzCBdVsq2bavjumTCtHLQw+163UyF07N4oNqHy3RJOdNzk4fa3yhl39t2DGk4w4HZ+K8o6GhMbz86Ec/oqurC1AL9bu6uvjb3/7GxIkTz3rHxJPR7UZbUFBAZWUlNTU1+Hw+cnNzmTZtGnZ776wTWZb7jSYIIXjjjTeYPHky5557bnp5PB5Hr9f3ekirKEp6m26jhe71wWCQgoKCQRsqpFIpOjo6TlmDao1Tg9VqTTcX704ttNvt+Hy+dC+xbqdDg8FAPB4nNzeXffv2EQ6HsVgsXHfddfzpT3/i6aefRq/X43Q6CQQCvPvuu+h0Oux2O62treTk5PCxj32Md955h4svvrjfxtGjxaAbBz3yyCPk5OTwuc99rtfyP/zhD7S2tnLvvfcO2+BOJXNLvb0K8uaXeanvjLCxsoMV5VkoPUSYJElsqmzHbTOSYTNiNfa9bI0dITbsbOC6peMx6HXEEgpmgy4tlgBynGYm5zmoaQ/z0o4mSjNtTCt0opMkXt7WQFmOnSkFqvvLrupOajpjXD6/mIrmLl7a0YTXbmJWiYea9ggHm0OEYqqQMRl0mPQygUiCy2fmYtTLlGUKfF1Rmtq7aPWF2Xuoi1e2hBBCQpYlDla30tjqRzFZuG7xOC5cWILbrj7ZKsxO8fqeFgq9VmYUOvGFE7x9sJ0lE7z9pqrFEgqJlILHqqOtK0FFSxf+I73RYklV9Ck9JmIh1NTIbifIbkEmSeq6bKcRGUgkFPLcFi6bkTOkFLl0NCx/bEXDujEbdKSUOIoQg7LUlySJFfPH88ya7UybkE8ipZqYDBVJkphb6mFPfYC1e1q4YEo2siyRl+lk0YyiIR93ODlT5h0NDY3hZdy4cenfbTYbv/71r0dxNKcnNpstXWcrhKChoYHXX3+duXPnUlhYeNL9N2/eTEFBAaWlpb2WCyGIRqN4PJ5ex+62rS8qKiIrKysdVVMUtW57sBGx1tbW9Dk0Ti/y8/NpaGigrKwMIF0rlkwm09HY7rTYblHmcDjo6OggIyMDl8vFvHnzyM7OZuLEiQQCAb797W8D8Itf/ILbb7+dmpoavF4vxcXFVFRUsGnTJs455xwMBsOYEGODdk0sLS3lySef5Jxzzum1fNOmTXziE58Y8ylEJ3NGWb+vlXFZNnLdlrQI29cQYNOhDq5bUIC9n8a69e0h1m2v56PnjsNi0h9xR1SwnyD1TgjB/qYuttf4aOwIMbfUy9wyLylF4A/HefyV/XzhoklUtoYw6CTmlXpwWvqeu9tiPRJPYTfraensYuv+RnzBCKmUQqbHikEns/tQCyaD/oh7Y4q5k/PBZMVlNRJJpKhsCZHrtlCea8dlNWDUSeyqD1DR0oXXZmR6gatXhKybRErBH07SHIhyuC1MlsPIxBw7Huvg3+BCCA61hNhR52d+qYdC74frbdLaFccXSTAxa+wW77aH4pj0cp/2BANhx8EGhIBxxdlYDLoB9Rk7GRXNah3e+VOzsZv0Y8bt70yfdzQ0NI4y1M9LV1dX+ma+m7P18/Zh55xEIsFrr71GWVkZkydP7ve7uK2tjV27dqHX61m6dGmvdYqi0NLSQmVlJZMmTSIrK4v6+noSiQTnnXceJpOJL33pS8yYMYNx48ZRUFDAwYMHmTBhAmbzwLNEhBBs3bqV4uJirUbsNEQIwbZt29J14EDaet7hcPRpeRCNRtHpdHzwwQcsWrQISZKIxWK8+OKL3HDDDTQ0NKRTkiVJYuPGjUQiESRJoqioiHg8zttvv01GRgazZs1KG9GMedfEnjQ1NZGX17epb1ZWFo2NjcMyqNFCCMHCcV7+vaOJq2abAJl3DrRR1xnhhgWFWPu5Wa5uDvLO3iauWzoOs1FPShFE4goO84nrnyRJQi+BSCQpzrKxqyHIxkOdWIwyJgnmlHrZ3RBg2aRMPCeoh5IkNRqiKApr3qsgnkwxuSiDLXtClOW50etlzEY9X/zoIkw9Inm+cJw397dxzqRMJEkVeodau9hW40tHqIq8Vs6dmInVqEcnS0TiKWRJQj7i+BiOp2gJxNjbGGBCtp3LZ+YMOLITiafYfLiDQCSJ+0gT67ZgjAKPhatm531okwghBFWdEWaP0WhYN3aTns5wfEhCbHJJNi+s382MCXlEkwrRRLfF/sndFI/HhBw7XpuR13Y1MyXfSY5lUM9pThln8ryjoaExdA4fPsydd97JunXriEaj6eXdT9E1I5+hYTAYWLlyJVu3buXFF1+krKwMIQQ+n4+uri6EEDgcjnRtWU+6I2GKoiCEwGq10t7eTiAQ4PLLLwfUaFgsFsPj8WC1WtMmDYNNS1QUhcOHD2s9405TJEnC7XanI1yg1g52v8e6e39139MYDAYURcFsNuPz+fB4PJhMJhwOB21tbeTl5fHwww/z0EMPIYTg5z//OV/96lepq6sjOzsbs9mMTqfDZDJRW1tLcXHxqPcWG/TdX1FREW+//XY6jNjN22+/fVo1Vj3Y4GNeD9UrhCClgEEvM6/UzTsH20mkBA6zngum5fQrwqqaA2za38J1547DaNChKKob4IkiYU3tQd7bU09DMMHk4kzKcp2kBFx5pN/YexWtvLmvlZmlHhaOy+jViPd4BEIxXnxzH0tnFVPb5GPPoWauWT61X8ON7tf61v52lk3OTI9TliUm5DiYkKMKl3hS4VBriM2HOzDpZablu/DajSQVQSqpphp2hOJUtnaxcnrOoPprHWzqYk9DgAVlHnJdZnzhBCkhOHfi8BVQth3jlDhWMeqkIz3UBl/nZTKqDoehSByHzYQiBPGkoCumoJclDHoJnTR49ymv3cgVs/PYUx9g9YGmQe17qjhT5h0NDY3h5dOf/jRCCP7whz+Qk5MzJlKNzhRkWWb+/PnMnj2bqqoqDAYDZWVlaUOP/uiOYASDQfR6fbrO5+DBg8yYMSMtjK+77jp0Oh1msxm73U5zczMej2dQaYlCCNra2sac+YLG4MjPz+fgwYNpISZJEiaTiVgs1qeWy2AwEIlEyM3Npb6+HrfbjSRJzJ49m23btnHRRRexaNGi9PZPPvkkd911F9nZ2dTU1DBhwgTmzJnD7t27CQaD5ObmDrpVwnAzaCF26623ctddd5FIJLjgggsAtbP9N77xDb72ta8N+wBPFQ0dEererWJxeQ7ZLjNJ5WhD5pIMKy/vaKLQY2FSvoMMW9+UwG4R9tFzyjDodShC0BVLYTPp+hh5RGIJDta0sa+6lc5wEsloZnymlVfe2Y8kw+QcO031zeTneKlpD3PXZeXodDLxRJL9Ve00tAboDEZw2c047WrIXlEEiUSKNn+YbRVNXLRgPBt3VDNtXA5LZ5eecFKqaO4i02E8YSNmo16mPM9BeZ6DjlCcnbV+/NUJJuU6mJRjp6YjwqHWEBdOyR6QWOymORDlYHOQq2bnpa+Td4CNjQdDdUeEmWPMKbE/1IimTDylYOqnH9rJmD4+l92Hmlg8owRZkjAbJEx69aFCPKmQUsBqlAf1fwRg0MnMKnZT4hwbX25nyryjoaExvGzfvp3333+fyZMnj/ZQzlj0ej0TJkw46XbdlveSJBEOh7Farej1enbu3Mns2bO55pprAMjMzEQIQU5ODslkMm1jnpeXN2Ah1n2ud999l/PPP/9DvT6N0cVkUt2/u/vIAVgsFgKBQL9pqkajEYvFgsFgSEfFcnNzWb9+PYlEgoKCAl566SUuu+wyhBB873vf44EHHiASidDS0kJ2djY+n4/58+ezbds2FixY0G9rnJFi0ELs61//Ou3t7XzpS19K9+4wm83ce++93H///cM+wFPF8ul5xDGy5WArZqMei1GH225kQq6TzYc6mJRrp7ojglHXt0/TwXofWyvbuGZRCYfqOwCQdXp0kqAmGieRTCEE+LuiNLUHMRp0jC/MwJXhJTtPz3lTcvjn1joyc7NZPMFLeyBKMBRhw9ZKxuU52Xagga5wnPpWP1PKspk1KR+Pw0wgHCPQpaZeSLJEbbOftkCU/1g5CyWlMGtCLm6H5YSvu7Y9zO76AFfO7pvmdTy8NiPLy7OIJxX2NQb5x5Z64inBJxYVDuoGPxxP8vaBdi6flXtKGyh3hBPYTWPTKbE/HCY9XbHUkIRYWb6XzbtrWTzjqKugJEnodaDXqVHacEJBJ4HZcPKeY8cyko2uT8SZMu9oaGgMLwsWLKC2tlYTYmOA7vq8WCyGxWIhHA6j0+lwu93o9Xr2798PwLRp07BYLGkjkO6omSwP7jsqGAwiSdJZWwd4JpGXl0d9fX0666U7XbD7fdGTbhdFu91OS0tLOio2depU9u3bx/Tp04lEIhiNRuLxOM899xwPPfQQJpMp3X5hwYIF7N+/n6ysLNra2ka1t9ighZgkSXz/+9/ngQceYO/evVgsFiZOnDjqob2hkOEwcdHsQlKKoD0Qobo1xA+37CHHY+X8KTlkWPWs39vChVNz0kYV2w+1cajJz+RcK6vW7mR8USaJlFCf6hj1OG0mbGYjrYEo7WGFrJwsDHqZXU0R5o7LYEqBk/V7mtlV4+e+a6aiOyZ1LhSJU9fiJ8Nl5by5Zb0mJa/TitdpJRiO8db2GnQ6ic9fNbfPMY5HRXMX+xuDXDHEGiyjXmZmkYsGf5RYPMVLO3qnrckSnDMxIx1pE0LQGUrQ4IvQ6IvSFUuybHIm5kFa0A+GlCKobA+fFtGwbtSeYgkyhuApotPJ5Hjt1DT5KM5191kvyxI2o0wipaYsGnVqTeHplsZxJs07Ghoaw8cTTzzB7bffTn19PdOnT8dg6J3B0u0GqHFq6el42G180NraiqIouN1uVq1aBajRj2uvvRaDwZDuNRaPxzGbzYNKS1QUha1bt7Jw4cJT8no0RpaMjAzq6up6RcXMZjPRaLTftgRmsxm9Xo/b7aazsxOv10t5eTmrVq1i8uTJeDweNm3alDYBufjii3nttdfSUbHCwkIikQher5d9+/aN6jwxeIeAI9jtdhYsWDCcYxlROoMRXvugHkkCm9nAhNJs4sCs0gyMQmFvdQcZThORUIQ3D7Qyu9hDMp6gqjmIhSS+YJSrVkxHlmVsxt7piPvrfdT5Apw3o4AWf4T1u5rJcBjZcaiNd/Y20RJK8p9XTelXQNksRiaX9HX+CYZj1DT7qazvIJFUWDi1gKJs14Bf7+HWEAebglw6M3fQaWo9qW4P47YaWDw9p886fzjBWwfaMOplookUAnBbDRS4LZwzMQPbEAwpBoMvkmB/a5hxGRZMp0k0DDjSOFMaVHPnniyYVswrG/f3K8S6j6+aeKhNtUMxBUkCg+7DGXuMBqf7vKOhoTG8tLa2UllZyc0335xeJkmSZtZxhJFIuepOE+yOYkQiEXJycgiFQphMJsxmM/fddx8AU6dOJRKJoCgKBoMBo9GYTi8bqGlCdxpbe3s7ubn99zbVOL2QJInS0lKqqqqYNGkSoIqtzs7OfoVYdxTV7XZTU1ODx+PBYDCwaNEi3nrrLZYsWUJlZSUXXngha9eupbW1Fb/fjyzLmEwmotEo55xzDm+88Qbz5s0bVeflId0Zb9myhWeeeYaampp0mlA3zz777LAM7FTz6qYKrjl/Diajjv0NPl7YsA+708HnLy7vdWNamGHj9e31bKmIs/lgK7mmFLF4ClmvZ+O+JhRFMGtSPnqDnmRSIZZUMOllrl1SyqaD7XRFE3xh5WRMBh2BSILX97bw6RW5vZo5nwhfV5T1H1QhhKAs38N5s0tx2wdu7QrQ5I+ys9bP5bM+nAgLRhPsrAuwcnp2v+tdVgOXz8oldKRWbiRv8BsDMZqCMeYUOIYkZkYbj8WAL5wg2zH4CI/DZsJqNtDcESTHe/xIoCRJmPQSJr1aYxhPqXWNZr2M4TQQrmfCvKOhoTG8fO5zn2POnDk89dRTmllHP6RSqSGZQQ2UbnOObme7YDCIzWZDkiTi8Ther5fVq1cDakrZl7/8ZWw2G36/n1AohN1up6Ojg6KiokFFxA4cOMDs2bNPyWvSGB3cbje1tbVEIhEsFsuRh9Ry+v11LHq9nng8jsfjob29nczMTMaNG8fevXvx+XwkEgmeeOKJdK/Biy++mI0bN6LT6WhtbaWoqIjs7GyampqIRCIj/XLTDPru6+mnn+acc85h7969PPfccyQSCXbv3s3rr7+OyzXwCM1oc/V5U7FYjPhjKaaVZJBfkEu+Q88zr++msr6D6iYfb26rZsMHh6iub+FPL2xm/74qNh7sIGK0kZWfw8KZ47h8yUSq6tsoL3By/sx8rlxQzKLyHF7YXIfXbmTJ5CxqOiJsOdyZbpY70NS8+tYA/37nAEumF/GR86aoNWCDEGGBSIKNFe1sPNjOyhM0RU6kFALRJJ2RBLGkctxt1u9vZ/nkjBM6EUqShN2sH3ER1tIVZ1b+6SnCACwGNYqoDPHp5eIZJby7o3rA28uyhNkgYzfpiKUE8eP8v48VzpR5R0NDY3iprq7m+9//PosWLaK0tJSSkpJeP2c7Op0uLcaGG0VReokwIJ0mlkyqbXBMJhP33nsvALNnz6atrQ1ZlikrKyMUCuH1eolEIoNqrptMJjlw4MCADEQ0Ti/GjRvXKzplNpuPK5JcLhehUCjd4LmbFStWsH79+rTIevfddxFCEIvFeP7554nH49hsNgKBAPPmzcNoNLJ3795T/tqOx6AjYt/73vf48Y9/zB133IHD4eCnP/0pZWVlfOELX+i3z89YJakIAtEEBW4zb+xpZfHEDEoybYSjCbbubwBJwm030dIOJr2Oez6+mAvnHp3UEymFQy0h3jnYhtXj4a9rdjN/WjF1/hitgRgTcp0cao/QEUmSaTeS7zEzo9A54EiYEIIN26q5elk5dsvAiwgrmrvYXedHktQb7ZIsG+X5jvR5hRA0d8UJx1OkFEEgllLTM4069JJERSRMgdNEvuuo4EsqCq/va2VeiRuHua+D5GgQjqeo80cJxlKY9DIz8uwD7mE2FpEkCYdZTzCaxNVP4+6T4XVZEUCbL0Sme+DFZpKk1pBFEgrxaOqYdQxZGA43Z8q8o6GhMbxccMEFbN++XbspPw7dUYWeqYMflu5URKCXCIvH48iyjF6vp62tDavVyvbt2wE1lezee+9FlmUaGxuZOXMm+/btA8Bmsw3KLbHbnEWLfp552Gw2FEVJR8VMJhOhUCgdZe2J0WhECEEikcBkMqX3sdlsTJo0iebmZoQQzJ07N73vd77zHS699FJycnLw+Xy0tLRQXl5OSUkJX/jCF0bjJQ9eiFVWVnLFFVcA6kUIhUJIksTdd9/NBRdcwMMPPzzsgzwV+CMJyjPdvHWgnQy7kZJM9ebVajawdFYJ1Y2dvLntMItmjgNzOxfMKe61v16W6AxGKXCZMBh0dIbjvPjOAT598UymLnTitAz86U5/HKhtpyjb2UeEBSMJGnxRWgJR/OEkSUUh025iUr6DA01BuiJJVkzNptoXJZZUUGSZxmCcqs4opR4LhzsiuMx6PFYDsgRlGXr0PdIVy4Sgoi3M5lo/XqsBHfDS7hYKPRaaQnHMJh2eIQiF4aQjnKCiLczELCsTMvWntQDridNsoMEfHZIQA1gxbzyvvnuAGy6aOaj3niRJWI19v6CTKYEvNjYiZWfKvKOhoTG8XHXVVdx9993s3LmTGTNm9DHruPrqq0dpZGOH7vSu/hzoBkN3GmK3uDv2e6ajowOv1wtAW1sbZrOZO++8E4Dy8nLq6uqYNWsWjY2NJJNJZFmmq6sLr9c7KCF28OBBLrrooiG/Do2xTWlpKdXV1ZSXq6VCFoslncZ6LN2uhx6Ph7a2NoqKigA1+vrMM88wc+ZMWlpaqK6upri4GEVRuOmmm/jHP/5BZmYm4XCY2tpaMjMzR/plphm0EPN4PASDQQAKCgrYtWsXM2bMwOfzEQ6Hh32Ap4pcp4m3DrRjlAUWErz2XgUVDT6Mehm3zYhQBJctncrWijYWTuqddx5PKry1rwWrUcfFM/OQJInzp+ZQ11rI2ztqWDje+6FEWCqlsHlPPR+/aHp6maIIthzupDUYY1y2jakFTlxHxN47lR08vamOPLeJ8bkOanxRyrwWHD3MMbpiSao7o0zKsmI/gWmGLElMyrKRVAStwRiv7W3lyuk5FHktRBIpDndEqOmMMjnLekrdD/tDCEGdP0ZbKM7cQmcvAXkmoJNV84xoIjWka+t2WMjPdLCvqoUpZX3NVAaLXidhN42NVM8zZd7R0NAYXm6//XYAvv3tb/dZp5l1HKWnGOv+W5J6mzX1TF/s/r27vkwIgRCiVwSsJ4qiEI1GycnJQQhBMBjs5Wr7pS99iYKCAiKRCCUlJQSDQZxOJ4FAgLy8vAFF64QQ1NfX43K5hi26pzH2sNvtJBIJotEoZrMZi8VCZ2cnyWQSvb73/Wt3VEySpLQJjCzLyLLM4sWLqaioIBQKkZmZSVlZGVVVVRw8eJCWlhacTidmsxmPx0Nra+sovdohCLHzzjuPNWvWMGPGDG644Qa++tWv8vrrr7NmzRouvPDCUzHGU8IfXtlJIimT7TLTHhXkeOzMKi8inlJo6ozgtJl5Y2cTWw62EIgrbKv2keEwoQhBY2eE2aUeJub17l1RmOVk3uQ8/v7Gbq46dzK2QaQUdpNKKazeeIB55fkYjvSVCsWSrN3dwoQcOwvGedKTYCCaZF9LiIm5dpZNzDjhce0mPdNy+z5NOB4SsL3WzyVTs8hxqmmKFoOOqTl2AtEkO5u6yLQZKfGYRyQilVIEe5q7MBt0zM53nLEpCR6rkfZQnHzX0L5kFs8o4elXtjG+MAOj4cO7VI6V63ymzDsaGhrDS7ew0OifbiEqSVIv8aIoSjpdsVto9byW3XN/z39P1OertbU1HQ1rbm4mFoult7VarYTDYTweDwcOHODcc8+loaGB3Nxc6urqjivueiKEIBKJ8O6773LttdcO8WponC4UFxdTU1PDpEmT0r3iAoEAHo+nz3slMzMz7bzp8/nS78PS0lJ2796NJElUVVXx4osvMmPGDCRJ4iMf+QibNm3CarVis9moq6sbjZcJDEGIPf7440SjalPh//7v/8ZgMPDOO+9w3XXX8c1vfnPYB3iqKMx2kZWZRTyl8MmpOViPRImEUN3kEknBq+9Xc+91s/DYTcQSKdqDMZKK4NzJWcedNCYUZuC0mXlu/V5mTMghx2vHajLgD0WJRBNYzAZcNjNOW193vFAkzj/f3s+8yflMLFKFVXtXjHV7W1kxJYsMu7qPIgSHOyIEoklm5TuG3apdCMFbB9uZnGtPi7CeOM165hc6qffH2FIboMhtJsdhPGWCrFtwjsuwkGkbvaZ7I4FJL6MIQTKlDKnXm16vY9GMYt7dWc15c8efghGODmfKvKOhoXHq6H6CrnEUIUQ6ktDzvkWn06XFV3f0qzuSMFi6RZfD4SAUClFTU4NOp+O6664DoLCwkJycHIqKivjggw+w2WwEg0Hy8vIwmUwDeuCnKAobNmzgvPPO6xMV0TjzcLlcHD58OB3h0uv16XqxY1MUTSYTsVgMj8dDY2NjWogBXHLJJaxatYr8/HxcLhef+MQnePrpp+nq6uKJJ57gS1/6EgA5OR8+i2ioDPrd3PMFyrKc7g1xuuFxWMlwmphdevT1xJMK0YSCXifh74piMenwHBE/JoOOfG/fXgb9ke2xcd35U6ms72Dv4VYi8QROmxmLSU+LL4wv2EQwHKMwy4Wsk4hEE7T6whgNOs6bXUp+pmpBXtcRZsvhTi6dmZvuwdUtSvKdplMWGdrbGMRp0VOWeXzTB0mSKDwiwLoFmceip9RrOaGr4mAQRwSn/xQJzrGKx2KgM5Igyz60ZsUTijLZsreOUCQ+pKjsWORMmXc0NDSGl1Qqxfe+9z1+/etf09zczIEDBxg3bhwPPPAApaWl3HLLLaM9xFFFr9enBdexIqs7StYtxIZyP6EoCn6/H7fbTWtrK7t27cLlcpFIJNLHnTZtGueeey7Nzc3k5+cTj8dJpVIEg0EyMzNPKv66DTqcTueo3jBrjCwej4fOzk4yMtTAhNVqTdvSH1sL6nA4SKVSaTdEp1PNWDMYDFx++eX85S9/Yc+ePVx55ZU89dRTAPzkJz/hsssuY+LEiaOa/TOkxwqpVIrnnnsubfc4depUrrnmmtPqKUU4nkqLMCEE4bgakneY1RD56r2NrJxXfKJDnBCLycD0ccefMBRFUNcaOLKtngyntVdT6INNQfY3dnHF7DwMOpmUIqhoDxOOp5iZZz9l9Vmd4Tg1HRFWTuu/V9ixGHQypV4LJR4zbaEEH9QHybAaKPaYP5QgS6QUdjV14bUazuhUxP6wGnW0heIoQgwpyihJEktnl/H2tsNcsmTyKRjh6HAmzDsaGhrDy3e/+13+9Kc/8YMf/IBbb701vXz69On85Cc/OeuFWCKRwOFwkEwm+9SEdTPU79fudMFwOIzf72fnzp0sXryY7du3pwWTxWLh0ksvxWg0UllZyZQpU9L1Yd1C7GT1XolEgn379nHJJZcMaZwapyfZ2dkcPnw4LcS6UxS70w97vm9dLhd1dXVkZGTQ0NCQFmLd62655RZ27drF/PnzefTRR7n//vsRQnDZZZfx1ltvjWokfdB3yrt372bSpEncdNNNPPfcczz33HPcdNNNTJw4kV27dp2KMZ4Slk9VJwkh1Ka2ellKNyGuaQ3itplwWk9dNEGWJYpzXBTnuMhy29IirCuaZP2+Vmraw1w2KxeDTqY9FGdLXQCPxcCcAucpE2EpRfBORQfLJmYMemKWJIksu5EFRU7sJh3bGoLsbw2RSA0+f78rlmRrfZASj4USj+WsEmGgXssMm5F6X5SkMjT7+KIcN4FQjM7AmWFkcabMOxoaGsPLn//8Z37729/yH//xH71u6GfNmpW2Rz+bqampAU6NcYkQgkOHDiGEYM+ePaxYsQK9Xo/ZbE7XcZlMJubOnYsQgtbWVjIyMmhra8Nut2MymQbUbPrgwYOMGzfuQzk+apx+WCwW4vF4r9pFnU6HxWLpY9LVnb6oKAo2m42urq4+x3K5XAQCAa699lo+/elPp11AlyxZgs/nG4mX1C+Dfld//vOfZ9q0adTV1bF161a2bt1KbW0tM2fO5LbbbjsVYzwl6HXyERGmYNLLmAzqpWgLRNiws4Fzp+WO6HhiyRRv7W/jjb0tTMyxc+E0VSjubuqiKRhnXqGTbPupTTPbUtXJ1DxHOg1yKEiSRI7DxPxCJ16rga31Qer9UVIDEBRCCBoCMfa2hJiVZ8drHRs9y0YDu0lPlt1IvS9CNDG0L8/z5o5jw9ZDwzyy0eFMmXc0NDSGl/r6+n57iCmKQiKRGIURjS0OHTpEU1MTjY2NNDQ00NHRQTKZ/NANnoUQdHR0oNfrCQQCLFu2DLvdTn19Pe+99x5CCGRZZunSpWlXuuzsbBRFoa2tDUVRekU6jkcoFKKzs5OJEyd+qPFqnJ54vd5ezZpBFVXRaLTPe9jtdhMKhdJpssdSUFBAfX09NpuNyy67jJUrV6bXjWY7hEHfcW/bto0tW7bg8XjSyzweD9/97ndZsGDBsA7uVNKdjmjUSRj1R0XYy1tquGZxGVbTyImAw60htlZ1Mq/Mw9LJR3sZHGgN4bUayHMOrVZoMDT6o0QSKcqyBt4M+ERIkkSWzUiG1UCtL8q2hiASYDfpsJvU3mVCCBShRuJC8RT+aBKP1cC8QucZ0xvsw2A26ChwmWkIxPBYDDjMg/u4ZnvtGPQ66lv8FGS7TtEoR4YzZd7RGB1EsgtiLZDwgUgBEog4WMcjmbWak9OZqVOn8uabb1JSUtJr+apVq5gzZ84ojWrsUFBQQGVlJfPmzcNkMtHY2EgikUi7z3VHmXqKoeOlMAohiMfjxGKxtJW8yWTCarXi9Xrx+Xw0NTXxi1/8AlBvmL/0pS9hNBo5ePAgEyZMoKurC6vVSiKRwGq1nlAQCiHYsmXLqNfwaIwe2dnZVFZW9urzJUkSZrOZSCSC1XrUu8FisaRt6a1Wa7oRdDc2m41oNEoymWTJkiVUVVVRVVXFgQMHRvWhzaCFWHe36mnTpvVa3tLSclp1to8lBUYJTAY1MrbtUBv7aju5ZnEZjlOYkngs9R0R9tQHuGZufi+XvNauOIpgRERYIqWwpaqTSwZYFzYYZElKpxgmFUEolqQrniKSUJAlCVlS+1XlOk1MyrJqk+0x6HUyhW4zTYEY0WSKTJtxUNfovLnj+Oebe/jEJbNP62t7psw7GiOHECmI1EGsGXQ2MGWDpRhJ7nbIVcC3FaEzIRncoztYjSHz4IMPctNNN1FfX4+iKDz77LPs37+fP//5z/zrX/8a7eGNOolEAovFwp49e5gzZw75+fm0t7dTW1uL0WjE5XL1EUTdKVt6vR5ZlgkEAumohMlkStecAYTDYebMmUNTUxPV1dV89atfBcBsNvPiiy/icKjmY42NjSxevJjKykpcLhcmk4lkMtmr11hPhBC8+eab5Ofnk5eXdyovkcYYxmw2k0gkSKVSvVKPrVYrHR0dWCxHy1ckScLj8RAKhXC5XDQ2NlJWVtbreLm5uTQ3N1NQUMAVV1xBMBjkySefpLq6ekRfV08GnZr4yCOP8JWvfIVVq1ZRV1dHXV0dq1at4q677uL73/8+gUAg/TOWSaQEZoNMMqXw7DuHiMZTfPy8iSMqwtq7Yrx3qIOLp+f0EmGhuNo4uTx7YNGpQCTBnoYAexuDBCKDV/UbKzuYU+zGpD+1DRL1soTLYqDAZabEY6HIbabAZSbXYcJl1p/WQuFUIksSeU4TBp1MrS9CLDnwuju71URRtov91aPXrHA4OFPmHY2RQcSaoXMzSDpwz0dyTkMyZaVFGIAkyeCaBV37Eakzo5bybOSaa67hn//8J6+99ho2m40HH3yQvXv38s9//pOLL754tIc36phMJqLRKG63m/Xr19PR0UFmZibjx48nOzubcDhMVVUVjY2NtLe309raSk1NDU1NTdTV1VFfX08ymaSgoICSkhLy8vIwm83U1dXh8/koLy9n+/btNDc387nPfY5oNIosy3zpS1/CYrHgdDrp6OjA4/GgKApNTU1IkpQ2Wzje9/67775Lbm4uEyZM0O4NznK8Xi+dnZ29lkmSlH5v98TpdBIKhZAkCaPRSCQS6bU+JyeHpqYmADIyMlixYgWf+tSn0mmyo4EkBpko3LNYsvvDcaz1aXfx5VjsaB8IBHC5XOyvbsKfNPDegWYWT8xi7rjeBhWJlEJ7OEFXLEVCEegk8FgNOE16JElNp+sIJ/BFkrgterLtRpKKoDOSxKyX8VhOLCxCsSSrtzWyZGIGSSSSikAC/NEkBp3E+AwrNuOJhVE4nmTDgXasRh1FXgtCQF1nhHhSYUV5JvoBFLYeag3REoyxeJz3pNtqjD6JlEJTIIbDpMd1kvdYep9kir+9so1PXjoH3SCdLLs/L36/v5cL0Uhzpsw7o30dz3SEEBA+BMkQOKchSSd/uCSSYQjuUgWbpJkBjAW0z8uHp/sadnR00NDQoLacKSzkwIED+P1+ysvLKSgoANTPTSKRSKdnWa29s1O67e+7urqoqanB5/NhNBqZMWMG+/btY/z48VxxxRXU1NQgSRL5+fm88MILvPbaa1xzzTXs2rWLvLw83G43+/btIyMjg8LCQvR6fb+Oifv27SMej6eb72qc3UQiEaqqqpgyZUqv5Yqi0NnZ2cdBsa2tDVmWsVgsNDU19YmK7d+/n9zcXFwutWTjX//6Fw0NDXzhC18YlTln0KmJb7zxxrAP4he/+AU//OEPaWpqYtasWfz85z9n4cKFJ93v6aef5pOf/CTXXHMNzz///KDOWdcZoa4jwKR8F3FkVu9oJtNhJMtpwhdNIUmQaTWQYTNgkKW0yGr0xxCALIHXaqDUa6EznGBnYxcGnYTHYqAtFKeiLYzNqMNq1GE36nBZ9Bh1MvGkQltXnGc21zGrxENCqJb5BllCACUDtH1vDkR573AnSydk4OnR5Hhclo3ajjCv7WnlwilZJzxWMJpkb2OQS6drNRKnC4YjqYrtoTgN/ihZdlO6xvG4++h1TJ+Qywf765k/tWiERjq8DPe8MxpzjsapRQgBXXtBNoNz4Ddwkt6KsBRC10FwnDntHjQ0ACoqKpg7dy6vv/46mZmZzJ07l3g8zr59+zh48CATJ04kNzcXo9GI0WhMP+BSFIVgMIjP5yMSiRCJRNDpdJSWlpKRkYHRaKSmpob8/HzuvPPOtDtjcXEx3/rWt1i9ejWzZs3i+eefR1EU5s6dS2VlJQ6HA4vFghCiXxHW1tZGR0cHixYt0kSYBnDUnOPYXniyLGM2m4lGo1gslvRyj8dDbW1tun4sHo9jNB69Ty4sLKSqqiotxC699FJ+9rOfjdCr6cughdjy5cuHdQB/+9vfuOeee/j1r3/NokWL+MlPfsLKlSvZv38/2dnHr1mqqqriP//zP1m2bNmQzhuPxCjNdjJzXCbxlMBsitAUiFHREuK8SRkU99O82W3p38DDZtRR6O7dg0AIQSShEE6kCMZS1PujJBRBKiXYU+vjypm5TMix93u8k7GvMUhNR4RLpmX3m05Y5LWi18m8tqeVi6dl9RsZC0aTrNvfyrKJmehkbbI7nZAkiUy7iWgiRWtXDFlSa+xO9KU1c2IeT738ATMm5GEynn59t4Zz3hmtOUfjFBM+BJIRyTZu0LtK5nxEfCci3oZkzDz5DhqjSrfRxEA41nHtRHzrW9/i4Ycf7rVs8uTJaRv8aDTK1772NZ5++mlisRgrV67kl7/8Za8mwzU1NXzxi1/kjTfewG63c9NNN/HII4/06ne4bt067rnnHnbv3k1RURHf/OY3+exnP9vrvEN9WHQsfr8fn8/HsmXLeP7553G5XNhsNpxOJ/PmzaOmpob9+/erjsc5OZjNZoLBIMlkErvdjsPhIDMzE6PRSDQaJRwO09nZSU5ODjqdjr/85S+sX78egJkzZ3LLLbdQUFDApEmTKCoqoqCggJ/85Cfs2bOHiooKZs6cicvl6rf/o8/nY+fOncyfP/+kvcU0zi7cbjd+v7+XYRccrRUzm83pOUGn02G32wmFQmRkZNDa2pqO/oJq2hGPx9ONofV6PTfccANf+9rXRvQ1dTPo1MRuwuEwNTU1xOPxXstnzpw5qOMsWrSIBQsW8PjjjwPqU5iioiK+/OUvc9999/W7TyqV4rzzzuNzn/scb775Jj6fb8BPp7vD9d995l0+smwqBr0ajcpxGLEYdCRSCpsOdZJIKcwv9Qzaqe54xJIpdtT4aeiMsGhCBrmuwTePiyRSbKnqxKTXsaDUfdIvopr2MBWtIc6fnNlr29ZgjHcPdbB8UibO44hLjdOHjnAcWZKO+6Cgm4M1rTS0Blg+b/yAjz3WUoSGY94Z6TkHxt51PNMQ0QaId4Jj6tCb0yoJ8L0PngUDSmnUOHWc7PPypz/9Kf17e3s73/nOd1i5ciVLliwBYOPGjbzyyis88MAD3H333QM+77e+9S1WrVrFa6+9ll6m1+vTjm1f/OIXWb16NX/84x9xuVzceeedyLLM22+/DajzxOzZs8nNzeWHP/whjY2NfOYzn+HWW2/le9/7HgCHDx9m+vTp3H777Xz+859n7dq13HXXXaxevTptp/23v/2Nz3zmM70eFv39738/6cOi/q7h5s2bSaVSuFwu8vLysNvtKIpCRUUFra2tLFq0KB0Ji0QiJBIJnE4nsqwamUWjUUKhULp/k8/nQ5Ik/H4/Op2O888/H4Dy8nL+8Y9/YLVaqa6upri4GL1ez969e5FlmVgsxnvvvUcsFuOCCy4gmUxy6NAhFEVJW9NXVVWxbNmydKRCQ6ObUChEXV0dkyf3zVrorgnr6aAohKC6upqsrCzq6uqYOHFir2haR0cHhw4doqSkhMzMTILB4Kh9Rw9aiLW2tnLzzTfz0ksv9bt+MPUZ8Xgcq9XKqlWr+MhHPpJeftNNN+Hz+XjhhRf63e+hhx5ix44dPPfcc3z2s58dkhBra+8gw+s57nbtXXHer+7EbtYzq9A15N5aoViSLYc78YXiTC90MS7bNugbhVAsye6GAG1dcWYVuijwWE6+0xH2NARoDsQo8lrQyzIHW9QUysXjvKesMbTGyCKEoKYzQpHHckLbfyEET7+6jWuWT8NqHpgpzVgREMM174zGnANj5zqeiYhUBAI7B1XjJYSAWBvEOiFxpPGn3gw6I0gKkn3SKRyxxskYzOfluuuu4/zzz+fOO+/stfzxxx/ntddeG9Tn9Fvf+hbPP/8827Zt67PO7/eTlZXFk08+yfXXXw+otUxTpkxh48aNLF68mJdeeokrr7yShoaGdJTs17/+Nffeey+tra0YjUbuvfdeVq9e3asR/Sc+8Ql8Ph8vv/wyMLSHRcfSfQ1bWlpobW3FYrGQSqVIJpPIskxOTg6hUIj169fz0Y9+NJ26lUgkkGWZrq4uGhsbqampQVEU4vE40WiUSCRCV1cXXq+Xb3zjG8iyjNfrZc2aNemUsOzs7LRt+EsvvcSyZcvYunUrZWVl6HQ6gsEgiUSC0tJSdDodBw8eJBwOM2/ePPR6zbhLoy9CCLZt28asWbP6NPbu7ml3bK1YKBRKN36WZbmPIUcymaS6uppwOExxcXE66jbma8TuuusufD4fmzZtYsWKFTz33HM0Nzfzne98h8cee2xQx2prayOVSvUK64PqatKdCnAsb731Fr///e/7nSj7IxaLEYvF0n93u6oZTuIQmGE3csm0HJr8Ud6uaMdhNjC/1D2g+i1Q3xi76gJUNHexeIKXPPfxxVM4nuRwW5i6jggOi555JW6MOpkmf4w9jQGEgKn5DhaUDjwdo5up+U4y7TH8kQTBWIIl473YP0TDZo2xhyRJeKwGOkIJMk/Q9FuSJJbMKOHdHdVcsPD0ao45XPPOSMw5cPx5R2N4EUJAYPeRSJgMQgAKkAIEoFN/ug1d4gEIVECsHcyZYMoEc5Z6sFQEOneDHoQ5H0k/tNRxjZHllVde4fvf/36f5ZdeeumARUtPDh48SH5+PmazmSVLlvDII49QXFzM+++/TyKR6NX4tby8nOLi4rQQ27hxIzNmzOg1v6xcuZIvfvGL7N69mzlz5rBx48Y+zWNXrlzJXXfdBagPi95//33uv//+9HpZlrnooovYuHHjoF/PnDlzqKyspLGxkUAggNlsxmAwUF9fT3FxMcuWLeOFF15g5syZbNmyJd0I22AwkJOTw7Rp07Db7Qgh2L9/P/n5+eTm5qYjDDabjd///ve43W5qamrIy8tL1+soioLBoGZq2Gw2YrEYeXl55Ofn9xrjzJkzURTVDVgTYRr9IUkSeXl5VFVVMW7cuD7rLBYL4XC4T9+wYDCI0Wikra2tjxDT6/WMHz+e+vp6Dh48OCKvoz8GfUf++uuv88ILLzB//nxkWaakpISLL74Yp9PJI488whVXXHEqxglAMBjkxhtv5He/+12v5m4n4pFHHumT8z0Ycl1mcl1majvCvLyrmdlFboq8J45IBSMJ3tjbSnGGlWvm5iMfpwZLCMHexiBV7WGm5Dq4YEoWLYEYa3arVuPZTiOLxn144ZTtNJE9Av3INEYPh0lPbSRKMqX0aoVwLKX5XjbtqiEUiWOzjFyrhg/LaM07Q5lz4MPPOxoDJFIDpkwknRVEFFWAHRFfSEAKQQyiHRBqAEWAYwJkzOnnhs+DMOdAy5vQ/Boi/2rNRfE0ICMjgxdeeKFPfccLL7wwaEvqRYsW8cc//pHJkyfT2NjIww8/zLJly9i1axdNTU0YjUbcbnevfXraYTc1NfX7kKd73Ym2CQQCRCIROjs7B/2wCI7/8EcIwfjx43nvvffweDxEo1G6urqQJIkDBw6QlZVFeXk5hw4dYvny5Xg8Hvx+P6FQCFmW01GwSCRCXl4ee/fuZenSpenzXHnllWRkZFBbW0t+fj4mkwkhBEIIOjs7KSws5PDhwzgcDrxeb6/0sW66tz820qGh0ZPc3Fz27NmTjn71xGKxpPuK9Xwf5eTk0NbWhl6vJxAI9BvtKigooLV19Fr8DPoOPxQKpXOUPR4Pra2tTJo0iRkzZrB169ZBHSszMxOdTkdzc3Ov5c3NzeTm5vbZvrKykqqqKq666qr0su6nKHq9nv379zN+fO/6l/vvv5977rkn/XcgEKCoaPDOcUVeK7kuM5sOdVLbGWZhmadfE4z9jUH2NgRYXp6VdjNMKYL3q300+aNYjDpynCa6oknaQ3FKM6xcOj0nnVJW4LGQ5zYjBJqJhsaAkSSJbLuRpkCMArf5hE8Vl8ws5Z3tVVy8+PRJvxqueWck5hwYvnlH4/gIkYJYE7jnARHApP70tN1OhKB1oxr1cs9CkruFmgJC7rUtgCTrEDnLoWktNK2BvJUj+Io0hsLDDz/M5z//edatW8eiRYsA2LRpEy+//DK/+93vBnWsyy67LP37zJkzWbRoESUlJTzzzDO9XNnGIid6+CNJUtqF8POf/zy33XYbXV1dxOPxdOPmadOmEY/HOXz4MFarFbfbTWZmJpFIhNbWVqqqqrjyyit7HffCCy/kIx/5CIlEIl0TpihKuj9Y9/z4zjvvsHjx4nR9Wvd6SZLS1viyLGvRMI2TMmnSJHbs2IHD4UhHW0F9j9tsNkKhULqJePfy7pTF7lYLHo+nj+g/1uJ+JBn044fJkyezf/9+AGbNmsVvfvMb6uvr+fWvfz3o7udGo5F58+axdu3a9DJFUVi7dm266LYn5eXl7Ny5k23btqV/rr76as4//3y2bdvW742OyWTC6XT2+hkqBp3M0okZ5LssvLyzhUbf0UZyQgjePtBGsz/K1XPy0yKs0RflpZ3NZNqNXD07j2UTM/BYDUzNd3LFzFxmFLr61PXIkqSJMI1BYzao7RI6T9LUuzjXTTga53B9+wiN7MMzXPPOSMw5MLzzjsZxiDSAJR+JGGABSd9bhClxaHkHshYheWch6cyAFfX5YwIIg4gdSWc8iiRJkHshpMKI1sGngmmMLJ/97Gd5++23cTqdPPvsszz77LM4nU7eeuutPk6Eg8XtdjNp0iQqKirIzc0lHo/j8/l6bdPzIU5ubm6/D3m6151oG6fTicViGfTDom7uv/9+/H5/+qe2thaAG264odd2TzzxBAsXLuSCCy4gKyuLWCxGMpmktraW5uZmkskkyWSStrY21q1bx/XXX8+KFSu45ZZb0scQQvDXv/6Vr3zlK7hcLoqLizEajeh0OnQ6Xfomt6WlBYPBgNlsxu12YzQa0+sURUlHwk7U2FlDoyd6vZ7S0tJ0u4SemEwmkslkHzMvnU6Hy+Vi/PjxxONxamtrCQaDvbYZ1fefGCR/+ctfxP/+7/8KIYTYsmWLyMzMFLIsC7PZLJ5++unBHk48/fTTwmQyiT/+8Y9iz5494rbbbhNut1s0NTUJIYS48cYbxX333Xfc/W+66SZxzTXXDPh8fr9fAMLv9w96rD2JxJPirYNtYu2eFtEWjInXdjWJnbU+IYQQiqKI2o6weGlnk9hY2S7CseSHOpeGxkBRFEXUdIRFNJE64XbxRFI8+dJW0dIRPOF2w/V5+bAM57wz0nOOEGPnOp4pKIoilM73hKIEhFCUftYnhdLwulAiLSc6iBBKTAilSwil7+dFSSWFUvV/QuncO5xD1xgAY+XzEgwGhcfjET/96U+Fz+cTBoNBrFq1Kr1+3759AhAbN24UQgjx73//W8iyLJqbm9Pb/OY3vxFOp1NEo1EhhBDf+MY3xPTp03ud55Of/KRYuXJl+u+FCxeKO++8M/13KpUSBQUF4pFHHhnw2I+9holEQhQUFIiCggJRWFgoioqKRFFRkXj55ZdFIpEQiURCJJNJ8ec//1ksWbJETJw4URQXF6e3Ky4uFsuXLxc+n090dnaKw4cPi40bN4q6urp+z79nzx6xc+dO8eabb4rKykqRSvX+jCmKIpLJpEgmtfsjjcGhKIr44IMPRDwe77MulUqJtra2ft9v4XBYVFRUiGg0KhobG0Vtba1IJBJCiNGdcwadmvjpT386/fu8efOorq5m3759FBcXD6qGopuPf/zjtLa28uCDD9LU1MTs2bN5+eWX0/nRNTU1YzJv2GzQce6EDDrDcV7Z2UyjP8p8o453Ktvp6EqQ6zKxfFImFqPmTKgxckhHeoo1BmIUnSBF0aDXcdV5U3n+jV187JJZGA1j28BlOOed03XO0ehBvAXMGUjYekfBhIBQDfj3g3sqUrcRR39IEmBUUxS7o2o9V8s6ROZS8O1BSDKS6/RJ5dUYGv/5n//JVVddRUlJCQ0NDTz00EPodDo++clP4nK5uOWWW7jnnnvwer04nU6+/OUvs2TJEhYvXgzAJZdcwtSpU7nxxhv5wQ9+QFNTE9/85je54447MJnUOu3bb7+dxx9/nG984xt87nOf4/XXX+eZZ55h9erV6XHcc8893HTTTcyfP5+FCxfyk5/8hFAoxM033zzk16bX66mtrWXXrl384he/YPXq1UiSxK233nrC/RRFITMzk3/+85+A2kutvb09HeHqmQbWTTweZ+fOnVx++eWsWbOGOXPm9JlTJUnSeoVpDAlJkiguLqampqZPaYAsyzgcDvx+P2730TZP3e+33NxcWltbycnJIZFIUFtbi91u71VfOdIMuY/Y6cpw20gHowle29XCZbNySaQESUXBYdb3Wz+moTFSdIbjCMBrPbEhx8l6i2m268ODdh2HESEQod1gnYAk9+7HKFo3g86kijB5EA8XRBi1vqz3jaEQKejcDJEQ5CxB0vc1GtAYfkbr8/KJT3yCDRs20N7eTlZWFkuXLuW73/1u+mavu6HzU0891auhc8+Uwerqar74xS+ybt06bDYbN910E48++mifhs533303e/bsobCwkAceeKBPGuXjjz+ebug8e/Zsfvazn6Vr4AZC9zVsb2/vY2zg8/l46aWXuPfee/vdV6fTsXz5chYtWsTy5cvJysrC4XCQTCapr6+ntLSUrq6utBmH2dz7c/jmm29SUlJCLBajs7OTefPmaaJLY1gRQrB9+3amTZvWq1asm3A4TDKZ7DV/dDuCJpNJmpubKSoqQqfTEQ6HaWtro6ys7PToI3bdddexcOHCPh/gH/zgB2zevJm///3vwzrA4WY4J/hoIsXLO5o4b3IW3hPYhmtojDRCCOp8UXKcJowncFEUQvDMmu1cdm45TlvfJuNjRUBo844GoIqwlA8i9UiO6b1XddVApBkpa8EQjqugGn5Y+xh4iFAFpJIQCyBlLRzy0DUGjvZ5+fB0X8PW1lYcDgdGo7FXhkRzczNr165lypQpaZONeDyOx6O2ydm8eTMXXXQRXq+XVCpFJBKhqamJcePGIUkS27dvp7i4GK/X2yva5fP5WL9+Peeeey6HDh3C5XIxadIkrQZMY9gJBAJUVlYyadKkXrb13QSDwXSLhW6i0ShGo5FIJEJLSwuJRAK9Xo8sy6MmxAYdttmwYQOXX355n+WXXXYZGzZsGJZBnQ60BWOs3tbIkgkZmgjTGHNIkkSOw0RTIIpygmctkiSxYv541m2pHMHRDR5t3tFQSUC8DUy9+xCJREhNR8yYO7TDSjKqiUe87zpLCaQCkAghkqGhHV9DY5QwGAzodDpisVja8RVUW+/ly5fT3NzMe++9x44dO6iqqmLr1q20trZy2WWX4fV601GEpqYmxo8fj16v5/DhwxQVFSFJUp+Uw40bNzJnzhxaWlpwu919onEaGsOF0+lk6tSpVFRUUFNTQyqV6rW+26Wzo6MjbeBhMBhIJpOYzWZKS0uZNGkSRUVFjGZy4KALQ7q6utId2HtiMBjOiqalLYEo22v8JFMKl83Mxao1R9YYoxj1Ml6rammf5zQd94lkjteBzWLkhXW7mDouh3EFGegG2Lh8pDjb5x0NQCgI4hDrAMuEo4tFClrfVd0R5Q+T/mQEIiASIPWwRZYNCL0LHB614bMWFRszJBIJLBYL27ZtY/r06Sff4Syk++ZUluV0HUxbWxuKoqDT6Zg6dSqXXHJJH0GlKAqpVApJkqitraWsrAydToff7ycWi+H1evs4zzU1NREMBonFYhQUFPDBBx+kI2gaGqcCk8nEjBkzaGlpYfv27eTl5aWdlCVJwuFwkEqlCAaDJBIJrFZrOgomjjh2GgyGQfccHE4Gfbc1Y8YM/va3v/VZ/vTTTzN16tRhGdRYIxJP8UF1J89tqWdvQ5D5ZR4um5WniTCNMY/dpMeok09qaX/hwomcv2AC7f4wz6zZzuo399DhD4/QKE/O2TjvaBxLFOJhMGb2vrFr3w6O8UjGD5lOIkmohh0JEMne62ylkPRDKoKIa8J/rGAwGCguLu7zJFzjKHq9Hr1ejyRJdHV14ff7ycjIoLi4mNzcXIqKinpZynfb13f3F6upqSE/Px+j0Ug0GqWyspKJEycSi8V6PRyLRqM89dRTLFiwgNzcXLZt28a0adM04yONU44sy+Tm5jJ79myCwWAfa/tu+/pkMkk4HMZgMJBIJNLtE0abQSuJBx54gI9+9KNUVlZywQUXALB27VqeeuqpMV+nMVi6okneO9RBKJZkar6Tq+fma/29NE47MmwGan0RnCY9+hNEupw2M4tnlLB4RgktHV2s3XyQlQtHr8lhT86meUejH0QSkCBaD/YpRxeH6kGJIzlKh+c8kgTCgtpjTD6SsgiSbELorWDKgfb3EbkrtKf8Y4T//u//5r/+67/4y1/+oqXB9UM8HqepqYloNEpmZiYWi4V4PE4sFkvXhgHpG9KephqBQCDtjJhIJNi7dy/l5eUYDAaCwSAejye97+rVqznvvPPIyclhy5YtTJ06lYyMDO1zojFiyLLMxIkTqayspLq6mpKSkvQ6SZJwOp34/f5exjndzcRHk0ELsauuuornn3+e733ve6xatQqLxcLMmTN57bXXWL58+akY46gghOD1PS0sGu8lx9XXxEBD43RBkiSy7CZauuLkD/C9nO2147CaaGofG0//z5Z5R6MfhABiCKEDoRxpzAwiGQHfHsg7f3jPlxZjERA9zDus4yC4G4xe1SLfXnLCw2iMDI8//jgVFRXk5+dTUlLSp2h/69atozSysUFrayvFxcXk5OSkRZHZbCYajaYbKQshkGW51w2pEIKmpiYmTJhAPB5n9+7djBs3DqvVSjAYxGazpbfftm0bNpuNKVOmpB0nMzMzURRFE2IaI4okSYwfP579+/fT1tbWq71Ntxjr7OzE7XaTSCQwGAyjHhUbUm7dFVdcwRVXXDHcYxlT7Kj1U5Jp1USYxhmBxaCjkwSRRAqLYWB1NItnlLB6/bZTO7BBcDbMOxr9kQJ0EG0Cs2rSIYRQ68Iy5w/Opn6gSDIIExClu7+YpDMjZCNYi6BlE8JacGrOrTEoPvKRj4z2EMY0+fn5fcSpJEmYTCbi8Tgmk6nfiEBrayter5dIJMKBAweYNGkSdrs9bf/tcDgQQtDc3MyBAwe48sorMZlMVFRUsHTp0nT9jSbENEYaSZKYOHEiO3bswG6392qvIMty+r1vNBrTYqynkc1Io32L9IMvHKe6LcxVc/JGeygaGsNGtt1IvT9KsccyoC9Ht8NywlRGDY2RIQ6YIdYC7nnqIt8esOYjmTyn7rSSXk2J7GneYSmBSC04x0PwEGhNnkedhx56aLSHMKZ59dVXueGGG/osl2UZnU6XviHt+Z0QCATo7OzE5XJRWVnJ9OnTMRqNCCEIBAK43W6EENTW1rJmzRquvvpqzGYzLS0tZGZmplMeRzvlS+PsRafTMXnyZPbt28eMGTN6pdzabDY6OjowGo0oijKqzZzhLBZiXdEkB9o6sJr0uK0GrCYdRp3MrroADb4IF0zN1p7kaJxR6HUyHquBlq44OQ7TgPZZOK34FI9KQ+MEiBQgIZJdoLMhSTpEtB1ibZBz3ggMwIRaL6YHSUIyOBFdYXBMgOYNCOdE7XtiDODz+Vi1ahWVlZV8/etfx+v1snXrVnJycigoKBjt4Y0qgUCA//u//2Py5MkYDAbKy8vTEQKDwUAqlUrXi6VSKRoaGgC1dqarq4sZM2akBVUoFOLAgQN0dHTg9XrZvXs31157LU6nE1mWOXDgAIsWLUqLMO2zoTGaWK1WSkpK2LVrF9OmTUvXhkmShM1mIxAIoNfr+7R2GGnOWiG2YV8ri6cWEk8qNHRGCMVTROMpJubaWTDOo00gGmckTrOBcDxKVyyJfQCunxnuvk0SNTRGjhhghuhhsBQilAS0vw+5543MHC1JfVIUMedDvAksORBuANvZfaM/2uzYsYOLLroIl8tFVVUVt956K16vl2effZaamhr+/Oc/j/YQR5Xrr7+ePXv2EAqFcDgcPPfcc0ycOJGioiKCwWC6bqbbUc5oNBIIBDCZTOTn55NMqg6i4XCYnTt3kkwmmTx5MsFgkOuuuw673Z52V/R4PBgMBk2EaYwZuhuU79q1q1dkzGw2px9IWK3WPk6LI8lZK8Qum5WLy6XdZGqcfWQ7TNT5oqQUgcti6HeblCKIJRViydF7SqRxliOOuLkBJLtA74TWTeCZkTbsGBEkPYi4Oh5JBnMe+DaDc6Zap6YJsVHlnnvu4bOf/Sw/+MEPcDgc6eWXX345n/rUp0ZxZGODuro65s+fz65du/D5fJxzzjkcPnyYdevWsWDBAoQQVFRUkEwmSSQSBAIBhBAUFBRQVVVFLBZLR8SsVisrVqxIG3wkk0l0Oh2BQIDDhw9z7rnnaiJMY8zhdrvJy8ujpqaGsrK+TtA6nQ673T4KI1M5a4WYNlFonK3IkkSR20xbKE69L4LbYsBqVJ8SpQT4wgnCiSRWgx5/+MT9x0aCRCJBeXk5//rXv5gyZcrJd9A4Q4gBJoi3gTEToi1qeqB1NGp3jXTXqkmSjDC4QQmDzoKI+5CM7lEYkwbA5s2b+c1vftNneUFBAU1NTaMworGFz+dL9/4SQvDee+8hSRLFxcW8/fbbGI3GdBQrLy+P6dOnk52dnd4/FArR2NhIOBxm+vTpaRGWSqWQZZlUKsXmzZtZvHhxul+ZhsZYIzs7m507dxIOh7FarX3W9+yJN9IMSIjdc889Az7gj370oyEPRkNDY2TotrSPJVMEoyk6jgguWZZwmHRk2FRDD6MysFqyU4nBYCAajY72MDRGEpECBEg6iDaCbSI0vw25I1EX1h86IKZa6UsSWIqhaz84J0CgEjLnjdK4NEwmE4FA3zYbBw4cICsraxRGNLbweDxEo1EqKirQ6XRMmzaNcDhMIBDghhtu6OUoB2ptWG1tLS0tLWmDDrPZzIwZM5AkCUVRSKVS6HQ6JEli8+bNTJ8+HZvNpokwjTGLJElMmDCBioqK9Hv52PWjxYCE2AcffNDr761bt6bzhEGd8HQ6HfPmaV9GGhqnEya9DpN9YHb2o8kdd9zB97//fZ544olezRg1zlTUaJhQkqDEIdwItkIk3Sg9GJAkEAYgARiRdBaEUMBgh1gHQihIkuYQNxpcffXVfPvb3+aZZ54B1Buqmpoa7r33Xq677rpRHt3oU1hYiNlsxmAw9LrZDAaD7N69u5ezoSzLJBIJcnJymDlzJh0dHZjNZlwuVzoVEUiLsLq6OoxGI7m5uSP+ujQ0BovVasXlclFdXU1paeloDyfNgO5o3njjjfTvP/rRj3A4HPzpT39Kd1Xv7Ozk5ptvZtmyZadmlBoaGmc1mzdvZu3atbz66qvMmDGjT1+cZ599dpRGpjHsiJT6r6SDWIOaluirgPwL1IiU0gmpgGopLztBth9tunxKMaA6KBqORMUKIFoP1jyINIE1fwTGoHEsjz32GNdffz3Z2dlEIhGWL19OU1MTS5Ys4bvf/e5oD29M0F/alcPhYO7cuelmzt3phqAKMp/Ph9frRa/Xk0wmEUKkBVi35feBAwdYsWLFCL8aDY2hU1xcTGVlJdXV1ZSUlIz2cIAh1Ig99thjvPrqq2kRBmro+zvf+Q6XXHIJX/va14Z1gBoaGhput1t7un3WEEe1jUdt4qzowTEBSYlAqgN0TjCUAElI+SHRCfoMkMxq3y/V3kMVatIwRnslCYQOtcG0HoxZEDoMjunQsU0TYqOEy+VizZo1vPXWW+zYsYOuri7mzp3LRRddNNpDGxN0i6v+6I6Q+f1+kslkusYrkUikH3Z1G3J0oygKiqLw3nvvMWfOnF7rNDTGOpIkMX78eCoqKqipqaG4ePRb9AxaiAUCAVpbW/ssb21tJRgMDsugNDQ0NHryv//7v6M9BI2RQAhAAUmHUOKqsIq1gH0KiCgYCnqIKwPoM9UIWqodhP/IOhkQoESObD+cqaxGVCt7vWraYfSCiIGSQChxJHn0Cr7PVqLRKGazmaVLl7J06dLRHs6YI5lMkkwmkSSp1w+AEIJgMIher8flcpFIJFAUBavVihAiLcyEECiKkv5948aNlJeX4/V6R/nVaWgMnu56sQMHDlBXV0dhYeEJH1icagb9DXXttddy880389hjj7Fw4UIANm3axNe//nU++tGPDvsANTQ0NDTOFuKQioDoVJs2K11gK0IyFB4/uiXpQJ/dd7kShUTDMeJNRQihphManUj6QbQxkWQ14NbTyj5cA7Zi6KpRzTs0RhS3283ChQtZvnw5559/PkuWLMFisYz2sMYM8XgcUCNjgUAAh8ORrgsLh8PodLp09Ku7wXO3COveT5Ik4vE4NTU11NfXU15eTk5Ozui8IA2NYUCSJCZNmsT+/fvZtm0boVBo1MYyaCH261//mv/8z//kU5/6FImE6rSm1+u55ZZb+OEPfzjsA9TQ0NAAWLVqFc888ww1NTXpm4tutm7dOkqj0hg2lCQkG0CygT4fuuohEgdv+YBTDIWSAgkkSQeyGaHLgFgVGPORZIsqwJJd0LEVDC7oqlQTGXVmSIZBbwFbGZgyTuCiddTKHp0dUiFVgLW8owmxUeC1115jw4YNrFu3jh//+Mckk0nmz5/P8uXLWbFiBRdffPFoD3FU2bFjB8XFxbS0tOBwOAgEAhQVFeH1erFYLJhMJoQQvWrEukWYoijIskxHRwfbt29n0qRJLF++XEtH1DgjkCSJyZMnoyjKqAoxSQghhrJjKBSisrISgPHjx/cpnh+rBAIBXC4Xfr8fp9M52sPR0BjTjJXPy89+9jP++7//m89+9rP89re/5eabb6ayspLNmzdzxx13jPmi/LFyHccsQkCiGnQu0HkQqQg0vgoYwOhS0w8tOWDMgGRIFVOSDnQmMGcj6W2IaCt0bleP5yxXHQ07t6u1XXIUUjIIPeiM4JqGZHSpp06G1ePrLOpxu6rUf7POPb4YEyHACpKECO4Fcz6074DM+Uh6LRrzYRnq5yWZTKb7iv31r39NW62fjXRfw6qqKuLxOG63G71ejyzLHDp0CFmWmTZtGkBaiHU3Y+75vm9ra2PPnj2cc845o9prSUPjVDKa39FDTp632WzMnDlzOMeioaGh0S+//OUv+e1vf8snP/lJ/vjHP/KNb3yDcePG8eCDD9LR0THaw9P4sKTaQbaA7EIoCWh6HfwHofRTYM5Q0wAjzRBpAL0NTJlqeqAShc4diGQI9FbIPk/d1r8bwrWQMV9NPRQCks0gG0HXu65F0vdo7ml0g3c2InAAfLvAM+M4A+6OipnAlAuxZrAXQ1c1uMtP0UXSOB4HDhxg3bp16Z9YLMaVV16pOfqhmqlZLJZezZZnz57N+++/T319PcXFxelomN/vJxgMoigKkUiE1tZWrFYr5557LgaDYZRfiYbGmcmghVgoFOLRRx9l7dq1tLS0oChKr/WHDh0atsFpaGhoANTU1HDOOecAYLFY0sZAN954I4sXL+bxxx8fzeFpfBiUCChRhM4FoVoIHoRkEPIuQbL1cCK0Fao/x2IvQwjRO3rlmdV7G0kCfY4qxujoI8aORXJOQrRtQoTqkPo7J3pUK3sjGNwQOgiuedC0ThNiI0xBQQGRSIQVK1awYsUK7r33XmbOnKk1F+7BsSJKkiTmzp3LW2+9RXV1dfrz43a7cTgc6PV6MjIyKC8v19IQNTROMYMWYp///OdZv349N954I3l5edpkp6GhccrJzc2lo6ODkpISiouLeffdd5k1axaHDx9miNnVGmMBoUCyBaHLgvYtYPBAxjxoWA2ugQuaAX0P9RJjPtC5T7y9dz40r0OYM5F05r7HEnogiSQZEDqLGp3TWRCJLiSDfcBj1/hwZGVlsW/fPpqammhqaqK5uZlIJILVaj35zmcxsiyzdOnSdH8wDQ2N0WHQQuyll15i9erVnHvuuadiPBoaGhp9uOCCC3jxxReZM2cON998M3fffTerVq1iy5Ytmlvr6UyyRbWg79gG5nwk5wRE+yYwFyPpTkE9SlqMNQA60DmOv6msQ3hnqcYeWef0s4URNSqmP5Ke2AiOUrXGzDN9+Meu0S/btm3D5/OxYcMG1q9fz3/913+xZ88eZs+ezfnnnz/m60dHk273RA0NjdFj0ELM4/FovSM0NDRGlN/+9rfpNOg77riDjIwM3nnnHa6++mq+8IUvjPLoNIZEqks1uwjUgKxXRZgQENgHhdefuvNKkurKmKw/YuRx/OiVZMpEyNWIcAPSsQ2bezZ4NmZA+BC4ysC3RxNiI4zb7ebqq6/m3HPP5ZxzzuGFF17gqaeeYtOmTZoQ09DQGNMMWoj9v//3/3jwwQf505/+pIX+NTQ0RgRZlns9vf3EJz7BJz7xiVEckcaH4kgTZqHY1EhS1pFGvNFG0FmRDKfYhTctxhrUv08gxvDMhOb1CHM2knzsV6YBiCNJFoTeDckA6O2IeADJqLljjgTPPvts2qRjz549eL1eli5dymOPPcby5ctHe3gaGhoaJ2TQQuyxxx6jsrKSnJwcSktL+xSBav18NDQ0hoMdO3YMeFvNwfU0I9WOkD3Q/h5kzUGSjnyPdGwBz7yRGYMkD0iMSbIB4ZwE/r39uCjKgKK6MloKIHwY7CWqe6L3eI6LGsPJ7bffznnnncdtt93G8uXLmTFDu+4aGhqnD4MWYh/5yEdOwTA0NDQ0ejN79mwkSTqpGYckSWdtr6DTEiUGIgHBBnBMQNId6ceVikOsDexlIzeWXmJMAvk4kThrEQQPIZIh1Q4/vX93eqKCpLcjUlGwZ0LnLkATBCNBS0vLaA9BQ0NDY8gMWog99NBDp2IcGhoaGr04fPjwaA9BY7gRAlKtiHgSlBiSLRc1vQ/w7QR72cg78abFWD2qGOubci9JEsI7Gzo+QPRp9KwHEoAOTDkQawGDExH3p5tGa5xaUqkUzz//PHv37gVg6tSpXHPNNZoboIaGxphnyA2dNTQ0NE4lJSUloz0EjeFGRBDJBAQPQ9Z5QAwwqesC+yD/stEZV6/ImOg3MiYZ3QijBzq3IzyzeogxHRBTRaY5DwI7j6QnVoF3Vp/jaAwvFRUVXH755dTX1zN58mQAHnnkEYqKili9ejXjx48f5RFqaGhoHJ8BeZd6vV7a2tqAo66Jx/vR0NDQOBVUVlby5S9/mYsuuoiLLrqIr3zlK1RWVo72sDQGgUi2g68CMhcjyQA6NS0x2gGyDEbP6A1O0oG+AFKdoIT638Q9DWQDdG47mjIrSXTXikmyARBg8kC0daRGflbzla98hfHjx1NbW8vWrVvZunUrNTU1lJWV8ZWvfGW0h6ehoaFxQgYUEfvxj3+Mw+FI/641cdbQ0BhJXnnlFa6++mpmz56d7mH49ttvM23aNP75z39y8cUXj/IINU6KSEC0GezjkfRWEBHUXlyAf5e6fLS/W7ojY4k6MFiPiKxjNnFPQ3Ruh1BVj3o2A0fTE7Mh3gZ6GyIRRDIcv1eZxodn/fr1vPvuu70eBGdkZPDoo49q/U41NDTGPAMSYjfddFP6989+9rPDPohf/OIX/PCHP6SpqYlZs2bx85//nIULF/a77e9+9zv+/Oc/s2vXLgDmzZvH9773veNur6Ghcfpz3333cffdd/Poo4/2WX7vvfcOWohpc87II5LtEO6AnLlqGh8KSDqESEG4FgquGO0hqkiympqoBEF3HAt693RoWocw5yLpLfRKTzTlQGAX2IogVAvuqSM5+rMOk8lEMBjss7yrqwuj8RQ0BdfQ0NAYRgbdVv0zn/kM//u//ztsKUF/+9vfuOeee3jooYfYunUrs2bNYuXKlcd1Qlq3bh2f/OQneeONN9i4cSNFRUVccskl1NfXD8t4NDQ0xh579+7llltu6bP8c5/7HHv27BnUsbQ5ZxQQCkRqwVqGJMlAkvRzwK56MFjAcOqNLYSSRCQjJ99Q54GU74hg7Isk6cA7Bzre716A+npSSLJRfb2mLAg3DdfQNY7DlVdeyW233camTZsQQiCE4N133+X222/n6quvHu3haWhoaJyQQQsxo9HII488wsSJEykqKuLTn/40TzzxBAcPHhzSAH70ox9x6623cvPNNzN16lR+/etfY7Va+cMf/tDv9n/961/50pe+xOzZsykvL+eJJ55AURTWrl07pPNraGiMfbKysti2bVuf5du2bSM7O3tQx9LmnJFHpDoh0gGOcUeWJEi7JQb2nrK0RCEEItyMaHwLUfsqNL0JrZsRta8ifPsRSrL/HSVZdU9Uuo57bMnkBYMDEao5skRt7gyo6YnJDpD1AxN+GkPmZz/7GePHj2fJkiWYzWbMZjPnnnsuEyZM4Kc//eloD09DQ0PjhAzaNfGJJ54AoL6+ng0bNrB+/Xoee+wxvvCFL5CXl0ddXd2AjxWPx3n//fe5//7708tkWeaiiy5i48aNAzpGOBwmkUgc1ygkFosRi8XSfwcCgQGPT0NDY2xw6623ctttt3Ho0CHOOeccQK0R+/73v88999wz4OOMxJwD2rzTCyEgUgWWEjWSJBR1uSSrvcOSPrAtGv7TRjugbatqnJExC8l4tFZLKEkIVkHdawhnGbgmHonU9UDngUS92uj5eCLRNR2a1yHMOUg6EwjU12fOgcAeNT0xXA/OCcP++jRU3G43L7zwAgcPHmTv3r1IksSUKVOYMEG75hoaGmOfIdvXezweMjIy8Hg8uN1u9Ho9WVlZgzpGW1sbqVSKnJycXstzcnLYt2/fgI5x7733kp+fz0UXXdTv+kceeYSHH354UOPS0NAYWzzwwAM4HA4ee+yxtIjKz8/nW9/61qCc0UZizgFt3umFCEGkHTJnHlnQIxrWVa2aYuiHNy1RBA6px85ZgmTox4pe1oNrgirC/Aehbg0iax6SObPHRjrQ2UHxg87d73kkWYfwzISODyBrMd2mHZJsUmvfzDnQtlkTYiPAxIkT0+Jr1E1fNDQ0NAbIoFMT/+u//otzzjmHjIwM7rvvPqLRKPfddx9NTU188MEHp2KMx+XRRx/l6aef5rnnnsNsNve7zf3334/f70//1NbWjugYNTQ0PjySJHH33XdTV1eX/izX1dXx1a9+dURvugYy54A27/RERGpA5z1i7Q6968MqwFZywv9DEWpA1KxBtG5DhBoRyYiachjzIwLViFSs9/axTghUQt7yfkVYTyRJh+Quh7zzoHMvou2Do7b0ALIHUv6jUbz+jmHOUlMQw/VHXteRdEdT9pE6s9TxUyA1hoXf//73TJ8+PZ2aOH369HT2joaGhsZYZtBC7NFHH6WyspKHHnqIp59+mh//+Mdcc801eDyD7/+SmZmJTqejubm51/Lm5mZyc3NPuO///M//8Oijj/Lqq68yc+bM425nMplwOp29fjQ0NE4vIpEI4XAYAIfDQUdHBz/5yU949dVXB3WckZhzQJt30igxiDSBs1z9W6QAWe0dloxAKgSWouPuLoI10L4b8peBNRvCzdC8GWpehfZdEGuF6pcRzZsQsU5EtAWa3oHcc3ulGgohEEqst8jqgaS3IOUtA70FGjcglMSRFRLovJDqOPHr9MwG/z5EIqC+PpECcy5Em8Caq14DjVPCgw8+yFe/+lWuuuoq/v73v/P3v/+dq666irvvvpsHH3zwQx370UcfRZIk7rrrrvSyaDTKHXfcQUZGBna7neuuu67PfFJTU8MVV1yB1WolOzubr3/96ySTvcX4unXrmDt3LiaTiQkTJvDHP/6xz/l/8YtfUFpaitlsZtGiRbz33nsf6vVoaGiMQcQg2bZtm/jpT38qrr32WpGZmSny8/PFJz/5SfGb3/xG7N+/f7CHEwsXLhR33nln+u9UKiUKCgrEI488ctx9vv/97wun0yk2btw46PP5/X4BCL/fP+h9NTTONsbK5+Xiiy8Wv/rVr4QQQnR2dors7GxRWFgozGaz+OUvfzmoY430nCPE2LmOI40SPSyU5vU9FkSEUBLqr517hdLwL6EoSt/94l1CadoslJq1Qkkleq9LhoXi2yqUzs1CCewWSmCPUBpfE8rBPwpl14+F0vCSUBJhdbtYs1DCFUIJ7RNK+JBQQvvV39P/7hNKtE4oqcjR43c1CKVu7dFxKYoQ8VohlNiJX2siJJSGNUJJdKmvUwh1jNEOoTQP7X1ztjKYz0tmZqZ48skn+yx/8sknRUZGxpDH8N5774nS0lIxc+ZM8dWvfjW9/PbbbxdFRUVi7dq1YsuWLWLx4sXinHPOSa9PJpNi+vTp4qKLLhIffPCB+Pe//y0yMzPF/fffn97m0KFDwmq1invuuUfs2bNH/PznPxc6nU68/PLL6W2efvppYTQaxR/+8Aexe/duceuttwq32y2am5sHNP6zdc7R0BgKo/l5GbQQO5Zt27aJm266Sej1eiHL8qD3f/rpp4XJZBJ//OMfxZ49e8Rtt90m3G63aGpqEkIIceONN4r77rsvvf2jjz4qjEajWLVqlWhsbEz/BIPBAZ1Pm5w0NAbOWPm8ZGRkiF27dgkhhPjd734nZs6cKVKplHjmmWdEeXn5oI410nOOEGPnOo4oSlIo7euEEmk98rcihNKl/iuEUGpXC8W3o+9urduFUrNGKF31fUSaEm0RSscmVez0XK4oQqlfJ5T6t4VS8ZRQGv4hlK49Qom3CyUVP/4QlZRQEn5VrIUPCiWpHldp3ymUjj09NowJEa9Jj/24x4u2C6XhNaEkOoRQFKGEa9Wfulf7FZwa/TOYz4vL5RIHDhzos3z//v3C5XIN6fzBYFBMnDhRrFmzRixfvjwtxHw+nzAYDOLvf/97etu9e/cKIP2Q5t///reQZTk9nwghxK9+9SvhdDpFLKaK+W984xti2rRpvc758Y9/XKxcuTL998KFC8Udd9yR/juVSon8/PwTPjDqyVk552hoDJHR/LwMOjVRCMHWrVv50Y9+xNVXX83555/P//3f/zFjxoxBFc138/GPf5z/+Z//4cEHH2T27Nls27aNl19+OV1MX1NTQ2NjY3r7X/3qV8Tjca6//nry8vLSP//zP/8z6HNraGicHoTDYRwO1fXu1Vdf5aMf/SiyLLN48WKqq6sHdSxtzhkZRKIFEskeBhgKoFPTEhNBEDGwFPTep/MAJEJQeCGSLT9dOyaEQIQqIdYE7nlI+mNqv1q3gMkGbi94yyFmgHgQEn6Qju9JJUkykt6JZBkPpmKINyGiteAuh1A9IuY7sqERJBsovhO+ZsnkBe9saN2ESIXV5s6xZjBlQOwk6Y0aQ+LGG2/kV7/6VZ/lv/3tb/mP//iPIR3zjjvu4IorruhjyPP++++TSCR6LS8vL6e4uDjturpx40ZmzJjRyxBo5cqVBAIBdu/end7m2GOvXLkyfYxud9ee25zM3TUWixEIBHr9aGhojH0G7Zro9Xrp6upi1qxZLF++nFtvvZVly5bhdruHPIg777yTO++8s99169at6/V3VVXVkM+joaFxejJhwgSef/55rr32Wl555RXuvvtuAFpaWoZUf6XNOacYISBUAY6pPRb2cEsMHlbdEg3uo7t01UGoDgpW9DLvECIFgd1gcIBjeg9xloR4C4SqIdkO7kVgyECyyghDNrTtgAwP+D9AuGap1vknQJKNYBmPSHRCtALcxdDyNqLgEtVoROeBZB1IVpBNxz+OKQPhnQ+tb0HuJYAElhz1tZkzBnkhNQbC73//e1599VUWL14MwKZNm6ipqeEzn/lMr/YWP/rRj056rKeffpqtW7eyefPmPuuampowGo197ndycnJoampKb9OfK2v3uhNtEwgEiEQidHZ2DtrdVXNq1dA4PRm0EPu///s/li1bdvYWn2toaIw4Dz74IJ/61Ke4++67ufDCC1myZAmgRsfmzJkzyqPTOBaR9EEiCu4jBihCACnApBpmhKrBVZY21BCJELTthOKLjzHZSIF/O1gKkUzZR5YlIdYIShhkJ4R8UHApkqxHPHM9onNP/2Pq+cdVf4a8OYDcx7FRMngQejcoIUj6ofEVRN7lSLIM+jy1t5ihULW3Pw6SKRNhyYFgpWraocRVYxGNYWfXrl3MnTsXgMrKSkA15cnMzGTXrl3p7QbirlpbW8tXv/pV1qxZc0JX1LHI/fff30t0BgIBioqOb4SjoaExNhi0ELviiitOxTg0NDQ0jsv111/P0qVLaWxsZNasWenlF154Iddee+0ojkyjX0L7wTqpx81viu60RKLtIClgKQRACAUa3oS8c9T+XkdQRdg2sBQjmbLU7eLNqp28MQ/kAmhcB9mL4Xcz6d8P8Tj88zNHz1OwDC77KZLu6I23JEmgsyNc8yH1PrSuQWSdr0bN9NmQbAR9wfEbPQM4J0PzBrAshche0FkQyVDftEqND8Ubb7wxbMd6//33aWlpSQs7gFQqxYYNG3j88cd55ZVXiMfj+Hy+XlGxnq6rubm5fdwNu10Ve27Tn3Or0+nEYrGg0+kG7e5qMpkwmY4fqdXQ0BibDLmhs4aGhsZIkpub2+cmZOHChaM0Go3jIZQ4xH3g6vl/kwCM6q/BQ2C0H23i3LwZ3BORTK4ex0ioIsxWhmTMRKQiEKsGQyYYJyNJEiJwGP7VT3qpJEPxQiheCmY7yBJEOiBlhC2/hFio9/b1b8ITcxGeiXDdE70ichKApwzR0QXBzQjrRCS9R60XS7Wqouw4SJIJ4Z4Cvp1gMIElW01PdE0exNXUGEkuvPBCdu7c2WvZzTffTHl5Offeey9FRUUYDAbWrl3LddddB8D+/fupqalJR+mXLFnCd7/7XVpaWsjOVt8fa9aswel0MnXq1PQ2//73v3udZ82aNeljGI1G5s2bx9q1a/nIRz4CgKIorF279rgp1RoaGqcnmhDT0NDQ0Bg+IlVgyDoqaIQAFJB0alQrUg/eaaqYav0AZD2Sa3x6d5GKQmAH2CcjGVxqmmO8GcxlSEdqs8RrD0DlP3qfd/KlkDcDCleAlFLrx/RuiEfUvMRkHM67D4wCnGUQi8Dzd0B3z7DOg/DEckT5J+G8/+pdU+aaD83vgL4FIWJIegukYpAKgO44afqSjGTORMSCEK4Hhw266jUhNoZxOBxMnz691zKbzUZGRkZ6+S233MI999yD1+vF6XTy5S9/mSVLlqTr0y655BKmTp3KjTfeyA9+8AOampr45je/yR133JGOWN1+++08/vjjfOMb3+Bzn/scr7/+Os888wyrV69On/eee+7hpptuYv78+SxcuJCf/OQnhEIhbr755hG6GhoaGiOBJsQ0NDQ0NIYHISBSA64lPRYmSZt0RFpAJ4G5QBVhQkHKntdjdwUCO8ExFUlvRyQ6INkBlolH68l+09MABJh2HXjy1abRhctVp8RIFdjnQrxDjUblngtdtRBqBtkDLbvB4ISLvg9mD6y+U20uDbDvKdj3FOKWzek0QslgR5izIWUDOYbAgqSzQqpNdVSUj1dPZEByTUDoLNC6DixliFQMSaelkJ2u/PjHP0aWZa677jpisRgrV67kl7/8ZXq9TqfjX//6F1/84hdZsmQJNpuNm266iW9/+9vpbcrKyli9ejV33303P/3pTyksLOSJJ55g5cqV6W0+/vGP09rayoMPPkhTUxOzZ8/u5e6qoaFxZiAJIQaVWn+6EwgEcLlc+P1+zXBEQ+MkaJ+X4eFsuY4i0QG+D5CyLuyxMAyYQZIRzRtBioGwqrbyWXN6OyR2HQSdFclSgEi0qWYZ5rLjiDAZVv4/iEYgay5SRjnCtwfaNoK5GHQmMHtBZ1Gt4+N+kAyQDKsizGCAaCt01qliqvxT8PtjjF9WPo1UOlM9t5KEuteg4AKI14FsRdLrVaFoGA9yP+YdQgBhwIpoXqOmRXpnITnGDcv1PlM5Wz4vpxLtGmpoDJzR/LxoETENDQ0NjeEhfBCsR9MMEYr6ryQfTUsUMjizkDKm9dpVJDohFQbbBES8RY1QmcepKYwNDfDPHn2Xis+BKVdBQoH8pWDPR9S/DEkflHwSyWA9ZmDqmETcr1rn+w+ALwAZk2DcSvDVwAc/ho+/AAffhq0/UHd75ROI2V9BWnS76sqYMVPtWZazBOL1iHgc9C6k5CFVjEnHtOaUJBA6IAWeudC8Djp3gibENDQ0NDSAQTd01tDQ0NDQOBahxNTIk7W4x9IevcPCTRA4DK7JfUWYENB1EBxTINEKSgTMpaoIe+fx3iJsyX0w/WOQMkDOAtWMo+pvYLBA8cf6EWFHkYwupIzZUHY95C2Dlp3Q9AbIcRh3JRx+GTKz4LM9muZu+xnihc+r+9vyQdZDqA7JVKhG3VIxkCyQqgeR6uesRiAORi/YCyBUowpCDQ0NDY2zHk2IaWhoaGh8eEL7wVzUy3VQrQ/Tq0KrejXYi5C80/ruG2sCYyYoUdUAw1R8VITtPFp/wwX3g6cA4jGw2CG4D4IHIGMmZJ13zLmPjyTJSO7JMP7jYMhXxVwqBN7xEAtC3RvwmfVHd2h6B/HXI/U7mXOhc7da62XMASSEYgAlCUoLiOQxJ5MBCQkBeid450H9K6opiYaGhobGWY0mxDQ0NDQ0PhRCSUG0Hmw9HAFFCpDV9Dx/hSqw8s/vu69QVIMPcw7EG47UhEmIHat6i7DLfwwYIBYAJQCOIlWAWTPAOW1ADXuPRbJkgmcyJFKq1X3WXDCbIRmDpvfg02uPbtxVi3j6GrXXmXcWdByxOTcVghJESE41OqZ09hVj3VExc756HqMLWt5Wbfo1NDQ0NM5aNCGmoaGhofHhiB4GfSaSztBjoZqWKFIJaN4E7hIwZfWzbz0YXBCtOVITplNF2MYHj25zw9+h8wDIFlC6YNwNqtthtAYc0wccCesPyVEKpgwI1oFeD/kXgE6o5h6t2+EzG45u7D+IeOZ6JFsexP2IREgVgOYySLQiZLtqhy98vcWYpAOEahKiRAAduMqh44Mhj1tDQ0ND4/RHE2IaGhoaGh+O8CFw9Eg5FAJIATpo26YKHHtZH8EklBiEDqidk60TkWQjonJtbxH2H69C00ZwjIdYi5pOqEQhVAHOWWqEKn3ABChBSHWo1vKKXxU+JzMHzpwDigSdH4DeDOM/BjojxJqhYUPvmrHOPYjnPgsZs6F9O4Dac8xcBrFWNcInTH3FGAYkkmoja6Md9etXICLNA7vGGhoaGhpnHJoQ09DQ0NAYMiLWCpIRSd/TJEMVYSIegGg76GWwlfXeTwjofE+NklknI0l6REM9vPbloxvdskWNphmd4N8Lkz4NklDr0ZwzkWSDKrJSfkhUq4YZShcgqQYa6IEYKM2QaoFUp7r+mNRBSZIh7zwIB8C/U91//EdBtqsi8dDzcNPbR3doeQ/WPgxKEhHzqceQTWqaYqILkWoHXEfEWPzITnogCZYC0MnQVQOeOeDbqVrja2hoaGicdWj29RoaGhoaQye0D2zlxyxMIIQBmt8Ea45ag2Xw9N1PEmCfrqb3iQj88+Kj62/bBXVrIRVX3RanfQF0ZghsB2uZGl1KhUBpA8kMugyQuhslJ9XoGIkjFvp6VewkOiDRCSIGKKDIaiRMAgSgN0DjW2qvMfdsKDwfmjeDywuHn4dP/3/27jtOqupu/Pjn3Dt1y2xnG2UBQaoUEURULCgqdmNJs8QkxkdjLE+ixpqqTxJNfhqNmjxR8xh7EhuIIoKFIkWKdJCylN1l2Ta7O33u+f1xdweW3YUFlm1836/Xxuydc++cc2fmMN8953zPx/DSWfZT7PgICk4CHUUXnIVSCuVIReteEC1DqyqUIxt0FeCz9zDTDpRpoJWCSBUYTnsj6upVkDm6nV8YIYQQXZ0EYkIIIQ6LjochHkB58vY5qAEL6nbYGyqHSyC1T9ONmyOVUL8Rci6wswlalei/npp4XN20Br1nhZ38omYDDLwa5c1Ch7aD04EyHWBV289j9gPDtV/NnHaukFCZHXxhgem0px26s8BRYK9nsyoBE4x0O6kIoEs+szd6rvmq4TwL3PmQbtjB1zffg1cutJ9m0SMw6THwFUNqP7vuzkx7ymW0DMw0UOkNwVg6dir/ELhz7eyMoXJUcm90/RZ0pAblSmuvl0YIIUQ3IFMThRBCHJ769eDpvd/BqD0IVbka0gbYo0/evWW0FYOqzyHjNJTSoKuaBGFc9BE6UAaBEtizFHpNRKX3RUdLIFoC7iIgZAdPjt52EKY1aI22QujQDnT1fKhbAqrOTurhSQXTxE4g4ofYKnRoOTrmt9d0WWV7pxDmngxxF2BB2hhIHwxls+x/Ld1JdgKPK17aW995d0HV2ibTC5U7H1QyOvw1dubIdHuaYiNPrl2fum327xljoHKZPV1TCCHEMUMCMSGEEIdMaw2hXZA8aL9HolC+GrJGQn0xOJMT0xK11lCzCJIGopzJoGvQfz1r76kj/wtys6B8qT0S5i2EwlFAHIJl9v5ius4ObJQFVhU6vgcd3YgOrYDqz6BulT3y5c0HRzY40sE1ELyjUEljUJ5RKPdYcA4AFYHYNnSkBB36Ch1cYyf36DUegnVQtwZS+sNx14F/D/j6Q7QUAhVw/v/srff7d0Llyqa3wdMfrCg6shOUA1QqaD/gRimrIVNkOVprlDMFPDlQv639XyghhBBdlgRiQgghDl3QTjuv9p0WqOPosB+itZDSB+q3Q1LB3mmJoW0Qq4fk40D70f/+Cfamz4A3F3XKrVC2ENBgAsedgzKz0NEAGAbKjNtrrYiAdqAtDeEdUFsKgTCkDEJljEUl9Uc5M1GuLJQjB2V6UcY+/9wphXKko1xDUK5hKGcBykwDQ0NsG6hKcHohpqF2LcqVCnkToK4S8qdAYIOdyOOE7++95r++g47W7vMUCrzDIboTHa9vWL+msEflNCQV2m0MldsnpA2B2k2SuEMIIY4hEogJIYQ4dIENTTdwBrSOQNkyyJ0A4T1gxMHb134sWgO1qyFtPIpa9Ko5ULF3Hy117Ry0fzPEgxArgcxxKFdftGVBZAu4U0FlopUPHQ+hw5uh6lOo3wXuTEhKhngMHYuiLRNNw3orXbVP5sIWGB5w5IKzP8rMsbMfmkBGb/CvhVgQHSxGpRaCtxeE/JB3NoS+hvwBkHvC3mv9fVKTSyvDAZ6hEFxtt0Olgq4D7bRHCh0eqN1ql1Um+Abb2SGFEEIcEyRZhxBCiENij/xYKFfmPgc11Gy0R8BcKeiyleDOQDl9aCsK/qWQPATliNpTCxc8lDhV3bTGHvWqWGIHb0EF/U8CNIRWgTMd4g50bId9LOqHui2QcSq40+y09EaGvV7MikDcD9HdaADDDcpvj6SpTHtKY7ymIXOiojkFOgDEIGcwlC2CtCI0ccgaDrvmgTsDMseDfx0MPxPKN9h7mxFDv3IB6psz9l7N4UM7ciC8HrxDAR/oOpR2o5N6Q+Vae3qiUpDUB2q/RscC+20HIIQQoieSETEhhBCHpnYNJA1ockjH66B6K2SNROs4hLZDyvF2Moy6VXaKeU8aqDT0c3tHkdRNa9BWHEo+BIcJVWXQZwpKGejwFrACgMteZ6Y89lS+WBBypqLcKShCKEc+ykxCKYf9X1ceynscuHqDMiFuQawCIiuhfgXEa8HMAVc/lLtov59BKPcolKMvypMF2SMgEgb/SgisgNwRULUR3HmQ1A+S+8AZN++9Ef6t6HlPNr1f7iKwQujIDlAu7L+BxsGbA4Zljx7SMJ0xYxRUf3U0XjUhhBBdjARiQggh2kxbcYhVgqdf0wfKFkKvCSjDtFPXmy5wZUNwC0SqIbU/ykhFPzcqcYr64Wo70KpZBqEqCIYgfTDKV4CO7YLwZnAfD64+ULcBInvsaYipI1FmDNCgMkDt/adM6yg6VmUHcdFiewTMmWwHXZ7h9vo0ZwrEtkNgBTq0ER3fY4+C6XDDZs8GmLl2sJbSx95fzJNvr3kLF0PecXZ7M4aDdkNKIVz02N57seov6F1L9rZTKfCOhEgJOroHVAoQRSmHHYz5N+4t686019pFqtr3hRNCCNHlSCAmhBCi7erWgafADrga6LodoByo5Fz7QPVySBsGsT0QLoOkPihHGvq5MXuvc9ELYFXYI2m7V0NyP6gvhT5noKOl9ho093DQCqoXgTu7IQNjJsqIgvKC4QOl0Fqj4zXo8FaIlICuB4cP5e6PcvZGOXIbknGkoIwclJmBcuWCZyA4MiBagw5uRUdK0ZbfTjWva+3yjnxIHwrBUkgbBKGdEK2DnIFQOgdyxkIkAm4fXPaXve1799omt00ZDvCeAKFN6HgtqDTQIUjpB8GdTZN0ZIyCqv2yMAohhOhxJBATQgjRJlpbECqGlL1JOrQVg/LF0Otk+/dIDVj14M6x09srF8qTjX5u3N4Ljf4+Krc/GGlQ9pUdYJUth4FXQLzE3gTaLLCzL4a2gG8oWLVgulFmChhZdiAGaCtoj5xZAXBkoJwpKEcvlJnVkGFxP0qBSgKVgTJcKMONcmXYQZmZBpEqdLQOjQt0EHQQ5SoEb5GdGMQ3COJ77KQiSQOgailknwQ1WyF5AFzx7N578+ywpk9tuu1MiqG19r00fOBw24lI6or3lnMkgzMNHdh1xK+ZEEKIrksCMSGEEG1Ttxk82SjDs/dY+XLIHIJy2IERVSshqbedVj4WgJQ+6L+esrd8/zNRJ/0QjGx07S6o3WxnLkztDe4IxGOgLQjXgmnZmRmjO8GZjnL2BSMZlGGPgkXLIVoGzlSUIw1leIF0wLQzJeqwHUxZ9WDV2T+63j5G1C6nkgCfvdbMAOXpa+89Fi5Gx2NofEAUldoHQgoiNfbonfKDUQ8RB0R3QepAqF4GqcPgG39LNLdZMOZIBWdvCK0BXCjckFYENaua3uv04VDTELAJIYTokSQQE0IIcVBaawh8DUn7jIaFqyFcDqnH2b9bEXt/MVcSRGohuRD+98y9F0kvQp3zBBgp6HgYdnwAWSdA5RroPcIe5QqXQigIKbngyoXIVnDkoJyF9mgW2MlAotuBCJimnftQB+3phFTb/9Uh0A17dimzIWuiEzs3vdUQpNU3bLJcA8RAx8GqRKmwnWBDRyC8Ga0VKJ+dqr5iJ1jaTstvhiDJARUl4Emx2xzeA0n9YdKv9t6n/YMxdyHgQoe/tlPaO33gcjXdh8xwQkoR+Ne3y+snhBCi65FATAghxMHVbgZPGspMBRoCs9KFkDvWDhoAqjeC07DXdXnS4IWL9p7vTEVdPQOUaZ+7/X07ycXuFdDvZHCkQWgHhOohY7Cdij5aDo4ClDOPhie111eFN4LSKMNAGTlg5NjTFY0sMDLBSLen/RkpDdMQPfaGysrd8P+TwUi1p0YaGQ1THTMbfk8DrVB6N8phgrMQouX26JuRCfmnwO6VoB12whKXBWnJsHszZI2A0tlgpkD/sTD6qkTz9w/G8B4P8Vp0rARl5kFyNlTvNyqWMgCCpehYoJ1fTCGEEF2BBGJCCCEOSMdDENxkTxNsGJWicjWk5Cb2EtNWDOq+AlcmqCi8dBUQt8uayajvfbH3ghUrIVwBhhNSU8FXBJFy8G+3R8gwIB6y13y5skFbaKsOHdsCsWJwpKEc2WDk2tMaVUv7gR0ipUA57EDNzAIjH7QDpSrAmWpnZgxvsQPG7Il2AKksO6ujxw2pCipLIHs0FL8BnkIYeiUMu3jvfXx2mB2EAkoZ4B0BkZ3oeBW4+4MzjI4H96mSgszRULkMIYQQPY8EYkIIIQ6sYgmk9kGZ6QDoUBXU7YSMQdh7YgGVS+w9sZQBr35v77neXNT3Fyd+1cE9UPoJZJ8Iwc2QNw4iVVC1HnInAk47CDNTUY5MsGrQ8Z0Q2WKPtDkH2iNIKrlJ2vp2p0wwM8AoQKFRRgScORDeDqaG9NFQthZULTgHQ3IOeGohHIPUXNg5A5IHwZCLYNT39173ueHoHQvtpzCcdibF4CY7EIxaENoAVnxvNVwZ4EhG1xcjhBCiZ5FATAghRKt0/Q5wGCh3bztVvBW3pyTmn4hS9miUDu+BurWwcxP869a9Jw+5DnXtnL3Xiodh2zuQPQYq50PBKRDxQ2AH5E6yNzuO1YGZgjIMtLUbHdlpB2auwShXfztRyL4jYDoGVtDepDle0/Djt/8bq4BYuZ1GP1YB8SqIVzck7YjY5+o4NIxStUiZ9n5iKgulqlDubDBTwRG19wDbvQVUDbgGQmoR6B1gJoErDiUfQ+Z46HM8XPTHvdec/j30305quLwHkkZCcCOkDoKq9WhdCtY+SToyRoJ/o0xRFEKIHsbR2RUQQgjRNel4CPzrIPM4e00VwJ7lkD4A5UwG5UDHauyg6uMnIBree/JFH6EKCvZey4rBlrfBkwR1G6HXGDsgClVD+lhAQ6SyYRpgxH5uKwbOfigz2Q6WrFBDko2wHUgBduZDlx0wYQDKvhYKDG/DMb33R1t2Eg8rgJ20w7L/C/Y5yrnPWjLX3qDP8ILVB/RulIqjXf3sETK9AsrWQ95wcPWFDC9UrgBPNphRe81Y7hQofhOueAH+db19vXg9+tlhqJvWoMwkdNJICHwFphvqKyHZAVYOGAZKmeiscbBnETp3sj1lUQghRLcngZgQQohmtNZQsRjS+qGcOfbIV2A3hP2onCGAGx2thM9+BRs/aHKuumlN82ttew9UAEwfpOUCUQiGIP0EiNcBYXD57CQYsXq7nNON0vUQrWq4cEPCDSOtaZDUfo2262WFwKqxAz4cdsp8IxkME8gDqw6lS8BIRmdMBHMl7FwAeSehnLno7PGwZwkYBiTlQNksKJwGxf+Cb/4b3rgeYn77KZ8dBjhQN61EJ48BvRiql6KTL0LpStBZoBTKlYZO7gOVS9GZJ0owJoQQPUCXmJr41FNPUVRUhMfjYcKECSxatOiA5d944w2GDBmCx+Nh5MiRzJgxo4NqKoToCaTPaQP/enCloFw+O+CIR2H3YsgbjdZO9PYV8PdTmwZhRRc2D8KsGGx5E2KldpZEr9feKyyOvX9WvMJOemHkQSwM8UowHCiiKCw76HIU2ntvOXLsAM1wt38QBg0JO1z2czh6gbOP/Zxou/7Rnfb0RuUG1dvOjE8JKm0g5J4BOxeig1vsjI29JtlTFGs2QrIPauZBr1Nh9zy46h9w0Uf7PHHMDsj+OgZSJkJSLyj/xN5DzKpMTJ1UqQPB9DbPriiEEKJb6vRA7LXXXuPOO+/koYce4ssvv2TUqFFMnTqV3bt3t1h+/vz5fPOb3+TGG29k2bJlXHrppVx66aWsWiX/MAkhDk76nIPT/g0QrYGkTDBz0LEQ7PgIckbB6nfhr6Ph/W/vPUE57Cl2U3/X9DoRP6z/qz1FL30gUAe4wJUKST575EslgRWB+E47u6JroL1xs7MAzPSjF3S1lXKAmWansXfkAw57zVl8J/Y0yBzQEZQrBn3PgepKqF4B0WrwjbD3WKtZY2eIDG6EtAH2aFnSbvjhKsgas8+TafjrCPjXf8Oq96F2JTruB6tibzCWPhx0HF3xpb2fmhBCiG5LaX2gVcpH34QJEzjppJP485//DIBlWfTp04cf//jH3HPPPc3KX3311dTX1/Pee+8ljp188smMHj2aZ5555qDP5/f7SUtLo6amBp/P134NEaIH6omfl47uc6D73EdtxcG/1k6Y4ctHOfLQ0SD84ww7WNqfMuDGZSjT2fQ68TCUzQX/GvD1B1PZo16uLDAbggflsYMsIxWc+Sgz5ai3r11pC3SgIfFHFHACMTRRiNSDfyd4ksHlhWgd1BfbyUGMTHvkz1DgzQPfGJQzBf3ej2Hn7Jafy5sJ5/w/VO4JdkAHdhZF/0bIHINyZ3ZYsztCd/m8dGVyD4Vou878vHTqGrFIJMLSpUu59957E8cMw2DKlCksWLCgxXMWLFjAnXfe2eTY1KlTeeutt1osHw6HCYf3LiCvqakB7JsuhDiwxs9JJ/+9pt10RJ8Drfc7Nc+egvaaR9CCo60xoUVjUouG/yYocLjs9OxjLwZ3Pmx+uyE/RsxOux7324GGOxlcOXZQAvb6qnC5Pe3PzAZnJphp9n5aEQvorn1yUsN9CtsZGK2IPWLlyIBQHdRVY9/TVDsg01V24Baqgz1bwFxsbwB93FgYPNF+CeY/ZyfsiEfsawfL4bVv2YGvUthJRdTe/w/7/Lf78wftYL2n9DudofHeyXcdIQ6uM7/rdGogtmfPHuLxOLm5uU2O5+bmsm7duhbPKS0tbbF8aWlpi+UfeeQRfvGLXzQ73qdPn8OstRDHnoqKCtLS0jq7GkesI/ocaL3f6fuz1YdR667oK+Cjg5YS4kj0lH6nM1RUVADyXUeIQ9EZfU6Pz5p47733NvlrdnV1Nf369aO4uLhbd/B+v58+ffqwffv2bj/toCe1BXpWe2pqaujbty+ZmT1r6tPR1hP7nZ70voae1Z6e1BaQfqc9NN677tznQM96b/ektkDPak9n9jmdGohlZ2djmiZlZWVNjpeVlZGXl9fiOXl5eYdU3u1243a7mx1PS0vr9m8cAJ/P1yPaAT2rLdCz2mMYnZ7Xp110RJ8DPbvf6Unva+hZ7elJbYGe0+90hsZ71xP6HOhZ7+2e1BboWe3pjD6nU3s5l8vFiSeeyOzZexcoW5bF7NmzmThxYovnTJw4sUl5gFmzZrVaXgghGkmfI4QQQoiuotOnJt55551cd911jBs3jvHjx/OnP/2J+vp6brjhBgCuvfZaCgsLeeSRRwD4yU9+wuTJk3nssceYNm0ar776KkuWLOG5557rzGYIIboJ6XOEEEII0RV0eiB29dVXU15ezoMPPkhpaSmjR49m5syZicXxxcXFTYYKTznlFF5++WXuv/9+fv7znzNo0CDeeustRowY0abnc7vdPPTQQy1OG+pOeko7oGe1BXpWe3pSWxp1dJ8DPeM+9oQ27KsntacntQV6Xns6Q0+5hz2lHdCz2gI9qz2d2ZZO30dMCCGEEEIIIY41shJWCCGEEEIIITqYBGJCCCGEEEII0cEkEBNCCCGEEEKIDiaBmBBCCCGEEEJ0sB4RiD311FMUFRXh8XiYMGECixYtOmD5lStXctppp+HxeOjTpw+/+93vmpV54403GDJkCB6Ph5EjRzJjxoyjVX127tzJd77zHbKysvB6vYwcOZIlS5Yc8Jzi4mKmTZtGUlISvXr14qc//SmxWKxJmblz5zJ27FjcbjfHHXccL7zwQrvX/dNPP+Wiiy6ioKAApRRvvfVW4rFoNMrdd9/NyJEjSU5OpqCggGuvvZZdu3Yd9Lptqfuhvu5H0haAuro6br31Vnr37o3X62XYsGE888wzB71uZ7zfHnnkEU466SRSU1Pp1asXl156KevXr2+xrNaa888/v8U2t+RgddVa8+CDD5Kfn4/X62XKlCls3LjxiNrT1XT3Pge6b7/Tk/qcg7UHpN9pa12l32muq/U73bXPgZ7V70if08X6HN3Nvfrqq9rlcum///3vevXq1foHP/iBTk9P12VlZS2Wr6mp0bm5ufrb3/62XrVqlX7llVe01+vVzz77bKLMvHnztGma+ne/+51es2aNvv/++7XT6dRfffVVu9e/srJS9+vXT19//fX6iy++0Js3b9YffPCB3rRpU6vnxGIxPWLECD1lyhS9bNkyPWPGDJ2dna3vvffeRJnNmzfrpKQkfeedd+o1a9boJ598UpumqWfOnNmu9Z8xY4a+77779L///W8N6P/85z+Jx6qrq/WUKVP0a6+9ptetW6cXLFigx48fr0888cQDXrMtdT/U1/1I26K11j/4wQ/0wIED9Zw5c/SWLVv0s88+q03T1G+//Xar1+ys99vUqVP1888/r1etWqWXL1+uL7jgAt23b19dV1fXrOzjjz+uzz///BbbvL+21PXRRx/VaWlp+q233tIrVqzQF198se7fv78OBoOH3Z6upLv3OVp3736nJ/U5B2uP1tLvtLWu0u801dX6ne7c52jds/od6XO6Vp/T7QOx8ePH61tuuSXxezwe1wUFBfqRRx5psfzTTz+tMzIydDgcThy7++679fHHH5/4/aqrrtLTpk1rct6ECRP0TTfd1M61t5/71FNPPaRzZsyYoQ3D0KWlpYljf/nLX7TP50u062c/+5kePnx4k/OuvvpqPXXq1COvdCva8uZetGiRBvS2bdtaLdOWuh/q636oWmrL8OHD9S9/+csmx8aOHavvu+++Vq/TVd5vu3fv1oD+5JNPmhxftmyZLiws1CUlJW16/Q5WV8uydF5env7973+feLy6ulq73W79yiuvtE9jOll373Man78n9Ds9qc/RWvqd1ki/0/37nZ7S52jds/od6XNa1pF9TreemhiJRFi6dClTpkxJHDMMgylTprBgwQIArr/+es4444zE4wsWLOD000/H5XIljk2dOpX169dTVVWVKLPvNRvLNF6zPb3zzjuMGzeOK6+8kl69ejFmzBj++te/Ninz8MMPU1RU1KQNI0eOTGxA21g/v9/P6tWrO7wNh6KmpgalFOnp6YljZ5xxBtdff33i94PVvS2v+9Fwyimn8M4777Bz50601syZM4cNGzZw7rnnJsp01fdbTU0NAJmZmYljgUCAb33rWzz11FPk5eW1eF5RUREPP/xw4veD1XXLli2UlpY2KZOWlsaECRM6/b3XHnpCnwPHVr/TnfsckH6nLXWVfqfrvgcaHUt9DnTvfkf6nI7tc7p1ILZnzx7i8XiTDylAbm4upaWlAOTn59O3b9/EY6WlpS2Wb3zsQGUaH29Pmzdv5i9/+QuDBg3igw8+4Oabb+a2227jxRdfTJTJzs5m4MCB7dIGv99PMBhs93a0RSgU4u677+ab3/wmPp8vcbxv377k5+cnfj9Y3dvyuh8NTz75JMOGDaN37964XC7OO+88nnrqKU4//fREma74frMsi9tvv51JkyYxYsSIxPE77riDU045hUsuuaTVcwcOHEh2dnbi94PVtfG/Hf3adJSe0OfAsdPvdPc+B6TfaUtdpd/pmu+BfR0rfQ50/35H+pyO7XMch1S6G3rkkUc6uwoHZFkW48aN47e//S0AY8aMYdWqVTzzzDNcd911ANx6663ceuutnVnNIxaNRrnqqqvQWvOXv/ylyWP/+Mc/OqlWh+bJJ59k4cKFvPPOO/Tr149PP/2UW265hYKCgsRfRbri++2WW25h1apVfP7554lj77zzDh9//DHLli074LmzZ88+2tXrcbrie2B/x0K/0xP6HJB+R7RNV3wP7OtY6HOgZ/Q70ud0rG49IpadnY1pmpSVlTU5XlZW1urwY15eXovlGx87UJnWrnkk8vPzGTZsWJNjQ4cOpbi4uNVzjqQNPp8Pr9fbHlVvs8aOadu2bcyaNavJX4hacrC6H87rfqSCwSA///nPefzxx7nooos44YQTuPXWW7n66qv5wx/+cMhtaXzsQGXaoy233nor7733HnPmzKF3796J4x9//DFff/016enpOBwOHA77bzJXXHFFk+kGbW3Pvm1pPHY02tPZekKfAz2/3+kJfQ5Iv3Ow9ki/0336nZ7e50DP6Hekzzlwe45Gn9OtAzGXy8WJJ57YJJK1LIvZs2czceLEFs+ZOHEin376KdFoNHFs1qxZHH/88WRkZCTK7B8dz5o1q9VrHolJkyY1S7W5YcMG+vXr1+o5EydO5KuvvmL37t1N6ufz+RIdXUe24UAaO6aNGzfy0UcfkZWVddBzDlb3w3ndj1Q0GiUajWIYTT8ypmliWVar53XW+01rza233sp//vMfPv74Y/r379/k8XvuuYeVK1eyfPnyxA/AH//4R55//vkDtudAde3fvz95eXlNyvj9fr744osOf+8dDT2hz4Ge3e/0lD4HpN/Ztz3S73Tvfqcn9znQc/od6XP2tqfD+pxDSu3RBb366qva7XbrF154Qa9Zs0b/8Ic/1Onp6YksO/fcc4/+7ne/myhfXV2tc3Nz9Xe/+129atUq/eqrr+qkpKRmKTYdDof+wx/+oNeuXasfeuiho5bSddGiRdrhcOjf/OY3euPGjfqf//ynTkpK0i+99FKizJNPPqnPOuusxO+NKV3PPfdcvXz5cj1z5kydk5PTYkrXn/70p3rt2rX6qaeeOiopXWtra/WyZcv0smXLNKAff/xxvWzZMr1t2zYdiUT0xRdfrHv37q2XL1+uS0pKEj/7Ztb57ne/q++5555DqvvBXvf2bovWWk+ePFkPHz5cz5kzR2/evFk///zz2uPx6Keffjpxja7yfrv55pt1Wlqanjt3bpP7HggEWj2HFjIJnXXWWfrJJ588pLo++uijOj09Xb/99tt65cqV+pJLLulxaaS7c5+jdffud3pSn3Ow9mgt/U5b6yr9Ttd4D7SmO/c5Wvesfkf6nK7V53T7QExr+8Pbt29f7XK59Pjx4/XChQsTj1133XV68uTJTcqvWLFCn3rqqdrtduvCwkL96KOPNrvm66+/rgcPHqxdLpcePny4nj59+lGr/7vvvqtHjBih3W63HjJkiH7uueeaPP7QQw/pfv36NTm2detWff7552uv16uzs7P1XXfdpaPRaJMyc+bM0aNHj9Yul0sPGDBAP//88+1e9zlz5mig2c91112nt2zZ0uJjgJ4zZ07iGpMnT9bXXXfdIdf9QK97e7dFa61LSkr09ddfrwsKCrTH49HHH3+8fuyxx7RlWYlrdJX3W2v3/UDvgZY6p379+umHHnrokOpqWZZ+4IEHdG5urna73frss8/W69evP6L2dDXdvc/Ruvv2Oz2pzzlYe7SWfqetdZV+p2u8Bw6ku/Y5jc/RU/od6XO6Vp+jGiolhBBCCCGEEKKDdOs1YkIIIYQQQgjRHUkgJoQQQgghhBAdTAIxIYQQQgghhOhgEogJIYQQQgghRAeTQEwIIYQQQgghOpgEYkIIIYQQQgjRwSQQE0IIIYQQQogOJoGYEEIIIYQQQnQwCcSEEEIIIYQQooNJICaEEEIIIYQQHUwCMSGEEEIIIYToYBKICSGEEEIIIUQHk0BMCCGEEEIIITqYBGJCCCGEEEII0cEkEBNCCCGEEEKIDiaBmBBCCCGEEEJ0MAnEhBBCCCGEEKKDSSAmhBBCCCGEEB1MAjEhhBBCCCGE6GASiAkhhBBCCCFEB5NATAghRJczd+5clFLMnTu3s6sihBBCHBUSiAkhhDjmzJ8/n4cffpjq6uoOfd5Zs2Zx6qmnkpSUREZGBt/4xjfYunVrh9ZBCCFE1yCBmBBCiGPO/Pnz+cUvftGhgdh7773HeeedRzgc5tFHH+Wuu+7ik08+4dRTT6W8vLzD6iGEEKJrcHR2BYQQQoieIhAIkJSU1OJjd999NwMGDGDevHm4XC4ALrroIsaOHcujjz7KY4891pFVFUII0clkREwIIUSH27lzJzfeeCMFBQW43W769+/PzTffTCQSafWcoqIirr/++mbHzzjjDM4444wmx5588kmGDx+emAI4btw4Xn75ZQAefvhhfvrTnwLQv39/lFIopZpMEXzppZc48cQT8Xq9ZGZmcs0117B9+/ZmzztixAiWLl3K6aefTlJSEj//+c9brHtlZSVr1qzhsssuSwRhAKNGjWLo0KG8+uqrB7pdQggheiAZERNCCNGhdu3axfjx46muruaHP/whQ4YMYefOnbz55psEAoEmgcrh+Otf/8ptt93GN77xDX7yk58QCoVYuXIlX3zxBd/61re4/PLL2bBhA6+88gp//OMfyc7OBiAnJweA3/zmNzzwwANcddVVfP/736e8vJwnn3yS008/nWXLlpGenp54roqKCs4//3yuueYavvOd75Cbm9tincLhMABer7fZY0lJSaxevZrS0lLy8vKOqO1CCCG6DwnEhBBCdKh7772X0tJSvvjiC8aNG5c4/stf/hKt9RFff/r06QwfPpw33nijxcdPOOEExo4dyyuvvMKll15KUVFR4rFt27bx0EMP8etf/7rJ6Nbll1/OmDFjePrpp5scLy0t5ZlnnuGmm246YJ1yc3NJT09n3rx5TY5XVFSwZs0awB4llEBMCCGOHTI1UQghRIexLIu33nqLiy66qEkQ1kgpdcTPkZ6ezo4dO1i8ePEhn/vvf/8by7K46qqr2LNnT+InLy+PQYMGMWfOnCbl3W43N9xww0GvaxgGN910E7Nnz+bee+9l48aNLF26lKuuuioxHTMYDB5yfYUQQnRfEogJIYToMOXl5fj9fkaMGHHUnuPuu+8mJSWF8ePHM2jQIG655ZZmI1Gt2bhxI1prBg0aRE5OTpOftWvXsnv37iblCwsL2zyV8pe//CU33ngjv/vd7xg8eDDjxo3D4XBw4403ApCSknJoDRVCCNGtydREIYQQ3UJro2XxeBzTNBO/Dx06lPXr1/Pee+8xc+ZM/vWvf/H000/z4IMP8otf/OKAz2FZFkop3n///SbXbLR/sNTSmq/WuFwu/va3v/Gb3/yGDRs2kJuby+DBg/nWt76FYRgcd9xxbb6WEEKI7k8CMSGEEB0mJycHn8/HqlWrDvncjIyMFvf92rZtGwMGDGhyLDk5mauvvpqrr76aSCTC5Zdfzm9+8xvuvfdePB5Pq0HdwIED0VrTv39/Bg8efMh1bIvc3NxEUo94PM7cuXOZMGGCjIgJIcQxRqYmCiGE6DCGYXDppZfy7rvvsmTJkmaPHyhZx8CBA1m4cGGTFPfvvfdes7TyFRUVTX53uVwMGzYMrTXRaBSwAzWgWWB3+eWXY5omv/jFL5rVRWvd7NpH6g9/+AMlJSXcdddd7XpdIYQQXZ+MiAkhhOhQv/3tb/nwww+ZPHkyP/zhDxk6dCglJSW88cYbfP75503Sw+/r+9//Pm+++SbnnXceV111FV9//TUvvfQSAwcObFLu3HPPJS8vj0mTJpGbm8vatWv585//zLRp00hNTQXgxBNPBOC+++7jmmuuwel0ctFFFzFw4EB+/etfc++997J161YuvfRSUlNT2bJlC//5z3/44Q9/yH//938fVrtfeukl/vWvf3H66aeTkpLCRx99xOuvv873v/99rrjiisO6phBCiO5LAjEhhBAdqrCwkC+++IIHHniAf/7zn/j9fgoLCzn//PNJSkpq9bypU6fy2GOP8fjjj3P77bczbtw43nvvvWajSTfddBP//Oc/efzxx6mrq6N3797cdttt3H///YkyJ510Er/61a945plnmDlzJpZlsWXLFpKTk7nnnnsYPHgwf/zjHxNryvr06cO5557LxRdffNjtHjx4MJWVlfzqV78iGAxy/PHH88wzz/DDH/7wsK8phBCi+1K6PTZtEUIIIYQQQgjRZrJGTAghhBBCCCE6mARiQgghhBBCCNHBJBATQgghhBBCiA7WqYHYp59+ykUXXURBQQFKKd56662DnjN37lzGjh2L2+3muOOO44UXXjjq9RRC9BzS7wghhBCiK+jUQKy+vp5Ro0bx1FNPtan8li1bmDZtGmeeeSbLly/n9ttv5/vf/z4ffPDBUa6pEKKnkH5HCCGEEF1Bl8maqJTiP//5D5deemmrZe6++26mT5/OqlWrEseuueYaqqurmTlzZgfUUgjRk0i/I4QQQojO0q32EVuwYAFTpkxpcmzq1KncfvvtrZ4TDocJh8OJ3y3LorKykqysLJRSR6uqQvQIWmtqa2spKCjAMI7NJaXS7wjRsaTfOXKWZbFr1y5SU1OlzxHiIDqzz+lWgVhpaSm5ublNjuXm5uL3+wkGg3i93mbnPPLII4kNOYUQh2f79u307t27s6vRKaTfEaJzHMv9zpHatWsXffr06exqCNGtdEaf060CscNx7733cueddyZ+r6mpoW/fvmzfvh2fz9eJNROi6/P7/fTp04fU1NTOrkq3Iv2OEIdP+p0j13jvpM8R4uA6s8/pVoFYXl4eZWVlTY6VlZXh8/la/Ks0gNvtxu12Nzvu8/mkcxKijY7lqS3S7wjROY7lfudINd476XOEaLvO6HO61eTriRMnMnv27CbHZs2axcSJEzupRkKInk76HSGEEEIcDZ0aiNXV1bF8+XKWL18O2Gmily9fTnFxMWBP77n22msT5X/0ox+xefNmfvazn7Fu3TqefvppXn/9de64447OqL4QohuSfkcIIYQQXUGnBmJLlixhzJgxjBkzBoA777yTMWPG8OCDDwJQUlKS+HIE0L9/f6ZPn86sWbMYNWoUjz32GH/729+YOnVqp9RfCNH9SL8jhBBCiK6gy+wj1lH8fj9paWnU1NTIvGkhDkI+L+1D7qMQbSeflyMn91CItuvMz0u3WiMmhBBCCCGEED2BBGJCCCGEEEII0cEkEBNCCCGEEEKIDiaBmBBCCCGEEEJ0MAnEhBBCCCGEEKKDSSAmhBBCCCGEEB1MAjEhhBBCCCGE6GASiAkhhBBCCCFEB5NATAghhBBCCCE6mARiQgghhBBCCNHBJBATQgghhBBCiA4mgZgQQgghhBBCdDAJxIQQQgghhBCig0kgJoQQQgghhBAdTAIxIYQQQgghhOhgEogJIYQQQgghRAeTQEwIIYQQQgghOpgEYkIIIYQQQgjRwRydXYHuLBKzqA3HcBgKt8PA7TBQSnV2tYQQQgghhBBdnARibRCNWwQicXwe+3btrouwoyaM26HwuR3EtCYctQjHLDTgMBRep0lmkpMMr0OCMyGEEEIIIUQTEogdgNaasroIO2tC+DwONlUEUQoyvA5GF6RiGi0HWNG4RTBqUV4fYWtVkJxkF6lukxS3A0cr5wghhBBCCCGOHRKItcDSmt21EUpqw6R5HYwp9GEohdaauKVxmAdeWuc0DZymgc/jIGZpqgJRKoNRNlUEGJydnBhZE0IIIYQQQhybJCLYTzRusaq0juxkFyPzU5uMYCmlcJiHNqLlMBQ5KS5ycNEnzb52vwwvmUnO9q66EEIIIYQQopuQrIn7iMQtviqtY2BWEn3SPe0+jdBpGpyQn8qOmhC768Ltem0hhBBCCCFE9yGBWIO4pVlVWseg7KSjOnXQNBQj8lIor4uysyaE1vqoPZcQQggh2qaoqAilVLOfW265BYBQKMQtt9xCVlYWKSkpXHHFFZSVlTW5RnFxMdOmTSMpKYlevXrx05/+lFgs1qTM3LlzGTt2LG63m+OOO44XXnihWV2eeuopioqK8Hg8TJgwgUWLFh21dgshOo8EYthJOdaV19M33UOq++jP1jSUYlhuMpG4xbJdtazbXUdlIIolQZnYTzRuUVYbZnt1iA3l9Szf6WfZTj/Ld/rZtCcggbwQQrSTxYsXU1JSkviZNWsWAFdeeSUAd9xxB++++y5vvPEGn3zyCbt27eLyyy9PnB+Px5k2bRqRSIT58+fz4osv8sILL/Dggw8mymzZsoVp06Zx5plnsnz5cm6//Xa+//3v88EHHyTKvPbaa9x555089NBDfPnll4waNYqpU6eye/fuDroTQoiOovQx9k3O7/eTlpZGTU0NPp8PrTXF1SG0hqJMb4fXR2tNfSTO7voIVYEYvVJc9E5zS8p7QThmsaq0lrxUN26HgcdhkOQyE4ljiqtDGAr6pLf8vtVaE4xa1EfiBKJx6iNxInEr8XiG10mvFBdep9lqHfb/vIjDI/dRiLbrKp+X22+/nffee4+NGzfi9/vJycnh5Zdf5hvf+AYA69atY+jQoSxYsICTTz6Z999/nwsvvJBdu3aRm5sLwDPPPMPdd99NeXk5LpeLu+++m+nTp7Nq1arE81xzzTVUV1czc+ZMACZMmMBJJ53En//8ZwAsy6JPnz78+Mc/5p577mlT3bvKPRSiO+jMz8sxOyJWGYhSF46xsqSOuKXpl+HplHoopUhxOxiQmcTYwlTilmZ1WZ29J9mxFSML7OApErOoDkZZVVrLkF4pFKZ5yE52keJ2YDQE6Eop+qZ7Eu/jfVlaU1ob5sudtRRXBwnFLFLdDgZkehmVn8roAh8n5KeS7DL5qrSO6D7BmRBCCIhEIrz00kt873vfQynF0qVLiUajTJkyJVFmyJAh9O3blwULFgCwYMECRo4cmQjCAKZOnYrf72f16tWJMvteo7FM4zUikQhLly5tUsYwDKZMmZIo05JwOIzf72/yI4To+o7ZrIm1oRjB6hCDcpJIOsCIQEdSSlGU6aUyEGXTngBRy8JUiuF5KYkv4F1ZzLLYUxchHLPI93lwOY7ZOP+A/MEou6qCDMxNwdmwFYLWumGj8BAep4nHYTA8NwXPAd6bSimG9EphZUktTlNBY9yuIDPJecC97gylyE52EYxaVAdj5KS42ruZQgjRbb311ltUV1dz/fXXA1BaWorL5SI9Pb1JudzcXEpLSxNl9g3CGh9vfOxAZfx+P8FgkKqqKuLxeItl1q1b12p9H3nkEX7xi18ccjuFEJ3rmA3E+mV68flSOrsaLcpMcibS25fVhlm3u56hvZK79HTFQCTOnvoIOSkuHIaixB8mO9lFkqtrBLldQTgaZ+GmSmqDUfpkJ/Hul7vweZ3Uh2NsqwqS6nZwXE4yYUOxO2axdls1cW3vWze80Ee/7KRm7wG3w2jY547DCtYzvA52+sMSiAkhxD7+93//l/PPP5+CgoLOrkqb3Hvvvdx5552J3/1+P3369OnEGgkh2uKYDcS6AktrgtE49eGma3e8ThOfx4HTNMhNdROKWWzcE6Aow9slR5micYs99RF6p3kwGkZgCtM87K4LUxOMkpXs6pL17kg7KgN8samSCcdl0jszCYARvX0UVwYpq48wZWQeTkNRE4iAUrhNgyS3icM0qA/HWLPTz4riasAOuAbmpjAozx5RO5JtFpJdJoFIvD2aKIQQPcK2bdv46KOP+Pe//504lpeXRyQSobq6usmoWFlZGXl5eYky+2c3bMyquG+Z/TMtlpWV4fP58Hq9mKaJaZotlml3FL2yAACttElEQVS8Rkvcbjdut/vQGyuE6FQSiHUSS2t2VIdIdtlBl9thoJRKBGe7a8M4TYOsZBf9MryU10VYX16PpaFXioucZCcOs3ODG0tr4pamxB8mz+dOBGFgp+nP93kIxywq6iPEtSbZ5SDFbSam4/Uk4ZhFbTiGpUFhj2p+XVbHlvJ6gpE4SW6TC8fmozVs2hOgNhxDKTsQGtcnPRFM5fiar1VMdjs4aUDmPs8VZ1NpHW8t2cnlJ/VudfphWyilcJqKSNzC1QNfFyGEOFTPP/88vXr1Ytq0aYljJ554Ik6nk9mzZ3PFFVcAsH79eoqLi5k4cSIAEydO5De/+Q27d++mV69eAMyaNQufz8ewYcMSZWbMmNHk+WbNmpW4hsvl4sQTT2T27NlceumlgJ2sY/bs2dx6661Htd1CiI7X6d+8DnWvjD/96U8cf/zxeL1e+vTpwx133EEoFOqg2jYXs/Ym1bC0pi4coyoQpToYJRCJtZpwo6I+QkaSk6xkFx6nmZhyZihFsstBYbqXZJfJzpoQgYi9hmdkfirDcpOxtOar0jq2VgY7NOW91prdtWF2VAfZXhWkpCZkT0dMdrX6Jd7tMMhP81CQZm+QXVEfYXtVkB3V9s/+iSa6A601oWicstowa8rqWNaQSj4QjRONWwSjcV5fsoN1pbWcdnw2543K44SiDNaXB9i4J0BWsr1+a3SBj0HZyYc8ouV2mAzvncbg/FQ2ltYecXsyvE6qAtEjvk530t37HSHE0WFZFs8//zzXXXcdDsfev1WnpaVx4403cueddzJnzhyWLl3KDTfcwMSJEzn55JMBOPfccxk2bBjf/e53WbFiBR988AH3338/t9xyS2K06kc/+hGbN2/mZz/7GevWrePpp5/m9ddf54477kg815133slf//pXXnzxRdauXcvNN99MfX09N9xwQ8feDCHE0ac70auvvqpdLpf++9//rlevXq1/8IMf6PT0dF1WVtZi+X/+85/a7Xbrf/7zn3rLli36gw8+0Pn5+fqOO+5o83PW1NRoQNfU1Bxx/f3BqN5WGdDbqwK6uNL+qagP69pQVPuDUb2nLqy3VwX0zuqg9oei2rIsrbXWwUhM76wOtuk54nFLl9QEdZk/pOMN52uttWVZemdNSC/dUaODkVir51uW1eS8wxWPW3pHVUDXBKNHfK1GlmXp4sqADkfj7XbNo6k+EtNry2r1lztq9OrSWr29OqgD+937UDSmP1m7W89dU6bXldXq5Tv9dtmqoI7E2redkVhc/2vR9sT76nA1tqsl7fl56Sq6e78jRE/XmZ+XDz74QAN6/fr1zR4LBoP6v/7rv3RGRoZOSkrSl112mS4pKWlSZuvWrfr888/XXq9XZ2dn67vuuktHo03/3ZwzZ44ePXq0drlcesCAAfr5559v9lxPPvmk7tu3r3a5XHr8+PF64cKFh9QO6XOEaLvO/Lx06j5ih7pXxq233sratWuZPXt24thdd93FF198weeff96m52yvvQLsEa84+T57zy+tdavJNGJxC384RiASR2uIa03vNE+bpxbGLE1tKEZdOEZ6kpNQNE4gEicjyZ6euLasjqG9kvE4zUTCBktrIjH7pdWA01QtjrzELU00bpdzmApT0awd0bhFqT9M1lFIvhGNW5T4w/RO93TZzJChaJyvK4NoremX4W1x0+9Y3OKr7TVs3l3P2P4Z9M9J7pC6zd+wh75ZSfTOSjrsa2itWb6rljGFzT8PPXEvmu7c7whxLJDPy5GTeyhE2x2T+4gdzl4Zp5xyCkuXLk1MI9q8eTMzZszgggsuaPV5jsbeGqGGzXEbgzBoHrzsy2EaZCa56J3upU+Gl34Z3jYFYbphT6m4pUn3OshJcRGKWrhNk14pbkJRi7pQjAyPg/lbqymusoMFrTXhmMblUHicBh6HIhbXxCydmCoZtzShqEXMssu5HArL0oRiGsvSieevC8co8YfJTXUflQyITtMgM8nJ7tpwl9s3zdKazZUB1pfX0zfdw4i81GZBWNzSrNnp5+2lu/C6TC4/qbDDgjCAUf3SWbatOvGaHQ6lFG6HwY6aEPGG6wSicULRnpfEozv3O0IIIYToWTotWceePXsOea+Mb33rW+zZs4dTTz0VrTWxWIwf/ehH/PznP2/1edp7bw2tNeV1EfL2GQkDEv/f0tAYTxiKJgksGrU1DX2sIZGiuyHjoMdpJv6/pSHNcBKNW/g8DrJT3KwurWVHTZiiDC85yQ60NkE1ftGGSFwT06DRGApcDtVkFMphQDAcozZkEY1bWBo8TuOojlZZWhOKWVQGojgMRXZK18j6FIlbrC2rIzvZxYCC5n8dicYtlm+rpnhPgOPyUrh0XOERJc04XMluBwN6JfPW0p1kpbgYPzAL72EEzMfnJFNWF2ZFib3mzOswiFmaYH1de1e5U3XXfkcIIYQQPU+3ypo4d+5cfvvb3/L0008zYcIENm3axE9+8hN+9atf8cADD7R4Tmt7a4SiFq6oHek07sFkGHbGO0tDTTBKfSSOoSA72YXTNNDYG0F7nSYKRShq7fNMOnEtpRQKiFoaHdetTvk7EK3tESyPo+k5jdcwFUTjmiSXPR3R44QJfdMo8Yepj8b5dEsdpoI0rxNTKVwOgzSPg4J9RvH2FYrG2V0XweexMxsayoFpqCPOcKi1prQ2gkbjNg0MQ6G1PeLiD8UIRi2ykpykeRysKKklPzVCQZqHFJdJJK6JxC3SPI4O2UOtJhhlS2XQDl5RDMhKanEa4s6qIAs3VjCqbxrjTirs9P3dhvdOY3jvNEqqg8xYXsLpQ3PIST20gNY0FAU+DwX7ZW3cVX5sJfFoSXv2O0IIIYQQjTotEMvOzj7kvTIeeOABvvvd7/L9738fgJEjR1JfX88Pf/hD7rvvPgyjedDQ2t4aHqeBx2kkRrEsDXUhe8qhRuN1mvRKdWNZmj31kcRoRzSuyU11owG3Qx14SiL2KFm0YSSqMVgDMA1wGAqN/dwGoPYJ1iJxjcs88PVdDkUkpvE4G58HslJcpFua47K8BKIWlfURCtM9hGIWxVV2lsOR+amJES6tNVXBKMFInII0N46Ge6i1tgOhmIXDVIc1Iqa15uuKIEpBistsuLc2r9NgQKYXj3Pv6E2ez83asnoqA1G2V4dwmQaGguLqEEN7JR9RUBiLW+yqDROJ2cGrz22S7LKzVYZjFsVVQSJxzfCGvbla89X2GnZVBblwTD5uZ9farDo/3cv5o/KYtaqMggwvJ/RJO+I6prQQiHZnnd3vCCGEEEI06rRvWYezV0YgEGj2pcc07S+ah7u+SCl7tKq2IflGrxRXs/VbBU4PsYa1M6ZSLU43PND1XY69QU+juAXhmEYpexQt2hAMKhqnOnLQqW6GUpiGTozMOQzVpO4pbnsUb3t1CIehyEt1s6MmxNxNlQzNTSbZ5cAfipLsclCQ5mkS9CmlcJl2PaNxjaU1bsfBA7K4ZQd2WkNlMIrbNCjK9LbpXpmGQb7PjdthNAkAakJRVpbUUpTpJSvJ1aZrNfKH7DVugWicAp+bDK+9gfHOGnvkUGEnMsn3uQ967a/L6iipCnLuyNxOHwVrTZLbwcVjC9i8u573V5SS4nHQPyeZPllJx/ym2tB1+h0hhBBCiE79c/edd97Jddddx7hx4xg/fjx/+tOfmuyVce2111JYWMgjjzwCwEUXXcTjjz/OmDFjElOEHnjgAS666KLEF6PDUVEfIW7pJsk39tW46e2R2vfaDtPOUri/Q/1i5zQNDjTokep2kOzam00xI8lJVSDCuvJ6Cn0e8lLdrX5BV0rZ9cTeaDoctagIRBOjhpa2Ay+XaZDmdRCNa3bXhclOdmEaikyvk5yUQwuc0r1OSvyhJoFYmsfJCfmpbKkMsrMmTJrHQSRmJxqxALdpUJjmxrvPjagLx9i4J0CSy6Qgzd1kimGq22GPajaMhrYU8O6qChKMxDENe8SsJhClrCbEBaPzu2wQ1kgpxcDcFAbmplATiLJ5dx0fflVKLK7JSHZx6vHZnbKeravoKv2OEEIIIY5tnRqIXX311ZSXl/Pggw9SWlrK6NGjmTlzZmIhfXFxcZO/RN9///0opbj//vvZuXMnOTk5XHTRRfzmN7857DrUBKPELU2vQ1xTc7QcjS/5+49iZSS5GNfbwZqyelLcDjL3CcS01mzdE2D1jhosS6MBr8skI8nJ7voIHqfJmL5pJLkcGEqhFHagEophGooxhb5mz7enNsyuqiC7/WHqQrGGdtqPJbkdpCc5KczwUpDhxTTsNPvhmJVITAJ2wDk4J7khm5+FK8kuZyhFIBrn64oAsX3WzNVH4gzLTWlyjf01jobuqyYQ5fMNe0j1OMhMdhGzNG6nQUG6hzFF6d0ugElLcjKmKIMxRRmAPao3fdkupo7Kw+04NoOIrtDvCCGEEEJ06j5inWHfvQKcnmQqA5Fm0/KOFbG4xYqSWkYX+DANRV0oxpw1u8lKcXHigAzcDjORwv7L4hochiLN42DtTj85Pg9F2Un4kpwNae3toGzfdW0l1UGWbq4i2eOgb1YSvdLcpLj3Jt7QWlMfjlMdiPB1WT21oSgn9s8gLcmJPxQjb7/EEQdjaU0gEicS12R4257go6o+wserd+MwFV6nybgBmWQe4khed7KrKsi8DXtwO+ypq16nSe9ML4PyU5utj5O9aNqH3Ech2k4+L0dO7qEQbdeZn5eetRL/ENSGY1jxYzcIA3t/s95pHrZVBSnK8DJ7dRmnHp9N1j4p5GOWZnNlkOPzU8lrGDUcXuhje0WAXVVBNpTWEorY+01F45psn5t0r4PN5fVkpbg5Y1gvUjwtv82UUqR4HKR4HPTOTMIfiPLVjhoq6yJU1Ec4ZVAWg/NSqQlEWbqlklSvk6EFvlavZyh1yMklAuEYH6/ezdQT8lq9bk9TkOHlygl7M/jVh2NsK6/nnaW7OH1oDtkpLirqIviDUUKBQCfWVAghhBCi5zo2vnm2IByNU5R99PbH6i56pbhYWVLHzFWlFOUk4/M62VMfwR+2U8sHI3EG5yTj2ydIUUrRNzuZvtlNNy62LM3OqgD+YIwLxxQccpZDX5KTSYOzAagPR5m1ejfLt1aR4nFy0oAM6sNxPltfTjhqkeJxMDgvlb7ZSYfV7nA0zm5/mMWbKzljWM4xE4S1JNntYFjvNPrlJDN3bTmRWJysFDfpSU6q/eHOrp4QQgghRI90zH77zE5xH/NBGNhBVZrLYHV9jKJcB+t215PmdZDldeL1mTgPkkJ/X4ah6JOVTDhmYe+kdviS3U4mD+lF3LISmzznAEU5yWitqQ3FWL6tmtU7a5g0OBuf19nideKWZtueeraW11MTjGI2tMVhGvTyuZk8NKfJCOCxLNntYNro/CbH/OmSaVEIIYQQ4mg4ZgMxYYtbmqWbq7hiXEG77YvlMhXhmMYwmicKORTpXgc7qkPELd0kSYZSCp/XyelDcthTG2bBxgpC0Tj56d5EdstQNE5tKEZdKEZRdjJji+y1Z8fqNFQhhBBCCNG1SCDWQ4VjcbbsrmfbngDBSDyRpdDtMEhPcjGqXzpel8nK4mqGFqS26+bE9t5pDfukNeyLZmdDPLSskEopMpKcVAejZCW3nDwjO9XN1BPyiMYtympCWPaWanicBl63Saqn5ZEyIYQQQgghOpMEYj1MbShqjxBF4hyXm8Kpx2eTvE8Ci8a1UTOWlzCyTxpb99Rz6YmF7V4PQym8zr3ZEWMWhGIah6FxGG2f7pjsMqkMRMlI0gccXXOaBr0zD2+9mBBCCCGEEB1NArEeJByN8+HKMiYPzSG7lX3R3E6TPllJ5KZ5mLdhD5MGZR/16Xr2htjgMOwsjOGYxmm2vJFyS+f6PA5qQzHSWlkHJoQQQgghRHcjgVgXdt3/vM+bn21smOpnMGpADk/fdiZD++U0Kxu3NB+sLGXS4OxWg7B9uRwGZw7rdTSq3So7IFOYhiYat38MBVoDCpymanHUy+ex14r5PG3fG0wIIYQQQoiuTAKxLuqX/5jP659utH/RmmAkzsJ1pYz9r1ealXW5HCR53PTOTmbS0FzWb69i3ppdRGMWmSlubrtiDHdfNb6DW9A6QyncDoXWGq1BKbA0RGIaaL6/uMuh8DoNglGrYfNoIYQQQgghujcJxI5QLG4Ri2ssrRMhRJLLPKyRG78/TLk/wI6KWh55bQkAF5x6PLdeMobPV+3g/z5cTdkeP9qyny+uAa2JRGJEIjGq/fWs2ry7yTUr68I8/OJCHn5xIU6HwaPfO5X/umT0kTW6nSilEklETGVPVdS6aSCmsZN+pLgd1ASjeJ1G4lwhhBBCCCG6KwnE2khrjVKKcCzOhpI6tpbXY2k7rbrTNFAKYtEov315Eas2lxMOR5pdw1DgcpokuR3U1EeIW81Hf/Y1uKgXL//3FNxOkzOH9eKuS05gfUktJdUhgpE4w3r7GFrgo7zSzx/fWsFnK3dSvLsWj8vkzz8+i9NH5HPHs5/zysfrCEXjRGMWdz33KXc99ylup8mUsX1wmiaL1pVQE4gQi9sp5/vm+PjuOUO46xsnAVBe6ec7v/+QRevKCEXimIZiUEE63zt/JNeeOQSlFK99ug7TYfC980Ye0X3eP8BSgMcB4RjELQjHLDQKQ9nTGi1tT200lH2u1hqrYZRNYT+2/11WCsyGIFApoKFM45I1S5NImd94XSGEEEIIIdqT0vsPQfRwfr+ftLQ0ampq8Pl8bTpnRXE1G0tqcToMTKU4Li+FHK+TM372Opt21bR+YsOX/LYwlMLRsEbK0prh/XP4n5vP4rTjm68HOxxaa/7n9cX85p9fEIsf/Zc8LdnFV898i5zMtt3jtqioj+B2GCS7TDsAoyEAY29AppR9rGGwMBGQNQZTjdMhLU1iFLMxzNL7XNM0FHHLHnU0FQ2ZHo+9oOxwPi+iObmPQrSdfF6OnNxDIdquMz8vx+yI2Ltf7mT0cZohBb4DZu8rrQ6xvSLAFeN7o5TikxXFjLvpxVZHs/Iyk3jq1rO4YMKAJse11kTiFkvXlfDeoi3cfsmJlNRHKN4TACAzxUWa10nvTC/pyS7eW7aLMf0yDrt9ltaEoxaW1sQaEmP818VjueWSsQC8/fkGHvrHfEzD4NQRhVx88gDGD8lh0foKnpuxkmWbduOvD2NpOygpzErmjzefwQUTBlBe6efyX85g485qApEYAF6XA6019aEoloaa+gh9v/tCkzo5TYPj+6Qz41cXH1aA5vM42FMXIcXtwNzvJdv/d5X4n/2ON4yEGbRSYN9rGntH2KKWRmGvVxNCCCGEEOJIHbMjYnsqqyitV6zbVcugvBSG905rFpBtK6nkkt/MYtO23S0GXgPzfcx//Jv4fAfPUngg0bhFdSBKTX2ErXsC1IaipHqcTBmR2+ZrWJZuCJrspBe1oRgep4HDUJimOqS9u7TWial5hzoCFI5a1IZiXHzfmyz7ek+bzjnjhN68/8jlbSq7ozpIQZrngHuKHS3hmIXZMHJ5rJC/qrYPuY9CtJ18Xo6c3EMh2k5GxDqB0zQY3rDGau0uP28t2cmovmnU1AW56IG3qaoNNeRVb+47Zw3hr3ed2651yUl1k5Pq5ri8VCIxq83naq0JRi0C4TgO055O5zAUmSnOww5W1BEEG26nATh497ffIDPZ2SSQ+3pHFZf98l2+3lXNvnHt3JU78E57gtNGFvDho9844PXtpB0xMpI6fk8xl6kIx+y1aUYb9kATQgghhBCiNcdsINbIMBTDe6fx2ZdbGPXrt7DiTYOgAXmpvPiz8xh3fH6H1cnlMNpUTmtNdSCGaSiyUpxdZv2S22lgaZOq+hjpSY5E0DKwdwYrn7u2SdkVX+/mgvv+Q2VtmM++2kXyhU+y9R/XtTp1Ma1hT7FUt4nDbNt9ai/2fm72iKNDc0yNjAkhhBBCiPZ1zAZivb/1V5TTi9ttj6zU1YUAjcvl4ISiLD7749WdW8EGjdkaWzpeVR/D6zLwdsG9tbwuE8NQVNZHSXabeJxGi+0YNbAXO1+9iSXrSzjtzjewtKbvd1/ghqnDefq2s5uVV0qRk+Jid12EgjRPRzSlCXsPNIjGNcGoTqwyczsOfRqnEEIIIYQ4dh2zgVgsFkcpi0gkmDj2wLUn851zR1JeH2HB1mpS3SYFaR4yO2EaHMDO6hBfVwRIdpvk+9z0SnFjAKGoRSASJ9ltdskgrJHbYeBMcVIfilMZiQI0BGXN6zzu+HyC029j+I3Ps7m0luc/WM0rc9ZR+ur3cbubrsHzOE0cRoz6cIxkd8e/he2Rsb1BV2MyFEnkIYQQQggh2uqYDcRKX/9Rqwvy+mZ40VpTF46zrSrIxvJ6clPtYMBhKLKTnXicJpalCcYsvE6j3ZNHBCJxiqtDnNo/g0jcYpc/zLzNVaBhWF4KWcnObrFOyVCKVK/9NrO0xh+MEYpa+LyOFu/Z6v+9gVfnrOWGP8wiFImTfvmzPHHzZH5w4agm5bKSXeysCR325tntydGwdqwxwYkQQgghhBAHc8wGYgejlCLV42BEfirhmEVVIAoKojGLtbvrCUctDAM8DpP6SByPwyDJZeI0FeGYRW04htb2qFCK20GG10Ga14mjDV/ULa1ZuauWkfkpGIbCpQzS3U5yersAzfryALvrwxyXnYy7jevJugJDKdKTnISjFpV1UVK9jhbrf82ZQ7nmzKEUXPUMVfURbvvLJyxYV8rf/3tqooxpKFLcJv5QjDRv54xY7stlKkIxjecY3GtMCCGEEEIcOgnE2sDtMMjbJ0V9nwxvszKhaJxg1CJqWWQlu0h1mShFQ1AWp6I+ytcVAcAeUctMcuJz24kstNb4QzF21oSpDdv7cvXN8JDidiQSciS5jcSUvnF90thTH2HFLj8eh8mQXsltTvDRFbidBk7TSU0wRjRmkeJp+W246/Uf8Z1HZvCvzzfxypz1fLWlnMVPfSfxeLrXyY7qED6Po9ODH6UULhPCMY3bIcGYEEIIIYQ4MAnE2onH2fLap8bjOSkuwN4zrKI+Sok/zIZwfSJDfrLLpDDNw1BvcpMv8bWhOC5TNbt2drKL7GQXlYEIi7fXMLrQR3IXXi+2P8NQpCc5qA7ECEXjLd47gJfuvYAxby7m/ucXsGprJXlXPUPp6z+yr6EUaR4H1cEoGUmujqx+i0xD2Zs/y3oxIYQQQhwDysvL8Xg8pKamdnZVuqXuM4zSQzhNe3RtaG4K4/umM6Gf/TMiP5WMpKYp6CMxi7ilWx0xAshMcjGm0MeKnX5K/GG60/7cSinSkhzUheLE4q3vnXbXN05i9v/YGz7X1EfwTnuCp99eDoDP46A2HO8y7XaaCg3EWtgAXAghhBCip6itrWX27NnMmDGDurq6zq5OtySBWBcWjMRJcR98lCvJZTK+bxq1oRhfbKuhoj7SAbVrH4ZSZCQ7qQ7EiB8geDllRG/KXrmJxiV2dz33Kd5pT/DRl9tIcpoEovEOqvHBuUxFNK67THAohBBCCNGeYrEYH3zwAVOnTuWcc85h+vTp1NfXd3a1uh0JxLoore2U6M42rv1ymAaDeyUzpreP0towi4qrqQnFjnIt24dp2CNjVfVRrAMEYz6fm/r3buPXN0xMHLv4wXcYcu3f2F3ddT789noxO5OiBGNCCCGE6Gk+++wzxo4dS0ZGBpmZmZx11ll88MEHxONd5w/j3YEEYl1UOGbhdh76y+N2GAzPS2VkfiqrS2qpC3ePYMxpGvi8Dirro1TURagJRFsNYu76xkkEp9/Gd84aAkB9OMawG17klidnd2SVD8g0FKYhUxSFEEII0bOEw2GqqqoYMGBA4lhOTg7Dhg3js88+68SadT8SiHVRwYh1RJs1e50mY3r7WLGrlkis9fVXXYnLYZCd6iIz2YnTYVATjB1wROmvd51LcPptZDVktPz7zNV4pz3B4Ov/Tnmlv6Oq3SqHoYhb9nYEQgghhBA9werVqxk2bFiz40OGDEFrzfr16zuhVt2TBGJdkKU1ltZt2nPsQLxOk+F5KSzf5e9WU+SUUiS5TEylqA8ffIh7xys38fxd5yTWj20vr6Pvd1/AO+0JUi96koKrn+VHf5xFOBw+yjVvSimFy6GIyBRFIYQQQvQAWms2bdrEoEGDWnz89NNPZ8WKFbJerI0kEOuC6kLxIxoN21e610l2sostlcF2uV5HSvGYROOaYOTgwdg1Zw2l/r3bKH75ewwqTE8cj1maqrowL360lvTLn8U77Qmu+5/3j2KtmzKUwjTs5B1CCCG6tp07d/Kd73yHrKwsvF4vI0eOZMmSJYnHtdY8+OCD5Ofn4/V6mTJlChs3bmxyjcrKSr797W/j8/lIT0/nxhtvbJZRbuXKlZx22ml4PB769OnD7373u2Z1eeONNxgyZAgej4eRI0cyY8aMo9NoIQ7Bhg0byM/PxzRb/p5qmiann346n3zySQfXrHuSQKyLCTSkYk9qxz3B+md62VMfSWwW3V0oZe81FojE2zy9MicthUVPfZsNL/2Aund/TNkrN3HHFWPITNm7Iffrn27EO+0JTrv91aNV9SacpkJrDpgVUgghROeqqqpi0qRJOJ1O3n//fdasWcNjjz1GRkZGoszvfvc7nnjiCZ555hm++OILkpOTmTp1KqFQKFHm29/+NqtXr2bWrFm89957fPrpp/zwhz9MPO73+zn33HPp168fS5cu5fe//z0PP/wwzz33XKLM/Pnz+eY3v8mNN97IsmXLuPTSS7n00ktZtWpVx9wMIfZRVlbGhx9+yBtvvMHLL7/M1q1b2bRpU6uzffLy8khKSmLz5s0dXNPuR+ljbM6U3+8nLS2NmpoafD5fZ1eniVA0TiBskZHsaLKfWHsIRuN8ucPP4JxkspOd7X79o8myNJX1UdKSHDjNtv3tIBiNs6cuQkGaB3OfKZ7zV+3gvPveIrpPYOd1mTz/06lccspx7V73RlprQjGN21TQUB2jG7wGXfnz0p3IfRSi7Trr83LPPfcwb968VpMNaK0pKCjgrrvu4r//+78BqKmpITc3lxdeeIFrrrmGtWvXMmzYMBYvXsy4ceMAmDlzJhdccAE7duygoKCAv/zlL9x3332UlpbicrkSz/3WW2+xbt06AK6++mrq6+t57733Es9/8sknM3r0aJ555pmDtkX6nI6jte5W36kOxu/388UXX1BTU4NhGMTjcdLT0xk7diymaTJ//nzOOussli9fzrZt2xg4cCCjRo3C6XQ2uU40GuXf//43V1xxBQ5H6/vhdgWd+Xnp2nfmGKG1pi4cJxbXpB+FIAzs9WJje/vYVhVkY3k9fTK89E5zd4vOwzDsvcaq6qOkeR1tSunvdZpkp7jYVRNqEoydMqI3/rdvZUe5n1E3vUQgHCMYiXPNb/ZO+XA7DM49qYjrzxnGSYOyyck88g+lUgq3CdHGUTENGo1S9ohZdwjKhBCiJ3vnnXeYOnUqV155JZ988gmFhYX813/9Fz/4wQ8A2LJlC6WlpUyZMiVxTlpaGhMmTGDBggVcc801LFiwgPT09EQQBjBlyhQMw+CLL77gsssuY8GCBZx++umJIAxg6tSp/M///A9VVVVkZGSwYMEC7rzzzib1mzp1Km+99VaLdQ+Hw03WQfv9nZ+wqqerr69n4cKF7Ny5kxNOOIFRo0Z1i+9U+4tGo3z00UcEg/YSFtM0mTBhAnl5eWiticfjOBwOiouLWbhwISeffDIej4eTTz6Z8ePHs379et555x0uvvjiJsGY0+nkhBNO4Msvv2T8+PGd1bwur9OnJj711FMUFRXh8XiYMGECixYtOmD56upqbrnlFvLz83G73QwePLhbz5vWWlMViKGA9CTHUf1C7nWaDOmVwoR+6URiFgu3VbOtMki4G2RVNBuCsZpgjJpAlNpgjFA0fsAkGPsGY/tnLuyd46Pi3/9FcPpt3DB1eJPgLhyzeHfBZq745XuJpB/7/iRf+ART7n7jkJN/GIbC7TDsH6eBx2ngMOxkHuGYJQk9OtCx3u8IIZrbvHkzf/nLXxg0aBAffPABN998M7fddhsvvvgiAKWlpQDk5uY2OS83NzfxWGlpKb169WryuMPhIDMzs0mZlq6x73O0Vqbx8f098sgjpKWlJX769OlzyO0Xbbd161amT5/O8ccfz3e/+10ikQjTp08nGo12dtUOSW1tLf/5z38YNmwYl19+OZdffjmXXHIJeXl5gP1HZIfDwdq1a5k7dy4bNmxg2bJlzJ8/n3g8jmEYDB06lHHjxvHuu+82a/+QIUMoLi6WxB0H0KkjYq+99hp33nknzzzzDBMmTOBPf/oTU6dOZf369c06MoBIJMI555xDr169ePPNNyksLGTbtm2kp6d3fOXbQdzSVNdHSfaYeJzttybsYExDMTA7iX4ZHspqI6zYVUuG18GgnOQOq8PhMA1FVoqTmKWxNERiFnWhKG6HQbLHbDGI9TpN0rwOqoNRMpNcLVwVnr7tbJ6+7ezE76/OWcu9f59HbSBCLK6JxuLsu7zL0jBvVQnplz+bODakTwYL/99VuN1uDoW935giGreIxjUuR/f7a1p3c6z3O0KIllmWxbhx4/jtb38LwJgxY1i1ahXPPPMM1113XSfX7sDuvffeJiNofr9fgrGjZM2aNXz99ddcfvnliSl348ePZ9u2bUyfPp0LL7ywy0/FA/v9PmPGDM4999wm6yD3FQqFWLJkCYsXL6ZPnz6cc8455Ofn4/f7efvttxkwYAAFBQX07dsXrTX//ve/mTx5cpNA7pRTTmH+/Pmcc845Hdm8bqNT3ymPP/44P/jBD7jhhhsAeOaZZ5g+fTp///vfueeee5qV//vf/05lZSXz589PDH8WFRV1ZJXbjWXpQ5pqdzQ4TIPCdA8FaW5Wl9axrTJIv0xvp9SlrZRSOE07WHE7DFLcmlDUorIuitdlkOQym00NSHU72F4dIsPbtnnc15w5lGvOHNrq4yu+3s0lD71DWVUgcWzd9irSL38Wh6H4651TDnh+SxyGIhzTxC3dZE2baH/Hcr8jhGhdfn5+s72Rhg4dyr/+9S+AxJfLsrIy8vPzE2XKysoYPXp0oszu3bubXCMWi1FZWZk4Py8vj7KysiZlGn8/WJnGx/fndrsP+Q+B4tBorVm8eDE1NTVMmzYNw2j63a1fv35YlpUIxlrLKthVLF++nCFDhrQahMViMZYsWcLXX3/Neeedx6JFi8jIyGD79u2kpaVx1llnUVVVxbp16/jyyy+ZMmUKOTk5zJkzh9zcXE466SQACgoKWL58OeXl5eTk5HRkE7uFTpuaGIlEWLp0aZO51oZhMGXKFBYsWNDiOe+88w4TJ07klltuITc3lxEjRvDb3/6WeLz19ObhcBi/39/kp7PZ0xGj+DoxCNuXUorheSlUBKLs8ocOfkIXopTC6zLJSnFiWeBvYRNopRQ+jwN/qH2yRo4a2IutL32f4PTbCE6/jbJXbiIvMwmw0+Xf8IdZeKc9QeZlT/HX91a0uR1uhyISlz3HjqZjud8RQhzYpEmTmm1Eu2HDBvr16wdA//79ycvLY/bs2YnHGxMbTJw4EYCJEydSXV3N0qVLE2U+/vhjLMtiwoQJiTKffvppk2lcs2bN4vjjj098KZ44cWKT52ks0/g8omNZlsXs2bPRWifW/LWkf//+DB06NFG2q6qvr2fTpk2ccMIJLT5uWRbLly/H7XYn/ihwxhlnMHjwYE4++WRCoRDFxcXk5eVx+umnM2TIEKZPn45pmlx44YX4/f4mGT5PP/10Pv300y59TzpLp0UBe/bsIR6PH9Ic6M2bN/Pmm28Sj8eZMWMGDzzwAI899hi//vWvW32erjZvWmtNdSBGksvE1QWCsEZKKUYXpFLqj7C1G+45ppQi1WtnVayqjzVbE+bzOKgJNQ/S2oPP52bL/9mB2W2XjkpsLB2MxLntL5/gnfYE6Zc+xTd/M/2A68qUUrhMRahhZEy0v2O13xFCHNwdd9zBwoUL+e1vf8umTZt4+eWXee6557jlllsAu4++/fbb+fWvf80777zDV199xbXXXktBQQGXXnopYI+gnXfeefzgBz9g0aJFzJs3j1tvvZVrrrmGgoICAL71rW/hcrm48cYbWb16Na+99hr/7//9vyZTC3/yk58wc+ZMHnvsMdatW8fDDz/MkiVLuPXWWzv8vgj4/PPPyc3NZcKECQedWTN48GAyMjJYvHhxB9Xu0M2bN4/TTjutxbZorVm1ahUejweHw0FGRgZ+vz/xBwnTNBk7diyRSITNmzcTDocpKipiwoQJfPTRR2itOfPMM/n666/ZunUrACkpKfTp0yeRFVTsQ3eSnTt3akDPnz+/yfGf/vSnevz48S2eM2jQIN2nTx8di8USxx577DGdl5fX6vOEQiFdU1OT+Nm+fbsGdE1NTfs05BAEI3Fd7g/rQDh28MKdxLIsvarErzfsruvsqhy2UMN9jkTjTY5X1IV1TTDSYfX4xYvzdMqFT2jPBf+v1Z9HX/ui2XmWZelQNK7D0bi2LKvD6tuSmpqaTvu8HA3HYr8jRHfTmf3Ou+++q0eMGKHdbrceMmSIfu6555o8blmWfuCBB3Rubq52u9367LPP1uvXr29SpqKiQn/zm9/UKSkp2ufz6RtuuEHX1tY2KbNixQp96qmnarfbrQsLC/Wjjz7arC6vv/66Hjx4sHa5XHr48OF6+vTpbW5HT+u7O1NxcbGeOXNmi4/V1dXp119/Xa9atarJv9eWZemZM2fqVatWdVQ126yiokK/++67LT5mWZZetWqVXr9+vS4rK9Mff/yxfvXVV3VFRUWzstFoVH/++ef666+/1pGI/d1q+fLl+ssvv9Raax2JRPSMGTP0O++8o8vKynQsFtOvvvqqDoVCR69xh6kzPy+dtkYsOzsb0zQPaQ50fn4+TqezybzboUOHUlpaSiQSaZIKtlFr86b3HzE5miyt8QdioCAzxdkumRG11gSjFjWhKIZSpLhNvM6WE1YcCnuaYiqrSmoprgrSN6Nrrxlridtp4DCdVAeieJwmSS6jYXNoJzuqQ6S4j252ykYPXnsKD157CmAnALn7r59TWRdCKZXYx+zhFxfy8IsLAfA4TX5x7cncdvmJuEx7mmMkrnGZdMuUuF1RZ/c7Qoiu7cILL+TCCy9s9XGlFL/85S/55S9/2WqZzMxMXn755QM+zwknnNDqfmWNrrzySq688soDV1gcVaFQiPnz5ydGPPdlWRYffPABp512Gtu3b+e1117D4/FgWVYi7fvChQupqanhlFNO6fjKt2LhwoUtTnGNx+OsXr2alJQUUlJSSE9PZ9euXWRlZZGZmdmsvMPhYNSoUaxcuRKPx0N+fj4nnHACM2bMoLCwkF69enH++edTXV3NBx98wHnnncfJJ5/M/PnzOfPMMzuiqd1Cp82Nc7lcnHjiiU3mQDfOwW1tDvSkSZPYtGkTlrU33fqGDRvIz89v8cvQgWyvCrKr5uivh4rGGxNJmKQnHXkQFotblNeF2VIZoCYUJd3rJMVtUheOs7UyQFltmEAkRiASpzYcY099hN21YaLxQ0tRPywvhd11EUr8YWpCMXbXhVlXVseCrdUUVwW7/Dxf01BkJjvtzJSBGJGYhdaQ5jGpCnR8etlrzhzKtpd/QO07P8b/9q0Ep9/GEzdPbjI9NRSNc/f/zsM77QmKvv03yirrMJW9bky0j87ud4QQQnQPkUiEmTNncuqpp7b4h7VPP/2UIUOGkJeXx7Bhwxg9ejQFBQXk5eUxefJkrrrqKm6++WY++OAD3nzzzSb/hnSWiooKALKysgBYv349K1euZPv27SxevJjc3Fz69euXWAO9e/duhg7dm3zs3Xff5ZRTTuGjjz4C7CmHRUVFbNu2jerqapRSnHXWWSxYsIA1a9agtSY9PZ1zzjmHjz/+mL59+xIIBCgvL+/glnddSnfiN+rXXnuN6667jmeffZbx48fzpz/9iddff51169aRm5vLtddeS2FhIY888ggA27dvZ/jw4Vx33XX8+Mc/ZuPGjXzve9/jtttu47777mvTc+67e3aN5aRXihv3fmu1akMxwvE4HoeJ22Hv9XQ4IxKWpamsj5KR7DysTHg1wSgVgQhO08BpKIJRC9OAdK+TVHfzjZ+11tRF4gQi9gfIUHZmQaUUlfURTEOR53PjaGWR6f5ilmbD7nqUApdpkJnkxOdxsLUySHldhEE5SWQmObv8aE04ZhGOWsQtjaU19ZEYBWkeHObR+zuE1pqYpdEalAK0fT9jlibaEBQ6HUYiXb2l4bE3FvPYG0sIR5t21go4YWA28//0TZTq2NGxztxt/mjp7H6np9xHIY4W+bwcObmHRyYUCjF9+nROOukk+vbt2+QxrTXz58/HsizGjx/PqlWrME2T3r17k56ejlKKJUuWMGTIENLS0ojFYjz11FO43W6mTZvWqWuGp0+fzsSJE8nMzKSqqort27dz3HHHUVlZSUZGBsnJydTU1GCaJlVVVbz66qvcddddXHnllc3WvCml+P3vf89VV13Ftm3b2LZtGxMmTMDtdmNZFkuWLCEUCnH66acDMH/+fDIyMujduzcffvghl19+eZf5/tiZn5dODcQA/vznP/P73/+e0tJSRo8ezRNPPJHILHTGGWdQVFTECy+8kCi/YMEC7rjjDpYvX05hYSE33ngjd999d5vThO57s01PErWhGHk+T+LxqkCEunCcdK+TUCxOOGbZX6ixvxBrrXE5DHweJ8mu1qcCam2np0/xOA4rKUdFfYRgNE5hmifxBd7TEFQdrkAkTmltyB5FczkwDYXRwhd7re0pceFYnJil8TpNPA6DUMyiPhzD5TAwlWJbVZDKQJScFBcZXidel0k0bhGKWtRF4sTimgFZ3lb3SLO0xrL0UQ2I9heJWeypi2BpTe92mnZpaU3jHQzHLAJhe1qCw1QYStmPK3u/MIehcDoUCojGNZGGKYqGUpimwlSKukCQaQ++w5qtFYSjcfb9hBoKhvXNZvpvLyEt2YvbeXTvXU/9x7wz+52edB+FOBrk83Lk5B4evmAwyHvvvcekSZMSCVYaWZbFRx99REZGBscffzyrV69m+PDhze5xY4be/v37JzJhvvnmm8RiMb71rW8ltkLpSMFgkA8//JBLLrkErTWLFi1i9OjRTUb7tNaUlJSQn5/PRx99RGlpKQ8//HAiw6fD4WDQoEGsXbs2cY5pmnzwwQeAPYI2adKkxPfK9957jylTpuDxeIjH47zxxhtcfvnlrF27Fr/fz2mnndaBd6B1x3Qg1tH2vdmpqalsqQzQPzPJHjUKRAhE7ODnQAFPOBbHH4pRH7G/JDtMhcs08DoNvE6TmKUp84cJxeK49wlC3KaBz+PA6zSpCUWpCcVoGCxh32fTgNdhkJvqbve/FlgNqfNDsThxy/69yRugoTIuU+FxmDgMRSAaJxSz8DgMkl0mkbimPhxLnOcPxagO2dP/3KYi2e2gV4oLj8Ng454gmUlOonGL2nAcn8dB/0wv/nCMr/cEcDuMhpEqSPc6KEzz4PMc3aWLlqXZVhHE6zLISnYd0hYC0bhFIGyPOFravpZSCo09+uV2GCS5zXbdC6y80s9Jt73eZN8yAJfDYM3fvkNhTnq7Pdf+5B/z9iH3UYi2k8/LkZN7eHjq6+uZPn06kydPbpZdF2DFihVEo1GGDBnCqlWrGDx4MB9//DHDhw9nyJAhTb6zhUIhSktLqaqqIhaLkZOTw/Tp0znxxBM5+eSTO7JZAIl08iNGjGDHjh1EIhEGDBjQpEwoFKK+vp6srCwee+wxnnzyycSUynfeeSexXx7AH/7wB5544onE7//6178wDHvAYMyYMSil2LhxI4FAgFGjRgH2tP6qqiomTJjA559/jtfr5cQTTzzKLT84CcQ60P43e3ddGI/DwNJQG47R+yBB2P60tlONR+IWwahFIBrHACwLCtLdmA3TALXWhGMWNaEYwagdkKR72ydxR3vSum2bHrfG0ppQNI4/bK9TS3WbxC1IdjlIcZtUBaNsqQyS7DQ5LjspMRqmtaY6GGPd7jpGFfhIch29jRCD0TgV9RHK/CE8TgfJLpNeqS5cpoEGnC2M0EViFtXBKKX+cEPyD3CZJnk+d4vlj4ZIzKKipo7Jd73J9vI6wF4LV/P2rUdtE2j5x7x9yH0Uou3k83Lk5B4eumg0yn/+8x/OPPPMFjceDofDvPXWW1xxxRUsWbKEkSNHMnv2bE455RS2bdvGzp07mTBhQosBXDAYZN26dWzbto2tW7dy00034fV2bDK0t99+m3PPPRe3280XX3zBhAkTmu2HVl5eTlpaGk6nk9GjR1NZWYlSiuLi4lavO3nyZLZs2QLA7Nmzqa2tJRqNkpeXR3Z2Nh9++CGXXXYZYH/Xe+ONN7j00ktxOp3Mnj0bwzAYP348KSkprT6H1pp///vf9OrViwkTJrT7+mwJxDrQ/jc7GrfYUhnA4zDok+5tlxGoqvooye6utU9YZ7CDqyjVwWiz+6oAw7Cn4jkMRZLLJMXtoC4cY1VJHeP7pbVbkBqLW0Qb9uWqDESwNGQnu/CHongdJuG4pqI+TCxuTzE0lCItyYlS9ghY3NI4TUU8Drk+d2KqZTAap9QfxuM0MBRobY9SuUxjn7rbI44eR/uMkkXjFpa2RyyTLnwSgEGF6Sx66ts4TcOeGhqxUMrOwuhyHN76xkbyj3n7kPsoRNvJ5+XIyT08dLNmzWLgwIHNRokaffbZZxQWFhKJREhNTWX79u34fD6GDRsGQG1tLUuWLCEQCDBo0CD69OnTLNhaunQpn376KcOGDWPq1KlHvU2NotEo7777LpdffnkiqGpp7VtJSQkFBQX84x//4L777kMpxUcffcTgwYMPeP1x48axe/duAObMmUNeXh5+v58tW7YkRsQag9uNGzdSUVGRGBXcuXMnixcvpm/fvowdO7bF6+/YsYPNmzdTWFjIkiVLOOOMM1oMeA9XZ35eju1IAXv0o1eKm97tFISFY/aX4GM9CAN77VlGkov+WckUZSbRL8Ob+OmT4SXf5yYr2UWK256qubMmiNdpUpjmZkN5/RE/v9aaqkCE4uogNcEoNUE7y2SfdC9ep0l2spuaUIzsZCdDclMZUeBjWH4qRVletAVY4DVNfG4nXoeDXqnuJuvdvE6TokxvQ/IUJ2leOylLIGpnrLR/4tSH42yrCuAPHXm2RmdDkBeJabb943oANu6sJu8bf+H4G57nwRfm4VRxklwm4ZhFRV2U+vDeDa4bR2brwzGicavLZ78UQgghjrb169fjcrlaDcL8fj979uwhNTWVUCiEZVnU1tYmgjCA1NRUzjzzTCZPnkwkEuGjjz5i2bJlTa4zcuRIBg8ezOLFi9mxY8dRbdO+iouL6du3L5ZlsXPnTnr37t2sTCgUwuPxUFVVxf333w/AWWedddAgDGDJkiWJEa0zzzyT3bt3k5mZybBhw3A4HKxevTpR9rjjjmPbtm1EIhEACgsLueSSSygtLWXbtm0tXv/LL79k7NixDBw4kIsvvphPP/202TY03ZVEC9BuUwS11tQGY6Qe5TVO3ZVSKvFjKIXDMOw1VS4HhWlefB4n26oCZCY5CEUtymrDh3T9xqDC0pqaUJRtVUEicU3/zCTyfB7yfB6SXXtfG7NhJK62Yc1XYx29LgeFGR7y0z3k+NxkpbjISnHhbWG6pFIKr9MkyWXv45bmsTNx5qbu/emV6qYoM4m6cJwtFQG2VgbYVhVIZLc8VE7TTuzh86Xws6vsudXhmMXOPXU8+dZysq98Dt8lfyb3G08z/Ht/577//ZxNJVX893Of8q3fvk9tfRBDKQLhOBV1UepCdqAWi1tUB6L4gzFilgRoQggher7Kykq++uorTj311BYftyyLWbNmMXr0aDZv3syAAQNYtGgRkydPbrF8SkoKI0aM4MILL6S0tJSSkpLEYy6Xi7Fjx3Lcccfxj3/8g2AweFTatL+NGzcyaNAgdu3aRV5eXrMpiQB1dXV4PJ7EOjCv19skadXBrFmzJpGEZPLkyZSUlOBwOCgsLGTbtm2JhB9KKU444YTEmrXGY+eccw5ffPEFNTU1Ta5bUVGBy+VKBHper5cLL7yQTz/9lD179hzKbeiSJBBrR4GIhcdpHLX1Oj1dqttB34wkKgMxcpKdbNoToDYcO+h5oWic7dVBtlQG2FIZoLgqSDRuUZjmOWjCkwyvk+pg9KiPDBlKUZDmoX9WEkWZSRT4PFQFI2ypCFBcFWB7VZDddWHqwrE21cXRkPHywe+eQnD6bWx84Xq+eebxZCQ3nTftD0R4dvpKRv3gJZ56ezlvzd9En2/9L5mXPcVZd71KitPCNBSVdVFqQ3GSXSZup4E/GKOiLkJlXeRo3RIhhBCiU4XDYWbNmsV5553XahbcL774gr59+yay7H7yySdMnjz5oOuUGvfUmj9/fpOAKz8/n+HDh5Obm8uzzz5LIBA4wFWOnGVZ+P3+xHTK/ackgv2H7Gg0ysknn5xIzrFhw4ZDfq6vv/46EeSdfvrpbN68maKiIlJSUpoEXoMHD2bDhg1Nvu84nU7OPfdcZs6cSXV1daJeixcvbpbQw+v1MnXqVObPn3/Idexqjvk1Yu3F0prKuihZKV1/X63uoDYUY5c/xIbyek7IT21IoqFIcppo7PVZjRsdOw1FTooLt+PwEnxUBiI4DIXP0/HpZC1tZ1vUaEJRi/pInPpIjGSXnczFZba+xsvSmkhM4zlACvuHXpzHX6d/RV0oRlqyC9MwKKtu2ukP6ZPBsme+2+L5ss6gfch9FKLt5PNy5OQeHpzWmnfffZcTTzyRwsLCFsuUlJSwdOlSCgoKGDRoEBs3bsThcHDCCSe0+XnKy8tZsGABF1xwAQ6HPSvHsiy+/PJLVq5cyc6dOznzzDM5+eSTE4+3pwULFpCSkkJycjIOh6PFQCwYDPKLX/yCf/7znyilmDVrFscff/xhP+fAgQMTI2CfffYZaWlpvPLKK/zoRz9KfKdZuHAhOTk5DBw4MBGQKaXw+/28//77DB8+nPXr19OnTx/Gjx/f4vPMmjWLkSNHkpeXd9h1BUnW0aGO1s2uDkTxOM0DfikWh25bZZC6SIyhuSlE4zqRldLjNA8YpBwKS2t2VIfI78AMiAfSuDG3PxQlHLPI8DrJSGr5L2/hmIXDsPcoO1jGS601lYEokbhFeVUtV/1yBttK7SkAvbOT2fjijc3OkX/M24fcRyHaTj4vR07u4cF9+eWXAK0miNBa869//YtTTjmFiooKCgoKWLBgAdOmTTvk7x5bt25l3bp1TJ06NXFuPB5n8eLFuN1u5s+fT2ZmJmeffTa9evU6sobto7S0lEWLFnHOOeewcuVKxo8f32LdN2/ezBlnnIHWmgsvvJC//OUvR/zco0aNoqqqCpfLxYYNG3jrrbcoKipK3O9gMMj777/POeecw4cffkg0GuXss88mJyeHYDDI6tWrGTZsGElJSa0+R21tLbNnz+bSSy89orpKso5uLhCOo0CCsKOgb4aHunCcUNTC7TDI8NpJMdxHuLn1vgylyEt1U+IPE+8Ca6OUUqS67XVz/TOTqIvEqQm2nOjDaSqicTsBRyhmj6pZrbShJhQjErfISHIytHcWi576Fq8/dBEK2LGnnqQLn+CSB986eg0TQgghuoCKigq2bdvGmDFjWi2zdetWevXqxfbt2xk4cCCffvopkydPbvbdIxw++Hr2oqIi+vbty7x58xLHTNNkxIgRxGIxTjvtNAYMGMC8efNYtmxZuyyXiEajzJ07lylTprBu3TqGDh3a6vems846C4DMzExuvLH5H2UPx4oVKwB7c+uXXnqJM888k2XLluH3+wF7emFKSgrTp0/njDPO4MILL+Szzz5j3rx5VFRUMHr06AMGYWAnSElNTWXXrl3tUufOIJHDEQrHLELROD6vJOg4GpRSDM1NYd3uI8+ieCAuh0FOiotdNaEuEYw1UkrRO81DdSjaYtZFQ9mjYQ5D4XUauByKSFwTiTXNiGiPhkXITXXjcZg4TQOfx8lF4/uz5KlrEun3P1xajHfaEyRf9CQF33yOB/9vQUc2VwghhDiqLMtizpw5nH322a0GJlprlixZQkFBAVlZWXz11VcMHTqU1NTUJuVGjx7NoEGD6Nu3L3379qWoqIgTTzyRuXPnJtZaNRo2bBjRaJStW7cmjqWkpJCZmUlqaipbt27l4osvJhwOM2PGDNatW8esWbOYNWsWpaWlzYKz+vp64vHWk359/vnnnHTSSWzfvp3k5ORWR3ouvPDCxHUeffRRhgwZ0uo1D9WPfvQjAO6//35SUlLo1asXixYtIhQKAXaGxSuvvJKsrCxSUlK47LLL6N27N9u2bePNN99k2bJlxONxli1bxvPPP8/KlSubPcfJJ5/MZ599Rn390f2eeLRIIHYEwjGL2mCM9GRZF3Y0+TwOXKZiV03oqD6P12mSneJiZ02IWNw6+AkdRClFn3QvteEYJf5QIhV9I6epEgliDKUa9jVThGI6EVTWhGKkuh0tZgcdVtSL+vdu47PHryQzxQ2AZWmq/CGeeXvFUW6dEEII0XHmzJnDiBEjDjgFbcuWLfh8PiorK0lJSaGysrLZmqnLL7+cysrKJscsy6K8vJxrr72WAQMG8Le//a1JAHXqqafy5ZdfNgka+vfvT0VFRSKhxcknn8yoUaOIRCKMGzeOsWPHsm7dOt544w3Wr19PMBjko48+4sMPP+Sdd97hjTfeYNasWWzevDkR/JWUlFBfX09dXR1Op7PVFPRz5sxhxYoVKKV4/fXX0VofcGPlQ/Xzn/88kbzj+uuvZ/LkyVRWViYCLKfT2SRJilKKfv36MWnSJK666ioMw+CVV15BKcV1111HaWlpYqStUXJyMmeddRYzZ84kFjt4greuRtaIHaZAJE4wEicjuX1S34sDsyzNkh01HJedRGYr66XaSzhmUVYbwm2aOEyFz+PoEmvHAGqCUSoCEdK9zoNuu2DvGaYxlGZ7dYj+WUmH9F59+u3l3P+/s6l6979lncERkvUaQrSdfF6OnNzDln355ZcEg0EmTZrUaplgMMibb75J3759Oemkk5g5cybnnXdek2lyjz76KE8//TQA//d//5dIZe/3+7nlllv45JNPmlxz5MiRTJ8+HYA9e/awcOHCJmvNtNaUlpby+uuvc+mll9KvX79m9YpEIqxYsYKtW7cyYcKEJkk3Kisr2bhxI1u3bmXs2LEsXbqUoqIi+vTp02oiErA3ddZac/bZZ3PbbbeRkZFB//79D3YbD8mqVau44IILAFi2bBnl5eVs2bKF4cOHt5g45EC01nz44Yccd9xxDBw4sMljW7duZcOGDZx77rmHXEdZI9bNhKMWoahFpgRhHcYwFGMKfawtqz/s/bfayu0w6JPuJTPZicdpUFYbZk9dpNlIVGdI8zopykxCAVsqDpzeXymFw4Dt1SGS3Q4iMU0warW5Hf91yWi2vvSDdqq5EEII0Xl27dpFSUkJp5xySqtlLMtixowZZGdnM2bMGObPn99srZLf708EYT/60Y+a7Cfm8/n4v//7P4qLi7nzzjsTo0FfffUVI0aMACA7O5v8/HzWrFmTOE8pRX5+Pueffz7vv/8+L774YpP9x8Deg+ykk07iyiuvbBbAZGZmMmHCBC677LLEZsr5+fkHDMIuueSSxHWff/55tm7d2mIAeKT2HX0855xzGDBgAJZlsW7dukNaC/fhhx+yePFiTj31VBYvXtxsbV5RURFKqQ7dKLs9SCB2iOKWpjYUIz3JIdMRO5jTNBhVkMqq0tqjvu+XUgqnaZDsclCY5sHlUF1m/ZihFBlJLvpnJVETjLKrJkRlIEJFvf3T+P/L68IUVwfJ97nJS3XjcRq4HYrwPlMWhRBCiGPBqlWrmDRp0gG/u82bNw+tNSeeeCJLly4lLy+PAQMGNCnTmLo+Pz+fn//8561e6/bbb2fr1q189NFHgB3ANU4RHDNmDBs3bqS21v4+4/f70VozePBgbrrpJkaPHs306dPZtGnTIbXR5XKRl5dH3759DxhUlZaWJpKCvPbaa5SUlLS60XN7WLp0KWCPBm7YsIEzzzyT4uJiysrK2nR+RUUFpmmSnZ3NzJkzGTp0aLNRR7Cnfs6fP7/Z+ryuTAKxQ6C1pro+SlpSy2ttxNGX4naQ4XWyvfrorhfbl1L2HmNZSXYyj1gXCWIMpeid7sXncWAaCqepEuvFnKbC6zTpm5FEksvR5ByPw860KMGYEEKIY0Hjpsbp6emtltmzZw9r1qzhpJNOYuPGjWRlZSVGsRqde+65iS/5X3zxRZuee/DgwSxZsgSAUCjEWWedhWEYnH766cyYMYP//Oc/zJ07NxGsKKUYNWoUZ555JnPnzuXjjz9m3bp1rFy5kq+++op169ZRUlKSSHixr6+//ppwOHzAPcDq6+v55S9/idYa0zQZPnw4S5YsYeTIkW1qz+Fwu92JDJUXX3wxHo+HU045hdmzZ7fp/JUrVzJq1CgGDBjA1KlT2bJlC1prtm/f3qSc1+tl6NChLF++vL2bcNRIINZGWmuq6mMku80us17oWDUwO4mdNSFC0aM7RXF/XpeZyKxYGYgc9VG5tkpxO0jzOPE1/DT+/xS3A4fR/A8GSincEowJIYQ4RuzYseOA0/QA3nnnHUaNGgXY67H237T53XffZd26dQDMnTv3kJ6/V69efP755wBs2rSJl19+mczMTC666CIuu+wyLrroImpra1m/fn3inIEDBzJt2jRisRhLly5l+/bt9O3bl/z8fKLRKGvXrmXx4sXs2LGD4uJili1bRjgcPmCaeq01s2bNYvr06Sil+MlPfsKqVasYOHBgk4yQ8Xi8TWn5D8Xbb78NQCwW44knnmDYsGFEIhG+/PLLA36fCofD1NbWUlNTQygUIiUlhf79+5Odnc28efOIRCJNyo8YMYLNmzcTCATatf5Hi0QUbdAYhHldBh6XefATxFFlKMWw3BRWldZ1eDDkcZr0SfdgKsXOmhA7qoPsqgkRiXWfYXDYG4xF4rpLrH0TQgghjpaNGzcyaNCgVh9fsWIF8XickSNHsmTJEk499dQmj4fDYW655RbAHtHZf7piW/Tt25drrrkGgHvuuYdAIEBSUhJKKZRSTJ48mU2bNjUZ5cnPz+fcc8/l29/+NiNGjGDmzJlUV1ezZ88eSktL8fl8WJaVyIw4bNiwA069bByZa/zudMEFF7Bnzx6GDRsG7E0I8tFHHzFv3jw+++wzNm/ezJdffsnHH3/M7Nmz+eSTT5oFP2117733AvD444+jteaqq65KZISsra1t8Zw1a9aQl5dHdXV1k9epuLiYE044gc8++6xJeaUUJ598MgsXLjysOnY0CcQOQmtNdcAOwrwShHUZaV4nqW4Hu2ra9y82baGUIs3rpHe6l97pXrJTXOyuC1NZ33VGydqiMRgLxyQYE0II0TNpramsrCQ7O7vFx2tqanjnnXe45ppr+OSTTzjttNNwOp1NyjRO20tOTubPf/7zYdfld7/7XSJxxbBhw6iurk48ZhgG5557Ll9++SWlpaXNzu3Xrx8XXngh27dvx+fzMWnSJKqrq1mwYAELFizgvffeY8GC5nt/hsNhtm7dyltvvUV9fT133nknAJMmTWLNmjWJTarj8TifffYZGRkZnHvuuZx11lmMHj0ay7IoKirijDPO4Oyzz2bQoEEsW7bssNp/880343DYyyXOP/98kpOTueqqq8jLy+Pll19m7dq1TVL7l5eXs3HjRmKxGKNGjaJ///6sXLkSpRSnnXYaW7duJRqNNpui2Lt3bwKBQLPtBboiSV9/EDWBGA4Tkt2yYXNXY1maL4qrGVPow+Ps3CBZa01NKIY/FCMnxYW3k+tzKKyGNPceh2r2lzRJgdw+5D4K0XbyeTlycg/32rVrF5s3b242ygV2EPa///u/TJs2jUAggFKK0aNHNylz77338s9//hOA4uLidqlTUVERlmXh8XhYunRpk2mB4XCY6dOnc8YZZ5CZmXlI1/3ss8/wer0MHjyYBQsWUFdXh9vtJjs7m5EjR7JixYrEqNzcuXNZv349559/PgCLFi0iJyenTenr58+fz8CB/7+9O4+Pqrof//+6d/Y1+0LYwr7vO4gosqhUqrWtXT6ItrUf/YEfK61VW9d+2uqvtXZR61Zb+9Gq1SrUharIKhIQAhHCLltYkgBZZjKT2e/5/jHMlTEJJGQP5/l45KG599w7597MHOZ9zznv04+cnJwm1Q/iw0QTmSt37NhBSkoKQghKS0tZsWIF+fn5ZGVlEY1GOXToEN27d6dXr15kZ2cD8TXeYrEY/fv3Z8uWLaiqyoEDB/j617+e9B2mqqqKdevWMX/+/PMm15Pp6zsoXzCKosggrKNSVYVhuS4+O1GD1s5znRRFIdVmIi/FijcQ5Vh1QB+2eNofxheKdqhFos+mKgoWQ3wB6Pa+j5IkSZLUkoqLi+tNXhEKhXjzzTeZMGECKSkplJWV6XPEzi6TCML++Mc/tlidEnPBgsEgI0aMYP/+/fo+i8XCnDlzWLNmDZFIpEnnveSSS/D7/axevZoxY8Zw/fXX85WvfIXJkyfjcDj4zne+A8SHV5aVldG3b1+EEBQXF2M0Ghu9htj48eMpKiq6oCGKPXr00NPvT5gwAYh/h8rLy+Oaa64hGAxSXFzM7t276datGzk5OXoQBvEgtqamhoqKCsaOHcuxY8dIS0tLuocAaWlpZGdns2PHjibXsS3JQKwB/lCMqCZwWTtPz8bFyG010jvNxmcnWj+lfWMYVYUct0UftpjjsuAwGYjEBKd8YY5WBTjlC3W4OWWqemaYYkwGY5IkSVLXUF1dTSgUIisrq86+zz77DLfbzZAhQ/jkk0+YOXNmnZ6TYcOGAfFkG9ddd12dcwgh2LVrF9Fow2t61sdisbBhwwYgntExsaBygtPpZNy4caxbt65J503MNfvqV7+aFLwALF26VM/4+MADD1BeXk5OTg6rV6/GYDDoWQ0bw2w2M3bsWNasWXNBSTESiUuCwSD//Oc/9e3p6enMnTuXb37zm3zzm99k4sSJ9OzZE4Dly5ejaRqKojB8+HD27dtHJBLh0ksvJRgMsm3btjpp6ydNmsSBAwc4depUk+vYVmQgVo/aUIxwVCPFJtcK6wxy3RbS7CZ2l/vPX7iNGVQFm9lAmt1EtxQrPVKtOC1GymtCbZ718XzUsxJ4dISgVpIkSZKaY9OmTUyePLnOdk3T2Lx5M8OHD2fdunVcfvnlWCyWpDI33XST3uOTSHLxZcePH6e8vJw1a9Y0uXeoR48elJSU6L1wy5Yt04MziM8Js9vtFBcXN+m8DbnjjjsAuOWWW6itrdWHRY4dO/acmRYbkpWVxaRJk/j4448vaC7WLbfcAsBdd91Ffn5+UiAKJNVn8eLF3HrrreTn5xMIBDCZTAwePJj9+/eTmpqKxWIhOzubnTt3Jp0jMe9u1apVxGId6ztXggzEziKEwBuIEo5pcsHmTiY/3YZRVdh7suMFY2dTlPj6XnkpVk76wh2vZ0xRMKjQwaolSZIkSU1SWVlJNBqttzds+/btuFwu9u7dy9SpU+vMxdq8eTOrVq0C4KWXXqr3/InesGnTpjF69GjWrFmTlGiisd555x09WEzM30qYNGkSJ06cYN++fU0+79kuu+wyAAwGA9///veprq6mW7duWCyWc66t9mWaphEMBvWHtSkpKcyYMYOtW7dy/PjxJtXp/vvvp1u3bvp5ly1bVmd+XsLbb7+t//+gQYMIBAKkpaURCAQIBoOMGzeOYDDI7t276zxIdjgcDBgwoMmLY7cVGYidkciOqCqQajfJIKwTGpjtQBOC/ac6djAG8Z6ybm4LZTUhAh2sZ8yoKkQ12SsmSZIkdV6ffPJJg71hH3zwAQMGDKBPnz7k5ubWKXP99dcDMHHiRGbMmFHv+Y8ePUpubi5ms5nMzEwmTZrE+vXrL6h36PXXX8dqtQLxNPfHjh0D4j06s2bN4uDBg+zduzfp32W/39+of6eLi4s5ePAgAB988AE2m43PP/+caDRKv379GlW/WCyG1+vF6/USjUapqfliOojVauXyyy/n4MGD7Ny5s0nfHTZt2kRJSQl//etfgXjwnJ+fz6FDh/QyiftvtVoxm80ADB48GIivtXbw4EHS09NRFAWHw0FpaWmd1xkyZAi7d+9udL3akgzE+KInzGxUcVplYo7ObHC2A384RoX/wta4aEsmg0r3FCuV/jDVgUiHCXwURcFsiKe17yh1kiRJkqTG2rNnD+np6WRkZNTZt23bNvLy8jhx4oQ+B+xsiTW1TCYT//rXv+o9v6Zp7NmzhyFDhujbEr1DhYWFFzQnad++fahq/Gv51KlTWbBgARAPxmbPnk1VVRX//ve/+eyzz3j77bf5+OOPWbp0KevXr8fr9dZ7zuLiYq6++mogHlQ6nU7Wr1/P+PHjqaysrDcIPVs0GsXr9eLz+bDb7aSmpuJ0OjEajUm9fwaDgUsuuQRVVVm7di2BQKBJ1z5r1iw9qYamacyYMYO+ffsyZMgQPSjbsmWL3qslhGDWrFmkp6fj9/sJhUKMHz+eYDDIZ599Vuf8NpsNs9mMx+NpUr3aggzEAF8ohqooOCwyMUdnpygKw3Kd7Dnp77BZCs9mUBXyUqxoQnC0OkhFB1mLzKAqmM4EY5IkSZLUWfj9frZv315vb1gwGOSTTz6hd+/eDBkyBIMh+XvfT37yE3w+HxBfSLghhYWF9O/fv856Y1arVR+qlzhPUxw+fFjP8Lh27Vry8/M5cOAAwWCQUaNGceWVV2K1Wpk7dy5XXnkl1113Hf379+eTTz7ho48+IhgM6udaunSpHoS53W7++Mc/UlhYyKhRo7DZbGRlZdUZ/RWNRvH7/fh8PjweD7W1tdhsNlJSUvT1vwDsdjtCiKSAS1EUhgwZoi+y3NQEJikpKRw5ckTPpJioC8TnyyXSyq9duxaIB65r166lT58+HD58mMzMTLp168bBgweT7kPC8OHDW2y+XUu6qAOxRE+YEOCU2RG7DJNBZWCWg10dMHlHfRRFId1upmeqFaOqcMIbqhOMRWIa3mCEU74Q5TUhasOxVg/YEsGYJEmSJHUWa9as4bLLLqsTZAkh9EyJp06d0oe3JRw7dozXX38diC+8/OXkHQmHDh1CCEHfvn3r3W82m5kyZQobNmygpKSEzz77rN4FmhuyYsUKfU6UpmlcfvnlDBkyhPHjx3P06FEGDRrEkSNHuOyyy1i2bBm5ublcddVVDB06lJUrVyKE4KWXXtKTc+Tn5/Phhx+ydetWRo4cSa9evThw4ECdYYnhcJiamhpMJhMWiwWXy4Xb7a4TbCY4nU7C4XCdJCXp6ekMGzaMzZs3N/qaExRF4c033+TgwYP89a9/5Ze//CV//vOf9fl6AH369GHu3LkALFiwgIyMDKqqqhBCMHnyZBRFYePGjXXO3bNnT44fP14ns2J7u2gXdK6urkYY7RgNihyO2EXtO+nHH4kxLMeJ2dh5njnUhOILQ7stRkLRGIGIhkFVcJgNWIwqigLeYJRARCPXZWnVa5OLgrYMeR8lqfHk56X5LtZ7eOrUKbZt28acOXPq7CsrK2PLli2UlJTwla98RV/LKqFPnz7EYjH69u3LmjVr6j2/z+dj48aNXH755XUCvfrqUllZSVpaGtu2bWPmzJkNBjUNue666ygsLGzSMWlpaVRVVQHQv39/7r//fmpqahg5ciT5+flEo1HWrFnDrFmz9GPC4TC1tbW43W59eGRjCCHweDz6cMWzbdu2DZfLRf/+/ZtU/7NFIhH8fn+9CUX69u1LNBolLy+Pl156idTUVLKysqiqquLXv/41v/zlL+sE04kU9+PGjUvaLhd0bgeVvggWk5wT1pUNzHbQO83GlqMeth7zsrvchy/UtK7y9uCyGEm1GYlqAofFSPdUK3kpVlJsJqwmAxajgSynRU/20dHS4EuSJElSe9iyZQvjx4+vd9+xY8fYtGkTl19+eZ0g7Gc/+5me3nz58uUNnn/Hjh2MHTv2vEEYxNO7Dxo0iOzsbIYPH17v3KXzWbp0KSUlJZSUlDBx4sSkffn5+XWCH0APwgYPHswLL7zAgAEDmDp1Kvn5+UA8yUhibS6IB1N+v7/JQRjEe7BcLhc1NTV1eppGjRrFsWPH9MQjF8JkMjWY1bGoqAiAEydOsGvXLv110tLSuPzyy+vNdjl69GjKy8s5fPjwBdeppV20gViK3YjNLIcjdnXpdhNT8lMZnusk12VhR2lNp0jk4TAbSbObsJkMqA1k8DQZVPJSrJzydaxkH5IkSZLU1jweD7FYrE4qeoj3+Ozdu5du3bolJdhIePnllwH4xS9+gc1mq/f8iaQQ9Z3/fLp3747f76e6urrJxyb861//4siRI+zZs4cjR46wbt06Dh48yL59+yguLuazzz5j1apVjBo1iv/+7//mvffeo0+fPvTo0YPMzEz9PEeOHNGDMkCfB9bUICzBYDDgcrnwer1J30NUVWX69Ons27ev3kyGzeV2u/XslrfffjvRaJRIJALAlVdeyYkTJ+rMCVMUhdmzZ7N582aOHDnSIb43XbSBmNFw0V76RUdRFMxGlTS7iQk9UzhQEeCEt+5Ezs7IqCr0SLWiaYLjniBl3iDHqgMcqw5QXhPCH+74PYCSJEmS1FybN2/WEz18WWlpKcXFxXzlK1+psy8xdM7pdHL99dc3uHzRzp07682y2Fjjxo2jsLCwWV/+FUXBbrcn1dFqteJ2u0lLS6N///688847/PznP693GGQiuUZiyF4sFiMSiTQ4H66xjEYjdrud6urqpDljBoOBSy+9lO3bt+tBUkv6/e9/r/dO/v73v9fXMlNVlRtuuIH//Oc/dXrkTCYTV199NceOHeONN96gqKioXQMyGY1IFxWjQWV8Dzdl3jBHq5qWXrWjUhSFdIeZHJeFDIeZ7ilWuqdYSbOZ8IdinPAEiXawyamSJElS69u6dWt7V6FNRCIRvF4vOTk59e7funUrTqezzpDEyy67TA8c3nvvPZxOZ73HBwIBampq6l0curGcTid5eXns3bv3gs/RXIcPH6ZPnz76736/H6fT2SJr55rNZlJSUgiFQlRXV+sLPxuNRgYMGMCBAwea/Rr1eeeddwBYv349J06c0DMmDhw4kF69elFQUMCRI0eSjnE4HEybNo2vf/3raJqmn6M9dIhA7KmnniI/Px+r1cqkSZP49NNPG3Xca6+9hqIoXHvtta1bQalLUVWF0d1dVNRGOFLZNYIxiA9VNBlUFEXRewGzXRbS7SZKPSEqaztGavyOQLY5kiRdDBKJGbp623/48OGk4XZnq6mpYdOmTcybNy9p+/33368vdLxs2TIyMzMbDEh2796try/WHIMHD+bYsWMXlNq+uYQQHD16lB49egDxjIyaptU7z+xCqaqqZ1vUNE1ft6t3794cOXKkVTIWDh8+XO/Re/jhh9mxYweapqEoCpMmTSIrK4vPPvuM8vLyeus7duzYBhftbgvtHoj985//ZMmSJTz44INs3bqVUaNGMXfuXE6ePHnO4w4fPsxPfvITpk+f3kY1lboSVVEYleeisjZCqTfU3tVpVVaTgR6pVgyKwrHqICc8QTyBCFoX/4e5IbLNkSSpPg899JD+ICvxc3aK82AwyKJFi8jIyNCHsX35y11JSQnz5s3DbreTnZ3NXXfdVWc9pTVr1jB27FgsFgv9+/fnxRdfrFOXC31Y9GUTJ04kPT2d//znP01e16kzOXDgQL3Z+YQQvPXWW3XmhoVCIf7+978DcM8995CTk9Ngb1g4HKaiouK8ix83hqIoTJgwgYKCgjb9ewgh2LBhA/369dOH8oXD4WYPSWyIqqrY7XYMBgPRaBSDwUCPHj04evRoq7zehg0bgHjA7HQ69d633r17c/r0aaZPn8769esJher/vpeSktIq9WqMdg/EHn/8cW655RZuvvlmhg4dyjPPPIPdbuevf/1rg8fEYjG++93v8vDDDze4joMknY9yJhgrqQpQWdvxE3g0h6IopNhM9Eyzke00A3CsOkhlB1lAui3JNkeSpIYMGzaM0tJS/Wf9+vX6vjvvvJN33nmHN954g7Vr13LixAm+9rWv6ftjsRjz5s0jHA6zYcMG/v73v/Piiy/ywAMP6GUOHTrEvHnzuPzyyykqKuJHP/oRP/jBD/jggw/0Mhf6sKghI0eOZNCgQbz99tvt0hPT2jRNw+fz1Uk7HovFePfdd9E0jb59+yYFHYm5XpmZmXz1q18lOzu7wd6wffv2MWjQoBYZvgfxL/3Dhw9n7dq1rTJv6ssSQVhOTk7S2mGhUKjVArEEq9Wqz0sbMGAA+/fvb5XvHFlZWXow9a1vfUtfjFpRFMaPH09xcTGTJ0/ukL3D7RqIhcNhCgsLk9YyUFWVWbNmUVBQ0OBxv/jFL8jOzub73/9+W1RT6sJUVWFsDzf7T9VywtM1Enicj9GgxoOyVCsGNd5LdrGkwJdtjiRJ52I0GsnNzdV/EtnmPB4PL7zwAo8//jgzZ85k3Lhx/O1vf2PDhg364rEffvghu3bt4uWXX2b06NFcddVV/O///i9PPfWUPg/pmWeeoU+fPvzud79jyJAhLF68mK9//ev8/ve/1+twIQ+Lzqdfv35Mnz6d//znP+zYsaPDfRltjmPHjtG9e/c6299//31SU1Pp379/0ryo//3f/9X/Hu+++y5ZWVkNru8Vi8U4ceJEUrr3ltCtWzeGDRvGmjVr9OF7rWXXrl2kp6cn9RgmhgheaKbExjKZTESjUYQQmM1m0tPTOXHiRKu81pYtW4B4+v6amhp9Ll7v3r05efIkhw8fJhKJsHv37lZ5/QvVroHY6dOnicVidSZX5uTkNLgK+fr163nhhRd4/vnnG/UaoVAIr9eb9CNJZzMZVCb0TKGyNsLOMl+X+gfqXBK9ZN3clvgQTU+QQDjWpa+/LdockO2OJHVW+/fvJy8vj759+/Ld736XkpISAAoLC4lEIkkPcQYPHqwnAwAoKChgxIgRSe3L3Llz8Xq97Ny5Uy9z9jkSZRLnuNCHRY2RlZXF9ddfTzAYZNmyZfp6UxDvNYnFOmf7//nnn9cZlnjkyBGsVismk4mKigoGDBig70u05ffeey9paWmYzeYGz71jxw769evXYr1hZ8vNzWXSpEl89tlnbNy4UV/HrCVVVFRw6tSppCG20Da9YQkWi0UfEjh8+HB27tzZKu8zi8XC7NmzAbj55psxGAxUVVWhKArXXXedPtR36dKlHerf5E61mnFNTQ0LFizg+eefT1oT4VweeeQRHn744VaumdTZqarC8G4uDlXUsrPMx7Dclski1BkYz6xHFo5peAIRKmrjT8oUQO3Ccwoa40LaHJDtjiR1RpMmTeLFF19k0KBBlJaW8vDDDzN9+nSKi4spKyvDbDbXWVz27Ic4ZWVl9T7kSew7Vxmv10sgEKCqqqrBh0V79uxpsO6hUChp/ktDXzRVVWXChAkMGDCANWvW6D0jiTlxsVgMk8nEoEGDGDRoUIOv11EIIaioqEhqnzVNY+PGjUybNo3jx4+TmpqqBx2JANdsNvOtb32rwTXDNE1jy5YtWCyWVh2O7na7ufTSS/n888/ZuXMnI0eObLFzRyIRtmzZwowZM+p8nwmFQm02L8pqteL1erFarZjNZvLy8upkb2wpL7zwAr169ULTNF555RW+9rWvMWHCBFRVpXv37nTv3p1YLMbzzz/PnXfe2eo9go3RroFYZmYmBoOhzmTX8vLyeidFHjhwgMOHD3PNNdfo2xKNiNFoZO/evUnjXyH+xGPJkiX6716vt8W7mKWuo0+Gnf2n/Ow95WdQluOiCcYAzAaVLOcXT8iiMY2j5V1rPkFbtDkg2x1J6oyuuuoq/f9HjhzJpEmT6N27N6+//nqDX9g7iqY+/ElNTW0w+2sgEKCwsJBjx45x2WWX6ckdOqIjR46Ql5eX9G91UVERgwYN4vjx41RUVDB16lQgHnzs27cPiGdJ/HJQfbaNGzfWmVPVmvr166cPU2yJACkWi/HJJ58watQorFZr0r5oNIqqqm32/UZVVYxGo94LN2TIED766CN69erVKu+t5557jh/+8Ie88sorLFy4kMrKSjIyMvT9c+bMobS0lOeee47rrruuwSUP2kq7hoJms5lx48axcuVKfZumaaxcuZIpU6bUKT948GB27NhBUVGR/jN//nx90mt9X3QsFgtutzvpR5LOZUCWA6Oq8mmJB0+g9SfSdlRGg0qGs22GLrSVtmhzQLY7ktQVpKamMnDgQD7//HNyc3MJh8NUV1cnlTn7IU5ubm69D3kS+85Vxu12Y7PZmvywKOHee+/F4/HoP83JTmez2bjkkkvo3r07y5Yto7S0tMGyQohWSUneGEIICgsLGTt2rL4tFAqxf/9+nE6nHtAkAq4xY8YA8b/BwIEDGwxEDh06hNVqbbMgDL7Iprh58+Zm308hBBs3biQ/P7/e90wwGKwTnLU2h8NBbW0tmqZhMBgYOnQoBQUFrTJE8corr9RT8t93330cOnQoab+iKCxYsAC73c6WLVvYtGlTi9ehKdq9T27JkiU8//zz/P3vf2f37t3cdttt+P1+br75ZgBuvPFG7r33XiDevTl8+PCkn9TUVFwuF8OHDz/nOF9Jaor+mXZG5rk4UBFgT7nvok313hXJNkeSpMbw+XwcOHCAbt26MW7cOEwmU9JDnL1791JSUqI/xJkyZQo7duxIym64YsUK3G63vgbVlClTks6RKJM4R1MfFiW0xsOfwYMHM2fOHHbv3s2yZcvqDHcsLy/nX//6F//617/w+/3Nfr2mKikpIScnJ6m3cvPmzQwdOpTq6mpOnz6tD/ULhUJ6xsi33367wba7traW/fv3M2rUqNa/gC9xOp0MHDiQjz76iKNHj543SPH5fHWCtlAoxMcff0xWVla966oJIYhEIg0mJ2ktiqLgcDj090nPnj3Jzs5my5YtrRKMJT4/mzdvxmw213nvGgwGrrrqKsLhMFVVVReckbQltPscsRtuuIFTp07xwAMPUFZWxujRo3n//ff1rsKSkpIOMYZTuvjYTAbG9nBTUhVgy1EvY7q7MBnke7Gzk22OJEn1+clPfsI111xD7969OXHiBA8++CAGg4Fvf/vbpKSk8P3vf58lS5aQnp6O2+3m9ttvZ8qUKUyePBmID3kaOnQoCxYs4De/+Q1lZWXcd999LFq0SJ+jdOutt/Lkk0/y05/+lO9973usWrWK119/nffee0+vx5IlS1i4cCHjx49n4sSJ/OEPf0h6WNSWXC4XM2fOpKqqiv/85z9MnToVs9lMUVERsViMq6++mtraWt59912uuuqqNu39Lyws5Morr9R/9/v9lJaWYjKZ6N+/P5988gnTpk0D0Icn9uzZ85xD/7Zs2cLEiRPbbThmr169yM3Npbi4mOPHjzNp0qR6e+48Hg+ffPIJRqORjIwM7HY7sViM48ePM3bsWLKysuo9fyQSwWw2t8u0C7PZTDAYJBwOYzabGThwIDt37mTVqlXk5+fTu3fvFltcuk+fPrhcLmpqavje977HX/7yF0aPHp1UJisrix49euDxePR1yNqDIjpjipxm8Hq9pKSk4PF45HAhqdEq/GEOVwUY16P9Fv1rD/Lz0jLkfZSkxmuvz8u3vvUt1q1bR0VFBVlZWVxyySX86le/0oeoBYNBfvzjH/Pqq68SCoWYO3cuf/7zn5OGfx05coTbbruNNWvW4HA4WLhwIY8++mjSF8w1a9Zw5513smvXLnr06MH999/PTTfdlFSXJ598kt/+9rf6w6I//elPTJo0qdHX0hr3MBwOs3r1akwmE6NGjUqad1NVVcXatWsxm8306tWL8vJyqqurURQFs9nM5ZdfjsPhaJF6QPw+HzlyhEsvvVTftnLlSjIyMrDZbJw4cYIhQ4bof5tevXoBsG7dOnr37l1vIBIIBPj000+ZMWNGi9WzOXbt2kUgEGDcuHFJ24UQrFq1iokTJ+J0OqmoqCAUCqEoyjlT8UP8feFwONot0NQ0TZ8Hl3jgGQ6HOXLkCIcOHWLSpEkNBspHjhyhe/fujQ7WQqGQni3z6aef5rLLLqvzHhRCUFxczH/+8x/uvvvudvk3WgZiktRIu8t9pJ5J936xkJ+XliHvoyQ1nvy8NF973UOv18uxY8fIzc0lLS0NRVEoLy+noKCA+fPnt8hoA03TePPNN7nmmmv0uU7BYJD33nuPHj160KdPH7Zu3ar3ll133XUUFhbicDjYsmVLgwHhrl27cDqdetDWEXz22Wf4/X5Gjx6N3W4H4ODBg/j9fkaMGNGkc2mahtfrPWeSkrYQDocJBoN13pd+v59PPvmE/v37k5+fn/ReqayspKCggPT09HMO0f2y+fPnU1RUhMFg4K233tLnCX7Z8ePH9d6xtm5z5PgbSWqkgVkODlbUEo62z8RkSZIkSerIEvPh0tPT9V6nRPbBxMLXzbVr1y769euXlHBi7969ZGdnk5qaypYtW5J6DwsLCwF4/fXXz9krd/z48XoXhm4uTdMIhUIXtE7bqFGjGDBgABs3bmT16tWsXLmSgwcP6nMOm6It1w47F7PZjKqqScstQDyhxxVXXEEwGOSjjz5ix44d+j3bunUrl19+ORaLhYMHDzb6td5++20gnkXy3XffbXDxbJfLdeEX1EwyEJOkRjKoCkNynOzqYindJUmSJKk1jRgxgkAgwIcffsipU6cu+DzhcJhdu3bVSaaxb98+FEWhpqaG7Oxs0tLSALj++uuB+HIjw4YNa/C81dXVuFyuFh+yJ4TA6/USjUbx+/1UV1c3eeHmrKwsZs6cySWXXMLMmTOZNWvWBdWzowRikJxF8WyJjIqzZ8/G4XCwcuVKtm/fTl5eHna7ndGjR3Po0KEGA6r6JJJvPf/88xQXF7fodbQEGYhJUhOk200oClTWXrxp7SVJkiSpqa644grGjBlDUVERb731Fvv27WtyqvaCggLGjx+fFIhUVVXp/3/69Gl9TlUoFGLz5s0AvP/+++ccFnnw4MEWT1cvhKCmpgabzYbD4cDtduNyufTArKlMJtMFJ9lIrB3WURJRKYqC3W5vMNumoij07duXqVOnEg6HGTx4MBBfk2zy5Mls2rSp0ffwtttuw+l0AvC9732vztIQ7a1j/EUkqRMZnO1k70mZ0l6SJEmSmiIrK4vZs2dz9dVX6wk+GuvEiRPU1tbSt2/fpO07d+7Ebrdz7NgxLr/8cj1YmThxIgBpaWkMHDiwwfP6fD5Onz5NZmbmBVxR/TRNw+fzYTAYknqhjEYjbrebmpqaNl1/rT3WDjsfi8Wi9xh6vV4CgUCdoZtOp5MJEyagqqq+z+FwMGzYMLZs2dLo19q1axcQT8iyZMkSwuFwy11IM8lATJKayGJU6ea2crgy0N5VkSRJkqROx2q1MmnSJCoqKohEzj/CJBqN8vHHH3PZZZclbY9EIhw6dAiLxUJ+fr4e9BQVFek9ZatXr27wvIk08FOnTm2RlO5CCGpra/F6vVgslnrnpBkMBr1nrC3y5bXX2mGN4XK5cDgcOJ1OPZlIfQFqLBajsrJSD6C6d++OyWTiwIEDjX6tF154AYCPP/6YFStWtMwFtAAZiEnSBeidZuWUL4w32PThBZIkSZIkwaBBg9i7d+95y61du5Zx48bpizdrmsa2bdt488036datG7FYLGlo4fz58wGYPHmyPl/sbOFwmN27d7Np0yamT5+uD11rDiEEPp8PIQQpKSkNLhoN8Z4xi8WC3+9v9Z6xQCCA1Wptl7XDzkdRFAwGA6qq4nA4sNvteDyepGGHiV4zl8uVdL/GjBlDSUlJo4cazp49W880uWjRIo4dO9byF3QBZCAmSRdAURRG5bkoLq0hqskhipIkSZLUVI0JxLZt24bFYqF///76th07dlBbW8t1112nf0FPDC2cO3cuEJ9P9Oyzz9YJQCorK1m1ahVWq5UrrrhCTwvfHIlgwWQy4XA4GhX0WK1WVFWlpqaGqqqqJifxaIxYLEY4HO5wwxIbYjKZcLvd+Hw+amtrqa2txePx4HA4MJvNSfPKVFVl2rRpFBUVUVNT06jzv/feexgMBjRN47rrrqOkpKQ1L6dRZCAmSRfIajLQP8vOzrLGNQCSJEmSJH3BbDaTkpLSYCbFgwcPUlpayrRp0/Rtmqaxe/duJk+ezMGDB0lPT9fXLNu3bx+7d+8GYOnSpfWuCbVv3z4mT55Mnz59WiRLYiIph8ViaVLAk0hYkZKSgsvl0nvTWpLf7290YNhRGAwGfcFno9GIy+XSexcTQ08TQxTNZjPTpk1jw4YNDSb++LKioiIAysvLWbRoUbsHYzIQk6RmyHZaMKkqxz3B9q6KJEmSJHU6o0aN4qOPPmL37t0EAl/Mvd6zZw/bt29nzpw5SYHEnj17GDhwIMFgEL/fj8fj0YclzpkzB4Bx48bRv3//OoFWJBLB5/O16KLGPp8Pk8nUrF4no9GIwWCos7ZWc4TDYRRF6ZBzw85HURSsVitms7nO39DhcCQNUXQ6nUyePJn169cnvX8akpKSwlNPPQXEF8z+2c9+xsmTJ1v+IhpJBmKS1EyDsx2UVAXxh1t+WIEkSZIkXaiOlqq7PllZWcyfP59oNMqKFStYunQpH330ESUlJcyfPx+j0aiXFUKwY8cORowYwZ49exg8eLC+EPP999+vfzl/+umn6533deTIEfLz81us7omemcTcteZwOBwEAoEWGaIohNB7w7qaxHwyn++LNV1TUlKYNGkSGzZsaFSv4jXXXMNdd90FwLp16/j1r3/davU9HxmISVIzqarCyDwX20/UtEkGJEmSJElqjD/96U/tPvSqMRwOByNGjGD+/PnMmzePIUOGMHv27DrrXu3bt4/8/HxKS0ux2+0cPnwYt9uNwWDg73//OwCPPPIImZmZ9Q7HO3z4ML17926ROrd0sKMoip5Nsb5U7ucTiUT0IK62thabzdZh1g1raWazGUVRCAa/GI2UmppKdnY2hw8fbtQ5Fi9ezH/9138B8OGHH7ZGNRula/6FJKmNOcwGclxmjlbLIYqSJElSx7Bo0SKeeeYZXnnlFTZt2tSma1ddKLPZTPfu3esEUtFolG3btpGZmcnp06c5fPgwwWCQGTNm6GntrVYrc+bMSepFS6iursbpdLbYUL1ENsKWDHaMRiOpqalomobH46G6ulpfZ8vr9VJdXY3H40lK+a9pGjU1NQQCAXw+H16vl0gkkrR+WVfkdDoJBoNJ92Lo0KHs27evUUsiKIrCQw89xFe+8pXWrOZ5yUBMklpIfpqNo9VBorGO/w+dJEmS1PXl5eXx4x//GJPJhKIorFq1qr2rdMG2bNlCt27dqK2tpaqqiiFDhjB+/HhUVeXgwYMAfPDBB7hcrnqP379/PwMGDGiRurRmNkJFUXA4HKSmppKSkoLT6dTX2kr8HggEkgI1i8WC2+0mJSUFu92O2+3uVAk6LoSiKHqGxURPoMFgYNiwYezYsaNR5zCbzfzxj39MSgbT1mQgJkktRFUV+mXYOVAhF3qWJEmS2t+qVaswmUzMmDGD48ePo6oqW7dube9qNZnP52P//v3YbDacTicGg0Gf63XrrbcC8S/VFoul3p6gWCxGVVUVGRkZLVKftspGqCgKqqrqa20l1t1yu916YJaampq0ZpnRaOyyQxK/TFVVXC4XtbW1+rYePXpQVVXVqMQdEE+Z/8wzz7RWFc/r4vhLSVIbyXGZqQ5E5ELPkiRJUrtbvHgxq1atwu12M336dCorK9mzZ0+j59F0BNFolOXLl5ORkcGQIUPYunUrU6dO1fcvX74cgJdeegm73V5vcHT06FF69uzZIvVJDHtr72yEBoOhy/d6NYbRaCQWiyXNqRs2bJi+jEFjtMQyBhdKBmKS1IIURWF0dzc7SmtkFkVJ6siEBiIImgdilRCrAq0WZMIdqYv5n//5Hz744AMyMzO5+uqrsVqtvPzyy5SVlQFQVlam/39Ho2kay5cvx+l0Mm7cOFauXMm0adP0HqCXXnoJiP/b26dPn3ozJUJ8PbK+ffs2uz5CCHw+X4OvI7UPs9msZ7AEyMnJobKyskWXA2gtdWczSpLULBajypjubrYd9zKuhxurqf2etEiSdIYQQBg0f/y/KKBYAAuoBkCACIDmBSUF1Oano5ak9paenk51dTW33347VquVuXPnct1119G/f3+efPJJXC4X6enp2Gw2rr/++hZJw34umqZRUlKCw+EgKyurwTLr16+nurqampoaRo0aRWVlJevXr2f69OlkZ2cDcOrUKX7+858DcPfdd6MoSr1JOhLrfLVE8orWSNAhNZ/FYsHv9+t/Y0VRGDJkCLt372b06NHtW7nzkIGYJLUCu9nAyDwXhce8jOnuxm6WwZgktQuhgaiJB1mYQXUAaVDfkB7FEi+vVYAWA1U+9ZY6t/Xr13PllVdy7NgxbrnlFr71rW/xq1/9ipEjR+J0OgmFQmiaxqeffsqf/vQnbrnlFtLT05POEQqFKCoqIicnh4yMDH0+jsFgwGKxYLfb9aFdQgg8Hg8Gg4GSkhL69euHEIITJ05w5MgRTp06Ra9evTh9+jQul4upU6cmzW8SQvDhhx/Ss2dPJk+ejMlk4tChQ2zbto158+bpdQuFQowbNw6IryF1/fXX16l34nxFRUUMHDiw2fcyGo0SDodJSUlp9rmklmUwGNA0DSGEPlwzLy+PXbt2EQwGWyWpSktRxEW28JHX6yUlJQWPx4Pb7W7v6khdnD8co+i4l5F5LlyWzvfcQ35eWoa8j+1E88eDMMUFir3+4Ks+QoBWCYoh3jsm52G0Kfl5ab4v38PZs2ezd+9eIN5bMHv2bH7729+SlpamH/POO+9w7NgxcnJySE9Px+VyUV5ezv79+xk8eDDFxcVUVVUxbNgw8vPz9RTrx48fJzMzE4fDwa5du5ISY5SVlTFo0CBGjhxJ7969k9b3OnDgADt27OCrX/2qvm3NmjWkpKQwZswYIB5I/eMf/2Ds2LEMHTpUr2vi9c1mM8XFxdTU1NTpYRNCsHHjRjIzM5udLVEIQXV1tb5mmdTxBAIBFEVJCrpOnjzJwYMHmTx58jmPbc82p/N9M5SkTsRhNjCuh5vtpT7SbEb6ZdpR5Zc6SWpdQoDwgIiBmtP0QEpRQE2PB3HaKVAz4kGZJHUyicQSK1asYO3atdx8881Eo1E+/PBDtm/fzksvvcSgQYMAmDdvHlu3buXAgQMIIdi0aRM5OTlcfvnlmEwmpk+fjsVioaioiAMHDmA0GjGZTIwaNYqKigo8Hg9z5swhKytLD4oikQhbtmzh2LFjOJ1O0tLS9OGD/fr14/Tp0xQXFzNixAg2b96MyWTSgzCAvXv3IoRgyJAh+rYxY8bo66F9/vnnlJaW1jvMsbCwkIyMjBYJwrxeLzabTQZhHZjFYsHj8WCxWPTAPjs7m71791JVVZX00KEjkT1iktQGhBAcrQ5S6g0xursbi7FzjC+Xn5eWIe9jGxJB0KrjPWBqC9xrEYon8zBkgtK+WdIuFvLz0nyJe7h//3769++ftO+VV17hnnvuAeK9Y/Pnz+eJJ57Q9wcCAX1YYX1zrgA9CUJj511FIhH27NnDwYMHcTqdjB8/npSUFDRN480336RXr154PB5mz56tf4muqKjglVde4bvf/a4+7PCOO+5g6dKlABQXF2MwGAgGg3XS0p84cYKSkpLz9oScTywWw+v14nA4koZQSh1TMBgkFovhcDj0bT6fj02bNjFz5swGs0y2Z5vTOb4NSlInpygKvdJsDM52sOWoh5qQTG8vSS1KxCB2GjQfqJktE4RBfN6YIRO00yDk51bqXAwGQ531lL7zne9QWFiIqqoIIfj3v/9Nr169GDRoEC+88AI2m41BgwY1GIQBDa7XVZ/jx49TUlKC2+1mzpw5jB49mpUrV3LixAlUVWXmzJl4vV5mzZqlf1EuKSnh1Vdf5dprr9WDsKVLl+pB2KOPPorT6aS6urpOT0c4HGbHjh36HLLm8Pl8uFwuGYR1EhaLhWg0qvcEAzidTnJzc9m1a1c71qxhMhCTpDaUYjMxroebnaU+jlYH27s6ktQ1aLWgnYwn1zBkgtLCo+4VUzy4007Fk3lIUieRmppKZWUlsVjycipZWVkcPnyYl156SQ+4AoEADz/8MH369GHZsmX68L8LJYRgz5491NTU6IsO79q1i+PHjzNlyhQ2b97MoUOHyMjIYPbs2aiqSiwWo6ioiBUrVnDdddfpa3/t27ePO+64A4AZM2bwne98h6qqKlJTU5MyGCaGVI4ZM6bZ63xFIhFUVT1nQCp1LIqi4HK58Pl8SeuKDR06lMrKSk6cONGOtaufHJooSe1AE4J9J/0EoxojurkwqB1z3pj8vLQMeR9biRAgvCDCZ+ZxtfKzRREErQYM9afdllqG/Lw039n30GKxUFFRQU5ODgaDISmz3Nkee+wx/vSnP+m/q6pKTk4OVquVaDTK9OnT+drXvoaiKAgheOutt3jrrbeIRqN84xvf4P777+ff//43r776Kh6PB5/PR1VVFZqmoaoq9913Hz/4wQ/wer2Ul5dTVVVFYWEhI0aMICcnh2AwqCf/mDx5Mr179wbiwyAT87x69+7Nxx9/TCAQwOPxkJubm3QN27Ztw2q1Js0pu1DV1dW4XC45L6wTqm+IYjQaZdWqVUyaNKlO5sv2bHNkICZJ7ai8JsThygBje7gxGTpeB7X8vLQMeR9bQXtlNoxVnekhk6ntW4v8vDTfl+9hMBikoqJC73VKTU1tcFHin/zkJ7z++uutVje3283LL7/M6NGj8fv9vPvuu0ybNo1oNMru3bsZMGBA0ry2vn37Eo1Gsdls7N27l5qaGvx+P9nZ2Um9YXv27MHv97fIkMRwOEw4HJYLN3dSiWUUvhxIBwIBPv74YyZMmJA0pFXOEZOki1SOy8KgbAeflnjwBOX8E0lqNFEdH4KoprZtenk1FYQPROS8RSWpvR09ehQAq9VKt27dyM3NpXv37ni93qR5NGd77LHHKCkpobi4mBkzZnDZZZcxe/bsOkGJ2Wzmpz/9KY888oieMtxqtTJ48GBmz57Nrbfeyv79+ykpKeGhhx7Sgyav18v8+fPp06cP+/fvZ+bMmRQWFnL8+HFGjRqVFITNmDGDaDT+b+PevXvxeDwEg0FycnKSgrDKykrKy8sZO3Zss+9ZJBLB7/djt9ubfS6pfSiKgtPpxOfzJW232WxMnz6dzZs3U1VV1U61SyZ7xCSpAwhGYmwv9ZFuN9E3w9ZhUtzLz0vLkPexhWk18eGIhozzl20NIhLvjVOz5RpjrUB+XpovcQ/ff/99evbsyeDBg5MCl0gkwqlTp8jOzkZRFBRF0YcQnl3u7PJGo1Ef0pg4PiUlRR/6qGmavj8x/NFqtWK325OSXdx4442sWbNG/33JkiX86Ec/Snq9UCjEyJEj9UQja9euJSsri9raWrKyspKGVmqaxsqVK5k2bVqzg6dwOExtbS1ut7ve+yB1LjU1NVgsljrJVhI9Y1dccQUGg0GuIyZJFzurycCEnm5KqoJsOlLNoGwn6XaZKluS6tBq43O11Mz2q4NiAsUa7xlTXO1XD0k6j8mTJ3PixAlWrFjBoEGDyM/PB8BkMumJPBLP4xVFIRaLYTAYcDqdaJpGJBIhEAhgMBjQNI2MjAwCgYAeECUSYuTk5OjJPc4OxgKBANXV1QBkZGRgMBj4v//7PyCevXH9+vU8/vjjZGRksGDBAkKhEDNmzEhKqvDAAw+Qm5uLx+MhJyenzvy2ffv20bNnz2YHYbW1tUQiEVJSUhpMcy51Lna7nZqamjqBmM1mY8CAAezYsYPRo0e3T+XOkD1iktTBhKIau8p9OM0GBmQ5zn9AK5Kfl5Yh72MLEUHQPKBmtX5ijvPWRYBWHg8IWzpL40VOfl6a78v3MBqNsnXrVlwu13kTWSR6hRIZA202G4qiEIlEqKiowGq1NjlYScxRc7vdOJ1O/dgFCxawdu3aeo/Jzs5my5YtRKNRysvL6datW51eKp/PR0FBQVLq+6YSQuDz+VAUBYfDIYOwLqahXjEhBB9//DHDhg3DZDLJOWKSJMVZjCqj81wIATvLklOwStJFS0TiCzV3hCAM4kMS1TTQOsY8A0k6F6PRyIQJE6isrKSkpOScZc1mM6mpqbjdbux2ux6YmEwmcnNzSU1NbXKwkpijFovFKC0tJRiML9/y0ksvMXXq1KSyubm57N+/ny1btiCE4PTp02RmZtYJwmKxGAUFBUyePLlZwVMoFNLnFMkgrOux2+3U1tbW2a4oChMnTmTLli36+7E9yMd4ktQBKYrCwGwHhypq2XLUy7BcJ3azTKErXaSEBlpF26SobwrFAqigBUC1tXdtJOmcFEVh8uTJrFmzBrfbTWpqapu+vqqqpKam4nK5OHXqFDabDbfbzWuvvVZveSEE1dXVWK3WeheP3rp1KwMHDsTluvDhwZqmEQgE2vxeSG3HYDBgMpmora2tM3zVarUyYcIE1q9f30616yA9Yk899RT5+flYrVYmTZrEp59+2mDZ559/nunTp5OWlkZaWhqzZs06Z3lJ6sz6ZNgZnO1gR2kNe8p91IZj5z9IOi/Z5nQyWiUo7vjcrI5GTY1ncJQ911InYDAYmDx5MoWFhe022sJgMOhzysrLywmFQnXKJIYjAnXWfIJ4BkVAX2vsQvl8PtkTdhGw2+1Eo9F6e77S09Pp06dPO9Qqrt0DsX/+858sWbKEBx98kK1btzJq1Cjmzp3LyZMn6y2/Zs0avv3tb7N69WoKCgro2bMnc+bM4fjx421cc0lqGy6rkYm9UshwmNl70s+mI9UcqqglGJFB2YWQbU4no3kBA6gdNJW0Yogn7BDe9q6JJDWKw+EgNzeXAwcOtFsdFEUhLS2NjIwMfYHnRLKPYDBIeXk56enppKWlJQVJQgi2b9+O1+tl/PjxzapDOBxGURQ94YjUdSmKgsvlIhQK1btsQ3MD+uZo92QdkyZNYsKECTz55JNAvJu4Z8+e3H777dxzzz3nPT4Wi5GWlsaTTz7JjTfeeN7ychKw1NlFYxonfWGOVgfJcJhbNd19V/y8tHWbA13zPrYJzQ8icGZIYgd+Yq0n7siKB2ZSs8jPS/Od7x5qmsZHH33E9OnTsdnaf1htIBCgqqoKl8tFTU0NOTk5SQvxQrzt3bx5MzabjZEjRzarFysx7DElJUWmqb+IxGIxampq6iSbuWgXdA6HwxQWFjJr1ix9m6qqzJo1i4KCgkadI5FuND09vbWqKUkditGgkpdiZWKvFMwGhU1HqjleHSSqyaFR5yPbnE5EBOPp4Tt6EAZnEnekxpOJSFInoKoqEydO5OOPP9aTdwgh9F6ptmaz2cjKyiIUCpGbm1snCPP7/axatYq8vDxGjRrV7KGEwWAQq9Uqg7CLjMFgwGg0Eg6H27squnZN1nH69GlisRg5OTlJ23NyctizZ0+jznH33XeTl5eX9MXqbKFQKGn8sdcrh49IXYOiKPRKs5HrsnDCG2JLiQeHxUC/DLtM7NGAtmhzQLY7zSZi8WyEak7HD8ISFCvgjWd37Ihz2STpS1JTU7niiisoKipi3759Set/ZWVlNbvXqalMJhOZmXXXBxRCUFBQwMSJE+udL9ZUmqYRDAZlgo6LlN1ux+PxYDabO8TcwE6dNfHRRx/ltddeY82aNVit1nrLPPLIIzz88MNtXDNJajtmo0p+uo38dBvVgQi7T/qIaYIsh5lctwWbSQZlLaUxbQ7IdqdZhADtNKjpHStDYmMk0tkbstu7JpIEUG8ijLMZDAbGjRuXtE0Iwf79+9mwYQNTpkxpUq9RJBJh3759nDp1ilgsPo85MZx75MiR9WY/PJ/PP/+c7t27t0gQBvEEHXK9sIuXqqpYrVZqa2txONp3rVZo56GJmZmZGAwGPTNOQnl5Obm5uec89rHHHuPRRx/lww8/ZOTIkQ2Wu/fee/F4PPrP0aNHW6TuktQRpdpMjOuRwtjubiwmlT0n/RQcrmbfKT/RWPsMOelI2qLNAdnuNIvwgGI/kxq+k1FMgAri3F9+pc7h0UcfRVEUfvSjH+nbgsEgixYtIiMjA6fTyfXXX1+nPSkpKWHevHnY7Xays7O56667iEajSWXWrFnD2LFjsVgs9O/fnxdffLHO6zclu2tDQqEQgUCgSccoisLAgQPp1q0b69at49SpU/VmWIzFYuzbt49PP/2Uo0ePcvjwYVatWoXT6WTatGlcccUVXHHFFcyZM4eePXuybt061q1bR3FxMUeOHOHUqVP1Jk44WzAY5NChQwwaNKhJ19CQUCiEqqp1FveVLi5Wq5VYLHbeBxVtoV17xMxmM+PGjWPlypVce+21QLzLeOXKlSxevLjB437zm9/wq1/9ig8++OC8WXMsFssFPYGRpM7MaFDJc1vJc1sRQlBeE+bTEg/d3BZ6p9lQ1YvzSWBbtDkg250LJsLxIEbtxD1Kamo83b7sFevUNm/ezLPPPlvnocudd97Je++9xxtvvEFKSgqLFy/ma1/7Gp988gkQD07mzZtHbm4uGzZsoLS0lBtvvBGTycSvf/1rAA4dOsS8efO49dZb+cc//sHKlSv5wQ9+QLdu3Zg7dy7wRXbXZ555hkmTJvGHP/yBuXPnsnfvXrKzG//ecrlcerCTSMohhCAcDhOJRLBarRiN9X8V7Nu3L2lpaRw6dIiioqKknjGr1YrP56NPnz4MHDiQ0tJSYrEYs2bNqjO/C+KLNOfm5hIKhaiqqqKmpobq6mq2bt3KmDFj9GuKxWL68T6fj02bNjF69OgWmculaRq1tbVySKKkZ1Gsrq6u9/3apkQ7e+2114TFYhEvvvii2LVrl/jhD38oUlNTRVlZmRBCiAULFoh77rlHL//oo48Ks9ks/vWvf4nS0lL9p6amplGv5/F4BCA8Hk+rXI8kdVQxTRNHKmvF+oOV4lBFrQhGYvq+SEwTMU2rc0xX/Ly0dZsjRNe8jy1O04SIlgqhRdq7Js0XPS2EFmjvWnRa7f15qampEQMGDBArVqwQM2bMEHfccYcQQojq6mphMpnEG2+8oZfdvXu3AERBQYEQQojly5cLVVX19kQIIZ5++mnhdrtFKBQSQgjx05/+VAwbNizpNW+44QYxd+5c/feJEyeKRYsW6b/HYjGRl5cnHnnkkUZdw9n3UNM04fF4RG1trfD5fKKyslL4/X4RCoVEVVWV0Opp+89F0zRRW1srotFok46rTygUEmvXrhWrV68WH374ofjoo4/Ehx9+KFatWiXWrFkjKioqmv0aQsTvX2VlpYhEukD7IrWYaDQqKisrRVVVVbu1Oe0+R+yGG27g1KlTPPDAA5SVlTF69Gjef/99fTJ9SUlJ0pOQp59+mnA4zNe//vWk8zz44IM89NBDbVl1SepU1DPJPXqkWDnuCbKjtIZITKAABlVBIBAiPkXHZFRQFYWqqur2rnaLk21OByW8oDhAafd/lppPTQGtAgwNzyOUOq5FixYxb948Zs2axS9/+Ut9e2FhIZFIJClRz+DBg+nVqxcFBQVMnjyZgoICRowYkZQQaO7cudx2223s3LmTMWPGUFBQUCfZz9y5c/UhkInsrvfee6++/3zZXc+VICjx9N/v92MymbDb7fr8qEgkQigUOuec1y9TFKXFUt6bzWamT5+eVAchBJFIpMWGD2qahsfjweVyNdj7J12cDAYDDoejwXVE20KHeEcuXry4wWFBa9asSfr98OHDrV8hSerCVFWhZ5qNnmn1/0MqhCCqCTQBQWfXTIkv25wORsTOrBeWc/6ynYFiBIzxFPyKDMY6k9dee42tW7eyefPmOvvKysowm811hrbl5ORQVlaml6kvK2ti37nKeL1efT2tpmZ3PV+CIEVRcDqddbbb7Xaqq6uxWCztlrxCUZSkQFBRlBadw1VTUyODMKlBZrO5XYcndrKUVJIktTZFUTAZVCxGVWaVktqG5gElpfOkqm8MNSV+XVKncfToUe644w7+8Y9/NKmHqCO40ARBiqLowZjf79czHXYVoVBIXztKkhpit9vb7bVlICZJkiS1HxEFIqC2zFCnDkPvFWv/rFxS4xQWFnLy5EnGjh2L0WjEaDSydu1a/vSnP2E0GsnJySEcDlNdXZ103NlZV3Nzc+vNyprYd64ybrcbm812QdldLRYLbrc76aexLBYLqampmEwmvF5vvRkSOyMhBLW1te36JVvqHNrzobMMxCRJkqT2o1XF199qaUJAzAPh4xCrPhPwtTHZK9apXHHFFezYsYOioiL9Z/z48Xz3u9/V/99kMrFy5Ur9mL1791JSUsKUKVMAmDJlCjt27Eiac7JixQrcbjdDhw7Vy5x9jkSZxDnOzu6akMjumijT0hLDAW02G7W1ta3yGm3N7/djs9laJOOiJLUW2VcrSZIktQ8RBBRQWmg+iBDxuWZaLcR8YHCCMQs0P0TK4nPRVOuZhaIVUN2gtuJ6QoqR+Lpi4Za7RqnVuFwuhg8fnrTN4XCQkZGhb//+97/PkiVLSE9Px+12c/vttzNlyhQmT54MwJw5cxg6dCgLFizgN7/5DWVlZdx3330sWrRIX9Li1ltv5cknn+SnP/0p3/ve91i1ahWvv/467733nv66S5YsYeHChYwfP56JEyfyhz/8Ab/fz80339yq98BiseDxeJLSyDdXOBxGCIHBYMBgMLRJ70MgEEAIIZcRkTo8GYhJkiRJbU8I0KpBzWqZ82khiJTGhziqDjCnnwm4OBNspZ0J1IKABkKDaDlgAFNm6wVKqhs0LxgyW+f8Upv6/e9/j6qqXH/99YRCIebOncuf//xnfb/BYODdd9/ltttuY8qUKTgcDhYuXMgvfvELvUyfPn147733uPPOO/njH/9Ijx49+Mtf/qKvIQbnz+7aWhJJPbxeLykpKc3uTYpGo9TW1mKxWAiHw2iahsvlatVeqmAwSCQSweVyyXnOUoeniK4yGLiREo2Lx+Np0hhqSboYyc9Ly5D3sR5aDSDigUpzxTzxH1M3UExNrEcAoqfjvVfGrNZJnx8rBzUTlHZeOLSTkJ+X5mvuPYxEIvh8PpxOJ4qioGkaRqPxnAGUEAJN04jFYphM8c9hdXU1brdb710Lh8P4/X6cTqdepqUIIfD5fAB6vSWpMdqzzZE9YpIkSVLbEhoIf8ukq4/5IFYDpp4XlnVRtYG5J8T8ED4G5ryW7x1TXCBqQElt2fNKUisxmUykpKTg9/tRFAVVVfXhfqqqoqoqQog6WRYT+/x+P6qqYrPZkoY4JlKF19bWUltbi8PhaJGMhtFolJqaGux2uxyOKHUqMhCTJEmS2pbmAcXd/HT1WgCiFfFAqrnnMjjivWnhE2DKjc8laymKLT48UWhfDJeUpA5OVVVcLlfStkSvl6ZpKIrS4JwvTdMaXJTZYDDgcrmIxWL4fD6MRmPSItPnI4TA7/cTiUQwmUwoikI0Gk3qeZOkzkL+iyBJkiS1HREFwvHgpDm0IETKwdy95YIb1Rw/X/QURE7GA6eWoCigOOK9gJLUiSWCL5PJhNFobDB4UlX1vItEGwwG3G43qqri8XjQtPN/3jRNw+PxYDQaSU1NxWKx6OeRQZjUGckeMUmSJKntaB5QU5vXg6UF41kQzT3qzOkSIgaxWtAi8TlZigFUEyhGlMbM0VJMYOoR78EKl5zpbWuBL3iKA7RyEM6utXC1JDWDoijYbDaMRiMejweXy6UPVUz0qqmqitFoJBQKEQgEksqYTKYWn2smSW1JBmKSJElS2xARIAZKM+ZwiGhSECZEDEInIVoFWjTeO2awg68aVv0Mak6cCXwUhMkOtlSwZ0JaXxh9C9jz6j61VxQwpMTnioWPnXmtZgZjigqKHURtPCiTJElnMplwu934fL6kBaXNZjORSAS/34/JZCI1NVUm4ZC6FBmISZIkSW1Dq27+4s2RMjBlI1AgcBQiFWDOAXt/WL4IThQ0PKQwFoZgNVQdhuNboPh1AISiQvZouOoFlLMn+qs2MGVB5NiZZCDNHAKpuEA7CcIue8Uk6UsMBgMpKSlAfB6YDLiki4EMxCRJkqTWJ0LEF29uxjCimAeBESI+CO0DSzcQmfDy1RAL1S2f2g+u+iuKOwvhKYFdb8LJIqg9DaEqCHkAEQ/cyrfCi2MQRht8430U95n1zVQ7GNLja5SZ8poXQCkqYImvZdbcOXKS1IXJIEy6WMhATJIkSWpd+uLNGc04RxQRPAaxCJjSwTwI/jEjHpQlmJ3wlb+jZA354jAthvCXQaQaBlwBA2aDiAEC7Llgz4HTe2D5DyFYAdEAvDoDYbDAN99FcXcHgyseSMZOx9caaw7VDdppQAZikiRJFzsZiEmSJEmtS9QC5gteLFkIAb7tIFRwDoWVP4ODy78okDUS5WuvfVFei4HvGHgOxHvK7NnxgAs13vulnpnvVXMUThaCLQu+uRSsGfDWN+D0rvhxr85GWFJRbtoAhox4r1isJh6YXSjFAJjiqfdVGYxJkiRdzGQgJkmSJLUeEQPhveDFm4WIQU0xKIB5MLwwIZ4RESARJCXK1p6Eyt0Q8YOrB+RORDE5Gz65o1s8yAucguoDEPwUJt8Bju6w6m44tRNC1Yhnh8KIhShT7oLw0XgSD7UZCUfUFNkrJkmSJMlATJIkSWpFWlU8QccFJLoQWhR8u8CgwslT8OHYL3Ze+RxK70vi5ULVcHJrfB2w7DEoZnejX0NRlDM9Ztnxc4W94DsOE/4/8FXCxkcgXAs7/o7YuwzlpnUQPt68tPaKATCemSvWggtHS5IkSZ2KDMQkSZKk1iGCxBN0ND3YEFoYfLvBkgFFr0LR3+I7jA6U72+Ol4n44wGYFoHssSiW1GZXWTG7Id0N6UMQQoMeE6DwT7B3OYQ9iOdGwTffQVHK4os/Xyg1BbSKeM+aTEwgSZJ0UWpmLl5JkiRJqoeeoCO16YdGa8C3E2x9YOVDXwRhWaO+CMI8h+DYWkgbhNJzZosEYV+mKCqKqxfM+C189R9f9Oq9fg1i93sQ8zTj5EbAfCZYlSRJki5GMhCTJEmSWp7wxRcwbuLwPRE+BYHD4BwG/14IR8/MARv0dZSvvYoQGuLEJ1BbDr3nopwZUtiaFEVByR0D39sE9jOZHzf+AfHBj0GEL/zEqhuEJx60SpIkSRcdGYhJkiRJLUtoZwKxpmUXFOHTEDoZD8Jeng0Ve+M7pvwc5bJfxLMhHlsD9hyUbpNR1Auco3WBFKMD/msN9J4W33B0A+KVKy88kFIM8WGborbF6ihJkiR1HjIQkyRJklqWVg1KSpPmPolwBYTKwDkE/jI2nskQ4kk5Rn4XEYvA0ZWQ0hcltX/r1LsRFMUAc5+DyT+Kb/CVIV4Ye85jzn1CdzyrpOwVkyRJuujIQEySJElqOSIExEC1N/6QqBeCx8HUD54bDtqZ4X7fXoHS+xJE2AclH0LmCBR3/vnPJ6KIaDUidBQR+BwRPIwInUBETiOiXoQWiqetv0CKoqCM+iFc+0p8QyyEeHYYIhS6gJOpoDjjwZgkSZJ0UZFZEyVJkqSWIcSZdPVZjT8kVgu1ByFkhVfHndmqwMJPUawOROA0lG6EHpc2mJZeaJH4QsuxmvicLcUAqhNMmWeG/kXj20UEtCBEq0GEERAPhIzpYEiJp7JvAiVnNGJhIfzf+Pi1vzgGcdNGFEvj0+fHT+QErRyE88JT4kuSJEmdjuwRkyRJklqG8IDiaHQwIbQw+PfByVJ462vxjQYryg8K4kGYvwzKPoVes+oEYULT4r1bgf0Q+jw+z8rkBEs2iiUTxWRFUSIo1KAoQRRVRTE4UUxZKNZeKLb+KLb+YOkFsVoIHkDE/E2+ZMVqQ/nhTlDPPNd8cTLCU9LEkyjxoZxadZNfX5IkSeq8ZCAmSZIkNZ+IxIclKs7GFRcx8O2BfR/Dyh/HNzpyUBYuB4MbUVMCpz6DXrNRjGfWIRMaQqtFhA9DcAdEy8GcjWLth2LKRVHTUBR3fN7V2T84iQ8ACQE1IGpABEBEUDCgWPLiAVm0Mj6UMepp8tBF5QdbwWSL//LalYijG5t0POqZYzWZuEOSJOliIQMxSZIkqXmEAK0S1PRGJegQQoB/P3z8Jyh8Or4xezTKN14EYzaiah9Ufw69rkAxmEAIhOZDRI5B8BDgANsIFOsAFEMKKOb4ulyKWv/rKwoopjO9de748RiBCPHAzBvvPTPngqU3aH4INjEgU4woC1eCLT3++/LvIba/3LhjE9S0M4k7Yk07TpIkSeqUZCAmSZIkNY/wg2KJBzuNETgCb34fjp1ZI6zfPJSrf40wdUOcKopnTOxxGYpqBBFBaKcgeAwwg20IijkLRannny8h4kGMCMd750ToTE+dllxOUc8EZvYzgZkLsAARFCWAYko7M2TRd2bIYiN7qdQUlG+9Ain58d8Lfo14f1Hjjk3US00HrUJmUZQkSboIyGQdkiRJ0oUTkfiaYWpO44p7S+C1r3wRHM18DKXXMISaCsc+BkcuZI1BAYTmgchp0DSw9kFRLV86mUa8Vyt6JlujRvyfNfXMjzizLfalwMYQ/1EMZ5VVAAsIKyhRFCUMZhdCc0O4HKGoYM5DUc8RbCoKGHNQvvYMYvVv4fBKOLIa8X/TUW78uFH3J967Zz4T3DZumKckSZLUOclATJIkSbowQgPtdDxLYmOGJB54Fz766RcbFm5AUWsQ4Sic/BhyxqM4cuPp5WPlEPGBOQ/MZ2U0FFEQQeLzvRTAdGZYYkrjkoSIRHAWJR6gRfkiYBN8EbQZAXP8da0ZiFgo3jtmygRjRsMZFlULKDaUWb9E7BgFmx6HQAXi2aHwrfdRUnqdv45Kypksitb4tUmSJEldkmzhJUmSpKYT4kwQltaoYEG8Ph+qPo//Ynai3LQRET6KqDoOoUA8M6LBhIhVQLgc1FSwDSYe7oTiaeeJAsZ4SnocTVowWqco6D1iAA2dQiR62WpBGFFUB8JqhcgpCFYgLH1QVHP9xxozIFyCMuomRK8Z8Ma1gIgn8XDmwndWnjtVvqKcGaJY2eggV5IkSep85BwxSZIkqWkSQZhiPxMUnaPotr/Ee4MSQVif2Sg3FSB8u+B4IZgyoMdloEYRkRIInQZzLxSTG0VUgaiKB0WKE5SMeICmWFs/OFGMoDpAzYwn+SCCQgjFlBWvc3A3IlJW/1wuRQVTDkTKUNIHwI1rwZkX3+crg+eGId647jyvb47Pu5MLPUuSJHVZHSIQe+qpp8jPz8dqtTJp0iQ+/fTTc5Z/4403GDx4MFarlREjRrB8+fI2qqkkSV2BbHOaQYh4MgnFGl80uaFiq+6NB2CfPn5miwLfeh9mPYYoXQmnD0KPWShpPeNBXfBwfGSgJR1FicaHGSppoGbEX0cxtl/PkGICNSUeCCoqigpYekLMhwgUI6JVdQMy1RYPpmIeFFsmfOMtmPG/YDiTpr5yL+LZoYi/TUF4TzXwuu544hEt0KqXJ0mSJLWPdg/E/vnPf7JkyRIefPBBtm7dyqhRo5g7dy4nT56st/yGDRv49re/zfe//322bdvGtddey7XXXktxcXEb11ySpM5ItjnNIGKgnYr31KiuurvXPIB4bmQ8ANv/7y92TLwL5b93gskMB14DSxb0vhzUECJ0BMKlYO6GYu6Oomae6fWyxXuWOhJFOZMCPwNFdaKYs8CcAZET8YAschKhnZWh0ZgJ0WrQAvEFqfvPg1m/hvkvgvFMQBb2wKsz4kHZ0u8iQt7k11Mz4gtli2BbXqkkSZLUBhTR1FUrW9ikSZOYMGECTz75JACaptGzZ09uv/127rnnnjrlb7jhBvx+P++++66+bfLkyYwePZpnnnnmvK/n9XpJSUnB4/Hgdrtb7kIkqQvqip+Xtm5zoAvcRyHigYCoPjMnzIrY+w589hfwHAYtUvcYgxlm/v/QZw4EK+BUIRijkDEUlBhEfYARzLmgpqOoHSzoaiwhgCAi5oXoaYgFwZACpm4oBkd8WGX4GJhyQbUihAant0PgNORMgHduhoo9dc+rqJDSB6b+HKXHhDNDQR3n7IXsKjr956UDkPdQkhqvPT8v7ZqsIxwOU1hYyL333qtvU1WVWbNmUVBQUO8xBQUFLFmyJGnb3LlzWbZsWb3lQ6EQoVBI/93j8QDxmy5J0rklPift/LymxbRFmwMNtzueZ6cibI3I7NchnPU3T6zPpWnJ28+mqGBLgZHfgB5TQYuBVgOH3gKDCYzW+FC7qpNgTANjj3iyiyiArw2up7XZQHRHaLWgVUF0G2hhUK3xYYqxMjBYQXGBIR3MZjiwBgZ/G6yZ4CuFwmfBfzp+74hB7T54c+GZ8yugqmfWQDs7aO16iTy8gfiC1l2l3WkPiXsnv+tI0vm153eddg3ETp8+TSwWIycnef2ZnJwc9uyp5wkhUFZWVm/5srKyess/8sgjPPzww3W29+zZ8wJrLUkXn4qKClJSUtq7Gs3WFm0ONNzu9PrpzguodWezqb0rIHURXaXdaQ8VFRWA/K4jSU3RHm1Ol09ff++99yY9za6urqZ3796UlJR06gbe6/XSs2dPjh492umHHXSla4GudT0ej4devXqRnp7e3lXpVLpiu9OV3tfQta6nK10LyHanJSTuXWduc6Brvbe70rVA17qe9mxz2jUQy8zMxGAwUF5enrS9vLyc3Nzceo/Jzc1tUnmLxYLFYqmzPSUlpdO/cQDcbneXuA7oWtcCXet61M46f+dL2qLNga7d7nSl9zV0revpStcCXafdaQ+Je9cV2hzoWu/trnQt0LWupz3anHZt5cxmM+PGjWPlypX6Nk3TWLlyJVOmTKn3mClTpiSVB1ixYkWD5SVJkhJkmyNJkiRJUkfR7kMTlyxZwsKFCxk/fjwTJ07kD3/4A36/n5tvvhmAG2+8ke7du/PII48AcMcddzBjxgx+97vfMW/ePF577TW2bNnCc889156XIUlSJyHbHEmSJEmSOoJ2D8RuuOEGTp06xQMPPEBZWRmjR4/m/fff1yfHl5SUJHUVTp06lVdeeYX77ruPn/3sZwwYMIBly5YxfPjwRr2exWLhwQcfrHfYUGfSVa4Duta1QNe6nq50LQlt3eZA17iPXeEaztaVrqcrXQt0vetpD13lHnaV64CudS3Qta6nPa+l3dcRkyRJkiRJkiRJutjImbCSJEmSJEmSJEltTAZikiRJkiRJkiRJbUwGYpIkSZIkSZIkSW1MBmKSJEmSJEmSJEltrEsEYk899RT5+flYrVYmTZrEp59+es7y27dvZ/r06VitVnr27MlvfvObOmXeeOMNBg8ejNVqZcSIESxfvry1qs/x48f5r//6LzIyMrDZbIwYMYItW7ac85iSkhLmzZuH3W4nOzubu+66i2g0mlRmzZo1jB07FovFQv/+/XnxxRdbvO7r1q3jmmuuIS8vD0VRWLZsmb4vEolw9913M2LECBwOB3l5edx4442cOHHivOdtTN2b+ndvzrUA+Hw+Fi9eTI8ePbDZbAwdOpRnnnnmvOdtj/fbI488woQJE3C5XGRnZ3Pttdeyd+/eessKIbjqqqvqveb6nK+uQggeeOABunXrhs1mY9asWezfv79Z19PRdPY2Bzpvu9OV2pzzXQ/IdqexdZXtTl0drd3prG0OdK12R7Y5HazNEZ3ca6+9Jsxms/jrX/8qdu7cKW655RaRmpoqysvL6y3v8XhETk6O+O53vyuKi4vFq6++Kmw2m3j22Wf1Mp988okwGAziN7/5jdi1a5e47777hMlkEjt27Gjx+ldWVorevXuLm266SWzatEkcPHhQfPDBB+Lzzz9v8JhoNCqGDx8uZs2aJbZt2yaWL18uMjMzxb333quXOXjwoLDb7WLJkiVi165d4oknnhAGg0G8//77LVr/5cuXi5///OfirbfeEoBYunSpvq+6ulrMmjVL/POf/xR79uwRBQUFYuLEiWLcuHHnPGdj6t7Uv3tzr0UIIW655RbRr18/sXr1anHo0CHx7LPPCoPBIP797383eM72er/NnTtX/O1vfxPFxcWiqKhIXH311aJXr17C5/PVKfv444+Lq666qt5r/rLG1PXRRx8VKSkpYtmyZeKzzz4T8+fPF3369BGBQOCCr6cj6extjhCdu93pSm3O+a5HCNnuNLaust1J1tHanc7c5gjRtdod2eZ0rDan0wdiEydOFIsWLdJ/j8ViIi8vTzzyyCP1lv/zn/8s0tLSRCgU0rfdfffdYtCgQfrv3/zmN8W8efOSjps0aZL47//+7xauffy1L7nkkiYds3z5cqGqqigrK9O3Pf3008LtduvX9dOf/lQMGzYs6bgbbrhBzJ07t/mVbkBj3tyffvqpAMSRI0caLNOYujf1795U9V3LsGHDxC9+8YukbWPHjhU///nPGzxPR3m/nTx5UgBi7dq1Sdu3bdsmunfvLkpLSxv19ztfXTVNE7m5ueK3v/2tvr+6ulpYLBbx6quvtszFtLPO3uYkXr8rtDtdqc0RQrY7DZHtTudvd7pKmyNE12p3ZJtTv7Zsczr10MRwOExhYSGzZs3St6mqyqxZsygoKADgpptu4rLLLtP3FxQUcOmll2I2m/Vtc+fOZe/evVRVVellzj5nokzinC3p7bffZvz48XzjG98gOzubMWPG8PzzzyeVeeihh8jPz0+6hhEjRugL0Cbq5/V62blzZ5tfQ1N4PB4URSE1NVXfdtlll3HTTTfpv5+v7o35u7eGqVOn8vbbb3P8+HGEEKxevZp9+/YxZ84cvUxHfb95PB4A0tPT9W21tbV85zvf4amnniI3N7fe4/Lz83nooYf0389X10OHDlFWVpZUJiUlhUmTJrX7e68ldIU2By6udqcztzkg253G1FW2Ox33PZBwMbU50LnbHdnmtG2b06kDsdOnTxOLxZI+pAA5OTmUlZUB0K1bN3r16qXvKysrq7d8Yt+5yiT2t6SDBw/y9NNPM2DAAD744ANuu+02/ud//oe///3vepnMzEz69evXItfg9XoJBAItfh2NEQwGufvuu/n2t7+N2+3Wt/fq1Ytu3brpv5+v7o35u7eGJ554gqFDh9KjRw/MZjNXXnklTz31FJdeeqlepiO+3zRN40c/+hHTpk1j+PDh+vY777yTqVOn8tWvfrXBY/v160dmZqb++/nqmvhvW/9t2kpXaHPg4ml3OnubA7LdaUxdZbvTMd8DZ7tY2hzo/O2ObHPats0xNql0J/TII4+0dxXOSdM0xo8fz69//WsAxowZQ3FxMc888wwLFy4EYPHixSxevLg9q9lskUiEb37zmwghePrpp5P2/d///V871appnnjiCTZu3Mjbb79N7969WbduHYsWLSIvL09/KtIR32+LFi2iuLiY9evX69vefvttVq1axbZt28557MqVK1u7el1OR3wPfNnF0O50hTYHZLsjNU5HfA+c7WJoc6BrtDuyzWlbnbpHLDMzE4PBQHl5edL28vLyBrsfc3Nz6y2f2HeuMg2dszm6devG0KFDk7YNGTKEkpKSBo9pzjW43W5sNltLVL3REg3TkSNHWLFiRdITovqcr+4X8ndvrkAgwM9+9jMef/xxrrnmGkaOHMnixYu54YYbeOyxx5p8LYl95yrTEteyePFi3n33XVavXk2PHj307atWreLAgQOkpqZiNBoxGuPPZK6//vqk4QaNvZ6zryWxrTWup711hTYHun670xXaHJDtzvmuR7Y7nafd6eptDnSNdke2Oee+ntZoczp1IGY2mxk3blxSJKtpGitXrmTKlCn1HjNlyhTWrVtHJBLRt61YsYJBgwaRlpaml/lydLxixYoGz9kc06ZNq5Nqc9++ffTu3bvBY6ZMmcKOHTs4efJkUv3cbrfe0LXlNZxLomHav38/H330ERkZGec95nx1v5C/e3NFIhEikQiqmvyRMRgMaJrW4HHt9X4TQrB48WKWLl3KqlWr6NOnT9L+e+65h+3bt1NUVKT/APz+97/nb3/72zmv51x17dOnD7m5uUllvF4vmzZtavP3XmvoCm0OdO12p6u0OSDbnbOvR7Y7nbvd6cptDnSddke2OV9cT5u1OU1K7dEBvfbaa8JisYgXX3xR7Nq1S/zwhz8Uqampepade+65RyxYsEAvX11dLXJycsSCBQtEcXGxeO2114Tdbq+TYtNoNIrHHntM7N69Wzz44IOtltL1008/FUajUfzqV78S+/fvF//4xz+E3W4XL7/8sl7miSeeEDNnztR/T6R0nTNnjigqKhLvv/++yMrKqjel61133SV2794tnnrqqVZJ6VpTUyO2bdsmtm3bJgDx+OOPi23btokjR46IcDgs5s+fL3r06CGKiopEaWmp/nN2Zp0FCxaIe+65p0l1P9/fvaWvRQghZsyYIYYNGyZWr14tDh48KP72t78Jq9Uq/vznP+vn6Cjvt9tuu02kpKSINWvWJN332traBo+hnkxCM2fOFE888UST6vroo4+K1NRU8e9//1ts375dfPWrX+1yaaQ7c5sjROdud7pSm3O+6xFCtjuNratsdzrGe6AhnbnNEaJrtTuyzelYbU6nD8SEiH94e/XqJcxms5g4caLYuHGjvm/hwoVixowZSeU/++wzcckllwiLxSK6d+8uHn300TrnfP3118XAgQOF2WwWw4YNE++9916r1f+dd94Rw4cPFxaLRQwePFg899xzSfsffPBB0bt376Rthw8fFldddZWw2WwiMzNT/PjHPxaRSCSpzOrVq8Xo0aOF2WwWffv2FX/7299avO6rV68WQJ2fhQsXikOHDtW7DxCrV6/WzzFjxgyxcOHCJtf9XH/3lr4WIYQoLS0VN910k8jLyxNWq1UMGjRI/O53vxOapunn6Cjvt4bu+7neA/U1Tr179xYPPvhgk+qqaZq4//77RU5OjrBYLOKKK64Qe/fubdb1dDSdvc0RovO2O12pzTnf9Qgh253G1lW2Ox3jPXAunbXNSbxGV2l3ZJvTsdoc5UylJEmSJEmSJEmSpDbSqeeISZIkSZIkSZIkdUYyEJMkSZIkSZIkSWpjMhCTJEmSJEmSJElqYzIQkyRJkiRJkiRJamMyEJMkSZIkSZIkSWpjMhCTJEmSJEmSJElqYzIQkyRJkiRJkiRJamMyEJMkSZIkSZIkSWpjMhCTJEmSJEmSJElqYzIQkyRJkiRJkiRJamMyEJMkSZIkSZIkSWpjMhCTJEmSJEmSJElqY/8P+/l7Ol84dBsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clusters_plot = [3,6,9]\n", "\n", "f, ((ax1, ax2, ax3),(ax4, ax5, ax6),(ax7, ax8, ax9)) = plt.subplots(3,3)\n", "\n", "for i in range(0,364):\n", " if profiles_labels[i] == clusters_plot[0]:\n", " ax1.plot(data_2018_pivot.iloc[i][\"wind\"].values, lw=0.5, alpha=0.5, color=plt.get_cmap(\"Blues\")(np.random.rand(1))) \n", " ax1.plot(wind_scaler.inverse_transform(profiles_clusters[clusters_plot[0]][0:96].reshape(-1, 1)), lw=1, alpha=1, color=plt.get_cmap(\"Blues\")(0.9))\n", " ax2.plot(data_2018_pivot.iloc[i][\"solar\"].values, lw=0.5, alpha=0.5, color=plt.get_cmap(\"YlOrBr\")(np.random.rand(1)*0.5))\n", " ax2.plot(solar_scaler.inverse_transform(profiles_clusters[clusters_plot[0]][96:192].reshape(-1, 1)), lw=1, alpha=1, color=plt.get_cmap(\"YlOrBr\")(0.5))\n", " ax3.plot(data_2018_pivot.iloc[i][\"demand\"].values, lw=0.5, alpha=0.5, color=plt.get_cmap(\"Greys\")(np.random.rand(1))) \n", " ax3.plot(demand_scaler.inverse_transform(profiles_clusters[clusters_plot[0]][192:288].reshape(-1, 1)), lw=1, alpha=1, color=plt.get_cmap(\"Greys\")(0.9))\n", " if profiles_labels[i] == clusters_plot[1]:\n", " ax4.plot(data_2018_pivot.iloc[i][\"wind\"].values, lw=0.5, alpha=0.5, color=plt.get_cmap(\"Blues\")(np.random.rand(1))) \n", " ax4.plot(wind_scaler.inverse_transform(profiles_clusters[clusters_plot[1]][0:96].reshape(-1, 1)), lw=1, alpha=1, color=plt.get_cmap(\"Blues\")(0.9))\n", " ax5.plot(data_2018_pivot.iloc[i][\"solar\"].values, lw=0.5, alpha=0.5, color=plt.get_cmap(\"YlOrBr\")(np.random.rand(1)*0.5))\n", " ax5.plot(solar_scaler.inverse_transform(profiles_clusters[clusters_plot[1]][96:192].reshape(-1, 1)), lw=1, alpha=1, color=plt.get_cmap(\"YlOrBr\")(0.5))\n", " ax6.plot(data_2018_pivot.iloc[i][\"demand\"].values, lw=0.5, alpha=0.5, color=plt.get_cmap(\"Greys\")(np.random.rand(1))) \n", " ax6.plot(demand_scaler.inverse_transform(profiles_clusters[clusters_plot[1]][192:288].reshape(-1, 1)), lw=1, alpha=1, color=plt.get_cmap(\"Greys\")(0.9))\n", " if profiles_labels[i] == clusters_plot[2]:\n", " ax7.plot(data_2018_pivot.iloc[i][\"wind\"].values, lw=0.5, alpha=0.5, color=plt.get_cmap(\"Blues\")(np.random.rand(1))) \n", " ax7.plot(wind_scaler.inverse_transform(profiles_clusters[clusters_plot[2]][0:96].reshape(-1, 1)), lw=1, alpha=1, color=plt.get_cmap(\"Blues\")(0.9))\n", " ax8.plot(data_2018_pivot.iloc[i][\"solar\"].values, lw=0.5, alpha=0.5, color=plt.get_cmap(\"YlOrBr\")(np.random.rand(1)*0.5))\n", " ax8.plot(solar_scaler.inverse_transform(profiles_clusters[clusters_plot[2]][96:192].reshape(-1, 1)), lw=1, alpha=1, color=plt.get_cmap(\"YlOrBr\")(0.5))\n", " ax9.plot(data_2018_pivot.iloc[i][\"demand\"].values, lw=0.5, alpha=0.5, color=plt.get_cmap(\"Greys\")(np.random.rand(1))) \n", " ax9.plot(demand_scaler.inverse_transform(profiles_clusters[clusters_plot[2]][192:288].reshape(-1, 1)), lw=1, alpha=1, color=plt.get_cmap(\"Greys\")(0.9))\n", "\n", "for ax in [ax1, ax2, ax3, ax4, ax5, ax6, ax7, ax8, ax9]:\n", " ax.set_xticks([0, 23, 47, 71, 95], labels=[\"0:00\", \"6:00\", \"12:00\", \"18:00\", \"24:00\"])\n", " ax.set_xlim([0,95])\n", "\n", "for ax in [ax1, ax2, ax4, ax5, ax7, ax8]: \n", " ax.set_ylim([0,1])\n", " \n", "for ax in [ax3, ax6, ax9]: \n", " ax.set_ylim([data_2018_pivot[\"demand\"].values.min(),data_2018_pivot[\"demand\"].values.max()])\n", "\n", "ax4.set_ylabel(\"wind capacity factor\")\n", "ax5.set_ylabel(\"solar capacity factor\")\n", "ax6.set_ylabel(\"power demand / MW\")\n", "\n", "ax2.set_title(\"cluster \"+ str(clusters_plot[0]))\n", "ax5.set_title(\"cluster \"+ str(clusters_plot[1]))\n", "ax8.set_title(\"cluster \"+ str(clusters_plot[2]))\n", "\n", "plt.subplots_adjust(wspace=0.4, hspace=0.3)\n", "\n", "f.set_size_inches([10,10])" ] }, { "cell_type": "markdown", "id": "b6725f7b", "metadata": {}, "source": [ "It seems like the clustering is doing a good job grouping similar data together!\n", "\n", "How good is the clustering performance as a function of the number of clusters and centroids? We determine this with an elbow plot:" ] }, { "cell_type": "code", "execution_count": 19, "id": "00eccc4f", "metadata": {}, "outputs": [], "source": [ "num_k = range(1,30)\n", "errors = []\n", "\n", "for k in num_k:\n", " kmeans = KMeans(n_clusters=k, random_state=0, n_init=10).fit(input_array)\n", " errors.append(kmeans.inertia_)" ] }, { "cell_type": "code", "execution_count": 20, "id": "4814418a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'total distance')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, (ax) = plt.subplots(1,1)\n", "ax.plot(num_k, errors, lw=0.2, marker= \"x\", ms= 10, color=get_colors([1])[0] )\n", "ax.set_xlabel(\"number of clusters k\")\n", "ax.set_ylabel(\"total distance\")" ] }, { "cell_type": "markdown", "id": "a793cd1c", "metadata": {}, "source": [ "Now the modeler can use the representative days in the energy systems model and evaluate the model performance and computational time vs. the number of clusters. Then the number of clusters which delivers a compromise between accuracy and computational burden can be selected." ] }, { "cell_type": "markdown", "id": "c1261b30", "metadata": {}, "source": [ "### Exercise ❗❗\n", "\n", "1. Take a closer look at the wind and demand centroids. Note that the profiles of the centroids are inherently smooth, less fluctuating than the individual profiles. This can constitute a problem for the energy system model, since it underestimates the variation of the wind energy or demand. Therefore, instead of using the centroids in the model, one can use the actual profile in the cluster which is closest to the centroid. Select these representative profiles from the clusters and plot them compared to the centroids." ] }, { "cell_type": "code", "execution_count": 21, "id": "27b10963", "metadata": {}, "outputs": [], "source": [ "# Your code here" ] }, { "cell_type": "markdown", "id": "e96546af", "metadata": {}, "source": [ "2. Assume we want to determine representative days for the _onshore wind_ and _offshore wind_ capacity factors. Perform the data manipulation needed, then use a Gaussian mixture model to determine the clusters." ] }, { "cell_type": "code", "execution_count": 22, "id": "8e453a1e", "metadata": {}, "outputs": [], "source": [ "# Your code here" ] }, { "cell_type": "markdown", "id": "b12c9229", "metadata": {}, "source": [ "The point about the smoothness of the profiles illustrates that one always needs to keep in mind the purpose and context of the data set and the model. Always consider your knowledge about the application and the domain, and utilize them to improve your machine learning models." ] }, { "cell_type": "markdown", "id": "3ae7f9fe", "metadata": {}, "source": [ "## References\n", "\n", "```{bibliography}\n", ":filter: docname in docnames\n", "```" ] }, { "cell_type": "code", "execution_count": null, "id": "879944d0", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.15" } }, "nbformat": 4, "nbformat_minor": 5 }