{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Implementing hierarchical models\n", "\n", "
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\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
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In this lesson, we will dig a bit deeper and address some of the challenges in sampling out of hierarchical models. I encourage you to make sure you are up to speed on the material from that lecture." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hierarchical model structure\n", "\n", "To think about the structure of hierarchical models, we will consider the following experimental design. We are measuring fluorescent intensity of a reporter of gene expression in *E. coli* cells. One Monday, we prepare four batches of *E. coli* and grow them up on plates. From each plate, we select colonies. We then mount a slide with a selection from a given colony and use fluorescence microscopy to determine the fluorescence level of individual cells. We do a similar experiment on Wednesday, and then another on Thursday.\n", "\n", "We model the fluorescence as Gaussian distributed.\n", "\n", "There is a hierarchical structure here, depicted below.\n", "\n", "![hierarchical model](hierarchical_model.png)\n", "\n", "
\n", "\n", "- Level 0: This level has the hyperparameters $\\theta$ and $\\sigma$, the location and scale parameters of fluorescence intensity typical of an *E. coli* cell expressing the fluorescent gene of interest. These are the parameters we ultimately wish to get estimates for.\n", "- Level 1 corresponds to the day the experiment was performed. There will be variability from day to day, and the location and scale parameters for a given day are conditioned on the hyperparameters, but can vary from the parameters of other days.\n", "- Level 2 corresponds to which batch of cells were used on a given day.\n", "- Level 3 corresponds to the colony of cells chosen from the batch.\n", "\n", "The colony-level information then informs the data. In the above diagram, I have indicated how many individual cells are measured in each microscope experiment.\n", "\n", "The structure here shows the conditioning. The measured data are parametrized by the colony-level information, which is itself parametrized by the batch-level information, which is itself parametrized by the day-level information, which is finally parametrized by the hyperparameters at the root of the hierarchy.\n", "\n", "To keep track of all the hyperparameters, it is easiest to define arrays for the hyperparameters at each level. In this example, we have\n", "\n", "\\begin{align}\n", "&\\text{Level 0 parameter: }\\phantom{\\text{s}} \\theta \\\\[1em]\n", "&\\text{Level 1 parameters: } \\theta_1 \\equiv (\\theta_1^1, \\theta_1^2, \\theta_1^3) \\\\[1em]\n", "&\\text{Level 2 parameters: } \\theta_2 \\equiv (\\theta_2^1, \\theta_2^2, \\theta_2^3, \\ldots \\theta_2^8) \\\\[1em]\n", "&\\text{Level 3 parameters: } \\theta_3 \\equiv (\\theta_3^1, \\theta_3^2, \\theta_3^3, \\ldots \\theta_3^{17}).\n", "\\end{align}\n", "\n", "To complete the formalization of the specification, we need arrays that tell us which upon which hyperparameter each parameter is conditioned. Level 1 is special because it is conditioned only by $\\theta$. The respective elements in the level 2 parameters are conditioned by the following level 1 conditioners.\n", "\n", "\\begin{align}\n", "&\\text{level 1 hyperparameter conditioners: } (\\theta_1^1, \\theta_1^1, \\theta_1^1, \\theta_1^1, \\theta_1^2, \\theta_1^2, \\theta_1^2, \\theta_1^3).\n", "\\end{align}\n", "\n", "To avoid all of the subscripting and superscripting, we can write this as\n", "\n", "\\begin{align}\n", "\\text{index 1: } (1, 1, 1, 1, 2, 2, 2, 3),\n", "\\end{align}\n", "\n", "with level 3's conditioners in level 2 being\n", "\n", "\\begin{align}\n", "\\text{index 2: } (1, 1, 1, 2, 2, 3, 4, 4, 4, 5, 5, 6, 7, 8, 8, 8, 8),\n", "\\end{align}\n", "\n", "and finally the data conditioned by level 3's parameters,\n", "\n", "\\begin{align}\n", "\\text{index 3: } (&1, 1, 1, 1, 1, 2, 2, 3, 4, 4, 5, 5, 6, 6, 7, 7, 7,\\\\\n", "&8, 8, 8, 8, 9, 9, 10, 11, 11, 11, 11, 11, 11, 11, 12, 12, 12,\\\\\n", "&13, 13, 13, 13, 13, 13, 14, 15, 15, 15, 16, 16, 17).\n", "\\end{align}\n", "\n", "\n", "We define that there are $J_1$ parameters in level 1, $J_2$ in level 2, and generically $J_k$ in level $k$. In this case,\n", "\n", "\\begin{align}\n", "&J_1 = 3,\\\\[1em]\n", "&J_2 = 8,\\\\[1em]\n", "&J_3 = 17.\\\\[1em]\n", "\\end{align}\n", "\n", "To have a concrete model in mind, we will assume that all colonies have the same scale parameter, but differing location parameters. We assume further that all hyperparameters are dependent on those at a level above by a Gaussian relationship, and we assume the same variance $\\tau$ for relationships all the way down the hierarchy. That is $\\tau$ applies for conditioning level 3 on level 2, level 2 on level 1, and level 1 on level 0. We consider a prior on $\\theta$ to be a Normal distribution centered on 10 arbitrary fluorescence units with a standard deviation of 3, and $\\sigma$ to have a Half-Normal prior. Our statistical model is then defined as follows, with a weakly informative prior on $\\tau$.\n", "\n", "\\begin{align}\n", "&\\theta \\sim \\text{Norm}(10, 3) \\\\[1em]\n", "&\\sigma \\sim \\text{HalfNorm}(5) \\\\[1em]\n", "&\\tau \\sim \\text{HalfNorm}(5) \\\\[1em]\n", "&\\theta_1 \\sim \\text{Norm}(\\theta, \\tau) \\\\[1em]\n", "&\\theta_2 \\sim \\text{Norm}(\\theta_1, \\tau) \\\\[1em]\n", "&\\theta_3 \\sim \\text{Norm}(\\theta_2, \\tau) \\\\[1em]\n", "&y \\sim \\text{Norm}(\\theta_3, \\sigma).\n", "\\end{align}\n", "\n", "Here, we have defined the measurements as $y$, and we have implied that the appropriate conditioning on which specific hyperparameters (as given by index 1, index 2, and index 3 defined above) is considered.\n", "\n", "This method of organization is useful to keep conditioning straight in hierarchical models. As we will see momentarily, it is also convenient for implementing a hierarchical model in Stan." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Coding up the hierarchical model in Stan\n", "\n", "Provided we can define arrays for index 1, index 2, and index 3, coding the model up in Stan is surprisingly straightforward. To start, we will use a centered parametrization for clarity. (We will see the problems this causes with sampling momentarily.) Here is a Stan code for the hierarchical model.\n", "\n", "```stan\n", "data {\n", " // Total number of data points\n", " int N;\n", " \n", " // Number of entries in each level of the hierarchy\n", " int J_1;\n", " int J_2;\n", " int J_3;\n", " \n", " //Index arrays to keep track of hierarchical structure\n", " int index_1[J_2];\n", " int index_2[J_3];\n", " int index_3[N];\n", " \n", " // The measurements\n", " real y[N];\n", "}\n", "\n", "\n", "parameters {\n", " // Hyperparameters level 0\n", " real theta;\n", "\n", " // How hyperparameters vary\n", " real tau;\n", "\n", " // Hyperparameters level 1\n", " vector[J_1] theta_1;\n", "\n", " // Hyperparameters level 2\n", " vector[J_2] theta_2;\n", "\n", " // Parameters\n", " vector[J_3] theta_3;\n", " real sigma;\n", "}\n", "\n", "\n", "model {\n", " theta ~ normal(10, 3);\n", " sigma ~ normal(0, 5);\n", " tau ~ normal(0, 5);\n", "\n", " theta_1 ~ normal(theta, tau);\n", "\n", " theta_2 ~ normal(theta_1[index_1], tau);\n", " \n", " theta_3 ~ normal(theta_2[index_2], tau);\n", "\n", " y ~ normal(theta_3[index_3], sigma);\n", "}\n", "```\n", "\n", "Be sure to carefully read the Stan code. Importantly, note that `theta_1`,`theta_2`, and `theta_3` (and also the corresponding `sigma`'s) are vector valued. Note also that we use indexing to specify which parameters correspond to which day, batch, and colony. In studying the code and the model above, you should be able to see how the hierarchical model is built in Stan." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A quick aside: generating a data set\n", "\n", "I will now generate a tidy data frame containing a data set to analyze with this hierarchical model. These are fabricated data, hence the weird loading with a string (for compactness so we don't have a big code cell)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " day batch colony y\n", "0 monday 1 1 11.40\n", "1 monday 1 1 10.54\n", "2 monday 1 1 12.17\n", "3 monday 1 1 12.41\n", "4 monday 1 1 9.97" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_str = \"\".join(\n", " [\n", " \"day,batch,colony,y\\nm,1,1,11.40\\nm,1,1,10.54\\n\",\n", " \"m,1,1,12.17\\nm,1,1,12.41\\nm,1,1,9.97\\nm,1,2,10.76\\n\",\n", " \"m,1,2,9.16\\nm,1,3,9.50\\nm,2,1,9.34\\nm,2,1,10.14\\n\",\n", " \"m,2,2,10.72\\nm,2,2,10.63\\nm,3,1,11.37\\nm,3,1,10.51\\n\",\n", " \"m,4,1,11.06\\nm,4,1,10.68\\nm,4,1,12.58\\nm,4,2,11.21\\n\",\n", " \"m,4,2,11.07\\nm,4,2,10.74\\nm,4,2,11.68\\nm,4,3,10.65\\n\",\n", " \"m,4,3,9.06\\nw,1,1,10.40\\nw,1,2,10.75\\nw,1,2,11.42\\n\",\n", " \"w,1,2,10.42\\nw,1,2,9.18\\nw,1,2,10.69\\nw,1,2,9.37\\n\",\n", " \"w,1,2,11.32\\nw,2,1,9.90\\nw,2,1,10.53\\nw,2,1,10.76\\n\",\n", " \"w,3,1,11.08\\nw,3,1,9.27\\nw,3,1,12.01\\nw,3,1,12.20\\n\",\n", " \"w,3,1,11.23\\nw,3,1,10.96\\nr,1,1,9.73\\nr,1,2,11.25\\n\",\n", " \"r,1,2,9.99\\nr,1,2,10.12\\nr,1,3,9.65\\nr,1,3,10.18\\nr,1,4,12.70\\n\",\n", " ]\n", ")\n", "\n", "data_str = (\n", " data_str.replace(\"m\", \"monday\").replace(\"w\", \"wednesday\").replace(\"r\", \"thursday\")\n", ")\n", "df = pd.read_csv(io.StringIO(data_str))\n", "\n", "# Take a look\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data are tidy with each row corresponding to a measurement with the appropriate metadata present to determine which day, batch, and colony the measurement was from. Let's take a quick graphical look at the data set. We will color each data point by the colony number and group by day and batch." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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val=\"y\",\n", " cats=[\"day\", \"batch\"],\n", " horizontal=True,\n", " color_column=\"colony\",\n", " marker_kwargs=dict(alpha=0.6),\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generating input data for Stan\n", "\n", "We should now convert the data frame into a data dictionary that Stan likes, adhering to our more general hierarchical model specification above, i.e., replacing `'day'` with `'index_1'`, `'batch'` with `'index_2'` and `'colony'` with `'index_3'`. Importantly, we should update the original data frame to include these indices (which will be included in Stan's output) that match the respective categorical parameters in the original data set. The function `bebi103.stan.df_to_datadict_hier()` does this. You need to specify the data frame you want to convey, the columns of the data frame corresponding to the levels of the hierarchy *in order*, and the column(s) that have the measured data." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'N': 47,\n", " 'J_1': 3,\n", " 'J_2': 8,\n", " 'J_3': 17,\n", " 'index_1': array([1, 1, 1, 1, 2, 3, 3, 3]),\n", " 'index_2': array([1, 1, 1, 2, 2, 3, 4, 4, 4, 5, 5, 5, 5, 6, 6, 7, 8]),\n", " 'index_3': array([ 1, 1, 1, 1, 1, 2, 2, 3, 4, 4, 5, 5, 6, 6, 7, 7, 7,\n", " 8, 8, 8, 8, 9, 9, 10, 11, 11, 11, 12, 12, 13, 14, 15, 15, 15,\n", " 15, 15, 15, 15, 16, 16, 16, 17, 17, 17, 17, 17, 17]),\n", " 'y': array([11.4 , 10.54, 12.17, 12.41, 9.97, 10.76, 9.16, 9.5 , 9.34,\n", " 10.14, 10.72, 10.63, 11.37, 10.51, 11.06, 10.68, 12.58, 11.21,\n", " 11.07, 10.74, 11.68, 10.65, 9.06, 9.73, 11.25, 9.99, 10.12,\n", " 9.65, 10.18, 12.7 , 10.4 , 10.75, 11.42, 10.42, 9.18, 10.69,\n", " 9.37, 11.32, 9.9 , 10.53, 10.76, 11.08, 9.27, 12.01, 12.2 ,\n", " 11.23, 10.96])}" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data, df = bebi103.stan.df_to_datadict_hier(\n", " df, level_cols=[\"day\", \"batch\", \"colony\"], data_cols=\"y\"\n", ")\n", "\n", "# Take a look at the data dictionary\n", "data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also instructive to look at the entire updated data frame so you can understand how the labeling of indices works." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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5monday1210.76112
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7monday139.50113
8monday219.34124
9monday2110.14124
10monday2210.72125
11monday2210.63125
12monday3111.37136
13monday3110.51136
14monday4111.06147
15monday4110.68147
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19monday4210.74148
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21monday4310.65149
22monday439.06149
40thursday119.732510
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42thursday129.992511
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23wednesday1110.403614
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34wednesday3111.083817
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\n", "
" ], "text/plain": [ " day batch colony y day_stan batch_stan colony_stan\n", "0 monday 1 1 11.40 1 1 1\n", "1 monday 1 1 10.54 1 1 1\n", "2 monday 1 1 12.17 1 1 1\n", "3 monday 1 1 12.41 1 1 1\n", "4 monday 1 1 9.97 1 1 1\n", "5 monday 1 2 10.76 1 1 2\n", "6 monday 1 2 9.16 1 1 2\n", "7 monday 1 3 9.50 1 1 3\n", "8 monday 2 1 9.34 1 2 4\n", "9 monday 2 1 10.14 1 2 4\n", "10 monday 2 2 10.72 1 2 5\n", "11 monday 2 2 10.63 1 2 5\n", "12 monday 3 1 11.37 1 3 6\n", "13 monday 3 1 10.51 1 3 6\n", "14 monday 4 1 11.06 1 4 7\n", "15 monday 4 1 10.68 1 4 7\n", "16 monday 4 1 12.58 1 4 7\n", "17 monday 4 2 11.21 1 4 8\n", "18 monday 4 2 11.07 1 4 8\n", "19 monday 4 2 10.74 1 4 8\n", "20 monday 4 2 11.68 1 4 8\n", "21 monday 4 3 10.65 1 4 9\n", "22 monday 4 3 9.06 1 4 9\n", "40 thursday 1 1 9.73 2 5 10\n", "41 thursday 1 2 11.25 2 5 11\n", "42 thursday 1 2 9.99 2 5 11\n", "43 thursday 1 2 10.12 2 5 11\n", "44 thursday 1 3 9.65 2 5 12\n", "45 thursday 1 3 10.18 2 5 12\n", "46 thursday 1 4 12.70 2 5 13\n", "23 wednesday 1 1 10.40 3 6 14\n", "24 wednesday 1 2 10.75 3 6 15\n", "25 wednesday 1 2 11.42 3 6 15\n", "26 wednesday 1 2 10.42 3 6 15\n", "27 wednesday 1 2 9.18 3 6 15\n", "28 wednesday 1 2 10.69 3 6 15\n", "29 wednesday 1 2 9.37 3 6 15\n", "30 wednesday 1 2 11.32 3 6 15\n", "31 wednesday 2 1 9.90 3 7 16\n", "32 wednesday 2 1 10.53 3 7 16\n", "33 wednesday 2 1 10.76 3 7 16\n", "34 wednesday 3 1 11.08 3 8 17\n", "35 wednesday 3 1 9.27 3 8 17\n", "36 wednesday 3 1 12.01 3 8 17\n", "37 wednesday 3 1 12.20 3 8 17\n", "38 wednesday 3 1 11.23 3 8 17\n", "39 wednesday 3 1 10.96 3 8 17" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have the necessary data for Stan's sampler." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Drawing samples and checking diagnostics\n", "\n", "So, let's sample and see what we get!" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cmdstanpy:stan to c++ (/Users/bois/Dropbox/git/bebi103_course/2020/b/content/lessons/lesson_08/centered.hpp)\n", "INFO:cmdstanpy:compiling c++\n", "INFO:cmdstanpy:compiled model file: /Users/bois/Dropbox/git/bebi103_course/2020/b/content/lessons/lesson_08/centered\n", "INFO:cmdstanpy:start chain 1\n", "INFO:cmdstanpy:start chain 2\n", "INFO:cmdstanpy:finish chain 1\n", "INFO:cmdstanpy:start chain 3\n", "INFO:cmdstanpy:finish chain 2\n", "INFO:cmdstanpy:start chain 4\n", "INFO:cmdstanpy:finish chain 3\n", "INFO:cmdstanpy:finish chain 4\n" ] } ], "source": [ "sm_centered = cmdstanpy.CmdStanModel(stan_file='centered.stan')\n", "\n", "samples_centered = sm_centered.sample(data=data, seed=20394712)\n", "\n", "samples_centered = az.from_cmdstanpy(posterior=samples_centered)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'test_save.nc4'" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples_centered.to_netcdf('test_save.nc4')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "samples_centered = az.from_netcdf('test_save.nc4')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (chain: 4, draw: 1000, theta_1_dim_0: 3, theta_2_dim_0: 8, theta_3_dim_0: 17)\n", "Coordinates:\n", " * chain (chain) int64 0 1 2 3\n", " * draw (draw) int64 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999\n", " * theta_1_dim_0 (theta_1_dim_0) int64 0 1 2\n", " * theta_2_dim_0 (theta_2_dim_0) int64 0 1 2 3 4 5 6 7\n", " * theta_3_dim_0 (theta_3_dim_0) int64 0 1 2 3 4 5 6 ... 10 11 12 13 14 15 16\n", "Data variables:\n", " theta (chain, draw) float64 ...\n", " tau (chain, draw) float64 ...\n", " theta_1 (chain, draw, theta_1_dim_0) float64 ...\n", " theta_2 (chain, draw, theta_2_dim_0) float64 ...\n", " theta_3 (chain, draw, theta_3_dim_0) float64 ...\n", " sigma (chain, draw) float64 ...\n", "Attributes:\n", " created_at: 2020-02-21T23:22:44.719243\n", " inference_library: cmdstanpy\n", " inference_library_version: 0.8.0" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples_centered.posterior" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That was fast! Hopefully everything worked ok for this model. Let's start by checking all of the dianostics to see if there were any issues." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ESS for parameter tau is 88.23173793241753.\n", "tail-ESS for parameter tau is 139.42007581876115.\n", " ESS or tail-ESS below 100 per chain indicates that expectation values\n", " computed from samples are unlikely to be good approximations of the\n", " true expectation values.\n", "Rhat for parameter tau is 1.0463422393026907.\n", " Rank-normalized Rhat above 1.01 indicates that the chains very likely have not mixed\n", "8 of 4000 (0.2%) iterations ended with a divergence.\n", " Try running with larger adapt_delta to remove divergences.\n", "0 of 4000 (0.0%) iterations saturated the maximum tree depth of 10.\n", "Chain 0: E-BFMI = 0.11936515588773203\n", "Chain 1: E-BFMI = 0.11466003354036058\n", "Chain 2: E-BFMI = 0.07417800976378262\n", "Chain 3: E-BFMI = 0.0727633997483096\n", " E-BFMI below 0.3 indicates you may need to reparametrize your model.\n" ] }, { "data": { "text/plain": [ "23" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bebi103.stan.check_all_diagnostics(samples_centered)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Whew! Lots of problems here. Most strikingly, the effective sample size for $\\tau$ is very small. Furthermore, there are a few divergences. Not many, and they could be false positives, but we should check to see if there is a pattern to the divergences. To start looking for the pattern, let's make a parallel coordinate plot." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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[f\"theta_1[{i}]\" for i in samples_centered.posterior.theta_1_dim_0.values]\n", " + [f\"theta_2[{i}]\" for i in samples_centered.posterior.theta_2_dim_0.values]\n", " + [f\"theta_3[{i}]\" for i in samples_centered.posterior.theta_3_dim_0.values]\n", ")\n", "\n", "bokeh.io.show(\n", " bebi103.viz.parcoord_plot(\n", " samples_centered,\n", " pars=pars,\n", " xtick_label_orientation=\"vertical\",\n", " transformation=\"minmax\",\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even though there are very few divergences, they all go through low $\\tau$. This is a symptom of hitting a funnel. We can see this in the corner plot." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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\",\"dtype\":\"float64\",\"shape\":[3992]},\"tau\":{\"__ndarray__\":\"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'sigma', 'tau']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the `tau` versus `theta` plot, we see that the divergences are for small `tau`. Zooming in on the bottom of that plot shows that the sampler is hitting the entry to a funnel; it cannot sample down to `tau` values close to zero. We can possibly alleviate this problem by **noncentering** the model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A non-centered parametrization\n", "\n", "To noncenter the model, we reparametrize our model as follows.\n", "\n", "\\begin{align}\n", "&\\theta \\sim \\text{Norm}(10, 3) \\\\[1em]\n", "&\\sigma \\sim \\text{HalfNorm}(5) \\\\[1em]\n", "&\\tau \\sim \\text{HalfNorm}(5) \\\\[1em]\n", "&\\tilde{\\theta}_1 \\sim \\text{Norm}(0, 1) \\\\[1em]\n", "&\\theta_1 = \\theta + \\tau \\tilde{\\theta}_1 \\\\[1em]\n", "&\\tilde{\\theta}_2 \\sim \\text{Norm}(0, 1) \\\\[1em]\n", "&\\theta_2 = \\theta_1 + \\tau \\tilde{\\theta}_2 \\\\[1em]\n", "&\\tilde{\\theta}_3 \\sim \\text{Norm}(0, 1) \\\\[1em]\n", "&\\theta_3 = \\theta_2 + \\tau \\tilde{\\theta}_3 \\\\[1em]\n", "&y \\sim \\text{Norm}(\\theta_3, \\sigma).\n", "\\end{align}\n", "\n", "This frees the sampler to explore standard Normal distributions and then uses a transformation to sample the funnel.\n", "\n", "Let's code this up in Stan. The Stan code is:\n", "\n", "```stan\n", "data {\n", " // Total number of data points\n", " int N;\n", " \n", " // Number of entries in each level of the hierarchy\n", " int J_1;\n", " int J_2;\n", " int J_3;\n", " \n", " //Index arrays to keep track of hierarchical structure\n", " int index_1[J_2];\n", " int index_2[J_3];\n", " int index_3[N];\n", " \n", " // The measurements\n", " real y[N];\n", "}\n", "\n", "\n", "parameters {\n", " // Hyperparameters level 0\n", " real theta;\n", "\n", " // How hyperparameters vary\n", " real tau;\n", "\n", " // Hyperparameters level 1\n", " vector[J_1] theta_1_tilde;\n", "\n", " // Hyperparameters level 2\n", " vector[J_2] theta_2_tilde;\n", "\n", " // Parameters\n", " vector[J_3] theta_3_tilde;\n", " real sigma;\n", "}\n", "\n", "\n", "transformed parameters {\n", " // Transformations from noncentered\n", " vector[J_1] theta_1 = theta + tau * theta_1_tilde;\n", " vector[J_2] theta_2 = theta_1[index_1] + tau * theta_2_tilde;\n", " vector[J_3] theta_3 = theta_2[index_2] + tau * theta_3_tilde;\n", "}\n", "\n", "\n", "model {\n", " theta ~ normal(10, 3);\n", " sigma ~ normal(0, 5);\n", " tau ~ normal(0, 5);\n", "\n", " theta_1_tilde ~ normal(0, 1);\n", " theta_2_tilde ~ normal(0, 1);\n", " theta_3_tilde ~ normal(0, 1);\n", "\n", " y ~ normal(theta_3[index_3], sigma);\n", "}\n", "```\n", "\n", "Let's draw our samples and see if we were able to alleviate the problems we diagnosed with the centered parametrizations." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cmdstanpy:found newer exe file, not recompiling\n", "INFO:cmdstanpy:compiled model file: /Users/bois/Dropbox/git/bebi103_course/2020/b/content/lessons/lesson_08/noncentered\n", "INFO:cmdstanpy:start chain 1\n", "INFO:cmdstanpy:start chain 2\n", "INFO:cmdstanpy:finish chain 2\n", "INFO:cmdstanpy:start chain 3\n", "INFO:cmdstanpy:finish chain 1\n", "INFO:cmdstanpy:start chain 4\n", "INFO:cmdstanpy:finish chain 3\n", "INFO:cmdstanpy:finish chain 4\n" ] } ], "source": [ "sm_noncentered = cmdstanpy.CmdStanModel(stan_file='noncentered.stan')\n", "\n", "samples_noncentered = sm_noncentered.sample(data=data, seed=202174)\n", "\n", "samples_noncentered = az.from_cmdstanpy(posterior=samples_noncentered)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first check the diagnostics." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Effective sample size looks reasonable for all parameters.\n", "Rhat looks reasonable for all parameters.\n", "4 of 4000 (0.1%) iterations ended with a divergence.\n", " Try running with larger adapt_delta to remove divergences.\n", "0 of 4000 (0.0%) iterations saturated the maximum tree depth of 10.\n", "E-BFMI indicated no pathological behavior.\n" ] }, { "data": { "text/plain": [ "4" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bebi103.stan.check_all_diagnostics(samples_noncentered)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The problems with effective sample size and Rhat are gone, but we still have divergences. Let's take a look at where the divergences are coming from with a parallel coordinate plot." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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samples_noncentered,\n", " pars=pars,\n", " xtick_label_orientation=\"vertical\",\n", " transformation=\"minmax\",\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is hard to see an immediate pattern in the divergences here. Let's look at the corner plot to see if anything is obvious." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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GjIewz8Q641aYfrRPzIfEOhM2rw/RwGiYMYUxj+FzJVBtcHPPzT4+8Vsybo/ARjPoKF/xj9JdyFnq9yFP0ceiCzSxNI/Ek4LXvQVwj9jSn+KPnq2PwE1tWytL8Y/eeblsPuOkT+k8VU8P9aNPyMWMewwJtk/GX4msVpPoz/WqIdodAfJP9KnVfSHZsY/xZEHIos0xT83E3jM5auxP335rlKL0rU/eNDsurcipT9bttYXCW3QP6/sgsE1d9Q/ByP2CaAYyz+MS1Xa4hrZP7Dna5bLRto/oblOIy0V4j/oE3mSdM3GP9QOf03WqL8/pBthURGnxz++TX/2I0XMPxMxgEtbt4w/eJrMeFvpwT8dBB2taknHP7HbZ5WZ0ro/EBn7N9SUsz83lJD+Td60P5vmHafoSL4/lEp4Qq8/qT8jyPd7GBCsP2fw94vZkr0/WYejq3R3yT/uPQG5adiwPzVsSmiBLLI/YeP6d33mwD97EALyJVTQP4XxLnKqEK4/JwsEpngBiz+RDg9h/DTIP0c7bvjddNs/8rmwwQRmfD8UHCRlB2x5P0rVNPepjX4/Ox9cCfbCgT8gt18+WTHAPzdaaa3DLJc/KGYY0jzbtj8wDcNHxJSwPwnh0cYRa9U/MshdhCnKxT9Zh6OrdHfeP/t2EhH+Rds/YCAIkKFjvz+8lSU6y6zmP5eRek/ltOM/M/s8Rnnm2z/wFd16TQ/KP5nZ5zHKM7s/jLysiQW+vj9Z2xSPi2rNP0foZ+p1i8Q/5ZoCmZ1Fxz9QXOkQk8uqP7t7gO7Lmbk/sVJBRdWv1T9q2JTQAlmgP4rHRbWIKM4/BWT5BJoZsz8MlX8tr1zQP8WdwZWiS64/86s5QDBHpz9DrP4Iw4DDP91FmKJcGt4/vJS6ZByj4D8BhuXPt4XkP+1hLxSwneg/G5/J/nma5z/eHK7VHvbUP7CDlOnhFbQ/RiI0go3r1j8CP0+oTNalP1QVv87y4bY/PvfUoB6RtT9RTrSrkPK1P/A0mfG20sk/TZDHwsarqj+H7d3VYTuyP+Z5cHfWbq8/da+T+rK0wz8OwAZEiCvHP7MR45BoXaY/yzDuBtFawz8faAWGrG7NP8dGIF7XL6g/ds2aDlMRnT8BJIkUuZa5P6FyAoncwpE/xoA2gwntrj/CVfn5Snu4P+WXwRiRKNM/e3+LZzP7aj8n7VdLS/apP9zWFp6Xit0/uYjvxKwXxT/fb7Tjht/VP7Qc6KG2Dbs/KeeLvRdfxj90le6usyHbPyFYVS+/09k/0nE1sist1T8rwk1GlWHXP+XW/5SFCrc/NSiaB7DIxz8aMEj6tIrWP6xxNh0B3M4/u2HboswGwz/TodPzbiy8P8s3kU9+QbU/61Ij9DP10z8/q8yU1t/KP2q/tRMlIdU/sP86N23G0j8dHy3OGOa4P3EA/b5/874/UORJ0jWTuz8HCydp/pjOP9EksaTcfcA/smfPZWoSvD8u5ueGpuzAP6UtrvGZ7Jc/aIZDJWTWcT/vJeiKrfuCP1w/WCFA4ac/VrAyvz9KmT9G1+DYDqGzP/jt2pThLrE/Pk7ivbTyoD/Zpy2/HfK2P1Pmi2Je7K4/t/qgHSbQsD9KRs7CnnbKP7HgfsADA8o/o5QQrKqXxz/NPLmmQGbHP73yaspfa7Y/ixu3mJ8b0z8hT9w7tNmaP5XTnpJzYsM//t/Hh48+rD/JHww89x7OP+aSqu0m+NA/uCOcFrzoyT9DG4ANiJDgP+AsJctJKNQ/ngd3Z+221z9pcFtbeF7QPyEhyhe0kN4/OZhNgGH5wz/oKoKk9PG3P2k50ENtG8A/zfre8MwVrz/aTZWUYBazPyTtRh/zAdc/LLr1mh4UwD/br/FPX4W2P/0zg/jAjrE/lnxH6MKjuD+0mZ4Lfna1P5B8bx0tGLA/bD1DOGbZ3j/U1R2LbVLHPwBe+vJdpaY/XOffLvt1vz/G3LWEfNDTP7b/t0iQALI/qFMe3QiLwD/3lJwTe2jBP71V16GakrQ/ejiB6bRuxT+nXOFdLuK/P+0Q/7ClR+A//aGZJ9cUyj8qrFRQUfW7Py16pwLuecA/bd9IRQg0nT+jIHh8e9fAP+kX21oVl7E/ZYOWv4xztz9sskY9RKO7PzDTm/Y546Q/FeEmo8owsj/Jkc7AyMvGPz8AqU2c3NM/RN/dyhKdzT90LiAP2DC4Py8yAb9GktU/ErmFU4sttT+u9NpsrETkP+c5It+l1Ms/KSZvgJnvxD8nT1lN1xPcP0nzx7Q2jd0/OQ8nMJ3W0j81YmafxyjBP/QmdbgM7q0/fhr35jdMtj9q5Kn9jMG3P+TziqceacI/GmmpvB3hwD8XRQ98DFbGP0EuceSByMQ/KChFK/cCyz8X9UnusInTPx8Svvc3aNk/L8rHSbyXnj85nWSryynDP2gHXFfMCNQ/7j1cctwpvT9TdvpBXaTMP6ndrwJ8t70/KzTOrpTIgj9YycfuAqXnP+6KKg1GNpk/chqiCn+Gvz8G1ECYgAR6P7gdGhajrs0/jgbwFkhQyj+OvpNgu8W3Px1YjpCBPMM/7ImuCz84uz8aMEj6tIrOP2haYmU08sE/cuFASBYwvT9aZ3xfXKrRP/6arFEP0dk/paFGIcmszj/WjXdHxmrNP4OieQCL/NY/GXRC6KBLxD8KSzygbMrUP/3YJD/iV+s/7kPecvVj0z8FFsCUgQPcP2UAqOLGLds/0Chd+pek1j/QuHAgJAvZPyYYc3xZf7Q/AMYzaOifvD8JMgIqHEG6Pzc10HzO3bo/+RBUjV4NvD8FJRZCGImqP+Y7+IkD6Ms/hTOubqsPmj8J+gs9YvTKP7OXbaetEdI/bqXXZmMlwj+FXKlnQSjHP4SdYtUgzNQ/5j3ONGH73j+IghlTsMbZP4NNnUfF/8s/VS5U/rW81z8HKXgKuVLQP1RM7yyL04o/a6OV1jrMuD/OABdky/LBP/6G5L+bybg/NnaJ6q2B0T9/f+/btSmzPzSeCOI8nMQ/iPIFLSRg0j/r4jYawNvhP+m4GtmVFuE/xJj091J44z/npzgOvFrgP2+gwDv59Ns/g92wbVFm0j+4rpgR3h7ZP+2d0VYlkdo/F9f4TPbP5D8X1/hM9s/kP+cZ+5KNB9A/078klSnm0j87j4r/O6K6P34dOGdEad0/QxoVONmG4j/5ghYSMLrYPw4w8x38xM8/+kLIef8fzz/QZP88DRiUP2w7EtSVdKE/miUBamrZuj9z6akf5XGmP+T1YFJ8fNY/ETXR56OMzD88akyIuaS6P9XNxd/2BNA/eAVHbvIAmz+bWrbWFwnRP8AJhQg4BOY/C89Lxca80j/FHtrHCn7lP8gkI2dhT+I/InAk0GDT6T8icCTQYNPpP7jlIynpYeU/I0vmWN5V4z+UwrzHmSbjP5TCvMeZJuM/nFJeK6E75D8WbY5zm3DbP7EwRE5fz8U/Q8u6fyxExz/7rZ0oCYnMPymSrwRSYtI/kPY/wFq1tz+2MXbCS3CqP1wdAHFXr8o/n1VmSutv0D93hxQDJJrIPxqmttRB3uE/l+E/3UCBwT9eOTHamfizPygpsACmDLI/MNHFS9zPlj+aC1wea0bOP4gP7PgvEMY/Gan3VE57zj8SbSKO0CquPwgVZusq7qU/MH+FzJVBoT+4sdmR6jufPw+1bRgFwac/fc9IhEawxz9IaqFkcmq/PxE0C1mCMbE/dQKaCBueuj/QDU3Z6QfUP+McdXRcjdA/4+DSMecZ0D/3kzE+zF6+P2399J81P8g/04TtJ2N8wj+afLPNjem5P9BpcSHqmbM/2aiYlMz7rT/2evfHe9XbP73CgvsBD9c/DoRkARO42T/KwWwCDMvNP7/S+fAsQdU/QN1AgXfy0D+tinCTUWXaP7vx7shYbdA/weRGkbUG5D8+B5YjZCCXP7nW5hjz52k/HIu33+u1kj9h5MAGn0FePzw7z44KUrE/evAkMyjkpD+P4hx1dFzUP8MRpFLsaMI//ZpRmJx/rD+V0jO9xFjMP36RK1Dmeqo/oLJQIQ1dtT+fVtEfmnnRPy7KbJBJRsY/170ViQlqtD8JbM7BM6HPP9v4E5UNa9E/WDz1SIPb0z/Xi/xV26ihP8Yl2Mkqtps/Ne7Nb5hoyj/C+dSxSmnhP28u/rYnSN4/L/t1pztP1z8eVOI6xhXcP6DgYkUNpt8/6NoX0At31D/z2UtkMJCzP3mVtU3xuNQ/m+JxUS2i4D8XuDzWjAzAP944Kcx7nN8/YwlrY+yEyz80LEZda+/BPxvZlZaRes0/Z5jaUgd5xT9dbFopBHLPPy6M9KJ2v9g/cGiAwSRLjD8PT2UHSyu0P0A08+SaAts/8rOR66aU0T8lf+Ziwh65P4jzcALTacM/nkFD/wQXwz+nzw64rpjBP9LbRNITO7E/NzP60XDKxD9nSBXFq6y9P3OAYI4ev8k/otPzbiwowj+ut81UiEfSP7NcNjrnp9I/31FjQswl4T9Oet/42jPTPwGiYMYUrNk/LuV8sffiez9o6nWLwFi/P5yGqMKf4cU/QuxMofMa1D8UkzfAzHfAP2DLK9fbZro/12fO+pRjuj+1qE9yh03EP/eUnBN7aM0/5gRtcvikzz9wvVx66kexP4IDWrqCbdE/vvVhvVErzj8JXA0/7hGkPy8jqxGwDLI/lUVhF0UP0D8e4h+29Gi6P6JCdXPxt70/b1wQ2yeRlj8TYcPTK2XJPzTVk/lH38A/6IL6ljldzD93FhgNdEipP8Ux3MpcKrg/rizRWWYRrj+uBQfFoF25PxL1gk9z8to/Wn6FcdzOmz9n8s02N6afP6o7YGi//7Y/ODaWC/A4tj8Kvmn67IDFP6klZ3J7k6w/fLYODvYmwj+2UmOdhZiiP2UQaWUMvas/o22h0Fc1nT+T/TVRMtaCPzKs4o3MI7E/HkXnRqLhsD/UY1sGnKW4PxDZ9iy+V6c/flaZKa2/yT9XPcNI7U11Pz4l58Qe2sU/aoZUUbzKzD93S3LAribFPz3S4La28Lw/Rrbz/dR41T+fru5YbJO6P7vx7shYbcw/pfPhWYKM4j+Rm+EGfH7EP8v/mmLE9JM/YfO7+sJ1hj+me0IbJVSlPy4JBsawea8/QqicQCK3oD833bJD/MPEP4/DYP4KmdY/JuDXSBKE3D/PMLWlDvLfP38UdeYeEts/Zttpa0QwzD+fAfVm1HzFP8sr19tmKsg/ceKrHcU51T/CTUaVYdzDP8XleAWiJ9c/g2yb2gAJZj/y6bEtA86yP+YeEr73N5g/UHf5MUFopD/ij6LO3EPbP2Ram8b2Wsg/hPHTuDe/vT92m4HbJFC0PzawVYLF4cg/wytJnuv7wD8icvp6vmbVP8KlY84z9tA/gv+tZMdGvD/3yrxV16HGP2Ram8b2WuA/xHjNqzqrwT8SbFz/rs/TP0ax3NJqSMY/2yVgKuxYtT9WgVoMHqbdPzfjNEQV/tA/l6q0xTU+zz+MZfol4q3FP22q7pHNVbc/FQ5zOKkesz9uJYXDHE60PweXjjnP2Lc/C12JQPUPyD/G3LWEfNDSPx79L9eiBdQ/7fXuj/eqrT/LJDSTuUO2P9mKR/MRQrU/tIk4Qqs4uD9yVp8GZ0uxPybD8XwG1Mc/UMJM27+y0j/L4rSWuESoPynPvBx2370/oz7JHTaRrT8MW7OVl/yzP8qK4eoAiME/AhB39Soy1z86BfnZyHXHP0/LD1zlCdM/QZyHE5hO5z9BnIcTmE7nPy0Kuyh64OQ/E9bG2Akv3z8T1sbYCS/fP1xWYTPAheA/4iNiSiTR4D+hv9AjRs/TP7dMPFbfr5A/ocfeQaK/uD/2fqMdN/zKP6ING8C22a8/BBvXv+szxT98koX5PJCGP2Sbr+1IUIc/aiRTTzCtpz8i/fZ14JzJP4JmIUsw5pA/smg6OxkcvT8HzhlR2hu8Pxh5WRMLfN8/+DjThO0n1D+6Mqg2OBHQP+T4odKImb0/wk1GlWHcxz/3sYLfhhjLP5J0zeSbbdA/lKMAUTBjwD8GZ/D3i9nAP+dDBqhf2Jg/lHKtrCP9tj/7srRTc7nZPxDrjVph+so/xM4UOq8x5D/M4N7rWjGyPzIfEOhM2sY/YwVkVL4MuT/mXIqryr6/P8aH2cu207o/Q46tZwjHzD/2XKYmwRvWPzBoIQGjy7s/jHeRU4VQrz+bVDTW/s7KP6Z/SSpTzNI/Oh4zUBn/wD/fmoWHegu5P3+mXrcIjMc/V1uxv+yewj8Ls9DOaRbQPwHeAgmKH9E/ByXMtP0r0D/0xHO2gNDKP9t/rseO17U/+5P43An20D9Zhc0AF2TWPyzhvy/kx7g/aD18mShCij9RTUnW4ejKP2hdo+VAD88/HDix0YPMtz+RgNHlzeHCP4LVok/1dZo/wOyePCzUpj9D5V/LK9e/PwsxTcdS2qE/YHe688Rzuj9wz/OnjerAPxJpG3+iss0/oNy271F/zz+3nEtxVdmzP1ZUs73MZrI/eSCySBPvsj/NrKWAtP/HPyApIsMq3sQ/mKQyxRwEwT8FDUehdgmoP7ArHPecqq0/JGZRM/9DuT8xoHKnz2mhP//TR78BVoQ/JUG4Agr10D9VppiDoKPQP9HJUuv9RsU/B5s6j4r/zT8wn6wYrg7TP4AetGhLZ60/eJYgI6DCxT+hXc8hurGuPzD+bJotD7g/LNZwkXu6uj8npaDbSxrDP0chyaze4co/IhgHl4450z8VG/M64pDNP9eBGI0hpao/nDHMCdrkzj9/BR85iIytP4A3kyUpn7I/2tg21g/7sD/lC1pIwOjVPwG3OHTEa4g/cXFUbqKWqj/nLi76rxiqP81+OKNBZZ8/9n04SIjyuT91jgHZ693FP8F0WrdB7ds/qFZfXRWo0z+RSNv4E5XeP5ijx+9t+s8/cAhVavZAvz8AdQMF3sm/P7gehetRuLg/a247IwDurD8+1XzwNV+0P0EsmzkktcI/fu8lQ0QgnT+Qu62ZIfqmP3oNTRsG2no/220Xmus0yD9QA2ECEqi3PyKl2TwOg70/jGSPUDOkvj+2fwrs1tenP2m5faAmRKI/TtNnB1xXwD9sQe+NIQDAP+EFtu/2xYo/TG2pg7wexj8vX6gNmNGRP/sGJjeKrNE/L9qIzAEnuD/yXUpdMo69P21Wfa62YtE/nwPLETKQ0T+t3uF2aFjWPx2QhH07ido/mrD9ZIwPyT/chHtl3irkP9iBc0aU9vE/2pB/ZhAfyj+IMH4a9+bLPwXKXM/GALk/Q3QIHAk0xD96jV2iemvSPy+jWG5pNdk/HAdeLXdm1z91HaopyTrgP9eiBWhbTeA/cttjjoqkpj9C7bd2oiTGPyAL0SFwJMQ/DEbb5+c8kT9sulRboJOsP+i+nNmu0MU/AaJgxhSsxz9H6GfqdYvIP0UOETenkt4/4j0HliNkxj+cbW5MT1jbPzCEnPf/8ec/Y/GbwkqF4j9Snnk57D7jP14qNuZ1xME/aFvNOuP7xj+FFV3N8FW5P5G4x9KHLrg/oEW+ZEbsYT9KAh5izRK4PxI6noXzX3Y/uw1qv7UTqT9rYRbaOc26Py++aI8X0r0/FLAdjNgn1j+fWn11VaDGP5oiwOldvNk/Kv7viArVxz83ww34/DDMPw7z5QXYR78/UtMuppnu1T/3rkFfevu3P8Eb0qjAyc4/nb6er1ku2z/s+gW7YdvXP7aeIRyz7NE/2aTsPhHVtT9l4lZBDHTJPxAhrpy9M6I/WIb+Kjw/Zz/Yx1QLNr+LP3qHHb4zd3A/3qtWJvxSwT+mxGRg0zmlP7Ypw11i0ak/s+fXe5aMkD8NqaJ4lbWzPync4WU8ALQ/VK2FWWjnwD8UZcriWd21P7CMDd3sD8g/hga9kj9zsT/Hvr+cNGirP+6H6Yw5Ga4/UQZY9QNolT9DyHn/HyfEP5hmXx7XK7M/uMmoMoy70z+Vm6iluZXiP+V+h6JAn+Y/fxe2ZisvwT9NMJxrmKHHPwrCcAkb+Yc/MmZcgp2stD9GeHsQAvKpP2nDYWngR8c/r+nmh7YIkT+H/DOD+MDOP4NsWb4uw9c/l4v4Tsx6wz9yN4jWijbFP0xtqYO8Hrw/Vix+U1ip0j8/An/4+e/FP2mrksg+yMA/n/5YLVUOqj+N1eb/VUfEP7tuAOySJ7c/SUkPQ6uT0j/+utOdJ57HP43rhDwnYrA/JuyRvCmbkD/Ta7OxEvPUP/Ms97glKKw/O1W+ZyRC0j8ABAcPLniMP/8fzJKle7Y/rtf0oKAUpT/4im69pge3P4qSkEjb+MU/FtXH6CVrsT/dByC1iZO7P8Q/bOnRVL8/oEms1tNYpD/UlXQ5ymaxPzMa+bziqcc/2FsUh31MoT+Xs9L/zeaMP4fboWEx6r4/RyBe1y/YwT9+dOrKZ3nXP1RXPsvz4Lo/OutTjsniyD/k9PV8zXLXP2AEjZlEvbw/js2OVN/5uT9RAHs7eNyuPyv52F2gpNA/xb6ucNxzpj8AVkeOdAa2P+lhaHVyhq4/ODEkJxO3xD/VPh2PGajEP2R3gZICC8A/UaVmD7QC2T8gNdw2QvWVP4ffTbfsENM/E4zWk/HWdj82PL1SliHTP5+PMuIC0Jg/Kxcq/1peyz+yKy0j9Z7UP4m1+BQA488/dxGmKJfGyT/YEByXcVPHP3mhb8EI0LM/Q06pXPKJsD/nJEox9hSvP0XVr3Q+PIs/kNFL1vIUpz854tqavuiyP34czZGVX9Q/J+ZR2OKmgD8wkRz6OOSgP/h1tx3gamk/MUTKJitMcD8c85WbA1+MPyHOwwlMp7k/9V+M7Vrntj8Uy9LzE3OFP9DAfj6A+7Y/hNcubTgsvT+M9nghHR66P5KvBFJi18o/B7MJMCx/wD+vsOB+wAPNP8HJNnAH6sg/pnIk4Yyrkz9AuRImMa2SP1tdTgmISaQ/XcKht3h4xz+hvfp46LuLP7J9baI7LaA/0ENtG0ZB7z9d3EYDeAvYP5zDtdrD3ug/0ova/SrA4T+N74tLVdrXP0IFhxdEpMw/RiOfVzz10j/Rrdf0oKDMP5ZwMrs4O7k/LPGAsilXwD+zMztBUY+vPxmHn6RlSbc/K0YCsnwCsz9iOmNOhpmwPzxb9toiH7A/5y+Zz14imz9BZmfROxXGP+8xov7EEqw/P5EnSddMoj808nnFU4/RP6EwKNNocss/Ne1imulelz9rK/aX3ZPWP2YjAM1a6Xk/gFcVK7S9tT+C5QgZyLPBP1zK+WLvReA/s3vysFBr1j9rEVFM3oDiP7WoT3KHTcQ/48PsZdtpuz9DiNCtfDuWP1CPbRlwltA/8GlOXmQCxj+uRnalZaS6P79FJ0ut98s/Zhah2Aoa4T+lSSno9pLCP9aqXRPSGts/Cw3EsplD1D/nm36apEORP/lFrkCZ660/oWez6nO16D+gqTLndLSxP1yZpr7iX7Q/fbJiuDoAoj+0yHa+nxrPP/q2YKku4Mk/FVYqqKj61j+mft5UpMLOP/Z9OEiI8ss/2nOZmgRvzj/8+4wLB0K6P8U8K2nFN9k/bef7qfHS0T/RdeEH51PVP5ceTfVk/tg//oHNlDGZrT9pE3GEVnGwP5ErUOZ6Nqo/6spneR5c4z8yVpv/Vx3BP3Pbvkf99dU/ga/o1mt61j/HD5VGzOzLP5cyFYfYBaw/VY4knHF1oz/ADCFCt/KpP3n97sJ7s6o/3PKRlPSw4z+0yeGTTiTfP6DFUiRfCdQ/Yr1RK0zfuz8CGlu+5DW1P97oYz4g0L0/P1F+9zNhrD8U0QpnElC0P1A6kWCqmbk/ztJf+T37tz/ltn2P+uvRP3/7OnDOiMg/pZLwczInpj/0TgXc8/yhP+zdH+9VK7s/JXoZxXJLpz9DEZxEzgysP72xVqMNdpE/zKzvDc9cmT8Fw3dqR9R4Py2X9bFu+z8/UwMwEphWbD8PZYd8wNF4P1CPbRlwlpI/YRdFD3wMhj+APjZu1oWgPxurg3KRMaE/c51GWipvuz80iGqla4GsP3mxMEROX7s/blZ1PW5Ldj+ZKhiV1AmAP/hd6Hw+63Y/KzHPSlrx4D8zpfW3BODDP1BSYAFMGbw/zFyFOebhsz+Jfsi2Z/GNP8YOz7eqkZo/QOFHkKVquD8sRl1r71OxP6zPi8nR0qs/+h3Uj5d/oj8MO4xJfy/FP+VhodY077w/oUeMnlvowj+GkV7U7lfPP1vTvOMUHb0/kpIehlYn4T+3jrtS4K6wP/sFu2HbosI/wVQzaykg1z9zDp4JTRK/P67cZoV9lnI/N6rTgaynxj+DTDJyFvbAPyFT40riUaM/X8/XLJeN0D9rgNJQo5DCPyf7QiMzcqE/09heC3pvyj+JknerOu2BP+kHO+a4Kns/f2NT129gUT+mKQKc3sWLP3LjcazmlIs/mX/0TZoGvT+CZPDmX4GuP+5L7JBRVKw/XUAesGE8iT9F24wuyseJP+ZsSy4QTqk/cT0K16Nw0D+Ad5cwP9y0PyQQCqWKPbc//qpt1FRgtD9ODMnJxK3MP2N8mL1sO9Y/ameY2lIHxz/V7ewrD9K/P3SXxFkRNdU/U7DG2XQEwD8uknajj/nTP1LX2vtUFcI/DmuFRDWAtj/ZyvBEtS21P/FJJxJMNcU/2jecnhyquD8JpS+EnPfFPy6sG++OjLE/73z1p0NdsD8fgqrRqwHZPxEawcb179s/2/rpP2v+4T866X3ja8/XP97lIr4Ts9c/w/NSsTEv6T/TEiujkU/pP6n4vyMqVNw/PulEgqlm0T8b9ntinSrRP/rsgOuKGZE/Yi6p2m6Cvz877kqBu6KaPzV7oBUYssQ/m+eIfJdSnz9Ah/nyAuzVP+eKUkKwqs4/h/nyAuyj1D9shZ/u8mO0PwyfY/ZoYKI/jSlY42w6xj+xTSoaa3/PP50eJcD6ibI/qMZLN4lByD/rdeZ5yzCpP7rzxHO2gMA/IzKs4o3MzT99/VqoRvm1P57TLNDukMI/TE/9KI8TtT/pfHiWICOoP/0z3rEz4K8/YabtX1lpuD+NCwdCsoDSP7nDJjJzgc8/zz6gffZtoj/ssT4vJkeLP1bL5yZ7lZY/Nlzknq7u0D+A7suZ7QrQPwRqewWzU6U/VWr2QCswtD8uhrwveOKxPw+BI4EGm5o/crbKXZVVrj+PqiaIug/XP4YUTbG0nbg//3qFBfcDyD+M17yqs1q8P2BXk6esprU/4V6Zt+o6vD8P0765v3q8P6s97IUCtrs/yjLEsS5uxz+8tac/Vku5P93T1R2LbdU/NLkYA+s4zj/sv85Nm3HEP7GH9rGC38Q/jVL4IpABtT+jDAukeiG3P20dHOxNDNM/gGPPnsvUvD+kbmdfeZDTP/a0w1+TNbo/nLS65p8qtD/n/1VHjnTAP8y9dh82R6Q/cHIJ0Wv9uD/0UNuGURDIPwh3Z+22C8c/UcZT6u0qtz9pTC0AMhmTP6XAApgycNE/2qjzTT9Noj8ujspN1NLEP2OD4Eyn0LA/2QkvwakPsj9AbVSnA1m1P4icvp6vWcA/p9pdVhemnT+2mERiJ2GLP4cXRKSmXcA/pcACmDJwqD9x58JIL2rQP1N7EW3H1Ms/TOazl8hgtj9maafmcoPLP3NlUG1wIsQ/uvQvSWWKvT+P5biu88qYP4hPlUrT+7U/uDjPfd75ij/9tzdkqC+QP0CFI0il2JE/zQUujzUjmz/+8smK4eqQP/0TXKyowbw/LAyR09fzuT+I4BNGDmy4P6maandZXYg/RxFj4wukZT/Kr1kNDbRgPxKuNrUiIK0/bLBwkuaP1z/hDWlU4OTgP9lcNc8R+cY/SBtHrMWnxD9tx9Rd2QXTPy0j9Z7KadA/+PvFbMmqzj+5UPnX8srNP45XIHpSJqU/JgIw+fq1YD8GLcE1uRAyP7NvFy9QMVI/PgAMeFdFUT/F1CufxGt3Pybp9YKqLJU/EoWWdf9Ytj//ctKgDWWxP2O3zyozpck/QtKnVfSHyD/JrN7hdmi8P2hgPx/AfbI/9+gN95Fbyz/pDfeRW5PWP67Zykv+J9E/yAxUxr/PsD/lDMUdb/LFPxad0ftrHrQ/DM7g7xez1j/w2QCNTm1rP0PlX8sr190/coxkj1AzuD+s5jki36W2PyMzcnGvJ6U/cT0K16NwyT+HhsWoa+3DPyDu6lVkdN0/AKq4cYv54D84oKUr2EbVP/MbJhqk4Kk/URToE3mSwD/A6siRzsDIPyMCxBMwcLU/MSdok8Mn2D8JMgIqHEHbP8dLN4lBYNM/xttKr83GzD+YiLfOv13KP58zs+CP7Js/2SWqtwa2wD9AiGTIsfXCP6/NxkrMs8o/WiH2Uy0zoj9TeqaXGMvTP3x8QnbextA/eNDsurci1j/w63asCO2rPwHJKlvaX6w/D5wzorQ3yj8hH/RsVn3CPzq3ZLA9Dq4/8SHyp9d3sT8pAGt69ZavP/ibmhWboKc/WSYNf5djtT+7KHrgY7DGP1qbxvZa0L8/HlGhurn41z+e7dEb7iO7P1qyzwjb9Jw/xY1bzM8NyT8gJAuYwK3DP0mD29rC87I/XFoNiXsswT/AeXHiqx3JPyEf9GxWfdI/JCpUNxd/0z9lNV1PdF3RPxb2tMNfk+A/nDOitDf4xj9pqifzj77WP3BE96xrtNI/o8wGmWTkwD8nVvyVhPqwP7uBXahXJXw/yeU/pN++xD+cxYuFIXLRP4oD6Pf9m90/owIn28Ad4z93vwrw3ebZPzRkPEolvOM/rdo1Ia0xyj/19BH4w8/TP73HmSZsP8U/CTTY1HlUwj/Pco9bgkKzP+XmwBfLmbY/WKoLeJlhuz8dK+dBMP2pPzrP2JdsPNA/RFA1ejVAwT/IRbWIKCbBPw9eu7ThsNQ/rKxtisdFyz93XJ4Yo7+xP1hyFYvfFLo/kHqZcs8ElD+1tGSfEbazP2jMJOoFn9Y/FZFhFW9k0j8rajANw0fWPxpqFJLM6s0/++WTFcPVzT+PD8TDxZu0P00vMZbpl8Q/UyRfCaTEzD+SlPQwtDrDP2CQ9GkV/cU/c7uX++Qo0j+DFadaC7PMP9zz/GmjOtA/kzWPaKeLqT/aJzbVSWypPy9SKAtfX88/Pxnjw+xl0z/M0HgiiPPCP7CSj90FSsA/4heo1gy6pj90stR6v9HCP3qobcMoCNM/JZF9kGXByD9y+KQTCabMP0fGavP/qsU/AmN9A5Ob4T8sOqP31zyyP9VbA1slWMQ/91llprT+uD/FdCFWf4TNP6YnLPGAssc/95/rseN1tT9uDiH4KdikPyRE+YIWEs4/Eo+8WouigT9TXoZaLnaiPzOjHw2nzMM/nChTFs/quD+r0JvlDYuMP2DsGLIVj4Y/iiKkbmdfrT+RKopXWdvIP8Do8uZwrd4/EW3H1F3Z5D8RbcfUXdnkP3OfHAWIAuc/tp22RgTj2j/75v7qcV/gPxHjNa/qrN8/QyCXOPJA3T/jqNxELc3iP170FaQZC+s/yv55GjDI5D//BBcrajDYP1GjkGRW78w/n8vUJHhD0T/adW9FYoLSP6EuUigLX9s/XHSy1Hq/2D/9wFWeQNjePwgFpWjlXtk/v7m/ety31T9nCwithy/QPxTP2QJC68E/qWis/Z3tyT/C3O7lPjnCP1CNl24Sg9c/uAjnroCdrj/3rkFfevvJP+oGCryTT9w/iLmkarsJuj9ClZo90ArIP6T9D7BW7dU/rcH7qlyo2D8Ni1HX2vvhPzrmPGNfst0/5zi3CffK3T8wZHWr5yTiP2MraFpiZdE/Yrt7gO7Lwz+2QMxv4vW2P5ap7jYU46k/A3OZP0v8rj9cGI6Mei2pPy+Ca5MvDag/cHhBRGrawT/XoZqSrMPLP5maBG9Io9Y/X3089N2t0z8UUsjfBzG3P05Ev7Z++s8/igJ9Ik+Snj+w5ZXrbTO3P/peQ3BcxsM/b57qkJvhoj/XgoNi0K6xP8FYOnpXmKU/OIO/X8yWsD/dDDfg88PIPwcmN4qsNcw/Jov7j0yHwD9S0y6mme7BP4LtFjckpJw/DpdmBGVkrj/TzQ9tEWKkP/uT+NwJ9sk/WAXF6urpqj9gksoUcxDEPwoPml33VsI/PpKSHoZW1T+Zr9wc+GKhP4elgR/VsMM/XiVpSCbxkz/B5hw8E5rSP0esxacAGNI/rROX4xWIwj/JsIo3Mo/GP4F6M2q+SsI/fJ3Ul6Wdkj/5ZwbxgR3QP23F/rJ78sY/ZKvsN+pTZD+5ZGaw84CxPz2KKUe3FK4/WcLaGDvhwT/ixSU79OVeP29/LhoyHrc/jndHxmrzvz+G56ViY17JPwZINIEiFqk/GzaAbbNntz9RIz7BDxihP1mCMceX9bc/jn6PVaWIoz+Dze/qC9eZP//klCXfEbI/nQ/PEmQExj8BmefSCbKxP0T8w5YeTc0/1jcwuVFkvT+zeofboWHNPxpZ6DnYUac/EqJ8QQsJyj9aSMDo8ubCP/5HpkOn57E//N8RFaqbwT/N59ztemnIP1slWBzO/Ns/casgBrr25D9xqyAGuvbkPz4IAfkSKtQ/2+Cfrd48sj/OiT20jxW0P9KCYQogxp0/XrmDfeDPpT9HA3gLJCjRPypwsg3cgbo/z6J3KuCeyz+OOjquRnbhP+mbNA2K5tM/TwgddAmHvj8BTYQNT6/VP0CFI0il2NM/0F4BdZhpgj8SPSEi0sJ3P9OtjWeGQ6E/Bfuvc9Nmyj+AK9mxEYivP5yKVBhbCL4/PnWsUnqmyT9RoE/kSdLSPyBEMuTYerY/8l61MuGXvj8z1khcEUapP5ih8UQQ56k/hKM/j6xXoD+z7Elgcw5eP5BKsaNxqMc/HmWraP9FeD8QJVryeFq0P9TyA1d5Atw/gzRj0XR20T/kZrgBnx/gP/VIg9vawtY/M/s8RnnmyT9R+GwdHOzFP+W4UzpY/8s/EOhM2lTdyT8I0+buKe+hP1irdk1Ia9A/5BHcSNkiwT8icCTQYFPRP1AcQL/v38Q/5ujxe5v+0z+ug4O9iSHZPwWPyqiNRaY/xP9n3rsXmT/j9JrDWiGzPz/h7NYyGbo/m3CvzFt1wT/ku5S6ZBzFPx+8dmnDYdU/I/oQr0bRtj/Y5N8dzx2zP+pHHuPlRKY/7tEb7iO3sj9DiqZY2k62P16FlJ9U+9U/fecXJegv0j9pyHiUSnjWP/58W7BUF8A/uAFEZtO2tj//6nHfap3UPxtmaDwRxMU/JlXbTfBNwT/mPGNfsvHKP5dXrrfNVNI/lPsdigJ9wD/4fN6eMd2lP88X1ugwurU/KYUvAhnwuD/CuStgp/2xP6aPCq2YW5M/rTpheNs7pT8jWAuipHatP6Fq9GqA0s4/G/LPDOID0T/x1CMNbmvJP8ozL4fdd8A/cEBLV7CNzj+bAMPy59vIPxmPUglP6Nk/4iAhyhe00T/E7dCwGHXFP2GKcmn8QuE/alA0D2CR0T+JC0CjdOneP2zRArStZss/PCKVGLrIpz8hPUUOETejPxCTcCGPYOA/K/htiPGayT+9w+3QsBjVP4SB597DJdY/G9gqweJwwD8r3V1nQ/7XP8Dsnjws1M4/196nqtBA0z9trMQ8K2nJP8x5xr5k48E/hSLdzynI0z/iPnJr0m3bP6Ox9ne2R9o/8IXJVMGo3j/aHVIMkGjhP2Pt72yP3ts/26M33Edu1T/UnpJzYg/dPyo7/aAuUtQ/hycFJ+zssz/BqQ8k7xy6Pyy+/KlMjLg/C3CsUTDfYT+SK4XYSvwyP0uGeRVtHC4//lMZ4jJQJD+9o43+M2XwPvF57Ih23gU/EeMnNKkpzD6z2iSIuA4lP4dQpWYPtMw/8ZgmEYamoT8NU1vqIK/HPyl0A6okV6o/LQWk/Q+wxj+K6UKs/gjQP6eVQiCXOOY/5WGh1jTvzD+WXwZjRKLRPy+Lic3Htbk/lSpR9pZy1z+TjnIwmwDPP93GLJwgwW8/XLMybUHnXD9n3MzPqiJ+PxI93wUAfaU/4IJsWb4uxz9Y5ULlX8vNPxRdF35wvus/g4b+CS5W2j8oDMo0mlzoP7TonQq458s/gv5Cjxg92T+0yeGTTiTUP3MuxVVl39U/p+hILv8hxz+Kdap8z0jEP5DBilOthc0/UYcVbvlI0z8OZaiKqfTFPyekNQadEMw/hUTaxp+o1D9v8fCeA8vDP12/YDdsW9I/61T5npEIxz9bJVgczvy6P+VpVDsejoE/fjRBecSNuD9AMh06Pe/QP79k48EWu8c/XRlUG5yIuj8NpfYi2o69P7yK1ptiH6I/HxyiwPFruD8YsrrVc9LDPwH9GTlmNLk/NxFHaBVHtT/u7gG6L2e6P7EjxEsmXbE/+WhxxjAnxD8yAFRx4xbBP9nMIamFkok/xFp8CoDx0j/H8q56wDzCP5oklpS7z9E/NUHUfQBSwz8bYrzmVZ3LP0RRoE/kScY/rvNvl/26yT97IdOQp5u2P1YL7DGR0sI/IjSCjevfyT/WVuwvuye7Pwwjvajdr8g/Y3yYvWw7yz+kUYGTbeC+P2ZPXVTmQbU/xNcydEdatT/0wTI2dLPTPzawVYLF4co/Y59bQwR3tT/Pu7GgMCi/P/0v16IFaMk/mNpSB3k90z/L2NDN/kDJPyegibDh6cc/c77Ye/FFuz+me0IbJVS3P/2Ziwl7JI8/yEJ0CBwJtj/IJ2TnbWy6Pwh3Z+22C70/g+ubRTnimj8R8Fr4sM2MPwhYq3ZNSMM/1cqEX+rnxT/Xy6WnfpSjP3bEIRtIF7E/ObnfoSjQuz82O1J95xfFPwLyJVRweNE/z0pa8Q2Fxz+xicxc4PLiP8cPlUbM7Mk/ZavLKQEx0j8rhUAuceTXP3rHKTqSy8U/7IUCtoMRxT9TQrCqXn7PP6ndrwJ8t9M/+FEN+z2x2T9BOoYRDDG0P8E6jh8qjcA/oN0hxQCJwj/mBdhHp67TP2+e6pCb4dU//5WVJqWgxT/RXRJnRdTMP13BNuLJbtk/QRGLGHYYzT80n3O366W5P9+JWS+Gcr4/2sngKHl10T9SflLt0/HAPwouVtRgGtM/gsHavYFunD9oPBHEeTjDPw4SonxBC98/aCJseHql4j8fRSHyKxCEP+VkPRC0XYw/Ws2EcBZAoj/44/bLJyuwP6g+63XmeaM/Aejm0UMjjj++I3ThUXSeP1Mt2Pyuvpg/1N6WfnhMpz+FKF/QQgLEP6a0/pYA/Nc/DWyVYHE4yz8YWXTjxPSAP1mGONbFbdg/kq8EUmLXxj+E4n0LoTm3PzEL7Zxmgb4/SP5g4Ln31T9ZTqUTx4l4PzO6zWW0n4Y/FvyRfesenD8zSAvh4vKtPzfeHRmrzbs/eV6F71jHnD9RFOgTeZLOP+ilYmNeR8A/Lw0N1d7xqz9qYWBnVCqyPzk3t1OE5ak/amD1kaUgoT+P1IxW/zG0PzeOWItPAbw/85PFWAEZnT/1bLE2IQi1P3ygcNEkDLQ/A+yjU1c+0j8cti3KbJDRP44K9yV2yLI/F4GxvoHJnT96NNWT+Ue/PyGVYkfjUM8/JJwWvOgryj+DTZ1Hxf/PP8aGbvYHytg/d9Zuu9BcyT8zcEBLV7DjP1QB9zx/2tI/IehoVUs62j9sJXSXxNnhP+8eoPtyZuk/Ud7H0RxZ0D8t7dRcbjDGP0Pk9PV8zb4/YTL6drdXpz93PHfMivKiP6aYg6CjVds/jV94JclzzT8fEynN5nHRP309X7NcNro/2h1SDJBoxD8Hwl/dwgSXP6jq1EtC2LE/xBxOqsfHrD8Hu7yUFR6PP5Zem42VmNE/gsmNImsNlT/AXmHB/YC7P8Mi0KrgAbU/iEbaOva7eT+iQ+BIoMHMPxQ/xty1hMQ/sn+eBgyS0T96ihwibk7VP6PogY/BitQ/yAxUxr/P1D939pUH6SnkPwX6RJ4k3eU/z2vsEtVb3j8IdvwXCALQPxHEeTiB6ds/5NpQMc7f0T+gw3x5AfbJP+lEgqlm1po/eNMtO8Q/wj9Ma9PYXgu6P9ZW7C+7J7k/Ji/XR0z1sT/1gk9z8iLJPx+Xgn9bwaA/4oG39vTHkj+w1j8+1624PxKQ5RNoZrQ/oF7fPfZpsz9ahGIraFq+P7nBUIcVbsM/196nqtBAvD+lTdU9srncP6g5eZEJ+Kk/Ef5F0JhJ0T8tFQrH4u2jP1ovhnKiXbk/T7FqEOZ20T/UaM3qeCewP217cZgeA5A/47Nt/2cggD/s5pjiYCWdP4UVXc3wVZk/GVWGcTeIwD+XRReKKrKcP5OIlXYPdbY/4MGq1bIQqD/iE/yAUZOmP1uqHKTxVZQ/tpuF4jN+lj+5fo80l590P5lWVA53P6Q/a2YtBaT9lz8HntbICW6fP4C6gQLv5ME/S+guibMiwD9lw5rKorDZP26Q/7izZa8/3o5wWvCi2j+RIWwdwTKTP4ro19ZP/5E/j4tqEVFMqj/p86z/zlGqP60XQznRrro//B2KAn0ixz9UG5yIfm3VP8k4RrJHqN8/aJdvfVhvwD/bUZyjjo7UP40KnGwDd8o/0SNGzy100T87/DVZox7SP8XGvI44ZNw/Ew69xcN73D9YVS+/02TOP9LoaRvaW7E/T+YffZOmuT+gO/updQtyP/TcQlciUJ0/6BTkZyPXjT8Htd/aiZLQPyE9RQ4RN7s/2HhVDPxNsz8r3sg88gfYPzKwjuOHStA/FakwthDkzD/dskP8w5bAP6RRgZNt4LA/raQV31D4wD9Btixfl+HVP3tyA/SxcZM/OUlOgSeIlT/YG2s12mCXP7sKKT+p9s0/VG8NbJVg0T+ho1Ut6SjFP5xYlp6fmLE/3VuRmKCGyT8kV/uFaL6EP78OnDOitMc/DixHyECerT+kHCfgMgKlPwby7PKtD8M/Up55Oey+xT+D3htDAHCcP918I7pnXac/hk74OuPaVD/24tWDk36MPybPq/Ad65g/hsd+FkuRxD/fVaxtzON3P7vnCgCfabU/Qs9m1edquz+yBjk5jf6RPzUJ3pBGBdg/XYjVH2EYzj9FgT6RJ0nZP/ynGyjwTtw/6N1YUBiUqT8x6lp7n6q+P9fCLLRzmtA/k9+ik6XWwT/WOnE5XoGsP2WJc3kY/7U/apoc4y/SkD849uy5TE3QP5J3DmWoitA/HD9UGjGz0D+9YCZAA6CYPxR/by5ZcIo/HQJHAg02sT8hlPdxNEe2P9/aLtkd97Y/C7YRT3Yz0D9YkGYsms7dP2Udjq7S3eI/ZR2OrtLd4j8EritmhLfcP6aBH9Ww39Y/aR7AIr9+xj8mbhXEQNfAP483+S06Wbo/zDW7pCAuuT+eO2ZFeYu0P01XZgBeVbQ/4gM7/gsE1D/m5bD7juHDP65kx0YgXtM/rmTHRiBe0z9wJNBgU+fUP4ZxN4jWiso/BTtZxXZSmj9iPklPy+59P0Hw+PauQbs/GXA72XLTkz9BeP7+3rd7P1T+tbxyvcU/PUEHAgkvoj8900uMZfrDP/89eO3ShsE/ROfr6G6Nsj/TTWIQWDnXP2XHRiBe17s/vJAOD2H81T8cjvhf+NKpP0K1wYno18I/JctJKH0hvD88WLVaFgK3P00UIXU7+8Y//qX773fesD8fs1gvK7mrPxx1GaMam7A/rNvqg3aYtj+0dAXbiCeLPwB9ESM6urI/Zk8Cm3PwyD9Y4gFlU67kPzupL0s7NdI/AAAAAAAA0z+lFkomp3biP0BMwoU8gsU/mDJwQEtXzD/D8XwG1JvUPzTz5JoCmdo/BvLs8q0P3D/qWKX0TC/BP/k7ynff57A/E2BY/nxbxj80TG2pg7y6P2/lNivss7Y/lrN3RluV0z+Ws3dGW5XTPy7/If32daw/0SFwJNBgwz8mb4CZ7+DFPypwsg3cgcI/V0J3SZwV0T/+fjFbsirKPzp6/N6mP7s/m8qisIuiwT8Zq83/q47WP4ivwKEBBqs/V7hA3Zs6rj+5NlSM8zfHPxh5WRMLfLk/MGR1q+ekwz+1GachqvDFP3nWJC62/6s/ET9a9+o+uT+6ha5EoPraPw6IEFfO3sU/kIXoEDgSxj8boZ+p1y3MP6M7iJ0pdNg/t9CVCFT/zD/+1eO+1TrVP527XS9NEc4/w7tcxHdi0D+3t1uSA3bHP/FjzF1LyM8/+fNtwVJdxj//I9Oh0/PMP3qqQ26GG9E/b9Of/UgR0T9TzaylgLTJP9bFbTSAt8I/7L/OTZtxxj87x4Ds9e7JPzwyVpv/V8c/Vp5A2ClW0D+Amlq21hfcP/ZcpibBG8I/ZZQd0fNdkD8jWAuipHa5PzIBv0aSIMg/eFYcGIqFsz9weawZGeTEP6rXLQJj/eU/JxdjYB3H0T+Wur/VlSq4P37gKk8g7NE/xZJy9zk+zD+SQINNnUfNP4XQg7NCLoQ/jh6/t+nPwj+uZwjHLHvcP65nCMcse9w/rYkFvqJb0D+RRZp4B3jqP5FFmngHeOo/vhHds65R4D+Be54/bVTSP8fP6/QoAao/clNehloulj9FEr2MYrnBP7EaS1gbY78/ODC5UWStwz8uc7osJjazP7WOBeD6C7g/RImWPJ6Wyz+g3SHFAInVPyy4H/DAANA/JQSr6uV3uD9XPWAeMuXVP1sIclDCTMk/nff/ccKE3D8Nqg1ORL/fP3ztPmyOGKo/UtCSbBqArj9yGTc10HzUP+hOsP86N9k/39/i2cy+fj+77YSPb4xwPzqYqDnUSrQ/P2ccNAV8rD9kZ8APvXumPy+AlejR+bc/srtASYEFyj+ml70Rgvq1PzOJesGnOcs/aW6FsBpLvD/+MzlrpjGkP1PqknGMZL8/72/QXn08rD95pCwJcWGEP0kPQ6uTM8w/iqmZWlsdnT9GuY83VOegP5M6XAb3Xqs/mF8Xj5yWuT9+UYL+Qo+8P9UFvMywUYY/itZAqaxcjj9vsrIiD+mkP06LsJdce6U/aXRiaqbWrj/8jAsHQrLIP99qnbgcr8g/MuVDUDV60D+8ICI17WLOP15MM93rpLQ/DtyBOuXR1z8U7L/OTZvUP3BZKhSOxa8/ajANw0fEyD/GwhA5fT3JP9kHWRZM/ME/sBwhA3l22z9tyaoINxnSP/88DRgkfco/vTRFgNO7zD/Z0TjU78K6P7SrkPKTask/yt3n+Ghxyj8e0rnsISuRP9m+NtGdFrI/3qtWJvxSpz9odt1bkZjEPxaOe07VmKM/OjyE8dO4uz/JBPwaSYLAP0cDeAskKLI/RaHAlrJntj86evzepj/DPxfX+Ez2z7s/LEJWXMHboD/niedsAaGhP8J+mTluQrM/qCZ3jrdLmT8jPyzlxj6uPwsm/ijqzKE/4biMmxpovj9v00RE1r+sP9rIdVPKa8s/BzjOt0/Yrz+xw5j091LSP5NDekCPB7M/zBjV2BR+nz+la4GY38SLP0EeCxuviqE/w+o0d5kGoj8Bs4weCUWyP2lyMQbWcbw/198SgH9KnT8lyK3u/bK0PzR1aKIZ1aM/5geu8gTCyj8iwyreyDzAPyKoGr0aoMA/OZhNgGH5yT8+z582qtO9PwgDz72HS44/gWkHEsqxtT+9Ylek0wSxP2Q8SiU8ocE/WuZCHwtVgj9RhT/DmzW8P0r6av3jc7M/Vb5nJEIj0D90JJf/kH7UPyA3DZsSWrY/Pn81YsFYij+qDU5Ev7bMP4mZfR6jPNA/38DkRpG1wD9ov6TnzCyIPxFV+DO8WcE/Wi/hKxWvsz/AIr9+iA3KP/ZhvVErTMs/9mG9UStMyz8CucSRByKTP84dWOlJ9J0/Ngx6ysVzoT/uBzwwgPDNPy+FB82ue5M/YmDCDZ1DsD9xAWiULv2/Py4dc56xL8k/6hVgaSrVsz/mNcAWBQuzP0H0pExqaLs/TJe0mI7vrT/eA3RfzmzSP94DdF/ObNI/Ja34hsJnzT+hoBSt3AvKP6LGziVmB6Y/BzAbU2Y5oz/bUDHO34S6PxEeyNUjaLk/ahg+IqZEuj//z2G+vAC/P+0a43lfS7I/hrgoabQLuD+Oy7ipgea/PyHp0yr6Q8k/QsezcP7Lej+wyoXKv5bBP/H/mffuRa4/ZXJqZ5jawj9AYC9ePTihPw4WTtL8McE/SKeufJbnxT/m1ISjmkifP/M+6Z87HKQ/zgHd8uxNnz/WzLXDukywP/JnLibskaw/X1c47jlVqz+WcDK7ODuxPzMa+bziqc0/5/9VR450xD93vMlv0cnMPxmjv+FPnrM/DBNX3wpymT8MNa+P86OeP445dB8lG6A/upbanJSTij9TI/Qz9bq5P7tE9dbAVtE/0kVU8vtIkz+jKCvhZHaRP3+tAQC2cp0/lkJ7UKtDrT+zoycbxSiuP10VTQxuEKY/uB6F61G4xD8/5Zgs7j+6P701sFWCxdo/QAy+eiZFrT+rU4rC09CLP8BEFy9xP7k/hpLJqZ1hxj99zt2ul6bGPwYRqWkX08A/alA0D2CR1T+LTwEwnkHSPyqPboRFRdU/fo6PFmcMxz9af0sA/inNP5Glxc81gq8//gsEATJ0wj/TpBR0e0m/P+4CykujbqQ/9pRBWggXuT8JceXsndGmP4TZBBiWP7E/mUf+YOC50D9Bu0OKARLNP4QpyqXxC+E/qHFvfsNEyT8m4NdIEoTePzOgg9MnXq4/9Zz0vvG1wz/BZsqYzMKoP6CM8WH2sp0/EvsEUIwszT9YVwVqMXjCP1C9fz1w36w/T62+uipQoz9sIchBCTPLP+J9sOfGT7g/p1oLs9DOuT9eRIB4AgawPwWOX9PeO6U/3SdHAaJguD+BIatbPSffPwd7E0NyMsc/5gcJrHcTnz9sBU1LrIy0PwfwFkhQ/LQ/dF34wfnUvT/nxYmvdhTJP64QVmMJa7s/pWq7Cb5pvj/IvhpWp7mbP7oQqz/CMMw/p3hcVIuImj/5adyb3zDBP1x381SH3Lw/EHf1KjI6oD8T8GskCcLBP3v18dB3t94/EQAce/Zczj/FPOlM8/FtPzhIiPIFLcg/jone8w2Wsz9XQKGePgLFP6zhIvd0db8/tvP91HjpxD9q39xfPe7BPw7giEkTSpo/r3srEhPU3T9eSfJc34fbP0HV6NUApd8/QdXo1QCl3z9B1ejVAKXfP75MFCF1O8M/gT0mUprNvz8SxT/HokSuP/29FB40u8A/pP56hQX3wT8ol2t2SUG0P1xu1RrvM7U/W7Iqwk1GxT+D29rC81LBP4VxgRXx560/dh5wuOqVtT9AXlmz3yS1P8Mu5ddqaqw/jk6nhkcssT/uwO+VLx6oP1RW0/VE18c/UmbeBaXDsD82yvrNxHTJP8osjD4wkbI/L0if+xetiD98mShC6na2P5wVURN9Psg/XI3sSstIyT/jqNxELc3NP72ZhwJs9oY/F6yCYnX1hD/OGTDMMllGP5sjhnh/F5E/Y/g+C/jrhD9DIJc48kDgP0MglzjyQOA/mSmtvyUA1T97FoTyPo7SP/Uu3o/bL9g/Oul942vPzD/Zd0Xwv5XKP10VqMXgYYo/LxaGyOnruT/Xz6y2rAywP60Tl+MViMg/GjbK+s3E0D8EAMeePZeZPwTaZ98m7bM/MnIW9rTDuz8KMZdUbTe9P6ltHuJ6b7k/n1kSoKaWrT/9SufDswTWPw0ViEPb1rE/3ZFWIYpupj+ff3FfvUC1P2//gL149ag/WiKCN8Vfgj+PjquRXWnZP3y5T44CRNw/YmU08nnF2j/NXODyWDPAP0c0Jmmj36s/p8mMt5VeyT8JOIQqNXuYP92ZCYZzDd4/aIae3tYntD8k1AyponjBPzXrjO+LS9Q/G5/J/nkawj/Xo3A9CtfBP592+GuyRsE/NIP4wI7/xD9SVEfYASGbP66a54h8l7o/tD16w33kvj8s0y8Rb53HPxGKraBpibM/iGh0B7EzwT8QWg9fJoq8P/CK4H8r2b0/5NcPscHCzz+IZTOHpBaqPzhY7rvYaq0/0uUom80+sj8zox8Np8y5P/SHZp5cU9s/P+PCgZAswj/WhcTi3MuSP/5F0JhJ1M8//OO9amXCxz9i83FtqBjeP6gH3CU3q2o/FQMkmkAR2j/wEwfQ7/vTPyV6GcVyS8k/GsIxy54E1T/LaOTziqfQP9zawvNSsb0/0bAYda29qz990XnoFhWkP4nqrYGtErw/QUgWMIFbxz+Gyr+WV67PP9KAi1/CsrE/NIC3QILivz+BtjBmpg+kP/w5BfnZyMU/g8MLIlLTvj8OHlzwWCKyP6JgxhSscco/4qar4Fxopz/PCxx1GaNqP/zRJj3CH4Q/0+dZ/52jpD+x0YPM386fP77ArFCk+8c/DYNDuX4LqD/n4QSm07rPP80Bgjl6/OE/t3u5T44C0j8rFVRU/UrjP+xNDMnJxM8//Ul87gT73z9oIJbNHBLiP2ggls0cEuI/CTiEKjV71z/yKJXwhF7RP4aPiCmRRK8/6NoX0At3wD+SwgZVtIOjPwSNmUS94ME/Rfndz4SBuD8gF4uVhzulP8iTSbKzjag/3XMFgM+0pT+LT6Z2K/CaP3ax/gkNSIM/orQ3+MJk0z/WGd8Xl6rQP8xh9x3DY94/DtdqD3uhxj+ezhWlhGDcP+hsAaH18Ns/yCQjZ2FP1z/LK9fbZirsP8sr19tmKuw/ksdXK6jidT/puvCD86ngPxRZayi1l+M/mPkOfuIA5j8jhbLw9bXhP75PVaGBWMo/xNLAj2rYyz+t9xvtuOHPP8IB48+m2a4/qG+Z02Uxwz+IDRZO0vzZP1XejnBa8NE/iXssfeiCzD86P8Vx4NWqP1TUT+4tm7E/kUL+PogJuT/qIK8Hk+LZP2ZoPBHEed8/0mtY+J+hnD9OSMbFrHKoP4KLFTWYhts/OjyE8dO42j8VrdwLzAraP9nonJ/iON8/0jk/xXHgyT8BM9/BTxzOP97vBofNtok/ew1muKbltD/oLR7ec2DNP8UB9Pv+zdE/Mv/omzQNwj/3H5kOnZ7LPzbNO07RkdY/OkmpOprZsz944K09/bGuP181hYTe0Z0/7ZqQ1hh0vj8AHHv2XKa+P3tmSYCaWsY/sRTJVwIpwz/ZPuQtVz/IP8lVLH5TWMc/8l8gCJChyT+xFTQtsTLRP9uLaDum7tU/24toO6bu1T/yQ6URM/vYP8AklSnmIMQ/5CAy9m+oqT+YQcbt4dyoP4A5xIn5A7k/l1wgnKrWtz9+WqA42ze4PzqUoSqm0pc/+zpwzojStD/mS15T1iW1Pxfvx+2XT9A/5r17kRoksj8Q75Rpj3KjP9itr782LJ8/ZHPVPEfkyz+doE0On3TMPwVu3c1THco/7zmwHCEDtT8/OnXlszzYP4Jy275H/cc/ysFsAgzL1D9blq/L8J/GP+gv9IjRc+E/9N+D1y5t2j93aFiMutbSP0fH1ciutMw/O/w1WaMe2D8Z/tMNFHjgPxn+0w0UeOA/J8KGp1fK3T+EZ0KTxJLSP9gGOM63T7Y/5l31gHnInD/D9Shcj8K5P87GSsyzksw/i0NHvIYqsD9oIQGjy5vfP4o73uS36MA/d01Iaww62T93TUhrDDrZPw3k2eVbH7I/pFC7BEyFpT+TNlX3yObEPwsL7gc8MMg//ZR03hD0kT8aCLjWzXuSP0ZblUT2Qb4/y7vqAfOQwz980okEU83RP7yUumQcI9M/v3yyYrg61j82AYblz7fbP61POSaL+8E/FL1C1Z5Itj86jy9GyVC2P0qT9xZ71Jw/iecRSC6kiD+0AkNWt3rEP74pUZvd/6Q/Io0KnGwDtT+hTQ6fdCLDP4yC4PHtXdo/qLEY0GYwmT+x22eVmdK6P5SjAFEwY8A/OGkaFM0D0T/rapfbYiO3P8YA5N/CFas/1NxlGqjnpD9E/S5szVbEPwQ91LZhFNw/gf9Sq1T1pz8N/RNcrKi9P2jr4GBvYuA/aOvgYG9i4D/35jdMNEjFP0e7wJskTJc/Loz0ona/yj8wSPq0iv7aPxAJOrWOBaQ/hEvHnGfsyz+GOqxwy0fKP030+SgjLrQ/oHB2a5kMwz+InL6er1niPzuPiv87osw/dznbkguEuT9fC3pvDAHMP+zBpPj4hNA/Wi2wx0RKxT+8HBsmv+qdP5Hu5xTkZ8U/M2spIO1/yj/iAWVTrvC+P+PdkbHa/M8/dZFCWfj61T9vgQTFjzGfPzJBaJg1DK4//RLx1vm3mz8D9LFxsy6kP+0pOSf20NA/Ab9GkiBcwT9YLI9/sJ2lP4MfiyPFtqM/zR5oBYas3z/z3IzkPK22PxvZlZaResc/d0YA3NGkiT+UbeAO1Cm/P2OARBMoYuY/4jycwHRa3z+38ScqG1bjP7fxJyobVuM/deWzPA/u1T9jl6jeGtjAPzyJY7iVuaA/ONkG7kCduj+mgLT/AdbAP6ZasPldfbk/mGiQgqeQyT8ZkSi0rPurP2HfTiLCv8o/DFRrBl1nrD+m1vuNdtzSP19DcFzGTdU/f95UpMLYxD8UKSig5GmkP6TGhJhLqsA/R6kpboGprz+YRjjSvl6yP7oxPWGJB8A/Gv1oOGVuyD9lVYSbjCqjPzeI1oo2x8E/juUCPA4okD+d9SnHZHHFPyzcTUsHRq0/E1CXezfMqj+RYKqZtRTOP0qyDkdX6co/+OP2yycrwj/bXbHQGPe0P7+eChOhbLE/F4OHad/ctT8hPNo4Yi3QP/opjgOvlqM/tFSD1f0IgD8abyu9Nhu/P4IavoV149M/ahMn9zsU3D8/jBAebRzHP5nVO9wODcM/O6buyi4YwD/MJyuGqwPAP1kzMshdhMM/bBPdaSG3qT9KehhanZy5P9JzZhb8ka0/m5Ksw9FVvj8eG9wx0BB5PzOd55mo76I/ht6HKMu1sz/y07g3v2GiP08eFmpN89I/d50N+WcGrT/BHahTHt3CP3/3jhoTYtY/xPZJpCNvoz8AuQ4fIn+4P8i2DDhLycA/KynBLP4AoT/pjN5f82CRP6gr6XKUzZ4/I6sRsAxgsD+sHFpkO9/DPwnh0cYRa8E/c1WP6iqToD8Yd4NorWirP6ZklMIXgag/Q3Bcxk0NwD/Kp8e2DDjHP3k/br98sr4/PZ6WH7jKwz8ocWdwpeiyP32wjA3d7MM/fbCMDd3swz9/Ep87wf7DP2H9n8N8ecc/qiheZW1TvD/Rsu4fC9HJP3rwJDMo5LQ/yaoINxlVuj+DGhk/6DSGPzP7PEZ55r0/wraPJiiPsD939pUH6SnKP87DCUyndc8/5q+QuTKovj+gM2lTdY/QP84FiUiodKc/EK0VbY5zwz+5/fLJiuG+Pyh8tg4O9to/ZoS3ByEg4D96U5EKYwvgP16CUx9I3tc/n1p9dVWg1D8tk+F4PgPKP/JBz2bV584/b7ckB+xqyD+x4H7AAwPOPzoP3aKCebg/WYtPATCewT8A4xk09E/CP1l/8EaL2Kg/Tc6aaQyEsj/nVgirsYTNPyTQYFPnUcc/xhaCHJQwuz9jMgujD0y4P1kH9k67TrE/N8KiIk4noT9G/xVDg161P2xmJZRb5mY/aeBHNez30D9oCMcsexKoP54kXTP5Zrk/Hy+kw0MY0T/fap24HK/SP2u7Cb5p+tM/3GeVmdL65D/cZ5WZ0vrkPxud81McB8o/yOvBpPj4vD//WfPjLy3RP8WQnEzcKso/Pq4NFeP8xT9IbeLkfoewPymuKvuuCK4/KxK4Gn7cpz9mn8coz7y8PzG/iderfrk/RdREn48yxD/B5+LKNPWVP7rkbsYf+7c/NZin7wyFZT8cNXBRd6+UP2cLCK2HL94/S3UBLzNsoD9qqRfXUwa1P++/33nzZZs/YrzmVZ3Vkj9XsI14spulP3aKVYMwt7s/CcGqevmd0D8pfXydL1GoP9NCE3LvK6A/6uLbYE0KpD+ZuFUQA127P5YgI6DCEaQ/Cak2k8pvtj8oDMo0mlzTP3tOet/42tA/MSjTaHIxuj+tvroqUIvRPxDrjVph+s4/rmqkAKzprT+JefsYGB6oPz7YPcwyEQw/JKTUt2rk/D6iuONNfovIP/+N4sG7AZM/LgJjfQOTxT+4V+atug7UP+Xuc3y0ONI/5QmEnWLVxj/Kbmb0o+HhPxH/sKVHU8U/gZTYtb3dmj8/qIsUysLNP3reMkwS8LY/o/PQLSqYtT8PCkrRyr3OP0FdSZejbK4/DJOpglFJwT9JoMGmzqO+P05eZAJ+jbI/c5DGV/H8mD8U5AxqZPxwP0OUqy99dWY/3j1A9+XMuj9Nu5hmutfLP199PPTdrZw/gLqBAu/kuz84v2GiQQrCPwNYiR6dX7U/sqGb/YFyyT/Thy6obxngP7Z5LTJLTLE/HlN3ZRcMwD8jMNY3MLm5P25rC89Lxc4/HzAPmfIh0j9IFcWrrG3XP45FiUyvg6U/yl6lcV5StT8Bv0aSIFzHP+LJbmb0o8M/Wb7TCQ1ptT/KLVLNUeydP3U+PEuQEcY/ucFQhxVuvT+6ERYVcTrNP4ZzT08G5F4/+1jBb0OM0z/rqdVXVwXCP3UhVn+EYbw/8u1dg7700T8M4xNXOsS0PyUgJuFCHrE/kdhJ2BJNtT/g1t081SHDP8+hDFUxlcQ/Ksb5m1CI1T+k4v+OqFDJP36pnzcVqbw/kGD0JtBxsz/FOH8TChHXP1MhHomXp8c/R8fVyK600T/2Zi82CM6oP0/rkWFwKIc/GB01ywrqpD+A8+LEVzuuPxYzwtuDEMQ/Sf4WU5+asz/5adyb3zDFPyRE+YIWEtA/h9uhYTHq1D/ByTZwB+rQP6Qz1ThA1aU/VfWXgtoUrD9OKhprf2fSP3aKVYMwt9Y/mwcLgiJxuD+XkXpP5bS/P0OYkTDCypc/C9KMRdPZuT+N4JBXMaa4P9NsHofB/Mk/c9u+R/312D+05PG0/MDLP/4N2quPh54/lSwnofSFpD9KhQw/k1ihP/uQXKOKh6w/+8vuycNCwT/Op45VSs+8P9B+pIgMq9Y/T64pkNlZvD8xlX7C2a2xPwMGSZ9W0cU//MQB9Pv+zz8cYVERp5PQPyBgrdo1IdA/9BWkGYumvz+sZud+mM6yPw6ki00rhZA/NuZ1xCEbvD+m5yfmanW1PwE0Spf+JcM/L9y5MNKLvj+U3czoR8PQPysLLm9xAXY/QBcNGY9S2T/Ze/FFe7y4P9Rm9z8bFKw/9aJ2vwrwwT8dqinJOhzNPydNg6J5AMU/2eicn+I42D8eco6V8yCgP1Cop4/AH8g/TOKsiJrowT9vAbIhSVqLP9AlHHqLh7s/SicSTDWzwj8jTFEujV/iP2recYqO5N8/JR+7C5QUzj+E6/b+qzO5P4/y3fe565Y/sNY/PtetlD9y32qduBzfP3O4VnvYC8s/IJkOnZ53xT+0dXCwNzHCP04MycnErcQ/2HRO/c3VsD/EsS5uowHCP5XTnpJzYsE/lUFaCBeXjz8uIXqt36e1P2qY635fbao/Tu/i/bj9wD+Ws3dGW5XKP0qYaftXVsY/y9sRTgte0z+5401+i06+Pxk+fV+3Y6k/GonQCDauvz9WSWQfZFnAP03WqIdodMU/Px2PGaiM1D9YBcXq6ummP1JgAUwZOMI/tCH/zCA+zj94z4HlCBnOP593Y0FhUNI/HqfoSC7/kT9rRZvj3CbWPxUcXhCRmtI/tW0YBcHjxz/Wql0T0hrWPw3iAzv+C9o/wi/186YizT8DXJAty9fPP5shVRSvsr4/Rkw/l1+8nT+kUBa+vtbRPz86deWzPMc/TmA6rduguj/IXu/+eK/MP0brqGqCqM0/ZD+LpUi+3z8lzLT9KyvaP6jF4GHaN8c/TwMGSZ9WvT+FXRQ98DHGP31cGyrG+cE/+WUwRiQKxT9FuwopP6nGP6T6zi9K0M0/02pI3GPpxz+lZUkl4ee4P0YiNIKN678/XI3sSstIxT+DUrRyL7DiP78oQX+hR9g/vyhBf6FH2D+1M0xtqYPVP5pDUgslk88/n9IctLLYqT8Ba9WuCWnNP4up9BPObtg/i6n0E85u2D/rbp7qkJvRP8L8FTJXBs8/vodLjjulwT+I8gUtJGDUP63e4XZoWMA/3UWYolwayT+bxvZa0HvTP2t9kdCWc80/x/ySQ3pArz+YMnBAS1fVPz2CGylbJNA/1GUxsfm4zD9+AFKbOLnNP3yakxeZgNY/1qnyPSMRyj8+rg0V4/zDPxWRYRVvZOE/44i1+BQAwz+UWXM203O5P9EF9S1zurw/AtrSeiptgj/fEbrwKDqHPx29K8yMyLM/xFvn3y77xT+xijcyj/zQPwSoTqz4K7M/P28qUmFswz/5D+m3rwPPP/a1LjVCP8k/dqkR+pl6wz+6n1OQn43GP2vwvioXKs0/fGKdKt8zyj/pcSn4txW2P6yRXWkZqcc/PPiJA+j30T916PS8GwvZP47Idyl1ydY/z79d9utO0T/eVnptNlbIPxWoxeBh2s0/6W6NvjingD+6cHvdfemyPw01Cklm9b4/OQ1RhT/Dwz/FG5lH/mDSP8TuO4bHfsg//v7et2tTtj/K4ZNOJJimP4ZWJ2co7rw/oaLqVzofoj8vv9Nkxtu6P9B8zt2ul7I/V9EfmnlyvT+OHr+36c/EPwndJXFWRNA/X3mQniKHyj/zn3/MGDCqP7oq9dFOcpQ/7pdPVgxXvz8IAmTo2EHRP1d4l4v4TsA/SiMLPQc7mj+obB6oz+WAP7tX99kSA5Y/deeJ52wB0j8wEtpyLsW9P4SbjCrDuMc/F3/bEyS2xz+gNxWpMLbOPyShiKDFraU/GKNkKN1Mmz9ExM2pZADMPwLasWxBSp8/ZcLUO4FVtj8ZA+s4fqjCP4ApAwe0dL0/kPY/wFq1qz+D1JIzub2hP3L+gc2UMaU/IbByaJHtxj8hsHJoke3GP2USPxBq0KE/e6Lrwg/Ozz8rN6wE5nyUP6cFL/oK0tg/nXpJCPsbkT8YWwhyUMKoPzTz5JoCmcU/PT0A89q2kT/kg57Nqs/HPymiFc4koHg/nFkBdE6inD+YaJCCp5C/P1/uk6MAUco/TmN7Lei9zT+kJxvFKL6sP8AlAP+UKsE/IjXtYprpuj+iDcAGRIjUP4Dyd++oMc8/CrlSz4JQ0D/r56j+nN2pP3tMpDSbx7k/7+PLuGdlRD8rGJXUCWjUP2y7vzBPnbc/PAvnv6z1sj9/gcWGEz2FP2qIKvwZ3rw/I6afyy/erj8OZ341BwjTP4NQ3sfRHKU/pDhHHR1XtT84Va07zE2aP+7S4XxFElg/AqiYOROJqD/k3CbcK/PGP2fUfJV87MA/PtAKDFndxj8lrfiGwmfXP8ew1MRM7Ks/AtU/iGTIzT9PdcjNcAPSP9/REJ+FTqU/iNaKNse5uT/VvJmHAmymPxTgBVs2hKw/0/iFV5I8xz9FsSZghaWvP24zFeKReME/9YAeDyK+eD8Gg2vu6H/LPzOJesGnOcs/3dPVHYttwD/V4Y1xagyzP7La/L/qyME//k5JjFTOpT+wHCEDeXbHPzDYDdsWZb4/SOrzB7lBsT85mE2AYfnQP1Q4glSKHdQ/bhRZayi1zz84LXjRV5DQP0n2CDVDqtw/yLQ2je21yD9lcf+R6dDFP7CsNCkF3dE/IjZYOEnzwT9GeCBXj6CNP4R4buu4K6U/n32btF8tjT8MNa+P86OmPxK8IY0KnOA/qRQ7Gof63D+Hd2/71GezP26dJAJ6hrk/PYBFfv0Qiz/w+PauQV/SPwn84ee/B8M/mNR1Te2xtT+5izBFuTS6P12LFqBtNcc/E7U0t0JYzT8RVI1eDdDhP/+vOnKkM9s/tABtq1ln0T/B4Jo7+l/UP/gb7bjhd8M/BRiWP98WzD9O2NnrONm3P3gmNEksKb8/MrSV8rXCrz8HliNkIM/XP88Qjln2JNY/tCH/zCA+zD9QptHkYgzMP45tY/2w76Q//PWvUXu2rz9LR+8KMyOiP5ubJbfcT7Q/xRwEHa1qoT8WmF8Xj5yGPwq5Us+CUJ4/O+cC8oANsz+iCKnb2VfOPyLS47UaK3Q/7aUAg2qkgT+0buYEK1Z2P/RLaaJ0jrI/LRDzm3i9qj+nDeJe9HCVP2htZGiGnpY/Z4+je87EcT81Y9F0djLWPw3hmGVPAsk/5Nh6hnDMvj+Dw2bbxCSXPz4ATpQpi7M/kTCIH86JXj/vyFht/l/FPx2kjiuB1mQ/4MIVq2EarT9ArO3caoy2P0sA/ilVosg/02hyMQbWuT9IowIn28C9P6HQ/Hs6aLQ/JMm9CjprpT+vJk9ZTdfFP3uGcMyyJ8M/PzbJj/gV2D+ZSdQLPs3NP0WhZd0/Ft0/f2ySH/ErxD8cCwqDMo3OP8+ey9QkeMU/HVvPEI5ZxD8p0CfyJOnRP3B9WG/UCtI/M8NGWb+Zyj99zt2ul6bZP4uNeR1xyNA/oz1eSIeHvD/VA+YhUz7EP3UAaaRKOZw/0NeHUAAgqj+/K4L/rWTbP6uwGeCCbNQ/GD4ipkQSwz/vOhvyzwy+P2zxhLk4hZg//K/OjNntrj9aLhud81PEP3sHif4aWrg/LEoJwap6zz81fAvrxrvHP/d/xGXLqKw//eyRF+MNsj9t4uR+h6LIPzgpccIpGLg/lxqhn6nXxz/DLR9JSQ+/P3ZrPlNUoq0/s7PonQq42z/JWkOpvYjGP4TVWMLaGMk/rg/rjVph1D/qruyCwTW1P5OmQdE8gNk/pX0YxoJntT9L5e0IpwW7P7AIWXEFb7k/4h5LH7qgyj9mBdA5iVKyP1Yo0v2cgs4/MH1UaMXckj8CL44lB0eUP9rJngynL2g/nie/we6mgT9CXg8mxce/PydnKO54k68/cBgW7TvQlD8XZTbIJCPWPxdlNsgkI9Y/F2U2yCQj1j9i2jf3V4/NP+vGuyNjtcc/Zpgk4CHWoD/ws4C/TqCuP32UEReARs0/MB7vn7gttz9hDPZwE/+xP/8Sp0nfWrI/dLfrpSkC1D+BJsKGp1fEP2Udjq7S3cE/hJz3/3HC2T+jzXFuE+7JPxrEYi9vaaA/0lYlkX2QvT/queBnt/GiP3swKT4+Ick/JE0Xva66mT+F6XsNwXHPP/6bODWn/Xw/Knf6nBYXpj/4F0FjJlG7P8Vku4ysRrA/Sl6dY0D2tD/MhusHKwSoP/8lqUwxB80/a0Wb49wm2D/F46JaRBTLP8kh4uZUMsQ/QDIdOj3vxj8ijQqcbAPDP5s3TgrzHq8/sj3EUJhBsj8UBfpEniShP5+wH708+JQ/mRKkraXbtT+wcmiR7XzHPymnqMDqRIE/rBCg8CPIrj/boswGmWS4P6Ghf4KLFd4/pMaEmEuq2j8R4PQu3o/RP19CBYcXRNc/kfEolfCEwD+ejabEvxmuPwmKH2PuWsA/mVoAZDJmrD+q14i71c6bP8cPlUbM7MM/aw2l9iLaxD/FOlW+ZyTWP4o5CDpa1cw/g9+GGK95xT+MFvsmqDy5P+61oPfGEKg/ttrDXihgxz8gtYmT+x3GPwlU/yCSIcs/tmrXhLTG0D8XFe0BJcuCP2JAQAgSJbE/Ekw1s5YCvj+v0t11NmTgP9mv4CMHkbM/PEz75v7qzz9VMgBUcePTP5JYUu4+x8M/9MpQcAxcsT9AoDNpU3XBP7eadcb3xdc/BaT9D7BW1T8racU3FD67P8cvvJLkucg/NxlVhnE32D/C3O7lPjnKPzZ4X5ULlbk/nuv7cJAQyT8XQ94XPPGlPzBoIQGjy8M/n69ZLhudwz/yIhPwayTVP455eCo7WLA/LVqAttWsuz/zx7Q2je3WP90iMNY3MNA/m0gfqXRmtz9TCU/o9Se1P6Lw2To42MU/9P4/TpgwyD9JTbuYZrrPP7XBiejX1sU/6j9rfvylyz8Bo8ubw7XeP7kbRGtFm9w/PgXAeAYNzT/Fy9O5opTQPzpAMEeP38c/DvPlBdhHuz/tZkY/Gk6ZP3pyTYHMztE//vM0YJD0zT9+D6hIzz6wP7yb61fhZkY/qU2c3O9QyD+jSM702Ld/Px3HD5VGzMo/fwNJjip5sz/Qd1z50RWZP3B31m670Lg/yvs4miMr0j/K+ziaIyvSP+OJIM7DCcg/LIGU2LW9wT8H0sWmlULCP8DrM2d9ytE/T1sjgnFw0j/gEKrU7IHQPxN+qZ83FcE/c7nBUIcVxj99gnrp3KOtP76ghQSMLsk/lbn5RnTP3T+VuflGdM/dPxdKJqd2htg/Jchr0ittgj/msWZkkLu8Py6RC87g78E/iWAcXDrmzD9KE0q6wauQP6oNTkS/tsQ/qMR1jCsuyD+p+L8jKlTSP5TZIJOMnMk/EhPU8C2s0D85Kcx7nGmmP7jPhewXR5A/Y0LMJVXbvT9diNUfYZjgP+VEuwopP8U/WcSww5j0xz/76qpALQbQP6kyjLtBtNA/fxMKEXAIwT9z1qcck8XDP7mOccXFUcM/+bWaGg2FsD8vuDAcGfWqP2ak3lM57cM/T5DY7h6gyz+hZHJqZ5jWPwRyiSMPRN0/IoleRrHcyj8x4eGHlLC0P7MxZZbze7M/FTYDXJAtvz9bOFofIKmnPx7Uj5d/PqM/Pj4hO29jyz/n5EUm4NfRP0Y54tqavog/7Gbrhaf8mD8mHeVgNgHVP6+ytikeF70/2RyMfW4NoT9PbiWFwxyyP0S8GkV7YaM/2LeTiPAvwD/hW/19a8y2P4JeEy3U9Z8/DfDuEuaHkz/+nlinyve8P8mqCDcZVb4/8N5RY0LM1T8xzt+EQgTSP39o5sk1Bdk//N8RFaqbvz9XGkLfJ1i5PwYaIl0izaI/6gYKvJNPlz/cq0X6o16mP8JWZM/5hKM/MzZ0sz9QyD+vQspPqn3IP9EF9S1zusQ/h9bUw+EWrT8U7Sqk/KTKP8MraqzUHmw/3oJbLWY6rj+d/w2QHnW4PzByBcpcz64/0J1g/3Vuvj/CsogX+hawPzXrjO+LS8M/JJf/kH77wj8DrtCsEWaxP8bE5uPaUNM/m4WHegs1nD+oFWxErNV5P7r/Iy5bRrU/KzV7oBUYmj9Yo8PoXsynP8X0zrI4raE/Upg5VaXKgz9iCbXwBuKmPx6eyg6WVqw/avgW1o13sT+uH6wQoPCTPzo978aC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Bz1xLyQQ8mQA+cM6K09yVATKYKRiXVJUBqTfOOU7QlQLpJDAIrZyVAGQRWDi1SJUARx7q4jaYlQGlv8IXJ9CRABhIUP8Z8JUBBguLHmBsmQJhuEoPACiRA4C2QoPixJEAzxLEubqMlQIZa07zjlCRA8x/Sb18nJkDQs1n1uRolQCfChqdXqiVA8x/Sb18nJUBdbcX+snslQPkx5q4l5CRAuECC4sf4JEAIrBxaZJslQOauJeSD/iVAdQKaCBueJUD7XG3F/rIkQKTfvg6ckyVAjNtoAG9BJUAB3gIJin8lQBB6Nqs+FyVAlWWIY13cJUCRD3o2qz4lQArXo3A9qiRAUPwYc9dyJUD1udqK/YUlQLPqc7UVmyVA4L4OnDPiJUCDL0ymCsYlQGfV52ortiRAgEi/fR0YJUC5/If02xclQHh6pSxDXCZAEOm3rwMHJkDZzvdT44UkQCBB8WPM3SVAaLPqc7V1JECJ0t7gC9MlQOeMKO0NfiVAOiNKe4OvJUA9LNSa5l0kQMRCrWne0SVAUrgeheuxJUBseHqlLAMlQCcxCKwc+iVAGCZTBaPyJECOBvAWSNAkQHRGlPYGnyRA7C+7Jw9LJUCt+lxtxR4lQD81XrpJDCZA4JwRpb3BJUCe76fGS1clQC0hH/RsFiVATfOOU3QkJUDvycNCrckkQEtZhjjWxSVAMuauJeSDJUCKH2PuWkIlQJhMFYxKiiVA+zpwzojSJUAc6+I2GsAkQFMFo5I6oSVAWvW52op9JUDNO07RkZwlQKfoSC7/wSVA3gIJih8DJUCyLm6jAVwlQJLLf0i/XSVAAG+BBMVvJUAxmSoYlTQlQKyt2F92byVArkfhehSuJUBLyAc9m9UlQNjw9EpZBiZAm+Ydp+hIJUDUmuYdp8glQPYoXI/C1SVA6Nms+lxNJUBn1edqK/YkQPVKWYY49iRACyQofozZJUCNKO0NvjAlQKyt2F92ryVA8BZIUPy4JUCutmJ/2b0lQOELk6mCcSVAgQTFjzE3JUAhsHJokc0lQBQ/xty1RCVAJlMFo5K6JUDLEMe6uO0lQAWjkjoBzSRAUrgehesRJUAhH/RsVr0lQPtcbcX+EiVAqmBUUicgJUAm5IOezSolQIY41sVtFCZAtvP91HgJJUCZKhiV1KklQLAD54wo7SRAhXzQs1m1JUDLEMe6uE0lQK8l5IOeTSVAAwmKH2POJUCLbOf7qVElQEku/yH99iRARdjw9EoZJUAm5IOezaolQIV80LNZtSVADAIrhxY5JUCAt0CC4mclQGIQWDm0iCVAduCcEaXdJUBCz2bV56okQE5iEFg5VCVAhXzQs1lVJUAbnl4py7AlQPvL7snD4iVAc2iR7XwfJUDRkVz+Q1olQJSHhVrT3CRAnu+nxks3JUCM22gAb0ElQHctIR/07CRA6Gor9pddJUCRD3o2qz4kQFkXt9EAPiRAyJi7lpCPJECzDHGsi/skQC0hH/RstiVAu7iNBvD2JEAdOGdEae8lQOhqK/aXHSVAseHplbJsJUDNzMzMzOwkQL7BFyZT5SVAAd4CCYofJUBkO99PjZckQDm0yHa+fyVAPQrXo3B9JUBa9bnair0lQFfsL7snTyVANBE2PL1SJUCutmJ/2V0lQI/k8h/SryVAq8/VVuzPJUA5tMh2vn8lQAAAAAAAYCVA/tR46SYxJUA3iUFg5bAlQKfoSC7/4SRAEFg5tMjWJUCFfNCzWVUlQGIQWDm0yCVAQxzr4jY6JUClLEMc6+IkQBPyQc9mlSRAgEi/fR24JEDl0CLb+d4kQFdbsb/sPiVAuB6F61F4JUCjkjoBTeQkQPRsVn2u9iRAzhlR2htcJUC+MJkqGDUlQCL99nXgXCVAWDm0yHY+JUDkTulg/b8jQOVEuwopvyNAak3zjlMUJEBU46WbxIAlQAkbnl4piyRAak3zjlOUJUBZhjjWxQ0lQEdy+Q/pVyVANxrAWyABJUCBlUOLbKclQBsv3SQGQSVAMZkqGJU0JUApyxDHupglQK+UZYhjXSVA1XjpJjGIJUD4wmSqYDQlQF5LyAc9WyVAObTIdr4/JUAAkX77OnAlQF66SQwCqyRAV+wvuyevJEAwuycPC9UkQGiR7Xw/1SVANIC3QIIiJkB6xyk6kuskQMKGp1fK0iVADJOpglHpJEDV52or9rclQNiBc0aU9iRABOeMKO3NJUB4nKIjuXwlQH0/NV66aSVA9dvXgXOmJUCzDHGsi9slQH3Qs1n1OSVABaOSOgEtJUDdJAaBlSMlQERpb/CFiSVA1lbsL7snJUAXt9EA3kImQE5iEFg59CRAQs9m1eeKJUBj7lpCPgglQGb35GGhViVANqs+V1tRJUDqlbIMcSwlQLx0kxgEFiZAzhlR2hv8JEBApN++DvwkQBrAWyBBkSVA16NwPQp3JUCZKhiV1MklQC6QoPgxJiVA07zjFB0pJUCRfvs6cG4lQIxK6gQ00SRA3pOHhVqTJEAgQfFjzB0lQLwFEhQ/piVAC0YldQI6JUDmriXkg54kQMZtNIC3YCRA3bWEfNCzJUCfPCzUmsYlQEvqBDQRNiVAMLsnDwtVJUCn6Egu/2ElQH/7OnDOqCVAjnVxGw3AJUCV1AloIgwlQN0kBoGVAyVAFvvL7skDJUABTYQNT08lQINRSZ2A5iRA4XoUrkcBJUD35GGh1lQlQNk9eVioFSVA845TdCS3JUA2qz5XW7ElQJM6AU2EDSVAoImw4em1JUDgvg6cM8IlQLU3+MJkiiVA07zjFB1pJUB4CyQofowlQDcawFsgYSVA5fIf0m9/JUDSb18HzjklQLN78rBQiyVAxLEubqOhJUBUdCSX/xAmQIGVQ4tsByVAsVBrmnfcJEC/fR04Z4QlQBx8YTJVUCVA5j+k375uJUBcj8L1KFwlQFyPwvUovCRA8fRKWYb4JEBYObTIdh4lQInS3uAL0yRAxY8xdy3BJEAHX5hMFSwlQPfkYaHWFCVAmpmZmZk5JUDtnjws1DolQBZqTfOO8yRAT6+UZYjDJUDmriXkgx4lQMpUwaik7iVABhIUP8ZcJUAN4C2QoLglQMZtNIC3gCVAZDvfT423JUC+nxov3WQlQLmNBvAWaCVAUiegibDhJED/If32dQAlQCh+jLlrCSVAA3gLJCieJUD4U+OlmyQlQGKh1jTvmCVA48eYu5YQJUAvbqMBvOUkQBlz1xLywSVAQBNhw9MrJUDGbTSAtyAlQC7/If32FSVARpT2Bl+4JEBHcvkP6dckQDAqqRPQJCVA845TdCQ3JUBPHhZqTfMlQNzXgXNGFCZAP8bctYQ8JUAUrkfhelQlQIlBYOXQgiVAYOXQItv5JEAhsHJokW0lQC7/If321SRAJlMFo5J6JUB3LSEf9CwlQA4tsp3vxyRABFYOLbJ9JUCjAbwFEtQkQDXvOEVHMiVAVFInoIkwJUAdyeU/pL8kQEXY8PRK2SRAJLn8h/TbJUCrz9VW7E8lQEjhehSuJyVA5/up8dLNJUCsrdhfdg8lQKCJsOHp9SVArWnecYruJUBRa5p3nAIlQEjhehSuRyVAPzVeuknMJECYbhKDwIokQJJc/kP67SVAqvHSTWJwJUBYyjLEsQ4lQD0s1JrmnSVAbHh6pSxDJUCWIY51cZslQBgmUwWj0iRATfOOU3SkJUCBlUOLbMclQAwCK4cW+SVAqvHSTWJwJUC9UpYhjnUlQF8HzhlRWiVAXCBB8WMsJUBYqDXNO+4lQFXBqKROYCVA2qz6XG3lJUB4CyQofmwlQBSuR+F6NCVAC7WmeccpJUC0yHa+nzomQGx4eqUsgyZATtGRXP4jJkCDUUmdgAYlQC6QoPgxBiVAexSuR+EaJUDyQc9m1UcmQCzUmuYdpyZAPzVeukmsJkAHzhlR2lsmQH2utmJ/WSZAdk8eFmrNJkCad5yiIzknQDqSy39IXyVAGeJYF7dRJUBg5dAi2xklQAg9m1WfSyVA0m9fB87ZJEA1XrpJDGIlQAIrhxbZ7iVAOPjCZKqgJUDzjlN0JFclQGRd3EYDOCVArkfhehQuJUAwKqkT0GQlQHKKjuTyXyVAhJ7Nqs91JUDyBwPPvfcjQD0s1JrmXSVAmN2Th4W6JUBrK/aX3TMlQLByaJHtPCVAPSzUmuZdJUD9h/Tb16ElQCgPC7WmmSVAINJvXwfOJEDV52or9rclQLsnDwu1piVAAiuHFtmuJUCwA+eMKC0lQIqw4emVUiVAdEaU9gafJEAxmSoYldQlQE5iEFg59CVAGXPXEvJhJUDb+X5qvJQlQO/Jw0KtSSZA3gIJih+jJkDeAgmKH6MmQLprCfmgRyZA07zjFB3JJUASpb3BF4YlQKHWNO84JSRA4QuTqYIxJECX/5B++zolQKs+V1ux3yRAat5xio7kJEB3vp8aL30lQAn5oGezKiVAK/aX3ZNHJUClTkATYUMlQFOWIY518SVAqDXNO06xJUDKVMGopI4lQAKaCBueXiVA+zpwzohyJUD1SlmGOFYlQFOWIY51sSVAsAPnjCitJUCuga0SLO4jQOKvyRr1oCNA4gZ8fhiBI0DiBnx+GIEjQIrIsIo3giNARiV1ApqII0DKGvUQjY4jQMoa9RCNjiNAs3vysFB7I0CF61G4HuUkQGaIY13cBiVACtejcD2KJUCxv+yePEwlQBkEVg4tMiVAih9j7lpiJUAgQfFjzF0lQLHh6ZWy7CVAXCBB8WNsJUBkzF1LyGclQHS1FfvLLiZAIR/0bFb9JEBjf9k9ebglQHZPHhZqLSVAUwWjkjqBJUBWDi2ync8kQL6fGi/dhCVAPSzUmuY9JUCsrdhfdm8lQI9TdCSXHyVAaQBvgQQFJUBvgQTFj9EkQGEyVTAq6SVAVHQkl/+wJECM22gAb0EkQMcpOpLLnyVA8IXJVMEoJUDMXUvIBx0lQBBYObTIliVAWmQ730/NJUCWsgxxrIslQCxlGeJYlyVAokW28/0UJUA2zTtO0VElQNO84xQdSSVA/Knx0k1iJUBNhA1Pr5QlQFvTvOMU/SRAzczMzMwMJUAzMzMzM5MlQHicoiO5PCVAcF8HzhlRJUBuNIC3QMIkQM6qz9VWDCVArBxaZDtfJUB+HThnRAklQGDl0CLbWSVAbcX+snuSJUBos+pztVUlQNIA3gIJqiVAt2J/2T15JUCVZYhjXbwlQIMvTKYKxiVAUrgehesxJUDecYqO5FIlQJSHhVrT/CVAK4cW2c53JUBuNIC3QGIlQMxdS8gHnSRAodY07ziFJUB8YTJVMEolQIMvTKYKxiVA3bWEfNDTJEBhVFInoEklQOviNhrA+yRAW9O84xS9JUAqqRPQRBgmQAg9m1WfKyZAgEi/fR14JUBxrIvbaKAlQLpJDAIrpyVApN++DpwTJUBQ/Bhz15IlQE+vlGWIgyVANe84RUdyJUC7uI0G8HYlQFOWIY51ESVAU5YhjnVRJUA+eVioNU0lQFvTvOMUXSRA8IXJVMEIJUBuNIC3QKIkQGlv8IXJdCRA2ht8YTJ1JUDoaiv2lz0lQCsYldQJSCVAMlUwKqlzJUDrc7UV+0slQBSuR+F6dCVAe4MvTKYKJUBIUPwYcxclQIC3QILiRyVAodY07zhlJUAFxY8xd40lQDGZKhiVNCVAtFn1udqKJUA51sVtNMAlQBdIUPwY0yRAtMh2vp9aJEBCYOXQIjslQOeMKO0NniVAbef7qfESJUBd/kP67YslQDQRNjy9MiVAXI/C9SgcJUAu/yH99lUlQMiYu5aQbyVAJuSDns0KJUDrc7UV+4slQHgLJCh+rCVAKjqSy39oJUBcIEHxYwwlQHGsi9tooCVAjSjtDb7QJUDecYqO5HIlQDqSy39IfyVAQBNhw9MLJEDFjzF3LcElQFioNc07biVAn6ut2F+WJUCIhVrTvGMlQOVhodY0jyVAzojS3uArJkA0ETY8vRIlQHRGlPYG/yVANxrAWyABJUAbnl4py7AlQL8OnDOiNCVAqDXNO05xJUCF61G4HmUlQDAqqRPQpCVAVn2utmK/JUD+1HjpJhElQKpgVFIngCVAuK8D54yIJUDbiv1l9+QlQHWTGARWDiVAG55eKctwJUBxGw3gLXAlQFJJnYAmYiVA93XgnBGFJUDM7snDQm0lQPLSTWIQeCVAPnlYqDVtJUDQRNjw9EolQNBE2PD0qiVAkst/SL+dJUBR2ht8YfIkQNuK/WX3hCVAK4cW2c43JUBiEFg5tGglQFR0JJf/8CRA+MJkqmAUJUDPZtXnagslQFioNc07jiVA7nw/NV6aJUCtad5xiu4lQJzEILByCCVAFK5H4Xo0JUDG3LWEfPAkQCSX/5B+OyVAImx4eqWMJEDjNhrAW8AkQNNNYhBYWSRATfOOU3QkJkAzxLEubiMmQMnlP6TfHiVA7lpCPugZJUDWxW00gDclQEvqBDQRdiVAj1N0JJdfJUDjpZvEILAlQHS1FfvLLiVA7nw/NV46JUC1FfvL7kklQOzAOSNKGyVAX5hMFYwKJUBWn6ut2J8lQLTIdr6fWiVA1sVtNIB3JUAwuycPC/UkQOCcEaW9oSVAp3nHKTpyJUAcfGEyVRAlQBUdyeU/JCVAfa62Yn95JUANcayL2+gkQCegibDh6SRAsp3vp8YLJUD1SlmGOFYlQL6fGi/dZCVArfpcbcU+JkC+nxov3eQlQKTfvg6ckyVAMQisHFqEJUC9UpYhjnUlQJ2AJsKGhyVAHThnRGkvJUDxY8xdS2glQEVHcvkP6SRAfh04Z0QJJUCSy39Iv70lQLWmeccp+iRAcoqO5PK/JUC30QDeAqklQCegibDhiSRAVFInoIkwJUBX7C+7J28lQMGopE5AsyVA6SYxCKwcJUAwuycPCzUlQD9XW7G/TCVAOPjCZKoAJUBNFYxK6gQlQBx8YTJVMCVAWDm0yHYeJ0BYObTIdh4nQAU0ETY83SZAAJF++zrwJkAAkX77OvAmQEa28/3UmCZACfmgZ7PKJUCvJeSDng0lQLUV+8vuaSVAdy0hH/QsJUAJG55eKSslQFg5tMh2PiVAKcsQx7r4JEBNFYxK6uQlQMx/SL993SVAmN2Th4V6JUDHSzeJQQAlQKkT0ETYkCVAmbuWkA9aJUBseHqlLMMkQNXnaiv29yRAeekmMQhsJECrPldbsd8lQIJzRpT2ZiVAEhQ/xtyVJUDl0CLb+d4kQJ88LNSaBiVAZapgVFLnJUAjSnuDLywlQGEyVTAq6SRAmSoYldSpJUDl8h/Sb78lQNBE2PD0yiVAV+wvuyevJUA6I0p7g48lQIV80LNZNSVAC7WmeccpJUDuWkI+6BklQCNKe4MvLCVAs3vysFCrJEBoImx4esUkQDojSnuDLyVAXkvIBz17JUCP5PIf0m8lQJ+rrdhfViZAZapgVFInJUC6awn5oCclQE7RkVz+oyVA2PD0SllGJUDgLZCg+PEkQOJYF7fRwCRAfT81XrqJJECe76fGSxcmQDhnRGlvMCVAF0hQ/BizJUDWVuwvu8clQI2XbhKDYCVAgZVDi2xnJUClLEMc6yIlQFHaG3xhkiVAqoJRSZ1gJUBX7C+7Jy8lQO84RUdyWSVA6gQ0ETZ8JUC7Jw8LtUYlQD7o2az6XCVADAIrhxY5JUBIv30dOIclQLMMcayLGyZAf2q8dJMYJkDWxW00gFclQLN78rBQ6yVACfmgZ7OKJUAwTKYKRmUlQHQkl/+QPiVAP8bctYR8JUAbnl4py5AlQKfoSC7/wSVAgZVDi2wHJUDkg57Nqq8lQKg1zTtOsSVAGy/dJAYBJUCb5h2n6IgkQKMjufyHtCRAHqfoSC7fJEC2hHzQs5kkQH9qvHSTmCVAuECC4sdYJUCcxCCwcoglQNuK/WX3hCVAW7G/7J5cJUBVwaikTiAlQNCzWfW5+iRAXkvIBz27JECcoiO5/GclQIZa07zjVCVAXI/C9Si8JUB2cRsN4E0lQLsnDwu1BiVA/Knx0k3CJUDmriXkg14lQA+cM6K09yRARwN4CyQoJUCC4seYu5YlQIj029eBkyVAp3nHKTqSJUCWsgxxrEslQO0NvjCZyiRAaLPqc7VVJkAKaCJseFokQPMf0m9fRyRAdLUV+8uOJECh1jTvOCUlQGN/2T152CVAJlMFo5LaJEDP91PjpfslQNlfdk8eNiVA7nw/NV6aJUDqlbIMccwlQGlv8IXJ9CRAP8bctYQ8JUBbsb/snvwlQHuDL0ymCiZAUiegibDhJUChZ7Pqc7UlQAK8BRIUvyVAeJyiI7m8JUCJQWDl0KIlQBHHuriNJiVAZMxdS8hHJUCASL99HXglQEvqBDQRtiRAS8gHPZu1JUBlGeJYF7clQHctIR/0rCRAZ0Rpb/BFJUBTliGOdfElQAtGJXUC2iVA5x2n6EiuJUCvJeSDnu0lQH2utmJ/mSVAlWWIY11cJUDNzMzMzMwlQIbJVMGoZCVAnYAmwoYHJUDFILByaHElQCV1ApoIeyVAeHqlLEO8JUAijnVxG40lQL99HThnpCRAqz5XW7E/JUBnRGlv8OUlQNZW7C+7xyRAcM6I0t5AJUCMuWsJ+YAlQEGC4seYeyVAIv32deCcJUAm5IOezaolQJCg+DHmbiVAdLUV+8tuJUAawFsgQZEmQBWMSuoEFCZAJlMFo5I6JkCKsOHplVImQF8HzhlReiVAKcsQx7rYJUDUmuYdp+gkQDcawFsg4SRAJzEIrBxaJUDxY8xdS2glQH3Qs1n1+SRAPL1SliHuJEClLEMc6yIlQH6MuWsJeSVAIGPuWkKeJEDVCWgibNgkQBPyQc9m1SVAW7G/7J7cJEC+nxov3eQkQILix5i71iRAKjqSy3/IJEB6pSxDHGslQB04Z0Rp7yRA8fRKWYbYJUCVZYhjXZwlQNobfGEyVSVAiGNd3EYjJUDG3LWEfLAlQF8HzhlRGiVAjSjtDb6QJUBAE2HD0yslQHbgnBGlfSVA1XjpJjFIJUB2Tx4Wao0lQEVHcvkPCSVAfh04Z0SJJUBKe4MvTEYlQBKDwMqhJSVAKjqSy3+oJUBCYOXQIjslQO/Jw0KtKSVAokW28/3UJEAg0m9fBw4lQLhAguLHeCVASnuDL0xGJUCneccpOjIlQO0NvjCZSiVAQYLix5h7JUA5tMh2vv8kQFJJnYAmQiZAY3/ZPXk4JUAnwoanV8olQCZTBaOS2iRA001iEFjZJUDmP6Tfvs4kQBBYObTIdiVACD2bVZ+LJUDlYaHWNA8lQMrDQq1pXiVAyAc9m1V/JUBUdCSX/5AlQAaBlUOLTCVAPL1SliEuJUDtnjws1LolQHDOiNLegCVASOF6FK5nJUDD9ShcjyIlQLx0kxgE1iVAMnctIR/0JEBlGeJYF5clQCh+jLlraSVAPQrXo3BdJUAOT6+UZUglQB/0bFZ9TiVAA3gLJCi+JUDjNhrAW4AlQPmgZ7PqcyVAarx0kxhEJUBfmEwVjIolQMNkqmBUEiVAjNtoAG8hJUCneccpOnIlQC2yne+nhiVAQBNhw9NLJUAhH/RsVn0lQMe6uI0GUCVAGlHaG3xhJUCrPldbsT8lQBSuR+F6lCVAldQJaCIsJUDgnBGlveEkQCZTBaOSuiVAcoqO5PK/JUA+6Nms+jwlQBpR2ht8QSVAQj7o2awaJUAQejarPnclQLu4jQbwFiVAMCqpE9CkJUAYldQJaKIlQFfsL7snTyVAkQ96NqteJUAbDeAtkAAlQOJYF7fRICVAduCcEaVdJUA51sVtNIAlQJ7vp8ZLdyVAqoJRSZ0gJUANcayL28glQOtztRX7KyVA4zYawFuAJUCNl24SgyAlQJYhjnVxuyRAXCBB8WMsJUBoke18PxUlQEvqBDQRtiVAkQ96NqveJEDtnjws1FolQClcj8L1SCVAcayL22hgJUAK16NwPaolQG/whclUwSRABOeMKO0NJkDcRgN4CwQlQBueXinLsCVALSEf9Gx2JUCOdXEbDQAmQIofY+5aIiVAKjqSy39oJUCad5yiI3klQB4Wak3zLiVAjZduEoNgJUCKH2PuWmIlQHWTGARWDiVA8fRKWYY4JUDdJAaBlQMlQA3gLZCg+CVAYTJVMCoJJUCneccpOnIlQG+BBMWPcSVALbKd76fGJECY3ZOHhbolQINRSZ2ABiVA8KfGSzepJkDUK2UZ4pgmQA3gLZCguCZAiUFg5dDCJkADeAskKJ4mQPH0SlmGWCZAvsEXJlOlJUBGJXUCmqglQGFUUiegKSVAGsBbIEHRJUDQRNjw9ColQKqCUUmdwCVA1edqK/b3JEAUrkfhepQlQEATYcPTayVAvJaQD3oWJUC5jQbwFmglQKFns+pzVSVAn82qz9VWJUAVjErqBBQlQJLLf0i/3SVAF0hQ/BjzJEAsZRniWJclQGkAb4EEZSVAj1N0JJdfJUA/NV66SawlQCJseHqlLCVAYqHWNO8YJUBHA3gLJCgkQKyt2F927yRAV+wvuyePJEAs1JrmHYclQLaEfNCzmSVA1CtlGeI4JUCzDHGsixslQN4CCYofgyVAp3nHKTqyJUDcRgN4C8QlQMZtNIC3ACVAmbuWkA9aJUDqBDQRNlwlQHrHKTqSayVAHHxhMlUwJkCKH2PuWuIkQKUsQxzr4iRAqMZLN4kBJUBoke18P3UlQO/Jw0Kt6SVA6pWyDHEsJEBuNIC3QMIkQBniWBe30SRAeHqlLEOcJUCKsOHplRImQJM6AU2EzSVAlIeFWtPcJUCCc0aU9gYmQJAxdy0hfyZALv8h/faVJUDrc7UV+4slQAfOGVHaOyVAPE7RkVz+JEDKMsSxLm4lQLByaJHtnCRA3NeBc0Z0JEDvycNCrekkQISezarPtSVAKe0NvjD5JUBrK/aX3dMkQFTjpZvEwCRAMuauJeTDJUAu/yH99pUlQOM2GsBbYCVAZ9Xnaiu2JUBt5/up8VIlQE8eFmpNcyVAuECC4se4JUASFD/G3BUlQNlfdk8eViVAUwWjkjphJUAB3gIJir8lQFTjpZvEQCVA+n5qvHRzJUAW+8vuyUMlQFZ9rrZiPyVAObTIdr4fJUDTTWIQWFklQDojSnuDLyVA4XoUrkdhJUDM7snDQm0lQPmgZ7PqUyVAliGOdXF7JUCfzarP1dYlQBPyQc9m9SRAM8SxLm4jJUCgibDh6fUkQB3J5T+k/yRAvsEXJlNFJUAqqRPQRFglQAN4CyQo/iRAQxzr4ja6JUD/If32dUAlQNCzWfW5miVAYOXQItu5JUDeAgmKH8MlQKRwPQrXgyVAKH6MuWtpJUBcj8L1KBwlQEMc6+I2miVAIv32deC8JECM22gAb8ElQHsUrkfhGiVAjnVxGw2gJUB90LNZ9fkkQLwFEhQ/ZiVAmnecoiN5JUCyLm6jAXwlQKvP1VbsjyVAh6dXyjKEJUAawFsgQZElQDVeukkMAiVAKxiV1AnIJEDf4AuTqYIlQJhMFYxKaiVAs+pztRX7JEBb07zjFB0lQCPb+X5qPCVAY3/ZPXmYJUB88rBQa9olQK7YX3ZP/iRA8WPMXUtIJUAKaCJseFolQKFns+pzVSVAXCBB8WNMJUAX2c73U6MlQL6fGi/dBCZAiUFg5dDiJEDpt68D58wlQNv5fmq8tCRAzO7Jw0INJkCrPldbsR8mQPT91HjppiRAkzoBTYStJEB0tRX7y64lQAkbnl4pCyVAcvkP6bevJECyne+nxkslQPs6cM6IEiVA3gIJih8DJUA9m1Wfq80kQB6n6Egu3yRAP1dbsb/sJEAMAiuHFpklQEvIBz2bdSVAZRniWBdXJUB6Nqs+V1slQDxO0ZFcPiVARIts5/vpJEBkzF1LyAclQNIA3gIJiiVAyjLEsS4OJkCKsOHplTIkQKqCUUmdoCRA+U7MejHUI0BBmrFoOvsjQIT1fw7zxSNA54wo7Q3eI0AHX5hMFQwkQAU0ETY8HSVAMLsnDwu1JEC1FfvL7iklQCEf9GxWXSVADAIrhxZZJUCBBMWPMXclQCzUmuYdJyVA7Q2+MJmqJUCVZYhjXZwkQPH0SlmGmCRAgZVDi2xHJkAFxY8xd20lQLU3+MJkSiVA9+RhodaUJUCoNc07TnElQDGZKhiVNCVAEFg5tMj2JUDlYaHWNO8kQNxGA3gLxCVAwhcmUwVjJUD4U+OlmwQlQGaIY13cpiVANBE2PL0yJUCASL99HTglQMX+snvykCVAfh04Z0RJJUDlYaHWNI8lQOC+DpwzIiVA3pOHhVozJUBfKcsQx3olQP5l9+RhQSVAK4cW2c53JUCaCBueXoklQIMvTKYKhiVAZapgVFLHJUAkKH6MueslQPOOU3QkVyVAiUFg5dBCJUC+MJkqGHUlQERpb/CFCSVAhXzQs1lVJUA2zTtO0bElQAIrhxbZbiVAW9O84xSdJUArhxbZznclQBKlvcEXpiVAbef7qfEyJUA730+Nly4lQJZDi2znOyZAB84ZUdr7JECneccpOlIlQF+YTBWMqiVAlPYGX5hMJUBcIEHxY0wlQLbz/dR4iSRAk6mCUUl9JUAs1JrmHUclQJOpglFJPSVA78nDQq1pJUACK4cW2a4kQHxhMlUw6iRAKjqSy3/oJECY3ZOHhZolQBQ/xty1BCVAZRniWBdXJUCKjuTyH3IlQL1SliGOVSVAlIeFWtMcJUANcayL2wglQDSitDf4wiVArthfdk9+JUAwTKYKRmUlQBlz1xLyYSZA78nDQq0JJUDNzMzMzKwlQLraiv1lVyVAD5wzorQXJUAJ+aBnsyomQAaBlUOLrCVAofgx5q5lJUDdtYR80DMlQEcDeAskSCVAYOXQItu5JEDFILByaDElQKyL22gAjyVAvHSTGAQWJUABTYQNTy8lQHzysFBreiVAcT0K16PwJECDL0ymCoYlQMe6uI0GMCVA5j+k375uJECrz9VW7E8lQNNNYhBYeSVAFK5H4XpUJUBcIEHxY0wlQJ7vp8ZLdyVAih9j7lrCJUBX7C+7Jw8mQFYOLbKdDyVAO3DOiNL+JEDjx5i7ltAkQAKaCBueXiVA3gIJih8DJkAAkX77OtAkQN5xio7kUiVAfh04Z0TpJUA0gLdAggIlQAHeAgmK3yVA9ihcj8K1JUA/V1uxvwwlQOELk6mCMSVAW9O84xRdJUBnRGlv8CUlQHUCmggbXiVAGlHaG3xBJUB/arx0k5glQFYOLbKdDyVAvjCZKhgVJUDl0CLb+V4lQLTIdr6fWiVAp+hILv+hJUD35GGh1vQkQFUwKqkTsCVApU5AE2HjJEBb07zjFL0lQCBj7lpCPiVAZohjXdwmJUBpb/CFyZQlQB3J5T+kXyVAFK5H4Xp0JUA2PL1SluEkQJeQD3o2ayRAbqMBvAVyJEAQWDm0yFYlQEi/fR04RyVARUdy+Q8pJUCsHFpkO98kQPwYc9cSciVA001iEFh5JkDSb18HzpkkQBlz1xLyQSRAfPKwUGuaJEA5RUdy+S8lQMpUwaikziVAk6mCUUn9JECIhVrTvIMlQE2EDU+vVCVAJ8KGp1fqJEB2cRsN4G0lQOLplbIMcSVAgSbChqc3JUCKjuTyH3IlQHlYqDXN+yRAAU2EDU9PJUAhH/RsVv0kQHPXEvJBjyVAcRsN4C2QJUDxY8xdSyglQLyWkA96liVAn6ut2F82JUAYldQJaGIlQN21hHzQMyVAY+5aQj6IJUDgLZCg+DEkQH2utmJ/OSVAw2SqYFSSJUCKsOHplfIkQATnjCjtbSVAQYLix5i7JEDeAgmKH8MkQDLmriXkgyRADXGsi9voJUBU46WbxMAlQIPAyqFFNiRAyJi7lpBPJUDeAgmKH0MlQEoMAiuH1iRAHVpkO9+vJUC+nxov3SQlQFdbsb/sviVA2c73U+NFJUAkl/+QfjslQKqCUUmd4CRAb4EExY8xJUAofoy5ayklQApoImx42iRAkX77OnBOJUAUrkfhenQlQPCnxks3CSVArthfdk9eJUBiodY07zglQFtCPujZLCVAWMoyxLFOJUBhw9MrZZklQKpgVFInYCVAlrIMcayrJUCh+DHmrsUkQM6qz9VWLCVAJLn8h/SbJUBoke18P/UkQERpb/CFySRAaJHtfD/VJUBj7lpCPkglQMNkqmBU8iRA4QuTqYJRJUC/DpwzohQlQA+cM6K01yRAYOXQItvZJEBU46WbxIAlQJOpglFJXSVAKVyPwvUoJUB90LNZ9VklQJoIG55eaSVAxY8xdy2hJUC5jQbwFgglQEdy+Q/plyVATmIQWDmUJUBKDAIrhxYlQNO84xQdqSVA1zTvOEVHJkAbDeAtkAAmQFyPwvUo3CRARpT2Bl94JUAy5q4l5KMlQMRCrWnekSVAfh04Z0RJJUD1SlmGOPYkQOzAOSNK2yRA0ETY8PSKJEAZc9cS8mElQD9XW7G/7CRA+aBns+pzJUCh+DHmrqUkQAskKH6MWSRAQfFjzF0rJUDo2az6XI0lQNxGA3gLZCVAOPjCZKpgJUAjSnuDL2wlQG8Sg8DKISVA16NwPQrXJUAydy0hHxQlQGdEaW/wJSVAEHo2qz43JUD/If32deAlQL7BFyZT5SZAPSzUmuZdJ0A9LNSa5l0nQEmdgCbCZidAVn2utmL/JkCJQWDl0KImQH3Qs1n1WSZAMZkqGJVUJkAAb4EExQ8mQDlFR3L5LyZAsAPnjChNJkDrc7UV+yslQFvTvOMUvSRAObTIdr4fJUAj2/l+arwkQKqCUUmdwCRA2c73U+PlJUDyQc9m1cckQOauJeSDPiVAgEi/fR14JUAwuycPCzUlQGlv8IXJNCVAQBNhw9OLJUBa9bnait0kQMxdS8gHHSZAokW28/0UJUB6Nqs+VxslQApoImx4GiVAcoqO5PIfJUCiRbbz/RQlQL1SliGOlSRA7C+7Jw+LJEAkl/+QftskQCcxCKwcmiRAbxKDwMqhJEC0WfW52golQOAtkKD4cSVAqoJRSZ1AJUCOBvAWSHAlQLByaJHtPCVA7MA5I0pbJUDOqs/VViwlQKyt2F92zyVA3+ALk6kiJUAOT6+UZQglQD9XW7G/DCVACtejcD1qJUCZKhiV1EklQLx0kxgEtiRAVp+rrdi/JUDEsS5uo2ElQBb7y+7JoyRAr5RliGNdJUCb5h2n6CglQClcj8L1SCVAescpOpKrJUBXW7G/7B4lQPtcbcX+0iVAduCcEaVdJUCmCkYldYIlQPs6cM6IEiVAzojS3uCLJUDb+X5qvLQlQF66SQwCayVAexSuR+H6JEBGJXUCmuglQGB2Tx4WCiVACmgibHj6JECad5yiI7klQDhnRGlvMCVARiV1ApooJUBUUiegibAlQPp+arx0kyRAB/AWSFB8JUBtxf6ye5IlQC9uowG8pSVAOiNKe4MPJUB56SYxCCwlQLAD54woDSVAfT81XrrJJUCe76fGS/ckQECk374O/CRAO3DOiNL+JEDZPXlYqPUlQNnO91PjxSRAZapgVFKnJUDYgXNGlFYlQH/ZPXlYSCVAexSuR+FaJUChZ7Pqc3UlQLAD54worSVA48eYu5bQJUB90LNZ9ZklQB3J5T+kvyRASgwCK4f2JEDY8PRKWaYlQCegibDhSSVAsAPnjCjtJECsHFpkOz8lQA3gLZCguCVAyXa+nxoPJUBtxf6ye5IlQABvgQTFryVAvp8aL90kJUB/+zpwzsgkQC6QoPgxhiRA8DMuHAjpI0DwMy4cCOkjQGlv8IXJdCRAKe0NvjCZJEAbnl4py/AlQNc07zhFRyVAW0I+6NmsJUDl8h/Sb18lQDj4wmSqYCVANs07TtFRJUAzxLEuboMmQL3jFB3JhSZAEFg5tMiWJUB7FK5H4dolQOJYF7fRoCZASFD8GHO3JECAt0CC4uclQOAtkKD40SRAcF8HzhkxJkClLEMc6yIlQDBMpgpG5SVA0ETY8PTKJUArhxbZzhcmQBQ/xty1pCVA9P3UeOlmJUBJnYAmwkYlQK5H4XoUjiVA/Yf029dhJUALJCh+jHklQKOSOgFNZCVA6pWyDHFMJUCSXP5D+k0lQC0hH/Rs1iRAJ8KGp1eKJUCfq63YX5YlQLu4jQbwViVAMEymCkbFJUAPC7WmeWclQCqpE9BEuCVAs3vysFDLJEDQs1n1uZolQGuad5yiAyVAFYxK6gRUJUCh+DHmroUlQOwvuycPCyZAIEHxY8z9JUCV1AloIowmQPcGX5hMdSVAMZkqGJV0JUAofoy5a4klQFHaG3xhkiVApSxDHOtiJUCyLm6jATwlQArXo3A9iiVAF7fRAN6CJUAawFsgQXElQHlYqDXN2yRAm+Ydp+iIJUBQjZduEgMlQJZDi2znuyVAn82qz9XWJECaCBueXkkkQNEi2/l+KiVArfpcbcU+JUCTqYJRSb0kQARWDi2yfSRANxrAWyBhJUCkcD0K12MlQEku/yH9liVAAAAAAADAJUCxv+yePEwlQCgPC7WmOSVAv30dOGekJUAAkX77OvAkQNuK/WX3ZCVAf/s6cM4oJkBWfa62Yh8mQGN/2T15uCVAbxKDwMqhJUBN845TdMQlQPwYc9cSciVAorQ3+MJEJkACvAUSFN8kQMbctYR8cCVAswxxrIu7JEB0tRX7y24lQFkXt9EA/iRAR3L5D+kXJUCJQWDl0IIkQApoImx4GiVARIts5/tJJUCz6nO1FTslQNc07zhFZyVAS1mGONblJUAZBFYOLTImQHicoiO5PCRANKK0N/jiJECTqYJRSf0kQCuHFtnOdyVAqmBUUiegJUCTGARWDs0kQOlILv8hXSVA3GgAb4EEJkCdgCbChicmQMnlP6Tf3iVAH4XrUbheJkDlYaHWNI8mQHqlLEMcayZAqMZLN4khJkBpb/CFyRQmQD55WKg17SVAtFn1udqKJUApXI/C9egkQEoMAiuHNiVAsp3vp8aLJUBhMlUwKkklQAK8BRIUnyVAyJi7lpAvJUBU46WbxCAlQIEExY8x9yVAg1FJnYDGJEDpJjEIrDwlQLgehetRWCVADXGsi9uoJUDXEvJBz6YlQG+BBMWPUSVAqRPQRNhwJUDM7snDQs0kQE3zjlN05CRAOpLLf0jfJEBxGw3gLbAkQKK0N/jCxCRAsVBrmnccJUAyVTAqqbMkQHWTGARWTiVAGlHaG3xhJUALRiV1AlolQGN/2T15WCVA2IFzRpT2JUDiWBe30aAlQIMvTKYKBiZANqs+V1sxJkDkFB3J5b8lQE+vlGWIQyVA78nDQq0pJkDZzvdT42UlQDC7Jw8L1SRATx4Wak1zJUDXo3A9CpclQBKDwMqhhSVAZapgVFLnJECitDf4wkQlQBiV1AloIiVAxyk6ksu/JUAgY+5aQt4lQA+cM6K0NyVALGUZ4lh3JUAQWDm0yFYlQMrDQq1pHiVAAiuHFtnuJUA730+Nl44lQCBB8WPMHSVAih9j7loCJUAkufyH9BslQEGC4seYuyVAFNBE2PB0JUBsCfmgZ7MlQNiBc0aUliVA4zYawFvgJUC+wRcmUyUlQD9XW7G/7CVAFD/G3LXEJEAi/fZ14FwlQJhuEoPAaiVAhJ7Nqs81JUCEDU+vlOUkQGkAb4EExSRAfoy5awm5JECHp1fKMgQlQDSAt0CCgiVA9pfdk4dFJUAr9pfdk8ckQO7rwDkjqiVARrbz/dQ4JUAHX5hMFQwmQI/k8h/SryVA4lgXt9GAJUAnoImw4ckkQEI+6Nms+iRA46WbxCDQJUCTOgFNhE0lQPfkYaHWNCVA8KfGSzdpJUCTGARWDm0lQJayDHGsyyVA7C+7Jw9rJUBb07zjFD0lQGN/2T15WCVA0m9fB85ZJUA9CtejcF0lQInS3uALcyVADJOpglHJJEAvbqMBvAUmQIofY+5aIiVA2PD0SlkGJkBos+pztfUkQAisHFpkGyVAJuSDns2KJUAldQKaCDslQAK8BRIU3yVAgnNGlPZGJUBpAG+BBIUlQIcW2c73UyVArfpcbcU+JUA0gLdAgmIlQO84RUdyOSVAr5RliGO9JUAp7Q2+MLklQGRd3EYDmCVA4L4OnDNiJUA9LNSa5t0lQNNNYhBY+SRA/tR46SaxJEBKe4MvTIYlQApoImx4GiVAjErqBDTRJEDgnBGlvcElQME5I0p7IyRAZmZmZmbGJECYbhKDwMolQIxK6gQ0USZAhA1Pr5TlJUDcaABvgWQlQO5aQj7ouSVAukkMAisHJUC62or9ZTclQCNKe4MvTCVAJQaBlUMrJUBPHhZqTXMlQABvgQTFzyRA63O1FfurJUCWQ4ts5zslQFyPwvUoHCVAUwWjkjrBJUBd/kP67QslQFg5tMh2niVAIv32deD8JECFfNCzWdUlQPAWSFD82CRAtoR80LPZJUApXI/C9YgkQCQofoy5CyZA8rBQa5oXJUCYbhKDwIolQGPuWkI+CCVAs3vysFDrJEBO0ZFc/uMlQLsnDwu1xiVAWKg1zTvuJUCamZmZmRklQMxdS8gHHSZAFR3J5T+kJEDkFB3J5d8lQHRGlPYG3yRALUMc6+LWJUBTliGOdbEkQBSuR+F6lCVAak3zjlN0JUDqlbIMcewkQNZW7C+7hyVAJCh+jLlLJUBDrWnecYolQC/dJAaBNSVAJ6CJsOFpJUCDL0ymCkYlQFpkO99PjSVAMZkqGJU0JUApXI/C9cgkQEjhehSuhyVA9+RhodZUJUCneccpOpIlQNGRXP5D2iVAG55eKcsQJkB7FK5H4folQK7YX3ZP3iVAe4MvTKZKJUCfzarP1XYlQNCzWfW5+iRAldQJaCIMJUAxCKwcWiQlQDsBTYQNzyVAMZkqGJU0JUDjx5i7lhAlQABvgQTFbyVAke18PzVeJUD8GHPXElIlQAaBlUOLbCVAcRsN4C1wJUDD0ytlGWIlQNiBc0aU9iRAidLe4AvzJEBdbcX+shslQDy9UpYhriVArBxaZDsfJUBOYhBYOXQlQFUwKqkTcCVADJOpglFpJUCKjuTyHzIlQG6jAbwFciVA+MJkqmD0JECL/WX35MElQKfoSC7/wSVAX5hMFYwKJUBEaW/whekkQNIA3gIJqiRArK3YX3avJEAU0ETY8JQkQHzysFBruiRAeVioNc3bJEBiodY071glQMpUwaikjiVAOUVHcvmvJUBAE2HD00slQJkqGJXUSSVAescpOpJrJUAU0ETY8HQlQC/dJAaBlSVAQBNhw9MrJUARNjy9UvYlQCNKe4MvjCVAObTIdr7fJEBkO99PjfclQLRZ9bnaiiRAEhQ/xtyVJUBYObTIdv4kQN5xio7kUiVANxrAWyBhJUAIPZtVnwslQP8h/fZ1ACVA16NwPQr3JEAdWmQ7388lQDSAt0CCAiVAw2SqYFQyJUBpAG+BBIUlQCntDb4wWSVAC7WmecfJJUBPr5RliAMlQAYSFD/G/CRAiIVa07wjJUC/fR04Z0QlQG3n+6nx0iRAZmZmZmamJUDKw0KtaV4lQHctIR/0jCVAoWez6nO1JUBOYhBYOXQlQOELk6mC0SRAc2iR7Xw/JUDyQc9m1WclQE0VjErqRCVAcRsN4C2QJEAWak3zjpMlQDAqqRPQRCVAppvEILASJUALRiV1ArolQNBE2PD0qiVAaJHtfD+VJUB88rBQa1olQGFUUiegiSVAWMoyxLFuJUCh+DHmrqUlQPfkYaHWVCZABcWPMXdNJUCsi9toAM8lQAYSFD/GPCRAS1mGONYFJUAaUdobfAEmQNO84xQdSSVAC0YldQJ6JUBEaW/whWklQDm0yHa+/yRAke18PzXeJECu2F92Tz4lQME5I0p7gyVAUrgeheuRJUAhH/RsVt0lQDojSnuDbyVArK3YX3ZvJUAfhetRuD4mQLWmeccpGiVAexSuR+EaJUBqTfOOUxQmQJm7lpAPGiVAhjjWxW3UJUCwA+eMKE0kQCegibDhySVAdEaU9gY/JUAZBFYOLXIlQJCg+DHmriVATfOOU3TEJUAGEhQ/xpwlQMKGp1fKciVAVp+rrdgfJUCIhVrTvGMlQClcj8L1KCVAdQKaCBueJUDf4AuTqSIlQJjdk4eF+iVAGeJYF7eRJUBCz2bV50olQI2XbhKDYCVAeVioNc1bJUCV1AloIgwmQI0o7Q2+MCVAiPTb14FzJUA/xty1hHwlQEa28/3UWCVAbjSAt0AiJUCDL0ymCqYlQD81XrpJrCRAmbuWkA+6JEBt5/up8dIkQNO84xQdCSVAWKg1zTtuJUCPU3Qkl18lQELPZtXniiVAyJi7lpAPJUAlBoGVQ6slQOAtkKD4ESZASFD8GHMXJUB/arx0k5glQPhT46WbpCVAS+oENBH2JECrz9VW7G8lQMbctYR8cCVAAiuHFtlOJUCR7Xw/NT4lQN5xio7kciVAeekmMQgMJUAE54wo7Q0nQAK8BRIU3yZAArwFEhTfJkAnwoanV8omQFfsL7snryZAINJvXwduJUBfKcsQx5olQFvTvOMUPSVAyXa+nxpPJUC0yHa+n9olQM3MzMzMrCVApHA9CtdDJUAJG55eKaslQKwcWmQ7nyRArBxaZDufJEDpt68D54wkQNxGA3gLBCVAjnVxGw2gJUATYcPTKyUlQFuxv+yeXCZAvAUSFD+GJEAH8BZIUDwlQFHaG3xhUiVABTQRNjwdJUAgQfFjzH0lQD0s1Jrm/SRAkKD4MeZOJUDMXUvIB50kQNBE2PD06iRAt9EA3gJpJEBtVn2utuIlQGpN845T9CRAUPwYc9eSJUCV1AloIgwlQApoImx42iVAKxiV1AkoJUAZc9cS8sElQArXo3A9aiVAjLlrCfmAJUDvOEVHcjklQHnpJjEIDCVAeAskKH5MJUDwp8ZLN6kkQDvfT42XziRAc2iR7Xz/JEDFjzF3LWElQArXo3A9qiVAveMUHcnlJEBwzojS3uAkQDJVMCqp0yRAF0hQ/BhzJUBU46WbxAAlQPYoXI/CtSVAokW28/30JEAep+hILv8kQBKDwMqhhSVAZ9XnaivWJEBn1edqK9YkQHDOiNLeYCVAaJHtfD+VJEAy5q4l5MMkQM9m1edqSyVAWKg1zTtuJUCjAbwFEtQlQAtGJXUCmiRAn6ut2F92JUAijnVxG80lQCxlGeJYFyVAKe0NvjA5JUA3GsBbIKEkQBueXinL8CRA6bevA+fsJUCU9gZfmAwlQKpgVFInwCVA9GxWfa4WJUALJCh+jFkkQP5D+u3rACZAG55eKcsQJUAKaCJsePokQCUGgZVD6yRAU5YhjnVRJECdEaW9wbckQKyt2F92LyVAgZVDi2xnJUC4HoXrUfgkQIBIv30d+CVAZRniWBd3JUCWIY51cVslQJXUCWgijCRAbef7qfHSJUB8YTJVMMokQAfOGVHamyVAqvHSTWLQJECiRbbz/bQlQLdif9k9GSVAIbByaJGNJUAfhetRuJ4lQH/7OnDOCCVAv30dOGekJUDaG3xhMlUlQPrt68A5gyVAGy/dJAYBJUAsZRniWFclQKmkTkATISZAvJaQD3rWJUA0orQ3+MIlQB3J5T+kXyRAXI/C9ShcJEDJdr6fGo8kQCh+jLlrqSVANjy9UpbhJED/snvysLAkQP+ye/KwsCRAdCSX/5AeJUDF/rJ78tAlQMX+snvy0CVAJCh+jLlLJUDUmuYdp2glQPLSTWIQeCVAwTkjSntjJUCTqYJRSX0lQLbz/dR4iSVA+n5qvHTTJUCcoiO5/AclQHe+nxovfSVAYVRSJ6AJJkAH8BZIUBwmQBKlvcEXhiVAiPTb14FTJUCBlUOLbMckQH/ZPXlY6CRAK4cW2c4XJUAMAiuHFhklQMuhRbbzvSVAgZVDi2wHJUCKjuTyH9IkQFuxv+ye3CRAgy9MpgrGJUApXI/C9YglQDbNO07RMSVAYVRSJ6BpJUAKaCJseBolQMoyxLEujiVA8x/Sb18nJUBApN++DnwlQG+BBMWPsSVAdnEbDeBtJUBOYhBYORQlQIenV8oyBCVAn82qz9XWJUARNjy9UhYlQDJVMCqpcyZAXW3F/rL7JEDo2az6XC0lQISezarPNSVAN4lBYOVQJUAVHcnlP0QlQIBIv30d+CRA8WPMXUuIJUBrK/aX3RMlQPkP6bevYyVAc2iR7XxfJUBCPujZrFolQPYoXI/CVSVAysNCrWkeJUA/V1uxv6wlQAK8BRIUnyVAmbuWkA+aJEBcj8L1KFwlQHPXEvJBbyVAFmpN844zJUBfKcsQx7okQAfOGVHa2yVA3+ALk6lCJUBVMCqpE1AlQDbNO07RsSVAIo51cRvtJEBtVn2utqIlQCegibDh6SRA7MA5I0p7JUCTqYJRSR0lQIEmwoanNyVAqDXNO06xJUCyne+nxgslQHEbDeAtcCVALNSa5h0nJUBcj8L1KFwlQIEExY8xNyVAgZVDi2wnJUCdgCbChmclQGFUUiegaSVA7Q2+MJmKJUBxGw3gLVAlQP+ye/KwcCVAldQJaCKMJUAdyeU/pD8lQPCnxks3aSVA3SQGgZWjJUBNhA1Pr3QlQGuad5yiAyVA1JrmHadIJUDLEMe6uE0lQN9PjZduMiVAF9nO91NjJUDRItv5fkolQDVeukkMgiVAbef7qfGSJUDjNhrAW4AlQNv5fmq8FCVA+u3rwDmjJUBN845TdKQlQKFns+pztSVAApoIG57eJED+1HjpJvElQArXo3A9CiVA/Bhz1xKyJEDtnjws1FolQNzXgXNGVCVAbqMBvAWSJUBDrWnecaokQBIUP8bc1SRA8x/Sb18HJkDFILByaLElQMUgsHJoUSVAMlUwKqkzJEAnwoanV6okQOM2GsBbwCVA7Z48LNQ6JUBVMCqpE9AkQMWPMXctwSVArfpcbcW+JUAT8kHPZhUlQNO84xQd6SRAgEi/fR0YJUBeS8gHPZskQFYOLbKdTyVAVg4tsp1PJUAu/yH99jUlQPT91HjpBiVA78nDQq1JJUCutmJ/2T0lQFmGONbFzSVAeqUsQxwrJEAbDeAtkEAkQF66SQwCKyRAqvHSTWKwJUCIY13cRsMlQCntDb4wOSVAIbByaJGNJUDeAgmKH8MkQN4CCYofwyRAgnNGlPbGJUBseHqlLCMlQKwcWmQ7nyVA7Z48LNS6JUC+wRcmU6UlQM/3U+OlOyVAcRsN4C2wJEDpt68D5wwmQNcS8kHPZiVASL99HTjHJEAg0m9fB24lQGB2Tx4W6iRA48eYu5ZwJUDRItv5fiolQFRSJ6CJECVA48eYu5bwJEBeS8gHPdslQAn5oGezqiRAWDm0yHa+JUANcayL2yglQHlYqDXNmyVA7FG4HoULJUBeS8gHPbslQMPTK2UZgiVAqvHSTWJwJUAoDwu1ppklQAHeAgmK/yRAWMoyxLHuJEBMN4lBYMUkQOoENBE23CRAuK8D54xIJUC7Jw8LtUYlQCbkg57NCiVAkX77OnAuJUBseHqlLIMlQAXFjzF3jSVAtMh2vp8aJUDZX3ZPHlYlQB+F61G4HiVAjZduEoNAJUBmiGNd3AYlQJ5eKcsQZyVAzqrP1VaMJUBd3EYDeKslQEvqBDQRliRAwoanV8qyJUBy+Q/pt28lQEdy+Q/plyVAVn2utmKfJUDqBDQRNpwlQJCg+DHmTiVAH/RsVn2OJUCKH2PuWiIlQJM6AU2EDSVARUdy+Q8pJUCWQ4ts5/skQEcDeAsk6CVAT0ATYcOTJECdgCbChuclQK1p3nGKjiRAkxgEVg4NJkApyxDHuhgmQJ+rrdhfViVAZMxdS8gHJkDWxW00gNckQL3jFB3JRSVAak3zjlNUJUB1ApoIG74kQGuad5yiwyRAxY8xdy1BJUB9PzVeuuklQMGopE5AkyVA3pOHhVrTJEAXSFD8GHMkQKMjufyHNCVA9wZfmEw1JUC+nxov3YQlQM6qz9VWTCVAnRGlvcF3JUBuowG8BZIlQGHD0ytleSVAiGNd3EZDJUBvEoPAysElQH9qvHSTGCZATtGRXP7jJUAQejarPtckQOhqK/aXPSVArK3YX3bPJECsHFpkO58kQB04Z0RpbyRAGsBbIEFxJEDMXUvIB70lQO84RUdyWSVACyQofoxZJUCU9gZfmGwlQPLSTWIQGCVAW7G/7J5cJUCSy39Iv10lQOVhodY0ryRAUPwYc9eyJEC3Yn/ZPRklQEymCkYlNSVA3SQGgZUjJUCgibDh6ZUlQDEIrBxa5CRAnRGlvcGXJUD7XG3F/jIlQN/gC5OpYiVAcoqO5PIfJUCnlq31RfIjQAqi7gOQqiNACqLuA5CqI0AKou4DkKojQAKaCBueXiVAOwFNhA3PJEDMXUvIB10lQKFns+pzdSVAWYY41sUNJUBfmEwVjMolQNBE2PD0qiVAfh04Z0RJJUCWIY51cXslQJeQD3o2CyVAcvkP6bdPJUCLbOf7qTElQEOtad5xaiVAVp+rrdg/JUDD0ytlGWIlQOjZrPpcLSVAxm00gLcAJUDHuriNBvAlQEvIBz2bVSVAfGEyVTAqJUBhVFInoKklQMNkqmBUEiVAYOXQItvZJUD1udqK/WUlQCfChqdXSiVAih9j7loiJUD1SlmGOJYlQP5l9+RhoSVA0gDeAgmKJUC6SQwCK6clQLpJDAIrpyVAdnEbDeBNJUDjNhrAWwAlQLsnDwu1RiVAsHJoke18JUCrPldbsf8kQH6MuWsJOSVAZMxdS8hnJUCTGARWDq0lQM6qz9VWjCVA001iEFh5JUDkFB3J5R8lQDY8vVKWYSVATDeJQWAlJUDKMsSxLm4lQEHxY8xdKyVALSEf9Gy2JUDRItv5fookQNPe4AuTaSVAdQKaCBteJUB/+zpwzoglQD55WKg1LSVAvJaQD3p2JUB88rBQa1olQO58PzVeuiVA4L4OnDMCJkAcfGEyVdAkQHZPHhZqTSVAZMxdS8iHJUB88rBQa7okQH/ZPXlY6CRAW7G/7J7cJUCGWtO84/QkQIBIv30duCVAzqrP1VbMJUA+6Nms+jwlQBNhw9MrBSVAKH6MuWspJUAT8kHPZpUlQLivA+eMKCVAFD/G3LWkJUCGWtO843QlQIQNT6+UhSVADeAtkKA4JUDXo3A9CjclQNc07zhFRyVAJQaBlUOLJUA6I0p7g08lQCJseHqlbCVAGQRWDi1yJUACmggbnn4lQOSDns2qLyVAufyH9Nt3JUClvcEXJjMlQGIQWDm0qCVAuY0G8BaoJUBJnYAmwuYkQHNoke18HyVAuECC4sdYJUAxCKwcWsQlQKCJsOHptSVAMnctIR90JUAr9pfdk4clQLu4jQbw9iRA7FG4HoWLJUBCPujZrPokQK1p3nGK7iRAj8L1KFzvJEDOGVHaG5wkQPXb14FzBiZAPQrXo3D9JEAB3gIJir8lQK8l5IOe7SRAxf6ye/IwJUCdEaW9wXclQGpN845TVCVAVTAqqRNwJUABTYQNTw8lQMGopE5AsyVA3pOHhVoTJUAs1JrmHYclQEATYcPTayVARIts5/spJUBpAG+BBEUmQKRwPQrXAyZAxty1hHwwJkA9m1Wfqy0mQJ5eKcsQxyVAx0s3iUHgJUAtsp3vp8YlQC2yne+nxiVA3SQGgZWDJUBmZmZmZkYlQJEPejarXiVAg1FJnYBmJUDP91PjpVslQFuxv+yePCVAZMxdS8hHJUBIv30dOGclQOCcEaW9oSVAutqK/WU3JUDQRNjw9EolQM4ZUdobPCVAFR3J5T9EJUCZKhiV1MklQE3zjlN0hCVAkst/SL89JUDFILByaJElQINRSZ2AhiVAayv2l90zJUCsi9toAC8lQKyL22gALyVAbjSAt0AiJUAp7Q2+MDklQIGVQ4tspyVAyXa+nxoPJUAgQfFjzP0kQOPHmLuWUCVAYcPTK2X5JEByio7k8v8lQLFQa5p3XCVAZ0Rpb/ClJUC7uI0G8LYlQKabxCCw0iVAv30dOGfkJUB5WKg1zTslQPmgZ7PqMyVAUdobfGGSJUBYqDXNO24lQKkT0ETYMCVAfdCzWfW5JUDarPpcbUUlQJtVn6utOCZAT6+UZYijJEDyQc9m1UckQJzEILByCCRACmgibHjaJECsrdhfds8lQOoENBE23CRAArwFEhRfJUAkKH6MuaslQNxoAG+BBCVAt2J/2T2ZJUDysFBrmpclQEYldQKaaCVA24r9ZfdEJUBOYhBYOTQlQBrAWyBBkSVApHA9CtfDJUCKH2PuWqIlQL3jFB3JBSVA+MJkqmDUJECPU3Qkl98lQFFrmnec4iVAeVioNc27JEDTTWIQWFkkQGrecYqOZCRAat5xio5kJEDZzvdT4wUlQK+UZYhjfSVAXwfOGVF6JUCIY13cRiMlQPAWSFD8mCVAqvHSTWIQJUClLEMc68IlQPrt68A5AyVASgwCK4f2JEAWak3zjlMlQMHKoUW2kyVADi2yne9nJUBeukkMAkslQCbkg57NKiVAKA8LtabZJUBJLv8h/TYlQOOlm8QgkCVApN++DpyTJUCmm8QgsPIkQARWDi2yXSVAvjCZKhg1JUCTqYJRST0lQOrPfqSI7CNAIGPuWkL+I0C1N/jCZEolQHWTGARWLiVASZ2AJsIGJkC62or9ZbclQLraiv1ltyVAkzoBTYTtJUDeAgmKHwMlQEaU9gZfmCVAsi5uowFcJUD9h/Tb1yElQCo6kst/CCVA6Ugu/yFdJUC8dJMYBJYlQK7YX3ZPviVA7uvAOSOqJUDu68A5I6olQMPTK2UZQiVA2PD0SlnGJUCu2F92T94lQOauJeSDfiVAguLHmLuWJUCt+lxtxT4lQFwgQfFj7CVAih9j7lrCJEAofoy5a0kkQMuhRbbznSRATYQNT6+UJEDHSzeJQYAkQL4wmSoYNSVA1XjpJjGoJUBWfa62Yl8lQPRsVn2u1iVAG55eKcvwJECgibDh6fUlQO0NvjCZ6iRA3+ALk6lCJUDarPpcbeUkQP32deCcMSVAH4XrUbheJUCL/WX35AElQIZa07zj9CRAh6dXyjKEJUB2cRsN4A0lQLPqc7UVuyVAUkmdgCYCJUBvEoPAyoElQA6+MJkqmCVAGsBbIEHxJEAAkX77OtAkQI4G8BZIsCVAjgbwFkiwJUDqBDQRNhwlQH2utmJ/WSVAXwfOGVFaJUCtad5xis4lQNbFbTSAVyVAAd4CCYp/JUBwzojS3sAlQKs+V1ux3yRACYofY+66JUDzH9JvX2clQOoENBE2nCVAT0ATYcNzJUBn1edqK5YlQGpN845TlCVAVg4tsp2PJUCvJeSDnm0lQE7RkVz+QyVAPSzUmuY9JUAgQfFjzH0lQJOpglFJ/SRAXI/C9Si8JUBN845TdEQlQP5D+u3rYCVAokW28/1UJUBSJ6CJsGElQKkT0ETYMCVAQBNhw9NrJUAQejarPvckQNobfGEy9SVA1sVtNIDXJUDwp8ZLN8kkQGsr9pfdcyVAM8SxLm5jJUBzaJHtfP8kQDGZKhiV5CNAexSuR+EaJEBVMCqpE5AkQFUwKqkTkCRATmIQWDm0JEC8dJMYBPYkQG+BBMWPkSVAlPYGX5hsJUCfPCzUmkYlQFFrmnecgiVAg8DKoUU2JUDG3LWEfHAlQGQ730+NdyVAgnNGlPaGJUCHp1fKMoQlQPT91HjpZiVALSEf9Gy2JUCUh4Va01wlQMSxLm6joSVAJCh+jLmLJUALtaZ5x6klQOF6FK5HISVAbVZ9rraiJUAFo5I6Ac0lQEGC4seYWyVA7C+7Jw+rJUCoNc07TjElQKJFtvP9tCVAtaZ5xym6JUDwhclUwQgkQOSDns2qDyZAL90kBoE1JUCGWtO843QlQF3cRgN4SyVAJlMFo5JaJUCPU3Qkl/8kQJ5eKcsQZyVAZohjXdxGJUBSuB6F63ElQL1SliGOlSRAY+5aQj7IJEDsL7snD8slQGpN845TVCZA6gQ0ETZcJkALRiV1AlolQOELk6mCUSVA6+I2GsCbJUBvgQTFjxElQGIQWDm0qCVA7uvAOSNqJUDiWBe30UAlQMpUwaikDiVAI9v5fmpcJUAXSFD8GFMlQGgibHh6pSVA78nDQq1pJUDwp8ZLN6klQI2XbhKDICVAak3zjlN0JUAawFsgQbElQKkT0ETYcCVAEOm3rwNHJUAtsp3vp2YlQNDVVuwvWyVArfpcbcV+JUB/+zpwzqglQOC+DpwzAiVAaLPqc7VVJUDM7snDQo0lQINRSZ2AxiRAAAAAAADAJUDrc7UV+yslQP8h/fZ1QCVAPQrXo3B9JUBxGw3gLVAlQJXUCWgizCVAldQJaCLMJUBzaJHtfD8lQIv9ZffkYSVAeHqlLEPcJECNKO0NvjAlQEtZhjjWhSVAp3nHKToSJUBUdCSX/1AlQDeJQWDlMCVAg8DKoUW2JUDjNhrAW8AlQC2yne+nZiVAorQ3+MKEJUCcxCCwcoglQJzEILByaCVAl/+QfvtaJUAJih9j7lolQE3zjlN0pCVAAd4CCYq/JUA+6Nms+twlQCgPC7WmuSVAKqkT0ERYJUDOiNLe4OslQNlfdk8e1iVA7nw/NV4aJkCn6Egu/+ElQHctIR/0DCZAoyO5/IfUJUAOLbKd78ckQET67evA2SVA1QloImxYJUDTTWIQWBklQJSHhVrTPCVAyjLEsS7OJEBVMCqpE7AkQCBB8WPMnSRADi2yne9nJUA2PL1SlsElQJwzorQ3eCVABoGVQ4uMJUCu2F92T54lQMgHPZtVXyVABhIUP8bcJUDwhclUwWglQCegibDhKSVA9ihcj8LVJUD2KFyPwtUlQNV46SYxKCVAXrpJDAIrJUBfmEwVjGolQGrecYqORCVA5dAi2/k+JUD+1HjpJpElQMPTK2UZ4iRAG55eKcuQJUCq8dJNYjAlQDLmriXkAyVAEOm3rwMHJUBlGeJYF/ckQOviNhrAGyVAR3L5D+kXJUATYcPTK8UlQKMjufyHlCVAj8L1KFyvJUC1FfvL7iklQI/C9Shc7yVAGw3gLZAAJkBeukkMAislQLRZ9bnaKiVA7lpCPui5JUDRItv5fsolQDXvOEVHUiVAak3zjlNUJUBCYOXQIrslQB04Z0RpLyVACKwcWmS7JEB/arx0kxglQKpgVFIn4CRAu7iNBvCWJUCPU3Qklx8lQLWmeccpGiVA0gDeAgnqJUD2KFyPwnUlQNPe4AuTCSVAb/CFyVRhJUCPU3Qkl58lQEdy+Q/pdyVAmbuWkA+6JUCx4emVsuwkQOauJeSDHiZAwhcmUwXDJEAVjErqBLQlQMZtNIC3ACZANxrAWyDBJECt+lxtxf4lQH/7OnDOaCVATDeJQWBlJUB/+zpwzuglQDbNO07RsSVAIEHxY8z9JECppE5AE2ElQF+YTBWMaiVABoGVQ4sMJUBd/kP67YslQD9XW7G/TCVAzojS3uBrJUAg0m9fBy4lQG8Sg8DKYSVAdCSX/5B+JUA2qz5XWzElQDMzMzMzkyVAzH9Iv33dJECt+lxtxf4kQC7/If32dSVAy6FFtvN9JECR7Xw/NX4lQF+YTBWMyiRAZapgVFLnJUDek4eFWlMmQNjw9EpZ5iRAJLn8h/S7JUC6SQwCK+clQBb7y+7J4yRAImx4eqXsJUC6SQwCKyclQLWmeccpOiVAyjLEsS4uJUAAb4EExW8lQB4Wak3zLiVAhjjWxW10JUCz6nO1FXskQCQofoy5yyVAB/AWSFCcJEDecYqO5NIkQLn8h/Tb1yVAV+wvuyevJECMSuoENDEmQKYKRiV1wiRArkfhehTuJEC94xQdySUlQIC3QILihyVAPQrXo3BdJUBSSZ2AJkIlQJ5eKcsQpyRA+THmriWkJUCmm8QgsFIlQFJJnYAmgiVAI9v5fmr8JECM22gAb2ElQA3gLZCgGCVA8kHPZtVHJUCYTBWMSmolQB6n6EguPyVAYTJVMCpJJUAT8kHPZlUlQEjhehSuRyVA4QuTqYLxJUBcOBCSBfwjQNIA3gIJSiRAEOm3rwNHJUAj2/l+apwlQHuDL0ymqiVA1edqK/bXJED0bFZ9rpYlQPaX3ZOHRSVASL99HTiHJUC2hHzQs3klQLKd76fGyyRA+MJkqmDUJUAep+hILj8lQM4ZUdobPCVAVg4tsp1PJUAFNBE2PF0lQATnjCjtbSVAuECC4sc4JUDJdr6fGi8lQOOlm8QgkCVAAd4CCYo/JUAwuycPC3UlQAtGJXUCmiRA7Q2+MJmqJUC8lpAPehYlQPkP6bevYyVAEhQ/xtzVJECutmJ/2T0lQMGopE5A8yRA3gIJih8jJUBLyAc9mzUlQN0kBoGVYyVAuY0G8BYoJUDo2az6XA0lQERpb/CFKSVAaQBvgQSFJUDLoUW2890kQCegibDhaSVAaCJseHoFJUCNl24Sg2AlQNcS8kHPhiVAg1FJnYAmJUAN4C2QoHglQJT2Bl+YbCVAZMxdS8gHJUCamZmZmdklQBE2PL1SFiZABcWPMXftJECV1AloIqwlQJAxdy0hXyVAF9nO91OjJUDek4eFWhMlQI4G8BZIMCVAz/dT46VbJUBoke18P1UlQP7UeOkmcSVA16NwPQoXJUAfhetRuN4lQNO84xQdiSRAFR3J5T/EJUCoNc07ThElQJOpglFJPSVAF9nO91PjJEB/arx0k1glQNDVVuwv+yRA4C2QoPixJUDQRNjw9MolQLdif9k9OSVAl5APejarJUCk374OnFMlQPs6cM6IEiVAF7fRAN5iJUBm9+RhofYkQI2XbhKDICZAjErqBDQRJkCFfNCzWRUmQH/ZPXlYCCZA6gQ0ETbcJEBeS8gHPdslQHBfB84ZESVAWMoyxLFuJUDaG3xhMpUlQME5I0p7wyVAl5APejbLJUDWVuwvu0clQIJzRpT2JiVAEoPAyqGlJUAFo5I6Ac0kQA+cM6K0FyVA48eYu5awJUC8lpAPejYlQP2H9NvXQSRAwTkjSnuDJEBOYhBYOZQkQCgPC7WmGSVA+MJkqmA0JUCL/WX35OElQFmGONbFjSRAJzEIrBzaJUCR7Xw/Nf4kQMiYu5aQLyVABOeMKO2tJEB7gy9MpuolQKHWNO84BSVAEFg5tMhWJUCZu5aQD5omQD81XrpJbCZAPzVeuklsJkBlqmBUUkcmQCKOdXEbbSVAa5p3nKJjJUAaUdobfEElQO7rwDkjyiRA7uvAOSPKJEBJnYAmwiYlQJqZmZmZWSVAXkvIBz37JECrPldbsf8lQJkqGJXUySVAE2HD0ysFJUDHKTqSy98lQCnLEMe6+CRAGXPXEvKBJUDjNhrAWwAmQPVKWYY4NiZA5/up8dKtJUBGtvP91JglQC0hH/RsliVA/mX35GFBJUD3deCcESUlQBZqTfOOEyVAIv32deAcJUBcIEHxY0wlQDhnRGlv0CRAkX77OnCOJUDFILByaJElQPvL7snDQiVAY+5aQj7oJECfq63YX3YlQBsv3SQGISVAxf6ye/LwJECjAbwFEvQlQA3gLZCgWCVARiV1ApooJUBPr5RliKMlQGsr9pfdEyZA2V92Tx52JUA6kst/SL8lQHnpJjEIDCVAVHQkl/9wJUA3GsBbIAElQCPb+X5q/CRAbxKDwMohJUDUK2UZ4vgkQDLmriXkAyVAeAskKH5MJUCcoiO5/MclQInS3uALEyVA5WGh1jSPJEC9UpYhjtUkQNlfdk8ediVAQj7o2azaJUCYbhKDwEolQCo6kst/CCVAj8L1KFyvJUCmCkYldaIkQLWmeccpWiVAUdobfGFSJUBdbcX+svskQEcDeAskaCVAlWWIY128JUCzDHGsi/skQDEIrBxaZCVAXf5D+u0LJUAr9pfdk2cmQIqw4emV0iRASOF6FK5nJUCIhVrTvGMlQMzuycNCLSVAhXzQs1lVJUAUP8bctYQlQP2H9NvXYSVACfmgZ7NqJUAWak3zjvMlQEVHcvkPaSVAXynLEMc6JUC+nxov3UQlQBKDwMqhJSVAZ9Xnais2JUBSuB6F63ElQJm7lpAPWiVAYcPTK2VZJUBoke18P3UlQG/whclUYSVAf2q8dJMYJUB/arx0kxglQAN4CyQofiVAQKTfvg48JUAOvjCZKnglQAdfmEwVTCVAbVZ9rraCJUBseHqlLEMlQCgPC7WmWSVATtGRXP6jJEBR2ht8YZIlQMe6uI0G0CRAz2bV52orJUBa9bnair0lQAXFjzF3rSVAFYxK6gSUJUBlqmBUUkclQLMMcayLuyRA/fZ14JxRJUCU9gZfmEwkQJyiI7n8pyVA3pOHhVqTJUATYcPTKyUlQAHeAgmK3yRACYofY+46JUD4wmSqYNQkQO5aQj7oWSVAnRGlvcGXJUCV1AloIiwlQBWMSuoEdCVANjy9UpZhJUBL6gQ0EZYlQNc07zhFZyVAwOyePCzUJEAvbqMBvGUlQHe+nxovXSVArWnecYrOJUC3Yn/ZPVklQMbctYR8UCVAuY0G8BYoJUBmiGNd3IYlQGB2Tx4WCiVAa5p3nKLDJUDA7J48LNQlQAaBlUOLLCVAhslUwaikJUB0RpT2Bp8lQFr1udqK3SVAguLHmLtWJUC+MJkqGLUlQEvqBDQR9iVA6bevA+fsJEDzH9JvX6clQIEExY8x1yRABhIUP8acJUD+1HjpJlElQCQofoy5KyVAJCh+jLlrJUBoImx4esUkQCuHFtnONyVATfOOU3RkJUAc6+I2GmAlQDVeukkMIiVAjZduEoMgJUAPnDOitNckQIcW2c73kyRAYOXQItvZJEB88rBQa9olQBniWBe3ESVARGlv8IUpJUDByqFFtjMlQIv9ZffkgSVATYQNT6+UJUA7cM6I0h4lQNXnaiv2dyRA07zjFB2JJEBhVFInoGklQKCJsOHpNSVAgy9MpgqGJUDkg57Nqq8lQBB6Nqs+NyVAexSuR+E6JUBE+u3rwJklQI/k8h/SbyVAVHQkl/+wJEBXW7G/7H4kQFHaG3xhUiRARUdy+Q+JJUC8BRIUP8YlQPvL7snDoiVAbjSAt0CiJED+1HjpJjElQCQofoy5CyVAwoanV8qyJUCWsgxxrKslQJSHhVrT/CRAObTIdr7/JEC3Yn/ZPbklQNqs+lxtZSVAx0s3iUGAJUBxGw3gLbAlQMx/SL99HSVA8WPMXUtIJUDn+6nx0m0lQGTMXUvIZyVAT6+UZYijJUDCFyZTBWMlQMgHPZtVPyVAGJXUCWiCJUA3GsBbIGElQG1Wfa62YiVADi2yne+nJUCJ0t7gC5MlQFZ9rrZiPyVAEoPAyqGFJUDmP6Tfvi4lQJMYBFYODSVAPzVeukksJUBrmnecooMlQNk9eViolSVAcM6I0t5AJUCfPCzUmoYlQLprCfmgRyVAVHQkl/9wJUBBguLHmNskQBQ/xty1xCVAkKD4MeYuJUCq8dJNYtAlQBe30QDewiRArWnecYouJUBpAG+BBIUlQJzEILByqCVAGQRWDi2SJEDarPpcbWUlQAyTqYJR6SVAYcPTK2VZJUBhw9MrZRklQPT91HjpZiVA0ZFc/kPaJUAxmSoYlVQlQOjZrPpcTSVAo5I6AU0EJUDZPXlYqBUlQBiV1Alo4iRA3GgAb4EkJUBfB84ZURolQAaBlUOLjCVAI9v5fmp8JUAjSnuDLwwlQCo6kst/aCVAHThnRGlvJUBkXdxGA1glQMl2vp8aLyVAl5APejarJUDChqdXyrIlQARWDi2ynSVAUI2XbhJDJUDA7J48LPQkQO58PzVeWiVACYofY+56JUD/If32dQAmQEw3iUFgRSVAiUFg5dBCJUCNl24Sg2AlQDarPldbUSVAqaROQBPBJED2KFyPwrUkQDQRNjy90iRAIbByaJFNJUDx9EpZhlglQF66SQwCSyVAayv2l90TJUAdyeU/pN8kQEI+6NmsmiRAjgbwFkiwJEACvAUSFB8lQEcDeAskCCVAI9v5fmpcJUDCFyZTBeMkQGZmZmZmJiVA2V92Tx4WJUAdOGdEae8kQIhjXdxGYyVANqs+V1tRJUBuNIC3QGIkQG40gLdAYiRAbjSAt0BiJEDFjzF3LUElQEYldQKayCVAxm00gLdAJUBGJXUCmkglQI51cRsNICVA4umVsgwRJUC62or9ZbclQM07TtGRfCVAvVKWIY6VJUAOvjCZKlglQOXQItv5HiVAz/dT46U7JUB1ApoIG34lQFJJnYAmQiVApHA9CtejJUARNjy9UhYlQK7YX3ZPfiVAKe0NvjB5JUA9LNSa5n0lQJ2AJsKGZyVAdLUV+8uOJUDFjzF3LUElQOLplbIM0SRACmgibHhaJUBmZmZmZkYlQDbNO07R8SRAx0s3iUHgJEBGlPYGXzglQOELk6mCUSVA5IOezaqPJUAukKD4MSYlQNxGA3gLpCVAUwWjkjqBJUBDHOviNnolQL99HThnZCVAlkOLbOc7JkDpSC7/IR0mQF+YTBWMyiRANxrAWyDhJEAibHh6pWwlQDEIrBxapCVA1JrmHaeIJUDlYaHWNG8lQF5LyAc9+yRARUdy+Q+JJUC7uI0G8FYlQJqZmZmZeSVAPE7RkVweJUAwKqkT0GQlQKJFtvP99CRAUrgehesxJUBCYOXQIpslQCL99nXgnCVAiPTb14GzJUCTqYJRSX0lQAKaCBuefiVAXynLEMc6JUB2cRsN4K0lQOELk6mCkSVA6Ugu/yGdJUApXI/C9YglQIEmwoanlyVAAiuHFtmOJUBXW7G/7D4mQBdIUPwYMyVAGeJYF7eRJEDpSC7/Ib0lQDvfT42XziRABFYOLbK9JECdgCbChsclQApoImx4OiRAcRsN4C2wJED7y+7Jw0IlQECk374OHCVAfa62Yn95JEC7Jw8LteYlQLRZ9bnaSiVAmnecoiO5JUBcj8L1KPwkQEa28/3U+CVAxf6ye/KQJUC30QDeAqklQBsN4C2Q4CVAkQ96NqveJUBwXwfOGRElQGN/2T15mCVAkxgEVg4NJUDPZtXnaqslQIy5awn5wCVAvVKWIY4VJUCGWtO84xQlQMpUwaikziRALv8h/fY1JUAsZRniWPckQFR0JJf/MCVAKc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We can deal with them by increasing the `adapt_delta` parameter of the sampler, which I won't do here (you can try it yourself; it works). Importantly, zooming in on the `tau` versus `theta` plot shows that the sampler is now effectively sampling small values of $\\tau$, effectively sampling down toward zero. We can see this more clearly by comparing the samples from the centered versus noncentered parametrizations with $\\tau$ on a logarithmic scale." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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\",\"dtype\":\"float64\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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x_axis_label='θ', y_axis_label='τ', \n", " y_axis_type='log')\n", "p.circle(samples_centered.posterior.theta.values.flatten(), \n", " samples_centered.posterior.tau.values.flatten(), \n", " legend_label='centered', alpha=0.2)\n", "p.circle(samples_noncentered.posterior.theta.values.flatten(), \n", " samples_noncentered.posterior.tau.values.flatten(), \n", " legend_label='noncentered', color='orange', alpha=0.2)\n", "p.legend.location = 'bottom_right'\n", "p.legend.click_policy = 'hide'\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have much better sampling for low $\\tau$. Let's think for a moment about why this is important. A large value of $\\tau$ means that the parameters governing the outcomes of the respective experiments are essentially independent. A small value of $\\tau$ means that the parameters governing the experiments are all nearly the same. This corresponds to pooling all of the results together in a single data set. So, you can think of $\\tau$ like a slider; small $\\tau$ gives the extreme model where the experiments are all pooled together, and large $\\tau$ gives the opposite extreme, where the experiments are all independent. The whole point of using a hierarchical model is to capture all of the possible behavior between (and including) these two extremes. If we cannot effectively sample $\\tau$, we are not capturing the possible structure of the data set." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusions\n", "\n", "Hierarchical modeling presents special challenges for samplers. There are tricks we can do to improve the performance of HMC samplers in exploring the parameter space, such as using non-centered parametrizations and encouraging the sampler to take smaller steps by tuning the `adapt_delta` parameter. Importantly, though, you should carefully check the diagnostics of your sampler. This is true even if you are not working with a hierarchical model." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "bebi103.stan.clean_cmdstan()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPython 3.7.6\n", "IPython 7.12.0\n", "\n", "numpy 1.18.1\n", "pandas 0.24.2\n", "cmdstanpy 0.8.0\n", "arviz 0.6.1\n", "bokeh 1.4.0\n", "bokeh_catplot 0.1.8\n", "bebi103 0.0.53\n", "jupyterlab 1.2.6\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -v -p numpy,pandas,cmdstanpy,arviz,bokeh,bokeh_catplot,bebi103,jupyterlab" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }