{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 9. Mixture models and label switching with MCMC\n", "\n", "[Data set download](https://s3.amazonaws.com/bebi103.caltech.edu/data/singer_transcript_counts.csv)\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "nbsphinx": "hidden", "tags": [] }, "outputs": [], "source": [ "# Colab setup ------------------\n", "import os, shutil, sys, subprocess, urllib.request\n", "if \"google.colab\" in sys.modules:\n", " cmd = \"pip install --upgrade iqplot colorcet datashader bebi103 arviz cmdstanpy watermark\"\n", " process = subprocess.Popen(cmd.split(), stdout=subprocess.PIPE, stderr=subprocess.PIPE)\n", " stdout, stderr = process.communicate()\n", " from cmdstanpy.install_cmdstan import latest_version\n", " cmdstan_version = latest_version()\n", " cmdstan_url = f\"https://github.com/stan-dev/cmdstan/releases/download/v{cmdstan_version}/\"\n", " fname = f\"colab-cmdstan-{cmdstan_version}.tgz\"\n", " urllib.request.urlretrieve(cmdstan_url + fname, fname)\n", " shutil.unpack_archive(fname)\n", " os.environ[\"CMDSTAN\"] = f\"./cmdstan-{cmdstan_version}\"\n", " data_path = \"https://s3.amazonaws.com/bebi103.caltech.edu/data/\"\n", "else:\n", " data_path = \"../data/\"\n", "# ------------------------------" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"af1347bc-4f23-4e90-b40f-9395c2b62c8b\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.0.min.js\", \"https://unpkg.com/@holoviz/panel@1.3.1/dist/panel.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"af1347bc-4f23-4e90-b40f-9395c2b62c8b\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import scipy.stats as st\n", "import pandas as pd\n", "\n", "import cmdstanpy\n", "import arviz as az\n", "\n", "import iqplot\n", "import bebi103\n", "\n", "import bokeh.io\n", "import bokeh.plotting\n", "bokeh.io.output_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We continue with our analysis of the smFISH data, but this time for the Rex1 gene. Here, we saw clear bimodality in the data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"c72a5868-72ee-451a-b1fb-459baac54a71\",\"roots\":{\"p1002\":\"f2e184ca-9e63-4fe2-98ca-0a7d48cefae9\"},\"root_ids\":[\"p1002\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1002" } }, "output_type": "display_data" } ], "source": [ "# Load DataFrame and get counts\n", "df = pd.read_csv(os.path.join(data_path, \"singer_transcript_counts.csv\"), comment=\"#\")\n", "n = df[\"Rex1\"].values\n", "\n", "bokeh.io.show(\n", " iqplot.ecdf(n, x_axis_label=\"mRNA count\", frame_height=150, frame_width=200)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mixture models\n", "\n", "Since the Negative Binomial distribution is unimodal, what could be the story here? It is quite possible we are seeing two different states of cells, one with one level of bursty expression of the gene of interest, and another with a higher level of bursty expression. This could mean the cells are differentiating. So, we would expect the number of mRNA transcripts to be distributed according to a linear combination of two negative binomial distributions. We can write out the PMF as\n", "\n", "\\begin{align}\n", "f(n\\mid \\alpha_1, \\alpha_2, \\beta_1, \\beta_2, w) &= \n", "w\\,\\frac{\\Gamma(n + \\alpha_1)}{n!\\,\\Gamma(\\alpha_1)}\\,\\left(\\frac{\\beta_1}{1+\\beta_1}\\right)^{\\alpha_1}\\left(\\frac{1}{1+\\beta_1}\\right)^{n} \\\\[1em]\n", "&\\;\\;\\;\\;+ (1-w) \\,\\frac{\\Gamma(n + \\alpha_2)}{n!\\,\\Gamma(\\alpha_2)}\\,\\left(\\frac{\\beta_2}{1+\\beta_2}\\right)^{\\alpha_2}\\left(\\frac{1}{1+\\beta_2}\\right)^{n} ,\n", "\\end{align}\n", "\n", "where $w$ is the probability that the burst size and frequency are determined by $1/\\beta_1$ and $\\alpha_1$. Such a model, in which a variable is distributed as a linear combination of distributions, is called a **mixture model**.\n", "\n", "For this case, we can write this likelihood more concisely as\n", "\n", "\\begin{align}\n", "n_i \\sim w \\, \\text{NegBinom}(\\alpha_1, \\beta_1) + (1-w)\\,\\text{NegBinom}(\\alpha_2, \\beta_2)\\;\\;\\forall i.\n", "\\end{align}\n", "\n", "We have to specify priors on $\\alpha_1$, $\\beta_1$, $\\alpha_2$, $\\beta_2$, and $w$. We can retain the same priors from the previous lesson for the $\\alpha$'s and $\\beta$'s, and we will assume a Uniform prior for $w$. We then have the following model.\n", "\n", "\\begin{align}\n", "&\\log_{10} \\alpha_i \\sim \\text{Norm}(0,1) \\text{ for } i \\in [1, 2] \\\\[1em]\n", "&\\log_{10} b_i \\sim \\text{Norm}(2, 1) \\text{ for } i \\in [1, 2], \\\\[1em]\n", "&\\beta_i = 1/b_i,\\\\[1em]\n", "&w \\sim \\text{Beta}(1, 1), \\\\[1em]\n", "&n_i \\sim w \\, \\text{NegBinom}(\\alpha_1, \\beta_1) + (1-w)\\,\\text{NegBinom}(\\alpha_2, \\beta_2)\\;\\;\\forall i.\n", "\\end{align}\n", "\n", "Note that since the prior for $w$ is Uniform (Beta(1, 1)), we do not need to explicitly consider its prior, but simply enforce constrains on $w$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Coding up a mixture model\n", "\n", "There are a few considerations for coding up a mixture model that also introduce Stan syntax. Importantly, under the hood, Stan uses the log posterior, as do almost all samplers, when sampling out of the posterior. Dealing with a mixture model presents a unique challenge for computing the log likelihood (which is one of the summands of the log posterior). Consider the log likelihood in the present example.\n", "\n", "\\begin{align}\n", "\\ln f(n\\mid \\alpha_1, \\alpha_2, \\beta_1, \\beta_2, w) = \\ln(w\\,a_1 + (1-w)a_2),\n", "\\end{align}\n", "\n", "where\n", "\n", "\\begin{align}\n", "a_i = \\frac{\\Gamma(n + \\alpha_i)!}{n!\\,\\Gamma(\\alpha_i)}\\,\\left(\\frac{\\beta_i}{1+\\beta_i}\\right)^{\\alpha_i}\\left(\\frac{1}{1+\\beta_i}\\right)^{n}.\n", "\\end{align}\n", "\n", "While the logarithm of a product is conveniently split, we cannot split the logarithm of a sum. If we consider the sum directly, we will get serious underflow errors for parameters for which the terms $a_1$ or $a_2$ are small. To compute this in a more numerically stable way, we need to use the [log-sum-exp trick](https://en.wikipedia.org/wiki/LogSumExp). Fortunately, Stan has a built-in function to compute the contributions to the log posterior of a mixture, the `log_mix` function. To update the posterior with this `log_mix` function, we need to add to `target`. In Stan, the keyword `target` is a special variable that holds the running sum of the contributions to the log posterior. When you make statements like `theta ~ normal(0.0, 1.0)`, Stan is adding the appropriate terms to `target` under the hood. In the case of mixture models, we need to add to `target` explicitly. More generally, you can add any terms to `target`, and Stan considers these terms as part of the log posterior. The Stan code below implements this for the mixture model.\n", "\n", "```stan\n", "data {\n", " int N;\n", " array[N] int n;\n", "}\n", "\n", "\n", "parameters {\n", " vector[2] alpha;\n", " vector[2] b;\n", " real w;\n", "}\n", "\n", "\n", "transformed parameters {\n", " vector[2] beta_ = 1.0 ./ b;\n", "}\n", "\n", "\n", "model {\n", " // Priors\n", " alpha ~ lognormal(0.0, 2.3);\n", " b ~ lognormal(4.6, 2.3);\n", " w ~ beta(1.0, 1.0);\n", " \n", " // Likelihood\n", " for (n_val in n) {\n", " target += log_mix(\n", " w,\n", " neg_binomial_lupmf(n_val | alpha[1], beta_[1]),\n", " neg_binomial_lupmf(n_val | alpha[2], beta_[2])\n", " );\n", " }\n", "}\n", "```\n", "\n", "In addition to the `log_mix` function, there is some more new syntax.\n", "- To add the contribution of the Negative Binomial PMF to the log posterior, we use `negative_binomial_lpmf`. Every discrete Stan distribution has a function `_lpmf` that gives the value of the log PMF, and every continuous distribution has a similar function `_lpdf`. They also have functions `_lupmf` and `_lupdf` which is the unnormalized version, computing only the terms that are necessary to add to the target. (Which terms are chosen depend on what variables are declared as parameters and data; Stan automatically handles what should be included.) The arguments of the function are as you would write them on paper, with a bar (`|`) signifying the conditioning on the parameters.\n", "- In the above, I have specified `alpha`, `b`, and `beta_` as **vectors**. A vector is an array that behaves like a column vector, which means you can do matrix operations with it. It also allows you to do element-wise operations. Notice that I have written \n", "```\n", "vector[2] beta_ = 1.0 ./ b;\n", "``` \n", "This means that `beta_` is a 2-vector and that each element is given by the inverse of the corresponding element in `b`. The `./` operator accomplishes this (note the dot in front of the slash). In general, preceding an operator with a `.` indicates that the operation should be done elementwise.\n", "- Note also that Stan is smart enough to know that if I give `alpha` a prior that it needs to assign it independently to each element in `alpha`. The same is of course true for `b`.\n", "- To specify a lower *and* upper bound, we use the `` syntax.\n", "- Note the `for` loop construction. `for (n_val in n)` means iterate over each entry in `n`, yielding its value as `n_val` within the loop. The contents of the loop are enclosed in braces. Note that we could equivalently have written the `for` loop as\n", "```stan\n", " // Likelihood\n", " for (i in 1:N) {\n", " target += log_mix(\n", " w,\n", " neg_binomial_lupmf(n[i] | alpha[1], beta_[1]),\n", " neg_binomial_lupmf(n[i] | alpha[2], beta_[2])\n", " );\n", " }\n", "```\n", "Here, we are looping over integers starting an 1 and ending at $N$, *inclusive*. You can think of the `1:N` syntax to be kind of like Python's `range()` function. However, unlike Python's `range()`, Stan's range is *inclusive* of the end value.\n", "\n", "Now that we have our model set up, let's compile and sample from it! I will use the `seed` kwarg to set the seed for the random number generator to ensure that I always get the same result for illustrative purposes." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ba4947decd2a4222b12d920907e548bd", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 1 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "eac6c73b95134e1182bbbebd9cf80e1d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 2 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f2090cb999e74deab6947f8d32c86b57", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 3 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "acfc87ad65554da8910c94967f4cfed9", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 4 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n" ] } ], "source": [ "data = {'n': n, 'N': len(n)}\n", "\n", "with bebi103.stan.disable_logging():\n", " sm = cmdstanpy.CmdStanModel(stan_file='mixture.stan')\n", " samples = sm.sample(\n", " data=data, \n", " seed=3252,\n", " chains=4,\n", " iter_sampling=1000,\n", " )\n", "\n", "samples = az.from_cmdstanpy(posterior=samples)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parsing the output\n", "\n", "Let's look at the results." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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arviz.InferenceData
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      <xarray.Dataset>\n",
       "Dimensions:      (chain: 4, draw: 1000, alpha_dim_0: 2, b_dim_0: 2,\n",
       "                  beta__dim_0: 2)\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",
       "  * alpha_dim_0  (alpha_dim_0) int64 0 1\n",
       "  * b_dim_0      (b_dim_0) int64 0 1\n",
       "  * beta__dim_0  (beta__dim_0) int64 0 1\n",
       "Data variables:\n",
       "    alpha        (chain, draw, alpha_dim_0) float64 5.661 1.789 ... 5.441 3.164\n",
       "    b            (chain, draw, b_dim_0) float64 31.69 11.06 ... 30.25 4.162\n",
       "    w            (chain, draw) float64 0.8029 0.8019 0.7968 ... 0.8382 0.84\n",
       "    beta_        (chain, draw, beta__dim_0) float64 0.03156 0.09042 ... 0.2402\n",
       "Attributes:\n",
       "    created_at:                 2024-01-07T07:49:38.905862\n",
       "    arviz_version:              0.17.0\n",
       "    inference_library:          cmdstanpy\n",
       "    inference_library_version:  1.2.0

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       "Dimensions:          (chain: 4, draw: 1000)\n",
       "Coordinates:\n",
       "  * chain            (chain) int64 0 1 2 3\n",
       "  * draw             (draw) int64 0 1 2 3 4 5 6 ... 993 994 995 996 997 998 999\n",
       "Data variables:\n",
       "    lp               (chain, draw) float64 -1.602e+03 -1.601e+03 ... -1.598e+03\n",
       "    acceptance_rate  (chain, draw) float64 0.4733 1.0 0.9368 ... 1.0 0.8343\n",
       "    step_size        (chain, draw) float64 0.1345 0.1345 ... 0.1206 0.1206\n",
       "    tree_depth       (chain, draw) int64 5 2 2 3 4 3 5 4 5 ... 3 3 5 4 3 3 3 5 2\n",
       "    n_steps          (chain, draw) int64 63 7 3 7 15 11 31 ... 15 15 7 15 35 7\n",
       "    diverging        (chain, draw) bool False False False ... False False False\n",
       "    energy           (chain, draw) float64 1.607e+03 1.603e+03 ... 1.601e+03\n",
       "Attributes:\n",
       "    created_at:                 2024-01-07T07:49:38.915960\n",
       "    arviz_version:              0.17.0\n",
       "    inference_library:          cmdstanpy\n",
       "    inference_library_version:  1.2.0

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\n", " " ], "text/plain": [ "Inference data with groups:\n", "\t> posterior\n", "\t> sample_stats" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `arviz.InferenceData` object has two xarray DataSets, `posterior` and `sample_stats`. We will work extensively with `sample_stats` in future lessons (and find that they are crucial for checking your sampling!), but for now will focus on the `posterior` object that has the samples. You can look at it be expanding the `posterior` view above.\n", "\n", "Note now that the `posterior` output is a bit more complex. This is because the parameters `alpha`, `b`, and `beta_` are vector-valued. The entries in the vectors are respectively indexed by indexes `alpha_dim_0`, `b_dim_0`, and `beta__dim_0`. The samples of these vector valued parameters are then three dimensional arrays. The first two dimensions are the `chain` and `draw`, like we have already seen, but the third dimension specifies which element in the vector.\n", "\n", "Samples are selecting using xarray data selection, which you can read about in the [xarray docs](http://xarray.pydata.org/en/stable/indexing.html). As an example, to access sample number 478 from chain 2, do the following." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset>\n",
       "Dimensions:      (alpha_dim_0: 2, b_dim_0: 2, beta__dim_0: 2)\n",
       "Coordinates:\n",
       "    chain        int64 2\n",
       "    draw         int64 478\n",
       "  * alpha_dim_0  (alpha_dim_0) int64 0 1\n",
       "  * b_dim_0      (b_dim_0) int64 0 1\n",
       "  * beta__dim_0  (beta__dim_0) int64 0 1\n",
       "Data variables:\n",
       "    alpha        (alpha_dim_0) float64 6.893 1.426\n",
       "    b            (b_dim_0) float64 24.98 22.55\n",
       "    w            float64 0.7097\n",
       "    beta_        (beta__dim_0) float64 0.04004 0.04435\n",
       "Attributes:\n",
       "    created_at:                 2024-01-07T07:49:38.905862\n",
       "    arviz_version:              0.17.0\n",
       "    inference_library:          cmdstanpy\n",
       "    inference_library_version:  1.2.0
" ], "text/plain": [ "\n", "Dimensions: (alpha_dim_0: 2, b_dim_0: 2, beta__dim_0: 2)\n", "Coordinates:\n", " chain int64 2\n", " draw int64 478\n", " * alpha_dim_0 (alpha_dim_0) int64 0 1\n", " * b_dim_0 (b_dim_0) int64 0 1\n", " * beta__dim_0 (beta__dim_0) int64 0 1\n", "Data variables:\n", " alpha (alpha_dim_0) float64 6.893 1.426\n", " b (b_dim_0) float64 24.98 22.55\n", " w float64 0.7097\n", " beta_ (beta__dim_0) float64 0.04004 0.04435\n", "Attributes:\n", " created_at: 2024-01-07T07:49:38.905862\n", " arviz_version: 0.17.0\n", " inference_library: cmdstanpy\n", " inference_library_version: 1.2.0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples.posterior.loc[dict(chain=2, draw=478)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you wanted only the value of $\\alpha_2$ from that sample, you would do (noting the zero-based indexing of xarrays):" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'alpha' ()>\n",
       "array(1.42611)\n",
       "Coordinates:\n",
       "    chain        int64 2\n",
       "    draw         int64 478\n",
       "    alpha_dim_0  int64 1
" ], "text/plain": [ "\n", "array(1.42611)\n", "Coordinates:\n", " chain int64 2\n", " draw int64 478\n", " alpha_dim_0 int64 1" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples.posterior[\"alpha\"].loc[dict(chain=2, draw=478, alpha_dim_0=1)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you wanted it as a scalar, you would use the `values` attribute and convert the resulting zero-dimension Numpy array to a `float`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.42611" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "float(samples.posterior[\"alpha\"].loc[dict(chain=2, draw=478, alpha_dim_0=1)].values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While xarray data types are quite powerful, it is often more convenient to work with the more familiar Pandas DataFrames. The `.to_dataframe()` method of xarrays is quite useful for this purpose." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " alpha b w \\\n", "chain draw alpha_dim_0 b_dim_0 beta__dim_0 \n", "0 0 0 0 0 5.66140 31.6886 0.802886 \n", " 1 5.66140 31.6886 0.802886 \n", " 1 0 5.66140 11.0593 0.802886 \n", " 1 5.66140 11.0593 0.802886 \n", " 1 0 0 1.78864 31.6886 0.802886 \n", "\n", " beta_ \n", "chain draw alpha_dim_0 b_dim_0 beta__dim_0 \n", "0 0 0 0 0 0.031557 \n", " 1 0.090421 \n", " 1 0 0.031557 \n", " 1 0.090421 \n", " 1 0 0 0.031557 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples.posterior.to_dataframe().head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we might expect, the indexes of the xarray become indexes of the data frame. This can be cumbersome to work with when plotting because we typically wish to plot marginal distributions, e.g., of element 1 of `alpha`. A more convenient form might be a data frame where each element of a vector- (or matrix-) valued parameter is a column. This is accomplished using the `bebi103.stan.arviz_to_dataframe()` function." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " alpha[0] alpha[1] b[0] b[1] w beta_[0] beta_[1] \\\n", "0 5.66140 1.78864 31.6886 11.05930 0.802886 0.031557 0.090421 \n", "1 5.17734 2.14482 29.5825 8.38260 0.801894 0.033804 0.119295 \n", "2 5.39749 1.80403 31.3802 7.27724 0.796794 0.031867 0.137415 \n", "3 5.19167 2.03671 31.5290 8.31763 0.797783 0.031717 0.120226 \n", "4 6.47852 1.98396 25.4453 9.93925 0.850177 0.039300 0.100611 \n", "\n", " chain__ draw__ diverging__ \n", "0 0 0 False \n", "1 0 1 False \n", "2 0 2 False \n", "3 0 3 False \n", "4 0 4 False " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_mcmc = bebi103.stan.arviz_to_dataframe(samples)\n", "\n", "df_mcmc.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This data frame is easier to work with for plotting. Note that there are added columns for the chain number (`'chain__'`) and draw (`'draw__'`). These have double underscores in their names for easier reference. This function also includes some diagnostics from the `sample_stats` group of the ArviZ InferenceData in the data frame, in this case the `diverging__` column, and we will discuss the meaning of those in future lessons." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the samples\n", " \n", "To plot our samples, it is convenient to make scatter plots of samples for each pair of parameters. This means we plot all marginalized posteriors that contain two parameters. We can also plot marginalized posteriors where we only have one variable. This is conveniently done using a **corner plot**, as implemented in `bebi103.viz.corner()`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"alpha[1]\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"b[0]\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"jgbwFkiwP0CF61G4HpU9QG/whclUYT9AgZVDi2yHP0Cn6Egu/3E5QIZa07zjND1Afoy5awkZQEB6xyk6kltAQN6Th4VakzxAyAc9m1UPQUDtnjws1HJBQKfoSC7/cTtARUdy+Q8pPUCWIY51cQs/QEdy+Q/pJzxA1zTvOEU3PkDy0k1iEJBDQDSitDf4gkJAj+TyH9LnQUCU9gZfmHRBQKMBvAUSXEBAYqHWNO8oQEDXo3A9CtdCQMWPMXctETtAdLUV+8tOPUCX/5B++7o8QPrt68A5K0NASS7/If2GPED3Bl+YTI1BQFyPwvUoTD1AEhQ/xtzFPUCdgCbChvc9QKd5xyk6Yj9AObTIdr5vQEALJCh+jKk5QCuHFtnOT0BAUWuad5yqQED3Bl+YTD1AQNv5fmq8ZEFAaW/whclkOUBCYOXQIqs5QIxK6gQ0ETlAMuauJeSTOEDWxW00gIc7QL8OnDOiND5ALbKd76e2O0DFjzF3LWE+QA3gLZCgWD5AaJHtfD/VPkArGJXUCdg+QIMvTKYKzkBAGlHaG3wRP0DVCWgibMg9QIqO5PIfUj1AtaZ5xykyQEDr4jYawCNBQKYKRiV1MkBAETY8vVKuQED7XG3F/mJBQBPyQc9mTUFAvHSTGATOQkAnMQisHFpBQPkx5q4lVD1AysNCrWnuPUA5RUdy+c8+QBPyQc9mBT5AjLlrCfkQPUDByqFFtqM9QNNNYhBYaT1AWYY41sVFQEC8BRIUP/ZAQCNKe4MvPDtACYofY+6KPEAHX5hMFbw9QOELk6mC2UBAlWWIY12MQUAm5IOezdpBQF+YTBWMKkNAoyO5/IfMQECitDf4wtRCQA5Pr5RlWD9Ae4MvTKYSQUDwp8ZLN6k+QPhT46WbdDtAfdCzWfXJN0CGyVTBqEQ5QOqVsgxxTDZA8BZIUPzgQEBUUiegiYA4QKfoSC7/IT1A/tR46SZxPUCaCBueXhk4QO2ePCzUWjpAUrgehetRPkA+6Nms+qw8QEmdgCbCJjtAbVZ9rrbCOUCBlUOLbJ9BQPvL7snDcjtACtejcD3KPEA5tMh2vo89QNejcD0Khz5AldQJaCIUQUBMN4lBYAVBQMHKoUW20z9AFK5H4XqUQEC/DpwzovQ3QJ7vp8ZLJzhAETY8vVK2OEDswDkjSus3QPwYc9cS0jxAdQKaCBtuQEDgvg6cM9I6QL7BFyZThTtAtoR80LOpO0Af9GxWfS47QJ2AJsKG1ztAObTIdr6nQUBSSZ2AJsI/QKfoSC7/6UBAQxzr4jb6P0BOYhBYOSQ9QLWmeccpKj1ACfmgZ7NKPEClvcEXJoM8QN21hHzQQ0BAK/aX3ZN3P0Aj2/l+auw4QMHKoUW2IzpAEqW9wRcGOUBy+Q/pt99DQDMzMzMzYz9AaLPqc7UNQUBKDAIrh/Y/QAYSFD/GLEBAuB6F61GQQkDFILByaKlBQN/gC5OpYj9Amggbnl5pP0Dbiv1l9wRAQMdLN4lBsEBAxty1hHygP0D/If32dYA5QKAaL90kdkFA0gDeAgmaQkAFNBE2PCVDQMe6uI0GUENAbcX+snuiQkBos+pztSVAQJ0Rpb3BJz5AS8gHPZtlPEDx9EpZhrg5QMHKoUW2E0RA5WGh1jR/QEBCz2bV53o7QJEPejarHjxAOwFNhA3/PEBdbcX+sqs5QJvmHafoODlATRWMSur0OUBYObTIdv45QGKh1jTvyDxAokW28/00PED5oGez6rM8QKAaL90kRj1AqFfKMsTROkDtDb4wmYo/QCh+jLlryT5AYTJVMCrpOkBd3EYDeNs6QM/3U+Ols0BA5j+k376eQECx4emVsqRCQHsUrkfh+kFAXwfOGVHaQUDiWBe30ZA9QEw3iUFgfUBAvJaQD3rOQEDAWyBB8TNDQKMjufyHnEFA6SYxCKyEQ0AOvjCZKpg7QK36XG3FvjtALSEf9GxmPECNl24Sg7A5QJSHhVrTjDpA1QloImz4PEBWDi2ynf87QJZDi2znezpADAIrhxb5OUBg5dAi2yk+QI2XbhKDMD5AgEi/fR0YPUAaUdobfKE4QG+BBMWPsUJAF9nO91MzPkB3vp8aL7VGQCPb+X5q3EJA0SLb+X5KQUD8qfHSTWJDQOcdp+hIhkNAxty1hHwAPUAIPZtVn3s+QKpgVFInUD5AhetRuB4FQUBoImx4emU6QO58PzVeqjxA2qz6XG21OkBN845TdOQ8QEhQ/Bhzlz9AJlMFo5KyQEBiodY076BAQGgibHh6RTxA6+I2GsArQECyLm6jAbw/QJeQD3o2I0BAEFg5tMh2O0BJnYAmwo5CQIPAyqFFVkBAi2zn+6kxQEC4HoXrUYg6QP32deCcEUBAnl4pyxCXPkDD9ShcjyI9QBB6Nqs+BztAtvP91HgZP0D35GGh1pQ7QF8HzhlR+jhA/Yf029fxOEBd/kP67ds3QLAD54wo/TpAw/UoXI/yOUBtVn2utrI+QKCJsOHplTxA9GxWfa7mPkBSuB6F64E+QJ2AJsKG5z1AVg4tsp2vOkDMf0i/fY07QDLmriXk4zxAs3vysFB7O0D2l92Th+U9QPAWSFD8UENAZ9XnaiteQ0CTqYJRSZVEQDojSnuDn0NAjZduEoOwOUCLbOf7qbE+QG1Wfa62ojxAqRPQRNgQPUD99nXgnGE/QMIXJlMFIztA6+I2GsDLQECL/WX35ElAQD0K16NwHUFAW9O84xTtQEB24JwRpW1CQHUCmggbDkFAbxKDwMppQEBLWYY41hVAQNGRXP5D2j9AvJaQD3pWPUA3GsBbIGlAQNDVVuwv+ztA7Q2+MJnaO0C7uI0G8JY+QBlz1xLyYTpAvAUSFD+GPUC8dJMYBPY+QBTQRNjwFD1ADk+vlGWoOUDCFyZTBaM5QOcdp+hITj5AEHo2qz5XPUB1kxgEVk49QKOSOgFNdD1AjErqBDTRQEDnHafoSLZAQAWjkjoBTT9AoBov3SQeQEDy0k1iEJhBQEvqBDQRpj9AbAn5oGeTQEBxGw3gLdBAQMBbIEHx8zlAPzVeuklsPUBxPQrXo3hAQBPyQc9mNUBAX5hMFYwaQECV1AloIlRAQEp7gy9MhkBAwoanV8oSQUCn6Egu/8E/QCo6kst/MEJAdZMYBFZGQED5oGez6iM+QE9AE2HDAztAkxgEVg6dO0Cx4emVslw9QA+cM6K0BztAnl4pyxA3OkBL6gQ0EU5EQBlz1xLysUVAwaikTkCLQkAijnVxG409QE5iEFg5VD9Agy9MpgpOQUA2PL1SlrFBQDxO0ZFcPj9AC0YldQIyQEBWfa62Yg8/QHKKjuTyDz9AqDXNO05RPkCGONbFbYxAQO0NvjCZakBAoImw4enVQECbVZ+rrfBAQEVHcvkPiT9AZmZmZmaWPECZKhiV1Ok7QOxRuB6FezhATmIQWDmEQECWIY51cWs/QMdLN4lBkD1ArkfhehQGQUAJih9j7opCQMGopE5AS0JAc9cS8kFvRECY3ZOHhRpAQIMvTKYKVj9AescpOpLTQECt+lxtxTZCQDhnRGlv0DtASZ2AJsK2P0C6awn5oGdCQJwzorQ3YEFA9wZfmEwVPUC/fR04Z3Q9QKJFtvP9LEBALSEf9Gw2O0CjI7n8hwQ8QMHKoUW24z5AGQRWDi2iOkCdEaW9wWc5QJzEILByCDpA2c73U+P9QUA6I0p7g8dBQMrDQq1pVkRAwTkjSnsLRECvlGWIY1VEQJoIG55eiThAObTIdr7PPEAf9GxWfU47QB/0bFZ9TjtALGUZ4liHOkB6xyk6kjs6QFMFo5I6ET1AcT0K16NQPEDarPpcbZU/QD7o2az6BENATx4Wak1zPEAAkX77OpA/QMrDQq1prj9A9ihcj8JlPkDr4jYawDNAQAfOGVHaqz9AOPjCZKpIQUAawFsgQVFBQFOWIY51IUJATYQNT6/0QECI9NvXgWtEQHL5D+m3HzpAs+pztRXbOkDFjzF3LTE7QFFrmnec4kBAlrIMcazbP0ATYcPTK3U9QC1DHOviZj5AD5wzorSHP0AnMQisHApAQLG/7J48jEFAAiuHFtneP0DyQc9m1Zc/QFJJnYAm8j9Asi5uowEsQkCaCBueXslBQE2EDU+vhEJA001iEFjpQEC6awn5oCdCQBUdyeU/XEJAtTf4wmQqQUCdEaW9wZdAQKd5xyk6MkJAxty1hHxwQ0C1pnnHKbo/QFMFo5I6cUFAFmpN847DQUDwhclUweBBQDPEsS5uAz9AO99PjZe+PEDY8PRKWfY9QGKh1jTvCD5AQmDl0CLLPkCoNc07TolAQOQUHcnlvz5ADXGsi9tYPkDVeOkmMag/QG/whclUWUBADJOpglFpO0BGlPYGXxhBQJ+rrdhfLkJAI9v5fmq8O0D5MeauJXQ8QBdIUPwY0z5AOpLLf0hPPkA/V1uxv9w9QC2yne+ndj1APZtVn6tNP0A730+Nl544QAK8BRIUt0FAaQBvgQQdRUAGEhQ/xvxEQB3J5T+k90JAS8gHPZuNREBg5dAi2ylFQIhjXdxGG0ZAvHSTGAS+QUA7AU2EDS8/QOwvuycPGz1ArWnecYqOQECzDHGsi2tAQD0K16Nw/TxAkDF3LSFfPUASpb3BFw5AQHBfB84ZYT5Ae4MvTKZqPkD67evAOfM/QIofY+5a2kBAak3zjlN0OkAjSnuDL2w+QERpb/CFGT5AdZMYBFb+QEBApN++Dhw9QPJBz2bVBztAAAAAAADgQEDQs1n1uUJAQB04Z0RpXzxA1edqK/ZHPECt+lxtxR49QECk374O3DxABFYOLbLtP0BHcvkP6dc7QNzXgXNGxD1AryXkg57tQkBJnYAmwsY6QE5iEFg5ZDpAhslUwaj0OkCVZYhjXbRAQBlz1xLysUFA7uvAOSOiQUB5WKg1zds/QMrDQq1pbkJAEce6uI2GP0A2zTtO0SFAQKMBvAUSNEBAaCJseHqVPkDzH9JvXwc+QDlFR3L5Z0BA8BZIUPxYQ0D35GGh1hRDQGiz6nO11TxAdCSX/5BOPkBhw9MrZfk9QB1aZDvfrz5A46WbxCCIQUC5jQbwFrg5QAwCK4cWaTxA4C2QoPgZQEBIv30dOCc/QBIUP8bcfUBAOwFNhA2fP0DOiNLe4Gs9QOSDns2qjz9A+THmriVkPkCu2F92T0ZBQNCzWfW5KjZAzhlR2husNUCM22gAb7lAQPwYc9cSGkBAsHJoke1sPEAi/fZ14Mw+QOkmMQis3DxAAiuHFtk+PUAvbqMBvKU+QD0K16NwzT1AIbByaJHNPEBAE2HD0/s+QF8pyxDHkkBAfT81XrqZP0DdJAaBlfM/QLG/7J48HEBAutqK/WWXP0CgibDh6V1EQE3zjlN0tDlA+8vuycMqQUCF61G4HkVCQOwvuycPa0BAqvHSTWKYQEA2zTtO0XE6QBBYObTIBjtAKe0NvjBZPEB0tRX7y249QB/0bFZ9DjtA1XjpJjEoQUAWak3zjnM/QF5LyAc9Cz5AzojS3uCrO0BiodY072g5QOlILv8h3T1AhjjWxW3EP0DBOSNKe/M9QM3MzMzMLDtA5dAi2/mOPUDKVMGopD5DQN21hHzQAztAmpmZmZkZQEBxGw3gLfA8QHZPHhZq7T9AQ61p3nEKO0Cad5yiI7k8QJoIG55eaTxAKqkT0ET4OUDhehSuR/lCQN/gC5OpYkFAh6dXyjLkQUDUmuYdp0hCQGHD0ytl2UFA/7J78rAwQUB1ApoIG+49QLWmeccpskBAvp8aL93EPkBfB84ZUSo/QHuDL0ym8kFAxEKtad4xQkD4wmSqYJRAQKMjufyHrEBAAwmKH2OePUBUdCSX/1A+QIzbaABvMT9Adk8eFmqNO0C7Jw8LtfY+QE3zjlN05D1AQxzr4jYaPkBq3nGKjhQ/QCfChqdX6j5Ax0s3iUEgPUAZc9cS8jE9QPs6cM6IIjxAxyk6ksuPPUBq3nGKjsxCQJjdk4eF6j9AeqUsQxxTQECWQ4ts58tAQHe+nxovFUBAWmQ7308dPUCz6nO1FRNAQJqZmZmZ2T9Avp8aL93kO0BYyjLEsS4/QGQ730+NN0BAnMQgsHJYQEDD0ytlGQJCQME5I0p7Q0FAduCcEaWtO0DCFyZTBYM+QF+YTBWMqkBAu7iNBvC2N0Av3SQGgeU3QOPHmLuWoD5A3SQGgZUzP0APC7Wmea9FQKVOQBNhS0RAYTJVMCppOkAzMzMzMxM7QDtwzojSvjpAzhlR2hv8P0CVZYhjXfxBQB+F61G4hkFAYTJVMCqRQEDZzvdT4zU/QOCcEaW9oT1AaW/whcmEPEA3iUFg5aA5QHctIR/0rD1ATtGRXP4jQkBLyAc9m91DQMRCrWne6UNAP1dbsb+EQEDXNO84RWdAQELPZtXnuj1APL1SliF+PUCHFtnO95M+QCGwcmiRLT1A4zYawFsQPUCTGARWDv0/QKvP1Vbsnz9AufyH9NtnPkCh1jTvOMU5QCqpE9BEIERA8tJNYhA4Q0DYgXNGlB5AQBUdyeU/fEVAL90kBoGdR0Atsp3vp45AQHBfB84ZYUNAWmQ730+1QkCHFtnO95tBQL8OnDOi5EJAaQBvgQQlQ0CCc0aU9tZDQKqCUUmdkENAOwFNhA3fQ0C/DpwzosxCQA6+MJkqIEVAzczMzMycQ0AFxY8xd2VDQClcj8L1KDtAYOXQItvxQ0AGEhQ/xqw+QLIubqMB/D5ADi2yne9XOkBrmnecoqM5QMRCrWneAT5A8x/Sb1/3PkDzH9JvX/c+QE3zjlN0dDtANjy9UpbhOEDRItv5frJAQMgHPZtVf0FAB/AWSFA8QkCTqYJRSe1BQPfkYaHWpD9A3SQGgZXTQEDu68A5I+JAQMHKoUW280BA63O1Ffs7QUBHcvkP6Qc/QBB6Nqs+/0BANe84RUfCQkBv8IXJVOFAQEOtad5xokFAqRPQRNhAPkBkXdxGA0g+QE0VjErqBEFAXI/C9SgMQEB9PzVeuoFAQGuad5yisz5A1XjpJjFYPEBZhjjWxS1AQHrHKTqSW0FAcvkP6bd3QEB3vp8aLy1BQDSAt0CC4jpAqoJRSZ04QUBseHqlLPtBQGsr9pfdI0FAqMZLN4kxPkDZPXlYqPU/QJjdk4eFMkBAzczMzMyUQEBbsb/snkw8QMKGp1fKwjlAHqfoSC6vOEBxrIvbaAA3QAfwFkhQLDhAguLHmLv2REDoaiv2ly0/QL7BFyZTlUFADwu1pnnvQECASL99HVhCQPYoXI/CvUJAnu+nxktXPEAT8kHPZqU+QLTIdr6fGjxAyXa+nxqfPEDXNO84RYc7QFjKMsSxbj9AMZkqGJWEPkDVCWgibKhAQGPuWkI+4EFAirDh6ZXyQkDBOSNKe0M5QHxhMlUwijpA097gC5NZP0AwKqkT0IQ+QJ7vp8ZLpz9Aqz5XW7EfP0DcRgN4C+Q+QHBfB84Z0T9ABTQRNjwVQEDtDb4wmSJAQCv2l92Tr0JA8IXJVMEoREAmUwWjkvo7QMWPMXct8T1AJ8KGp1dKPUCjAbwFEsxBQOVhodY0nz9A097gC5OJQUDZX3ZPHnZDQDJ3LSEf3ENArrZif9l9Q0DHKTqSy582QMPTK2UZ8jRAINJvXwf2REC7Jw8Ltd5AQPYoXI/C9T9AKA8LtaY5PUAH8BZIUIw+QGTMXUvIxz9AI0p7gy9sPED1udqK/dU8QJvmHafogEJAY+5aQj6YQkAQ6bevAz9DQOF6FK5H0T5AhA1Pr5S9QEBJnYAmwu5CQPcGX5hMrUJAQj7o2awKQkAzMzMzM1M8QA1xrIvbqDtAOdbFbTQYQUDn+6nx0oVEQLKd76fGC0FAOGdEaW+gPEA4Z0Rpb/A/QEMc6+I26j5ATYQNT6+0P0BTliGOdflAQLmNBvAW8EFANIC3QIJKQUBvgQTFjzlCQMpUwaikbkBAWMoyxLEuQkC9UpYhji1CQEdy+Q/pBz9AZmZmZmYmPUDyQc9m1adAQFfsL7snV0FAvHSTGASeQkDtDb4wmeo6QKJFtvP9hEBA48eYu5ZwQEASFD/G3C1AQBQ/xty1RDlA9GxWfa5GP0CDwMqhRSY9QGaIY13cBj5AfGEyVTDqP0ATYcPTKzVAQARWDi2y/UBANBE2PL3yOEClvcEXJnM/QCNKe4MvjDxA54wo7Q2ePUB88rBQa1JBQB4Wak3z1kBAdk8eFmrlQUDNO07RkZRBQOOlm8QgcD9A8fRKWYbYPEA6I0p7g187QPCnxks3ST9AhslUwagUP0B2cRsN4B1BQAWjkjoB1UFAAG+BBMXvQUA4+MJkqkA/QOf7qfHSLThAYTJVMCrpQED6fmq8dGM6QBPyQc9mpTpApb3BFyZLQ0CQMXctITdCQMKGp1fK8jpAgZVDi2zXO0Am5IOezSo8QFD8GHPX+kBAIv32deCEQEBFR3L5D2lAQB04Z0RpF0FA7lpCPuhpRUCXkA96NkNBQD7o2az6REJA+1xtxf4iREDYgXNGlN5DQNQrZRniaERAyxDHurhVREBzaJHtfGdDQLPqc7UVazxAke18PzWOQEAFNBE2PO1AQCPb+X5qlENAmEwVjEoSREAZc9cS8sFAQPmgZ7Pq40BAvjCZKhjVQEBz1xLyQe88QDXvOEVHEj1AhxbZzvcrQECoV8oyxHlAQIGVQ4tsn0BAnYAmwobvQECtad5xiiZCQMDsnjwsLEFA8kHPZtVnP0BUdCSX/1A6QEI+6NmsWj1ABFYOLbJ9Q0ADCYofYyZAQAMJih9jzjtA8tJNYhCIOUCRD3o2qw49QF+YTBWMSj1AT6+UZYhzOkAwTKYKRkU7QLx0kxgEBjtAG55eKcuwO0BR2ht8YfI9QL1SliGOZT1AXdxGA3g7PkDImLuWkJ89QFg5tMh2lkJAVFInoImoQkAs1JrmHfc7QCgPC7Wm2T9A54wo7Q0ePUC4HoXrUShBQGKh1jTvGD1ABFYOLbINPkAJ+aBnswo+QOM2GsBbKEFA7MA5I0rjQEALRiV1AgJBQJ5eKcsQB0FARwN4CySYPUCk374OnCM/QOCcEaW94T9AxLEubqOBQEBNFYxK6txCQLn8h/Tb10FAU5YhjnUxQEDfT42XbkI/QKVOQBNhwzxAukkMAis/QUBWn6ut2BdCQOJYF7fR0EJA2PD0SlkmQ0BcIEHxYwRAQMzuycNCvTtAJzEIrBxaQUDwhclUwbg7QKhXyjLEUT1A0gDeAgnKP0Bb07zjFDVAQC2yne+ndkBA8WPMXUvYQUAbDeAtkEA/QOLplbIMgTpAppvEILCiPkDYgXNGlIY/QCo6kst/uDtA/yH99nVQO0BApN++Dgw7QGdEaW/wpTpAsi5uowFsO0C94xQdySU6QC2yne+ntjlA3bWEfNBDPkC6awn5oEc7QAMJih9jLjxAJ6CJsOE5PkB3LSEf9Mw9QL4wmSoYpThA3EYDeAtUOUDr4jYawKs7QJ+rrdhf1jpALpCg+DH2PEBoImx4eqU9QHlYqDXNOz5A9wZfmEyVQECwcmiR7dw/QKabxCCwskFAufyH9NtHP0DEsS5uoxFCQGDl0CLbiUFAoBov3SR2QEDqlbIMcTRAQNcS8kHPhj5A2V92Tx6WQEAQejarPt9AQHE9CtejUEBA+8vuycPaQEDdtYR80ONAQHctIR/0nD5A4QuTqYJBP0CCc0aU9pY9QBNhw9MrZTxAduCcEaU9P0AW+8vuycM+QKyL22gAHzxAOGdEaW9QPUB0JJf/kO47QHL5D+m3Hz1AfPKwUGsKP0BWfa62Yu89QOPHmLuWsDxAtaZ5xyn6OEBCYOXQIls5QFuxv+yejDlAvp8aL900OkBQjZduEgM+QJYhjnVxyz1Au7iNBvC2PUB9PzVeusk9QKMBvAUSdDpAZRniWBfnO0APnDOitJc6QNSa5h2nuD5A5WGh1jRPQEAJ+aBnswpAQB04Z0Rp70BANe84RUdyPUD6fmq8dLM8QE9AE2HDwzxAat5xio5EP0AFNBE2POVBQAtGJXUCqkFAQ61p3nFCQUC1N/jCZPo+QI9TdCSXXz5AUPwYc9fSP0D67evAOZM9QCntDb4wqT9A3EYDeAsUP0D+1HjpJuE6QO5aQj7ouTtAPSzUmuYtO0ATYcPTKwVBQM6I0t7gSz1A6pWyDHFsO0A730+Nl34+QC2yne+nlj5A+1xtxf5KREDXo3A9CodCQD0s1JrmHT5A2c73U+MFQUBWDi2ynVdBQKMBvAUSXEBATDeJQWAlQEAxmSoYlWRBQFyPwvUopEFA+Q/pt69zQEDwp8ZLN7k9QBTQRNjwFDxA24r9ZfdEOEC30QDeArk8QIqw4emVAj9A4lgXt9EwOkDr4jYawIs5QLgehetRqD1AKqkT0EQoPkAofoy5awk9QIGVQ4tsZzxA5WGh1jSPP0CyLm6jAVw9QCgPC7WmqT9A8kHPZtWPQEClLEMc6wJAQIZa07zj9EBAW0I+6NnMQEDmriXkg65AQFOWIY51QUBA6pWyDHFsPUCOdXEbDeBAQDSAt0CCUj5A2/l+aryUP0Dkg57NqndBQFwgQfFjRENAzojS3uDTQ0DLEMe6uL1DQFkXt9EAPkJAGlHaG3zBPkB6pSxDHFs9QGiz6nO1BT9ApSxDHOsiPkAZc9cS8rE9QKd5xyk6cj9AObTIdr4fPkCLic3HtUEeQGk1JO6xBCBA9wZfmEy1HkDhKHl1joEaQCzxgLIp1xZAlzldFhNbF0Ck/KTap6MYQLfRAN4CCRRAsb/snjxMKkAzxLEubiP+P4j029eBsyVAea9amfBrI0B2cRsN4N0wQPVKWYY4piJAS80eaAVmHkAMWd3qOQkiQCScFrzomyFApMfvbfoTGED4cMlxp7QiQE9Y4gFl0/c/w7tcxHdi9D/7Bbth2yL2P9XKhF/qZw9AXmOXqN4aBUB87ZklAWoGQFmjHqLR3RFAo8wGmWT0I0BBvK5fsDsQQKyowTQMHyBAG2SSkbPwHkC6SQwCK2coQIBgjh6/Fx9Adk8eFmqNKUBNFYxK6mQcQJdzKa4qWx5ASkG3lzQGF0Dri4S2nKsZQJ92+GuyJhpA7Bfshm3rGUDCo40j1qIcQNLGEWvx6SJAcjPcgM9vFUA2H9eGihEUQFQ6WP/ncAFA3qtWJvwSDUAkYkok0csLQP2H9NvXAQhACrq9pDHaBUAeUDblCi8PQCegibDhqQ1AJCh+jLkLF0C8rl+wG/YNQNPe4AuTiR9A26LMBpkEIEB4KAr0ifwDQAuYwK27+QFAiNf1C3aDE0BCJhk5C/sLQCZw626e6hRAnl4pyxBnEkAbgXhdvyALQLWmeccpuhFAgQTFjzFXEEBGCI82jpgOQOYivhOz3hJAs9KkFHT7EkCmJyzxgPITQCKOdXEbjRFAbM8sCVBTDECYbhKDwEoNQI4B2evdnwlAQWX8+4wLCkCKzce1oUISQIj029eBUxZAcRsN4C1QFED3Bl+YTFUIQL5Nf/YjBQFAE/JBz2ZlIEC+9sySADURQAH76NSVjwZAbcoV3uUCEUBb64uEtjwaQKDDfHkBFhVA42vPLAlwEkB0mC8vwP4TQJwWvOgr6BxAxHdi1othG0DDR8SUSCIIQIfEPZY+tAVA+vIC7KMTE0BXIeUn1X4RQCPb+X5qvAFAqG+Z02VxBUDa4a/JGjUYQFfsL7snDx1ALlbUYBqmH0BwXwfOGXEgQH8TChFw+CNABkzg1t0sIkCyEYjX9asTQL3GLlG9dRVA7ncoCvSJFEAdyeU/pP8aQDMbZJKRwyBArthfdk8+LEBOYhBYORQbQAzlRLsKqRhAhnKiXYUUCkD+DkWBPrESQHnMQGX8+wxApSxDHOtiCEDACYUIOEQJQOauJeSDXgRA6N7DJcfdAUAdcjPcgA8JQN5xio7kMgVAyJi7lpBvGEDc9Gc/UsQXQGZmZmZmpiRA2V92Tx5WEECK5ZZWQyIGQPq4NlSM8wZABBxClZq9B0B+HThnREkkQLivA+eMyCRAZohjXdymJECph2h0B1EXQAOy17s/vhlAwD46deXzBED+t5IdG0EKQKM7iJ0p9AVASgwCK4eWBkADste7Pz4VQBcOhGQBkxZA1XjpJjEIC0DejnBa8IIdQNbFbTSARyFA96+sNCnFGUCc+dUcIPgZQDdsW5TZwBlAOL72zJIAIEBT0O0ljdENQOoJSzygrAJAyAc9m1V/JEBCPujZrHodQIrIsIo38hlACty6m6e6HUA57pQO1r8PQNl8XBsqhhtALc+Du7O2EUDon+BiRS0SQF9BmrFomhpAp5GWytuRCkCB7PXuj7cfQC0hH/RstihAQlvOpbiKEkBkdavnpDcHQOLplbIMsRpA7yB2ptAZH0BcIEHxY2wdQCmWW1oNSRBAlgSoqWULE0Bz1xLyQe8nQFPovMYuMSJAp+hILv+hHkCKzce1oVIgQGLboswGGRlABaOSOgFNDkArMGR1q2cKQC0mNh/XRhFAgxd9BWmmEUBATS1b68sPQKUUdHtJ4wlAUdobfGGyFkDAeAYN/fMRQDD186YiFRpABFYOLbL9EUBSD9HoDkIhQLw/3qtWRiFApIgMq3gzIUACvAUSFJ8lQBqGj4gpcRhAjNZR1QQBIUDLuRRXlT0PQOoJSzygDBJAQNmUK7zLFUAdlDDT9m8OQGq8dJMYRA5AoE/kSdL1CUCi0R3EzrQUQKp9Oh4z0BNAe737472KEkAM6lvmdNkQQDJ3LSEfFBJA5A8GnnsPDUA3jliLTyEQQO5Cc51GGg9A1T4djxnoBECjO4idKXQLQEJg5dAiey5AigJ9Ik8SCEB3vp8aLx0OQO6x9KELqgtAW9O84xT9KkDPvYdLjmsjQGCrBIvDmfQ/MlUwKqnTNUASg8DKoTU0QHDOiNLeYCtAsp3vp8ZrMED4wmSqYHQ0QJayDHGsSzJAlPYGX5hMJUAaUdobfHE4QHtrYKsEqxFA6IcRwqNNFED6sx8pIsMZQEc4LXjRlx1AeGLWi6GcFEB0e0ljtM4OQHR7SWO0zg5Aq+y7Ivi/EkAw9fOmInUQQCoAxjNo6AxAZvfkYaHGIUD3AUht4qQUQGZOl8XERhNAnPnVHCBYF0AMdsO2RTkSQKJdhZSfJCFAyhXe5SKuIkAzMzMzM/McQOwvuycPCxJADjLJyFn4FEB3vp8aL10nQAdfmEwVTCdAVB1yM9ygE0AxfERMiUQYQCjVPh2PGRpAkQ96NqteGUAtsp3vp8YjQJeQD3o2ax5AY3rCEg84IEC4dTdPdUj0P6qCUUmdwANAD5wzorR3AkCNKO0NvtAWQBzw+WGEUBFAmMCtu3mqE0Ct3XahuQ4OQEvIBz2blQZAV5V9VwS/F0AyrOKNzGMQQLsPQGoT5xRAnBa86CtoEkCCrRIsDocZQIZyol2F9CFANIC3QIJi9D+DL0ymCoYyQMX+snvycDNA7Q2+MJlKLEBv8IXJVCE2QPNxbagYRxJAeEXwv5WsE0AzFk1nJ+MbQGLboswGWRtAUdobfGEyL0BV+3Q8ZsAiQAlQU8vW+vs/RS+jWG6pAkDdtYR80LP+P3l1jgHZ6yFAKT+p9um4G0DF5uPaUNEVQOP8TShEIBpAS+oENBF2JEC5jQbwFiglQEYldQKaaClA30+Nl26SJEAiiV5GsYwgQLmNBvAWiB9As9KkFHQLIUB5Xb9gN/whQHzysFBr2gNAlgSoqWWrB0C5/If029f/Pz55WKg1DRNAyLWhYpz/G0BUdCSX/7ARQG3KFd7lYgxA78nDQq3pB0DEWnwKgDESQHjuPVxy3BFABfpEniSdEUCH3Aw34PMDQPsioS3nEgdASREZVvFGIUDye5v+7McTQGUZ4lgXZyJA16NwPQoXJUAXt9EA3iIUQFJJnYAmEiFAVp+rrdgfDUAXvOgrSBMYQAIrhxbZzhtAokW28/20JkA9D+7O2q0BQOyGbYsy2w5A+HDJcaf0GUC8dJMYBFYpQPs6cM6IsidAB7ZKsDh8IUCcbW5MTzgTQOxMofMaexBAzJcXYB89EkDDZKpgVFIdQKyL22gA7yJAgVt381RHIkA4hCo1e5AiQCswZHWrFyFAyv0ORYHeEUA8vVKWIQ4lQKFKzR5oJRBARG6GG/A5DkAdcjPcgA8MQK4q+64ITiJAnRGlvcH3I0Da/pWVJgUdQM3MzMzMzA1AghyUMNPWGUASwqONI3YWQGDI6lbPCRdAO+RmuAHfDUCk5NU5BmQLQDj4wmSq4CVAfH4YITzaFkB6Nqs+V2shQMjqVs9J7yBA4X8r2bERI0Ds3R/vVSsbQP4rK01KARxA0CfyJOm6H0D4ja89s+QRQG6LMhtkUh1AMbH5uDaUHkA9fm/Tn50fQI9TdCSXHxhA1pC4x9IHFEChuU4jLZUTQEVkWMUb2Q5A+3lTkQqjEECl942vPXMFQLyzdtuF5gFAZhTLLa3mFEAOT6+UZYgBQHGPpQ9dUP0/2GSNeoiGFkDhC5OpgpEVQCvB4nDm1wZATx4Wak3TJUAVOq+xSzQTQAnh0cYRaxRAX7Uy4Zd6AUC4kh0bgfj+P8EcPX5v0/4/PZtVn6ttBkAbZJKRs/AQQPTg7qzdVhBAb/Wc9L5REEASg8DKoUUZQPwdigJ9Ih9AseHplbLMJECk374OnHMhQB6KAn0iTwdAHooCfSJPB0A4vvbMksAAQJD3qpUJPwFAdmwE4nX9BUALtaZ5x0kVQEDBxYoabBpAz2vsEtU7IUDde7jkuHMaQIiFWtO8wxRAHThnRGlvEkDZPXlYqDUYQG05l+KqMhRABirj32fcD0BqTfOOU9QTQONw5ldzABFADk+vlGXoEkCutmJ/2V0aQJKWytsRDhBAhLuzdtsFC0CXHHdKBysKQP5l9+Rh4Q1A7N0f71WrCkDTvOMUHWkQQD2bVZ+rTSVA0sYRa/EpHECMSuoENLEcQF8HzhlRmgdA86s5QDCHBkAmqrcGtgoPQIj029eBcwZA/RNcrKjBBkCuga0SLA4XQGXHRiBeFwxAmnecoiMZHkDpDmJnCn0TQPwYc9cSciZAEK/rF+ymIEC+E7NeDIUcQBQ/xty1JBZAGy/dJAYhEUC+wRcmU6UWQNlaXyS0pRJA24r9ZfdkCkBt4uR+h+ILQDY8vVKWASxAsb/snjzMK0Csi9toAA8rQMVVZd8VIRRAsvShC+rbFkARUyKJXkYUQIv9ZffkYRVAMIFbd/NUCkAwgVt381QKQAWGrG713A9A1GAaho/oGkDXL9gN21YNQFkXt9EAPhdA5Ga4AZ9fCkC1FfvL7kn9P/3BwHPvYf8/f4eiQJ8ICkCDaRg+Iib6PyOERxtHrP8/bHh6pSxjJUAPuRluwGcUQKAVGLK6FRJASphp+1d2FEBBfcucLgsSQINRSZ2AZglAQMHFihqMCkBwmdNlMdEVQIVCBBxC1RRAOZfiqrLvB0CD+pY5XVYMQKSNI9biUw9A7Z48LNSaHEDbv7LSpHQQQEcgXtcvWAdAnwJgPIMGCUB0DMhe714WQPNxbagYhxlAJSNnYU/bFkBN+KV+3tQYQFK4HoXrMRpAQWX8+4zLCkBtVn2utgIkQL99HThnRCRASgfr/xxmFkC9GMqJdpUbQPXzpiIVBhFAcM6I0t4AIEDjqrLvigAfQCDSb18HTiRAiEZ3EDsTFkDy7zMuHEgaQNPe4AuTCS9AnYAmwoanJUDxETElkggfQGMLQQ5KiCFAc2iR7Xx/HUCsi9toAE8nQOlILv8hHSZACmgibHiaGECe6pCb4UYZQJTBUfLqXApAhNOCF30FDUCBeF2/YHcZQKCJsOHpJSNAFqQZi6bTIEA1KQXdXnIcQIGyKVd4FwpAbM8sCVBTCkCMSuoENJEUQFN5O8JpIRhAtAJDVreaEkB+NQcI5mgRQKbQeY1dghtA3NeBc0Y0E0C37uapDrkFQMJR8uocQwNA5BQdyeWfHEBkr3d/vDcSQMoyxLEurhFAqG+Z02VRF0AwTKYKRsUUQJdWQ+IeKxNAizIbZJIRDEAuVtRgGmYQQLL0oQvqmwhAeNFXkGYsFkAqjC0EOWgPQDHT9q+stP8/gpAsYAK3/T+W7NgIxOvzP4iAQ6hSs/I//TBCeLRx9z9HIF7XL9gHQEXY8PRKmQNAP8bctYQsM0AoDwu1pukzQPVKWYY4FiRArBxaZDufK0DtDb4wmSoTQNuizAaZZBFAbD6uDRVjEUCP5PIf0m8ZQCfaVUj5yQxA5x2n6EhuDkAZkL3e/XEJQJWfVPt0fAtAnL8JhQg4FEA1Y9F0dnIXQFQAjGfQsBFAvyuC/60EGUC3XWiu0ygaQNdMvtnmZhNAX16AfXRqDECg4GJFDaYUQOfG9IQl3gxA/isrTUpBA0BHcvkP6VcYQPjCZKpgFCVA4syv5gBBIUAs1JrmHYcvQDnWxW00gC1AM/lmmxuTEkBj0XR2MvgJQHztmSUBKhRAGCE82jhiEUBF9dbAVokVQN/gC5OpAgtAO8eA7PXuFkDcgM8PI/QhQPRsVn2uFh5AjV2iemtAFEBKJNHLKLYVQEok0csothVA8IXJVMGoJ0BnRGlv8GUxQJG4x9KHzhJAXhH8byU7DkB2GmmpvF0gQJJ0zeSbDRlANgLxun7hGUBK7xtfexYjQCYBamrZ2gZAt11ortPoEkDWrZ6T3lccQIhLjjulAyNAhslUwagUIkAychb2tEMPQK98lufBnQ1A2ht8YTLVC0AgXtcv2E0CQJsb0xOW+ApA3C4012mkBUAYPiKmRLIYQDI4Sl6dwxlAlQ7W/znMA0C9GMqJdhUdQHXN5Jttbvc/Z5sb0xPWAEDUmuYdp+gNQP7xXrUyoRpAAB3mywuQGkBVTRB1H6AXQJKWytsRThdA7zhFR3K5CED2XRH8b8UbQAclzLT9yxVAPx2PGaisF0DuX1lpUgoiQGWqYFRShyhAo3VUNUH0IEBXQ+IeSz8WQHkj88gfLB5ANUHUfQBSAEDCwHPv4dIJQI+qJoi6zwdAD7QCQ1YXHkB9y5wui8kDQNpyLsVVZQJASUvl7QjnCEBiEFg5tIgIQM6luKrsewFAWHOAYI4e/D/zH9JvXwf/P7Wmeccp+gZACacFL/qqEEBNFYxK6kQJQBgmUwWjEgxAYVRSJ6DJCkCr56T3jW8QQNC4cCAkCwNAogvqW+a0GUDpYP2fw7wXQIf58gLsYwpAnOEGfH6YH0Bdv2A3bNsZQJjArbt5yhpAWBzO/GrOIEAQQGoTJ9cTQHUCmggbXiJA/1vJjo2AGUA5ud+hKMAhQHZxGw3gjSlAtB8pIsO6I0AKou4DkBocQLFtUWaDTBpAGlHaG3zxIUCxUGuad9wkQJYmpaDbiwZA2A3bFmUWFUB4nKIjuRwdQGOcvwmFuCFAQmDl0CIbJ0CwcmiR7RwiQNRgGoaPaBdAOsyXF2DfFUB3FVJ+Ug0VQEd3EDtTCBVAdF5jl6geEEAr3sg88scPQH2R0JZz6Q5AbsDnhxGCB0BhN2xblBkeQGRd3EYDWBVApics8YCyGUD8+4wLB2IeQKXap+MxQwlAL8A+OnVlBUAnFCLgEOohQDBkdavnJBJA3jzVITezIkAsvMtFfPchQF9egH10KghAStI1k282BEA2sFWCxWH0P9UJaCJs+ABAJTs2AvG6AkAeM1AZ/74FQEsfuqC+JRBAaLPqc7WVDEDZfFwbKoYHQBB6Nqs+FxlAgy9MpgrmEED7ljldFrMUQOj2ksZo3RtApSxDHOtCGECyEYjX9YsIQDZ2ieqtwQRAWRMLfEW37j+WIY51cZsCQMHKoUW28wFAEarU7IFW/T9f7/54r1r/P/wdigJ94gZA4L4OnDMiDUDso1NXPqsbQLmNBvAWqBBAjErqBDSRJ0DZX3ZPHvYdQHHJcad08B1A0jqqmiAaIECWBKipZWsVQJAUkWEVLwhATYQNT6+0EkDB4nDmV7MHQD7QCgxZ3QlAEAaeew9XC0CZEkn0MmocQDnWxW00ACFASZ2AJsKmK0A2yCQjZzEiQN7IPPIHkyBAb2Qe+YPBIkAmAWpq2bofQCKmRBK9rBtAirDh6ZUSJEDI0ocuqG8OQPlOzHox1ARAuXAgJAv4EkDPoKF/gosJQJxtbkxP2AhAPGu3XWhuCkA6I0p7gy8PQGB2Tx4WKgtA4iNiSiRRH0CiKNAn8oQbQMxiYvNx7RJAIZOMnIWdEEDbiv1l9/QgQAN4CyQofidAo0CfyJOEFUCjO4idKTQZQCdmvRjKaRtAFD/G3LVkHEBjYvNxbagVQIYgByXMVBpAnKc65Gb4FECUpGsm3ywKQP5D+u3rgA1Ac/T4vU3fEUCO6QlLPKARQJI/GHjuPQZAFvvL7smjJ0AW+8vuyaMlQKkT0ETYMBpAjLlrCfkgIEB/arx0k3gzQJVliGNdfChATRWMSupkK0AfnbryWT4TQEmFsYUgJxFAsTOFzmvMHkCMoZxoV6EUQE5iEFg59BBAaK7TSEvFGEBPkq6ZfDMaQK5kx0YgfhZAAvG6fsGOE0Cmm8QgsJITQDSFzmvs0hBApg9dUN9yHEAYQznRrmIdQDkLe9rhbwRAN1SM8zcBEkDmBdhHp24UQP5D+u3rIBNAT0ATYcPzFECXxcTm47oWQAcI5ujxGxRAkWEVb2T+FUBMpgpGJbUQQLRZ9bnaahBAjkC8rl8QFkAYz6Chf2IRQF6dY0D2ehBAYAK37ubpGEBeonprYIsdQJIiMqziLSBAGEM50a6CAkCxFp8CYDwCQHe+nxov/R9AT3XIzXDDGEBjnL8JhegdQP+VlSaloAZAVmXfFcG/AkDPLAlQU4sRQB7EzhQ6bxdAhGQBE7h1+T+5wrtcxNchQG3F/rJ70iJAY+5aQj7oJkAVHcnlP4QqQOmayTfbHBhAXvQVpBlLEEAZraOqCUIfQIZyol2FlBJABBxClZrdG0A6BmSvdz8eQMDsnjws1Pk/B1+YTBWM/D94l4v4Tkz/Pzgyj/zBwP0/Ad4CCYrfD0AD7KNTV74cQIrIsIo38gZA4WJFDabh+D8dIJijx48RQGPuWkI+yCtAxFp8CoCRF0A5RUdy+a8kQLhAguLHmChAj1N0JJffJ0BWDi2ynS8rQBe30QDeUjFAd76fGi8dJ0DOGVHaG3wnQL8OnDOitAJAYYkHlE35EUChuU4jLRUEQGtlwi/18whAz04GR8lrDUDoE3mSdE0OQCyC/61kRwtA8+UF2EfHG0DfwyXHnVIcQFORCmMLARRAyAc9m1WfAUCSXP5D+k0cQCjVPh2P+RBADOVEuwrpCkD3x3vVyuQWQDRLAtTUEhlAa2CrBItjFUC5wrtcxNcYQCfChqdXChhAl3Mprip7FUBvnuqQm4EVQPD5YYTwaAxAbcX+sntSLkBiLT4FwDgaQFwgQfFjDCpAt9EA3gLZI0CgMv59xoUfQH46HjNQuSBAzH9Iv30tIUCPcFrwom8eQD9vKlJh3CBAmEwVjErqJEBBn8iTpOseQG6jAbwFsiRAB1+YTBVsFkAAb4EExe8oQE34pX7elBdArWnecYrOG0DpSC7/Id0qQP/sR4rIUCJAasGLvoIUFkAlehnFcosGQH1cGyrGuQ9Au+1Cc53GDEA+IqZEEr0IQFoSoKaWLQ1Ak+NO6WB9CkB6U5EKYwsVQGiz6nO1FRNA5ldzgGAOEkCL4H8r2XEVQDi+9sySwARAmdNlMbH5/j+v6xfshi0EQIv9Zffk4fo/FAX6RJ7kA0Ds3R/vVWsHQGkdVU0Q1RFA2T15WKiVIUAna9RDNNogQJeQD3o2qyZA8PlhhPDoBUCAK9mxEYgOQMmrcwzI3g1AIuAQqtQsDUAwL8A+OnUNQIyEtpxLcQFAjpJX5xhQBEBFL6NYbikDQGwE4nX9ghJAs14M5URbGEB15bM8D04SQIkMq3gjkxZAkzXqIRp9EEDbxMn9DqUXQPNUh9wMVxJAM9yAzw8jFEDGounsZNAUQJT2Bl+YLBdArS8S2nKOGEBivrwA+4gZQJLoZRTL7Q5A5e0IpwW/I0AuHAjJAjYhQPNZngd3Rx9ANrBVgsWBIEA1tWytL1INQDIge737Yw5AkIgpkUTPF0CrIXGPpQ8WQEcgXtcvGBpA81SH3AwXEkDLLa2GxP0VQIPdsG1RZg9AkSdJ10z+EUCEu7N22+UVQCGwcmiRjRxAW0I+6NksFEAmGTkLe1oOQPG6fsFumAtA95LGaB0VB0DuX1lpUooFQFVq9kArsAFAgv+tZMfmF0D35GGh1vQIQHPXEvJBTwhADAIrhxaZJUCYTBWMSioeQH/7OnDO6ChA0PI8uDurAkBFDaZh+Aj9P5AUkWEVb/0/GlHaG3yhDUANcayL22j/P3BfB84ZEQFAN1SM8zehA0CCc0aU9gYBQGwm32xzYwtAZkmAmlrWEkAdlDDT9u8bQInS3uALcyBAJ2a9GMqZIkD2evfHexUVQA8LtaZ5FyNAsMka9RCN9z8Fbt3NU536P4fcDDfg8xhADYl7LH3oHEBgsBu2LaoTQJlH/mDg+RVAyAxUxr9vGUC4HoXrUTgIQME5I0p7gwpAuDtrt11o/D8ibHh6pazxP8dGIF7Xr/M/S8gHPZtVCkBY5xiQvR4NQMI0DB8REwlAoOBiRQ2mE0COdXEbDcAmQFg5tMh2PihAy9sRTgveGEDcaABvgWQkQIrlllZDogZAet/42jMLD0Ck/KTapwMSQLH5uDZUbBBAttYXCW35CUCM+E7MejERQNejcD0KlxVA5+PaUDEuGEAjFcYWglwcQGMoJ9pVCBRAxcn9DkXBFkCtNCkF3V4LQMsQx7q4jRBAkdWtnpPeDUDmllZD4t4LQKVmD7QCww5Ap5at9UVCEECdnQyOklcOQBCSBUzglhJAJCh+jLmrJkByUMJM2+8hQNQOf03WyBJATFRvDWxVF0B4CyQofkwBQOPHmLuWUBdAbJVgcThTEkClg/V/DnMEQAzlRLsKCRFAZAYq49/nEkB5I/PIH2wXQCveyDzypxFAW9O84xTdDkB2GmmpvB0NQDwUBfpEPhJAmKPH721aIkCOdXEbDWAoQInS3uALsypASnuDL0wGKkAwKqkT0EQ3QE8eFmpNswJA3ze+9swSAUBEboYb8JkRQCL99nXgXBlAQwQcQpV6FkCt+lxtxc4wQCPzyB8MnCNARz1EozuoHUDKMsSxLg4TQLcLzXUaCRFAuOnPfqQIDkArpPyk2qcIQI9TdCSXPxxA8IXJVMHoGUC21hcJbUkjQBgmUwWjshxAR6zFpwB4EEC536Eo0GcRQED7kSIyzBBA4h5LH7rgEkD2I0VkWAUWQBL3WPrQJRpA4JwRpb1BEkASa/EpAMYWQA8LtaZ5pz9AduCcEaUtQUASpb3BF45AQA+cM6K0X0BAtMh2vp/KQEDLoUW283VAQCo6kst/EEJAJzEIrBwCQUDtnjws1OpBQLWmeccpYkBA4zYawFtIQEDc14FzRoQ/QIZa07zj5D5ABoGVQ4ucPUBmZmZmZkY/QNnO91PjVUBAPL1SliEmQUCjkjoBTcxAQKTfvg6cIz1AnMQgsHLAQEDdJAaBlQtBQFInoImwiUJAMQisHFrUQkBn1edqK9ZCQE3zjlN0lENAZapgVFKPQ0DnHafoSA5AQAU0ETY87TtARGlv8IXpPkCKjuTyHyI/QD0K16NwfT9ABaOSOgEFQUAW+8vuyVM+QLTIdr6fyjxAiGNd3EZDPEDD9Shcj+I+QET67evAmT1AI0p7gy9cPUDQRNjw9Fo+QE7RkVz+Iz5ADi2yne9vQEC+nxov3XRAQArXo3A9skFAYqHWNO9oPkBwXwfOGTE+QEa28/3UmD1AryXkg54dPUDy0k1iEEg9QGdEaW/wrUJADr4wmSqIQkCEns2qz2VCQO58PzVeikJA5BQdyeXPQUA1XrpJDOJBQLyWkA96RkJAYHZPHhYyQ0CCc0aU9u5BQMx/SL99vTpAFD/G3LX0PUBqTfOOUxQ+QE5iEFg5TENAvp8aL920REA1XrpJDEJAQL6fGi/dREJAzqrP1VZkQUBKe4MvTHZAQBdIUPwY0z9ArrZif9mdP0ADCYofY/ZAQKmkTkATwTtAqaROQBPxO0Cze/KwUPs9QIofY+5aWkJA7uvAOSPqQUBkO99PjddBQNjw9EpZDkJAhXzQs1lNQkANcayL2yhEQOoENBE21EJAwTkjSntbQ0BBguLHmPtBQD55WKg1DUFAWKg1zTtGQ0DcRgN4CzxHQGIQWDm0WENA0gDeAgm6P0AVjErqBExCQHBfB84ZSUBAZ0Rpb/AVPEDXo3A9Cl9AQL4wmSoYBT5AOiNKe4NfPEDT3uALk3k7QFkXt9EAfj9APZtVn6sNREBIv30dOI9DQF3cRgN4y0NAbVZ9rrZqQUBtVn2utmpBQMcpOpLL10FAZmZmZmb+QUCSXP5D+l1CQMsQx7q4zT1A9GxWfa5mN0AOvjCZKoBCQGN/2T15aD1Aklz+Q/ptPUA51sVtNPhAQBfZzvdT20BA4L4OnDPKQEDl0CLb+W5BQMzuycNC7T9A93XgnBHVPkArGJXUCUg/QOCcEaW9KUNAumsJ+aBXPEDlYaHWNI87QMSxLm6jkT1ATYQNT68EPEBj7lpCPgg7QDPEsS5uMz5AOPjCZKpwPkBcIEHxY5w9QMgHPZtV30FAXynLEMdKPUDJdr6fGidBQEw3iUFgrUFAqDXNO07RQUB7FK5H4Wo+QFg5tMh2LkBAOUVHcvnHQUAv3SQGgaU6QEI+6NmswkJALbKd76eWPkBVMCqpE9A5QMx/SL99zThACYofY+7qN0BkXdxGAwg+QPXb14Fz5j5A1CtlGeJoREBMpgpGJU1AQFafq63Yz0FA1JrmHaeoPkDhC5OpggE3QMKGp1fKgjZAQmDl0CKrPkA4+MJkqjA7QPfkYaHWtDhAvVKWIY4lQ0Dy0k1iEOg9QE5iEFg5tDtA07zjFB0xQEBE+u3rwHk9QNO84xQdOTtAOUVHcvl/OECaCBueXqk7QGTMXUvIZzhARGlv8IUJOkALJCh+jIk3QF5LyAc9s0FAak3zjlNUOkDMf0i/fV07QJzEILByODpAVFInoImAN0CEDU+vlKU8QECk374O/DxAJzEIrBw6PEBhw9MrZSk+QIC3QILiJzdAVOOlm8SANkCDL0ymCkY2QA5Pr5RliDZAnDOitDdoOUArhxbZzpc5QKCJsOHpFTxAyJi7lpBPPECWQ4ts54s3QBNhw9MrNTdA16NwPQrnN0B1ApoIG845QDVeukkMEjlAHcnlP6RfOkDTvOMUHclCQFg5tMh2Lj9AhjjWxW1EPkC1FfvL7vk+QM4ZUdobbEBA5IOezaovP0BiEFg5tGBAQDojSnuDnzxATKYKRiUlOkDarPpcbUU6QH9qvHSTEEJADJOpglFpPkD3Bl+YTNU/QPKwUGua5z9AysNCrWnOPED4U+OlmwQ/QH0/NV66KT1A5WGh1jQfPECMSuoENGE5QMX+snvykDpAIEHxY8w9QUBhMlUwKrk8QPYoXI/ChUBAbAn5oGdzP0ApXI/C9Xg/QEp7gy9MJjpATfOOU3R0PUAPC7Wmebc9QJJc/kP6PUVAQ61p3nGyQkD+Q/rt68BAQE0VjErqFD9AxY8xdy3BP0Atsp3vp9Y/QO0NvjCZWj5ADr4wmSqIP0Boke18P0U/QEmdgCbCFkdAU5YhjnVpRkBgdk8eFoJFQKkT0ETY+ERAxyk6kssvNkAeFmpN8xZAQKJFtvP9JD5AuY0G8BZoQUDtDb4wmZJCQJT2Bl+YXEJALUMc6+LOQkD5D+m3r7NEQOwvuycPU0JAarx0kxjcQkAnMQisHAJDQJYhjnVx40JAQYLix5irP0DuWkI+6Dk/QDy9UpYh7j5AU5YhjnUBOECdgCbChlc+QFdbsb/sjjpA3EYDeAuEOkDZX3ZPHsZDQAIrhxbZXkRAHcnlP6TPPUBPHhZqTdM+QFyPwvUotEFAsi5uowF0QUA/NV66SdxAQMsQx7q4rT1A+u3rwDlTPUB9rrZif7k7QEaU9gZfeD5ARrbz/dR4PUDY8PRKWd5AQKwcWmQ7rzpAiPTb14FDOEAZ4lgXtylBQBTQRNjwxEBA3EYDeAvUQECRD3o2q348QJ7vp8ZLtz9AMzMzMzPLQUDarPpcbbU/QNlfdk8eBkJAUI2XbhK7QUA3iUFg5SBAQN0kBoGVm0BA1CtlGeKYQUA0orQ3+MJBQDY8vVKWwT9AcT0K16PIQEDP91Pjpds9QLRZ9bnaWj1A/mX35GFBPEDZzvdT41U9QHicoiO5nD1Ady0hH/QsPUBXW7G/7G4+QAtGJXUCakFAPZtVn6u9PUBsCfmgZ5NDQK1p3nGKZkNAPQrXo3BlQ0DD9ShcjzJEQLfRAN4CeUNAJJf/kH47PkC7uI0G8HZAQKyt2F92zz9A1CtlGeLwQUBU46WbxFhCQFCNl24Se0JAo5I6AU2kQECsi9toAA9AQNv5fmq8PEBAqMZLN4mxP0AeFmpN804/QHbgnBGlHT9ABFYOLbJtPkBlqmBUUkdAQEOtad5xEkJACmgibHjCQ0CC4seYu25DQLu4jQbwfkBApSxDHOsiQECFfNCzWeU7QPkP6bevUzpAZMxdS8i3OkDu68A5I9o7QPOOU3Qk1zpA/kP67euIQUAN4C2QoGg+QA4tsp3vZzpApU5AE2GTOkCx4emVsgw6QABvgQTFrzhAf/s6cM4ARkCxv+yePFRCQMl2vp8ax0BAQj7o2aw6QECqYFRSJ+A6QBPyQc9mFThA6Gor9pdNOECzDHGsiws4QAAAAAAAGEFAUPwYc9eaQkDbiv1l94Q9QDSAt0CCcjtAaQBvgQSVO0CoNc07TjE9QNzXgXNGJD1AXf5D+u0DQEBfmEwVjCpAQCv2l92Tx0BAf2q8dJOoQEA7AU2EDZdCQLwFEhQ/JkBA7Z48LNTKPEAzMzMzM8M8QK1p3nGKjjpAeqUsQxzrPkD5oGez6hM9QJ+rrdhfXkBAVFInoIlQPUBMN4lBYFU8QHNoke18vz5Asb/snjyMPECWQ4ts5zs/QEOtad5xSj9AEFg5tMhWQUBfmEwVjFpBQKYKRiV16kBAZ9Xnait+QEBPHhZqTVNAQEHxY8xdOzlAZmZmZmaGOEAAkX77OmA5QAN4CyQo7j9AqMZLN4lBP0DiWBe30UBCQHDOiNLeaEJAzqrP1VZ0Q0Bgdk8eFrpBQBe30QDeakJAN4lBYOUAPUB7FK5H4Yo8QEoMAiuHhj9ARwN4CyQAQEDn+6nx0p0/QBueXinLgD9AoyO5/IfkPkANcayL22g7QOzAOSNKezhAEOm3rwPHOECNKO0NvmA9QHBfB84ZYT5ADJOpglG5PkASFD/G3DU+QC9uowG8JTxAJzEIrBw6PEBz1xLyQf87QNqs+lxtZTtAqoJRSZ3QO0CoV8oyxKE7QKW9wRcmq0JAdZMYBFbmQkDiWBe30UA/QAkbnl4puz1AMlUwKqnbQEAdWmQ73xdBQIlBYOXQqkJAzTtO0ZHcQUCPwvUoXC9BQPvL7snDykBAcayL22iIQEARNjy9Ut5AQHS1FfvLNkFAhxbZzve7QUD1SlmGOMZAQHKKjuTyR0BA2IFzRpTGPkCppE5AE8E9QF+YTBWM2j9AwTkjSntbRECjAbwFEvQ4QKjGSzeJATtA5WGh1jSnQEDrc7UV+ys+QKfoSC7/cThAysNCrWnuN0C7uI0G8DY3QNXnaiv21zZAdnEbDeD9O0C7uI0G8AY7QJjdk4eFKjtAmggbnl65PUBnRGlv8KU9QHRGlPYGt0BA5fIf0m8HQkD8GHPXEvI9QJAxdy0hf0BAHThnRGmnQEDf4AuTqWpAQJf/kH77EkBAFD/G3LU8QECutmJ/2S06QHNoke18l0BA9wZfmEwtQ0DPZtXnalNDQMNkqmBUSkJAp3nHKToqQ0CZu5aQD2JBQE+vlGWI4z1AqmBUUicwP0DcaABvgRQ8QHNoke18l0JAzqrP1VasPkD/snvysPA+QEku/yH9ZjxAYcPTK2X5PECDwMqhRUY/QF+YTBWMkkNAVg4tsp0PREDT3uALkxFBQBe30QDeWkJAPQrXo3ANPkADeAskKF4/QAK8BRIUb0BAeHqlLENMQEDarPpcbR1AQCQofoy5I0BAysNCrWneP0BoImx4enVBQHKKjuTy10BAoWez6nOFO0ANcayL27g6QBsv3SQGgT1A1CtlGeIYQEAawFsgQSE9QE2EDU+vxEFA5q4l5IM2QUDKw0KtaU4/QEvIBz2bpT5ACfmgZ7MKPEBy+Q/pt187QCL99nXg7D5AtoR80LPZPkApyxDHuqg+QBkEVg4t4j5AMnctIR+0PUAFNBE2PL0+QMWPMXctETpAi2zn+6nhOECDL0ymCvY4QA5Pr5Rl2DpAyeU/pN9+PUCpE9BE2PhAQFFrmnecokBA7lpCPuj5OEDA7J48LGQ6QAfOGVHaezlAyxDHuriNP0BEaW/whVk/QIBIv30dWD5ATx4Wak1DPEDwhclUwfg7QMRCrWnecT5ADwu1pnlnQEB9PzVeurk/QCBj7lpCvjpAHOviNhoIQ0Csrdhfdj9DQBrAWyBBAUBAEFg5tMj2P0BlGeJYF+9AQHWTGARWhkBA8KfGSzfpP0CbVZ+rrahAQILix5i7rkBAXCBB8WP0QUAXt9EA3rpCQCS5/If0S0FAvp8aL918QEDmP6Tfvq5AQPfkYaHWhD5AzO7Jw0JFQkCxv+yePIRCQMnlP6TfLjpAJzEIrBy6OUCC4seYuyY4QJjdk4eFajhA93XgnBH1OkAwKqkT0CQ8QHZxGw3gpUBADeAtkKCIPkCNl24Sg2hEQAK8BRIUR0NAXCBB8WMEQEDtnjws1EJDQB+F61G4bjtAt9EA3gIRR0ASFD/G3D1GQJCg+DHmLkNA/7J78rDAPUDAWyBB8RM9QFmGONbFTTxARGlv8IWpP0C6SQwCK19BQAmKH2PuGkFAwhcmUwXzQEBxGw3gLRA+QBgmUwWjsjtAKqkT0ESoPEBoImx4ehVBQHZxGw3gDUNAE/JBz2blQkDQs1n1ufpAQOXQItv5DkBAQfFjzF1bQUCdgCbChl9CQIts5/up8UBADeAtkKB4QEDOqs/VVtw9QH9qvHSTGDxASFD8GHNnQUBtVn2utlJBQIV80LNZpUFAbqMBvAUiPkD+Q/rt60A/QOcdp+hIVkJAYqHWNO84QkDx9EpZhlBCQAdfmEwVBEFA46WbxCCQQEB4nKIjuTxFQKUsQxzrYkRApb3BFyZDQkCfPCzUmlZBQNJvXwfO2UBAdk8eFmo1QUAZBFYOLSpBQOlILv8hBUJALGUZ4ljnOUC8lpAPehY6QFg5tMh2HjlAN4lBYOWYQUCoNc07TnE9QHL5D+m3XztAUkmdgCaSOUABTYQNT689QGfV52orljpAKcsQx7r4OkCUh4Va0/w+QAU0ETY8XT9A4L4OnDOiPUB0JJf/kP48QPCnxks3+T1A93XgnBG1PUDi6ZWyDJFAQCKOdXEbDT9AcT0K16MgPEDG3LWEfHA8QBsv3SQGiUNA4umVsgzJRECb5h2n6HBEQGq8dJMYJERAS+oENBH2REBfmEwVjGJEQKRwPQrXi0BAEFg5tMj2PUCEns2qz0U/QDBMpgpG5T1AZmZmZmYWQEBQ/Bhz1yI+QH3Qs1n1iUBANqs+V1vZQEDnHafoSEZEQGDl0CLbUUBAK/aX3ZPfQkB6xyk6kgNCQE8eFmpNa0JAD5wzorRvQkB1ApoIG2ZGQC6QoPgxjkFAjZduEoPAQ0Ce76fGSy9CQD9XW7G/zEBAW9O84xR9PUAZ4lgXtzE+QJhuEoPAkkFAjLlrCfl4QUBHcvkP6b9AQH6MuWsJ2UBA6Nms+lwtPUDTTWIQWNk9QOviNhrASzpA4C2QoPhxPUBfmEwVjPo/QDBMpgpGNUBA63O1FftbPkCQoPgx5l4/QMgHPZtVn0RAImx4eqVMREDek4eFWstEQNbFbTSAZz1AkzoBTYQ9PUDhehSuRylAQLFQa5p3jEBAzH9Iv30NQUDc14FzRnxAQOqVsgxxFERAwoanV8o6QUD2l92Th41BQFR0JJf/UD1AYTJVMCopPECOdXEbDSA9QAu1pnnHyT1AqRPQRNgoQEApXI/C9fg9QCuHFtnORz1A0gDeAglKPkCDUUmdgDZAQEoMAiuHBkBA+1xtxf6yQEBLyAc9m9U+QD0s1Jrm1UBAMQisHFrUPkCNKO0NvqA/QNc07zhFZz5AXdxGA3hrP0CkcD0K1+M+QEp7gy9MVjlAQs9m1ecqOEB0tRX7y548QFtCPujZDEJATRWMSuo0PkC30QDeAnlAQPLSTWIQSD9A7MA5I0pbPUACvAUSFI88QCo6kst/yD1AeHqlLEM8QEBbQj7o2Yw/QKg1zTtOYT9AEce6uI02QUDjx5i7lmhBQB6n6EguF0FAhlrTvONMQEB5WKg1zWtDQO/Jw0KtqTlAQj7o2ay6OUCvJeSDni04QBdIUPwYAz1AG55eKctgQEAg0m9fB24/QBlz1xLyWUFARrbz/dQ4QUDHSzeJQSBBQJZDi2znA0BAnzws1JpGP0CRfvs6cE48QOXQItv5vj5ALSEf9GxGPkDc14FzRmQ6QDXvOEVHMjlA4umVsgyJQkCOBvAWSPBBQFRSJ6CJGENAVOOlm8SQP0A6kst/SNdAQOm3rwPnrD9AwaikTkBTP0A2zTtO0cFAQMdLN4lB8D1Axm00gLegP0BwzojS3hhBQBIUP8bctTlAMLsnDwsFQ0Dl0CLb+R5BQMZtNIC3MEFAklz+Q/otPUCk374OnMM9QAWjkjoB3TlAumsJ+aC3PkDdtYR80JM6QMSxLm6j8UJALUMc6+JOQkDD0ytlGYpCQBx8YTJVUD9AmpmZmZn5O0DHSzeJQWBAQH/7OnDOeEBASnuDL0ymQ0Akl/+QfnNAQJzEILByUEBA8rBQa5qnP0Dgvg6cM0I/QINRSZ2AxjlARIts5/v5OUAbL90kBtE7QA5Pr5Rl2DxABFYOLbLtPUDlYaHWNAdAQN6Th4Va8z9AF9nO91PjO0BTBaOSOvE8QEi/fR04NzpAMZkqGJUEPUCWQ4ts5/s9QE+vlGWIYzpA63O1FftbPkCeXinLEPc8QJXUCWgidEFAuB6F61EAQUAYJlMFo6JAQOkmMQislEBAaLPqc7WNQECgibDh6WU/QMDsnjwsTEBAQ61p3nFaQEA7cM6I0t4/QDarPldb0UBAAiuHFtkmQEArGJXUCSg/QG8Sg8DKAUBAokW28/08QUDuWkI+6DFBQBKDwMqhvUFANKK0N/giQkBSSZ2AJipBQA1xrIvbwEBAMCqpE9CUO0A2PL1SluE5QCV1ApoIyzlAAU2EDU9vOUC6SQwCK09AQG8Sg8DKsUNAOiNKe4NPPUDyQc9m1c9AQA3gLZCgAEBAvw6cM6JMQEAOLbKd719AQFFrmnecMj9AIGPuWkJOQECTOgFNhFVBQCGwcmiRhURAofgx5q7tQ0BMpgpGJWVEQB04Z0Rp7zhAuB6F61GYOkA6kst/SO89QApoImx42j9AB/AWSFCMQkD3Bl+YTOVCQFdbsb/sXj1AOPjCZKpAOkAT8kHPZmU1QCqpE9BEiDVAZapgVFKnPkBz1xLyQV89QG1Wfa62Yj5AlrIMcaxrQUAnwoanVyo6QFfsL7sn3zdAryXkg579NUCDUUmdgAY3QLn8h/Tbf0NAJCh+jLnLQ0AcfGEyVcBBQE7RkVz+80FAdZMYBFbOPUCBJsKGp7c8QClcj8L1eDtAJLn8h/RDQkDEsS5uo+lCQP32deCcMUFAmggbnl4pQUBGJXUCmjhBQHicoiO5BEBAEqW9wRemPkC7Jw8LtbY/QAFNhA1Pf0JA6Ugu/yFdREAQejarPodBQNzXgXNGpD5A1zTvOEV3OkAMk6mCUbFAQJtVn6utuD9AB84ZUdoLPUBpAG+BBD1AQL3jFB3JHUJA1JrmHafYQUAE54wo7Z1CQPs6cM6IcjxA1sVtNIAPQUDF/rJ78kBBQNO84xQdOUFAbHh6pSzTQUBq3nGKjvQ+QOF6FK5HsT5Avw6cM6K8QECSy39Iv00+QLIubqMBrDxAK4cW2c43QECM22gAb1FDQBKDwMqhXUNAaJHtfD+VPkDmP6Tfvq47QCUGgZVD6z1AUrgehesRPUA/V1uxvyRCQGHD0ytlmTpABoGVQ4ucOkA3iUFg5ahCQNobfGEyvUNAnu+nxkvfQkBd/kP67UtAQC9uowG8HUBABoGVQ4tMQEB2Tx4Wat0/QFioNc073j9AXCBB8WPcPUChZ7Pqc5U9QEa28/3UyD5Az2bV52p7PkD/If32dYhGQB3J5T+kh0VAgLdAguLvRkCDwMqhRYZEQBe30QDeYjpA1zTvOEWHPECbVZ+rrfg7QLIubqMBjDtAukkMAis3OkACvAUSFM9BQGIQWDm0IEJABOeMKO2FQkC7uI0G8FZBQH4dOGdEGTpA9bnaiv01OUDy0k1iEHhAQJLLf0i/NUFAzhlR2htMPUDLoUW2850+QNv5fmq8dDxA4QuTqYJpQUC5/If022c9QCL99nXgXD9A4C2QoPhxQEBdbcX+sts/QOSDns2qz0BAowG8BRLkQUA0gLdAggI6QJXUCWgiTEVAnDOitDd4RUBuowG8BWpCQJyiI7n8f0BAkX77OnC2QECtad5xio5CQC1DHOvi1j1AXdxGA3jLPUAH8BZIUNw8QEI+6NmsKj5AEhQ/xtwFPkDu68A5I9JBQHuDL0ymmkFA/yH99nXwPkAGgZVDi7w/QBfZzvdT8z9ATKYKRiVVP0DCFyZTBbM4QNnO91PjNTpAjnVxGw3AN0Cze/KwUIs2QDVeukkMojlA7MA5I0oLPEAep+hILu86QJhMFYxKuj5ANV66SQyiPEDuWkI+6Ck9QGKh1jTvCD1A0gDeAgnqPUCIhVrTvOM6QNiBc0aU5jlAvJaQD3pWPEDmP6Tfvs44QL3jFB3JVT5AUwWjkjoxPkAQejarPnc8QFr1udqKHTxA/fZ14JxhOkDarPpcbaU5QF5LyAc9qzpASS7/If2GPkDjpZvEIKA/QFHaG3xhUj1ARGlv8IXxQECamZmZmTk8QGDl0CLbEUBAvw6cM6KUQUARx7q4jWZCQKHWNO84XUJAyAc9m1X3QkAYldQJaJpDQHGsi9toSEFA4umVsgzhQkDNzMzMzCxCQJtVn6uteDRAOdbFbTSQNECjkjoBTYQ1QGuad5yiYzdAGQRWDi3CNkDOqs/VViw4QMPTK2UZ0jdAjgbwFkgwN0Akl/+Qfns0QFR0JJf/oDFAQs9m1eeqMUC/DpwzohQ0QFuxv+yezD5AVFInoIlwPkDVCWgibABAQB4Wak3zTjtAtMh2vp/qP0DmP6Tfvm4/QGIQWDm0SD9AgSbChqevQUC30QDeAhlBQIPAyqFFJj5AFR3J5T90P0DPZtXnagNAQB4Wak3zbj5A/Knx0k0yPEBhMlUwKik/QE0VjErqhD9ATKYKRiUFP0BN845TdKxEQNc07zhFV0RA63O1FfuDQkCamZmZmUlCQEa28/3UuD5AEFg5tMgGOkCcoiO5/Ec7QDSAt0CCcjpAexSuR+HqPkCsi9toAJdAQMsQx7q4PUFAPQrXo3AtQEBdbcX+sns/QD0K16Nw/T5AAJF++zpwPUA/xty1hNw9QO0NvjCZWj1ACfmgZ7OaPEC7Jw8LtYZBQHBfB84ZgT1AK4cW2c6HOkCNl24SgxhDQNxoAG+BhEJAJLn8h/T7P0Bgdk8eFgo+QDGZKhiVdD9AbcX+sntqQEBj7lpCPhhAQJoIG55eOUBAnl4pyxB/Q0Ctad5xiv47QEku/yH9ljxAio7k8h9yQEBCz2bV5xo7QM6I0t7gW0NAbef7qfFyPECu2F92Tz5CQPaX3ZOH5ThAeAskKH7cOkCNKO0NvrA9QCo6kst/eENAdCSX/5CeQkBSJ6CJsGFAQBHHuriNJjtAF7fRAN4SP0DOGVHaG8w+QHnpJjEIlEFAF9nO91O7QEAHzhlR2ntAQFwgQfFjzD9A5dAi2/keQEB9rrZif4lAQDlFR3L5V0JAvw6cM6LMQUA/xty1hLxAQOf7qfHSLT9AaCJseHr1OkB3LSEf9Jw8QCJseHqlPD5Axty1hHwAP0C/fR04Z/Q4QA5Pr5RlMEFAumsJ+aCfQEDNzMzMzBw+QP+ye/KwQDtAeHqlLEN8O0D4wmSqYLQ4QMUgsHJogTtApHA9CtejO0ABTYQNT28/QB6n6EguL0BAcM6I0t4QOkBL6gQ0EQY9QF66SQwCuzpA9pfdk4dFOUAwuycPC5U5QAfOGVHamzlA9P3UeOkuQkDEsS5uoxFCQHlYqDXNC0BAu7iNBvDmP0CASL99Hcg9QCnLEMe6+EJAXrpJDAIjQ0AyVTAqqdM/QC7/If32lUBATKYKRiV1OkA5tMh2vl8+QMnlP6TfDj1A6Gor9pe9O0D7y+7Jw3I9QIy5awn5oD1ARPrt68BZPEB2cRsN4L0+QCzUmuYddzxA5BQdyeWvO0CGWtO84+Q4QIenV8oydDhAWKg1zTt+OECsi9toAK89QLfRAN4CyTtAGJXUCWhCPECVZYhjXSw8QM6I0t7gWzxAdLUV+8uOP0Cmm8QgsCI/QPJBz2bVpz1AnKIjufxnQUAIrBxaZMNBQCBB8WPMTT1AYHZPHhZSQkD3deCcEVU8QCSX/5B+c0FAnl4pyxDHQECNl24Sg+hBQN21hHzQcz1A4zYawFuQP0BVwaikTuBAQJzEILBy8EJAj8L1KFz3QkC30QDeAsFDQJT2Bl+YPDpATtGRXP4TOUBE+u3rwPk7QDJ3LSEfBDxAuECC4sdYPEA2zTtO0SE8QCPb+X5qvDtAF0hQ/BgbQEDHKTqSy4dCQPMf0m9f/0BAU5YhjnWpQEA5RUdy+bdCQFInoImwkUBArthfdk+ePUCPU3Qkl586QGb35GGhHkJAofgx5q7lOEAmUwWjkro6QNV46SYxSD9AzF1LyAdNPkA1XrpJDDJAQMRCrWnegT9AGy/dJAYJQEBZhjjWxX0/QFuxv+ye5EFA8KfGSzdRQkDrc7UV+2tEQClcj8L14EFAC0YldQJCRUDufD81XgpDQOcdp+hIJkJAih9j7lpyQkCOdXEbDXBCQL8OnDOi9EFAfGEyVTDSQUDBqKROQNtAQMx/SL99XUBAO3DOiNJuQECAt0CC4pc4QDC7Jw8LBTpA3nGKjuTKQUAMk6mCUQFCQAN4CyQojjtA5BQdyeU/OkAbDeAtkCBAQN4CCYofoztACyQofowpPEBpAG+BBDU8QLraiv1llz1AFvvL7snTQkCAt0CC4sdBQAMJih9jLkNAdnEbDeBtQkAIrBxaZJs7QIlBYOXQGkBAbcX+snvCP0CjkjoBTVRCQEhQ/Bhz1z1AqoJRSZ1YQECR7Xw/Nc4+QFZ9rrZi7z5A3GgAb4FcQEA17zhFR4pCQB1aZDvff0JA+zpwzojKQUBR2ht8YaJDQKYKRiV18jtAz2bV52oTQ0Bq3nGKjjRDQMrDQq1pXj9Anzws1JpOQUDZX3ZPHl5BQOhqK/aXZUFAgSbChqeXP0C1N/jCZIJAQAmKH2Pu2j5AIo51cRslQUDXNO84RU9AQEjhehSuJ0BAIbByaJH9PUDiWBe30RhBQFmGONbFzUBAguLHmLsOQUCNl24Sg3hAQKMBvAUSrEJAmpmZmZm5O0DHSzeJQTA8QH/7OnDOKDtAM8SxLm6DOUASFD/G3FU5QI2XbhKDKENA16NwPQovQEACK4cW2Q4/QGq8dJMY9D1AoyO5/IcsQUCz6nO1FZNAQG8Sg8DKKUBANIC3QILSPkDQRNjw9KpAQLFQa5p3JEBANV66SQwCQUBwzojS3gBCQO/Jw0KtcUJAutqK/WVvQkDNzMzMzLRCQKYKRiV1YkRAmEwVjEoCQ0DpSC7/IY08QB/0bFZ9njxAGQRWDi2SPUD7OnDOiAI9QDnWxW00sD5AZvfkYaGWPUC/fR04Z+Q/QEaU9gZfuEBAW7G/7J70QEAzMzMzM8M9QB1aZDvft0BAH4XrUbj+O0CI9NvXgfNAQKjGSzeJ8UBAeHqlLEOEQEDImLuWkE9CQFr1udqKXUJAnzws1JpWQ0D8qfHSTXJCQLgehetRmDtA4JwRpb0hPUCASL99HSg/QLHh6ZWyjENA48eYu5aIQkA0ETY8vQJDQG40gLdAEkJANe84RUeCQUBLWYY41oU5QHUCmggbrjlAOiNKe4N/O0CeXinLEHc5QJF++zpwNkBAbxKDwMoRQUClTkATYRNBQEjhehSuj0NAvw6cM6LkOkARx7q4jRY7QNqs+lxtZTlA+8vuycPiOEDKw0KtaU46QKJFtvP91D9AGCZTBaPiPEBpAG+BBPVAQIMvTKYKdkFAj1N0JJffQEBWn6ut2K9AQAK8BRIUJ0NAj1N0JJffOEBCYOXQIkNBQJeQD3o2Q0JAzojS3uC7QkC4rwPnjDg/QFXBqKRO4D9AUWuad5xCQECBBMWPMbc/QK36XG3FPj1Aat5xio6UPUAs1JrmHbc7QPcGX5hMvUJAIR/0bFZtOECCc0aU9mZDQLTIdr6fmkNAwcqhRbYjQ0DyQc9m1ec9QIXrUbgelT5A1CtlGeJoPkBCYOXQIns9QKrx0k1ikD5AqMZLN4mRQkDzH9JvX2dBQGWqYFRS10JAke18PzW+QEBDrWnecSo+QGuad5yikz5Ab4EExY9BPkBR2ht8YTpAQK36XG3FBkBAfh04Z0Q5QkDG3LWEfNhAQJhuEoPAGj1AMnctIR/EPkDyQc9m1bc9QLpJDAIrj0JA1zTvOEUnQ0BlGeJYF89CQOxRuB6F80FAHOviNhpAQUDl0CLb+VZCQJhMFYxKakBAc9cS8kF/QEB88rBQazo/QDPEsS5uoz9AIEHxY8y9QEDu68A5I6o7QPRsVn2u5jpAMlUwKqkzOUAZc9cS8iE6QOPHmLuWmEJAqoJRSZ0QOkDIBz2bVQdCQO2ePCzUEkJAuB6F61FIQkC94xQdyWVDQLwFEhQ/Vj5AlWWIY13ERUCQMXctIYdEQMl2vp8ajz5A/Yf029cxQUC2hHzQs1lBQDSAt0CCqkFAc2iR7Xy3QEC+MJkqGI1BQK8l5IOeRUFAb/CFyVQhQUBlGeJYF5c+QFR0JJf/EDpAuycPC7XuQkBfKcsQxyJCQJ0Rpb3Bt0FAnYAmwoZ3PEBJLv8h/SY8QIbJVMGoZEFA1lbsL7sfQUB1ApoIG7ZAQIqw4emV6kFATx4Wak1LQkA0orQ3+JJBQB3J5T+kL0NA24r9ZfdcQUCq8dJNYrBBQNnO91PjJUJArfpcbcU2QUCFfNCzWQU+QB+F61G4Xj1AxSCwcmgBPUBg5dAi20k+QD0s1JrmjT1ATfOOU3Q0PkDHSzeJQeA/QGdEaW/wnUBAqMZLN4nhQUC28/3UeHFDQJtVn6utuENA5IOezaovRECWIY51cdNCQFFrmnecOkJA8BZIUPygQUBbsb/snkRBQMsQx7q4nT9AaQBvgQQdQEAFo5I6AU1AQLprCfmgpz1Ad76fGi/dOkANcayL2xg+QCegibDheT9ACmgibHgiQEAJ+aBns8JCQAn5oGezCj1AIEHxY8ztOUDBqKROQIM7QEi/fR04dzpAAAAAAACwQEDTvOMUHRlAQOPHmLuWAEBAcM6I0t4oQEBv8IXJVLlBQKvP1VbsB0JAxty1hHyQPkBfKcsQx/o8QAu1pnnHOTtAZDvfT43HR0BkO99PjcdHQMiYu5aQ90lALUMc6+I+REBhVFInoEFBQB6n6EguHz5AduCcEaWtPUA8TtGRXI4+QNxoAG+BpD9Aj1N0JJeXQUCBlUOLbE9AQHlYqDXNmz1AWDm0yHY2QkBGJXUCmsBAQEa28/3UeENA1QloImwoPUDUmuYdp+g6QI/k8h/SrzpATKYKRiV1NkCTGARWDg03QOcdp+hIfjdAbcX+snvSOkBLWYY41pVCQD0K16NwdUBAVFInoIkgQUCR7Xw/Nb49QEtZhjjWFT5AQYLix5i7PECn6Egu/xE/QNnO91PjVT9Axf6ye/IQP0DYgXNGlNY+QOf7qfHSbT5Ao5I6AU0kPUAeFmpN8749QN0kBoGVsz5A3nGKjuSyPkBa9bnaihVCQB6n6Egu30BAv30dOGfkPECJQWDl0DI9QPkx5q4lJD1AaW/whckUPECgibDh6eU9QEMc6+I28kBAwcqhRbYjQUARx7q4jXY9QJhuEoPACj1A9UpZhjj2OkBB8WPMXcs7QEI+6Nms+j1AAJF++zqwP0BYyjLEsU4/QP+ye/KwWEBAgy9MpgoWPUBz1xLyQQ8/QJ7vp8ZLNztAOPjCZKoAPEDx9EpZhpg7QKK0N/jCJD5AtvP91HjpP0Ch1jTvOH1AQHgLJCh+vDZAI9v5fmpsNkCF61G4HnVFQDLmriXke0FAswxxrItbQUDQRNjw9DpAQMWPMXct8T9AD5wzorSnP0DdtYR80KM6QFg5tMh2PjxApU5AE2HjPEA9LNSa5r09QJVliGNdDD9AxSCwcmgxQkDKw0KtabZBQDeJQWDlEDZA5fIf0m9fNUDgnBGlvWE5QBx8YTJVADpAokW28/2EOkD35GGh1mQ6QGFUUiegeUBA6Gor9pctP0C28/3UeAlAQInS3uALgzxARwN4CyQoO0AbDeAtkFA7QB1aZDvfzzxADAIrhxZpPkDuWkI+6DlDQKpgVFInQENA8tJNYhA4PUDMXUvIB40/QOLplbIMAT5ASOF6FK63N0BF2PD0Ssk2QEhQ/BhzJzdAkst/SL89QEDjpZvEIOA/QDbNO07RIURAw/UoXI+aRkDfT42XbiI/QPXb14FzdjtASOF6FK6/QEAzMzMzM0NAQL4wmSoYdT5AJJf/kH57PkB9PzVeunk9QNGRXP5DqkBAGy/dJAZpQEBwzojS3jBAQFyPwvUolEBA5/up8dJtP0D99nXgnCFAQA4tsp3v1z9A6+I2GsBrP0ArGJXUCag8QF66SQwCM0BAw2SqYFRCQUCDUUmdgGZBQIPAyqFFrkBAoBov3SRGQUCZKhiV1PlBQIbJVMGolEBAwoanV8ryP0BLWYY41lU9QL3jFB3JfUBAO3DOiNJuQEASFD/G3CU8QIv9ZffkITlAysNCrWneP0Cb5h2n6Bg6QH/ZPXlYeD5AaQBvgQR1PkD+ZffkYaE+QDy9UpYhTkFALpCg+DFuQECsi9toAK9BQBSuR+F6XEBAI9v5fmocQUC28/3UeHk8QFjKMsSx3jpAGQRWDi2COUDM7snDQm04QHGsi9towDtAdQKaCBvuOkDgvg6cM5pCQJM6AU2EvT1AMzMzMzO7QECHp1fKMsRAQHuDL0ym+j5AZMxdS8g/QEBnRGlv8PU6QN4CCYofMz1AS1mGONaVP0ClLEMc61I9QNcS8kHPVjxAL26jAbzdQUBn1edqK+Y8QDC7Jw8LhT5AOdbFbTQYQEB/+zpwzog6QKHWNO84lTtAVTAqqROQO0C30QDeArk9QPhT46WbdD9Ai2zn+6mBPkAZBFYOLaI+QAg9m1Wfez1A1XjpJjGoO0AIrBxaZGs7QPVKWYY4fkBAofgx5q5NQED5oGez6qM+QB4Wak3zTj5A4lgXt9FQOECIhVrTvLNCQPmgZ7Pqo0JA2ht8YTItREDP91PjpXtCQEHxY8xdqz9A8KfGSzcRQEDByqFFttM9QEymCkYlFUBAkX77OnB+O0D8qfHSTcI7QGkAb4EE9TtA/Knx0k2iPUA8vVKWIR48QCxlGeJYBz1AETY8vVIGO0DXEvJBz6Y9QKabxCCwcj1AEHo2qz7nPEDgLZCg+NE7QGb35GGhxjxAhXzQs1n1PEBfB84ZUfpBQLIubqMBDD9A1sVtNIC/QEAr9pfdk9dAQPwYc9cSUj5ASFD8GHOXQEDnHafoSF5AQPd14JwRDUFAY3/ZPXmYP0CGyVTBqPRBQPVKWYY49j1AXCBB8WN8P0AMk6mCUeFDQCGwcmiRPUZA8fRKWYYYQEBb07zjFF07QDy9UpYh1kJAUdobfGG6Q0DKMsSxLi5CQIenV8oyZEBAMLsnDwtdQUCMuWsJ+RhAQCEf9GxWrT9ACYofY+5iQECAt0CC4m9AQG6jAbwFQkBAqMZLN4lRQUBNFYxK6uxCQCGwcmiRpUFA/kP67evYQEAgQfFjzB0/QBdIUPwYwz9AApoIG55+PkBb07zjFF07QMNkqmBUikBAlkOLbOejQEBz1xLyQT8+QFvTvOMUfTpA3bWEfNDTOEBIv30dONc/QE5iEFg5bEBAH4XrUbhWQEBnRGlv8LU/QKAaL90kdjxAiUFg5dACQEBSSZ2AJuJCQLdif9k9sUJA3GgAb4GcQkC8lpAPeq5CQJhMFYxKikJAtMh2vp8yR0ClTkATYQM4QBfZzvdTG0BAwhcmUwWzO0DTvOMUHVFBQOeMKO0NXj5AEce6uI1GQEB2cRsN4P1DQCsYldQJCD9AjErqBDRxPECL/WX35BE7QOVhodY0rzxAXCBB8WMkQECeXinLEEdCQEtZhjjWDUBA+FPjpZusQUAE54wo7bVBQEGC4seYA0BAn82qz9UWQEDdtYR80INAQO84RUdyqT1AK/aX3ZM3PUCkcD0K13M8QGaIY13c9jxANxrAWyDpQEAW+8vuyXM9QAkbnl4pOzpA0LNZ9bl6P0BZF7fRAM48QPd14JwRtT1AMuauJeQzQkDZPXlYqH1CQFUwKqkTsD5AwFsgQfGTPUBUUiegicBFQJeQD3o2m0BAseHplbL8QUC4QILixyhCQMzuycNCNUJAW9O84xSlQED+1HjpJpE+QCS5/If0o0NAUdobfGEKQEBpAG+BBB1AQPJBz2bVFz9AGw3gLZBQQkB9rrZif/k+QMdLN4lBMDtAguLHmLsWOkC/DpwzojQ+QBQ/xty1JD1AOdbFbTSAP0DpJjEIrJw+QPAWSFD8CDlAEqW9wRcmPEBmZmZmZo5BQCL99nXghEJA+8vuycMqQkB88rBQayJBQDbNO07R4T5AXdxGA3jrPUDOiNLe4Gs6QHBfB84ZIT1AUI2XbhIjPkAnwoanV+o8QJM6AU2ELT5Ax0s3iUGgPEDRItv5fjo8QOAtkKD4mUBAHOviNhqYQEBGJXUCmog9QOcdp+hInjhAJLn8h/QLNkAhH/RsVqVAQHUCmggbLjxAmnecoiMRQkCvJeSDnj0/QMiYu5aQP0BAduCcEaVNQEASg8DKoaU7QPfkYaHWRDtAJQaBlUMbOkBGJXUCmpg3QCsYldQJmDdA8tJNYhBoPkDl8h/Sb+88QDSitDf4IjxAyAc9m1VvOUAMAiuHFmk5QPvL7snDAjxAzczMzMx0QUDek4eFWktBQIiFWtO8C0BALpCg+DEOQECSXP5D+lVBQLhAguLHwEFAutqK/WUHPkDQRNjw9Bo9QPhT46WbZD1Ao5I6AU30PkBmiGNd3LY9QOjZrPpcxUBAPzVeuknUQUAgY+5aQv5AQBrAWyBBWUJAnRGlvcE/QkARNjy9UiY8QGx4eqUsczxA5WGh1jT3QUClLEMc69pDQL1SliGOzUNA0ETY8PTiQUDMf0i/fb1AQKyt2F92x0BAYcPTK2VhQUC+wRcmU8U8QDXvOEVHOkBAB84ZUdpDQkDdJAaBlcM/QNxGA3gLFD9AXynLEMc6P0DEQq1p3vE4QPrt68A5kzdATtGRXP6zNECYbhKDwHpDQC2yne+nXkJAIEHxY8xtQ0C+MJkqGJU9QLByaJHtDD9AufyH9Nv3QECwcmiR7URCQJT2Bl+YTEFA8WPMXUuIQUAkKH6MuaNAQLKd76fGWz5Ady0hH/R8QUCfzarP1e5AQPmgZ7Pqi0BANjy9UpbxPkC5jQbwFgg9QCBB8WPMHTdAufyH9NtnNUAj2/l+alw+QIC3QILiFz9ACfmgZ7NaQkCLbOf7qTlBQBB6Nqs+Zz9AGQRWDi2CP0A730+NlxZBQMGopE5AYz1AMLsnDws1PkB3vp8aL809QDSAt0CC8jxA+THmriXcQUCP5PIf0m8/QMHKoUW2Az1Aio7k8h9iPUCcoiO5/Fc/QLWmeccpykBA+MJkqmAMQUCad5yiIzlAQGx4eqUsM0FAz2bV52qTQUB4eqUsQxRDQG3n+6nxKkJANs07TtFhQUBMN4lBYC1BQDvfT42X7kFAo5I6AU38Q0BCz2bV57pBQBsv3SQGOUJAFD/G3LVUPEA2zTtO0QE8QE9AE2HDwztAXkvIBz2bO0DP91Pjpds7QDsBTYQNbzlAwhcmUwUzP0DCFyZTBTM/QHsUrkfhGkBAufyH9NvPQEBa9bnaiv0+QLhAguLHiD9A1zTvOEW3PUCppE5AE1E8QAdfmEwVfDxAETY8vVLWPECjkjoBTbQ3QKMBvAUSdDdA2c73U+NFOkCV1AloIqw7QKFns+pz9TxAB84ZUdqrO0AnwoanV8o6QGDl0CLbOT5AFvvL7skjQ0CGyVTBqAQ+QIbJVMGoBD5ATKYKRiX1P0AJG55eKfs9QMsQx7q4jT9A9dvXgXNWPkDTvOMUHbk+QNv5fmq8DEBA+n5qvHTjQEA0gLdAgqI8QOzAOSNKOz1AwFsgQfFjPkC2hHzQs3k/QJkqGJXUiT5ARwN4CyR4PEAfhetRuB48QBDpt68DH0JAi2zn+6kxQ0CR7Xw/NXZDQMbctYR8mEBAbqMBvAWyQUBU46WbxMBDQLivA+eMeEJAhslUwajUQ0A0ETY8vYJEQOviNhrAU0VAHThnRGnHQkDVCWgibHhBQJ7vp8ZLP0FA1sVtNICfQUCRD3o2q74/QD0K16NwnUBAeqUsQxxrP0Aj2/l+alw/QEvIBz2bdT9AGQRWDi3iQUDy0k1iEIg7QA+cM6K0lztAb/CFyVTRO0DJ5T+k385DQLmNBvAWCEBA4lgXt9FIQEB2cRsN4L1AQL7BFyZTbUFAldQJaCLMPED2l92Th9U8QLTIdr6fEkNAGeJYF7cRQ0BNFYxK6mxAQArXo3A9ckBAQj7o2ayqPUC2hHzQs3k+QF1txf6yC0BA0ETY8PSaOUCsi9toAA85QAXFjzF33TpA/Knx0k2iO0AwuycPC/U9QHe+nxovPT1Af2q8dJNYPUDecYqO5DI+QO2ePCzUSkBA/yH99nUwQEBg5dAi25k/QIQNT6+UdTxAorQ3+MIUPUALtaZ5x4k8QOm3rwPnHDxATYQNT68EOkAT8kHPZhU6QC1DHOvitj9AIR/0bFb9QEDufD81Xno+QFK4HoXrcT1ASnuDL0zGPEBTBaOSOplAQB/0bFZ9tkRALv8h/fYlN0A7AU2EDY84QM3MzMzMNEBAtoR80LM5PkAwKqkT0CQ+QBPyQc9mlTxAyJi7lpA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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"w\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               \"},\"shape\":[4000],\"dtype\":\"int32\",\"order\":\"little\"}],[\"draw__\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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" const render_items = [{\"docid\":\"e94385e4-8bd2-4861-a095-0da346f15382\",\"roots\":{\"p1799\":\"d00b4322-a517-4854-af72-22b2e8fbb7c5\"},\"root_ids\":[\"p1799\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1799" } }, "output_type": "display_data" } ], "source": [ "# Parameters we want to plot with pretty names for display\n", "pars = [(\"alpha[0]\", \"α₁\"), (\"alpha[1]\", \"α₂\"), (\"b[0]\", \"b₁\"), (\"b[1]\", \"b₂\"), \"w\"]\n", "\n", "bokeh.io.show(bebi103.viz.corner(samples, parameters=pars))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks peculiar. We see a strong bimodality in the posterior. The cause of this can be revealed if we color the glyphs by the chain ID, accomplished using the `color_by_chain` kwarg. We only need to show one plot, we I will show $w$ vs. $\\alpha_2$." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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AzwYAANAGAADRBgAA0gYAANMGAADUBgAA1QYAANYGAADXBgAA2AYAANkGAADaBgAA2wYAANwGAADdBgAA3gYAAN8GAADgBgAA4QYAAOIGAADjBgAA5AYAAOUGAADmBgAA5wYAAOgGAADpBgAA6gYAAOsGAADsBgAA7QYAAO4GAADvBgAA8AYAAPEGAADyBgAA8wYAAPQGAAD1BgAA9gYAAPcGAAD4BgAA+QYAAPoGAAD7BgAA/AYAAP0GAAD+BgAA/wYAAAAHAAABBwAAAgcAAAMHAAAEBwAABQcAAAYHAAAHBwAACAcAAAkHAAAKBwAACwcAAAwHAAANBwAADgcAAA8HAAAQBwAAEQcAABIHAAATBwAAFAcAABUHAAAWBwAAFwcAABgHAAAZBwAAGgcAABsHAAAcBwAAHQcAAB4HAAAfBwAAIAcAACEHAAAiBwAAIwcAACQHAAAlBwAAJgcAACcHAAAoBwAAKQcAACoHAAArBwAALAcAAC0HAAAuBwAALwcAADAHAAAxBwAAMgcAADMHAAA0BwAANQcAADYHAAA3BwAAOAcAADkHAAA6BwAAOwcAADwHAAA9BwAAPgcAAD8HAABABwAAQQcAAEIHAABDBwAARAcAAEUHAABGBwAARwcAAEgHAABJBwAASgcAAEsHAABMBwAATQcAAE4HAABPBwAAUAcAAFEHAABSBwAAUwcAAFQHAABVBwAAVgcAAFcHAABYBwAAWQcAAFoHAABbBwAAXAcAAF0HAABeBwAAXwcAAGAHAABhBwAAYgcAAGMHAABkBwAAZQcAAGYHAABnBwAAaAcAAGkHAABqBwAAawcAAGwHAABtBwAAbgcAAG8HAABwBwAAcQcAAHIHAABzBwAAdAcAAHUHAAB2BwAAdwcAAHgHAAB5BwAAegcAAHsHAAB8BwAAfQcAAH4HAAB/BwAAgAcAAIEHAACCBwAAgwcAAIQHAACFBwAAhgcAAIcHAACIBwAAiQcAAIoHAACLBwAAjAcAAI0HAACOBwAAjwcAAJAHAACRBwAAkgcAAJMHAACUBwAAlQcAAJYHAACXBwAAmAcAAJkHAACaBwAAmwcAAJwHAACdBwAAngcAAJ8HAACgBwAAoQcAAKIHAACjBwAApAcAAKUHAACmBwAApwcAAKgHAACpBwAAqgcAAKsHAACsBwAArQcAAK4HAACvBwAAsAcAALEHAACyBwAAswcAALQHAAC1BwAAtgcAALcHAAC4BwAAuQcAALoHAAC7BwAAvAcAAL0HAAC+BwAAvwcAAMAHAADBBwAAwgcAAMMHAADEBwAAxQcAAMYHAADHBwAAyAcAAMkHAADKBwAAywcAAMwHAADNBwAAzgcAAM8HAADQBwAA0QcAANIHAADTBwAA1AcAANUHAADWBwAA1wcAANgHAADZBwAA2gcAANsHAADcBwAA3QcAAN4HAADfBwAA4AcAAOEHAADiBwAA4wcAAOQHAADlBwAA5gcAAOcHAADoBwAA6QcAAOoHAADrBwAA7AcAAO0HAADuBwAA7wcAAPAHAADxBwAA8gcAAPMHAAD0BwAA9QcAAPYHAAD3BwAA+AcAAPkHAAD6BwAA+wcAAPwHAAD9BwAA/gcAAP8HAAAACAAAAQgAAAIIAAADCAAABAgAAAUIAAAGCAAABwgAAAgIAAAJCAAACggAAAsIAAAMCAAADQgAAA4IAAAPCAAAEAgAABEIAAASCAAAEwgAABQIAAAVCAAAFggAABcIAAAYCAAAGQgAABoIAAAbCAAAHAgAAB0IAAAeCAAAHwgAACAIAAAhCAAAIggAACMIAAAkCAAAJQgAACYIAAAnCAAAKAgAACkIAAAqCAAAKwgAACwIAAAtCAAALggAAC8IAAAwCAAAMQgAADIIAAAzCAAANAgAADUIAAA2CAAANwgAADgIAAA5CAAAOggAADsIAAA8CAAAPQgAAD4IAAA/CAAAQAgAAEEIAABCCAAAQwgAAEQIAABFCAAARggAAEcIAABICAAASQgAAEoIAABLCAAATAgAAE0IAABOCAAATwgAAFAIAABRCAAAUggAAFMIAABUCAAAVQgAAFYIAABXCAAAWAgAAFkIAABaCAAAWwgAAFwIAABdCAAAXggAAF8IAABgCAAAYQgAAGIIAABjCAAAZAgAAGUIAABmCAAAZwgAAGgIAABpCAAAaggAAGsIAABsCAAAbQgAAG4IAABvCAAAcAgAAHEIAAByCAAAcwgAAHQIAAB1CAAAdggAAHcIAAB4CAAAeQgAAHoIAAB7CAAAfAgAAH0IAAB+CAAAfwgAAIAIAACBCAAAgggAAIMIAACECAAAhQgAAIYIAACHCAAAiAgAAIkIAACKCAAAiwgAAIwIAACNCAAAjggAAI8IAACQCAAAkQgAAJIIAACTCAAAlAgAAJUIAACWCAAAlwgAAJgIAACZCAAAmggAAJsIAACcCAAAnQgAAJ4IAACfCAAAoAgAAKEIAACiCAAAowgAAKQIAAClCAAApggAAKcIAACoCAAAqQgAAKoIAACrCAAArAgAAK0IAACuCAAArwgAALAIAACxCAAAsggAALMIAAC0CAAAtQgAALYIAAC3CAAAuAgAALkIAAC6CAAAuwgAALwIAAC9CAAAvggAAL8IAADACAAAwQgAAMIIAADDCAAAxAgAAMUIAADGCAAAxwgAAMgIAADJCAAAyggAAMsIAADMCAAAzQgAAM4IAADPCAAA0AgAANEIAADSCAAA0wgAANQIAADVCAAA1ggAANcIAADYCAAA2QgAANoIAADbCAAA3AgAAN0IAADeCAAA3wgAAOAIAADhCAAA4ggAAOMIAADkCAAA5QgAAOYIAADnCAAA6AgAAOkIAADqCAAA6wgAAOwIAADtCAAA7ggAAO8IAADwCAAA8QgAAPIIAADzCAAA9AgAAPUIAAD2CAAA9wgAAPgIAAD5CAAA+ggAAPsIAAD8CAAA/QgAAP4IAAD/CAAAAAkAAAEJAAACCQAAAwkAAAQJAAAFCQAABgkAAAcJAAAICQAACQkAAAoJAAALCQAADAkAAA0JAAAOCQAADwkAABAJAAARCQAAEgkAABMJAAAUCQAAFQkAABYJAAAXCQAAGAkAABkJAAAaCQAAGwkAABwJAAAdCQAAHgkAAB8JAAAgCQAAIQkAACIJAAAjCQAAJAkAACUJAAAmCQAAJwkAACgJAAApCQAAKgkAACsJAAAsCQAALQkAAC4JAAAvCQAAMAkAADEJAAAyCQAAMwkAADQJAAA1CQAANgkAADcJAAA4CQAAOQkAADoJAAA7CQAAPAkAAD0JAAA+CQAAPwkAAEAJAABBCQAAQgkAAEMJAABECQAARQkAAEYJAABHCQAASAkAAEkJAABKCQAASwkAAEwJAABNCQAATgkAAE8JAABQCQAAUQkAAFIJAABTCQAAVAkAAFUJAABWCQAAVwkAAFgJAABZCQAAWgkAAFsJAABcCQAAXQkAAF4JAABfCQAAYAkAAGEJAABiCQAAYwkAAGQJAABlCQAAZgkAAGcJAABoCQAAaQkAAGoJAABrCQAAbAkAAG0JAABuCQAAbwkAAHAJAABxCQAAcgkAAHMJAAB0CQAAdQkAAHYJAAB3CQAAeAkAAHkJAAB6CQAAewkAAHwJAAB9CQAAfgkAAH8JAACACQAAgQkAAIIJAACDCQAAhAkAAIUJAACGCQAAhwkAAIgJAACJCQAAigkAAIsJAACMCQAAjQkAAI4JAACPCQAAkAkAAJEJAACSCQAAkwkAAJQJAACVCQAAlgkAAJcJAACYCQAAmQkAAJoJAACbCQAAnAkAAJ0JAACeCQAAnwkAAKAJAAChCQAAogkAAKMJAACkCQAApQkAAKYJAACnCQAAqAkAAKkJAACqCQAAqwkAAKwJAACtCQAArgkAAK8JAACwCQAAsQkAALIJAACzCQAAtAkAALUJAAC2CQAAtwkAALgJAAC5CQAAugkAALsJAAC8CQAAvQkAAL4JAAC/CQAAwAkAAMEJAADCCQAAwwkAAMQJAADFCQAAxgkAAMcJAADICQAAyQkAAMoJAADLCQAAzAkAAM0JAADOCQAAzwkAANAJAADRCQAA0gkAANMJAADUCQAA1QkAANYJAADXCQAA2AkAANkJAADaCQAA2wkAANwJAADdCQAA3gkAAN8JAADgCQAA4QkAAOIJAADjCQAA5AkAAOUJAADmCQAA5wkAAOgJAADpCQAA6gkAAOsJAADsCQAA7QkAAO4JAADvCQAA8AkAAPEJAADyCQAA8wkAAPQJAAD1CQAA9gkAAPcJAAD4CQAA+QkAAPoJAAD7CQAA/AkAAP0JAAD+CQAA/wkAAAAKAAABCgAAAgoAAAMKAAAECgAABQoAAAYKAAAHCgAACAoAAAkKAAAKCgAACwoAAAwKAAANCgAADgoAAA8KAAAQCgAAEQoAABIKAAATCgAAFAoAABUKAAAWCgAAFwoAABgKAAAZCgAAGgoAABsKAAAcCgAAHQoAAB4KAAAfCgAAIAoAACEKAAAiCgAAIwoAACQKAAAlCgAAJgoAACcKAAAoCgAAKQoAACoKAAArCgAALAoAAC0KAAAuCgAALwoAADAKAAAxCgAAMgoAADMKAAA0CgAANQoAADYKAAA3CgAAOAoAADkKAAA6CgAAOwoAADwKAAA9CgAAPgoAAD8KAABACgAAQQoAAEIKAABDCgAARAoAAEUKAABGCgAARwoAAEgKAABJCgAASgoAAEsKAABMCgAATQoAAE4KAABPCgAAUAoAAFEKAABSCgAAUwoAAFQKAABVCgAAVgoAAFcKAABYCgAAWQoAAFoKAABbCgAAXAoAAF0KAABeCgAAXwoAAGAKAABhCgAAYgoAAGMKAABkCgAAZQoAAGYKAABnCgAAaAoAAGkKAABqCgAAawoAAGwKAABtCgAAbgoAAG8KAABwCgAAcQoAAHIKAABzCgAAdAoAAHUKAAB2CgAAdwoAAHgKAAB5CgAAegoAAHsKAAB8CgAAfQoAAH4KAAB/CgAAgAoAAIEKAACCCgAAgwoAAIQKAACFCgAAhgoAAIcKAACICgAAiQoAAIoKAACLCgAAjAoAAI0KAACOCgAAjwoAAJAKAACRCgAAkgoAAJMKAACUCgAAlQoAAJYKAACXCgAAmAoAAJkKAACaCgAAmwoAAJwKAACdCgAAngoAAJ8KAACgCgAAoQoAAKIKAACjCgAApAoAAKUKAACmCgAApwoAAKgKAACpCgAAqgoAAKsKAACsCgAArQoAAK4KAACvCgAAsAoAALEKAACyCgAAswoAALQKAAC1CgAAtgoAALcKAAC4CgAAuQoAALoKAAC7CgAAvAoAAL0KAAC+CgAAvwoAAMAKAADBCgAAwgoAAMMKAADECgAAxQoAAMYKAADHCgAAyAoAAMkKAADKCgAAywoAAMwKAADNCgAAzgoAAM8KAADQCgAA0QoAANIKAADTCgAA1AoAANUKAADWCgAA1woAANgKAADZCgAA2goAANsKAADcCgAA3QoAAN4KAADfCgAA4AoAAOEKAADiCgAA4woAAOQKAADlCgAA5goAAOcKAADoCgAA6QoAAOoKAADrCgAA7AoAAO0KAADuCgAA7woAAPAKAADxCgAA8goAAPMKAAD0CgAA9QoAAPYKAAD3CgAA+AoAAPkKAAD6CgAA+woAAPwKAAD9CgAA/goAAP8KAAAACwAAAQsAAAILAAADCwAABAsAAAULAAAGCwAABwsAAAgLAAAJCwAACgsAAAsLAAAMCwAADQsAAA4LAAAPCwAAEAsAABELAAASCwAAEwsAABQLAAAVCwAAFgsAABcLAAAYCwAAGQsAABoLAAAbCwAAHAsAAB0LAAAeCwAAHwsAACALAAAhCwAAIgsAACMLAAAkCwAAJQsAACYLAAAnCwAAKAsAACkLAAAqCwAAKwsAACwLAAAtCwAALgsAAC8LAAAwCwAAMQsAADILAAAzCwAANAsAADULAAA2CwAANwsAADgLAAA5CwAAOgsAADsLAAA8CwAAPQsAAD4LAAA/CwAAQAsAAEELAABCCwAAQwsAAEQLAABFCwAARgsAAEcLAABICwAASQsAAEoLAABLCwAATAsAAE0LAABOCwAATwsAAFALAABRCwAAUgsAAFMLAABUCwAAVQsAAFYLAABXCwAAWAsAAFkLAABaCwAAWwsAAFwLAABdCwAAXgsAAF8LAABgCwAAYQsAAGILAABjCwAAZAsAAGULAABmCwAAZwsAAGgLAABpCwAAagsAAGsLAABsCwAAbQsAAG4LAABvCwAAcAsAAHELAAByCwAAcwsAAHQLAAB1CwAAdgsAAHcLAAB4CwAAeQsAAHoLAAB7CwAAfAsAAH0LAAB+CwAAfwsAAIALAACBCwAAggsAAIMLAACECwAAhQsAAIYLAACHCwAAiAsAAIkLAACKCwAAiwsAAIwLAACNCwAAjgsAAI8LAACQCwAAkQsAAJILAACTCwAAlAsAAJULAACWCwAAlwsAAJgLAACZCwAAmgsAAJsLAACcCwAAnQsAAJ4LAACfCwAAoAsAAKELAACiCwAAowsAAKQLAAClCwAApgsAAKcLAACoCwAAqQsAAKoLAACrCwAArAsAAK0LAACuCwAArwsAALALAACxCwAAsgsAALMLAAC0CwAAtQsAALYLAAC3CwAAuAsAALkLAAC6CwAAuwsAALwLAAC9CwAAvgsAAL8LAADACwAAwQsAAMILAADDCwAAxAsAAMULAADGCwAAxwsAAMgLAADJCwAAygsAAMsLAADMCwAAzQsAAM4LAADPCwAA0AsAANELAADSCwAA0wsAANQLAADVCwAA1gsAANcLAADYCwAA2QsAANoLAADbCwAA3AsAAN0LAADeCwAA3wsAAOALAADhCwAA4gsAAOMLAADkCwAA5QsAAOYLAADnCwAA6AsAAOkLAADqCwAA6wsAAOwLAADtCwAA7gsAAO8LAADwCwAA8QsAAPILAADzCwAA9AsAAPULAAD2CwAA9wsAAPgLAAD5CwAA+gsAAPsLAAD8CwAA/QsAAP4LAAD/CwAAAAwAAAEMAAACDAAAAwwAAAQMAAAFDAAABgwAAAcMAAAIDAAACQwAAAoMAAALDAAADAwAAA0MAAAODAAADwwAABAMAAARDAAAEgwAABMMAAAUDAAAFQwAABYMAAAXDAAAGAwAABkMAAAaDAAAGwwAABwMAAAdDAAAHgwAAB8MAAAgDAAAIQwAACIMAAAjDAAAJAwAACUMAAAmDAAAJwwAACgMAAApDAAAKgwAACsMAAAsDAAALQwAAC4MAAAvDAAAMAwAADEMAAAyDAAAMwwAADQMAAA1DAAANgwAADcMAAA4DAAAOQwAADoMAAA7DAAAPAwAAD0MAAA+DAAAPwwAAEAMAABBDAAAQgwAAEMMAABEDAAARQwAAEYMAABHDAAASAwAAEkMAABKDAAASwwAAEwMAABNDAAATgwAAE8MAABQDAAAUQwAAFIMAABTDAAAVAwAAFUMAABWDAAAVwwAAFgMAABZDAAAWgwAAFsMAABcDAAAXQwAAF4MAABfDAAAYAwAAGEMAABiDAAAYwwAAGQMAABlDAAAZgwAAGcMAABoDAAAaQwAAGoMAABrDAAAbAwAAG0MAABuDAAAbwwAAHAMAABxDAAAcgwAAHMMAAB0DAAAdQwAAHYMAAB3DAAAeAwAAHkMAAB6DAAAewwAAHwMAAB9DAAAfgwAAH8MAACADAAAgQwAAIIMAACDDAAAhAwAAIUMAACGDAAAhwwAAIgMAACJDAAAigwAAIsMAACMDAAAjQwAAI4MAACPDAAAkAwAAJEMAACSDAAAkwwAAJQMAACVDAAAlgwAAJcMAACYDAAAmQwAAJoMAACbDAAAnAwAAJ0MAACeDAAAnwwAAKAMAAChDAAAogwAAKMMAACkDAAApQwAAKYMAACnDAAAqAwAAKkMAACqDAAAqwwAAKwMAACtDAAArgwAAK8MAACwDAAAsQwAALIMAACzDAAAtAwAALUMAAC2DAAAtwwAALgMAAC5DAAAugwAALsMAAC8DAAAvQwAAL4MAAC/DAAAwAwAAMEMAADCDAAAwwwAAMQMAADFDAAAxgwAAMcMAADIDAAAyQwAAMoMAADLDAAAzAwAAM0MAADODAAAzwwAANAMAADRDAAA0gwAANMMAADUDAAA1QwAANYMAADXDAAA2AwAANkMAADaDAAA2wwAANwMAADdDAAA3gwAAN8MAADgDAAA4QwAAOIMAADjDAAA5AwAAOUMAADmDAAA5wwAAOgMAADpDAAA6gwAAOsMAADsDAAA7QwAAO4MAADvDAAA8AwAAPEMAADyDAAA8wwAAPQMAAD1DAAA9gwAAPcMAAD4DAAA+QwAAPoMAAD7DAAA/AwAAP0MAAD+DAAA/wwAAAANAAABDQAAAg0AAAMNAAAEDQAABQ0AAAYNAAAHDQAACA0AAAkNAAAKDQAACw0AAAwNAAANDQAADg0AAA8NAAAQDQAAEQ0AABINAAATDQAAFA0AABUNAAAWDQAAFw0AABgNAAAZDQAAGg0AABsNAAAcDQAAHQ0AAB4NAAAfDQAAIA0AACENAAAiDQAAIw0AACQNAAAlDQAAJg0AACcNAAAoDQAAKQ0AACoNAAArDQAALA0AAC0NAAAuDQAALw0AADANAAAxDQAAMg0AADMNAAA0DQAANQ0AADYNAAA3DQAAOA0AADkNAAA6DQAAOw0AADwNAAA9DQAAPg0AAD8NAABADQAAQQ0AAEINAABDDQAARA0AAEUNAABGDQAARw0AAEgNAABJDQAASg0AAEsNAABMDQAATQ0AAE4NAABPDQAAUA0AAFENAABSDQAAUw0AAFQNAABVDQAAVg0AAFcNAABYDQAAWQ0AAFoNAABbDQAAXA0AAF0NAABeDQAAXw0AAGANAABhDQAAYg0AAGMNAABkDQAAZQ0AAGYNAABnDQAAaA0AAGkNAABqDQAAaw0AAGwNAABtDQAAbg0AAG8NAABwDQAAcQ0AAHINAABzDQAAdA0AAHUNAAB2DQAAdw0AAHgNAAB5DQAAeg0AAHsNAAB8DQAAfQ0AAH4NAAB/DQAAgA0AAIENAACCDQAAgw0AAIQNAACFDQAAhg0AAIcNAACIDQAAiQ0AAIoNAACLDQAAjA0AAI0NAACODQAAjw0AAJANAACRDQAAkg0AAJMNAACUDQAAlQ0AAJYNAACXDQAAmA0AAJkNAACaDQAAmw0AAJwNAACdDQAAng0AAJ8NAACgDQAAoQ0AAKINAACjDQAApA0AAKUNAACmDQAApw0AAKgNAACpDQAAqg0AAKsNAACsDQAArQ0AAK4NAACvDQAAsA0AALENAACyDQAAsw0AALQNAAC1DQAAtg0AALcNAAC4DQAAuQ0AALoNAAC7DQAAvA0AAL0NAAC+DQAAvw0AAMANAADBDQAAwg0AAMMNAADEDQAAxQ0AAMYNAADHDQAAyA0AAMkNAADKDQAAyw0AAMwNAADNDQAAzg0AAM8NAADQDQAA0Q0AANINAADTDQAA1A0AANUNAADWDQAA1w0AANgNAADZDQAA2g0AANsNAADcDQAA3Q0AAN4NAADfDQAA4A0AAOENAADiDQAA4w0AAOQNAADlDQAA5g0AAOcNAADoDQAA6Q0AAOoNAADrDQAA7A0AAO0NAADuDQAA7w0AAPANAADxDQAA8g0AAPMNAAD0DQAA9Q0AAPYNAAD3DQAA+A0AAPkNAAD6DQAA+w0AAPwNAAD9DQAA/g0AAP8NAAAADgAAAQ4AAAIOAAADDgAABA4AAAUOAAAGDgAABw4AAAgOAAAJDgAACg4AAAsOAAAMDgAADQ4AAA4OAAAPDgAAEA4AABEOAAASDgAAEw4AABQOAAAVDgAAFg4AABcOAAAYDgAAGQ4AABoOAAAbDgAAHA4AAB0OAAAeDgAAHw4AACAOAAAhDgA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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"w\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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" const render_items = [{\"docid\":\"6b39cd83-c131-482f-9897-391f7c8c5261\",\"roots\":{\"p1981\":\"b9cfbaf7-9442-44eb-9de0-194ccb78795a\"},\"root_ids\":[\"p1981\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1981" } }, "output_type": "display_data" } ], "source": [ "bokeh.io.show(\n", " bebi103.viz.corner(\n", " samples, parameters=[(\"alpha[1]\", \"α₂\"), \"w\"], color_by_chain=True\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that three of the chains (colored blue, red, and green) are centered around *w* ≈ 0.8, while the other (colored orange) is around *w* ≈ 0.2. Note that these two values of *w* sum to one. We have just uncovered a **nonidentifiable model**. A nonidentifiable model is a model for which we cannot unambiguously determine the parameter values. That is, two or more parameter sets are observationally equivalent." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Label switching\n", "\n", "There are many reasons why a model may be nonidentifiable. In this case, we are seeing a manifestation of **label switching** (see [section 5 of the Stan Manual](https://mc-stan.org/docs/stan-users-guide/mixture-inference.html#inference-under-label-switching)). Before launching into label switching in this particular case, I emphasize that this is certainly not the only way models can be nonidentifiable, and I am presenting this as a case study on how to deal with a particular kind of nonidentifiability. If you are seeing nonidentifiability in your model, do not automatically assume that it is because of label switching. I also am going through this case study to demonstrate that even in fairly simple models (in this case, two cell populations, each characterized by their burst size and frequency), devilish problems can arise when trying to do inference. You need to be vigilant.\n", "\n", "In this mixture model, it is arbitrary which $(\\alpha, b)$ pair we label as $(\\alpha_1, b_1)$ or $(\\alpha_2, b_2)$. We can switch the labels, and also change $w$ to $1-w$, and we have exactly the same posterior probability. To demonstrate that this is the case, I will generate the same grid of plots as above, but switch the appropriate labels and convert $w$ to $1-w$ for every $w < 0.5$. (*Note that this will not in general work, especially if the different modes from label switching overlap, and is not a good idea for analysis; I'm just doing it here to illustrate how label switching leads to nonidentifiability.*)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"b[0]\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"b[1]\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"w\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     \"},\"shape\":[4000],\"dtype\":\"int32\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2084\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2085\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p2080\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"alpha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" const render_items = [{\"docid\":\"ecfe4d10-2af7-480e-b9c9-88db77bde243\",\"roots\":{\"p2736\":\"e062e175-bebf-4346-84b1-4138b58788cc\"},\"root_ids\":[\"p2736\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p2736" } }, "output_type": "display_data" } ], "source": [ "# Perform the label switch\n", "params = [\"alpha[0]\", \"alpha[1]\", \"b[0]\", \"b[1]\", \"w\"]\n", "switch = df_mcmc.loc[df_mcmc[\"w\"] > 0.5, params]\n", "switch = switch.rename(\n", " columns={\n", " \"b[0]\": \"b[1]\",\n", " \"b[1]\": \"b[0]\",\n", " \"alpha[1]\": \"alpha[0]\",\n", " \"alpha[0]\": \"alpha[1]\",\n", " }\n", ")\n", "switch[\"w\"] = 1 - switch[\"w\"]\n", "\n", "df_switch = pd.concat([df_mcmc.loc[df_mcmc[\"w\"] < 0.5, params], switch], sort=True)\n", "\n", "# Make corner plot\n", "bokeh.io.show(bebi103.viz.corner(df_switch, parameters=pars))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that if we fix the label switching, the posterior is indeed unimodal. So, making an identifiable model in this case means that we have to deal with the label switching problem. There are many approaches to doing this, and you can see a very detailed discussion about dealing with label switch and other problems associated with mixture models in [this blog post by Michael Betancourt](https://betanalpha.github.io/assets/case_studies/identifying_mixture_models.html).\n", "\n", "In looking at the corner plot, we see a very strong, non-Normal correlation between $\\alpha_1$ and $b_1$ and also between $\\alpha_2$ and $b_2$. There is clearly some structure in the posterior that would be impossible to discover using the MAP alone." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initializing walkers\n", "\n", "We will take a strategy suggested in earlier versions of the Stan manual. We noted earlier that the chains tended to stay on a single mode. We will initialize the chains to instead start near only one mode. This, like any of the fixes for mixture models, does not *guarantee* that we get good sampling (and we will discuss more diagnostics for good in a future lesson), but it in practice it can work quite well, as it will here.\n", "\n", "To determine where to start the chains, we will select a chain and start the samplers at the mean. First, we need to compute the parameter means for the first chain." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "alpha[0] 3.261808\n", "alpha[1] 5.202898\n", "b[0] 5.917622\n", "b[1] 31.898738\n", "w 0.168585\n", "dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Compute mean of parameters for chain 1\n", "param_means = df_mcmc.loc[df_mcmc['chain__']==1, params].mean()\n", "\n", "# Take a look\n", "param_means" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have the means for chain 0, we can use them to pass into Stan's sampler. An easy way to do that is to pass a dictionary of starting points using the `inits` kwarg for `sm.sample()`. Note that vector-valued parameters (such as `alpha` and `b`) need to be specified as vectors, which means you can use a Python list.\n", "\n", "Before constructing this, I pause to note that by default Stan chooses starting values for the chains by drawing random number on the interval [-2, 2]. For constrained parameters, they are transformed to be unconstrained and then again drawn from this interval. If the posterior parameter values have very low probability mass in this interval, warmup may take longer. It is sometimes advisable to start the chains at different starting points. The method of initializing the chains we are using here is meant to deal with the label switching problem, but I am using it also to demonstrate how to provide starting points for chains." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f2bc8f870af74506a4d694f6f7f0db9f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 1 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9e3e8d90cc314eb2bb66429009187d9b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 2 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "905d859d48de4d7da105e1804fc4060e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 3 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "eaedfaead9964bd1a7bccdf2eb3f8798", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 4 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n" ] } ], "source": [ "inits = {\n", " \"alpha\": [param_means[\"alpha[0]\"], param_means[\"alpha[1]\"]],\n", " \"b\": [param_means[\"b[0]\"], param_means[\"b[1]\"]],\n", " \"w\": param_means[\"w\"],\n", "}\n", "\n", "with bebi103.stan.disable_logging():\n", " samples = sm.sample(data=data, inits=inits)\n", "\n", "samples = az.from_cmdstanpy(posterior=samples)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the corner plot again to see how this worked." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"alpha[1]\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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SxThFAQpWaPdCKEEDONjemJ6wPQDNQGf8+oxdABWnGouksFEB7Tnrf+DoUQEG3lzRG6w5AU5EKYwshFEAuBDkoYeYJQFpHVRNEvRFAg2kYPiKmEUDU8ZiByrgOQOIGfH4YoSNA+MJkqmBUD0B15bM8D+4MQHBfB84ZEQxA4gZ8fhghD0DPSe8bX5sVQKBU+3Q8Jg5AzEV8J2adFECFfNCzWbUPQKG5TiMtFRVAL2mM1lHVBEBa8KKvIO0WQIqT+x2K4hpABJDaxMnNIUBlwi/18+YTQEM50a5CyglAkdWtnpO+GEC5wrtcxDcTQIXOa+wSFQVA+KV+3lRkAUAIclDCTBsPQCh+jLlrSQ5AU5EKYwvhE0CkwthCkCMXQC6QoPgxBhhAAfvo1JVPHEBgzQGCOVoZQNWytb5IiBVA63O1FfsrHEA+eVioNU37Pwaeew+XXAFA+FPjpZtkGEDPZtXnassUQAN4CyQo/iVAnDOitDd4K0Bjf9k9eTgmQPhT46WbRP4/RDS6g9hZAUCCrRIsDocXQMfXnlkSoBlA1nPS+8YXFkD2KFyPwtUeQL5Nf/YjdSNA05/9SBFZFkA5tMh2vl8lQHNjesISjwVAApoIG57e/T/O/GoOEGwVQEPnNXaJagtAW0I+6NmsBkCGPe3w1+QNQHOFd7mIjxhAsfm4NlSM/j/9h/Tb14H8Pwkzbf/KSv8/KJtyhXf5D0DEQq1p3jEMQJp3nKIjmSRA1ouhnGgHIUA6r7FLVC8TQB04Z0RpLxZA3ze+9sySHUBFniRdM/kfQFN5O8JpUSJAq+y7Ivh/E0CsxacAGE8FQEWBPpEnyf4/18BWCRYH/T96U5EKY4sCQL01sFWCxRdAUN8yp8siEkD4cMlxpzQTQKrU7IFWAB1A/U0oRMBhBEBYObTIdj4DQNUmTu53qBBAdCSX/5D+FkCGj4gpkeQWQITwaOOItRlAhPBo44i1GUA5Yi0+BXAhQBefAmA8IxlAv2VOl8VE9z98YTJVMBo0QM6N6QlLvPM/Q+OJIM5D4T+OdXEbDZAyQIy5awn5wDNAH9eGinFeF0DKFd7lIt4WQPn3GRcOhBNAQni0ccSaFEBEozuInekQQIguqG+Z0wNA3qtWJvxSA0CzQSYZOQsEQAU0ETY8PQxAIk+SrplcFEBFKowtBPkNQLgBnx9G6BFAfPKwUGvaEEC5quy7IjgKQP5IERlWMQZA8YCyKVc4FEBF2PD0SlkYQF8M5US7qhdA529CIQJuGEC4WFGDadgcQKSNI9bicx5ArHMMyF6vFECjAbwFEhT8P706x4DsdQBATI47pYP1DkDqIRrdQSwaQOXyH9Jv3x5A+HDJcadUHEDGbTSAtwAaQGRd3EYD+CFAZhTLLa0GCUAvUb01sLUWQAT/W8mO7RZAW9O84xQ9JkCz6nO1FXsnQOOlm8QgkCZAFytqMA3jIUBCz2bV56okQNGWcymu6gxALxfxnZiVFUBfXoB9dCocQEGasWg6ux1A9DKK5ZZWFkBkWMUbmccWQBEZVvFGxhdA58b0hCXeF0DuPVxy3GkQQPHXZI16SBNArp6T3jeOI0DvycNCrSkfQLIubqMBfCZA7lpCPuiZEkA7NgLxuh4WQF6dY0D2GhpAMA3DR8SUG0B4CyQofgwoQIkHlE25kiFAiQeUTbkiI0DyQc9m1YckQN21hHzQYzlAv4I0Y9EUF0DjiLX4FEAPQFUTRN0HIBFAFNBE2PA0EEBUAIxn0JALQHJQwkzbvx1AKm9HOC24DEDWbrvQXKcQQA74/DBCeBNAsKw0KQUdBEDrrYGtEqwSQH1cGyrGuRpAvhOzXgylHUCL4H8r2dESQFGDaRg+4hRAxqLp7GRwFUAPRYE+kWcMQJ3X2CWq1xFAZDvfT40XF0BXsmMjEO8fQDBkdavnhBJA9GxWfa7WEkDGxObj2nAfQHZxGw3gXSJAyXGndLDOIkB88rBQazoVQDtT6LzGbhVA5/up8dJNJUBqTfOOU5QrQE34pX7eFAFAR3cQO1MIF0DKbJBJRg4aQIeiQJ/I0xNAXRYTm4+rE0A10lJ5O2IaQGB2Tx4WujdA7MA5I0r7OUBtxf6ye6I3QO7rwDkjujtADAIrhxaJOUBZF7fRAN4kQOQs7GmHHyNAUmFsIchxIECmCkYldQIlQE+vlGWIwxVA/1vJjo3ACECGPe3w1yQRQME5I0p7YxBAVTAqqRNwIUDjx5i7lnAoQNiBc0aUFiZACtejcD2KJEDmXIqryp4iQLAgzVg03QFAcvkP6bcvAUDP91PjpZsAQHNoke18/y9AmpmZmZkZ+z9GzsKedjgBQMcRa/EpgP0/3C4012lkAUDa/pWVJsUQQMKGp1fK0iVAAKlNnNxPGkC4BrZKsDgaQOi8xi5RnRpAG9gqweLQHEBNhA1Pr9QYQByZR/5gYA9AdlQ1QdS9C0DWxW00gNcQQLKd76fGqy5Al8rbEU6LA0CoNc07TtEXQLHEA8qmXCFAqG+Z02UxH0AVHcnlPyQUQIAr2bERaBNAFVJ+Uu1TGkChZ7Pqc5UWQGACt+7miRhAxyk6kstfG0B7gy9MpsopQF5LyAc9+yVAMLsnDwt1K0Cad5yiIzkFQENWt3pOOgZAXrpJDAIrAECfceFASPYaQNKMRdPZaRRAjjulg/XfH0AAUps4uf8WQNtQMc7fxA9AQMHFihosE0BlcJS8OicUQCP430p2TBpAG4F4Xb/AEEC6LCY2HxcNQG+70FynERFAuycPC7WmIUAIVWr2QKsZQMLAc+/hUgRAzczMzMwsKUArNXugFVgFQJT7HYoCfQZADJOpglEJGkC536Eo0CcHQGYxsfm4NgRAEhQ/xty1AUAaho+IKUEgQGpN845T9AhAkUQvo1guCkA5KGGm7d8DQIs3Mo/8QQpAIuAQqtTsDkBEhlW8kTkKQEJ4tHHEmg5AJemayTfbBkADWyVYHM4IQAeZZOQsrApArK3YX3YPD0AfEVMiiX4QQGLWi6Gc6AJAByXMtP1rFEDgoSjQJ9IdQMX+snvy8C1AN45Yi09BEECe0sH6P4f0P1tfJLTlHAFAVRNE3QdgCEAQXVDfMmcDQCL99nXg/BhAZapgVFKnDEC7Jw8LtWYCQO4IpwUvegNAYB+duvK5F0C1w1+TNQoRQL5Nf/YjhQ9A2V92Tx7WKkBRZoNMMvIYQJj6eVORChlA8rBQa5oXEkBPkq6ZfDMhQMlZ2NMOvyNAIxXGFoI8HEDp8Xub/uz5P35v05/9CBpAU9DtJY1hIkCgFRiyulUYQIVCBBxCVQxAEvdY+tBFDkBDkIMSZloZQPjCZKpgVBZAmDRG66hqHkBznUZaKi8SQMhe7/54fyBAQbyuX7AbIEDpDmJnCh0QQBrdQexMQRFAW18ktOVcDUDqlbIMcQwaQEQ0uoPY2RlAHXIz3ICvHkBKQbeXNCYfQBPyQc9mNSpAgZVDi2xHKkBlGeJYFxcrQH/eVKTCOBlAcCU7NgIRHUB0tRX7y+74PzqSy39IXyZAM23/ykrzIUDytWeWBCgTQB4zUBn/HhVAsvShC+pbB0AoYabtX3kVQLpm8s02FxJAD9HoDmKHFECVYHE48wsgQLdif9k9KSJAZRniWBeHIECutmJ/2X0wQInS3uALcylAh+EjYkokBEAXvOgrSGMjQGGJB5RNORNAYYkHlE05E0C14EVfQfoRQI+qJoi6jxRARrHc0moIFUD2KFyPwjURQO7O2m0XWhxARtPZyeBoEUBtVn2utqIOQMjqVs9JLwxAgq0SLA7nHEARcAhVasYjQDP+fcaFwxpA4Ep2bASiD0CpwTQMH3ESQOuQm+EGPApAcY+lD10QBUDCUfLqHIMWQESoUrMH2iBAJNHLKJa7IUDtR4rIsIoXQLoxPWGJJxZAPDHrxVAuF0A730+Nlw4UQIrIsIo3Eh9AOPOrOUCQI0BUUiegiXAlQCdO7nco6hNA/wkuVtTAF0A25QrvcjERQOSDns2q7xpAasGLvoJ0C0AxfERMiWQNQOkmMQisnAtAX5hMFYzKCEBkr3d/vJcJQLg7a7ddKA1AKld4l4u4DEAMsI9OXbkKQMXm49pQkRVAv9TPm4rUEkAKndfYJSoVQPC/lezYCCFABVH3AUjdIUCdS3FV2ZcXQH506spnGRRAXTP5ZpubFECADvPlBdgBQF2Kq8q+awJAH0sfuqC+CUDRItv5fioGQLHEA8qmHApAQKTfvg5cC0C6oL5lTpcTQEnXTL7ZJhJAWKg1zTuOF0A7/DVZo/4UQC5W1GAa5hZAguLHmLuWLkBmZmZmZqYaQLyzdtuFphBADY6SV+cYE0CT407pYH0TQPLNNjemZxZAdbD+z2FeE0CqfToeM1AQQCHIQQkzLQ9AMZQT7SrkC0Dw+WGE8MgUQOWzPA/ubhJAE/JBz2ZVLkDgLZCg+NEqQAIrhxbZzi1A0/avrDRpBkBQcLGiBlMKQBzr4jYaoDVA2T15WKiNTUBuNIC3QLI9QNv5fmq8BEhAKqkT0ES4QUAy5q4l5JtAQF+YTBWM+jlAoWez6nP1OEDqBDQRNnw1QMfXnlkSsCNABTQRNjz9CUDNdRppqVwXQAKaCBueXhpATKYKRiV1K0DChqdXyrInQAWjkjoBzStAGFsIclACHkBos+pztZUXQPQ3oRABJxhA81SH3AxXFUCWeEDZlGsRQFX2XRH8bwtA4JwRpb1hGEDRV5BmLBoXQAiPNo5YCxZAQ3OdRlqKHUBIv30dOKcTQIf58gLswxhA3zKny2KCGEB0tRX7yy4JQKd5xyk6MhZA845TdCR3KECz6nO1FVsmQMTr+gW7oRZAGLK61XOyFkAEBHP0+H0aQP4mFCLgkP0/3SQGgZVDBkDbUDHO38QFQOfG9IQlngFAtHHEWnwKHEDyQc9m1acWQBR5knTN5BpAeQYN/RN8HEC536Eo0BcgQH5S7dPxuBBAVryReeSvEUBrYKsEi8MDQFhxqrUwi+Q/UKinj8Af5j/n49pQMU71P6G5TiMtlfU//isrTUpB9D/3ksZoHdX4P3eE04IX/QZAaw4QzNGjCEDGihpMw/AJQLxXrUz45QVAP+PCgZAsGUDowd1Zu00QQGH9n8N8eQ9AWFaalILOH0B9XBsqxjkhQFpHVRNEnR5AsOYAwRzdHkDJjo1AvO4YQGQ730+NdypAklz+Q/rdN0CEns2qz+U3QH9qvHSTaD9A4umVsgxhNUAtsp3vp2YmQEMc6+I2OipAP1dbsb9sKUA/xty1hPwGQBK9jGK5hRlAECOERxsHE0DOx7WhYrwaQIy+gjRj8RZAm6xRD9GoGEDS4/c2/XkjQAwfEVMiiRRAfGEyVTDKJUCFJR5QNgUWQG40gLdAQhZASkbOwp62GUDByqFFtvMaQL6kMVpHVQNA/yH99nUgEkB63/jaM8scQFvOpbiqTBtAJH8w8NwbIkCk374OnJMlQIts5/up8StAP28qUmHMIEBqGD4iphQjQL1SliGO9SRA8kHPZtVnJUC0AkNWt7oKQJ57D5ccdxBAMPDce7hEE0Bd+SzPg5sSQL0Yyol2ZSBAWYY41sUtIED9MEJ4tMEgQJtVn6ut2CVAzywJUFOLBEAR34lZL4b3P/Z/DvPlJRBA5BQdyeW/LkCHokCfyDMZQEBNLVvrqxdAeekmMQisD0CRm+EGfH4WQMLdWbvtwgRApU5AE2FDJkAbTMPwEXEbQM5wAz4/7BRAPzVeuknMJ0DG+ZtQiADzPyJseHqlLPk/O3DOiNLe9z8p7Q2+MBn4P4mYEkn08g9AfXkB9tHpBkDXUdUEUff+P85wAz4/zANA/fZ14JxRAkD36XjMQGX5P6WD9X8O8/8/f03WqIdoAkDmywuwj84FQKJFtvP91BhAfSJPkq4ZHUC8V61M+KUPQGB2Tx4Wqg5ARDS6g9jZDkCLNzKP/CEVQDQRNjy9UhZAFvvL7smjJUCPU3Qkl98lQJM6AU2EbSdAx0s3iUFgJUBBmrFoOgsjQK1M+KV+vhBApfeNrz1TH0AWTWcng0MTQNhHp658FhpAdy0hH/SsFkB8YTJVMIoVQNAPI4RHWwhAjBU1mIZhEkCwrDQpBV0HQBKlvcEXpgdAMxZNZyfDBkCRJ0nXTL4SQESjO4idCRJAlSu8y0X8HkDl8h/Sb/8mQGGJB5RN2RtABCFZwASuF0BAE2HD08sRQK8I/reSXQxAQN6rVib8DUDSxhFr8akJQI47pYP1fwlAL4Zyol1FCED4cMlxp/QVQAZHyatzDBJAbvqzHykiEkBTXFX2XdEVQNy6m6c6xBVAnFCIgEMoGUB9lufB3dkMQGxblNkgUw5A3nGKjuQyFEBDrWnecQoUQG6LMhtk8hJALVvri4Q2EkCe76fGS5cbQLfu5qkOeSBAWP/nMF++I0AfnbryWd4IQCLgEKrUrApAeXWOAdlrCEC1pnnHKXoRQBKDwMqhxSVAG55eKcvwJEAOvjCZKvglQPxvJTs2Ih5AzywJUFNbIkDSNZNvttkeQNttF5rrlB9AUkSGVbxxHECxogbTMFweQIBlpUkpSBZAEmvxKQBGGUDC3Vm77eIbQB+F61G4PihAs5jYfFwbGkDHRiBe1y8BQJfK2xFOixFA7KNTVz7L/z9XJvxSP28DQBiV1AloAhFAjX+fceGgIUAmAWpq2boZQOPfZ1w4EAlATKYKRiV1CECEu7N220UJQN6wbVFmQxJAG0esxafAD0Cn6Egu/8ETQIVf6udNxQpAPnlYqDUtJUBbJVgczvwWQMu5FFeV/RZAF9nO91MjJkCUh4Va05wrQE7RkVz+YypALGUZ4liXLEAc6+I2GuAuQApoImx4+idAnPnVHCA4H0AAAAAAACAsQNDVVuwvGxtANQwfEVOiGUAWMIFbd7MRQILn3sMlRwtA04cuqG95EUAsSDMWTccaQPJ7m/7s5xhAlWWIY11cFUDJk6RrJt8TQD3yBwPPnRNAumsJ+aAnJEBS7dPxmOEcQApoImx4uhJAcm2oGOcvDUDr4jYawFsLQC1DHOviVhVAM23/ykpzFECMvoI0Y5ECQItUGFsI8hlAd9Zuu9Bc+z/goSjQJ/IBQJDaxMn9jgNAXHLcKR1MG0B9s82N6WkRQCRiSiTRSwdApMfvbfrzGkA9D+7O2s0YQLoUV5V91xtAX+/+eK+KIUDfT42XbvIfQL4wmSoYlRRA5X6HokAfEkDdDDfg8yMWQGDq501F6hFA9P3UeOkmB0CERxtHrEUNQGFsIchByRVAUvLqHANyFEB5HtydtdsZQEMc6+I22h1AOh4zUBk/HEA7x4Ds9Y4SQJkqGJXUOSBAJhk5C3taF0AHJcy0/WsSQM/3U+OlGxBAtf0rK01qEUBT0O0ljdEBQB9oBYasbh5AJxQi4BAaIkCmm8QgsCIiQEeP39v0pxtAARjPoKHfH0DQCgxZ3UoVQOyGbYsy+xZAn8iTpGumGUC8rl+wGzYLQKq3BrZKsBdAhgMhWcDECUBVwaikToACQKhXyjLEcQJAarx0kxjkJkCAgosVNTgfQDi+9sySgP4/8zy4O2u3/j8bu0T11sAGQAdCsoAJ3BdAWMUbmUe+CEDxun7BbpgHQKMG0zB8BARAvYxiuaUVCEBOf/YjRaQJQLxXrUz4pQVA3jzVITdDA0DVPh2PGegCQE5FKowtBPE/sHJoke3cFkDbM0sC1DQWQHqlLEMcayRAdHtJY7SOF0CcM6K0NzgdQFWkwthCsBtAWd3qOel9IEAVAOMZNDQKQEdaKm9H+AtAzF1LyAd9CkBcVfZdETwQQGZOl8XE5glAlGqfjsesH0BL6gQ0ERYaQDYC8bp+ARVAu2HboszGE0AqHaz/c1gVQH+kiAyr2BJAmus00lJ5HECYbhKDwMoJQCQLmMCt+wVA1QloImy4KkC5/If027cYQLAD54worTBAe4MvTKaKJkBDrWnecaoVQMmOjUC8LgpAfoy5awnZMEDHuriNBoAyQJEPejarDjRAdCSX/5D+LUBVE0TdB2APQDVeukkMohJAB7Ezhc6LF0B6pSxDHOsWQBMsDmd+9R9Als/yPLj7BkDaA63AkFUTQMqJdhVSniNAD9HoDmInEUCc+dUcINgPQGdEaW/wRQ1AJXoZxXKLDkApBd1e0hj8PzgQkgVM4Ps/3lm77UJzAED1LXO6LKb9P2H9n8N8GRRANC4cCMmCFUDXNO84RUcmQEku/yH9tg1AWUxsPq6NEECoGOdvQqENQGa9GMqJVhJAkSxgArcuEkDT9q+sNIkWQAouVtRgmhBAUiegibChAkAhAg6hSk0CQJEKYwtB7hlAX16AfXQqFEC0dtuF5noEQI/f2/Rn/wZADaZh+Ij4H0CGG/D5YSQaQAaeew+X/BxAEAaeew+XGEBGlPYGX5gKQOWbbW5MbxBARKhSswcaFkCRYRVvZL4YQKipZWt9URdAa4Ko+wBEGEBXJvxSPy8YQFAZ/z7jAhlAtRoS91iaEUArpPyk2ucLQB09fm/TnwpAI/jfSnasFUCWIY51cZsdQGYxsfm4thxAsAPnjCjNF0DWc9L7xjccQBtMw/ARUR1AahMn9zt0EkBmvRjKiXYCQFwbKsb52wFAXBsqxvmb/j9HrMWnABj/P2k6OxkcJQ5AyatzDMjeC0AeUDblCn8jQMVVZd8VoR5APdUhN8MNBUCDwMqhRfYnQEurIXGPBRRAyy2thsS9FkDoTUUqjO0XQPMC7KNTVxZABcWPMXdtKUDpK0gzFv0gQFDCTNu/0iJAuK8D54z4IUC7RPXWwBYjQPoK0oxFkx5AzVg0nZ1MGUCrIXGPpQ8PQNhkjXqIxhJAP3RBfcv8EEB2/YLdsM0cQJz51RwgWCBACoDxDBo6H0DC+j+H+dIfQILn3sMl5xVA3gIJih9DK0BSSZ2AJkInQARz9Pi9TRpAYY4ev7fpA0DecYqO5DInQGGJB5RN+QxA9DKK5Za2EkD+YOC599ATQCqRRC+jGApApUkp6PaSCkDDu1zEdyIFQPiqlQm/FBBACyk/qfZpE0A+rg0V47wPQHnpJjEIzB9AXFX2XRH8BUDpJjEIrLwSQIZVvJF5hBNApMLYQpAjEEDnxvSEJZ4LQM6luKrsuw5APdUhN8MtEkAdyeU/pB8TQJy/CYUIeBdAL26jAbxlE0DPg7uzdpsWQPVKWYY4FhZAIeo+AKnNEECEns2qz5UPQGRYxRuZxw5AX+/+eK9aGEDNBplk5KwNQDwx68VQzhFAeQYN/RP8HUA6kst/SP8rQB+i0R3ETg1AlrIMcaxrKkBv9Zz0vnEYQNUmTu53KBhAuYjvxKwXC0DjUwCMZ9ANQJKRs7Cn/RBAVmXfFcE/DkAHfH4YIfwQQOcAwRw9PhFAjWK5pdUwEEBeaK7TSAsQQI+lD11QPxdAu37Bbtg2IEDqlbIMcVw1QJ268lme5xxAMIFbd/MEI0CCc0aU9pYiQBSzXgzlhB9ALCtNSkF3HUDxLhfxnXgZQL2MYrmltRFAniRdM/kmEEBbsb/snrwFQFnABG7dzQdAN4lBYOUQAEDXTL7Z5sYfQKHWNO84RRlAUN8yp8siCkAN/RNcrGgGQEn0MorlthFA/mX35GHhD0CXxcTm4zoSQBuBeF2/4BpAZk6XxcRGGUCFlJ9U+1QTQOQxA5XxjxtAnZ0MjpJ3GUAlXTP5ZjsQQI4B2evdHwZAvvbMkgB1FkA1QdR9AHIZQEKVmj3QihxA7PoFu2E7EkCM8zehEAEXQAYv+grSzBJAp3Sw/s+hFUDttgvNdZoLQKPp7GRwVA1AzlMdcjNcEUB2GmmpvI0iQN6rVib8UiFA8BZIUPyII0BXlX1XBA8jQPfMkgA1NSFA2PD0SlmGIED129eBc3YyQKYKRiV1ohBAWJBmLJrODUDzjlN0JBcMQItx/iYU4g9AyXGndLA+FkDFyf0ORQEcQGO5pdWQ2BtAU3k7wmnBEEDIzXADPt8SQJyKVBhbSBBAGvonuFiREEBaKm9HOK3+P8anABjP4AxAtvP91HipBEBqvHSTGIQIQGOXqN4a2AhAtMh2vp+aCEDF/rJ78rAOQMnIWdjTTgxAE/JBz2bV/z83pics8QAHQKciFcYWQgtA5q4l5IO+JEATChFwCJUTQIFDqFKzBxNAFD/G3LWEBEAknBa86NsgQFUYWwhyUBRA4BCq1OzhEkD/7EeKyPAbQAjm6PF7WxhA+FPjpZsEFkCCrRIsDgcaQEop6PaSBhlAje4gdqbwHkAYCW05l2IaQMjShy6oLxRAOjsZHCUvEkAhByXMtL0RQBzw+WGE8BZApriq7LuCHUD52jNLApQZQDbNO07R0RNA/89hvrxAGEAmAWpq2ToXQOtunuqQWwpAd76fGi+dCkDo9pLGaE0iQO58PzVe+hdABp57D5c8FEC14EVfQRoPQIrIsIo38gFAUDblCu9y/z+7YduizEYCQEi/fR045w1A5dAi2/m+CEA8iJ0pdJ4AQKshcY+ljwFAS6shcY9lAEAQO1PovIYBQMi1oWKcv/w/+MJkqmBUAEADYDyDhr4EQK0vEtpyLvM/Ci5W1GCa8j956SYxCKzwP89J7xtfe/A/2bERiNf18j9t/8pKkxIEQBGN7iB2BhZANPRPcLHiDUAcsRafAiAMQOwX7IZtCwVAzTtO0ZGsMkC8BRIUPwY0QG40gLdAgihAHHxhMlWAIECGrG71nJQiQGgibHh6xSlAJCh+jLlrJUB8YTJVMOoeQMQI4dHGUQ5ATWcng6NkCEDc14FzRnQjQAGHUKVmjyNAP4wQHm3cHEA/qfbpeGwaQMSxLm6jYSBAeAskKH4MBECEZAETuHULQHEgJAuYYBBA6Ugu/yH9GUBi+IiYEikVQFuZ8Ev9HBFAryXkg56NDkDvOEVHcgkiQDvkZrgBn/U/GD4ipkQS+z8VxhaCHBQQQAh3Z+22iw9AdonqrYENEEA2donqreEQQAhyUMJM2/s/QKTfvg5cAEBYObTIdv4FQHzVyoRf6gVAkj8YeO4dIUDLoUW2810bQEoMAiuHtixA8FAU6BMZGUC37uapDlkaQHLEWnwKIBVA+yKhLecyFEAK9Ik8SRobQEoH6/8c5v4/zTtO0ZFc/T+ZnrDEAwoBQEUSvYxi+RpA3uUivhNzFUD+ZffkYQEaQFn60AX1LRBAcoqO5PKfGEBY/+cwX74TQJv+7EeKSA5Aqg65GW6wIkCHbYsyG8QTQKcFL/oKchNA8MSsF0M5BEBZox6i0Z0FQIY41sVtdCRAMEymCkalJUAU7Sqk/AQbQFxy3CkdTCFA/7J78rAAIUAVHcnlPwQlQM0Bgjl6nCFAmnecoiN5K0B9PzVeuokkQI4ev7fpTwlAw0fElEgCEEDPTgZHyesTQMKGp1fKkhRAFsH/VrJjCUD9MEJ4tHESQKshcY+l7xNAxRuZR/6gGEBeukkMAgsnQLaEfNCzmTBAswxxrIu7K0Bn8s02N6YIQP1NKETA4Q5AU+i8xi6RBkCb/uxHisgIQPtXVpqUQh5AFHmSdM2EGUBbfAqA8WwbQPsioS3nMiBA6ZrJN9ucEkBYqDXNO84YQC6thsQ9dhtAmSoYldQJHED3x3vVygQZQGK+vAD7qAhARIts5/vpA0BIv30dOMcWQIPdsG1RpgNAmwMEc/SYF0B3EDtT6FwfQNqPFJFhNRVAWKg1zTsOFkD0GrtE9TYZQDqvsUtUjxFA+IiYEkk0EkABE7h1N68QQESjO4idqRRArJDyk2p/H0DOiNLe4NsiQKeWrfVFQgBAeH+8V63M/z/PFDqvsUsKQOFdLuI7sQdAS1mGONZlK0ACvAUSFN8uQLJjIxCvqyNA097gC5PJGEC7Jw8LtcYtQC1DHOvitipABFYOLbLdK0BsBOJ1/aIXQG9HOC14kR9A07zjFB3pHUB6qkNuhmsgQCV1ApoIWwtA05/9SBHZBkBb07zjFJ0HQPnaM0sCVABAT8x6MZST/T/Kw0KtaV4cQIs3Mo/8oSFAq3gj88jvIkDvycNCrXkhQMeA7PXurxBAhiAHJcy0DEChuU4jLZURQKJdhZSftBFA6glLPKDMEUDzVIfcDHcBQMU9lj50wQZAxM4UOq8x8D8Bh1ClZo/1P8b5m1CIgPI/QmDl0CLb9z9381SH3Iz3P12Kq8q+q/I/YTPABdky4D+4zOmymJgFQDdsW5TZ4AdA+SzPg7uzD0CBCdy6m6cOQKYKRiV1AhBAgUOoUrOnEEBGJXUCmiglQC1DHOvi9ilAejarPlf7K0CwcmiR7fwrQIlBYOXQoi1A5E7pYP3/EkADYDyDhg4gQFOu8C4X8RlA/Bhz1xJyJkBm9+RhobYSQKezk8FRshBAY0UNpmH4EEA8iJ0pdH4eQFslWBzOPBpA7wOQ2sQJIkAp7Q2+MHkmQFyPwvUoTDBAKa4q+65IE0BzgGCOHv8LQH/Bbti2aAtAmfBL/bxJIEBTrvAuF/ECQJAxdy0hfytAoyO5/IfUKkAIrBxaZNsdQCOhLedSjCFAkdWtnpNeFkClTkATYcMXQB1yM9yAzwZAxLEubqOBC0DPSe8bXxsVQHV2MjhK/hdAl/+Qfvu6FUCfAmA8g+YaQAXFjzF3rStAmnecoiNJIEAdOGdEaa8aQLPSpBR0OyNAIo51cRstJkAxzt+EQuQfQPDErBdDmRVAg24vaYz2GECm0HmNXYIcQCbkg57NqhdAKdAn8iQZIUBgH5268tkPQAVpxqLpbPw/lrIMcaxLCkBkHvmDgYcZQGdhTzv8FRZALsVVZd/1GkBYObTIdv4oQEbrqGqC+CBAh+EjYkoEGkA2sFWCxUEgQNEi2/l+CiJA8FAU6BMpI0CmuKrsuyIVQCi4WFGDCRFA5nlwd9ZuEUCXkA96NusoQET67evAeSRAQs9m1efKF0DeVKTC2GIWQJJ0zeSb7R9AA7LXuz/eHECJ0t7gCxMmQBzr4jYaABtAenB31m47F0AHCObo8dscQPEpAMYz6BhAIo51cRvNGEDluFM6WG8hQE2EDU+vVB9AtFn1udqqEECk374OnDMTQNLGEWvxqRtAdv2C3bCtI0CBPpEnSRcSQE+Srpl80xJANGjon+AiB0DpK0gzFs0cQAhyUMJMGyFAucfShy7IIkATm49rQ0UjQH6MuWsJuShAMevFUE7kI0Cxijcyj7wMQLahYpy/CQVABHP0+L0tE0BJnYAmwmYkQL/xtWeWxBNAMxtkkpFzFUAvi4nNx3UAQBPyQc9mNRFAf/s6cM7IFEA/UkSGVbwMQBkcJa/O0RBA0xOWeECZDkDChqdXyvIIQKyL22gAbwlADyibcoV3EUATfqmfNxUcQHo2qz5XGxhA24r9ZfdkGUBJ9DKK5XYSQGrZWl8kNA9AS+oENBG2EUD7ljldFkMjQPXb14FzBitAEK/rF+ymHEA0hc5r7DIVQKCJsOHpNRxA/TBCeLQRFUD1SlmGOBYXQK98lufBHRdA+BkXDoTEGkBmZmZmZiYPQK0XQznR7gxABP9byY5NC0D8byU7NsIAQHB87ZklESJAnx9GCI+WI0CCHJQw00YjQPtcbcX+QiJAqMZLN4mhJUBMpgpGJXUSQKBsyhXexRtAfLjkuFPKIUBoImx4egUVQP94r1qZkBdAObTIdr6fLECqglFJnVAwQMBbIEHxAyRANqs+V1uRJEC6SQwCKzcgQPTg7qzdZiJAM4rlllYTI0C2vkhoy7kcQJBJRs7CnhlAfxMKEXBIEkC2LcpskCkVQAvSjEXTGRdAl6jeGthaIkA10lJ5O2IfQKTfvg6ckztAYB+duvLZC0BkQPZ698cPQIcW2c73cyxAP1dbsb8sCkDcaABvgcQtQC6QoPgxxidA/mX35GHhKkA8MevFUA4RQE8jLZW34xFAVd6OcFoQHkBB8WPMXUsDQMkCJnDrbgNAs++K4H8rCEBCIQIOoUr4P+krSDMWzfc/zH9Iv33BUUAzxLEuboMrQDEIrBxa5ChAbef7qfGaQkAwTKYKRhVVQG1Wfa62llBAjErqBDRBQkASFD/G3O1BQEYldQKaODZA0gDeAgl6NkBQcLGiBlMTQKpla32RcBNA3o5wWvACEkD+YOC593ASQEXY8PRKmRRAQj7o2ax6AkC6LCY2HxchQA2Jeyx9SBdAjXqIRncAIECh20sao/UfQE1KQbeXlBhAmfViKCdaFkCmft5UpIIYQOo+AKlNXA9AB0KygAk8F0CZ2HxcG6oVQN1e0hitowtAbosyG2TSH0B31m670HwdQLMpV3iXKx1Aho+IKZEEBED2RUJbzoUXQLjM6bKYeBVAU7MHWoGBFUBcj8L1KBwkQFIKur2kISJAh6dXyjLEJUDzcW2oGKcJQCqMLQQ5CBtA0CfyJOlaCkCk374OnHMHQAqd19glihVAj8L1KFzPJUBCW86luCodQAspP6n2KRVAFLNeDOWkIEDvycNCrQklQFxV9l0RPB5AQ+IeSx/qIEAcsRafAiAGQOcYkL3efRZA/kgRGVbxFkDNdRppqRwVQIV80LNZdQVAjgHZ690fAkBZhjjWxU0QQPiqlQm/VA9AIVnABG7dDkALKT+p9ikKQBxClZo9EA9AuOS4Uzp4FkDuX1lpUkoEQAEwnkFD/xVAFt7lIr5TDUBpAG+BBEUGQEs8oGzKtRJAl8rbEU6LD0AplltaDQkSQA8LtaZ5BxZAX16AfXQKFUBWfa62Yh8mQATnjCjtTSVAGeJYF7dxKkDHuriNBnAtQFJEhlW8MR9AcLGiBtPwBEAJ4dHGEesRQGDNAYI5+hNAe4MvTKaKEEDBqKROQDMTQPT91HjppgNA0oxF09mJBEDtKqT8pPoVQJtattYXKRlAQfFjzF3LLUCL/WX35GEgQAd8fhghnBVAhqxu9Zz0EUDh7qzddiELQFOWIY510SZALlbUYBqmFEBrK/aX3TMmQPvL7snDwiRAYabtX1kpFEC3tBoS97gcQJHyk2qf7hhATYQNT6/0F0B/+zpwzkgeQJbnwd1ZmxNAl5APejbrBEAy5q4l5AMJQDgteNFXUAZAuVM6WP+nBUBLzR5oBYYJQMPYQpCDUgpAOdGuQsqPCECitDf4wqQLQMdLN4lBYPo/LSEf9GzWM0Cmft5UpEIEQKN1VDVB1AtAmxvTE5a4GEBGCI82jtgTQLb4FADj2QVAzH9Iv33dHkDmXIqryr4bQKciFcYWAh5AUKp9Oh5DI0AB9tGpK+8jQAH20akr7yNA/1vJjo0ABEDHSzeJQWD+P6QZi6az0wJAHPD5YYRw/j+2uTE9YQkAQEcDeAskqP0/6J/gYkUN/T+cxCCwcugAQKaAtP8BVuw/exSuR+G6AkA+IqZEEh0YQLPviuB/6xFAH7+36c/+GECJ0t7gC1MCQH/2I0Vk2AVAcsRafArgH0DACYUIOIQLQOrsZHCU3BVAm6xRD9FoEkCUE+0qpJwSQJbs2AjEawZA5/up8dLNIUDkoISZtv8gQGLboswGGRxAG9gqweLwHkDaOGItPoUfQGvxKQDGQyBADOpb5nTZ/z8STgte9EUhQDawVYLFYRFAmpmZmZnJIUDzk2qfjjciQCuHFtnOVyhA+z+H+fICG0B8REyJJDoXQDbIJCNnMSJAbw1slWDRE0CfsMQDyoYTQOi8xi5RHRlAJLn8h/Q7KUAhdqbQeW0TQGa9GMqJlhlAo1huaTXkE0AIclDCTJsbQMdGIF7XDxZA2zNLAtR0FkD2l92Th4UiQFrY0w5/rSBARwN4CyToKEAge7374+0gQFysqME0LB5A7MA5I0p7FECdnQyOktcXQDxO0ZFcPi9AwaikTkCzFUBEi2zn+6kMQHfzVIfcDAVAutqK/WV3DkA7jbRU3g4HQDMzMzMzMxBANQcI5ugxE0D3deCcEQUWQI0o7Q2+EBFA3dJqSNzjFUCwj05d+ewHQIFbd/NUBwhA+mGE8GgjC0BAh/nyAuwKQKQ2cXK/gxZAS+XtCKeFFUC6awn5oEcQQHXIzXADfhNAsp3vp8YLF0DWVuwvu2cSQGdhTzv8tfs/AiuHFtlOHEDHEWvxKYAJQCnQJ/IkqQtAW0I+6NmsBUD9n8N8ecEEQNjTDn9NFg5AjSjtDb4QKED0iTxJugYTQOIGfH4YIRlA4UBIFjChFUB3FVJ+Ui0aQCWS6GUUmyJAApoIG54+LkABTYQNT681QKqCUUmdaEBAmSoYldTpLUBTliGOdXEvQDMWTWcnoxtAHOviNhoAJUBQGf8+48IFQK7TSEvlLQNAWK1M+KV+DkB/MPDce3gOQP3ZjxSRoRBA/dmPFJGhEEB2VDVB1P0IQD7o2az6HA5AV0PiHkvfFUDZX3ZPHpYeQApLPKBsCg5ADf0TXKwIEUA8TtGRXB4tQEpBt5c0diBAxf6ye/IwCkByFva0w98PQE/pYP2fQwNAaQBvgQQFF0CKk/sdigIaQDHO34RCxANAPQrXo3D9FEDCTNu/slL5P/ZdEfxvpfo/Eyf3OxSF9T9TXFX2XRH2Pylcj8L1KPk/4GWGjbJ+7T86QDBHj1/sPwAAAAAAgCVAkzoBTYRNLkCkcD0K14MlQIGVQ4tsRytAIo51cRutLkDByqFFtvMoQJLoZRTL7QNAIxCv6xdMEkDGhQMhWfAiQOjewyXHjSBAzlMdcjMcHkCe76fGS5cTQN21hHzQUy5A6Gor9pe9MUAMAiuHFjklQMuhRbbzHSVAmpSCbi/p+z8gY+5aQj4RQG9HOC14EQ9AyM1wAz6/D0DfFcH/VnICQDKP/MHAcwtAijxJumbyBkAoSddMvpkJQL06x4DstQtAt/C8VGzM6D/186YiFUb1P706x4DsdQ5Ac/T4vU3/9D+ZEkn0MorzPzGx+bg21PY/dCmuKvtuHUCdEaW9wZcmQCFZwARuTSJAz04GR8lrD0AFqKlla90UQC1b64uE1hVAeR7cnbV7HEBvZB75g+EYQO58PzVeuiVAyjLEsS5uMUC22y4010kSQIofY+5aIjNAXW3F/rK7K0CX/5B++zolQGfV52orliVASgwCK4fmQkCM22gAb/E6QLhAguLHuDxAyjLEsS6uIEA8a7ddaC4XQL5qZcIvdRVAo1huaTUkGkAOLbKd7+cpQPW+8bVnNh9AUaVmD7QyIkCH3Aw34FMVQN2YnrDE4xVAhxbZzvezK0Btxf6ye1ISQD6zJEBNLQ9Amzi536GoEUCqglFJnQAmQH+HokCfyAxA1uJTAIznDUBQwkzbv7INQOfj2lAxDg9AqfsApDaxCkAw8Nx7uMQdQBqLprOTARBA1xLyQc8mDkCQZiyazk4FQMAma9RDNBBAw0fElEjCHkA4EJIFTCAaQOyGbYsyexBAPdUhN8NNIEBjYvNxbYgWQGsOEMzRsyFAZFjFG5lHBkAsvMtFfAcVQJ2AJsKGJ/4/MBLaci5FE0DtZHCUvBoQQLJoOjsZPBlAObnfoShwGUB6jV2ieusiQNeGinH+FiJAhxbZzveTJEDdtYR80JMlQM07TtGRHChAatlaXyR0EUCcM6K0N/gTQIW2nEtxNRRAOwFNhA0PF0Bu3c1THRITQMSZX80BggtAdAexM4VuEUD4wmSqYNQ2QD7o2az63EpAHThnRGnfM0Ac8PlhhDAeQOrnTUUqPCJAahMn9zsEIECgGi/dJMYqQGN/2T15mClARpT2Bl84KUAZ4lgXt9EmQHrHKTqSiydA0zB8REwJIECTqYJRSV0OQEoMAiuHlvY/Dr4wmSrYBUDp1JXP8jzwP2ZmZmZmJiVAgGCOHr+3GkCERxtHrIUXQH6pnzcVqR1AzZIANbUsGECwA+eMKM0fQJqxaDo76SFAgsr49xkXC0CE9X8O80UQQNXnaiv29xhA7GmHvybrFUDt0/GYgcoXQEATYcPTaydAje4gdqagIEBEaW/whcktQEImGTkLex1AVmXfFcGfEEDm6PF7m54VQBcOhGQBgyBAHHxhMlUgRkA4Z0Rpb/AQQPcGX5hMFRtAUWaDTDJSIEDvA5DaxMkQQNpyLsVVZQdAeVioNc0bNEA17zhFRwIxQF3+Q/rtCyxA0H6kiAyrGEAPC7WmeWcSQNO84xQdiQxAqkNuhhsQGkCfk943vvYOQFuxv+yevAlA2evdH+/1FECeQUP/BHcdQAzNdRppCRtAhJ7Nqs9VHUBDHOviNnocQCzUmuYdZxhAe9rhr8k6FUBNEHUfgLQRQHqlLEMc6xFAenB31m6bFEAnpaDbS9oEQDG2EOSgxARAfxMKEXAIFEDsNNJSebsVQIBIv30deChAkzXqIRotIUAAb4EExe8lQPp+arx0cyZADFnd6jkJG0B8CoDxDPodQO9yEd+J2RlA5dU5BmRvHUCwrDQpBd0aQBCSBUzg9h1AoDcVqTC2AUBpxqLp7LQhQB2PGaiMLyNA4q/JGvVQGECASL99HZgQQAggtYmTexFA/B2KAn3iAUDXEvJBz2b4PySX/5B+e/s/KAr0iTxJ+z/KiXYVUl4TQFw4EJIFjA5AvTrHgOzVEUDrqGqCqHsBQNf6IqEtpxdANs07TtExEkBq3nGKjoQTQDnulA7W/x5Ak1fnGJA9G0A8TtGRXD4kQINRSZ2AJiVAf/s6cM5IEUB6whIPKFsJQKsJou4D0AJA0m9fB855EkAE54wo7U0XQGCrBIvDORBAc6JdhZRfCkCNKO0NvlAlQGlXIeUn1Q1AZK93f7w3EUB/MPDce7j5P5p8s82NKSJAuoPYmUKHE0CqK5/ledAaQJ+rrdhfFiFAmN2Th4VaFkB/wW7YtkgXQMqmXOFdLhpApu1fWWlSGECvCP63kt0IQKT8pNqnYwlAP5EnSddMBkDQfqSIDMsTQIC3QILiBxNApWsm32xDIEDmP6Tfvq4nQEI+6Nms+idAP1dbsb+sFkCXxcTm47oXQNIYraOqiRtAqWqCqPuAH0AkufyH9FspQPFL/bypqCFAu2HboswGAUBFDaZh+IgCQIIclDDT9vk/d9uF5jqNCEABNbVsrW8IQCgs8YCy6QtA6znpfeMrCECiXYWUnxQcQPYoXI/CFSVAUDblCu8iIkBIv30dOGclQAGkNnFyfw1A3o5wWvDiCUCgT+RJ0lUdQGxblNkgsxZA1QloImyYJUBZNJ2dDF4jQHe+nxovvSdAklz+Q/ptJUBGtvP91HglQJfFxObj2iFACks8oGwqIUAknBa86IsSQG3F/rJ7sh1ARIZVvJHZHECAZaVJKSghQDoeM1AZXxxAd9uF5jotEUA2k2+2udEcQJwWvOgryAZAYhVvZB65D0AXmus00pIAQMHFihpMQwZASWjLuRT3EECC/61kxwYOQDSFzmvsUg5AQmDl0CLb9j+VDtb/OUz6P3rkDwaee/8/RYE+kSeJAkAV4/xNKAQJQC6thsQ9lgBA5ZttbkzPAEBG66hqgigAQGLWi6GcKABAMLsnDwu1+z+alIJuL2nzP28Sg8DKIfM/EhQ/xtwVJkDFPZY+dFEgQEmFsYUgpxVAq8/VVuyvDEBlGeJYF3cMQK4SLA5n/g5AkfKTap/OG0CVn1T7dJwZQLsPQGoTJwVAH/RsVn2uKUB+HThnROkuQP32deCcYTFAB1+YTBXsL0DF/rJ78pASQLX9KytNyv4/XqJ6a2ArFkB4tHHEWrwWQBbB/1ay4xZAvRjKiXbFIUAjhEcbRywGQLVsrS8SmgdA5L1qZcLvC0DCacGLvuIXQHWw/s9hfhRA5x2n6EgOHkAWE5uPa0MbQDSitDf4ghpAPgXAeAZNBkCPxwxUxr8HQI4j1uJTgAZAjErqBDRRE0AxJZLoZdQPQC7iOzHrxRBA/5WVJqVgCEDAWyBB8QMSQLEWnwJgvP8/gSbChqf3G0C9xi5RvbUTQFX2XRH87wVAZjGx+bh2BkBDHOviNjoTQIZyol2FNBJAldQJaCKMKECE8GjjiHUTQE0tW+uLBBNA5KCEmbYfF0AsSDMWTWcRQPcGX5hMdRhAiIVa07xDF0CdS3FV2fcZQDVG66hqwh5AqfbpeMxQIEAWpBmLpnMbQB1yM9yArxZAz6Chf4JLGUDKT6p9Ov4VQHNoke18vwxA/DVZox6iDEAHQrKACTwUQGTMXUvIh/o/JO6x9KGLAkA0uoPYmaIfQEop6PaSxhBAkUQvo1juHUA0gLdAgoIeQAKCOXr8fhtA61bPSe87EED9gt2wbbEUQOLkfoeiwA5AFjCBW3cTE0BE+u3rwBkUQLqgvmVOVxBAPu3w12StGUA9LNSa5l0fQN0kBoGVYypAArwFEhTPI0BGfCdmvdgYQBUdyeU/xBxAFt7lIr7THkC6FFeVfbcRQLth26LMRg5ARG6GG/B5GkBVMCqpExALQCYeUDblShVAC2MLQQ5KF0DgufdwyTEWQFmjHqLRnRZAdF5jl6ieDUDB/1ayY8MSQDdsW5TZ4AlASbpm8s02BkBK7xtfe+YPQBKDwMqhBQ1APdUhN8PNFUBLk1LQ7WUUQFFmg0wyEhZAo5I6AU0EIEBjesISD8geQLk2VIzzdxtANuohGt3hFEATm49rQ4UYQIts5/upEShALSEf9Gy2KEAZc9cS8pE+QHnpJjEIrDZA1sVtNICHN0B3Z+22C60UQAFRMGMKVuo/N/3ZjxQR5z9PdjOjHw3kP9GTMqmhDeU/RkQxeQPM3j9E+u3rwPkGQAwHQrKAyQlAu5unOuTmBUDXaaSl8vYKQHuDL0ymGiNA98ySADXlIEDePNUhN1MjQCfChqdXKiVAYTJVMCpZMUCX/5B++xorQFpkO99P7S5AAG+BBMUvLkDf4AuTqYIqQLa+SGjLeSFAB3x+GCE8EkAQO1PovGYSQB+duvJZfhlAZcIv9fOmGkBBKzBkdUsYQEWeJF0z+Q1AeAskKH7MA0Dtnjws1BoFQNLj9zb9mRFAU8vW+iIBGEBI/mDguTcHQNF5jV2iugxAARjPoKG/BkCE2JlC5/UYQKBU+3Q8pglA0CfyJOnaAECASL99Hbj+P0JD/wQXK/8/IR/0bFb9/T+J0t7gCyMiQCpvRzgtCCFA1JrmHacoKUBEi2zn+0kpQK1p3nGKLixAkst/SL9dK0BCz2bV54orQN21hHzQEzFA9zsUBfoEHEAm5IOezWoeQI4G8BZI0BtAO8eA7PWuIUCvWpnwS50QQBk5C3vaoQlAIR/0bFY9BkDfwyXHnRIOQPrVHCCY4xlA7s7abRf6F0Da/pWVJqURQF9BmrFo2hFAkxgEVg6tK0Bbsb/snjwkQKmHaHQHsSNA+rMfKSIDCECOWItPATAEQKsJou4DkA9AH5268lmeF0DVyoRf6qcfQCAMPPcejhJA/Knx0k0CJECL/WX35KEkQP7UeOkmMf8/BthHp678BEC8s3bbheb8P240gLdAgv0/KNU+HY8ZFkBGCI82jhgWQJTeN772rBtA/Yf029fBAkC0AkNWtzoBQOZciqvKfgVAahMn9ztUA0C8BRIUP0YIQOOlm8QgUBZA4Ep2bARCE0DGounsZNASQB75g4HnPhJAqaROQBMhDkDK/Q5FgT4SQO58PzVeOhdAti3KbJCJHkAu51JcVSYiQLraiv1lVyhANJ2dDI4yEUB+HThnRGkMQBGN7iB25gFAFk1nJ4OjBkDbFmU2yKQTQILix5i7tiVAr5RliGPdJkB7Tnrf+NoBQESLbOf7aQVA0h3EzhQ6CkBYqDXNOy4WQHSYLy/AvhxAUAEwnkFDDkAT8kHPZhUKQLml1ZC4hxlARS+jWG6JFUBcOBCSBewQQMSxLm6jIShAT+lg/Z+TIUAlOzYC8foLQF66SQwC6yhAq8/VVuzPHkCxUGuad/wnQGUBE7h11xpAQxzr4jbaB0D61RwgmGMHQBgmUwWj4kBAdZMYBFZePUDD0ytlGcI8QHctIR/0XDdAQBh47j2cDkCI1/ULdoMXQPfMkgA1NRNAQj7o2aw6EkAm5IOezSoaQFhzgGCOXgxAOwFNhA3PBkBzol2FlP8XQDJVMCqp0xlAGJXUCWjCG0AOMsnIWbgeQM+Du7N2ux5A6lvmdFn8I0Au/yH99lUeQPuRIjKsAhtAyk+qfTpeGkB4eqUsQ9wbQEn0MorllgFAHEKVmj3QEUD68gLso9MPQFXZd0XwPwxATMPwETElDkBOC170FeQFQGiR7Xw/1RhAx0YgXtevGECAfXTqyucfQJ30vvG1BxpAe/fHe9WKA0Ag71UrE54TQKMeotEdZBdAsvShC+r7E0CxogbTMLwSQNE/wcWKmgdAQYLix5h7BEAnoImw4akTQFafq63YHzBALbKd76fGLkDSUnk7wgkdQIEExY8xNxxAfPKwUGtaIkAd5ssLsC8XQDp6/N6mfw9AI/PIHww89j82PL1SlqH4P6SNI9biU/g/lWWIY108HEBBZfz7jGsbQF7XL9gNOxdAQN6rVia8FEDm6PF7mz4YQJbs2AjEqxRACmgibHgaGUB+HThnRAkTQFmLTwEwPhZA2LYos0HmEEBHOC140dcVQAWoqWVrPRZA2LYos0FmBkBnfjUHCCYPQKUsQxzrogFA0AoMWd1qEUCtNCkF3R4iQP8JLlbUYCBAdQKaCBueJED3Bl+YTFUkQMdGIF7XHyJA4UBIFjBBFkDuCKcFL7oYQIJzRpT2BhtAm/7sR4pIBkDF/rJ78jAEQDGUE+0qZBFA0ETY8PTKDUAgDDz3Hq4JQBlW8UbmURBAeEXwv5UsDUDD8BExJfIQQDMbZJKRkxFA29yYnrBEFkDqW+Z0WYwVQP5IERlWMQ1AlLw6x4Bs/D/CTNu/snIUQFn60AX1zRhA5QrvchEvIkCMLQQ5KBEiQJWfVPt0vBxAr3d/vFdtH0BSD9HoDiIVQAqA8QwaGhlA8Nx7uOTYE0B/wW7YtmgGQFrwoq8gjQtATI47pYPVHEDDDfj8MGIbQIVCBBxCBSNA0SLb+X5KJUBEi2zn+wkxQILix5i7FhFAR3cQO1NoEkDfN772zBIIQB/Xhopx/gRANpNvtrlxAUA6evzepv8BQLiSHRuB+ANA4dHGEWvx/z9jl6jeGhgEQOKvyRr1EP0/tWytLxIaAUCtF0M50e4KQOutga0SrAhAj6UPXVDfBUBmMbH5uBYQQPp+arx0kxpA0jqqmiDaIEAwuycPC/UqQJiG4SNiSgxA8IXJVMGIK0B1ApoIG+41QHxhMlUwCiNAAd4CCYqfLkD1EI3uIKYjQOUn1T4dXyFAyjLEsS4uKkC4QILix1goQH/eVKTC2AFA7iWN0TqqBEACvAUSFL8YQGPuWkI+WCBAFjWYhuGjEEB4eqUsQ5wRQOkmMQisPCxAfGEyVTAaM0DysFBrmhchQJ88LNSaRhRAlxx3SgcrFkAAb4EExW8YQI5AvK5fkBxA4lgXt9FwIUAAb4EExU8lQC/dJAaBNTNA7zhFR3IZL0AnoImw4ckqQKD9SBEZ9hVA7ZklAWoKEEB381SH3KwUQLfRAN4CKRFAH6LRHcSuEUBkBirj30cfQFR0JJf/kChAmSoYldSJKkBcGyrG+Zv+PyaN0Tqq2hdAM/59xoWjEEAZxXJLq8EUQP5D+u3rYCtA0sYRa/FZIEBEaW/whekoQAK8BRIU/yxAC0YldQK6KUBOC170FeQLQOPCgZAsoA9A8rVnlgSoEEA/kSdJ14wTQG0csRafwhJAK2owDcPHDEBxGw3gLZAYQIF4Xb9g1xhAYr68APtoEEDqIRrdQcwZQKHWNO84pRdAXwfOGVHaGEDfwyXHnVIRQDvfT42XThZAWP/nMF8+FUBG66hqgqgXQK36XG3FvhxAVDpY/+fwFUAX2c73U4MVQP63kh0bUSBAnYAmwobnGEDmP6Tfvk4SQHfWbrvQ/BVAuaXVkLhnFkB0DMhe734aQLa+SGjLeR5Ar3d/vFc9IUCY3ZOHhSojQPDErBdDGRRAFLNeDOWkEUBbsb/snvwzQDBMpgpGJRdAfzDw3Hv4FUAHQrKACVwaQM9m1edqixNAGEM50a5CGkC+wRcmU2UnQJp3nKIjWSlAxqcAGM/gDEAOLbKd76cJQJbP8jy4ewVAeJyiI7m8D0A6BmSvdz8JQL7BFyZTJSpAXCBB8WOMBkAZ529CIcILQHXlszwPbg5A6Gor9pcdC0B06spnef4dQH8TChFwaB9AJ6CJsOHpFkD76NSVzxISQDAvwD46tQ5A9x4uOe70E0Bg6udNRQoSQAxZ3eo5qRRAB84ZUdp7MUDpJjEIrJwoQLyWkA961ihAPUSjO4gdDkCNKO0NvnAEQM0GmWTkrAFAXrpJDALrAUCqglFJnYAXQDFCeLRxpBdAMzMzMzNjIUDmV3OAYA4QQAT/W8mOrRhAvsEXJlOlGkBDyk+qfToOQApLPKBsyv4/ud+hKNAnBUBjf9k9eVgmQEJD/wQXawBANuUK73LREEA5tMh2vp8FQP+VlSal4AxAylTBqKQOCUC5UzpY/wcSQJ+rrdhfdi1Aqg65GW4AA0BV9l0R/C8BQOT3Nv3ZDwJAPzVeuknMAkDRdHYyOEoOQHuIRncQewdATfOOU3QEJEDAeAYN/ZMSQDNQGf8+Yw9AREyJJHr5HEBM/bypSOUZQOT3Nv3ZjwhAX3tmSYAaBUB9y5wui8kDQPUQje4g9v4/HebLC7B/I0B+NQcI5mj8P4ofY+5aAjZAS8gHPZvVJUAxCKwcWoQiQGGOHr+3qQlAJ/c7FAV6BUB2Tx4Wao0TQIl7LH3oYhZAmbuWkA/aFUC7uI0G8DYZQPfMkgA1tRZAutqK/WXXE0BEUaBP5MkGQKd0sP7P4fI//ACkNnGSFEAawFsgQXEVQAGHUKVmDwJAi+B/K9lxAkD1SlmGOHYTQAq6vaQxeh1A9kVCW86FGEBUOlj/51AZQIdQpWYPFBdA7bYLzXU6F0AJ+aBns6oXQJDaxMn9zhpALv8h/fa1AUCA8Qwa+gcVQEKygAncuhdAYabtX1npBEDHuriNBgA0QNc07zhFByVA9ihcj8KVJUBHWipvR7gAQA/W/znMF/8/P+PCgZAs+T8fhetRuN4kQFrY0w5/LSBACr/Uz5vKIED7OnDOiLIcQFEU6BN5shJARKM7iJ2pFUBfQZqxaDoVQABXsmMj4CFAI74Ts17sF0C21hcJbVkcQFQ6WP/nQCJAYY4ev7eJI0D+ZffkYSElQJ+rrdhfliBAeqUsQxxLIUA8pYP1fy4QQP6arFEPkQpASPlJtU8nGkB5O8JpwasUQNiBc0aUtgZASino9pIGA0DA7J48LFT+P2csms5OBgBAYabtX1lp/T9qMA3DR4QBQFRSJ6CJsP0/dXYyOEreAUBXYMjqVi8YQHoZxXJLmyFAE0TdByD1FEDwhclUwVghQJKWytsRzg5AJJf/kH6bHkCkjSPW4pMcQDmX4qqy7xJAqkNuhhtQEkB9Ik+SrvkXQDVeukkMQhdAJlMFo5I6FUCfsMQDyoYiQPJetTLhFyNAwi/186ZiHUANw0fElCgWQHLEWnwK4BpAc9cS8kEvG0CDaRg+IqYQQIqT+x2KQgVAasGLvoL0HUBDrWnecSodQKmkTkATASVAnil0XmMX+T+RJ0nXTL4HQPyp8dJNYvU/TtGRXP7D8z+EDU+vlGX0P1Sp2QOtwPY/v2VOl8XE8z/pYP2fw3z1PxdIUPwY8yJAb57qkJthIEBz1xLyQW8VQAcI5ujxiyNAZ0Rpb/AFGEBIp658lscRQFFmg0wyUhVAXkvIBz3bF0Boke18PxUYQMpPqn06fhpAlialoNsLHEDmdFlMbG4iQGZJgJpaRiJAFytqMA1jIECh8xq7RBUSQH4YITzamBFAYeC593BpEkBKDAIrhxYZQAXFjzF3TSdAp5at9UUiE0Ce76fGS7cSQOaRPxh4LhBAFNBE2PAULEDONjemJ7wiQP8EFytqMCJAQDBHj99bGkAxCKwcWsQaQOutga0SLA9AQBh47j28GkDmP6Tfvk4dQGTpQxfUFxtAwVYJFofzAUCgw3x5ATYBQJhMFYxKqgxApU5AE2EDF0AFNBE2PD0rQAdfmEwVbCZA9pfdk4eFJ0C+nxov3UQnQJXUCWgirCZAvVKWIY41KUAJ+aBns2omQK00KQXdfiFAW18ktOVcDUC1MuGX+jkLQBObj2tDpRlA44i1+BSgHkDkvWplws8XQF2/YDdsOx9AfJv+7EeKH0ClLEMc60IwQBmQvd790RVA/wkuVtQwIUAR/G8lO/YUQL4wmSoYtSZASPlJtU/3I0DGounsZHAcQKkT0ETY8CdAD9HoDmLHF0BVE0TdBwAdQHtmSYCaeh1A1CtlGeKYJEA8vVKWIb4hQGgFhqxuNSJASKeufJbnGUBE+u3rwJkWQAHeAgmKHyBAcr9DUaB/IUD7OnDOiPImQL0A++jUVR9A0jqqmiA6IECmCkYldWImQKVOQBNhUyJAjgbwFkiQIkC5GW7A56cQQNFcp5GWahhA2V92Tx42FkCDF30FaWYTQGXCL/XzJhxA51JcVfbdFkBhGoaPiIkZQLbz/dR4aSlAQj7o2aw6LkBT0O0ljVEVQGba/pWVZhJAs7W+SGgLGEDGbTSAt2AnQOY/pN++DixAdxVSflLNEUAu/yH99tUtQKkT0ETY0DFAn3HhQEiGIEASFD/G3DUpQDl/EwoR8BNAu0T11sBWCEAFhqxu9VwCQOp4zEBlvAVAxm00gLfgJUAFqKlla60jQNSa5h2naCVAFCLgEKrU+D8mjdE6qrofQKz/c5gvrwxA7nw/NV46E0DufD81XjoTQEesxacAGP0/6xwDstc7/D882jhiLT78P1GIgEOo0v4/+rg2VIxz/j+Uap+Ox0wAQGFUUiegiQxA+1dWmpSCDkC1GhL3WDoOQBVvZB754xxAUfcBSG0iA0AfotEdxI4LQBe30QDeIiZAnOEGfH5YAUBCPujZrFopQDoGZK93ryBA7+GS404pG0A0ETY8vRIlQOVhodY0LyVAtFn1udoKB0DyQc9m1acIQPYoXI/C1RVA1NSytb4oGkDjx5i7lhARQDBkdavnpBRAp1zhXS4iGUDnHafoSO4mQDxO0ZFcnhxA3Esao3VUHEDuztptFyoiQFPL1voi4R1AP28qUmEMIkDqeMxAZRwXQBJOC170tRdAIqZEEr1sGkA98gcDzx0ZQDBMpgpGZS9AOwFNhA0vJEBmZmZmZgYeQGKh1jTv2DJAZ9XnaitWK0BNhA1Pr5QnQPrt68A5IyZA001iEFj5H0CMFTWYhkEcQCBe1y/YjQ9A3e9QFOiTFUDHKTqSyz8kQKDDfHkBtgdAyuAoeXXOAUBwJTs2AvENQOaRPxh4LgVA+u3rwDkDM0BTliGOdRE1QOepDrkZjhhAv30dOGfEJkAtQxzr4tYnQJFEL6NY7hNAroGtEixODkDpYP2fwzwHQCC1iZP7HSJATE9Y4gHlGEAlQE0tW2sMQHE9CtejECFA6ZrJN9scBkB1yM1wAz4WQAB0mC8vwPY/n82qz9XW+T9i+IiYEknzP+Qs7GmHvxlAYU87/DVZFUAU6BN5knQIQLVsrS8S2gZAVn2utmIPN0AibHh6pfwzQLZKsDicWRRAMbH5uDbUD0B5dY4B2YsUQIi6D0BqUxVAmz3QCgyZDUD1LXO6LKb8PzdsW5TZIAVA8zy4O2s3CEBYkGYsmm4RQF8HzhlR2hFAAtnr3R/vEEDRBfUtczoCQGIQWDm0CAdAWMUbmUd+CUBSSZ2AJgILQCWvzjEguwJAgCvZsRHIBEAZ4lgXt7EsQEhQ/BhzVwdAWOcYkL0eCEBrt11orqMgQMu+K4L/DRFAsdzSakj8FEDdzVMdcqMgQGvxKQDG0xdArtNIS+XNHEBYObTIdr4dQEdVE0TdBxpAS1mGONbVIUAd5ssLsH8hQLtE9dbAVgxA9KYiFcZWDEAUlnhA2VQXQMiYu5aQbylAVcGopE5gJkD+DkWBPjEXQGgFhqxuNR1A3C4012mEGEDaci7FVcURQPNxbagYhxJA24XmOo209D947j1cctzxP0Otad5xigNAkgVM4NZdDkBV+3Q8ZoATQBzr4jYaYBRA3PRnP1IEF0D7XG3F/rIOQF1txf6yeylAfA+XHHeKI0AjEK/rF5whQAWGrG71/BBAMIFbd/M0EUDeAgmKHwMaQHzysFBrOihAmpmZmZkZBkByp3Sw/o8dQNuK/WX3RBVAZapgVFKnCEDDgZAsYIIQQD7QCgxZ/RdABoGVQ4uMJ0A8FAX6RO4gQERRoE/kKRdAbt3NUx0SGkB8LH3ogloeQDj4wmSqwBdAAz4/jBC+FkAw2A3bFqUUQEj5SbVPBxFAduCcEaW9BkDX3TzVIbcMQC8012mkJQlAwZDVrZ5TDECGG/D5YYQIQL5Nf/YjxQ1A08H6P4fZEEAsms5OBscDQHO6LCY2XwBAwhcmUwWjAkCiRbbz/dT/PxMsDmd+BSJAob5lTpcFH0APYmcKndcZQOHurN124RZAV3iXi/gODUDY2CWqt2YTQD+MEB5tXBRAxJlfzQGCEkCutmJ/2X0vQGw+rg0VYw5AjUXT2cnAEkDwv5Xs2GgfQJC93v3xnhRAUWuad5yiEkCXkA96NssSQIT1fw7z5RhA/Knx0k0iEkABpDZxch8eQHGPpQ9dMBxAP6n26XhMGkDlszwP7o4NQBXGFoIc9BNADmd+NQcoH0BNhA1Pr4Q3QEPFOH8TygdAAJF++zpQKEAeFmpN824UQLEzhc5r7BZAVvFG5pHfF0AN/RNcrMgWQAT/W8mOTRpAJXUCmgjbKEBIp658locSQMuEX+rn7RNARyBe1y94IUCL4H8r2XENQKD9SBEZVhZAN/3ZjxSRGUAQejarPlcJQEkRGVbxhgpAaYzWUdUEDUBeonprYGsWQAk4hCo1+wJAzqW4quybFEA429yYntAWQGAfnbrymR1AesISDyjbBUALtaZ5x6kbQEyOO6WD1SNAv0NRoE+0I0CvJeSDns00QIBlpUkpqBVAEOm3rwOnFEAxthDkoEQSQNdR1QRRNw9AKzV7oBW4EkD1SlmGOPYWQKjjMQOV0RJAms5OBkeJFECdgCbChgcWQKJinL8JxQ9ASOF6FK7HBUBmMbH5uPYBQKMjufyH9P0/G0zD8BGxAEA/xty1hDw2QGB2Tx4W6ghAdbD+z2F+C0BBDkqYaTsUQG8qUmFsIR5ARKM7iJ1JEkALQQ5KmGkQQGiR7Xw/FRFASl6dY0A2I0AM6lvmdIkjQJ7qkJvhtiFADr4wmSo4J0AxCKwcWkQoQCvB4nDmlx1AUz9vKlKhHEC0AkNWt/r9P3Y3T3XI7RRAF5rrNNIyEEBBSBYwgTsbQMI0DB8RUxZApUkp6PaSAEBcIEHxYwwEQOviNhrAWwtATn/2I0UEFEDCacGLvqIaQFj/5zBf/h1AJhk5C3s6FEBPWOIBZRMHQJs90AoMGQxAF0hQ/BgzM0BCsoAJ3LoeQGJnCp3X2CFA3PRnP1LkH0DbM0sC1JQSQC+Lic3HFRNAcy7FVWUfFEBJhbGFIEcSQJvJN9vcmBJA3bWEfNCzCUAjSnuDL0wMQKSl8naEEwhAVkj5SbXPBUD4wmSqYFQIQD1JumbyjQlAEK/rF+zGFkCxFp8CYLwBQPtXVpqUAgpACi5W1GCaB0AY7IZtixIUQE5FKowt5BNAV+wvuydvGkB56SYxCKwkQLecS3FVmRZA6IL6ljndF0CrlQm/1D8hQJwzorQ3eCBAknnkDwbeD0BfB84ZUforQJyiI7n8xyhAZ9XnaivWK0D/If32dUAtQLraiv1ldypAS+XtCKfFI0C4rwPnjOgmQDFfXoB91BtA0uP3Nv3ZGkCkqgmi7iMcQN52oblOYwVA845TdCTXB0Buhhvw+QERQESLbOf7KQtALnO6LCY2E0CfPCzUmuYeQHaJ6q2BbRlAtJPBUfKKGUCzDHGsi7sYQB5QNuUKLwhAA0NWt3pOCUDCFyZTBWMHQL1vfO2Z5QNAKgDGM2jo/D8JFoczv1oEQJWfVPt03BFATYQNT6+0JUADCYofY+4rQLFQa5p3PDJAsi5uowEcL0BoImx4euUpQMdLN4lB4DxAzhlR2hucGkCNl24Sg4AlQNIdxM4U2iNAIGPuWkKeKUDf4AuTqQIqQNxGA3gLhCdAB1+YTBWMKEAwDcNHxOQhQC457pQOFiJAYY4ev7dpGUCW7NgIxMseQCBj7lpCHixAl8rbEU6LEkBLzR5oBZYjQJp8s82NGSNA/3ivWpkwBkCcbW5MT5gWQGiWBKipBRNATgte9BWkEUCIY13cRoMZQBSuR+F6lBJA8WjjiLXYEkAexM4UOo8VQMAEbt3N0yBAg6Pk1TmWI0CXrfVFQrsjQAIrhxbZridAEY3uIHamDED9MEJ4tDEPQDtwzojSPhFA+rMfKSIDCEBDBBxCldoXQHJtqBjnbxdAwqONI9aCGUDJdr6fGp8gQD7t8NdkzRhAogvqW+a0H0ANVMa/z3geQOYivhOz/htAzF1LyAdtMEB0tRX7y04qQF+YTBWMai9A/Bhz1xJyJkDqBDQRNrwtQHtJY7SOChZAO99PjZeOJUB7MZQT7YoQQFInoImwgRlAyNKHLqjvGUBLWYY41oUoQO3w12SNeiNAjSjtDb4AM0CRRC+jWE4ZQDzaOGItPhtAutqK/WVHI0DbbRea61QiQKiMf59x4Q5ATtGRXP5DCkAhByXMtP0VQG/whclUQQ1AMjhKXp1jCECz6nO1FTsHQDxO0ZFcfvg/CVBTy9YaHkA6BmSvd78eQCOERxtHLAxAU1xV9l1RDUAw2A3bFiUIQEfmkT8YuBFAokW28/2UCUAMk6mCUek/QC3Pg7uz9v0/Psvz4O7sB0Ckx+9t+jMGQHeE04IXfQ1AUI2XbhIDJECcoiO5/McmQKyowTQMnw9AvLN224WmE0A9RKM7iP0WQOQs7GmHPxZAvJF55A8GFEAuymyQSSYUQMGopE5AUwhAUtUEUffBAEAwnkFD/wQJQDC7Jw8LVThAak3zjlPkOEAeFmpN884wQKg1zTtOESdAS5NS0O1FGUBuowG8BRIKQLMpV3iXeyBAAoI5evweD0CQiCmRRK8FQLAbti3KbAlATP28qUi1IUDJcad0sL4hQBPyQc9mlRRAS8gHPZv1EkAIclDCTNsNQGTpQxfUVxpAGTkLe9rBEUCk5NU5BkQaQDBMpgpG5QhATdaoh2h0AEAkfzDw3LsIQE8GR8mrMwxAH4XrUbieFEAPlxx3SgcCQLb4FADjmQ5AhGQBE7h1G0BMbD6uDfUSQGRd3EYDmCtAptWQuMdSEkBQcLGiBvMTQIPAyqFFthFA/cHAc++hF0AknBa86EsZQIIclDDT9hNAP3RBfct8F0B4l4v4TkwQQA4V4/xNiBFAdonqrYFNFECwVYLF4cwNQLDJGvUQzQ5AwcqhRbYzCEB/wW7Ytqj7P69Cyk+qPQlA/dmPFJHBIEDP91PjpXsQQLWJk/sd6hRAXCBB8WNsGECjI7n8hzQUQGJKJNHLaBNAGsBbIEHRJkCpE9BE2NAkQEoH6/8c5vs/b57qkJvh9j8Le9rhr0kEQDT0T3CxYgBAj6omiLoPDUDReY1dovoKQDliLT4FgBRAnwJgPIPmGUDowd1Zuw0cQOyGbYsyextA0O0ljdGaEEBTswdagaERQKxWJvxSfxNA1xLyQc9GKEDfwyXHnfIbQNJvXwfOGRxAat5xio7kHUCTjJyFPS0gQKd5xyk6sh1AmkLnNXYJGkD2Yign2hUcQCtqMA3DhxJAXHfzVIfcH0Dgvg6cM4IeQMR8eQH2MSFAm1Wfq634EEAPuRluwGcOQK+UZYhjXRVAUtUEUfdhEEBGzsKedvgNQDWYhuEjogpA73IR34kJI0Cfq63YX9YQQHfzVIfczA5APzVeuklsEUC+h0uOO+UPQK62Yn/ZXRRAmEwVjEpqNUCNl24Sg8AuQApoImx4SjBADvPlBdgHAkAFwHgGDT0FQJqxaDo7GQ5AwJXs2AhECEDBVgkWh7P9P4ofY+5awgFAzhlR2hvcMUDf4AuTqQIrQDBMpgpG5RpA1qiHaHTnHEB15bM8Dw4eQNl8XBsqBhdAby9pjNYRFkDFG5lH/gATQBu7RPXWAAdARbsKKT/pCEAWwf9WsgMaQK6BrRIszhFAGXPXEvIhJEDM7snDQi0tQO/Jw0KtqSZAIVnABG4dEkDyQc9m1QcSQMZtNIC3gBBASwLU1LJ1IEB6Nqs+V9sgQLIRiNf1myFAPzVeuknsJkA7U+i8xm4cQMuhRbbzHTdAHThnRGlPJ0BZhjjWxT0yQO84RUdyGTBAQE0tW+srI0DgnBGlvWEkQB/0bFZ9ziRAaeOItfiUEUCnrnyW54EcQJjArbt5agdAFvvL7smDB0D2I0VkWEUAQBN+qZ83hSBAklz+Q/pNJEARUyKJXmYiQFuU2SCTzCBAW5nwS/0cEECcM6K0N3gPQHCUvDrHQAxA3bWEfNAzCEA1QdR9APIUQIPdsG1RBhJAO1PovMZuF0DFVWXfFeEbQDUpBd1eEhVAAU2EDU/PH0B4nKIjubwLQPIMGvonGBNAdZMYBFYOEUBNofMau4QQQK7YX3ZP/hZAEce6uI1mHEDwFkhQ/LgaQIDUJk7uVx1AMbH5uDa0EUB8J2a9GOoRQDeOWItPAQRANZiG4SOiB0DYtiizQab8P5PGaB1VbRBAO1PovMYuDEAng6Pk1TkFQG8NbJVg8QxAofgx5q5lE0BTy9b6ImEYQIzWUdUE8RdA+Um1T8fjG0C+nxov3QQTQHehuU4jLRZAdF5jl6jeDkB7oBUYsiogQF0WE5uP6xlAs7W+SGhLHECeB3dn7dYRQAZM4NbdXBJAveMUHcmlD0CwVYLF4UwQQPQyiuWWVgxACVBTy9Y6C0DGv8+4cOAGQM8xIHu9ewRAi1QYWwhy/j/KbJBJRk71P83MzMzM/DdAvp8aL90ENUCn6Egu/4E0QLhAguLHuDJA5IOezaq/NUBOl8XE5iMCQH2R0JZzKfo/Hy457pROD0Bq+1dWmpQIQD/G3LWE/AZAJ07udyiKAkAZBFYOLdIVQGjLuRRXFQNASUvl7QhnB0DKVMGopI4sQPcGX5hMVSVADmd+NQfoGEAPC7WmeUcrQCMtlbcjnAJAVvFG5pH/A0A6XRYTmw8PQOyGbYsy2whATrnCu1zECUDZQpCDEgYQQDWYhuEjYgxAg6Pk1Tk2I0B2Tx4Wak0nQCUGgZVDSy5AHsTOFDpPGUC1/SsrTcoTQPGdmPViaAVASfQyiuWWDUBClZo90MoIQL1SliGOVRdAf7xXrUw4IUA/UkSGVdwRQClcj8L1qCZADyibcoU3GECP5PIf0m8iQAXAeAYNff4/X0GasWj6GEBtyhXe5SIKQHi0ccRavBZAZcdGIF5HIUDJjo1AvK4bQBE2PL1SVhxAhLuzdtsFDUClLEMc66IIQItUGFsIshhAx53Swfr/HUDVPh2PGcgdQNAn8iTp+hBAkdWtnpP+EkBPWOIBZRMcQILF4cyvZgZAkfKTap+OAUCR8pNqn44BQJj6eVORyiNAmN2Th4VaDEA+7fDXZA0IQPnaM0sCVBRA1pC4x9LHE0ATDyibcmUXQO4IpwUvOh1A+I2vPbMkBkCtUQ/R6J4iQIiAQ6hS0xpATwZHyatzB0D3ksZoHZUJQPqbUIiAgwpAhZm2f2XlBEAQkgVM4JYjQLBVgsXhbBFAO420VN5ODEA9J71vfG0TQCgs8YCy6RdAHxFTIom+FkDZJaq3BrYiQNNNYhBYWSZAHhZqTfNuJUCoNc07TjEoQJ+wxAPK5iJAh8Q9lj60G0BWmpSCbs8aQHehuU4jrQJAPgXAeAaN+T+8V61M+AUSQOkrSDMWrRlAdbD+z2H+AUAcCMkCJnAGQGLboswGmfo/0O0ljdE6AEA6I0p7gy8XQKqaIOo+4B9Ar5RliGN9J0COBvAWSBARQEc9RKM7yANACwxZ3eo5+z8K16NwPQJFQE+vlGWIgylARwN4CySIIUA8TtGRXB4yQFpkO99PjTJAuXAgJAtoIEBT6LzGLtEdQJYEqKllix9A4JwRpb1BBkCVDtb/OYwIQCRiSiTRiwhAU5EKYwsBE0CwrDQpBd0RQO49XHLcqQ9AiEZ3EDvTEkDhXS7iO3ECQIAO8+UFGAdABW7dzVOdGUBFL6NYbikaQEp7gy9MtiBAngd3Z+32FkCvsUtUb40SQH/ZPXlYaCNAzse1oWI8G0Bangd3Z232P0rvG197Zv0/Uz9vKlLh/D+XytsRTsscQNl8XBsq5hZAZDvfT413FEDC+j+H+XIDQLHc0mpIXBFAxsTm49pQCUCreCPzyG8gQPUQje4gNghAHhZqTfPOCECzXgzlRLsXQMpskElGDhZAxJRIopdxFEDOpbiq7JsWQBiV1AloQiRAyhr1EI0OIkCinGhXIUUQQKp9Oh4z8BVAoImw4enVIEDDgZAsYAIdQADGM2joTyFANs07TtExJEDAWyBB8UMvQIy+gjRjESJAiC6ob5lDIkDqlbIMcYwtQLRZ9bnaii5ATwZHyaszBEAQdR+A1OYYQDY8vVKWsSFAopxoVyHlGkAWak3zjjMlQP5l9+RhAS9AJJf/kH47DEAEBHP0+D0GQA4yychZ+BJAe4hGdxD7IUCamZmZmbkZQNszSwLUlAxAFW9kHvmjHkCF61G4HsUtQOIGfH4YASJArrZif9ndHkC3RZkNMikTQOeMKO0NXiNAih9j7lqCKUAOT6+UZegpQNNNYhBYGR1ADat4I/NIIUCaJQFqapkNQMe6uI0GcChAKcsQx7qoMUA4FakwtmAhQNDVVuwvWytAu7iNBvCWJkD99nXgnHEoQEMEHEKVuiJAv0hoy7mUI0BQqn06HjMZQOAQqtTsoRxAyY6NQLxuEUAknBa86CsKQCyf5Xlw9x5AZqAy/n3mF0BB8WPMXcsTQIZyol2FNBJA4JwRpb0BFUBwmdNlMfENQI2XbhKDAA1ARkJbzqX4EkBfDOVEu0oUQAU0ETY8vQRAngyOkleHGkC+MJkqGNUVQMH/VrJjIxZAe0563/h6EUBTBaOSOkEXQIqT+x2KYhJAxVVl3xVBIUASa/EpAGYVQNlCkIMShhhAoUrNHmgFG0CDL0ymCsYPQAKaCBuezjVAvHSTGASGOUD7eVORCiMfQD1EozuI3RxA8ddkjXqoEEAw9fOmIvURQIHPDyOERwxAg6Pk1TnGDECAYI4ev+ciQBWRYRVvVCNAXaeRlsp7EUAc8PlhhPAEQHReY5eofhlAO+RmuAEfEEAu51JcVfYVQF/v/nivehlAeSPzyB9sHEAbDeAtkAAbQKgd/pqsUQtAnL8JhQi4CEARHm0csRYEQBWMSuoENB1Apn7eVKQCCUDoE3mSdI0IQOBnXDgQEgdAg6Pk1TlGCkCMoZxoV2EMQAnh0cYR2yFA1H0AUpu4IEC+E7NeDIUgQNNqSNxjiRRAyeU/pN9+F0DJAiZw6w4QQJ+rrdhf9hNAHOviNhrwNUCsrdhfdk81QBHHuriN5iZAskY9RKNbHUD8NVmjHiIDQK1RD9HoXiJATfOOU3RkNEBkkpGzsKcSQIeiQJ/Ik/g/Di2yne+HMUBBDkqYaZshQIfEPZY+1B5AgbIpV3iXF0BEaW/whQkTQNiBc0aUtg9AJ4Oj5NWZEUBA3qtWJiwiQNi2KLNBxhtAKe0NvjBZHUAIWoEhq9sGQB/0bFZ9LiRAO99PjZduJUBCYOXQIrsmQNS3zOmymB5ACcTr+gV7FUC4HoXrUdgWQBEebRyxFh1AWd3qOemdIEADeAskKO4gQGQGKuPfpxpAxty1hHwwLEATYcPTK0UrQFTjpZvEYCpAqz5XW7H/JkCx3NJqSOwiQHzysFBrmhtAyJi7lpAvKEAX2c73U4MkQOhqK/aX/S5AzH9Iv30dJ0BTliGOdXEZQFmGONbFLSRAgez17o83DUA4EJIFTOAMQHEbDeAtUA9A2T15WKh1DkCiemtgq2QQQM1YNJ2dzBpAxTh/EwqxFEAPf03WqKcfQMIv9fOmoiFASP5g4Ln3F0CADvPlBbgVQOpb5nRZnCBAhNiZQue1EECTqYJRSX0TQKYnLPGAEhVAb/CFyVThFUB9kdCWcwkVQLH5uDZUDBFAuqC+ZU7XD0BxAz4/jJAUQF/v/nivWhZA+BkXDoRkGUBEF9S3zIkfQJBJRs7CfhZA91j60AW1AkCH/gkuVtQJQO49XHLcmSNAf/s6cM6IJkAtsp3vp8YtQCxlGeJY9yxAn82qz9V2GEClvcEXJtMbQJT7HYoC/R1A0VeQZizaGECkU1c+ywMhQEku/yH9litAryXkg57NLEBB8WPMXYsnQKHWNO84xQFAo0CfyJMkEEBEaW/whakQQCKJXkaxXARA6znpfeMrEECGyVTBqIQWQJp3nKIjWSdACI82jliLGkBvEoPAyqEcQE60q5DyMxlACi5W1GDaGkDBc+/hkmMfQOCEQgQckiBArmTHRiC+EkD4U+OlmwQIQGwJ+aBn8xdAcm2oGOevDkCvlGWIY50eQEG8rl+wWxhAKh2s/3MYF0DBkNWtntMhQNR9AFKbuBRAeHqlLEN8I0CgVPt0PMYgQMstrYbEfQ5AMBLaci5FBEDEQq1p3tErQOUn1T4dTxhA6KT3ja/9CEDoTUUqjC0GQBYYsrrVMwhAtvP91HgpDEA+eVioNU0tQAWGrG71nCFA9mIoJ9qVEkD+KytNSmEUQBTQRNjwVBBA0a5Cyk9qCkB6/N6mP+sgQPqbUIiAYx1AsylXeJcLGkArMGR1q6ccQFzJjo1AnBlAhgMhWcBEGEBN845TdMQZQCeIug9A6hpA1SE3ww3YGECjO4idKXQbQFvOpbiqjBlA9pfdk4eF+z/lYaHWNO/+Px13Sgfr/wpA+IiYEkkUF0DONjemJ1wjQFa8kXnkrxNAQPuRIjKsIkC5cCAkC/geQP8h/fZ1ACdA/kP67etAH0AEOShhpu0IQJZDi2znuwZA8Uv9vKlIDkBA9nr3x7sGQDHT9q+sxCJAuAGfH0aIAUDEJced0gEFQMQlx53SAQVAyeU/pN9+HEDlszwP7o4dQKSIDKt4Qx9AFOgTeZI0HUCvCP63kk0gQFdbsb/s3glAGqiMf5+xCEDwp8ZLNwkIQHMuxVVlXx1A9E9wsaJ2IUCAn3HhQGgVQJV9VwT/WxNAknnkDwa+FEATZtr+lVUTQN8yp8ti4vw/BvUtc7qs9j/5LM+Du3MCQMu5FFeV/f0/hPV/DvPlEkBkO99PjdcQQLUV+8vuSRNAvJF55A8GC0Bvu9Bcp/EhQMU9lj508SFA+aBns+qzCkAzp8tiYrMHQOjZrPpcrQNA6ZrJN9tcCUABGM+gob8HQFuxv+yefAdAglZgyOoWDUDsL7snD8sYQEoH6/8chhBAfa62Yn/ZFUAGgZVDi+wlQDmX4qqyjxlA5xiQvd7dEECaQuc1dskLQPzG155Z0gFAZd8Vwf/WDEDItaFinD8UQOPHmLuWsBhAi08BMJ7BGEA2H9eGinEYQJYEqKllaxdAHXIz3IDPE0C+pDFaR9UHQIPdsG1RBiJA+ptQiIBTIECk374OnOMgQCBj7lpCPixAZvfkYaEWJUCkqgmi7kMVQDxrt11o7iBAm1Wfq63YFkBLyAc9mzURQBb2tMNfEw9A220Xmuv0CUBIFjCBWzchQKMBvAUSNCRAnS6Lic2nIUDek4eFWjMoQHgLJCh+zBFAXcR3YtaLA0Bf7/54r3ofQKAaL90khgFAXkvIBz07KUCXVkPiHqsUQJG4x9KHbhJA0qkrn+X5D0ASoKaWrbUKQK/OMSB73RtAOQt72uGPH0AZc9cS8mElQKpla32R4CJANlmjHqJxFUAYJlMFo9IkQGFUUiegSSZAQpWaPdCK/z/fbHNjesIYQA74/DBCeAhAwt1Zu+2CBkB/2T15WKgKQJrrNNJS+Q9AjPhOzHrxC0BcGyrG+VsRQH2zzY3pCRNAtDwP7s7aBEDlm21uTA8HQHQkl/+QXhJAdsO2RZlNEUA=\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"b[1]\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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"markdown", "metadata": {}, "source": [ "We again have a return to a single mode in the posterior and we have fixed the identifiability problem. We can do our ad hoc model assessment by plotting the theoretical CDFs." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"a9a274f2-208e-4233-8317-5a096226b3ff\",\"roots\":{\"p3532\":\"dfd5bd0a-ff4e-41f2-889d-98f54bd02e33\"},\"root_ids\":[\"p3532\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p3532" } }, "output_type": "display_data" } ], "source": [ "# Make ECDF\n", "p = iqplot.ecdf(data=n, x_axis_label=\"mRNA count\")\n", "\n", "# x-values and samples to use in plot\n", "x = np.arange(int(1.05 * n.max()))\n", "alpha0s = samples.posterior[\"alpha\"].values[:, :, 0].flatten()[::40]\n", "alpha1s = samples.posterior[\"alpha\"].values[:, :, 1].flatten()[::40]\n", "beta0s = samples.posterior[\"beta_\"].values[:, :, 0].flatten()[::40]\n", "beta1s = samples.posterior[\"beta_\"].values[:, :, 1].flatten()[::40]\n", "ws = samples.posterior[\"w\"].values.flatten()[::40]\n", "\n", "for alpha0, alpha1, beta0, beta1, w in zip(alpha0s, alpha1s, beta0s, beta1s, ws):\n", " y = w * st.nbinom.cdf(x, alpha0, beta0 / (1 + beta0))\n", " y += (1 - w) * st.nbinom.cdf(x, alpha1, beta1 / (1 + beta1))\n", " x_plot, y_plot = bebi103.viz.cdf_to_staircase(x, y)\n", " p.line(x_plot, y_plot, line_width=0.5, color=\"orange\", level=\"underlay\")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mixture model performs much better than the single Negative-Binomial model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusions\n", "\n", "You have learned how to use Stan to use MCMC to sample out of a posterior distribution. I hope it is evident how convenient and powerful this is. I also hope you have an understanding of how fragile statistical modeling can be, as you saw with a label switching-based nonidentifiability. \n", "\n", "We have looked at some visualizations of MCMC results in this lesson, and in coming lessons, we will take a closer look at how to visualize and report MCMC results." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "bebi103.stan.clean_cmdstan()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing environment" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python implementation: CPython\n", "Python version : 3.11.5\n", "IPython version : 8.15.0\n", "\n", "numpy : 1.26.2\n", "scipy : 1.11.4\n", "pandas : 2.1.4\n", "cmdstanpy : 1.2.0\n", "arviz : 0.17.0\n", "bokeh : 3.3.0\n", "iqplot : 0.3.5\n", "bebi103 : 0.1.19\n", "jupyterlab: 4.0.10\n", "\n", "cmdstan : 2.33.1\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -v -p numpy,scipy,pandas,cmdstanpy,arviz,bokeh,iqplot,bebi103,jupyterlab\n", "print(\"cmdstan :\", bebi103.stan.cmdstan_version())" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }