{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 12. Model building with prior predictive checks\n", "\n", "[Data set download](https://s3.amazonaws.com/bebi103.caltech.edu/data/good_invitro_droplet_data.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 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", "
\n", " \n", " Loading BokehJS ...\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " const force = true;\n", "\n", " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", " root._bokeh_onload_callbacks = [];\n", " root._bokeh_is_loading = undefined;\n", " }\n", "\n", "const JS_MIME_TYPE = 'application/javascript';\n", " const HTML_MIME_TYPE = 'text/html';\n", " const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " const CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " const script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " function drop(id) {\n", " const view = Bokeh.index.get_by_id(id)\n", " if (view != null) {\n", " view.model.document.clear()\n", " Bokeh.index.delete(view)\n", " }\n", " }\n", "\n", " const cell = handle.cell;\n", "\n", " const id = cell.output_area._bokeh_element_id;\n", " const server_id = cell.output_area._bokeh_server_id;\n", "\n", " // Clean up Bokeh references\n", " if (id != null) {\n", " drop(id)\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd_clean, {\n", " iopub: {\n", " output: function(msg) {\n", " const id = msg.content.text.trim()\n", " drop(id)\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd_destroy);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " const output_area = handle.output_area;\n", " const output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " const bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " const script_attrs = bk_div.children[0].attributes;\n", " for (let i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " const toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " const events = require('base/js/events');\n", " const OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\n", " }\n", " }\n", " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", " root._bokeh_timeout = Date.now() + 5000;\n", " root._bokeh_failed_load = false;\n", " }\n", "\n", " const NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\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", " \"
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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(\"e1b48cd1-0494-4698-8b3a-f4c5b3338291\");\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(\"e1b48cd1-0494-4698-8b3a-f4c5b3338291\")).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 pandas as pd\n", "import scipy.stats as st\n", "\n", "import cmdstanpy\n", "import arviz as az\n", "\n", "import iqplot\n", "import bebi103\n", "\n", "import bokeh.io\n", "bokeh.io.output_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we do generative modeling, it is important to understand what kind of data might be generated from our model *before* looking at the data. You may have been struggling to come up with good priors for your models. I find that this struggle is a symptom of the fact that we often think about what kind of data we might see in an experiment as opposed to how we might think the parameters of the generative process that produces the data may be distributed.\n", "\n", "In this lesson, we discuss how **prior predictive checks** can help build appropriate priors for a model. The procedure is used check to make sure the generative model can actually generate reasonable data sets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building a generative model\n", "\n", "When considering how to build the model, we should think about the data generation process. We generally specify the likelihood first, and then use it to identify what the parameters are, which tells us what we need to specify for the prior. Indeed, [the prior can often only be understood in the context of the likelihood](https://doi.org/10.3390/e19100555).\n", "\n", "Note, though, that the split between the likelihood and prior need even be explicit. When we study hierarchical models, we will see that it is sometimes not obvious how to unambiguously define the likelihood and prior. Rather, in order to do Bayesian inference, we really only need to specify the **joint distribution**, $\\pi(y,\\theta)$, which is the product of the likelihood and prior.\n", "\n", "\\begin{align}\n", "g(\\theta \\mid y) = \\frac{f(y\\mid \\theta)\\,g(\\theta)}{f(\\theta)} = \\frac{\\pi(y, \\theta)}{f(\\theta)}.\n", "\\end{align}\n", "\n", "After defining the joint distribution, either by defining a likelihood and a prior separately (which is what we usually do) or by directly defining the joint, we should check to make sure that making draws of data sets $y$ out of it give reasonable results. In other words, we need to ask if the data generation process we have prescribed actually produces data that obeys physical constraints and matches our intuition. The procedure of **prior predictive checks** enables this. We use the joint distribution to generate parameter sets and data sets and then check if the results make sense. We will learn about doing this using both Numpy and Stan in this lesson." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The data set\n", "\n", "The data set we will use for this analysis is familiar and comes from [Good, et al., Cytoplasmic volume modulates spindle size during embryogenesis\n", " *Science*, **342**, 856-860, 2013](http://doi.org/10.1126/science.1243147). You can download the data set [here](https://s3.amazonaws.com/bebi103.caltech.edu/data/good_invitro_droplet_data.csv). Good and colleagues measured the length of mitotic spindles enclosed in droplets and investigated how the spindle length varied with droplet diameter.\n", " \n", "Here is a quick peak at the data. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"24b0b164-9eac-4e88-bd31-74ac6b8fa3ce\",\"roots\":{\"p1002\":\"f8e9e228-961d-4568-a985-ef1db5c43e9b\"},\"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 in Data Frame\n", "df = pd.read_csv(os.path.join(data_path, \"good_invitro_droplet_data.csv\"), comment=\"#\")\n", "\n", "# Pull out numpy arrays\n", "ell = df[\"Spindle Length (um)\"].values\n", "d = df[\"Droplet Diameter (um)\"].values\n", "\n", "# Make a plot\n", "p = bokeh.plotting.figure(\n", " frame_height=200,\n", " frame_width=300,\n", " x_axis_label=\"droplet diameter (µm)\",\n", " y_axis_label=\"spindle length (µm)\",\n", " x_range=[0, 250],\n", " y_range=[0, 50],\n", ")\n", "\n", "p.circle(\n", " source=df,\n", " x=\"Droplet Diameter (um)\",\n", " y=\"Spindle Length (um)\",\n", " alpha=0.3,\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have already built generative models for this in [our lesson on brute force plotting of posteriors](../02/plotting_posteriors.ipynb) and [our lesson on regression using MCMC](../11/regression_with_stan.ipynb). We have been working with two models, the *independent size model* in which the length of the spindle is independent of the droplet diameter and the *conserved tubulin model* in which the spindle length $l$ is dependent on the total amount of tubulin present in the droplet.\n", " \n", "We will build generative models for each, starting with the independent size model. We will use prior predictive checks to hone in on the priors.\n", "\n", "In order to do the prior predictive checks, we will assume we will measure 1000 spindle lengths in drops with diameters ranging from about 25 µm to 250 µm in diameter. Though we do have a data set available (which as 670 measurements concentrated between droplet diameters of 25 and 75 µm), we will assume we can make droplets uniformly throughout that range. We will therefore take our droplet diameters to range from 25 to 250 µm uniformly." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Number of measurements\n", "N = 1000\n", "\n", "# Droplet diameters\n", "d = np.linspace(25, 250, N)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model 1: Spindle size is independent of droplet size\n", "\n", "As a first model, we propose that the size of a mitotic spindle is inherent to the spindle itself. This means that the size of the spindle is independent of the size of the droplet or cell in which it resides. This would be the case, for example, if construction of the spindle involves length-sensing molecules, such as depolymerizing motor proteins. We define that set length as $\\phi$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The likelihood\n", "\n", "Not all spindles will be measured to be exactly $\\phi$ µm in length. Rather, there may be some variation about $\\phi$ due to natural variation and measurement error. So, we would expect measured length of spindle $i$ to be\n", "\n", "\\begin{align}\n", "l_i = \\phi + e_i,\n", "\\end{align}\n", "\n", "where $e_i$ is the stochastic component of the $i$th datum. Modeling this stochasticity with a Normal distribution and assuming the measurements are i.i.d. leads to the likelihood\n", "\n", "\\begin{align}\n", "l_i \\mid \\phi, \\sigma \\sim \\text{Norm}(\\phi, \\sigma) \\;\\;\\forall i.\n", "\\end{align}\n", "\n", "Note that in writing this generative model, we have necessarily introduced another parameter, $\\sigma$, the standard deviation parametrizing the Normal distribution. So, we have two parameters in our model, $\\phi$ and $\\sigma$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The prior\n", "\n", "With our likelihood specified, we need to give a prior for $\\phi$ and $\\sigma$, $g(\\phi, \\sigma)$. We will assume that $\\phi$ and $\\sigma$ are independent; that is, $g(\\phi, \\sigma) = g(\\phi)\\,g(\\sigma)$. So, we need to specify separate priors for $\\phi$ and $\\sigma$.\n", "\n", "Let's start with $\\phi$. We ask, \"How big are spindles?\" and perform an order-of-magnitude estimate to establish the prior. I think a mitotic spindle should be somewhere around 20 µm. Certainly no smaller than 1 µm, and probably not bigger than 100 µm, which is the on the large end of a typical size of a eukaryotic cell. (I know it sounds strange to say typical size of a eukaryotic cell, since they come in some many varieties, but 30 µm seems like a good upper limit to me.) I'm pretty uncertain, though, so I should not assign a sharp distribution. So, a broad distribution centered at $\\phi = 20$ µm will suffice.\n", "\n", "\\begin{align}\n", "\\phi \\sim \\text{Norm}(20, 20).\n", "\\end{align}\n", "\n", "Next, let's try $\\sigma$. How much do we expect the spindle length to vary? I would think that 20% variation seems reasonable, but it could be more or less. So, I will again choose a broad distribution centered at $\\sigma = 4$ µm.\n", "\n", "\\begin{align}\n", "\\sigma \\sim \\text{Norm}(4, 5).\n", "\\end{align}\n", "\n", "So, we now have a complete model; the likelihood and prior, and therefore the joint distribution, are specified. Here it is (all units are µm):\n", "\n", "\\begin{align}\n", "&\\phi \\sim \\text{Norm}(20, 20), \\\\[1em]\n", "&\\sigma \\sim \\text{Norm}(4, 5), \\\\[1em]\n", "&l_i \\sim \\text{Norm}(\\phi, \\sigma) \\;\\;\\forall i.\n", "\\end{align}\n", "\n", "The measurements of the droplet diameters $d_i$ are irrelevant under this model.\n", "\n", "If we look at the model with a critical eye, we can immediately see that it has a problem. It is possible that parameters $\\phi$ and $\\sigma$ could be nonpositive, as could the length, $l_i$. This is impossible in the case of $\\sigma$ and unphysical in the cases of $\\phi$ and $l_i$. So, these really should be truncated distributions.\n", "\n", "That said, **it is generally a bad idea to truncate distributions** (except and points where their derivatives vanish, like for the Half Normal distribution) when building models. It's both unrealistic and results in more difficult posterior sampling, which ultimately is what we need to do when doing statistical inference.\n", "\n", "We will therefore jettison this model and develop a model that is closer to being physically reasonable. We will keep the same likelihood, since its tails should decay away fast enough to prevent negative values of $l_i$. We instead focus on the prior." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The prior, take 2\n", "\n", "Let's start with $\\sigma$. It is possible that the spindle size is very carefully controlled. It is also possible that it could be highly variable. So, we can choose a Half Normal prior for $\\sigma$ with a large scale parameter. It looks something like this." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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"\n", "p = bokeh.plotting.figure(\n", " frame_width=350,\n", " frame_height=200,\n", " x_axis_label='σ [µm]',\n", " y_axis_label='g(σ) [1/µm]',\n", " x_range=[0, 40],\n", ")\n", "\n", "p.line(sigma, halfnorm_pdf, line_width=2)\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For $\\phi$, we can instead take a Log-Normal distribution, with a median of 20 µm and a tail that goes out to around 90 µm to be weakly informative. The Log-Normal distribution is strictly positive and is useful for modeling parameters where we only have order-of-magnitude estimates. It looks like this." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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scale=20)\n", "\n", "p = bokeh.plotting.figure(\n", " frame_width=350,\n", " frame_height=200,\n", " x_axis_label='ϕ [µm]',\n", " y_axis_label='g(ϕ) [1/µm]',\n", " x_range=[0, 80],\n", ")\n", "\n", "p.line(phi, lognorm_pdf, line_width=2)\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, we have an updated model.\n", "\n", "\\begin{align}\n", "&\\phi \\sim \\text{LogNorm}(\\ln 20, 0.75),\\\\[1em]\n", "&\\sigma \\sim \\text{HalfNorm}(0, 10),\\\\[1em]\n", "&l_i \\sim \\text{Norm}(\\phi, \\sigma) \\;\\forall i.\n", "\\end{align}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prior predictive checks\n", "\n", "Let us now generate samples out of this generative model. This procedure is known as **prior predictive checking**. We first generate parameter values drawing out of the prior distributions for $\\phi$ and $\\sigma$. We then use those parameter values to generate a data set using the likelihood. We repeat this over and over again to see what kind of data sets we might expect out of our generative model. Each of these generated data sets is called a **prior predictive sample**. We can do this efficiently using Numpy's random number generators." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Instantiate random number generator\n", "rng = np.random.default_rng()\n", "\n", "n_ppc_samples = 1000\n", "\n", "# Draw parameters out of the prior\n", "phi = rng.lognormal(np.log(20), 0.75, size=n_ppc_samples)\n", "sigma = np.abs(rng.normal(0, 10, size=n_ppc_samples))\n", "\n", "# Draw data sets out of the likelihood for each set of prior params\n", "ell = np.array([rng.normal(ph, sig, size=N) for ph, sig in zip(phi, sigma)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are many ways we could visualize the results. One informative plot is to make an ECDF of each of the data sets. We will thin them out a bit, taking only every 20th data set, to keep the file size of the plot down." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\"},\"shape\":[2000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[2000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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cmuiQkdwJJDPPgn4hzAkkM8+CfiHMBMweODxtEcwEzB44PG0RzArO/Ec2BQHMCs78RzYFAcwCpNSmVEQhzAKk1KZURCHMAuEyX7AKMbwC4TJfsAoxvAIIxbsMSPG8AgjFuwxI8bwF6SwtsjPxvAXpLC2yM/G8BYRb97XzsbwFhFv3tfOxvA+N/mWsMlG8D43+ZawyUbwF7i8f7x/hrAXuLx/vH+GsAWlWL4ZfIawBaVYvhl8hrAPjQRiibyGsA+NBGKJvIawEi5wkATNBrASLnCQBM0GsDQ2sqkwwkawNDayqTDCRrAsmhXWzr+GcCyaFdbOv4ZwDCp4AZ+6xnAMKngBn7rGcCImye0DHMZwIibJ7QMcxnAUEOFc/VEGcBQQ4Vz9UQZwGxW0bYG7hjAbFbRtgbuGMAY96/LD8QYwBj3r8sPxBjArs98R8NcGMCuz3xHw1wYwNwhwtdzNhjA3CHC13M2GMDkofc6AhYYwOSh9zoCFhjADOHSyyz4F8AM4dLLLPgXwOqq6jKRihfA6qrqMpGKF8CeJ+lQGjkXwJ4n6VAaORfA5onfooIMF8Dmid+iggwXwOYrHkh08BbA5iseSHTwFsBgPXcYTdYWwGA9dxhN1hbAluTcN6LRFsCW5Nw3otEWwCrzb2VnwxbAKvNvZWfDFsBao3lIj7EWwFqjeUiPsRbAumAo77FyFsC6YCjvsXIWwGASly1+DxbAYBKXLX4PFsDMZSZUW5IVwMxlJlRbkhXA5hZlWRB7FcDmFmVZEHsVwBLQ99IYZxXAEtD30hhnFcB4nAVNv40UwHicBU2/jRTAmgMgO+teFMCaAyA7614UwJSRDClLSxTAlJEMKUtLFMACfRdl9DkUwAJ9F2X0ORTAWign32j2E8BaKCffaPYTwBxUtCbkyxPAHFS0JuTLE8CipoOzdVsTwKKmg7N1WxPApPjbyBzeEsCk+NvIHN4SwMSyN92S1xLAxLI33ZLXEsD4Ws5T0lMSwPhazlPSUxLAVjW1KJo1EsBWNbUomjUSwOZPEUfzIhLA5k8RR/MiEsAII89juV0RwAgjz2O5XRHA1Lr3r3JdEcDUuvevcl0RwMIZgWnDVxHAwhmBacNXEcDoL0iTPRwRwOgvSJM9HBHAuiAUluHAEMC6IBSW4cAQwMS498xavhDAxLj3zFq+EMDM0mE06qgQwMzSYTTqqBDAALGOOj3nD8AAsY46PecPwGSFzl+1iw7AZIXOX7WLDsD8VS16TjUOwPxVLXpONQ7A8Bhco17pDcDwGFyjXukNwNSsN9Jx2g3A1Kw30nHaDcAMIZ8N+K0NwAwhnw34rQ3A1KP0lFZ9DcDUo/SUVn0NwBjILpNBbgzAGMguk0FuDMBoIeHUeAsMwGgh4dR4CwzAOJdxJfMBDMA4l3El8wEMwIhl/mmd+QrAiGX+aZ35CsBUH3MLPNkKwFQfcws82QrA5JatVgTZCsDklq1WBNkKwBBmMyrhjQnAEGYzKuGNCcAUmPZ9yCIJwBSY9n3IIgnAJLkNLB2bCMAkuQ0sHZsIwHBVH8vS0QfAcFUfy9LRB8Akmkc9NL8HwCSaRz00vwfABFDmdcFyB8AEUOZ1wXIHwHTNqIHh5wbAdM2ogeHnBsDMk6U9MDkGwMyTpT0wOQbA9BPAE4RSBcD0E8AThFIFwAj69hutNgXACPr2G602BcB4mFmd3fMEwHiYWZ3d8wTA5MErtXPXBMDkwSu1c9cEwHx3SiADlQTAfHdKIAOVBMD4ZvKl4oIEwPhm8qXiggTACCukE9UwBMAIK6QT1TAEwGTmr+btSQPAZOav5u1JA8DcHsq33nsCwNweyrfeewLABHOpaaUtAsAEc6lppS0CwAznWX5cAQLADOdZflwBAsCAspdDx/gBwICyl0PH+AHAeH4uXU4KAcB4fi5dTgoBwIC6qLHIvQDAgLqosci9AMB8A/LG+7IAwHwD8sb7sgDAdFWSTqovAMB0VZJOqi8AwEjj8MMq6v2/SOPwwyrq/b9YWR4XD9j9v1hZHhcP2P2/6Jj/yH3g/L/omP/IfeD8v+jT0oRFK/u/6NPShEUr+79kA2wSUOv6v2QDbBJQ6/q/VJD5k2JU+r9UkPmTYlT6v6gM2zGMwvi/qAzbMYzC+L+00X4POnj3v7TRfg86ePe/rGGABOQO9r+sYYAE5A72vzR78gZfcPW/NHvyBl9w9b88RfLe0R/1vzxF8t7RH/W/RMKc5v+79L9Ewpzm/7v0v6h9zjqGbfS/qH3OOoZt9L/Ayr0/hhDzv8DKvT+GEPO/pEN5QcLC8r+kQ3lBwsLyv2iZawNJbvG/aJlrA0lu8b/AhcOrZlXxv8CFw6tmVfG/EFzQnQ/b8L8QXNCdD9vwv/QqPVJJo/C/9Co9Ukmj8L/4ABp+fVnwv/gAGn59WfC/yFy8FLN57L/IXLwUs3nsv4gzdrJXrOq/iDN2sles6r/AJFUhRXzpv8AkVSFFfOm/6DD8Z9iH6L/oMPxn2IfovxjF4YcLLee/GMXhhwst57/wm/F/PCLmv/Cb8X88Iua/CIIJQAmV5L8IgglACZXkv0g9SEPXQeK/SD1IQ9dB4r/AVcI47Yrfv8BVwjjtit+/YGLVfUgG3b9gYtV9SAbdv9AP0M0xp9W/0A/QzTGn1b/wOMgQsR7Vv/A4yBCxHtW/AGqxCTRi078AarEJNGLTvyD3tKTYv9G/IPe0pNi/0b8gEa2VSi7FvyARrZVKLsW/IHEtQGG5wr8gcS1AYbnCv+ACooRj28E/4AKihGPbwT8ALRJgshHCPwAtEmCyEcI/QLFP3+iuxT9AsU/f6K7FP2B5Xb9vm80/YHldv2+bzT/Q0m8ajU7WP9DSbxqNTtY/AJ7T7R/U1j8AntPtH9TWP6AWexSx+NY/oBZ7FLH41j+QWVEmsyDXP5BZUSazINc/0KL/Z30S2z/Qov9nfRLbP+Bbuj9oxt8/4Fu6P2jG3z/gGFErv07hP+AYUSu/TuE/oMSO+J9X4T+gxI74n1fhP9DLHgZNx+E/0MseBk3H4T+wia5yE5LiP7CJrnITkuI/IDx5yxiV4j8gPHnLGJXiP+AEdLZZz+Y/4AR0tlnP5j+orW9oDNTnP6itb2gM1Oc/UJmWu3ZD6j9QmZa7dkPqP2AQ8MhJl+s/YBDwyEmX6z9YUXX3DeXtP1hRdfcN5e0/oACPLhhx7z+gAI8uGHHvP8T6gNHYjvA/xPqA0diO8D/YvEH/ApfwP9i8Qf8Cl/A/nG/hEgWp8D+cb+ESBanwPygBQXAy2PE/KAFBcDLY8T9cRMzwWAfyP1xEzPBYB/I/sGXO6mVZ8j+wZc7qZVnyP3zQymoce/I/fNDKahx78j8kFvWAN8TzPyQW9YA3xPM/7Be/jMjp9T/sF7+MyOn1P6B7eMNua/c/oHt4w25r9z/EJycpNnf3P8QnJyk2d/c/6J1AiZX99z/onUCJlf33P8iTSvYLpPk/yJNK9guk+T8QXHUVLPz6PxBcdRUs/Po/LEm22/Q2+z8sSbbb9Db7P4idYcGSQvs/iJ1hwZJC+z8w/Qtcv4f7PzD9C1y/h/s/nHPv2NWV+z+cc+/Y1ZX7P1DM6y9SPvw/UMzrL1I+/D/wnL+bblP8P/Ccv5tuU/w/QAZPOIp+/D9ABk84in78P4zaPrt1F/4/jNo+u3UX/j8wRQDGTkD+PzBFAMZOQP4/AH2ofJCbAEAAfah8kJsAQG4JFqAWygBAbgkWoBbKAEBWpnTV+M0AQFamdNX4zQBAaCv6UcM+AUBoK/pRwz4BQAWfA+0mdgFABZ8D7SZ2AUCHmJyTPdEBQIeYnJM90QFA/wGQGr/jAUD/AZAav+MBQJKQYnkFFgNAkpBieQUWA0AMUdL/00IDQAxR0v/TQgNAJkWvG9xaA0AmRa8b3FoDQFNvKxndXwNAU28rGd1fA0A7PWIazuADQDs9YhrO4ANAS81+p0/3A0BLzX6nT/cDQLj/lDEpSQRAuP+UMSlJBECz/pUXXqgEQLP+lRdeqARA0BMNoSPKBEDQEw2hI8oEQCieXjBZ9wRAKJ5eMFn3BEBQDprquDkFQFAOmuq4OQVA6txms3KWBUDq3GazcpYFQOs5WzG4tQVA6zlbMbi1BUCVaolAryQGQJVqiUCvJAZANO/VPyMoBkA079U/IygGQPaCov0skgZA9oKi/SySBkCevfVojGEHQJ699WiMYQdA/MB0a1SOB0D8wHRrVI4HQKt4KLDkMAhAq3gosOQwCEDh2e4yjGwIQOHZ7jKMbAhAr4KgbfSyCECvgqBt9LIIQIXYNJNc/QhAhdg0k1z9CEDTRjY5NKgJQNNGNjk0qAlA5CrVkVTPCUDkKtWRVM8JQKTwLKuJ7AlApPAsq4nsCUBQf0Lg+IAKQFB/QuD4gApAfJiNYHuMCkB8mI1ge4wKQDHKaiavlwpAMcpqJq+XCkDhtkz6O6AKQOG2TPo7oApAVCooMbX2CkBUKigxtfYKQJ4jwQoi9wpAniPBCiL3CkDr0kXL0P0KQOvSRcvQ/QpAbo4oniYAC0BujiieJgALQOR9zXhZYwtA5H3NeFljC0Dgi4cIAnQLQOCLhwgCdAtAxHjvIzHQC0DEeO8jMdALQPBbGBKBIAxA8FsYEoEgDECFqYeLV9kMQIWph4tX2QxArLP+GF3zDECss/4YXfMMQM0sbfW5bw1AzSxt9blvDUCM0KGWFhsOQIzQoZYWGw5AwwvJId0+DkDDC8kh3T4OQPqgqz08rQ5A+qCrPTytDkBM4rJeGTIPQEzisl4ZMg9Ao2caZdFrD0CjZxpl0WsPQBkgpsR27g9AGSCmxHbuD0AO1LEk4fYPQA7UsSTh9g9AdO+rP5qnEEB076s/mqcQQJSuu2RntBBAlK67ZGe0EECqqdOIJcIQQKqp04glwhBAShjH7K/ZEEBKGMfsr9kQQKxluAtiEhFArGW4C2ISEUBu3DcxhxIRQG7cNzGHEhFANEwtwGUtEUA0TC3AZS0RQKmN8g6FeBFAqY3yDoV4EUD5gvoUMoQRQPmC+hQyhBFAo+iDz02xEUCj6IPPTbERQBa4BfYryxFAFrgF9ivLEUDf8DsNXOMRQN/wOw1c4xFAQq6kDwIiEkBCrqQPAiISQMRERCPYVBJAxEREI9hUEkBeKbf1aZoSQF4pt/VpmhJA0yh9lH2bEkDTKH2UfZsSQKTTkR+LvBJApNORH4u8EkCv2sLOQsoSQK/aws5CyhJA10XQePTMEkDXRdB49MwSQG2aojcV8xJAbZqiNxXzEkAiXNGc2QATQCJc0ZzZABNA14XL77gBE0DXhcvvuAETQLuwLVn4ChNAu7AtWfgKE0CMjmqn3hwTQIyOaqfeHBNAxiwqxGcfE0DGLCrEZx8TQJUcINXPOxNAlRwg1c87E0AANWdAS2kTQAA1Z0BLaRNA1HBc0LPnE0DUcFzQs+cTQMlGWMc+/RNAyUZYxz79E0ADb0rK3F4UQANvSsrcXhRApunL26q+FECm6cvbqr4UQAgEH6MewxRACAQfox7DFECsACOESvUUQKwAI4RK9RRAwb1M3lX5FEDBvUzeVfkUQOQcvCnTTxVA5By8KdNPFUCO61TlcXsVQI7rVOVxexVAJFPjAKWtFUAkU+MApa0VQDK+Y3EO3xVAMr5jcQ7fFUB/6INZWSIWQH/og1lZIhZA77Y8E1IjFkDvtjwTUiMWQNto18+aJRZA22jXz5olFkDGGbd77i0WQMYZt3vuLRZAFe0JaW5BFkAV7QlpbkEWQCpFv66QchZAKkW/rpByFkBi3xtHr5sWQGLfG0evmxZAGuAx7t7KFkAa4DHu3soWQECzAngQ3RZAQLMCeBDdFkAZjF8iMf8WQBmMXyIx/xZAETbS3qcSF0ARNtLepxIXQDuU0nLxlRdAO5TScvGVF0CfO8N6rc4XQJ87w3qtzhdAtMuuvmYqGEC0y66+ZioYQM7l3xGuZhhAzuXfEa5mGEBl8CSwAtoYQGXwJLAC2hhA47zqa3n8GEDjvOprefwYQKYWDqk3mhlAphYOqTeaGUBSce4qT8IZQFJx7ipPwhlAPJl4qSvpGUA8mXipK+kZQB5Vw3p29xlAHlXDenb3GUB1zcJ6R0kaQHXNwnpHSRpA3JgDboeKGkDcmANuh4oaQMBz+ukmjhpAwHP66SaOGkBaDV0q8tIbQFoNXSry0htAJ/rD5nToG0An+sPmdOgbQBrT7WWq8xtAGtPtZarzG0DJpuRsGU0cQMmm5GwZTRxA/YY8JUs1HUD9hjwlSzUdQLQnXl04Sh1AtCdeXThKHUD+lOz1Tr0dQP6U7PVOvR1A7tiEO5PSHUDu2IQ7k9IdQL45F+Zo/h1AvjkX5mj+HUDLfldf0xMeQMt+V1/TEx5AqQjx3OQ9HkCpCPHc5D0eQGJ7XEOmRx5AYntcQ6ZHHkCo+tjyVp4eQKj62PJWnh5AfJ8MJOvuHkB8nwwk6+4eQNt2na+3Jh9A23adr7cmH0ChqiMyfnIfQKGqIzJ+ch9ANMWR1xKnH0A0xZHXEqcfQItcAac7yh9Ai1wBpzvKH0BoWRaloCAgQGhZFqWgICBAhXcrPnUiIECFdys+dSIgQIOH+SD4RCBAg4f5IPhEIEDTden+NEUgQNN16f40RSBA5LrRFJJOIEDkutEUkk4gQAYP19RKTyBABg/X1EpPIECHeRzRsGkgQId5HNGwaSBAPUGF4gZwIEA9QYXiBnAgQHHMjDwTfiBAccyMPBN+IEArV7s5aL0gQCtXuzlovSBAEBUR7WnMIEAQFRHtacwgQCU1peiK9CBAJTWl6Ir0IEDNvr0LUPsgQM2+vQtQ+yBAmmm3O/MqIUCaabc78yohQL5vBM4yMyFAvm8EzjIzIUARG7KlajohQBEbsqVqOiFAdontS9BFIUB2ie1L0EUhQLoMiLeZTSFAugyIt5lNIUBGbt740n4hQEZu3vjSfiFA3w1WJKiKIUDfDVYkqIohQOLImRtl0yFA4siZG2XTIUB5oqN5rOAhQHmio3ms4CFA1wkSeejjIUDXCRJ56OMhQOGQEYvw+iFA4ZARi/D6IUCsfvepEhoiQKx+96kSGiJALIO7vS8hIkAsg7u9LyEiQCmIbrbUXiJAKYhuttReIkAYLg6n+HgiQBguDqf4eCJAD+xpWIuEIkAP7GlYi4QiQJ370qxTqiJAnfvSrFOqIkCrcNGrgMkiQKtw0auAySJAQlS2/ibNIkBCVLb+Js0iQCaAvr1e2iJAJoC+vV7aIkCPMceV5eEiQI8xx5Xl4SJAY6D9ulwZI0BjoP26XBkjQAryQ3AaSyNACvJDcBpLI0CJZMgObVkjQIlkyA5tWSNAcrYUCFtbI0BythQIW1sjQFqhDyq7ZiNAWqEPKrtmI0B1tilRX3IjQHW2KVFfciNAFE36mHOeI0AUTfqYc54jQLCh/J3LxCNAsKH8ncvEI0ApkeFBW8gjQCmR4UFbyCNAVe5iIAnlI0BV7mIgCeUjQM4AS1rl6CNAzgBLWuXoI0C/YqwxNAEkQL9irDE0ASRAQR6KRsgTJEBBHopGyBMkQITWP4MWRCRAhNY/gxZEJEBwi6U+u3AkQHCLpT67cCRA/B29FcybJED8Hb0VzJskQHJbmHDbpCRAcluYcNukJEBxHvTskaskQHEe9OyRqyRA5kUDTI/jJEDmRQNMj+MkQCm/ccsD6iRAKb9xywPqJEAKHx1/hQclQAofHX+FByVArJ3POw4MJUCsnc87DgwlQGSO6vlaNyVAZI7q+Vo3JUDu9aYQlTglQO71phCVOCVACBOLBFRVJUAIE4sEVFUlQMrZz1BMkCVAytnPUEyQJUD+dUlCQ6UlQP51SUJDpSVAz21mI2GpJUDPbWYjYaklQM5cXdaKryVAzlxd1oqvJUDw9pV4v/AlQPD2lXi/8CVAaP8YrhsOJkBo/xiuGw4mQLAO1wHUDiZAsA7XAdQOJkAS1TD5PSgmQBLVMPk9KCZAI0Izjmw8JkAjQjOObDwmQHy9GmP+PiZAfL0aY/4+JkBeuEj+DEgmQF64SP4MSCZAcMa8s1VgJkBwxryzVWAmQFAbbeHSZyZAUBtt4dJnJkC3kZHDaX8mQLeRkcNpfyZALB89wZyFJkAsHz3BnIUmQFiN1G/FkCZAWI3Ub8WQJkDG+a8W7q8mQMb5rxburyZAwjPJOswBJ0DCM8k6zAEnQMxsBatFNidAzGwFq0U2J0CwnkSMGkYnQLCeRIwaRidAPIqq0my1J0A8iqrSbLUnQGRuwh93ySdAZG7CH3fJJ0BG+dLyeuMnQEb50vJ64ydAEuC/ld5UKEAS4L+V3lQoQHYNX+IhZyhAdg1f4iFnKEAs94qxY9ooQCz3irFj2ihAMLtkZS0YKUAwu2RlLRgpQNpUUQsIMylA2lRRCwgzKUBCD6gnsj4pQEIPqCeyPilAzlUXIzNMKUDOVRcjM0wpQAlkzraWhClACWTOtpaEKUANJZ3u470pQA0lne7jvSlAh67B98bZKUCHrsH3xtkpQDzCP5L33ilAPMI/kvfeKUBCdONx1/YpQEJ043HX9ilAVgxpluUaKkBWDGmW5RoqQABrPJtiIipAAGs8m2IiKkCCvnGJxiUqQIK+cYnGJSpAQ6HpnjwvKkBDoemePC8qQF2kLaPGOCpAXaQto8Y4KkDemjyvelgqQN6aPK96WCpAtzozmrNiKkC3OjOas2IqQAYjk1cfbCpABiOTVx9sKkBWrFPCiHEqQFasU8KIcSpAwgY1fGByKkDCBjV8YHIqQHSjLOkUqCpAdKMs6RSoKkAGUfh+7dIqQAZR+H7t0ipAG8mBn7/eKkAbyYGfv94qQAHw1+iv4CpAAfDX6K/gKkCetZzjvWArQJ61nOO9YCtAYzveiUVlK0BjO96JRWUrQLQhBU6hgStAtCEFTqGBK0AISVf8rYYrQAhJV/ythitApraxpUyQK0CmtrGlTJArQGZCy8QekitAZkLLxB6SK0AayYecFrMrQBrJh5wWsytA5TRpd063K0DlNGl3TrcrQN9Qyr3PuytA31DKvc+7K0A6NdP3GbwrQDo10/cZvCtAHuBmNdnHK0Ae4GY12ccrQGREXZ1DzStAZERdnUPNK0CRRD1NWOMrQJFEPU1Y4ytAqlLfE1sHLECqUt8TWwcsQMTDf7jhDSxAxMN/uOENLEB9WijA+x0sQH1aKMD7HSxAygnIDQwxLEDKCcgNDDEsQA/jAABCXSxAD+MAAEJdLEC+COfEkHAsQL4I58SQcCxAgs9qGEl1LECCz2oYSXUsQDI0RviPlSxAMjRG+I+VLEAphQTVfa4sQCmFBNV9rixAwKoNyv3yLEDAqg3K/fIsQGBVRd5C8yxAYFVF3kLzLECgUu9lAC0tQKBS72UALS1AKNM+Zz82LUAo0z5nPzYtQEYx7GmHdS1ARjHsaYd1LUB6Tyt1D3ktQHpPK3UPeS1ASCGPqeKCLUBIIY+p4oItQKpi3DBxnC1AqmLcMHGcLUDFBGcc5KItQMUEZxzkoi1A/2FRpZqyLUD/YVGlmrItQHPrjFUluC1Ac+uMVSW4LUBlxbr6ZPEtQGXFuvpk8S1AYIts+NL4LUBgi2z40vgtQJ5GLNB9+S1AnkYs0H35LUCGxZ+h0BQuQIbFn6HQFC5AiL8JrF89LkCIvwmsXz0uQERSK5eVPS5ARFIrl5U9LkAMRlOLuFsuQAxGU4u4Wy5AVlpzK55eLkBWWnMrnl4uQLv0mFTbdi5Au/SYVNt2LkDS6rFOfoIuQNLqsU5+gi5AW0+0S7+oLkBbT7RLv6guQI9YZ4gbxC5Aj1hniBvELkAA7Wfmqs4uQADtZ+aqzi5A0NCeR9zeLkDQ0J5H3N4uQJuzFSprAS9Am7MVKmsBL0B9vyovxwMvQH2/Ki/HAy9ASQs8SSZGL0BJCzxJJkYvQOYPZbAOUi9A5g9lsA5SL0CkrN1hCmgvQKSs3WEKaC9An+FObYmYL0Cf4U5tiZgvQFCYVAm+rS9AUJhUCb6tL0BZSz1MVrMvQFlLPUxWsy9AH+O39YrKL0Af47f1isovQAwxxtVB2y9ADDHG1UHbL0DuXtxgJ+MvQO5e3GAn4y9AfX7qlGPoL0B9fuqUY+gvQHZPN6Bv7i9Adk83oG/uL0BKtZXnABIwQEq1lecAEjBA0sL1fZ9DMEDSwvV9n0MwQKo8tmq0WjBAqjy2arRaMEAE+DsQTGswQAT4OxBMazBAjLu+6FN4MECMu77oU3gwQBZ3rTuReDBAFnetO5F4MEC0t0U0N5MwQLS3RTQ3kzBADoYCITeYMEAOhgIhN5gwQEbZvuW4rTBARtm+5bitMEC1i1qxc7kwQLWLWrFzuTBA7L9ZU3bDMEDsv1lTdsMwQGh1Woly1jBAaHVaiXLWMECwvXuLL98wQLC9e4sv3zBAxsg9FuHgMEDGyD0W4eAwQBwJtOZA4jBAHAm05kDiMED0lT95kOowQPSVP3mQ6jBAyRUK4EzuMEDJFQrgTO4wQOace9au9DBA5px71q70MEAYyVxC5/owQBjJXELn+jBA2GkP6/j9MEDYaQ/r+P0wQCoo5FCTAjFAKijkUJMCMUA36d1B+hQxQDfp3UH6FDFAWPnicDMlMUBY+eJwMyUxQHZeuCMmKjFAdl64IyYqMUAxnErNzCsxQDGcSs3MKzFA4ES4Gdk6MUDgRLgZ2ToxQIjvDjGkPzFAiO8OMaQ/MUBVv67/LkkxQFW/rv8uSTFAurgYm9VfMUC6uBib1V8xQCSJpZkjYDFAJImlmSNgMUBXtv+WZ3IxQFe2/5ZncjFAnPNA2ZN2MUCc80DZk3YxQDaTCkZShTFANpMKRlKFMUDuGmgPP4cxQO4aaA8/hzFAE/W7BtORMUAT9bsG05ExQPJwC2Y0rTFA8nALZjStMUDfwReUFMIxQN/BF5QUwjFAmkfpUfPGMUCaR+lR88YxQMIjZWb9yDFAwiNlZv3IMUA7ZFJ/J8sxQDtkUn8nyzFAFRJLHb/RMUAVEksdv9ExQHk+gLtH1DFAeT6Au0fUMUDUwm63sNQxQNTCbrew1DFA1N1ttbbeMUDU3W21tt4xQD4vJX1IEDJAPi8lfUgQMkDCFggsLxoyQMIWCCwvGjJAaLDAhwYjMkBosMCHBiMyQNu2g0dsKjJA27aDR2wqMkDWizpuRDAyQNaLOm5EMDJAW43TN08wMkBbjdM3TzAyQDdR7LxjPDJAN1HsvGM8MkBUHozfqXMyQFQejN+pczJAqPSJ81B5MkCo9InzUHkyQMyzyyD5fDJAzLPLIPl8MkBsQEQogH0yQGxARCiAfTJAKsocDz6CMkAqyhwPPoIyQFAVUaUWjDJAUBVRpRaMMkBwPTJw5JsyQHA9MnDkmzJAOfdrkpOiMkA592uSk6IyQEYDaA1jpzJARgNoDWOnMkBEbCU5lLAyQERsJTmUsDJAtPbl4uG4MkC09uXi4bgyQMLIPnhpvDJAwsg+eGm8MkBBcfm2C8oyQEFx+bYLyjJAcPd4DpThMkBw93gOlOEyQFhBszeS8TJAWEGzN5LxMkD1GRsZkvMyQPUZGxmS8zJAM4DUamf8MkAzgNRqZ/wyQB/9NUmmBDNAH/01SaYEM0A6YfnQFRszQDph+dAVGzNAS7TE270eM0BLtMTbvR4zQMApnRNuOzNAwCmdE247M0BmAT3b3EEzQGYBPdvcQTNA8EgrqmJTM0DwSCuqYlMzQIKNSarBZTNAgo1JqsFlM0CSFhQ+QWczQJIWFD5BZzNAk18m3lhpM0CTXybeWGkzQAp+5svBazNACn7my8FrM0BMZf89Jm4zQExl/z0mbjNAVm9Y66WEM0BWb1jrpYQzQAHtwjBxnjNAAe3CMHGeM0B8lDObvp8zQHyUM5u+nzNA/kQzE7azM0D+RDMTtrMzQMyj1hzKszNAzKPWHMqzM0AFMc7ZA7gzQAUxztkDuDNA8yX5E+bCM0DzJfkT5sIzQHBzdlIfxDNAcHN2Uh/EM0BIVdqDrNczQEhV2oOs1zNASm1VaLjdM0BKbVVouN0zQHzqFQDhCjRAfOoVAOEKNEDV4g3ghg80QNXiDeCGDzRASaqozDgiNEBJqqjMOCI0QBwQ0Ma8IjRAHBDQxrwiNEBl5Q7gwTE0QGXlDuDBMTRAfE2QqO1CNEB8TZCo7UI0QFx274rYSzRAXHbvithLNEBe7DQjJlQ0QF7sNCMmVDRADHzlCWVcNEAMfOUJZVw0QLwjogp7cTRAvCOiCntxNEBqSSvp9KU0QGpJK+n0pTRATN31P2uzNEBM3fU/a7M0QPLNVWy4tzRA8s1VbLi3NEDZYvSgVfo0QNli9KBV+jRAwd1/VpkONUDB3X9WmQ41QKBSoq3UDzVAoFKirdQPNUAs/3iOhBQ1QCz/eI6EFDVAGK0BfcodNUAYrQF9yh01QPxUf5GCSTVA/FR/kYJJNUC0S1LZRks1QLRLUtlGSzVA0Cq4bsNVNUDQKrhuw1U1QCmNMEkeYTVAKY0wSR5hNUBmNayWgWk1QGY1rJaBaTVApixmEe1rNUCmLGYR7Ws1QOKr6UFXeTVA4qvpQVd5NUDa1dbk9pU1QNrV1uT2lTVAjXQiCBmjNUCNdCIIGaM1QHKZROgVpDVAcplE6BWkNUANoK1xtao1QA2grXG1qjVADkb+dbbHNUAORv51tsc1QM6xlsYv7DVAzrGWxi/sNUAYblf5RP41QBhuV/lE/jVAldv3Cl8ONkCV2/cKXw42QBwN4p3UJDZAHA3indQkNkDMoOnmaS82QMyg6eZpLzZAK3eoFU9DNkArd6gVT0M2QOu6/++OSjZA67r/745KNkCtWHLbJ2Y2QK1YctsnZjZAWJeJtUWHNkBYl4m1RYc2QPZPh5wdjjZA9k+HnB2ONkCYEUUhAJE2QJgRRSEAkTZAlhokYXqmNkCWGiRheqY2QOPIYLBBszZA48hgsEGzNkDOliOpD9Q2QM6WI6kP1DZAe2H7wu/lNkB7YfvC7+U2QHldeUy/7jZAeV15TL/uNkChr0XO4fE2QKGvRc7h8TZAzXQ62IAfN0DNdDrYgB83QJSNT6PGJTdAlI1Po8YlN0Bx2fFrrVE3QHHZ8WutUTdAplgmaOFgN0CmWCZo4WA3QAD2i/2QaTdAAPaL/ZBpN0DlfrdFVoY3QOV+t0VWhjdAsZT4GYacN0CxlPgZhpw3QC9jr9UbnzdAL2Ov1RufN0D/FHRFZKg3QP8UdEVkqDdAWjQJk8CpN0BaNAmTwKk3QASGGjDpxjdABIYaMOnGN0DYbPRwzsg3QNhs9HDOyDdACrO77svaN0AKs7vuy9o3QIngislO7DdAieCKyU7sN0BWDql4Mf03QFYOqXgx/TdAJxah7RsjOEAnFqHtGyM4QNtiyAN9LDhA22LIA30sOED1k1yC8TU4QPWTXILxNThA66q9/NhAOEDrqr382EA4QLydj32QQzhAvJ2PfZBDOEAQxqxPSF04QBDGrE9IXThA5M5dWIJrOEDkzl1Ygms4QLqLFJR/hThAuosUlH+FOEBY9G/zYKE4QFj0b/NgoThAJxSCBG4QOUAnFIIEbhA5QEpc1WD4IzlASlzVYPgjOUC+JVGOV0k5QL4lUY5XSTlAARWQUilLOUABFZBSKUs5QCvo5zv/izlAK+jnO/+LOUBPMPPay5M5QE8w89rLkzlA8WicJbWhOUDxaJwltaE5QIGeA5V1pDlAgZ4DlXWkOUCBT9bfKsw5QIFP1t8qzDlA9TNc8gzOOUD1M1zyDM45QLjx7e6y1DlAuPHt7rLUOUDYqYVLf+M5QNiphUt/4zlAmJWkl53xOUCYlaSXnfE5QDtLoZRG9TlAO0uhlEb1OUA7DAtGeRU6QDsMC0Z5FTpAw8xMPyoYOkDDzEw/Khg6QK7/H1+JHzpArv8fX4kfOkAWW91Qiyk6QBZb3VCLKTpAsKQYlWQtOkCwpBiVZC06QDBPe2D7UzpAME97YPtTOkB85TN/mmM6QHzlM3+aYzpAVEQouw5wOkBURCi7DnA6QKsgi/O6hTpAqyCL87qFOkCJ0n/YIJA6QInSf9ggkDpA8qxnqdWhOkDyrGep1aE6QCpBXONpyTpAKkFc42nJOkBr4EwQ4e86QGvgTBDh7zpAlbn+SOr3OkCVuf5I6vc6QLKZypSm+DpAspnKlKb4OkDwyuVg0fw6QPDK5WDR/DpA0Eyq6sMPO0DQTKrqww87QOoeI4HaJjtA6h4jgdomO0DcwCZRxVU7QNzAJlHFVTtAjZJ7eqBZO0CNknt6oFk7QGhpZdP2ZjtAaGll0/ZmO0ABcWk9v2k7QAFxaT2/aTtAGvq6OnFyO0Aa+ro6cXI7QNy9ZMNzdztA3L1kw3N3O0BbT7+ThIo7QFtPv5OEijtAi+XmuWusO0CL5ea5a6w7QCdlHlhcwTtAJ2UeWFzBO0DhYpOe/sE7QOFik57+wTtAaoouA4viO0Bqii4Di+I7QPFShdPs7ztA8VKF0+zvO0DeQOLLBP47QN5A4ssE/jtA1Yt9tNkbPEDVi3202Rs8QBG3P+i0IzxAEbc/6LQjPEAU/LOJuzk8QBT8s4m7OTxAdnihavpBPEB2eKFq+kE8QGswlB3YTDxAazCUHdhMPEBkQmjh6GE8QGRCaOHoYTxA6fBhY89tPEDp8GFjz208QE8z7rv7czxATzPuu/tzPEAphH2gF308QCmEfaAXfTxARuXJ0Ib+PEBG5cnQhv48QCP0EBSHOz1AI/QQFIc7PUB+Io7S25U9QH4ijtLblT1AdevIqhe2PUB168iqF7Y9QECL2aM7zz1AQIvZozvPPUDk90ttndo9QOT3S22d2j1AGzY1dlX+PUAbNjV2Vf49QI9c/cajBj5Aj1z9xqMGPkDof7mQoBs+QOh/uZCgGz5AIj/7NM9bPkAiP/s0z1s+QCwSBiSHDz9ALBIGJIcPP0AYCtTwKRA/QBgK1PApED9A/WxqhJ4VP0D9bGqEnhU/QNYZN5LVHz9A1hk3k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sHLgP6abxCCwcuA/exSuR+F64D97FK5H4XrgP1CNl24Sg+A/UI2XbhKD4D8lBoGVQ4vgPyUGgZVDi+A/+n5qvHST4D/6fmq8dJPgP8/3U+Olm+A/z/dT46Wb4D+kcD0K16PgP6RwPQrXo+A/eekmMQis4D956SYxCKzgP05iEFg5tOA/TmIQWDm04D8j2/l+arzgPyPb+X5qvOA/+FPjpZvE4D/4U+Olm8TgP83MzMzMzOA/zczMzMzM4D+iRbbz/dTgP6JFtvP91OA/d76fGi/d4D93vp8aL93gP0w3iUFg5eA/TDeJQWDl4D8hsHJoke3gPyGwcmiR7eA/9ihcj8L14D/2KFyPwvXgP8uhRbbz/eA/y6FFtvP94D+gGi/dJAbhP6AaL90kBuE/dZMYBFYO4T91kxgEVg7hP0oMAiuHFuE/SgwCK4cW4T8fhetRuB7hPx+F61G4HuE/9P3UeOkm4T/0/dR46SbhP8l2vp8aL+E/yXa+nxov4T+e76fGSzfhP57vp8ZLN+E/c2iR7Xw/4T9zaJHtfD/hP0jhehSuR+E/SOF6FK5H4T8dWmQ730/hPx1aZDvfT+E/8tJNYhBY4T/y0k1iEFjhP8dLN4lBYOE/x0s3iUFg4T+cxCCwcmjhP5zEILByaOE/cT0K16Nw4T9xPQrXo3DhP0a28/3UeOE/Rrbz/dR44T8bL90kBoHhPxsv3SQGgeE/8KfGSzeJ4T/wp8ZLN4nhP8UgsHJokeE/xSCwcmiR4T+amZmZmZnhP5qZmZmZmeE/bxKDwMqh4T9vEoPAyqHhP0SLbOf7qeE/RIts5/up4T8ZBFYOLbLhPxkEVg4tsuE/7nw/NV664T/ufD81XrrhP8P1KFyPwuE/w/UoXI/C4T+YbhKDwMrhP5huEoPAyuE/bef7qfHS4T9t5/up8dLhP0Jg5dAi2+E/QmDl0CLb4T8X2c73U+PhPxfZzvdT4+E/7FG4HoXr4T/sUbgehevhP8HKoUW28+E/wcqhRbbz4T+WQ4ts5/vhP5ZDi2zn++E/arx0kxgE4j9qvHSTGATiPz81XrpJDOI/PzVeukkM4j8UrkfhehTiPxSuR+F6FOI/6SYxCKwc4j/pJjEIrBziP76fGi/dJOI/vp8aL90k4j+TGARWDi3iP5MYBFYOLeI/aJHtfD814j9oke18PzXiPz0K16NwPeI/PQrXo3A94j8Sg8DKoUXiPxKDwMqhReI/5/up8dJN4j/n+6nx0k3iP7x0kxgEVuI/vHSTGARW4j+R7Xw/NV7iP5HtfD81XuI/ZmZmZmZm4j9mZmZmZmbiPzvfT42XbuI/O99PjZdu4j8QWDm0yHbiPxBYObTIduI/5dAi2/l+4j/l0CLb+X7iP7pJDAIrh+I/ukkMAiuH4j+PwvUoXI/iP4/C9Shcj+I/ZDvfT42X4j9kO99PjZfiPzm0yHa+n+I/ObTIdr6f4j8OLbKd76fiPw4tsp3vp+I/46WbxCCw4j/jpZvEILDiP7gehetRuOI/uB6F61G44j+Nl24Sg8DiP42XbhKDwOI/YhBYObTI4j9iEFg5tMjiPzeJQWDl0OI/N4lBYOXQ4j8MAiuHFtniPwwCK4cW2eI/4XoUrkfh4j/hehSuR+HiP7bz/dR46eI/tvP91Hjp4j+LbOf7qfHiP4ts5/up8eI/YOXQItv54j9g5dAi2/niPzVeukkMAuM/NV66SQwC4z8K16NwPQrjPwrXo3A9CuM/30+Nl24S4z/fT42XbhLjP7TIdr6fGuM/tMh2vp8a4z+JQWDl0CLjP4lBYOXQIuM/XrpJDAIr4z9eukkMAivjPzMzMzMzM+M/MzMzMzMz4z8IrBxaZDvjPwisHFpkO+M/3SQGgZVD4z/dJAaBlUPjP7Kd76fGS+M/sp3vp8ZL4z+HFtnO91PjP4cW2c73U+M/XI/C9Shc4z9cj8L1KFzjPzEIrBxaZOM/MQisHFpk4z8GgZVDi2zjPwaBlUOLbOM/2/l+arx04z/b+X5qvHTjP7ByaJHtfOM/sHJoke184z+F61G4HoXjP4XrUbgeheM/WmQ730+N4z9aZDvfT43jPy/dJAaBleM/L90kBoGV4z8EVg4tsp3jPwRWDi2yneM/2c73U+Ol4z/ZzvdT46XjP65H4XoUruM/rkfhehSu4z+DwMqhRbbjP4PAyqFFtuM/WDm0yHa+4z9YObTIdr7jPy2yne+nxuM/LbKd76fG4z8CK4cW2c7jPwIrhxbZzuM/16NwPQrX4z/Xo3A9CtfjP6wcWmQ73+M/rBxaZDvf4z+BlUOLbOfjP4GVQ4ts5+M/Vg4tsp3v4z9WDi2yne/jPyuHFtnO9+M/K4cW2c734z8AAAAAAADkPwAAAAAAAOQ/1XjpJjEI5D/VeOkmMQjkP6rx0k1iEOQ/qvHSTWIQ5D9/arx0kxjkP39qvHSTGOQ/VOOlm8Qg5D9U46WbxCDkPylcj8L1KOQ/KVyPwvUo5D/+1HjpJjHkP/7UeOkmMeQ/001iEFg55D/TTWIQWDnkP6jGSzeJQeQ/qMZLN4lB5D99PzVeuknkP30/NV66SeQ/UrgehetR5D9SuB6F61HkPycxCKwcWuQ/JzEIrBxa5D/8qfHSTWLkP/yp8dJNYuQ/0SLb+X5q5D/RItv5fmrkP6abxCCwcuQ/ppvEILBy5D97FK5H4XrkP3sUrkfheuQ/UI2XbhKD5D9QjZduEoPkPyUGgZVDi+Q/JQaBlUOL5D/6fmq8dJPkP/p+arx0k+Q/z/dT46Wb5D/P91PjpZvkP6RwPQrXo+Q/pHA9Ctej5D956SYxCKzkP3npJjEIrOQ/TmIQWDm05D9OYhBYObTkPyPb+X5qvOQ/I9v5fmq85D/4U+Olm8TkP/hT46WbxOQ/zczMzMzM5D/NzMzMzMzkP6JFtvP91OQ/okW28/3U5D93vp8aL93kP3e+nxov3eQ/TDeJQWDl5D9MN4lBYOXkPyGwcmiR7eQ/IbByaJHt5D/2KFyPwvXkP/YoXI/C9eQ/y6FFtvP95D/LoUW28/3kP6AaL90kBuU/oBov3SQG5T91kxgEVg7lP3WTGARWDuU/SgwCK4cW5T9KDAIrhxblPx+F61G4HuU/H4XrUbge5T/0/dR46SblP/T91HjpJuU/yXa+nxov5T/Jdr6fGi/lP57vp8ZLN+U/nu+nxks35T9zaJHtfD/lP3Noke18P+U/SOF6FK5H5T9I4XoUrkflPx1aZDvfT+U/HVpkO99P5T/y0k1iEFjlP/LSTWIQWOU/x0s3iUFg5T/HSzeJQWDlP5zEILByaOU/nMQgsHJo5T9xPQrXo3DlP3E9CtejcOU/Rrbz/dR45T9GtvP91HjlPxsv3SQGgeU/Gy/dJAaB5T/wp8ZLN4nlP/Cnxks3ieU/xSCwcmiR5T/FILByaJHlP5qZmZmZmeU/mpmZmZmZ5T9vEoPAyqHlP28Sg8DKoeU/RIts5/up5T9Ei2zn+6nlPxkEVg4tsuU/GQRWDi2y5T/ufD81XrrlP+58PzVeuuU/w/UoXI/C5T/D9Shcj8LlP5huEoPAyuU/mG4Sg8DK5T9t5/up8dLlP23n+6nx0uU/QmDl0CLb5T9CYOXQItvlPxfZzvdT4+U/F9nO91Pj5T/sUbgehevlP+xRuB6F6+U/wcqhRbbz5T/ByqFFtvPlP5ZDi2zn++U/lkOLbOf75T9qvHSTGATmP2q8dJMYBOY/PzVeukkM5j8/NV66SQzmPxSuR+F6FOY/FK5H4XoU5j/pJjEIrBzmP+kmMQisHOY/vp8aL90k5j++nxov3STmP5MYBFYOLeY/kxgEVg4t5j9oke18PzXmP2iR7Xw/NeY/PQrXo3A95j89CtejcD3mPxKDwMqhReY/EoPAyqFF5j/n+6nx0k3mP+f7qfHSTeY/vHSTGARW5j+8dJMYBFbmP5HtfD81XuY/ke18PzVe5j9mZmZmZmbmP2ZmZmZmZuY/O99PjZdu5j8730+Nl27mPxBYObTIduY/EFg5tMh25j/l0CLb+X7mP+XQItv5fuY/ukkMAiuH5j+6SQwCK4fmP4/C9Shcj+Y/j8L1KFyP5j9kO99PjZfmP2Q730+Nl+Y/ObTIdr6f5j85tMh2vp/mPw4tsp3vp+Y/Di2yne+n5j/jpZvEILDmP+Olm8QgsOY/uB6F61G45j+4HoXrUbjmP42XbhKDwOY/jZduEoPA5j9iEFg5tMjmP2IQWDm0yOY/N4lBYOXQ5j83iUFg5dDmPwwCK4cW2eY/DAIrhxbZ5j/hehSuR+HmP+F6FK5H4eY/tvP91Hjp5j+28/3UeOnmP4ts5/up8eY/i2zn+6nx5j9g5dAi2/nmP2Dl0CLb+eY/NV66SQwC5z81XrpJDALnPwrXo3A9Cuc/CtejcD0K5z/fT42XbhLnP99PjZduEuc/tMh2vp8a5z+0yHa+nxrnP4lBYOXQIuc/iUFg5dAi5z9eukkMAivnP166SQwCK+c/MzMzMzMz5z8zMzMzMzPnPwisHFpkO+c/CKwcWmQ75z/dJAaBlUPnP90kBoGVQ+c/sp3vp8ZL5z+yne+nxkvnP4cW2c73U+c/hxbZzvdT5z9cj8L1KFznP1yPwvUoXOc/MQisHFpk5z8xCKwcWmTnPwaBlUOLbOc/BoGVQ4ts5z/b+X5qvHTnP9v5fmq8dOc/sHJoke185z+wcmiR7XznP4XrUbgehec/hetRuB6F5z9aZDvfT43nP1pkO99Pjec/L90kBoGV5z8v3SQGgZXnPwRWDi2ynec/BFYOLbKd5z/ZzvdT46XnP9nO91Pjpec/rkfhehSu5z+uR+F6FK7nP4PAyqFFtuc/g8DKoUW25z9YObTIdr7nP1g5tMh2vuc/LbKd76fG5z8tsp3vp8bnPwIrhxbZzuc/AiuHFtnO5z/Xo3A9CtfnP9ejcD0K1+c/rBxaZDvf5z+sHFpkO9/nP4GVQ4ts5+c/gZVDi2zn5z9WDi2yne/nP1YO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T48U/F9nO91PjxT9qvHSTGATGP2q8dJMYBMY/vp8aL90kxj++nxov3STGPxKDwMqhRcY/EoPAyqFFxj9mZmZmZmbGP2ZmZmZmZsY/ukkMAiuHxj+6SQwCK4fGPw4tsp3vp8Y/Di2yne+nxj9iEFg5tMjGP2IQWDm0yMY/tvP91Hjpxj+28/3UeOnGPwrXo3A9Csc/CtejcD0Kxz9eukkMAivHP166SQwCK8c/sp3vp8ZLxz+yne+nxkvHPwaBlUOLbMc/BoGVQ4tsxz9aZDvfT43HP1pkO99Pjcc/rkfhehSuxz+uR+F6FK7HPwIrhxbZzsc/AiuHFtnOxz9WDi2yne/HP1YOLbKd78c/qvHSTWIQyD+q8dJNYhDIP/7UeOkmMcg//tR46SYxyD9SuB6F61HIP1K4HoXrUcg/ppvEILByyD+mm8QgsHLIP/p+arx0k8g/+n5qvHSTyD9OYhBYObTIP05iEFg5tMg/okW28/3UyD+iRbbz/dTIP/YoXI/C9cg/9ihcj8L1yD9KDAIrhxbJP0oMAiuHFsk/nu+nxks3yT+e76fGSzfJP/LSTWIQWMk/8tJNYhBYyT9GtvP91HjJP0a28/3UeMk/mpmZmZmZyT+amZmZmZnJP+58PzVeusk/7nw/NV66yT9CYOXQItvJP0Jg5dAi28k/lkOLbOf7yT+WQ4ts5/vJP+kmMQisHMo/6SYxCKwcyj89CtejcD3KPz0K16NwPco/ke18PzVeyj+R7Xw/NV7KP+XQItv5fso/5dAi2/l+yj85tMh2vp/KPzm0yHa+n8o/jZduEoPAyj+Nl24Sg8DKP+F6FK5H4co/4XoUrkfhyj81XrpJDALLPzVeukkMAss/iUFg5dAiyz+JQWDl0CLLP90kBoGVQ8s/3SQGgZVDyz8xCKwcWmTLPzEIrBxaZMs/hetRuB6Fyz+F61G4HoXLP9nO91Pjpcs/2c73U+Olyz8tsp3vp8bLPy2yne+nxss/gZVDi2znyz+BlUOLbOfLP9V46SYxCMw/1XjpJjEIzD8pXI/C9SjMPylcj8L1KMw/fT81XrpJzD99PzVeuknMP9Ei2/l+asw/0SLb+X5qzD8lBoGVQ4vMPyUGgZVDi8w/eekmMQiszD956SYxCKzMP83MzMzMzMw/zczMzMzMzD8hsHJoke3MPyGwcmiR7cw/dZMYBFYOzT91kxgEVg7NP8l2vp8aL80/yXa+nxovzT8dWmQ730/NPx1aZDvfT80/cT0K16NwzT9xPQrXo3DNP8UgsHJokc0/xSCwcmiRzT8ZBFYOLbLNPxkEVg4tss0/bef7qfHSzT9t5/up8dLNP8HKoUW2880/wcqhRbbzzT8UrkfhehTOPxSuR+F6FM4/aJHtfD81zj9oke18PzXOP7x0kxgEVs4/vHSTGARWzj8QWDm0yHbOPxBYObTIds4/ZDvfT42Xzj9kO99PjZfOP7gehetRuM4/uB6F61G4zj8MAiuHFtnOPwwCK4cW2c4/YOXQItv5zj9g5dAi2/nOP7TIdr6fGs8/tMh2vp8azz8IrBxaZDvPPwisHFpkO88/XI/C9Shczz9cj8L1KFzPP7ByaJHtfM8/sHJoke18zz8EVg4tsp3PPwRWDi2ync8/WDm0yHa+zz9YObTIdr7PP6wcWmQ7388/rBxaZDvfzz8AAAAAAADQPwAAAAAAANA/qvHSTWIQ0D+q8dJNYhDQP1TjpZvEINA/VOOlm8Qg0D/+1HjpJjHQP/7UeOkmMdA/qMZLN4lB0D+oxks3iUHQP1K4HoXrUdA/UrgehetR0D/8qfHSTWLQP/yp8dJNYtA/ppvEILBy0D+mm8QgsHLQP1CNl24Sg9A/UI2XbhKD0D/6fmq8dJPQP/p+arx0k9A/pHA9Ctej0D+kcD0K16PQP05iEFg5tNA/TmIQWDm00D/4U+Olm8TQP/hT46WbxNA/okW28/3U0D+iRbbz/dTQP0w3iUFg5dA/TDeJQWDl0D/2KFyPwvXQP/YoXI/C9dA/oBov3SQG0T+gGi/dJAbRP0oMAiuHFtE/SgwCK4cW0T/0/dR46SbRP/T91HjpJtE/nu+nxks30T+e76fGSzfRP0jhehSuR9E/SOF6FK5H0T/y0k1iEFjRP/LSTWIQWNE/nMQgsHJo0T+cxCCwcmjRP0a28/3UeNE/Rrbz/dR40T/wp8ZLN4nRP/Cnxks3idE/mpmZmZmZ0T+amZmZmZnRP0SLbOf7qdE/RIts5/up0T/ufD81XrrRP+58PzVeutE/mG4Sg8DK0T+YbhKDwMrRP0Jg5dAi29E/QmDl0CLb0T/sUbgehevRP+xRuB6F69E/lkOLbOf70T+WQ4ts5/vRPz81XrpJDNI/PzVeukkM0j/pJjEIrBzSP+kmMQisHNI/kxgEVg4t0j+TGARWDi3SPz0K16NwPdI/PQrXo3A90j/n+6nx0k3SP+f7qfHSTdI/ke18PzVe0j+R7Xw/NV7SPzvfT42XbtI/O99PjZdu0j/l0CLb+X7SP+XQItv5ftI/j8L1KFyP0j+PwvUoXI/SPzm0yHa+n9I/ObTIdr6f0j/jpZvEILDSP+Olm8QgsNI/jZduEoPA0j+Nl24Sg8DSPzeJQWDl0NI/N4lBYOXQ0j/hehSuR+HSP+F6FK5H4dI/i2zn+6nx0j+LbOf7qfHSPzVeukkMAtM/NV66SQwC0z/fT42XbhLTP99PjZduEtM/iUFg5dAi0z+JQWDl0CLTPzMzMzMzM9M/MzMzMzMz0z/dJAaBlUPTP90kBoGVQ9M/hxbZzvdT0z+HFtnO91PTPzEIrBxaZNM/MQisHFpk0z/b+X5qvHTTP9v5fmq8dNM/hetRuB6F0z+F61G4HoXTPy/dJAaBldM/L90kBoGV0z/ZzvdT46XTP9nO91PjpdM/g8DKoUW20z+DwMqhRbbTPy2yne+nxtM/LbKd76fG0z/Xo3A9CtfTP9ejcD0K19M/gZVDi2zn0z+BlUOLbOfTPyuHFtnO99M/K4cW2c730z/VeOkmMQjUP9V46SYxCNQ/f2q8dJMY1D9/arx0kxjUPylcj8L1KNQ/KVyPwvUo1D/TTWIQWDnUP9NNYhBYOdQ/fT81XrpJ1D99PzVeuknUPycxCKwcWtQ/JzEIrBxa1D/RItv5fmrUP9Ei2/l+atQ/exSuR+F61D97FK5H4XrUPyUGgZVDi9Q/JQaBlUOL1D/P91PjpZvUP8/3U+Olm9Q/eekmMQis1D956SYxCKzUPyPb+X5qvNQ/I9v5fmq81D/NzMzMzMzUP83MzMzMzNQ/d76fGi/d1D93vp8aL93UPyGwcmiR7dQ/IbByaJHt1D/LoUW28/3UP8uhRbbz/dQ/dZMYBFYO1T91kxgEVg7VPx+F61G4HtU/H4XrUbge1T/Jdr6fGi/VP8l2vp8aL9U/c2iR7Xw/1T9zaJHtfD/VPx1aZDvfT9U/HVpkO99P1T/HSzeJQWDVP8dLN4lBYNU/cT0K16Nw1T9xPQrXo3DVPxsv3SQGgdU/Gy/dJAaB1T/FILByaJHVP8UgsHJokdU/bxKDwMqh1T9vEoPAyqHVPxkEVg4tstU/GQRWDi2y1T/D9Shcj8LVP8P1KFyPwtU/bef7qfHS1T9t5/up8dLVPxfZzvdT49U/F9nO91Pj1T/ByqFFtvPVP8HKoUW289U/arx0kxgE1j9qvHSTGATWPxSuR+F6FNY/FK5H4XoU1j++nxov3STWP76fGi/dJNY/aJHtfD811j9oke18PzXWPxKDwMqhRdY/EoPAyqFF1j+8dJMYBFbWP7x0kxgEVtY/ZmZmZmZm1j9mZmZmZmbWPxBYObTIdtY/EFg5tMh21j+6SQwCK4fWP7pJDAIrh9Y/ZDvfT42X1j9kO99PjZfWPw4tsp3vp9Y/Di2yne+n1j+4HoXrUbjWP7gehetRuNY/YhBYObTI1j9iEFg5tMjWPwwCK4cW2dY/DAIrhxbZ1j+28/3UeOnWP7bz/dR46dY/YOXQItv51j9g5dAi2/nWPwrXo3A9Ctc/CtejcD0K1z+0yHa+nxrXP7TIdr6fGtc/XrpJDAIr1z9eukkMAivXPwisHFpkO9c/CKwcWmQ71z+yne+nxkvXP7Kd76fGS9c/XI/C9Shc1z9cj8L1KFzXPwaBlUOLbNc/BoGVQ4ts1z+wcmiR7XzXP7ByaJHtfNc/WmQ730+N1z9aZDvfT43XPwRWDi2yndc/BFYOLbKd1z+uR+F6FK7XP65H4XoUrtc/WDm0yHa+1z9YObTIdr7XPwIrhxbZztc/AiuHFtnO1z+sHFpkO9/XP6wcWmQ739c/Vg4tsp3v1z9WDi2yne/XPwAAAAAAANg/AAAAAAAA2D+q8dJNYhDYP6rx0k1iENg/VOOlm8Qg2D9U46WbxCDYP/7UeOkmMdg//tR46SYx2D+oxks3iUHYP6jGSzeJQdg/UrgehetR2D9SuB6F61HYP/yp8dJNYtg//Knx0k1i2D+mm8QgsHLYP6abxCCwctg/UI2XbhKD2D9QjZduEoPYP/p+arx0k9g/+n5qvHST2D+kcD0K16PYP6RwPQrXo9g/TmIQWDm02D9OYhBYObTYP/hT46WbxNg/+FPjpZvE2D+iRbbz/dTYP6JFtvP91Ng/TDeJQWDl2D9MN4lBYOXYP/YoXI/C9dg/9ihcj8L12D+gGi/dJAbZP6AaL90kBtk/SgwCK4cW2T9KDAIrhxbZP/T91HjpJtk/9P3UeOkm2T+e76fGSzfZP57vp8ZLN9k/SOF6FK5H2T9I4XoUrkfZP/LSTWIQWNk/8tJNYhBY2T+cxCCwcmjZP5zEILByaNk/Rrbz/dR42T9GtvP91HjZP/Cnxks3idk/8KfGSzeJ2T+amZmZmZnZP5qZmZmZmdk/RIts5/up2T9Ei2zn+6nZP+58PzVeutk/7nw/NV662T+YbhKDwMrZP5huEoPAytk/QmDl0CLb2T9CYOXQItvZP+xRuB6F69k/7FG4HoXr2T+WQ4ts5/vZP5ZDi2zn+9k/PzVeukkM2j8/NV66SQzaP+kmMQisHNo/6SYxCKwc2j+TGARWDi3aP5MYBFYOLdo/PQrXo3A92j89CtejcD3aP+f7qfHSTdo/5/up8dJN2j+R7Xw/NV7aP5HtfD81Xto/O99PjZdu2j8730+Nl27aP+XQItv5fto/5dAi2/l+2j+PwvUoXI/aP4/C9Shcj9o/ObTIdr6f2j85tMh2vp/aP+Olm8QgsNo/46WbxCCw2j+Nl24Sg8DaP42XbhKDwNo/N4lBYOXQ2j83iUFg5dDaP+F6FK5H4do/4XoUrkfh2j+LbOf7qfHaP4ts5/up8do/NV66SQwC2z81XrpJDALbP99PjZduEts/30+Nl24S2z+JQWDl0CLbP4lBYOXQIts/MzMzMzMz2z8zMzMzMzPbP90kBoGVQ9s/3SQGgZVD2z+HFtnO91PbP4cW2c73U9s/MQisHFpk2z8xCKwcWmTbP9v5fmq8dNs/2/l+arx02z+F61G4HoXbP4XrUbgehds/L90kBoGV2z8v3SQGgZXbP9nO91Pjpds/2c73U+Ol2z+DwMqhRbbbP4PAyqFFtts/LbKd76fG2z8tsp3vp8bbP9ejcD0K19s/16NwPQrX2z+BlUOLbOfbP4GVQ4ts59s/K4cW2c732z8rhxbZzvfbP9V46SYxCNw/1XjpJjEI3D9/arx0kxjcP39qvHSTGNw/KVyPwvUo3D8pXI/C9SjcP9NNYhBYOdw/001iEFg53D99PzVeukncP30/NV66Sdw/JzEIrBxa3D8nMQisHFrcP9Ei2/l+atw/0SLb+X5q3D97FK5H4XrcP3sUrkfhetw/JQaBlUOL3D8lBoGVQ4vcP8/3U+Olm9w/z/dT46Wb3D956SYxCKzcP3npJjEIrNw/I9v5fmq83D8j2/l+arzcP83MzMzMzNw/zczMzMzM3D93vp8aL93cP3e+nxov3dw/IbByaJHt3D8hsHJoke3cP8uhRbbz/dw/y6FFtvP93D91kxgEVg7dP3WTGARWDt0/H4XrUbge3T8fhetRuB7dP8l2vp8aL90/yXa+nxov3T9zaJHtfD/dP3Noke18P90/HVpkO99P3T8dWmQ730/dP8dLN4lBYN0/x0s3iUFg3T9xPQrXo3DdP3E9CtejcN0/Gy/dJAaB3T8bL90kBoHdP8UgsHJokd0/xSCwcmiR3T9vEoPAyqHdP28Sg8DKod0/GQRWDi2y3T8ZBFYOLbLdP8P1KFyPwt0/w/UoXI/C3T9t5/up8dLdP23n+6nx0t0/F9nO91Pj3T8X2c73U+PdP8HKoUW2890/wcqhRbbz3T9qvHSTGATeP2q8dJMYBN4/FK5H4XoU3j8UrkfhehTeP76fGi/dJN4/vp8aL90k3j9oke18PzXeP2iR7Xw/Nd4/EoPAyqFF3j8Sg8DKoUXeP7x0kxgEVt4/vHSTGARW3j9mZmZmZmbeP2ZmZmZmZt4/EFg5tMh23j8QWDm0yHbeP7pJDAIrh94/ukkMAiuH3j9kO99PjZfeP2Q730+Nl94/Di2yne+n3j8OLbKd76feP7gehetRuN4/uB6F61G43j9iEFg5tMjeP2IQWDm0yN4/DAIrhxbZ3j8MAiuHFtneP7bz/dR46d4/tvP91Hjp3j9g5dAi2/neP2Dl0CLb+d4/CtejcD0K3z8K16NwPQrfP7TIdr6fGt8/tMh2vp8a3z9eukkMAivfP166SQwCK98/CKwcWmQ73z8IrBxaZDvfP7Kd76fGS98/sp3vp8ZL3z9cj8L1KFzfP1yPwvUoXN8/BoGVQ4ts3z8GgZVDi2zfP7ByaJHtfN8/sHJoke183z9aZDvfT43fP1pkO99Pjd8/BFYOLbKd3z8EVg4tsp3fP65H4XoUrt8/rkfhehSu3z9YObTIdr7fP1g5tMh2vt8/AiuHFtnO3z8CK4cW2c7fP6wcWmQ7398/rBxaZDvf3z9WDi2yne/fP1YOLbKd798/AAAAAAAA4D8AAAAAAADgP9V46SYxCOA/1XjpJjEI4D+q8dJNYhDgP6rx0k1iEOA/f2q8dJMY4D9/arx0kxjgP1TjpZvEIOA/VOOlm8Qg4D8pXI/C9SjgPylcj8L1KOA//tR46SYx4D/+1HjpJjHgP9NNYhBYOeA/001iEFg54D+oxks3iUHgP6jGSzeJQeA/fT81XrpJ4D99PzVeukngP1K4HoXrUeA/UrgehetR4D8nMQisHFrgPycxCKwcWuA//Knx0k1i4D/8qfHSTWLgP9Ei2/l+auA/0SLb+X5q4D+mm8QgsHLgP6abxCCwcuA/exSuR+F64D97FK5H4XrgP1CNl24Sg+A/UI2XbhKD4D8lBoGVQ4vgPyUGgZVDi+A/+n5qvHST4D/6fmq8dJPgP8/3U+Olm+A/z/dT46Wb4D+kcD0K16PgP6RwPQrXo+A/eekmMQis4D956SYxCKzgP05iEFg5tOA/TmIQWDm04D8j2/l+arzgPyPb+X5qvOA/+FPjpZvE4D/4U+Olm8TgP83MzMzMzOA/zczMzMzM4D+iRbbz/dTgP6JFtvP91OA/d76fGi/d4D93vp8aL93gP0w3iUFg5eA/TDeJQWDl4D8hsHJoke3gPyGwcmiR7eA/9ihcj8L14D/2KFyPwvXgP8uhRbbz/eA/y6FFtvP94D+gGi/dJAbhP6AaL90kBuE/dZMYBFYO4T91kxgEVg7hP0oMAiuHFuE/SgwCK4cW4T8fhetRuB7hPx+F61G4HuE/9P3UeOkm4T/0/dR46SbhP8l2vp8aL+E/yXa+nxov4T+e76fGSzfhP57vp8ZLN+E/c2iR7Xw/4T9zaJHtfD/hP0jhehSuR+E/SOF6FK5H4T8dWmQ730/hPx1aZDvfT+E/8tJNYhBY4T/y0k1iEFjhP8dLN4lBYOE/x0s3iUFg4T+cxCCwcmjhP5zEILByaOE/cT0K16Nw4T9xPQrXo3DhP0a28/3UeOE/Rrbz/dR44T8bL90kBoHhPxsv3SQGgeE/8KfGSzeJ4T/wp8ZLN4nhP8UgsHJokeE/xSCwcmiR4T+amZmZmZnhP5qZmZmZmeE/bxKDwMqh4T9vEoPAyqHhP0SLbOf7qeE/RIts5/up4T8ZBFYOLbLhPxkEVg4tsuE/7nw/NV664T/ufD81XrrhP8P1KFyPwuE/w/UoXI/C4T+YbhKDwMrhP5huEoPAyuE/bef7qfHS4T9t5/up8dLhP0Jg5dAi2+E/QmDl0CLb4T8X2c73U+PhPxfZzvdT4+E/7FG4HoXr4T/sUbgehevhP8HKoUW28+E/wcqhRbbz4T+WQ4ts5/vhP5ZDi2zn++E/arx0kxgE4j9qvHSTGATiPz81XrpJDOI/PzVeukkM4j8UrkfhehTiPxSuR+F6FOI/6SYxCKwc4j/pJjEIrBziP76fGi/dJOI/vp8aL90k4j+TGARWDi3iP5MYBFYOLeI/aJHtfD814j9oke18PzXiPz0K16NwPeI/PQrXo3A94j8Sg8DKoUXiPxKDwMqhReI/5/up8dJN4j/n+6nx0k3iP7x0kxgEVuI/vHSTGARW4j+R7Xw/NV7iP5HtfD81XuI/ZmZmZmZm4j9mZmZmZmbiPzvfT42XbuI/O99PjZdu4j8QWDm0yHbiPxBYObTIduI/5dAi2/l+4j/l0CLb+X7iP7pJDAIrh+I/ukkMAiuH4j+PwvUoXI/iP4/C9Shcj+I/ZDvfT42X4j9kO99PjZfiPzm0yHa+n+I/ObTIdr6f4j8OLbKd76fiPw4tsp3vp+I/46WbxCCw4j/jpZvEILDiP7gehetRuOI/uB6F61G44j+Nl24Sg8DiP42XbhKDwOI/YhBYObTI4j9iEFg5tMjiPzeJQWDl0OI/N4lBYOXQ4j8MAiuHFtniPwwCK4cW2eI/4XoUrkfh4j/hehSuR+HiP7bz/dR46eI/tvP91Hjp4j+LbOf7qfHiP4ts5/up8eI/YOXQItv54j9g5dAi2/niPzVeukkMAuM/NV66SQwC4z8K16NwPQrjPwrXo3A9CuM/30+Nl24S4z/fT42XbhLjP7TIdr6fGuM/tMh2vp8a4z+JQWDl0CLjP4lBYOXQIuM/XrpJDAIr4z9eukkMAivjPzMzMzMzM+M/MzMzMzMz4z8IrBxaZDvjPwisHFpkO+M/3SQGgZVD4z/dJAaBlUPjP7Kd76fGS+M/sp3vp8ZL4z+HFtnO91PjP4cW2c73U+M/XI/C9Shc4z9cj8L1KFzjPzEIrBxaZOM/MQisHFpk4z8GgZVDi2zjPwaBlUOLbOM/2/l+arx04z/b+X5qvHTjP7ByaJHtfOM/sHJoke184z+F61G4HoXjP4XrUbgeheM/WmQ730+N4z9aZDvfT43jPy/dJAaBleM/L90kBoGV4z8EVg4tsp3jPwRWDi2yneM/2c73U+Ol4z/ZzvdT46XjP65H4XoUruM/rkfhehSu4z+DwMqhRbbjP4PAyqFFtuM/WDm0yHa+4z9YObTIdr7jPy2yne+nxuM/LbKd76fG4z8CK4cW2c7jPwIrhxbZzuM/16NwPQrX4z/Xo3A9CtfjP6wcWmQ73+M/rBxaZDvf4z+BlUOLbOfjP4GVQ4ts5+M/Vg4tsp3v4z9WDi2yne/jPyuHFtnO9+M/K4cW2c734z8AAAAAAADkPwAAAAAAAOQ/1XjpJjEI5D/VeOkmMQjkP6rx0k1iEOQ/qvHSTWIQ5D9/arx0kxjkP39qvHSTGOQ/VOOlm8Qg5D9U46WbxCDkPylcj8L1KOQ/KVyPwvUo5D/+1HjpJjHkP/7UeOkmMeQ/001iEFg55D/TTWIQWDnkP6jGSzeJQeQ/qMZLN4lB5D99PzVeuknkP30/NV66SeQ/UrgehetR5D9SuB6F61HkPycxCKwcWuQ/JzEIrBxa5D/8qfHSTWLkP/yp8dJNYuQ/0SLb+X5q5D/RItv5fmrkP6abxCCwcuQ/ppvEILBy5D9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\"},\"shape\":[2000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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Pz0K16NwPco/ke18PzVeyj+R7Xw/NV7KP+XQItv5fso/5dAi2/l+yj85tMh2vp/KPzm0yHa+n8o/jZduEoPAyj+Nl24Sg8DKP+F6FK5H4co/4XoUrkfhyj81XrpJDALLPzVeukkMAss/iUFg5dAiyz+JQWDl0CLLP90kBoGVQ8s/3SQGgZVDyz8xCKwcWmTLPzEIrBxaZMs/hetRuB6Fyz+F61G4HoXLP9nO91Pjpcs/2c73U+Olyz8tsp3vp8bLPy2yne+nxss/gZVDi2znyz+BlUOLbOfLP9V46SYxCMw/1XjpJjEIzD8pXI/C9SjMPylcj8L1KMw/fT81XrpJzD99PzVeuknMP9Ei2/l+asw/0SLb+X5qzD8lBoGVQ4vMPyUGgZVDi8w/eekmMQiszD956SYxCKzMP83MzMzMzMw/zczMzMzMzD8hsHJoke3MPyGwcmiR7cw/dZMYBFYOzT91kxgEVg7NP8l2vp8aL80/yXa+nxovzT8dWmQ730/NPx1aZDvfT80/cT0K16NwzT9xPQrXo3DNP8UgsHJokc0/xSCwcmiRzT8ZBFYOLbLNPxkEVg4tss0/bef7qfHSzT9t5/up8dLNP8HKoUW2880/wcqhRbbzzT8UrkfhehTOPxSuR+F6FM4/aJHtfD81zj9oke18PzXOP7x0kxgEVs4/vHSTGARWzj8QWDm0yHbOPxBYObTIds4/ZDvfT42Xzj9kO99PjZfOP7gehetRuM4/uB6F61G4zj8MAiuHFtnOPwwCK4cW2c4/YOXQItv5zj9g5dAi2/nOP7TIdr6fGs8/tMh2vp8azz8IrBxaZDvPPwisHFpkO88/XI/C9Shczz9cj8L1KFzPP7ByaJHtfM8/sHJoke18zz8EVg4tsp3PPwRWDi2ync8/WDm0yHa+zz9YObTIdr7PP6wcWmQ7388/rBxaZDvfzz8AAAAAAADQPwAAAAAAANA/qvHSTWIQ0D+q8dJNYhDQP1TjpZvEINA/VOOlm8Qg0D/+1HjpJjHQP/7UeOkmMdA/qMZLN4lB0D+oxks3iUHQP1K4HoXrUdA/UrgehetR0D/8qfHSTWLQP/yp8dJNYtA/ppvEILBy0D+mm8QgsHLQP1CNl24Sg9A/UI2XbhKD0D/6fmq8dJPQP/p+arx0k9A/pHA9Ctej0D+kcD0K16PQP05iEFg5tNA/TmIQWDm00D/4U+Olm8TQP/hT46WbxNA/okW28/3U0D+iRbbz/dTQP0w3iUFg5dA/TDeJQWDl0D/2KFyPwvXQP/YoXI/C9dA/oBov3SQG0T+gGi/dJAbRP0oMAiuHFtE/SgwCK4cW0T/0/dR46SbRP/T91HjpJtE/nu+nxks30T+e76fGSzfRP0jhehSuR9E/SOF6FK5H0T/y0k1iEFjRP/LSTWIQWNE/nMQgsHJo0T+cxCCwcmjRP0a28/3UeNE/Rrbz/dR40T/wp8ZLN4nRP/Cnxks3idE/mpmZmZmZ0T+amZmZmZnRP0SLbOf7qdE/RIts5/up0T/ufD81XrrRP+58PzVeutE/mG4Sg8DK0T+YbhKDwMrRP0Jg5dAi29E/QmDl0CLb0T/sUbgehevRP+xRuB6F69E/lkOLbOf70T+WQ4ts5/vRPz81XrpJDNI/PzVeukkM0j/pJjEIrBzSP+kmMQisHNI/kxgEVg4t0j+TGARWDi3SPz0K16NwPdI/PQrXo3A90j/n+6nx0k3SP+f7qfHSTdI/ke18PzVe0j+R7Xw/NV7SPzvfT42XbtI/O99PjZdu0j/l0CLb+X7SP+XQItv5ftI/j8L1KFyP0j+PwvUoXI/SPzm0yHa+n9I/ObTIdr6f0j/jpZvEILDSP+Olm8QgsNI/jZduEoPA0j+Nl24Sg8DSPzeJQWDl0NI/N4lBYOXQ0j/hehSuR+HSP+F6FK5H4dI/i2zn+6nx0j+LbOf7qfHSPzVeukkMAtM/NV66SQwC0z/fT42XbhLTP99PjZduEtM/iUFg5dAi0z+JQWDl0CLTPzMzMzMzM9M/MzMzMzMz0z/dJAaBlUPTP90kBoGVQ9M/hxbZzvdT0z+HFtnO91PTPzEIrBxaZNM/MQisHFpk0z/b+X5qvHTTP9v5fmq8dNM/hetRuB6F0z+F61G4HoXTPy/dJAaBldM/L90kBoGV0z/ZzvdT46XTP9nO91PjpdM/g8DKoUW20z+DwMqhRbbTPy2yne+nxtM/LbKd76fG0z/Xo3A9CtfTP9ejcD0K19M/gZVDi2zn0z+BlUOLbOfTPyuHFtnO99M/K4cW2c730z/VeOkmMQjUP9V46SYxCNQ/f2q8dJMY1D9/arx0kxjUPylcj8L1KNQ/KVyPwvUo1D/TTWIQWDnUP9NNYhBYOdQ/fT81XrpJ1D99PzVeuknUPycxCKwcWtQ/JzEIrBxa1D/RItv5fmrUP9Ei2/l+atQ/exSuR+F61D97FK5H4XrUPyUGgZVDi9Q/JQaBlUOL1D/P91PjpZvUP8/3U+Olm9Q/eekmMQis1D956SYxCKzUPyPb+X5qvNQ/I9v5fmq81D/NzMzMzMzUP83MzMzMzNQ/d76fGi/d1D93vp8aL93UPyGwcmiR7dQ/IbByaJHt1D/LoUW28/3UP8uhRbbz/dQ/dZMYBFYO1T91kxgEVg7VPx+F61G4HtU/H4XrUbge1T/Jdr6fGi/VP8l2vp8aL9U/c2iR7Xw/1T9zaJHtfD/VPx1aZDvfT9U/HVpkO99P1T/HSzeJQWDVP8dLN4lBYNU/cT0K16Nw1T9xPQrXo3DVPxsv3SQGgdU/Gy/dJAaB1T/FILByaJHVP8UgsHJokdU/bxKDwMqh1T9vEoPAyqHVPxkEVg4tstU/GQRWDi2y1T/D9Shcj8LVP8P1KFyPwtU/bef7qfHS1T9t5/up8dLVPxfZzvdT49U/F9nO91Pj1T/ByqFFtvPVP8HKoUW289U/arx0kxgE1j9qvHSTGATWPxSuR+F6FNY/FK5H4XoU1j++nxov3STWP76fGi/dJNY/aJHtfD811j9oke18PzXWPxKDwMqhRdY/EoPAyqFF1j+8dJMYBFbWP7x0kxgEVtY/ZmZmZmZm1j9mZmZmZmbWPxBYObTIdtY/EFg5tMh21j+6SQwCK4fWP7pJDAIrh9Y/ZDvfT42X1j9kO99PjZfWPw4tsp3vp9Y/Di2yne+n1j+4HoXrUbjWP7gehetRuNY/YhBYObTI1j9iEFg5tMjWPwwCK4cW2dY/DAIrhxbZ1j+28/3UeOnWP7bz/dR46dY/YOXQItv51j9g5dAi2/nWPwrXo3A9Ctc/CtejcD0K1z+0yHa+nxrXP7TIdr6fGtc/XrpJDAIr1z9eukkMAivXPwisHFpkO9c/CKwcWmQ71z+yne+nxkvXP7Kd76fGS9c/XI/C9Shc1z9cj8L1KFzXPwaBlUOLbNc/BoGVQ4ts1z+wcmiR7XzXP7ByaJHtfNc/WmQ730+N1z9aZDvfT43XPwRWDi2yndc/BFYOLbKd1z+uR+F6FK7XP65H4XoUrtc/WDm0yHa+1z9YObTIdr7XPwIrhxbZztc/AiuHFtnO1z+sHFpkO9/XP6wcWmQ739c/Vg4tsp3v1z9WDi2yne/XPwAAAAAAANg/AAAAAAAA2D+q8dJNYhDYP6rx0k1iENg/VOOlm8Qg2D9U46WbxCDYP/7UeOkmMdg//tR46SYx2D+oxks3iUHYP6jGSzeJQdg/UrgehetR2D9SuB6F61HYP/yp8dJNYtg//Knx0k1i2D+mm8QgsHLYP6abxCCwctg/UI2XbhKD2D9QjZduEoPYP/p+arx0k9g/+n5qvHST2D+kcD0K16PYP6RwPQrXo9g/TmIQWDm02D9OYhBYObTYP/hT46WbxNg/+FPjpZvE2D+iRbbz/dTYP6JFtvP91Ng/TDeJQWDl2D9MN4lBYOXYP/YoXI/C9dg/9ihcj8L12D+gGi/dJAbZP6AaL90kBtk/SgwCK4cW2T9KDAIrhxbZP/T91HjpJtk/9P3UeOkm2T+e76fGSzfZP57vp8ZLN9k/SOF6FK5H2T9I4XoUrkfZP/LSTWIQWNk/8tJNYhBY2T+cxCCwcmjZP5zEILByaNk/Rrbz/dR42T9GtvP91HjZP/Cnxks3idk/8KfGSzeJ2T+amZmZmZnZP5qZmZmZmdk/RIts5/up2T9Ei2zn+6nZP+58PzVeutk/7nw/NV662T+YbhKDwMrZP5huEoPAytk/QmDl0CLb2T9CYOXQItvZP+xRuB6F69k/7FG4HoXr2T+WQ4ts5/vZP5ZDi2zn+9k/PzVeukkM2j8/NV66SQzaP+kmMQisHNo/6SYxCKwc2j+TGARWDi3aP5MYBFYOLdo/PQrXo3A92j89CtejcD3aP+f7qfHSTdo/5/up8dJN2j+R7Xw/NV7aP5HtfD81Xto/O99PjZdu2j8730+Nl27aP+XQItv5fto/5dAi2/l+2j+PwvUoXI/aP4/C9Shcj9o/ObTIdr6f2j85tMh2vp/aP+Olm8QgsNo/46WbxCCw2j+Nl24Sg8DaP42XbhKDwNo/N4lBYOXQ2j83iUFg5dDaP+F6FK5H4do/4XoUrkfh2j+LbOf7qfHaP4ts5/up8do/NV66SQwC2z81XrpJDALbP99PjZduEts/30+Nl24S2z+JQWDl0CLbP4lBYOXQIts/MzMzMzMz2z8zMzMzMzPbP90kBoGVQ9s/3SQGgZVD2z+HFtnO91PbP4cW2c73U9s/MQisHFpk2z8xCKwcWmTbP9v5fmq8dNs/2/l+arx02z+F61G4HoXbP4XrUbgehds/L90kBoGV2z8v3SQGgZXbP9nO91Pjpds/2c73U+Ol2z+DwMqhRbbbP4PAyqFFtts/LbKd76fG2z8tsp3vp8bbP9ejcD0K19s/16NwPQrX2z+BlUOLbOfbP4GVQ4ts59s/K4cW2c732z8rhxbZzvfbP9V46SYxCNw/1XjpJjEI3D9/arx0kxjcP39qvHSTGNw/KVyPwvUo3D8pXI/C9SjcP9NNYhBYOdw/001iEFg53D99PzVeukncP30/NV66Sdw/JzEIrBxa3D8nMQisHFrcP9Ei2/l+atw/0SLb+X5q3D97FK5H4XrcP3sUrkfhetw/JQaBlUOL3D8lBoGVQ4vcP8/3U+Olm9w/z/dT46Wb3D956SYxCKzcP3npJjEIrNw/I9v5fmq83D8j2/l+arzcP83MzMzMzNw/zczMzMzM3D93vp8aL93cP3e+nxov3dw/IbByaJHt3D8hsHJoke3cP8uhRbbz/dw/y6FFtvP93D91kxgEVg7dP3WTGARWDt0/H4XrUbge3T8fhetRuB7dP8l2vp8aL90/yXa+nxov3T9zaJHtfD/dP3Noke18P90/HVpkO99P3T8dWmQ730/dP8dLN4lBYN0/x0s3iUFg3T9xPQrXo3DdP3E9CtejcN0/Gy/dJAaB3T8bL90kBoHdP8UgsHJokd0/xSCwcmiR3T9vEoPAyqHdP28Sg8DKod0/GQRWDi2y3T8ZBFYOLbLdP8P1KFyPwt0/w/UoXI/C3T9t5/up8dLdP23n+6nx0t0/F9nO91Pj3T8X2c73U+PdP8HKoUW2890/wcqhRbbz3T9qvHSTGATeP2q8dJMYBN4/FK5H4XoU3j8UrkfhehTeP76fGi/dJN4/vp8aL90k3j9oke18PzXeP2iR7Xw/Nd4/EoPAyqFF3j8Sg8DKoUXeP7x0kxgEVt4/vHSTGARW3j9mZmZmZmbeP2ZmZmZmZt4/EFg5tMh23j8QWDm0yHbeP7pJDAIrh94/ukkMAiuH3j9kO99PjZfeP2Q730+Nl94/Di2yne+n3j8OLbKd76feP7gehetRuN4/uB6F61G43j9iEFg5tMjeP2IQWDm0yN4/DAIrhxbZ3j8MAiuHFtneP7bz/dR46d4/tvP91Hjp3j9g5dAi2/neP2Dl0CLb+d4/CtejcD0K3z8K16NwPQrfP7TIdr6fGt8/tMh2vp8a3z9eukkMAivfP166SQwCK98/CKwcWmQ73z8IrBxaZDvfP7Kd76fGS98/sp3vp8ZL3z9cj8L1KFzfP1yPwvUoXN8/BoGVQ4ts3z8GgZVDi2zfP7ByaJHtfN8/sHJoke183z9aZDvfT43fP1pkO99Pjd8/BFYOLbKd3z8EVg4tsp3fP65H4XoUrt8/rkfhehSu3z9YObTIdr7fP1g5tMh2vt8/AiuHFtnO3z8CK4cW2c7fP6wcWmQ7398/rBxaZDvf3z9WDi2yne/fP1YOLbKd798/AAAAAAAA4D8AAAAAAADgP9V46SYxCOA/1XjpJjEI4D+q8dJNYhDgP6rx0k1iEOA/f2q8dJMY4D9/arx0kxjgP1TjpZvEIOA/VOOlm8Qg4D8pXI/C9SjgPylcj8L1KOA//tR46SYx4D/+1HjpJjHgP9NNYhBYOeA/001iEFg54D+oxks3iUHgP6jGSzeJQeA/fT81XrpJ4D99PzVeukngP1K4HoXrUeA/UrgehetR4D8nMQisHFrgPycxCKwcWuA//Knx0k1i4D/8qfHSTWLgP9Ei2/l+auA/0SLb+X5q4D+mm8QgsHLgP6abxCCwcuA/exSuR+F64D97FK5H4XrgP1CNl24Sg+A/UI2XbhKD4D8lBoGVQ4vgPyUGgZVDi+A/+n5qvHST4D/6fmq8dJPgP8/3U+Olm+A/z/dT46Wb4D+kcD0K16PgP6RwPQrXo+A/eekmMQis4D956SYxCKzgP05iEFg5tOA/TmIQWDm04D8j2/l+arzgPyPb+X5qvOA/+FPjpZvE4D/4U+Olm8TgP83MzMzMzOA/zczMzMzM4D+iRbbz/dTgP6JFtvP91OA/d76fGi/d4D93vp8aL93gP0w3iUFg5eA/TDeJQWDl4D8hsHJoke3gPyGwcmiR7eA/9ihcj8L14D/2KFyPwvXgP8uhRbbz/eA/y6FFtvP94D+gGi/dJAbhP6AaL90kBuE/dZMYBFYO4T91kxgEVg7hP0oMAiuHFuE/SgwCK4cW4T8fhetRuB7hPx+F61G4HuE/9P3UeOkm4T/0/dR46SbhP8l2vp8aL+E/yXa+nxov4T+e76fGSzfhP57vp8ZLN+E/c2iR7Xw/4T9zaJHtfD/hP0jhehSuR+E/SOF6FK5H4T8dWmQ730/hPx1aZDvfT+E/8tJNYhBY4T/y0k1iEFjhP8dLN4lBYOE/x0s3iUFg4T+cxCCwcmjhP5zEILByaOE/cT0K16Nw4T9xPQrXo3DhP0a28/3UeOE/Rrbz/dR44T8bL90kBoHhPxsv3SQGgeE/8KfGSzeJ4T/wp8ZLN4nhP8UgsHJokeE/xSCwcmiR4T+amZmZmZnhP5qZmZmZmeE/bxKDwMqh4T9vEoPAyqHhP0SLbOf7qeE/RIts5/up4T8ZBFYOLbLhPxkEVg4tsuE/7nw/NV664T/ufD81XrrhP8P1KFyPwuE/w/UoXI/C4T+YbhKDwMrhP5huEoPAyuE/bef7qfHS4T9t5/up8dLhP0Jg5dAi2+E/QmDl0CLb4T8X2c73U+PhPxfZzvdT4+E/7FG4HoXr4T/sUbgehevhP8HKoUW28+E/wcqhRbbz4T+WQ4ts5/vhP5ZDi2zn++E/arx0kxgE4j9qvHSTGATiPz81XrpJDOI/PzVeukkM4j8UrkfhehTiPxSuR+F6FOI/6SYxCKwc4j/pJjEIrBziP76fGi/dJOI/vp8aL90k4j+TGARWDi3iP5MYBFYOLeI/aJHtfD814j9oke18PzXiPz0K16NwPeI/PQrXo3A94j8Sg8DKoUXiPxKDwMqhReI/5/up8dJN4j/n+6nx0k3iP7x0kxgEVuI/vHSTGARW4j+R7Xw/NV7iP5HtfD81XuI/ZmZmZmZm4j9mZmZmZmbiPzvfT42XbuI/O99PjZdu4j8QWDm0yHbiPxBYObTIduI/5dAi2/l+4j/l0CLb+X7iP7pJDAIrh+I/ukkMAiuH4j+PwvUoXI/iP4/C9Shcj+I/ZDvfT42X4j9kO99PjZfiPzm0yHa+n+I/ObTIdr6f4j8OLbKd76fiPw4tsp3vp+I/46WbxCCw4j/jpZvEILDiP7gehetRuOI/uB6F61G44j+Nl24Sg8DiP42XbhKDwOI/YhBYObTI4j9iEFg5tMjiPzeJQWDl0OI/N4lBYOXQ4j8MAiuHFtniPwwCK4cW2eI/4XoUrkfh4j/hehSuR+HiP7bz/dR46eI/tvP91Hjp4j+LbOf7qfHiP4ts5/up8eI/YOXQItv54j9g5dAi2/niPzVeukkMAuM/NV66SQwC4z8K16NwPQrjPwrXo3A9CuM/30+Nl24S4z/fT42XbhLjP7TIdr6fGuM/tMh2vp8a4z+JQWDl0CLjP4lBYOXQIuM/XrpJDAIr4z9eukkMAivjPzMzMzMzM+M/MzMzMzMz4z8IrBxaZDvjPwisHFpkO+M/3SQGgZVD4z/dJAaBlUPjP7Kd76fGS+M/sp3vp8ZL4z+HFtnO91PjP4cW2c73U+M/XI/C9Shc4z9cj8L1KFzjPzEIrBxaZOM/MQisHFpk4z8GgZVDi2zjPwaBlUOLbOM/2/l+arx04z/b+X5qvHTjP7ByaJHtfOM/sHJoke184z+F61G4HoXjP4XrUbgeheM/WmQ730+N4z9aZDvfT43jPy/dJAaBleM/L90kBoGV4z8EVg4tsp3jPwRWDi2yneM/2c73U+Ol4z/ZzvdT46XjP65H4XoUruM/rkfhehSu4z+DwMqhRbbjP4PAyqFFtuM/WDm0yHa+4z9YObTIdr7jPy2yne+nxuM/LbKd76fG4z8CK4cW2c7jPwIrhxbZzuM/16NwPQrX4z/Xo3A9CtfjP6wcWmQ73+M/rBxaZDvf4z+BlUOLbOfjP4GVQ4ts5+M/Vg4tsp3v4z9WDi2yne/jPyuHFtnO9+M/K4cW2c734z8AAAAAAADkPwAAAAAAAOQ/1XjpJjEI5D/VeOkmMQjkP6rx0k1iEOQ/qvHSTWIQ5D9/arx0kxjkP39qvHSTGOQ/VOOlm8Qg5D9U46WbxCDkPylcj8L1KOQ/KVyPwvUo5D/+1HjpJjHkP/7UeOkmMeQ/001iEFg55D/TTWIQWDnkP6jGSzeJQeQ/qMZLN4lB5D99PzVeuknkP30/NV66SeQ/UrgehetR5D9SuB6F61HkPycxCKwcWuQ/JzEIrBxa5D/8qfHSTWLkP/yp8dJNYuQ/0SLb+X5q5D/RItv5fmrkP6abxCCwcuQ/ppvEILBy5D97FK5H4XrkP3sUrkfheuQ/UI2XbhKD5D9QjZduEoPkPyUGgZVDi+Q/JQaBlUOL5D/6fmq8dJPkP/p+arx0k+Q/z/dT46Wb5D/P91PjpZvkP6RwPQrXo+Q/pHA9Ctej5D956SYxCKzkP3npJjEIrOQ/TmIQWDm05D9OYhBYObTkPyPb+X5qvOQ/I9v5fmq85D/4U+Olm8TkP/hT46WbxOQ/zczMzMzM5D/NzMzMzMzkP6JFtvP91OQ/okW28/3U5D93vp8aL93kP3e+nxov3eQ/TDeJQWDl5D9MN4lBYOXkPyGwcmiR7eQ/IbByaJHt5D/2KFyPwvXkP/YoXI/C9eQ/y6FFtvP95D/LoUW28/3kP6AaL90kBuU/oBov3SQG5T91kxgEVg7lP3WTGARWDuU/SgwCK4cW5T9KDAIrhxblPx+F61G4HuU/H4XrUbge5T/0/dR46SblP/T91HjpJuU/yXa+nxov5T/Jdr6fGi/lP57vp8ZLN+U/nu+nxks35T9zaJHtfD/lP3Noke18P+U/SOF6FK5H5T9I4XoUrkflPx1aZDvfT+U/HVpkO99P5T/y0k1iEFjlP/LSTWIQWOU/x0s3iUFg5T/HSzeJQWDlP5zEILByaOU/nMQgsHJo5T9xPQrXo3DlP3E9CtejcOU/Rrbz/dR45T9GtvP91HjlPxsv3SQGgeU/Gy/dJAaB5T/wp8ZLN4nlP/Cnxks3ieU/xSCw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\"},\"shape\":[2000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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8A/+FPjpZvEwD/4U+Olm8TAP0w3iUFg5cA/TDeJQWDlwD+gGi/dJAbBP6AaL90kBsE/9P3UeOkmwT/0/dR46SbBP0jhehSuR8E/SOF6FK5HwT+cxCCwcmjBP5zEILByaME/8KfGSzeJwT/wp8ZLN4nBP0SLbOf7qcE/RIts5/upwT+YbhKDwMrBP5huEoPAysE/7FG4HoXrwT/sUbgehevBPz81XrpJDMI/PzVeukkMwj+TGARWDi3CP5MYBFYOLcI/5/up8dJNwj/n+6nx0k3CPzvfT42XbsI/O99PjZduwj+PwvUoXI/CP4/C9Shcj8I/46WbxCCwwj/jpZvEILDCPzeJQWDl0MI/N4lBYOXQwj+LbOf7qfHCP4ts5/up8cI/30+Nl24Swz/fT42XbhLDPzMzMzMzM8M/MzMzMzMzwz+HFtnO91PDP4cW2c73U8M/2/l+arx0wz/b+X5qvHTDPy/dJAaBlcM/L90kBoGVwz+DwMqhRbbDP4PAyqFFtsM/16NwPQrXwz/Xo3A9CtfDPyuHFtnO98M/K4cW2c73wz9/arx0kxjEP39qvHSTGMQ/001iEFg5xD/TTWIQWDnEPycxCKwcWsQ/JzEIrBxaxD97FK5H4XrEP3sUrkfhesQ/z/dT46WbxD/P91PjpZvEPyPb+X5qvMQ/I9v5fmq8xD93vp8aL93EP3e+nxov3cQ/y6FFtvP9xD/LoUW28/3EPx+F61G4HsU/H4XrUbgexT9zaJHtfD/FP3Noke18P8U/x0s3iUFgxT/HSzeJQWDFPxsv3SQGgcU/Gy/dJAaBxT9vEoPAyqHFP28Sg8DKocU/w/UoXI/CxT/D9Shcj8LFPxfZzvdT48U/F9nO91PjxT9qvHSTGATGP2q8dJMYBMY/vp8aL90kxj++nxov3STGPxKDwMqhRcY/EoPAyqFFxj9mZmZmZmbGP2ZmZmZmZsY/ukkMAiuHxj+6SQwCK4fGPw4tsp3vp8Y/Di2yne+nxj9iEFg5tMjGP2IQWDm0yMY/tvP91Hjpxj+28/3UeOnGPwrXo3A9Csc/CtejcD0Kxz9eukkMAivHP166SQwCK8c/sp3vp8ZLxz+yne+nxkvHPwaBlUOLbMc/BoGVQ4tsxz9aZDvfT43HP1pkO99Pjcc/rkfhehSuxz+uR+F6FK7HPwIrhxbZzsc/AiuHFtnOxz9WDi2yne/HP1YOLbKd78c/qvHSTWIQyD+q8dJNYhDIP/7UeOkmMcg//tR46SYxyD9SuB6F61HIP1K4HoXrUcg/ppvEILByyD+mm8QgsHLIP/p+arx0k8g/+n5qvHSTyD9OYhBYObTIP05iEFg5tMg/okW28/3UyD+iRbbz/dTIP/YoXI/C9cg/9ihcj8L1yD9KDAIrhxbJP0oMAiuHFsk/nu+nxks3yT+e76fGSzfJP/LSTWIQWMk/8tJNYhBYyT9GtvP91HjJP0a28/3UeMk/mpmZmZmZyT+amZmZmZnJP+58PzVeusk/7nw/NV66yT9CYOXQItvJP0Jg5dAi28k/lkOLbOf7yT+WQ4ts5/vJP+kmMQisHMo/6SYxCKwcyj89CtejcD3KPz0K16NwPco/ke18PzVeyj+R7Xw/NV7KP+XQItv5fso/5dAi2/l+yj85tMh2vp/KPzm0yHa+n8o/jZduEoPAyj+Nl24Sg8DKP+F6FK5H4co/4XoUrkfhyj81XrpJDALLPzVeukkMAss/iUFg5dAiyz+JQWDl0CLLP90kBoGVQ8s/3SQGgZVDyz8xCKwcWmTLPzEIrBxaZMs/hetRuB6Fyz+F61G4HoXLP9nO91Pjpcs/2c73U+Olyz8tsp3vp8bLPy2yne+nxss/gZVDi2znyz+BlUOLbOfLP9V46SYxCMw/1XjpJjEIzD8pXI/C9SjMPylcj8L1KMw/fT81XrpJzD99PzVeuknMP9Ei2/l+asw/0SLb+X5qzD8lBoGVQ4vMPyUGgZVDi8w/eekmMQiszD956SYxCKzMP83MzMzMzMw/zczMzMzMzD8hsHJoke3MPyGwcmiR7cw/dZMYBFYOzT91kxgEVg7NP8l2vp8aL80/yXa+nxovzT8dWmQ730/NPx1aZDvfT80/cT0K16NwzT9xPQrXo3DNP8UgsHJokc0/xSCwcmiRzT8ZBFYOLbLNPxkEVg4tss0/bef7qfHSzT9t5/up8dLNP8HKoUW2880/wcqhRbbzzT8UrkfhehTOPxSuR+F6FM4/aJHtfD81zj9oke18PzXOP7x0kxgEVs4/vHSTGARWzj8QWDm0yHbOPxBYObTIds4/ZDvfT42Xzj9kO99PjZfOP7gehetRuM4/uB6F61G4zj8MAiuHFtnOPwwCK4cW2c4/YOXQItv5zj9g5dAi2/nOP7TIdr6fGs8/tMh2vp8azz8IrBxaZDvPPwisHFpkO88/XI/C9Shczz9cj8L1KFzPP7ByaJHtfM8/sHJoke18zz8EVg4tsp3PPwRWDi2ync8/WDm0yHa+zz9YObTIdr7PP6wcWmQ7388/rBxaZDvfzz8AAAAAAADQPwAAAAAAANA/qvHSTWIQ0D+q8dJNYhDQP1TjpZvEINA/VOOlm8Qg0D/+1HjpJjHQP/7UeOkmMdA/qMZLN4lB0D+oxks3iUHQP1K4HoXrUdA/UrgehetR0D/8qfHSTWLQP/yp8dJNYtA/ppvEILBy0D+mm8QgsHLQP1CNl24Sg9A/UI2XbhKD0D/6fmq8dJPQP/p+arx0k9A/pHA9Ctej0D+kcD0K16PQP05iEFg5tNA/TmIQWDm00D/4U+Olm8TQP/hT46WbxNA/okW28/3U0D+iRbbz/dTQP0w3iUFg5dA/TDeJQWDl0D/2KFyPwvXQP/YoXI/C9dA/oBov3SQG0T+gGi/dJAbRP0oMAiuHFtE/SgwCK4cW0T/0/dR46SbRP/T91HjpJtE/nu+nxks30T+e76fGSzfRP0jhehSuR9E/SOF6FK5H0T/y0k1iEFjRP/LSTWIQWNE/nMQgsHJo0T+cxCCwcmjRP0a28/3UeNE/Rrbz/dR40T/wp8ZLN4nRP/Cnxks3idE/mpmZmZmZ0T+amZmZmZnRP0SLbOf7qdE/RIts5/up0T/ufD81XrrRP+58PzVeutE/mG4Sg8DK0T+YbhKDwMrRP0Jg5dAi29E/QmDl0CLb0T/sUbgehevRP+xRuB6F69E/lkOLbOf70T+WQ4ts5/vRPz81XrpJDNI/PzVeukkM0j/pJjEIrBzSP+kmMQisHNI/kxgEVg4t0j+TGARWDi3SPz0K16NwPdI/PQrXo3A90j/n+6nx0k3SP+f7qfHSTdI/ke18PzVe0j+R7Xw/NV7SPzvfT42XbtI/O99PjZdu0j/l0CLb+X7SP+XQItv5ftI/j8L1KFyP0j+PwvUoXI/SPzm0yHa+n9I/ObTIdr6f0j/jpZvEILDSP+Olm8QgsNI/jZduEoPA0j+Nl24Sg8DSPzeJQWDl0NI/N4lBYOXQ0j/hehSuR+HSP+F6FK5H4dI/i2zn+6nx0j+LbOf7qfHSPzVeukkMAtM/NV66SQwC0z/fT42XbhLTP99PjZduEtM/iUFg5dAi0z+JQWDl0CLTPzMzMzMzM9M/MzMzMzMz0z/dJAaBlUPTP90kBoGVQ9M/hxbZzvdT0z+HFtnO91PTPzEIrBxaZNM/MQisHFpk0z/b+X5qvHTTP9v5fmq8dNM/hetRuB6F0z+F61G4HoXTPy/dJAaBldM/L90kBoGV0z/ZzvdT46XTP9nO91PjpdM/g8DKoUW20z+DwMqhRbbTPy2yne+nxtM/LbKd76fG0z/Xo3A9CtfTP9ejcD0K19M/gZVDi2zn0z+BlUOLbOfTPyuHFtnO99M/K4cW2c730z/VeOkmMQjUP9V46SYxCNQ/f2q8dJMY1D9/arx0kxjUPylcj8L1KNQ/KVyPwvUo1D/TTWIQWDnUP9NNYhBYOdQ/fT81XrpJ1D99PzVeuknUPycxCKwcWtQ/JzEIrBxa1D/RItv5fmrUP9Ei2/l+atQ/exSuR+F61D97FK5H4XrUPyUGgZVDi9Q/JQaBlUOL1D/P91PjpZvUP8/3U+Olm9Q/eekmMQis1D956SYxCKzUPyPb+X5qvNQ/I9v5fmq81D/NzMzMzMzUP83MzMzMzNQ/d76fGi/d1D93vp8aL93UPyGwcmiR7dQ/IbByaJHt1D/LoUW28/3UP8uhRbbz/dQ/dZMYBFYO1T91kxgEVg7VPx+F61G4HtU/H4XrUbge1T/Jdr6fGi/VP8l2vp8aL9U/c2iR7Xw/1T9zaJHtfD/VPx1aZDvfT9U/HVpkO99P1T/HSzeJQWDVP8dLN4lBYNU/cT0K16Nw1T9xPQrXo3DVPxsv3SQGgdU/Gy/dJAaB1T/FILByaJHVP8UgsHJokdU/bxKDwMqh1T9vEoPAyqHVPxkEVg4tstU/GQRWDi2y1T/D9Shcj8LVP8P1KFyPwtU/bef7qfHS1T9t5/up8dLVPxfZzvdT49U/F9nO91Pj1T/ByqFFtvPVP8HKoUW289U/arx0kxgE1j9qvHSTGATWPxSuR+F6FNY/FK5H4XoU1j++nxov3STWP76fGi/dJNY/aJHtfD811j9oke18PzXWPxKDwMqhRdY/EoPAyqFF1j+8dJMYBFbWP7x0kxgEVtY/ZmZmZmZm1j9mZmZmZmbWPxBYObTIdtY/EFg5tMh21j+6SQwCK4fWP7pJDAIrh9Y/ZDvfT42X1j9kO99PjZfWPw4tsp3vp9Y/Di2yne+n1j+4HoXrUbjWP7gehetRuNY/YhBYObTI1j9iEFg5tMjWPwwCK4cW2dY/DAIrhxbZ1j+28/3UeOnWP7bz/dR46dY/YOXQItv51j9g5dAi2/nWPwrXo3A9Ctc/CtejcD0K1z+0yHa+nxrXP7TIdr6fGtc/XrpJDAIr1z9eukkMAivXPwisHFpkO9c/CKwcWmQ71z+yne+nxkvXP7Kd76fGS9c/XI/C9Shc1z9cj8L1KFzXPwaBlUOLbNc/BoGVQ4ts1z+wcmiR7XzXP7ByaJHtfNc/WmQ730+N1z9aZDvfT43XPwRWDi2yndc/BFYOLbKd1z+uR+F6FK7XP65H4XoUrtc/WDm0yHa+1z9YObTIdr7XPwIrhxbZztc/AiuHFtnO1z+sHFpkO9/XP6wcWmQ739c/Vg4tsp3v1z9WDi2yne/XPwAAAAAAANg/AAAAAAAA2D+q8dJNYhDYP6rx0k1iENg/VOOlm8Qg2D9U46WbxCDYP/7UeOkmMdg//tR46SYx2D+oxks3iUHYP6jGSzeJQdg/UrgehetR2D9SuB6F61HYP/yp8dJNYtg//Knx0k1i2D+mm8QgsHLYP6abxCCwctg/UI2XbhKD2D9QjZduEoPYP/p+arx0k9g/+n5qvHST2D+kcD0K16PYP6RwPQrXo9g/TmIQWDm02D9OYhBYObTYP/hT46WbxNg/+FPjpZvE2D+iRbbz/dTYP6JFtvP91Ng/TDeJQWDl2D9MN4lBYOXYP/YoXI/C9dg/9ihcj8L12D+gGi/dJAbZP6AaL90kBtk/SgwCK4cW2T9KDAIrhxbZP/T91HjpJtk/9P3UeOkm2T+e76fGSzfZP57vp8ZLN9k/SOF6FK5H2T9I4XoUrkfZP/LSTWIQWNk/8tJNYhBY2T+cxCCwcmjZP5zEILByaNk/Rrbz/dR42T9GtvP91HjZP/Cnxks3idk/8KfGSzeJ2T+amZmZmZnZP5qZmZmZmdk/RIts5/up2T9Ei2zn+6nZP+58PzVeutk/7nw/NV662T+YbhKDwMrZP5huEoPAytk/QmDl0CLb2T9CYOXQItvZP+xRuB6F69k/7FG4HoXr2T+WQ4ts5/vZP5ZDi2zn+9k/PzVeukkM2j8/NV66SQzaP+kmMQisHNo/6SYxCKwc2j+TGARWDi3aP5MYBFYOLdo/PQrXo3A92j89CtejcD3aP+f7qfHSTdo/5/up8dJN2j+R7Xw/NV7aP5HtfD81Xto/O99PjZdu2j8730+Nl27aP+XQItv5fto/5dAi2/l+2j+PwvUoXI/aP4/C9Shcj9o/ObTIdr6f2j85tMh2vp/aP+Olm8QgsNo/46WbxCCw2j+Nl24Sg8DaP42XbhKDwNo/N4lBYOXQ2j83iUFg5dDaP+F6FK5H4do/4XoUrkfh2j+LbOf7qfHaP4ts5/up8do/NV66SQwC2z81XrpJDALbP99PjZduEts/30+Nl24S2z+JQWDl0CLbP4lBYOXQIts/MzMzMzMz2z8zMzMzMzPbP90kBoGVQ9s/3SQGgZVD2z+HFtnO91PbP4cW2c73U9s/MQisHFpk2z8xCKwcWmTbP9v5fmq8dNs/2/l+arx02z+F61G4HoXbP4XrUbgehds/L90kBoGV2z8v3SQGgZXbP9nO91Pjpds/2c73U+Ol2z+DwMqhRbbbP4PAyqFFtts/LbKd76fG2z8tsp3vp8bbP9ejcD0K19s/16NwPQrX2z+BlUOLbOfbP4GVQ4ts59s/K4cW2c732z8rhxbZzvfbP9V46SYxCNw/1XjpJjEI3D9/arx0kxjcP39qvHSTGNw/KVyPwvUo3D8pXI/C9SjcP9NNYhBYOdw/001iEFg53D99PzVeukncP30/NV66Sdw/JzEIrBxa3D8nMQisHFrcP9Ei2/l+atw/0SLb+X5q3D97FK5H4XrcP3sUrkfhetw/JQaBlUOL3D8lBoGVQ4vcP8/3U+Olm9w/z/dT46Wb3D956SYxCKzcP3npJjEIrNw/I9v5fmq83D8j2/l+arzcP83MzMzMzNw/zczMzMzM3D93vp8aL93cP3e+nxov3dw/IbByaJHt3D8hsHJoke3cP8uhRbbz/dw/y6FFtvP93D91kxgEVg7dP3WTGARWDt0/H4XrUbge3T8fhetRuB7dP8l2vp8aL90/yXa+nxov3T9zaJHtfD/dP3Noke18P90/HVpkO99P3T8dWmQ730/dP8dLN4lBYN0/x0s3iUFg3T9xPQrXo3DdP3E9CtejcN0/Gy/dJAaB3T8bL90kBoHdP8UgsHJokd0/xSCwcmiR3T9vEoPAyqHdP28Sg8DKod0/GQRWDi2y3T8ZBFYOLbLdP8P1KFyPwt0/w/UoXI/C3T9t5/up8dLdP23n+6nx0t0/F9nO91Pj3T8X2c73U+PdP8HKoUW2890/wcqhRbbz3T9qvHSTGATeP2q8dJMYBN4/FK5H4XoU3j8UrkfhehTeP76fGi/dJN4/vp8aL90k3j9oke18PzXeP2iR7Xw/Nd4/EoPAyqFF3j8Sg8DKoUXeP7x0kxgEVt4/vHSTGARW3j9mZmZmZmbeP2ZmZmZmZt4/EFg5tMh23j8QWDm0yHbeP7pJDAIrh94/ukkMAiuH3j9kO99PjZfeP2Q730+Nl94/Di2yne+n3j8OLbKd76feP7gehetRuN4/uB6F61G43j9iEFg5tMjeP2IQWDm0yN4/DAIrhxbZ3j8MAiuHFtneP7bz/dR46d4/tvP91Hjp3j9g5dAi2/neP2Dl0CLb+d4/CtejcD0K3z8K16NwPQrfP7TIdr6fGt8/tMh2vp8a3z9eukkMAivfP166SQwCK98/CKwcWmQ73z8IrBxaZDvfP7Kd76fGS98/sp3vp8ZL3z9cj8L1KFzfP1yPwvUoXN8/BoGVQ4ts3z8GgZVDi2zfP7ByaJHtfN8/sHJoke183z9aZDvfT43fP1pkO99Pjd8/BFYOLbKd3z8EVg4tsp3fP65H4XoUrt8/rkfhehSu3z9YObTIdr7fP1g5tMh2vt8/AiuHFtnO3z8CK4cW2c7fP6wcWmQ7398/rBxaZDvf3z9WDi2yne/fP1YOLbKd798/AAAAAAAA4D8AAAAAAADgP9V46SYxCOA/1XjpJjEI4D+q8dJNYhDgP6rx0k1iEOA/f2q8dJMY4D9/arx0kxjgP1TjpZvEIOA/VOOlm8Qg4D8pXI/C9SjgPylcj8L1KOA//tR46SYx4D/+1HjpJjHgP9NNYhBYOeA/001iEFg54D+oxks3iUHgP6jGSzeJQeA/fT81XrpJ4D99PzVeukngP1K4HoXrUeA/UrgehetR4D8nMQisHFrgPycxCKwcWuA//Knx0k1i4D/8qfHSTWLgP9Ei2/l+auA/0SLb+X5q4D+mm8QgsHLgP6abxCCwcuA/exSuR+F64D97FK5H4XrgP1CNl24Sg+A/UI2XbhKD4D8lBoGVQ4vgPyUGgZVDi+A/+n5qvHST4D/6fmq8dJPgP8/3U+Olm+A/z/dT46Wb4D+kcD0K16PgP6RwPQrXo+A/eekmMQis4D956SYxCKzgP05iEFg5tOA/TmIQWDm04D8j2/l+arzgPyPb+X5qvOA/+FPjpZvE4D/4U+Olm8TgP83MzMzMzOA/zczMzMzM4D+iRbbz/dTgP6JFtvP91OA/d76fGi/d4D93vp8aL93gP0w3iUFg5eA/TDeJQWDl4D8hsHJoke3gPyGwcmiR7eA/9ihcj8L14D/2KFyPwvXgP8uhRbbz/eA/y6FFtvP94D+gGi/dJAbhP6AaL90kBuE/dZMYBFYO4T91kxgEVg7hP0oMAiuHFuE/SgwCK4cW4T8fhetRuB7hPx+F61G4HuE/9P3UeOkm4T/0/dR46SbhP8l2vp8aL+E/yXa+nxov4T+e76fGSzfhP57vp8ZLN+E/c2iR7Xw/4T9zaJHtfD/hP0jhehSuR+E/SOF6FK5H4T8dWmQ730/hPx1aZDvfT+E/8tJNYhBY4T/y0k1iEFjhP8dLN4lBYOE/x0s3iUFg4T+cxCCwcmjhP5zEILByaOE/cT0K16Nw4T9xPQrXo3DhP0a28/3UeOE/Rrbz/dR44T8bL90kBoHhPxsv3SQGgeE/8KfGSzeJ4T/wp8ZLN4nhP8UgsHJokeE/xSCwcmiR4T+amZmZmZnhP5qZmZmZmeE/bxKDwMqh4T9vEoPAyqHhP0SLbOf7qeE/RIts5/up4T8ZBFYOLbLhPxkEVg4tsuE/7nw/NV664T/ufD81XrrhP8P1KFyPwuE/w/UoXI/C4T+YbhKDwMrhP5huEoPAyuE/bef7qfHS4T9t5/up8dLhP0Jg5dAi2+E/QmDl0CLb4T8X2c73U+PhPxfZzvdT4+E/7FG4HoXr4T/sUbgehevhP8HKoUW28+E/wcqhRbbz4T+WQ4ts5/vhP5ZDi2zn++E/arx0kxgE4j9qvHSTGATiPz81XrpJDOI/PzVeukkM4j8UrkfhehTiPxSuR+F6FOI/6SYxCKwc4j/pJjEIrBziP76fGi/dJOI/vp8aL90k4j+TGARWDi3iP5MYBFYOLeI/aJHtfD814j9oke18PzXiPz0K16NwPeI/PQrXo3A94j8Sg8DKoUXiPxKDwMqhReI/5/up8dJN4j/n+6nx0k3iP7x0kxgEVuI/vHSTGARW4j+R7Xw/NV7iP5HtfD81XuI/ZmZmZmZm4j9mZmZmZmbiPzvfT42XbuI/O99PjZdu4j8QWDm0yHbiPxBYObTIduI/5dAi2/l+4j/l0CLb+X7iP7pJDAIrh+I/ukkMAiuH4j+PwvUoXI/iP4/C9Shcj+I/ZDvfT42X4j9kO99PjZfiPzm0yHa+n+I/ObTIdr6f4j8OLbKd76fiPw4tsp3vp+I/46WbxCCw4j/jpZvEILDiP7gehetRuOI/uB6F61G44j+Nl24Sg8DiP42XbhKDwOI/YhBYObTI4j9iEFg5tMjiPzeJQWDl0OI/N4lBYOXQ4j8MAiuHFtniPwwCK4cW2eI/4XoUrkfh4j/hehSuR+HiP7bz/dR46eI/tvP91Hjp4j+LbOf7qfHiP4ts5/up8eI/YOXQItv54j9g5dAi2/niPzVeukkMAuM/NV66SQwC4z8K16NwPQrjPwrXo3A9CuM/30+Nl24S4z/fT42XbhLjP7TIdr6fGuM/tMh2vp8a4z+JQWDl0CLjP4lBYOXQIuM/XrpJDAIr4z9eukkMAivjPzMzMzMzM+M/MzMzMzMz4z8IrBxaZDvjPwisHFpkO+M/3SQGgZVD4z/dJAaBlUPjP7Kd76fGS+M/sp3vp8ZL4z+HFtnO91PjP4cW2c73U+M/XI/C9Shc4z9cj8L1KFzjPzEIrBxaZOM/MQisHFpk4z8GgZVDi2zjPwaBlUOLbOM/2/l+arx04z/b+X5qvHTjP7ByaJHtfOM/sHJoke184z+F61G4HoXjP4XrUbgeheM/WmQ730+N4z9aZDvfT43jPy/dJAaBleM/L90kBoGV4z8EVg4tsp3jPwRWDi2yneM/2c73U+Ol4z/ZzvdT46XjP65H4XoUruM/rkfhehSu4z+DwMqhRbbjP4PAyqFFtuM/WDm0yHa+4z9YObTIdr7jPy2yne+nxuM/LbKd76fG4z8CK4cW2c7jPwIrhxbZzuM/16NwPQrX4z/Xo3A9CtfjP6wcWmQ73+M/rBxaZDvf4z+BlUOLbOfjP4GVQ4ts5+M/Vg4tsp3v4z9WDi2yne/jPyuHFtnO9+M/K4cW2c734z8AAAAAAADkPwAAAAAAAOQ/1XjpJjEI5D/VeOkmMQjkP6rx0k1iEOQ/qvHSTWIQ5D9/arx0kxjkP39qvHSTGOQ/VOOlm8Qg5D9U46WbxCDkPylcj8L1KOQ/KVyPwvUo5D/+1HjpJjHkP/7UeOkmMeQ/001iEFg55D/TTWIQWDnkP6jGSzeJQeQ/qMZLN4lB5D99PzVeuknkP30/NV66SeQ/UrgehetR5D9SuB6F61HkPycxCKwcWuQ/JzEIrBxa5D/8qfHSTWLkP/yp8dJNYuQ/0SLb+X5q5D/RItv5fmrkP6abxCCwcuQ/ppvEILBy5D97FK5H4XrkP3sUrkfheuQ/UI2XbhKD5D9QjZduEoPkPyUGgZVDi+Q/JQaBlUOL5D/6fmq8dJPkP/p+arx0k+Q/z/dT46Wb5D/P91PjpZvkP6RwPQrXo+Q/pHA9Ctej5D956SYxCKzkP3npJjEIrOQ/TmIQWDm05D9OYhBYObTkPyPb+X5qvOQ/I9v5fmq85D/4U+Olm8TkP/hT46WbxOQ/zczMzMzM5D/NzMzMzMzkP6JFtvP91OQ/okW28/3U5D93vp8aL93kP3e+nxov3eQ/TDeJQWDl5D9MN4lBYOXkPyGwcmiR7eQ/IbByaJHt5D/2KFyPwvXkP/YoXI/C9eQ/y6FFtvP95D/LoUW28/3kP6AaL90kBuU/oBov3SQG5T91kxgEVg7lP3WTGARWDuU/SgwCK4cW5T9KDAIrhxblPx+F61G4HuU/H4XrUbge5T/0/dR46SblP/T91HjpJuU/yXa+nxov5T/Jdr6fGi/lP57vp8ZLN+U/nu+nxks35T9zaJHtfD/lP3Noke18P+U/SOF6FK5H5T9I4XoUrkflPx1aZDvfT+U/HVpkO99P5T/y0k1iEFjlP/LSTWIQWOU/x0s3iUFg5T/HSzeJQWDlP5zEILByaOU/nMQgsHJo5T9xPQrXo3DlP3E9CtejcOU/Rrbz/dR45T9GtvP91HjlPxsv3SQGgeU/Gy/dJAaB5T/wp8ZLN4nlP/Cnxks3ieU/xSCwcmiR5T/FILByaJHlP5qZmZmZmeU/mpmZmZmZ5T9vEoPAyqHlP28Sg8DKoeU/RIts5/up5T9Ei2zn+6nlPxkEVg4tsuU/GQRWDi2y5T/ufD81XrrlP+58PzVeuuU/w/UoXI/C5T/D9Shcj8LlP5huEoPAyuU/mG4Sg8DK5T9t5/up8dLlP23n+6nx0uU/QmDl0CLb5T9CYOXQItvlPxfZzvdT4+U/F9nO91Pj5T/sUbgehevlP+xRuB6F6+U/wcqhRbbz5T/ByqFFtvPlP5ZDi2zn++U/lkOLbOf75T9qvHSTGATmP2q8dJMYBOY/PzVeukkM5j8/NV66SQzmPxSuR+F6FOY/FK5H4XoU5j/pJjEIrBzmP+kmMQisHOY/vp8aL90k5j++nxov3STmP5MYBFYOLeY/kxgEVg4t5j9oke18PzXmP2iR7Xw/NeY/PQrXo3A95j89CtejcD3mPxKDwMqhReY/EoPAyqFF5j/n+6nx0k3mP+f7qfHSTeY/vHSTGARW5j+8dJMYBFbmP5HtfD81XuY/ke18PzVe5j9mZmZmZmbmP2ZmZmZmZuY/O99PjZdu5j8730+Nl27mPxBYObTIduY/EFg5tMh25j/l0CLb+X7mP+XQItv5fuY/ukkMAiuH5j+6SQwCK4fmP4/C9Shcj+Y/j8L1KFyP5j9kO99PjZfmP2Q730+Nl+Y/ObTIdr6f5j85tMh2vp/mPw4tsp3vp+Y/Di2yne+n5j/jpZvEILDmP+Olm8QgsOY/uB6F61G45j+4HoXrUbjmP42XbhKDwOY/jZduEoPA5j9iEFg5tMjmP2IQWDm0yOY/N4lBYOXQ5j83iUFg5dDmPwwCK4cW2eY/DAIrhxbZ5j/hehSuR+HmP+F6FK5H4eY/tvP91Hjp5j+28/3UeOnmP4ts5/up8eY/i2zn+6nx5j9g5dAi2/nmP2Dl0CLb+eY/NV66SQwC5z81XrpJDALnPwrXo3A9Cuc/CtejcD0K5z/fT42XbhLnP99PjZduEuc/tMh2vp8a5z+0yHa+nxrnP4lBYOXQIuc/iUFg5dAi5z9eukkMAivnP166SQwCK+c/MzMzMzMz5z8zMzMzMzPnPwisHFpkO+c/CKwcWmQ75z/dJAaBlUPnP90kBoGVQ+c/sp3vp8ZL5z+yne+nxkvnP4cW2c73U+c/hxbZzvdT5z9cj8L1KFznP1yPwvUoXOc/MQisHFpk5z8xCKwcWmTnPwaBlUOLbOc/BoGVQ4ts5z/b+X5qvHTnP9v5fmq8dOc/sHJoke185z+wcmiR7XznP4XrUbgehec/hetRuB6F5z9aZDvfT43nP1pkO99Pjec/L90kBoGV5z8v3SQGgZXnPwRWDi2ynec/BFYOLbKd5z/ZzvdT46XnP9nO91Pjpec/rkfhehSu5z+uR+F6FK7nP4PAyqFFtuc/g8DKoUW25z9YObTIdr7nP1g5tMh2vuc/LbKd76fG5z8tsp3vp8bnPwIrhxbZzuc/AiuHFtnO5z/Xo3A9CtfnP9ejcD0K1+c/rBxaZDvf5z+sHFpkO9/nP4GVQ4ts5+c/gZVDi2zn5z9WDi2yne/nP1YOLbKd7+c/K4cW2c735z8rhxbZzvfnPwAAAAAAAOg/AAAAAAAA6D/VeOkmMQjoP9V46SYxCOg/qvHSTWIQ6D+q8dJNYhDoP39qvHSTGOg/f2q8dJMY6D9U46WbxCDoP1TjpZvEIOg/KVyPwvUo6D8pXI/C9SjoP/7UeOkmMeg//tR46SYx6D/TTWIQWDnoP9NNYhBYOeg/qMZLN4lB6D+oxks3iUHoP30/NV66Seg/fT81XrpJ6D9SuB6F61HoP1K4HoXrUeg/JzEIrBxa6D8nMQisHFroP/yp8dJNYug//Knx0k1i6D/RItv5fmroP9Ei2/l+aug/ppvEILBy6D+mm8QgsHLoP3sUrkfheug/exSuR+F66D9QjZduEoPoP1CNl24Sg+g/JQaBlUOL6D8lBoGVQ4voP/p+arx0k+g/+n5qvHST6D/P91PjpZvoP8/3U+Olm+g/pHA9Ctej6D+kcD0K16PoP3npJjEIrOg/eekmMQis6D9OYhBYObToP05iEFg5tOg/I9v5fmq86D8j2/l+arzoP/hT46WbxOg/+FPjpZvE6D/NzMzMzMzoP83MzMzMzOg/okW28/3U6D+iRbbz/dToP3e+nxov3eg/d76fGi/d6D9MN4lBYOXoP0w3iUFg5eg/IbByaJHt6D8hsHJoke3oP/YoXI/C9eg/9ihcj8L16D/LoUW28/3oP8uhRbbz/eg/oBov3SQG6T+gGi/dJAbpP3WTGARWDuk/dZMYBFYO6T9KDAIrhxbpP0oMAiuHFuk/H4XrUbge6T8fhetRuB7pP/T91HjpJuk/9P3UeOkm6T/Jdr6fGi/pP8l2vp8aL+k/nu+nxks36T+e76fGSzfpP3Noke18P+k/c2iR7Xw/6T9I4XoUrkfpP0jhehSuR+k/HVpkO99P6T8dWmQ730/pP/LSTWIQWOk/8tJNYhBY6T/HSzeJQWDpP8dLN4lBYOk/nMQgsHJo6T+cxCCwcmjpP3E9CtejcOk/cT0K16Nw6T9GtvP91HjpP0a28/3UeOk/Gy/dJAaB6T8bL90kBoHpP/Cnxks3iek/8KfGSzeJ6T/FILByaJHpP8UgsHJokek/mpmZmZmZ6T+amZmZmZnpP28Sg8DKoek/bxKDwMqh6T9Ei2zn+6npP0SLbOf7qek/GQRWDi2y6T8ZBFYOLbLpP+58PzVeuuk/7nw/NV666T/D9Shcj8LpP8P1KFyPwuk/mG4Sg8DK6T+YbhKDwMrpP23n+6nx0uk/bef7qfHS6T9CYOXQItvpP0Jg5dAi2+k/F9nO91Pj6T8X2c73U+PpP+xRuB6F6+k/7FG4HoXr6T/ByqFFtvPpP8HKoUW28+k/lkOLbOf76T+WQ4ts5/vpP2q8dJMYBOo/arx0kxgE6j8/NV66SQzqPz81XrpJDOo/FK5H4XoU6j8UrkfhehTqP+kmMQisHOo/6SYxCKwc6j++nxov3STqP76fGi/dJOo/kxgEVg4t6j+TGARWDi3qP2iR7Xw/Neo/aJHtfD816j89CtejcD3qPz0K16NwPeo/EoPAyqFF6j8Sg8DKoUXqP+f7qfHSTeo/5/up8dJN6j+8dJMYBFbqP7x0kxgEVuo/ke18PzVe6j+R7Xw/NV7qP2ZmZmZmZuo/ZmZmZmZm6j8730+Nl27qPzvfT42Xbuo/EFg5tMh26j8QWDm0yHbqP+XQItv5fuo/5dAi2/l+6j+6SQwCK4fqP7pJDAIrh+o/j8L1KFyP6j+PwvUoXI/qP2Q730+Nl+o/ZDvfT42X6j85tMh2vp/qPzm0yHa+n+o/Di2yne+n6j8OLbKd76fqP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\"},\"shape\":[2000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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1bmKIUA/+PYQu4ohQD/49hC7iiFAavr/8jmMIUBq+v/yOYwhQJ4jELhHjCFAniMQuEeMIUBs+MVMT4whQGz4xUxPjCFAFjnt7XaMIUAWOe3tdowhQGSBTPeWjCFAZIFM95aMIUC08J+omIwhQLTwn6iYjCFAnUgVrciMIUCdSBWtyIwhQGmdGRnQjCFAaZ0ZGdCMIUC1qQg0B40hQLWpCDQHjSFA8A4qnTuNIUDwDiqdO40hQDPzJJJJjSFAM/MkkkmNIUCHjRHSSY0hQIeNEdJJjSFAiwAeTtaNIUCLAB5O1o0hQFUcPFD4jSFAVRw8UPiNIUByk13fG44hQHKTXd8bjiFANGw1WTWOIUA0bDVZNY4hQNrTfmlHjiFA2tN+aUeOIUDfWCKAkY4hQN9YIoCRjiFAEIYkqKqOIUAQhiSoqo4hQIA5qZHQjyFAgDmpkdCPIUC4i8S4LZAhQLiLxLgtkCFAa4dIcqiQIUBrh0hyqJAhQJSCpQGtkCFAlIKlAa2QIUCNVxUnMZEhQI1XFScxkSFAVkHtejSRIUBWQe16NJEhQBdp3M1ukSFAF2nczW6RIUAXSfec3JEhQBdJ95zckSFA+PlXykmSIUD4+VfKSZIhQAndqv+skiFACd2q/6ySIUCuLrVC85IhQK4utULzkiFAfhqF2waTIUB+GoXbBpMhQCnH72wykyFAKcfvbDKTIUAmm7tCfZMhQCabu0J9kyFAT/MhxemTIUBP8yHF6ZMhQMbcCVAVlCFAxtwJUBWUIUAwVwcXKpQhQDBXBxcqlCFAmMj6Vz+UIUCYyPpXP5QhQEJU8zlBlCFAQlTzOUGUIUDl7h8sOJUhQOXuHyw4lSFA/PH2KjuVIUD88fYqO5UhQNK4UXdXlSFA0rhRd1eVIUDzbHYdAZYhQPNsdh0BliFAGWdE4g6WIUAZZ0TiDpYhQLiiIv6iliFAuKIi/qKWIUC/o2zrrJYhQL+jbOusliFAnQE1kMWWIUCdATWQxZYhQCbGrZrVliFAJsatmtWWIUAg0Rpf1pYhQCDRGl/WliFALYnqZriXIUAtiepmuJchQJfiBCYRmCFAl+IEJhGYIUB3H8AVHJghQHcfwBUcmCFA8Aza5yqYIUDwDNrnKpghQAUkYH1cmCFABSRgfVyYIUD5Ic+HXZghQPkhz4ddmCFAGi5gC2eYIUAaLmALZ5ghQHW/GQR3mCFAdb8ZBHeYIUC79W70lZghQLv1bvSVmCFAqif1CsyYIUCqJ/UKzJghQFgaKiFkmSFAWBoqIWSZIUBBP3ivRJohQEE/eK9EmiFAfcfOjYCaIUB9x86NgJohQDk1YCDHmiFAOTVgIMeaIUAK5+NSBJwhQArn41IEnCFAMmrvvBmcIUAyau+8GZwhQIgNWnWbnCFAiA1adZucIUCqEAKZoZwhQKoQApmhnCFADFNMIKOcIUAMU0wgo5whQKATGxcdnSFAoBMbFx2dIUAvoGf7Qp0hQC+gZ/tCnSFAlEIrGUedIUCUQisZR50hQH7BN3dxnSFAfsE3d3GdIUCYuoO4zZ0hQJi6g7jNnSFAFi46xIyeIUAWLjrEjJ4hQGzLvYKeniFAbMu9gp6eIUALx/17sZ4hQAvH/XuxniFAZ8NVh7ueIUBnw1WHu54hQH+GEMDuniFAf4YQwO6eIUBJg9az754hQEmD1rPvniFADdMGnr2fIUAN0waevZ8hQC94ttbrnyFAL3i21uufIUChkWgB+J8hQKGRaAH4nyFAcgdfiwCgIUByB1+LAKAhQD1s8CoroCFAPWzwKiugIUAuOS9B3aAhQC45L0HdoCFAChxg1uKgIUAKHGDW4qAhQJ/7l0H7oSFAn/uXQfuhIUAe0LZQb6IhQB7QtlBvoiFAbVrbc5yiIUBtWttznKIhQNPoCfOgoiFA0+gJ86CiIUCkCoT7vKIhQKQKhPu8oiFACkPmlxCjIUAKQ+aXEKMhQFBOmTZxoyFAUE6ZNnGjIUBvReLMs6MhQG9F4syzoyFAZPe2jNijIUBk97aM2KMhQOpf8e7ioyFA6l/x7uKjIUATkXqUpaQhQBORepSlpCFAwZz63nGlIUDBnPrecaUhQPAlodfTpSFA8CWh19OlIUByQMO476UhQHJAw7jvpSFAkeStLwymIUCR5K0vDKYhQCZRYFi+piFAJlFgWL6mIUBzXEVw66YhQHNcRXDrpiFAqmW2ZAenIUCqZbZkB6chQEy2aU4SpyFATLZpThKnIUBz4F+eYqchQHPgX55ipyFADCOw5oanIUAMI7DmhqchQJdUm/WVpyFAl1Sb9ZWnIUCGYYyR2achQIZhjJHZpyFAnxNuBHKoIUCfE24EcqghQLq6uel+qCFAurq56X6oIUANQbI0t6ghQA1BsjS3qCFARaqDq8eoIUBFqoOrx6ghQC7EiIveqCFALsSIi96oIUBF5fno5aghQEXl+ejlqCFAGuhB2hSpIUAa6EHaFKkhQJAUOPozqSFAkBQ4+jOpIUAhxDolRKkhQCHEOiVEqSFA5elqSHOpIUDl6WpIc6khQNm1EE3XqSFA2bUQTdepIUBmyzUnZ6ohQGbLNSdnqiFAOQUPmWiqIUA5BQ+ZaKohQGlmhMx/qiFAaWaEzH+qIUBnPMaFmKohQGc8xoWYqiFAeCT6tpiqIUB4JPq2mKohQFqYSBmzqiFAWphIGbOqIUCPhzOe5qohQI+HM57mqiFABsTrOO+qIUAGxOs476ohQDtoIoU4qyFAO2gihTirIUBTUnLhS6shQFNScuFLqyFAT11FS1SrIUBPXUVLVKshQEUACjKxqyFARQAKMrGrIUBiv3oOcawhQGK/eg5xrCFAidmMqaGsIUCJ2YypoawhQGoVpsD0rCFAahWmwPSsIUDA8sl5Qq0hQMDyyXlCrSFAavXgEkutIUBq9eASS60hQKBGfIy7rSFAoEZ8jLutIUD3eZZENa4hQPd5lkQ1riFAXTJn6m2uIUBdMmfqba4hQHgfh+aDriFAeB+H5oOuIUDO4Q4ziK4hQM7hDjOIriFAh0J1DsSuIUCHQnUOxK4hQED45NfJriFAQPjk18muIUCNIbiZVK8hQI0huJlUryFA9RfD2qCvIUD1F8PaoK8hQJJQALW1ryFAklAAtbWvIUDp7gkJ868hQOnuCQnzryFACsmC4AOwIUAKyYLgA7AhQLC8MsFAsCFAsLwywUCwIUCycV94VrAhQLJxX3hWsCFAJikor32wIUAmKSivfbAhQFz0ycjHsCFAXPTJyMewIUBrZQgWy7AhQGtlCBbLsCFAcMpBy+CwIUBwykHL4LAhQFVFgwl5sSFAVUWDCXmxIUA3Q7sdG7IhQDdDux0bsiFAxJ2sFSKyIUDEnawVIrIhQE5GrU1VsiFATkatTVWyIUBP3E1pXrIhQE/cTWlesiFAsPJdN3CyIUCw8l03cLIhQGMF6trfsiFAYwXq2t+yIUD7beXf9rIhQPtt5d/2siFA2TMSG0ezIUDZMxIbR7MhQKuixxHwsyFAq6LHEfCzIUCsLrLHL7QhQKwusscvtCFAiNiex8O0IUCI2J7Hw7QhQLzCVnfMtCFAvMJWd8y0IUBtpxERGrUhQG2nEREatSFAB2xiLyK1IUAHbGIvIrUhQDyGet0qtSFAPIZ63Sq1IUDhyfvjMrUhQOHJ++MytSFARw+y9Uu1IUBHD7L1S7UhQEpdB+iQtSFASl0H6JC1IUCLTUyDpbUhQItNTIOltSFA7pbyVAm2IUDulvJUCbYhQHXI86MLtiFAdcjzowu2IUDgORKCWLYhQOA5EoJYtiFALtRY05m2IUAu1FjTmbYhQJKc56fEtiFAkpznp8S2IUDz/xF9J7chQPP/EX0ntyFAjyu5ECm3IUCPK7kQKbchQE29BvlztyFATb0G+XO3IUDySslie7chQPJKyWJ7tyFApzoOrg+4IUCnOg6uD7ghQL3+G74auCFAvf4bvhq4IUBf86L6PbghQF/zovo9uCFAlgQxw024IUCWBDHDTbghQEjAw+SZuCFASMDD5Jm4IUAyZ7oDprghQDJnugOmuCFALy7hoaq4IUAvLuGhqrghQBqkf9ojuSFAGqR/2iO5IUBBC/TsP7khQEEL9Ow/uSFA1yuB9aq5IUDXK4H1qrkhQLyfBZuuuSFAvJ8Fm665IUAiGYF+w7khQCIZgX7DuSFAIfMLctS5IUAh8wty1LkhQPB8fLPWuSFA8Hx8s9a5IUDscdq867khQOxx2rzruSFAvu8zpSK6IUC+7zOlIrohQNzYTdwvuiFA3NhN3C+6IUA9+W4PjbohQD35bg+NuiFAQ4Mcc6m6IUBDgxxzqbohQCruFxgmuyFAKu4XGCa7IUCvH0NPRrshQK8fQ09GuyFAh8ZOfJC7IUCHxk58kLshQPI3OvvMuyFA8jc6+8y7IUAbIe054bshQBsh7TnhuyFAdH8Z8vK7IUB0fxny8rshQM8ipMr3uyFAzyKkyve7IUA5kJxeLLwhQDmQnF4svCFAYv3ljT+8IUBi/eWNP7whQBeR3p1WvCFAF5HenVa8IUAwiaaPabwhQDCJpo9pvCFAeUxJzqC8IUB5TEnOoLwhQJaAcCjYvCFAloBwKNi8IUABzsyS/LwhQAHOzJL8vCFAZIJsh2G9IUBkgmyHYb0hQEVJAJOOvSFARUkAk469IUBlWNqfp70hQGVY2p+nvSFAPUIyMku+IUA9QjIyS74hQDUM+xWyviFANQz7FbK+IUDSSZq+yb4hQNJJmr7JviFAw4Eeo+S+IUDDgR6j5L4hQH4GBKArvyFAfgYEoCu/IUBf3I9cP78hQF/cj1w/vyFAp9fsA0a/IUCn1+wDRr8hQAKYHfOFvyFAApgd84W/IUC7Nho7jb8hQLs2GjuNvyFAvtciG7q/IUC+1yIbur8hQPGR5QX+vyFA8ZHlBf6/IUD9D6StUcAhQP0PpK1RwCFAcePlAVrAIUBx4+UBWsAhQCsyY/gHwSFAKzJj+AfBIUBI0l8DCsEhQEjSXwMKwSFAtdWN6EnBIUC11Y3oScEhQLzYdbmMwSFAvNh1uYzBIUAo6Qs3RMIhQCjpCzdEwiFAoChyw3HCIUCgKHLDccIhQJKqi76BwiFAkqqLvoHCIUBgXNioocIhQGBc2KihwiFAZdDon6fCIUBl0Oifp8IhQDILqXuswiFAMgupe6zCIUCMDpHHusIhQIwOkce6wiFAj6wAaNrCIUCPrABo2sIhQI00vREwwyFAjTS9ETDDIUDGD1vnMsMhQMYPW+cywyFAbNTeg77DIUBs1N6DvsMhQGaNrXEexCFAZo2tcR7EIUCuDBK+nsQhQK4MEr6exCFAje2PriHFIUCN7Y+uIcUhQLi0ytOnxSFAuLTK06fFIUAa8PAtrcUhQBrw8C2txSFAX0TDn+XFIUBfRMOf5cUhQMAp0+rwxSFAwCnT6vDFIUBd4utn9sUhQF3i62f2xSFAWqkmN//FIUBaqSY3/8UhQAQFyh4kxiFABAXKHiTGIUDXh01QOcYhQNeHTVA5xiFACpS8IY7GIUAKlLwhjsYhQJ7drjA/xyFAnt2uMD/HIUC9LsnwXcchQL0uyfBdxyFAjpFEiYbHIUCOkUSJhschQEHtHsuHxyFAQe0ey4fHIUCjbQT/oschQKNtBP+ixyFADxzICkjIIUAPHMgKSMghQAU7Yn5uyCFABTtifm7IIUDUbZO/p8ghQNRtk7+nyCFAdvvckjHJIUB2+9ySMckhQMl00JhJySFAyXTQmEnJIUA04MGxfckhQDTgwbF9ySFAFY9Vy5DJIUAVj1XLkMkhQLIx8CSWySFAsjHwJJbJIUBlg1g1pMkhQGWDWDWkySFA9NIy1KzJIUD00jLUrMkhQOP5RZ3RySFA4/lFndHJIUDqWNm2EMohQOpY2bYQyiFAdDbrnR/KIUB0NuudH8ohQCgvX1RwyiFAKC9fVHDKIUBQMBX6qMohQFAwFfqoyiFAyu3/6LbKIUDK7f/otsohQMok1Ze6yiFAyiTVl7rKIUDvnsFV+sohQO+ewVX6yiFASEM00yjLIUBIQzTTKMshQIR7a19SyyFAhHtrX1LLIUDnnzgUvcshQOefOBS9yyFAs0RXBPzLIUCzRFcE/MshQBgC/zZMzCFAGAL/NkzMIUCK85WGUswhQIrzlYZSzCFAYyQwFHvMIUBjJDAUe8whQKN1rAYAzSFAo3WsBgDNIUAv5nrXIs0hQC/metcizSFAKqKHIzbNIUAqoocjNs0hQGhjI388zSFAaGMjfzzNIUBPOLRJTs0hQE84tElOzSFAYDNPB2bNIUBgM08HZs0hQLHp1fGwzSFAsenV8bDNIUBYB8Lhvs0hQFgHwuG+zSFA+yTL9MjNIUD7JMv0yM0hQB+ZO0rTzSFAH5k7StPNIUBxUFxNT84hQHFQXE1PziFAmg3B4G3OIUCaDcHgbc4hQIxMIy+wziFAjEwjL7DOIUCSs1kxSc8hQJKzWTFJzyFAwrAhJ1vPIUDCsCEnW88hQJIob3RczyFAkihvdFzPIUCMLVZMc88hQIwtVkxzzyFA2F9mJZLPIUDYX2Ylks8hQE2wlrHezyFATbCWsd7PIUASrjEjStAhQBKuMSNK0CFA183V+lLQIUDXzdX6UtAhQMkfE3Ly0CFAyR8TcvLQIUDkRkLMO9EhQORGQsw70SFAD5GeHJnRIUAPkZ4cmdEhQKpS7EHZ0SFAqlLsQdnRIUC++S14ENIhQL75LXgQ0iFASg8gGSjSIUBKDyAZKNIhQKXKUgFO0iFApcpSAU7SIUB2GYQXcdIhQHYZhBdx0iFAf6DVUpnSIUB/oNVSmdIhQAifKi/Z0yFACJ8qL9nTIUAHwp7zBNQhQAfCnvME1CFAuaJL9ZrUIUC5okv1mtQhQNS2Kc2c1CFA1LYpzZzUIUDVZnxjotQhQNVmfGOi1CFAkIkF1CbVIUCQiQXUJtUhQJBUmNc91SFAkFSY1z3VIUDCizQjdtUhQMKLNCN21SFAO+LnHJDVIUA74ucckNUhQNBCoojc1SFA0EKiiNzVIUC204baEdYhQLbThtoR1iFAEltmeFbWIUASW2Z4VtYhQGAlvt631iFAYCW+3rfWIUD+EFGM/dYhQP4QUYz91iFAaK992rDXIUBor33asNchQKtYnksv2CFAq1ieSy/YIUCntEOjWdghQKe0Q6NZ2CFAPGr2/lvYIUA8avb+W9ghQEFymLFr2CFAQXKYsWvYIUDBKQkLoNghQMEpCQug2CFA3k0ZRcvYIUDeTRlFy9ghQL5lw7ra2CFAvmXDutrYIUAg76dbTNkhQCDvp1tM2SFAhDka2FLZIUCEORrYUtkhQMTdgu5V2SFAxN2C7lXZIUA5/RITXtkhQDn9EhNe2SFAGU00iuHZIUAZTTSK4dkhQA+MeHz72SFAD4x4fPvZIUCjlNChStohQKOU0KFK2iFAofeucgDbIUCh965yANshQDtX+9FE2yFAO1f70UTbIUCD4N+XkdshQIPg35eR2yFA0nIYUs3bIUDSchhSzdshQLOhk07Z2yFAs6GTTtnbIUCdA9tL99shQJ0D20v32yFApT+8ynbcIUClP7zKdtwhQGRgFHyt3CFAZGAUfK3cIUB+J2ckytwhQH4nZyTK3CFASkRaXS3dIUBKRFpdLd0hQFzrKMVg3SFAXOsoxWDdIUCpbh0BaN0hQKluHQFo3SFACz+t8ITdIUALP63whN0hQNB0ENGR3SFA0HQQ0ZHdIUDQfjaUk90hQNB+NpST3SFAsNVXmaTdIUCw1VeZpN0hQBDCfeSu3SFAEMJ95K7dIUDdWY70w90hQN1ZjvTD3SFAZV9N0sXdIUBlX03Sxd0hQHJUt40P3iFAclS3jQ/eIUA2N/kOYt4hQDY3+Q5i3iFAmAWazXfeIUCYBZrNd94hQEE+YUm03iFAQT5hSbTeIUDEuOzbfd8hQMS47Nt93yFAvyDRIKTfIUC/INEgpN8hQFO95wMC4CFAU73nAwLgIUChdceZlOAhQKF1x5mU4CFAuUmDoKrgIUC5SYOgquAhQGvQIwm94CFAa9AjCb3gIUDJN6HWduEhQMk3odZ24SFAL7QQQIPiIUAvtBBAg+IhQK2FCDQn4yFArYUINCfjIUCZGWPQ4uMhQJkZY9Di4yFAirivjenjIUCKuK+N6eMhQLud4EkD5CFAu53gSQPkIUBgChLIBOQhQGAKEsgE5CFAgluEDiTkIUCCW4QOJOQhQG0E9d1J5CFAbQT13UnkIUBkKjG0WOQhQGQqMbRY5CFAZnIfd8PkIUBmch93w+QhQGtKC/H15CFAa0oL8fXkIUAi9MUCM+UhQCL0xQIz5SFAaBq3ukrlIUBoGre6SuUhQAfI/q9S5SFAB8j+r1LlIUCB+kpzVOUhQIH6SnNU5SFAor2uR1/lIUCiva5HX+UhQHSUx1dp5SFAdJTHV2nlIUC0FS+dbeUhQLQVL51t5SFAhs3yfJLlIUCGzfJ8kuUhQLgeqc2i5SFAuB6pzaLlIUDkmHbAseUhQOSYdsCx5SFAow/71T3mIUCjD/vVPeYhQH/FTa1n5iFAf8VNrWfmIUBpZ5EeeeYhQGlnkR555iFAEGqoYKbmIUAQaqhgpuYhQP5vFS2w5iFA/m8VLbDmIUDZRPeJIechQNlE94kh5yFA0aD3A2PnIUDRoPcDY+chQHKwxLCo5yFAcrDEsKjnIUBXh4RX9uchQFeHhFf25yFAsLex2gnoIUCwt7HaCeghQAClVpMe6CFAAKVWkx7oIUA7CnwcveghQDsKfBy96CFA8lVFY9/oIUDyVUVj3+ghQGQf7MIT6SFAZB/swhPpIUApWKT5zukhQClYpPnO6SFA0DUJYOzpIUDQNQlg7OkhQGIfZ9756SFAYh9n3vnpIUB232rpGeohQHbfaukZ6iFAIZvhJiPqIUAhm+EmI+ohQDDJbTZe6iFAMMltNl7qIUAj2Qu0j+ohQCPZC7SP6iFAqD7fT5jqIUCoPt9PmOohQIs2vn/C6iFAiza+f8LqIUCys5rR5+ohQLKzmtHn6iFAxzWeTjrrIUDHNZ5OOushQLmDB1Nf6yFAuYMHU1/rIUBEhm1oeOshQESGbWh46yFAVqEZY3/rIUBWoRljf+shQNB7tpyJ6yFA0Hu2nInrIUAHd54wpeshQAd3njCl6yFAqOng4ebrIUCo6eDh5ushQB9TZpUP7CFAH1NmlQ/sIUB9KhBNquwhQH0qEE2q7CFAlAUfTuDsIUCUBR9O4OwhQOZx8y3s7CFA5nHzLezsIUCWLJOELe0hQJYsk4Qt7SFAgXRC5TftIUCBdELlN+0hQNCKtjJR7SFA0Iq2MlHtIUADgaoyU+0hQAOBqjJT7SFAS+J+gd3tIUBL4n6B3e0hQNOxGlMD7iFA07EaUwPuIUCQdaFBU+4hQJB1oUFT7iFA2xzabNPuIUDbHNps0+4hQOdOVPvC7yFA505U+8LvIUCw6eqJM/AhQLDp6okz8CFA/L4zUF3wIUD8vjNQXfAhQBQyiLqq8CFAFDKIuqrwIUCONddV4PAhQI4111Xg8CFA8VTbCfjwIUDxVNsJ+PAhQK5jGpww8SFArmManDDxIUAJlV3QTfEhQAmVXdBN8SFAyryGILrxIUDKvIYguvEhQN39v3UW8iFA3f2/dRbyIUD7FpikGvIhQPsWmKQa8iFAForzrV3yIUAWivOtXfIhQOu3fShq8iFA67d9KGryIUCMJBY31fIhQIwkFjfV8iFAzi9p9wzzIUDOL2n3DPMhQMXs+x2+8yFAxez7Hb7zIUCFSXzOE/QhQIVJfM4T9CFAEHh2VSD0IUAQeHZVIPQhQHvM5apI9CFAe8zlqkj0IUDOKAjXC/UhQM4oCNcL9SFAL6V5t0/1IUAvpXm3T/UhQD+dxp9g9SFAP53Gn2D1IUAHW61AlvUhQAdbrUCW9SFAlS0hRMz1IUCVLSFEzPUhQA6MoA3V9SFADoygDdX1IUCdQ1Q1I/YhQJ1DVDUj9iFAVqmymk72IUBWqbKaTvYhQJ7F0Olc9iFAnsXQ6Vz2IUB2c54IbvYhQHZznghu9iFAjKteyov2IUCMq17Ki/YhQMHKwDmO9iFAwcrAOY72IUDsWnf88fYhQOxad/zx9iFA2DQkoiX3IUDYNCSiJfchQLIBSU2N9yFAsgFJTY33IUC9+tmCk/chQL362YKT9yFAItfZHQj4IUAi19kdCPghQKj+prUL+CFAqP6mtQv4IUCpec5PsfghQKl5zk+x+CFAKt/HjoD5IUAq38eOgPkhQFNjVr+a+SFAU2NWv5r5IUDEBzMx+PkhQMQHMzH4+SFAj8V3rtv6IUCPxXeu2/ohQPG5BQwq+yFA8bkFDCr7IUDsPXpcbvshQOw9elxu+yFAvzIXdJ/7IUC/Mhd0n/shQD2YQLfq+yFAPZhAt+r7IUAUkrGLPvwhQBSSsYs+/CFA0K0bF0D8IUDQrRsXQPwhQA3haim+/CFADeFqKb78IUCD8uQSe/0hQIPy5BJ7/SFAIsiWe6/9IUAiyJZ7r/0hQL8T1yFp/iFAvxPXIWn+IUA/KwzF6/4hQD8rDMXr/iFAr4X1tCb/IUCvhfW0Jv8hQDjT7+CH/yFAONPv4If/IUC/nisqkf8hQL+eKyqR/yFAIEkCVZb/IUAgSQJVlv8hQCUBK5rw/yFAJQErmvD/IUA4g4myLAAiQDiDibIsACJAtvkj3GEAIkC2+SPcYQAiQMc3clGqACJAxzdyUaoAIkC3qUppxAAiQLepSmnEACJAXRx129QAIkBdHHXb1AAiQNDUGIaSASJA0NQYhpIBIkDEZtOnrAEiQMRm06esASJAXU5fVL4BIkBdTl9UvgEiQEB7T0JaAiJAQHtPQloCIkA9jdpUYAIiQD2N2lRgAiJAorHIpIUCIkCiscikhQIiQCb5Shr/AiJAJvlKGv8CIkDYcW++VQMiQNhxb75VAyJAJqe5A5EDIkAmp7kDkQMiQEqbiJyeAyJASpuInJ4DIkDnCzz9xAMiQOcLPP3EAyJAZzB5dsUDIkBnMHl2xQMiQIVplUDtAyJAhWmVQO0DIkBl2GpebQQiQGXYal5tBCJAamBMc6IEIkBqYExzogQiQFey/9u3BCJAV7L/27cEIkAVeUXG1gQiQBV5RcbWBCJAtVUHO+4EIkC1VQc77gQiQGk2niI4BSJAaTaeIjgFIkB0acVjdQUiQHRpxWN1BSJAkl8IHu4FIkCSXwge7gUiQNkG+XT3BSJA2Qb5dPcFIkBj9wCuMAYiQGP3AK4wBiJAk9mAdzgGIkCT2YB3OAYiQBzToGxgBiJAHNOgbGAGIkC2D7q2kAYiQLYPuraQBiJAQsCN3k8HIkBCwI3eTwciQE7T1iX3ByJATtPWJfcHIkBw+mBM+AgiQHD6YEz4CCJALxvUr2wJIkAvG9SvbAkiQHu/SmMgCiJAe79KYyAKIkCAgrGVsAoiQICCsZWwCiJA+XQg/CILIkD5dCD8IgsiQNBCqJvLCyJA0EKom8sLIkDwUASK7QsiQPBQBIrtCyJAY731dTIMIkBjvfV1MgwiQG/onCO/DCJAb+icI78MIkDBbvqdCA0iQMFu+p0IDSJA0BHQGfcOIkDQEdAZ9w4iQKQO7GsLDyJApA7sawsPIkC5ZoULEg8iQLlmhQsSDyJAqK/QXDkPIkCor9BcOQ8iQEKvudBCDyJAQq+50EIPIkCdja1aUQ8iQJ2NrVpRDyJAGZ5Pj5QPIkAZnk+PlA8iQIdf2xYVECJAh1/bFhUQIkD48b86MRAiQPjxvzoxECJAuE8TK4QQIkC4TxMrhBAiQDqmP+C4ECJAOqY/4LgQIkA/DlH+QxIiQD8OUf5DEiJAX53R30oSIkBfndHfShIiQEirkqN2EiJASKuSo3YSIkAacYpcfhIiQBpxilx+EiJATQK4V8gSIkBNArhXyBIiQHI3LNrsEiJAcjcs2uwSIkBloxql7BQiQGWjGqXsFCJAE1+Xbi4VIkATX5duLhUiQJMLu61QFSJAkwu7rVAVIkBm+RVkkxUiQGb5FWSTFSJAiL0QrsEVIkCIvRCuwRUiQDooD3I1FiJAOigPcjUWIkCOVvMHHxciQI5W8wcfFyJAnbX59EIXIkCdtfn0QhciQJvYJvHyFyJAm9gm8fIXIkBitCB4+BciQGK0IHj4FyJApplKp0QYIkCmmUqnRBgiQBMNUBfsGCJAEw1QF+wYIkDIu0vlFRkiQMi7S+UVGSJA9X87dEsZIkD1fzt0SxkiQI4ey9eiGSJAjh7L16IZIkAu56LkuhkiQC7nouS6GSJApsquMMAZIkCmyq4wwBkiQI6ZQP7zGSJAjplA/vMZIkCACe+/lBoiQIAJ77+UGiJATwspXZ8aIkBPCyldnxoiQCSQwRfYGiJAJJDBF9gaIkArxtU6cxsiQCvG1TpzGyJApwdyVo8bIkCnB3JWjxsiQMKb/qrmGyJAwpv+quYbIkCKt/MkTBwiQIq38yRMHCJAqZt373McIkCpm3fvcxwiQK/Ad2xNHSJAr8B3bE0dIkBd67ZTZh0iQF3rtlNmHSJAmJz0pcodIkCYnPSlyh0iQAHuPxzyHSJAAe4/HPIdIkCpkX0qFx4iQKmRfSoXHiJARR3jvFoeIkBFHeO8Wh4iQHvUj+hqHiJAe9SP6GoeIkDCmKEJex4iQMKYoQl7HiJAzUT07UYfIkDNRPTtRh8iQNyFbhZPHyJA3IVuFk8fIkB626jz0R8iQHrbqPPRHyJA7dG/0pAgIkDt0b/SkCAiQBvtKpIqISJAG+0qkiohIkDEeyRjSiIiQMR7JGNKIiJAXOgZI1kjIkBc6BkjWSMiQDsh/I7nIyJAOyH8jucjIkBAhfbb7CMiQECF9tvsIyJAzh6QRBIkIkDOHpBEEiQiQOC894UlJCJA4Lz3hSUkIkBga+G1piQiQGBr4bWmJCJAeAPJGqwkIkB4A8karCQiQBJeQmEGJSJAEl5CYQYlIkDRugKvKyUiQNG6Aq8rJSJASQk3ILMlIkBJCTcgsyUiQJCDT9lKJiJAkINP2UomIkCn1JK+aCYiQKfUkr5oJiJA2JA8FSUoIkDYkDwVJSgiQLzUe21VKCJAvNR7bVUoIkAktE2x4ygiQCS0TbHjKCJAeCVMoBMpIkB4JUygEykiQAaHyJ95KSJABofIn3kpIkATKwO7CyoiQBMrA7sLKiJAd1qTmnsqIkB3WpOaeyoiQMz0eyHeKiJAzPR7Id4qIkBu/dk+RCsiQG792T5EKyJA+XFWEMYrIkD5cVYQxisiQFuDqsbiKyJAW4OqxuIrIkDg6glA5isiQODqCUDmKyJAkvcA31AsIkCS9wDfUCwiQLfWW1uxLCJAt9ZbW7EsIkDfmqy4Bi0iQN+arLgGLSJAiLmt1gotIkCIua3WCi0iQGp7HdH2LSJAansd0fYtIkDtBQ9yfi4iQO0FD3J+LiJAq8rL7vEuIkCrysvu8S4iQBJBxdYKLyJAEkHF1govIkD885CTZi8iQPzzkJNmLyJAyRrpt6svIkDJGum3qy8iQD7DP4C4LyJAPsM/gLgvIkDQy6Qd1C8iQNDLpB3ULyJAd3yd8fUvIkB3fJ3x9S8iQJRwPfE7MCJAlHA98TswIkAa8CmheDAiQBrwKaF4MCJA0BEke8IwIkDQESR7wjAiQHcBp9tcMSJAdwGn21wxIkDkptZ3czEiQOSm1ndzMSJAUenuZs4xIkBR6e5mzjEiQGCjgpMRMiJAYKOCkxEyIkBTDy3xOjIiQFMPLfE6MiJAaeTXDWgyIkBp5NcNaDIiQH/a/QGDMyJAf9r9AYMzIkChxkxJwzMiQKHGTEnDMyJAbh3Shv00IkBuHdKG/TQiQO86woyKNSJA7zrCjIo1IkAQBv3LxjUiQBAG/cvGNSJAJ2vAD841IkAna8APzjUiQLxASfo6NiJAvEBJ+jo2IkBhX2LBZTYiQGFfYsFlNiJAa4ki37I2IkBriSLfsjYiQLuKTuzvNiJAu4pO7O82IkDq/h9aMzgiQOr+H1ozOCJA7kyHccA5IkDuTIdxwDkiQLEj3PzqOSJAsSPc/Oo5IkCSVVCc3joiQJJVUJzeOiJAdKlykG07IkB0qXKQbTsiQOaEXvbLOyJA5oRe9ss7IkBdFOPVdzwiQF0U49V3PCJAr+rNzMg8IkCv6s3MyDwiQBm6pcu7PSJAGbqly7s9IkD08Xtnxz0iQPTxe2fHPSJAQD/8E60+IkBAP/wTrT4iQErBlvo2QiJASsGW+jZCIkD6ILNUw0IiQPogs1TDQiJAYMX8JO9DIkBgxfwk70MiQOQTjv0rRCJA5BOO/StEIkDLmcOZD0YiQMuZw5kPRiJAEHuiXKlGIkAQe6JcqUYiQEfBDmkdSCJAR8EOaR1IIkCsDhQPgkgiQKwOFA+CSCJAz656tM5JIkDPrnq0zkkiQCdzeQ+FSiJAJ3N5D4VKIkDaIcNzrEoiQNohw3OsSiJAqEzpfThLIkCoTOl9OEsiQP7jk9vgTCJA/uOT2+BMIkBnTBry000iQGdMGvLTTSJAcaZGB/JOIkBxpkYH8k4iQAs5fjDVUCJACzl+MNVQIkCclu2Q21AiQJyW7ZDbUCJA/6GsZRxRIkD/oaxlHFEiQDnQy2ZnUSJAOdDLZmdRIkCejKcl1lIiQJ6MpyXWUiJApmUESsdTIkCmZQRKx1MiQPs4AkflUyJA+zgCR+VTIkBfgob/I1QiQF+Chv8jVCJA7MaFOJ9UIkDsxoU4n1QiQHVoEuxjViJAdWgS7GNWIkCQ1v4uFFciQJDW/i4UVyJAjIjIk0RYIkCMiMiTRFgiQI7kGySNWCJAjuQbJI1YIkC3QgAc0lgiQLdCABzSWCJAx64dYfNaIkDHrh1h81oiQOrLJzrhWyJA6ssnOuFbIkD9VeBFQVwiQP1V4EVBXCJAubAL+pddIkC5sAv6l10iQOoIKYD7XSJA6ggpgPtdIkBo8enm/10iQGjx6eb/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pAAvzado7uGkBiU4+X+PkaQGJTj5f4+RpAYHHkslT7GkBgceSyVPsaQFqtriZ5/BpAWq2uJnn8GkC8qSujTv0aQLypK6NO/RpAKLJNwuv+GkAosk3C6/4aQKaiCs9gARtApqIKz2ABG0AA7ygl7QcbQADvKCXtBxtAMBmGDosIG0AwGYYOiwgbQNpspQQiDRtA2mylBCING0BMHjyNExgbQEwePI0TGBtAby/0p8ElG0BvL/SnwSUbQHzIrXKRKBtAfMitcpEoG0Ckpez7zisbQKSl7PvOKxtASIGIXVYyG0BIgYhdVjIbQG7Vc9lUOBtAbtVz2VQ4G0Duyt6ZbEcbQO7K3plsRxtAltqSaOJdG0CW2pJo4l0bQIgIKW1GahtAiAgpbUZqG0BExOMwk2wbQETE4zCTbBtAGTG6qp1uG0AZMbqqnW4bQMgfSV8iehtAyB9JXyJ6G0D0Na+0eocbQPQ1r7R6hxtA2n7WWv2SG0DaftZa/ZIbQApvfPAwnBtACm988DCcG0Biaj+Kp6UbQGJqP4qnpRtAHqYlhBetG0AepiWEF60bQET5x27AtBtARPnHbsC0G0CWDswZ18IbQJYOzBnXwhtA5d2lD4PGG0Dl3aUPg8YbQHwQX5c2zxtAfBBflzbPG0DyH1Shc9IbQPIfVKFz0htATEAHr+fZG0BMQAev59kbQBQzlmvh4RtAFDOWa+HhG0ArOUJ6gQEcQCs5QnqBARxAVo4D3xIKHEBWjgPfEgocQPJQa3q+EBxA8lBrer4QHEDtDHgzpx0cQO0MeDOnHRxA9BpgJC82HED0GmAkLzYcQPTRmgh9PhxA9NGaCH0+HEAYjZs1vkUcQBiNmzW+RRxA6luELUZRHEDqW4QtRlEcQN7iqCoIVxxA3uKoKghXHEAeRXbC1VocQB5FdsLVWhxA6MVa7/xbHEDoxVrv/FscQFyIHo07ZRxAXIgejTtlHEBWbRg26mUcQFZtGDbqZRxAW4u5xV1pHEBbi7nFXWkcQJagBCpoaRxAlqAEKmhpHEDAN7XWZmwcQMA3tdZmbBxAheUklsVwHECF5SSWxXAcQHmRSMIedhxAeZFIwh52HEB0u8BD1IMcQHS7wEPUgxxAvB/TyDOFHEC8H9PIM4UcQPbvN5VqhxxA9u83lWqHHED39fsg5occQPf1+yDmhxxA3TCRNB+SHEDdMJE0H5IcQMGnrUA8lBxAwaetQDyUHECg4okolpkcQKDiiSiWmRxAbEcOXuWcHEBsRw5e5ZwcQDySA0h8phxAPJIDSHymHEDi7s5tlqgcQOLuzm2WqBxAXr8zajq1HEBevzNqOrUcQLYie0Y2uRxAtiJ7Rja5HECFrjxNiMgcQIWuPE2IyBxApfT7HVzPHECl9PsdXM8cQFHQY0vO1hxAUdBjS87WHECAUUg9FNgcQIBRSD0U2BxAxeM1BVfbHEDF4zUFV9scQE386l0l8RxATfzqXSXxHEA0Mte4IvQcQDQy17gi9BxAz9pqwmMTHUDP2mrCYxMdQOjvfGq8IB1A6O98arwgHUDoafE1kSYdQOhp8TWRJh1AmOs9yEc/HUCY6z3IRz8dQIDuWwTUQB1AgO5bBNRAHUA6hmIQJUUdQDqGYhAlRR1AuSvFcWZLHUC5K8VxZksdQP0YRqsQVR1A/RhGqxBVHUACFIDmZFodQAIUgOZkWh1ANAUjQVhhHUA0BSNBWGEdQAuBiHiyYx1AC4GIeLJjHUAJE+k/rmYdQAkT6T+uZh1Am3dxqYpuHUCbd3Gpim4dQLf9futgdh1At/1+62B2HUAwLYU2d3cdQDAthTZ3dx1Ani2oF2V6HUCeLagXZXodQCDj2823fB1AIOPbzbd8HUA6XjZNL30dQDpeNk0vfR1A0JErQWqAHUDQkStBaoAdQLKFaGPkix1AsoVoY+SLHUDcGUg1l5odQNwZSDWXmh1AOG8oZ5ijHUA4byhnmKMdQBQlaCNlph1AFCVoI2WmHUDmCIoLJ6odQOYIigsnqh1A/d3cCPOtHUD93dwI860dQOFt3fxjth1A4W3d/GO2HUD+NEZ3psMdQP40Rnemwx1A0qHJhP3FHUDSocmE/cUdQH7k7CagzR1AfuTsJqDNHUC3SXVN+80dQLdJdU37zR1AoPBtza7UHUCg8G3NrtQdQPjSJDFh5R1A+NIkMWHlHUDYN5smz+kdQNg3mybP6R1AxnkolajsHUDGeSiVqOwdQPN3nWdh9R1A83edZ2H1HUD1U5X0l/kdQPVTlfSX+R1AnlIPaVb8HUCeUg9pVvwdQIC8N8js/B1AgLw3yOz8HUBz/ri+AgUeQHP+uL4CBR5A4I/O3QsFHkDgj87dCwUeQGMEe9vsFh5AYwR72+wWHkA/G2wldSEeQD8bbCV1IR5AGNnC+LohHkAY2cL4uiEeQP5xBPmoLR5A/nEE+agtHkBdqz2y+joeQF2rPbL6Oh5Ay5u0ZUQ9HkDLm7RlRD0eQL5QOqO9Qh5AvlA6o71CHkCrAS52m0MeQKsBLnabQx5A+mRdrn9SHkD6ZF2uf1IeQKsVWbGgWR5AqxVZsaBZHkBukWdEDmUeQG6RZ0QOZR5AXpQwWYVnHkBelDBZhWceQF5d5LQ2bR5AXl3ktDZtHkBPEnkc624eQE8SeRzrbh5Am3o+8u12HkCbej7y7XYeQNS+BHFnmR5A1L4EcWeZHkA+FOtgNrUeQD4U62A2tR5AaNEHVca5HkBo0QdVxrkeQIT0D/C/yh5AhPQP8L/KHkCyPQzFA8weQLI9DMUDzB5AkjUlAcbdHkCSNSUBxt0eQC5dro+F3h5ALl2uj4XeHkDO65TPO98eQM7rlM873x5ApjNBf+HkHkCmM0F/4eQeQHFbMM+95h5AcVswz73mHkBUgaLrzuweQFSBouvO7B5Ag0dO87LxHkCDR07zsvEeQJAGm2tE8h5AkAaba0TyHkCM/apFrAYfQIz9qkWsBh9AYDdG1cwNH0BgN0bVzA0fQMFBYuk8Eh9AwUFi6TwSH0BaGEafhR4fQFoYRp+FHh9ASGM0jq4hH0BIYzSOriEfQMd+z5CoJx9Ax37PkKgnH0CeQLtypCkfQJ5Au3KkKR9A7eZmtMEwH0Dt5ma0wTAfQOkkI3cYRR9A6SQjdxhFH0Aqt4eT904fQCq3h5P3Th9AqqfUuFhdH0Cqp9S4WF0fQNHPGAcXXh9A0c8YBxdeH0ALg8/PiYIfQAuDz8+Jgh9A17h8p0uVH0DXuHynS5UfQIFvB1Y4lh9AgW8HVjiWH0DWz066bqkfQNbPTrpuqR9ALNYH1mSzH0As1gfWZLMfQC4sI4g+uB9ALiwjiD64H0CDXsq5XLsfQINeyrlcux9AixC2VdO8H0CLELZV07wfQEqKCJnswh9ASooImezCH0A6qyLjzMgfQDqrIuPMyB9Axx0YWUzSH0DHHRhZTNIfQA31w5uU0x9ADfXDm5TTH0AG0fXwc9YfQAbR9fBz1h9AjtBqoIDWH0CO0GqggNYfQIz+qlex1h9AjP6qV7HWH0CldVWEuPofQKV1VYS4+h9Agw21XyQFIECDDbVfJAUgQCWf2J4uCCBAJZ/Yni4IIECIoSf7vAkgQIihJ/u8CSBA6msFv08LIEDqawW/TwsgQL5f7+EkDyBAvl/v4SQPIEBzDRmuVREgQHMNGa5VESBAMuloqiQSIEAy6WiqJBIgQDENz15SGyBAMQ3PXlIbIECCUZezCh0gQIJRl7MKHSBAm0NNAP0fIECbQ00A/R8gQFo0D+yhIyBAWjQP7KEjIEApL7FJJiQgQCkvsUkmJCBAUi9q5TQsIEBSL2rlNCwgQISVfoLqNCBAhJV+guo0IECsg+T8jzwgQKyD5PyPPCBAOqtPZqRFIEA6q09mpEUgQFZlIN+oSiBAVmUg36hKIEDYJEP/hUwgQNgkQ/+FTCBAzcjhWexNIEDNyOFZ7E0gQOgeSj+xTiBA6B5KP7FOIEAhGu4KlFEgQCEa7gqUUSBADMVzWDtSIEAMxXNYO1IgQErd9Ee5VSBASt30R7lVIEDB3Rc6lWAgQMHdFzqVYCBANSN/f3tmIEA1I39/e2YgQEjglztaZyBASOCXO1pnIEBmrw3NKWsgQGavDc0payBA2p4QMZdsIEDanhAxl2wgQD4pRPIWcyBAPilE8hZzIEB2yXo5pnogQHbJejmmeiBA7516eK16IEDvnXp4rXogQPqPzlAYfyBA+o/OUBh/IEDku6WXaIQgQOS7pZdohCBALZXtc/+EIEAtle1z/4QgQI4uB+OlhSBAji4H46WFIEDZdMFvHYcgQNl0wW8dhyBAsWqBmm+JIECxaoGab4kgQDPRX6NkjCBAM9Ffo2SMIEASulqynJEgQBK6WrKckSBA2uz2vWuTIEDa7Pa9a5MgQFRVslv3mSBAVFWyW/eZIECISINQBZ4gQIhIg1AFniBAaHykB3SgIEBofKQHdKAgQPFl9sLqoCBA8WX2wuqgIECUBQoB5KIgQJQFCgHkoiBAsmFkWzejIECyYWRbN6MgQHPO7n4spCBAc87ufiykIEA4nIREaKQgQDichERopCBA2Xi6+UqpIEDZeLr5SqkgQMe6r/CfqSBAx7qv8J+pIEDvWTRueqogQO9ZNG56qiBATjSgIE6xIEBONKAgTrEgQGBCix2ExCBAYEKLHYTEIEDoYS6vycQgQOhhLq/JxCBAiFP9SrTGIECIU/1KtMYgQKugFmOwzCBAq6AWY7DMIEAj1MBTic0gQCPUwFOJzSBABUz9ZsDTIEAFTP1mwNMgQAXoOWrG1iBABeg5asbWIEAogINxZ94gQCiAg3Fn3iBAU+dV8GTjIEBT51XwZOMgQB3eDccE5CBAHd4NxwTkIEDXZV12AuogQNdlXXYC6iBAdV94PHPzIEB1X3g8c/MgQFQH3c928yBAVAfdz3bzIEALqYkqcfcgQAupiSpx9yBAJ/FE39z4IEAn8UTf3PggQP3V8e/gBiFA/dXx7+AGIUBIaUhHXQchQEhpSEddByFAoq5L8V4VIUCirkvxXhUhQKXRTxxOJSFApdFPHE4lIUB9rlZPqyohQH2uVk+rKiFALKbLSK8tIUAspstIry0hQLD/gnR9LiFAsP+CdH0uIUBvVXllwy4hQG9VeWXDLiFA12LMEnE0IUDXYswScTQhQPRXFJtaPCFA9FcUm1o8IUD5uS/zpkAhQPm5L/OmQCFA6V0FhNVAIUDpXQWE1UAhQDAs62jbQCFAMCzraNtAIUAfH6pKpkEhQB8fqkqmQSFA8MB6eRdDIUDwwHp5F0MhQGZqGRP9SSFAZmoZE/1JIUCsHcgUbk4hQKwdyBRuTiFAKbQRKMRPIUAptBEoxE8hQAhG/lMpUyFACEb+UylTIUCkXdRUR1UhQKRd1FRHVSFAovRjApVXIUCi9GMClVchQF7M9qfDWiFAXsz2p8NaIUDeleutv1whQN6V662/XCFAuiktWuRdIUC6KS1a5F0hQF2f526wXiFAXZ/nbrBeIUDIu2NcdmYhQMi7Y1x2ZiFAZDtg3M9mIUBkO2Dcz2YhQLXvPFSzZyFAte88VLNnIUBj+0UIyWohQGP7RQjJaiFA2j+7f1FsIUDaP7t/UWwhQAWPEymubyFABY8TKa5vIUDz2poaqXIhQPPamhqpciFA8aU9mnh4IUDxpT2aeHghQK8w7FlVeiFArzDsWVV6IUAX4zvgnHshQBfjO+CceyFAxiT87W99IUDGJPztb30hQF0osK9QgCFAXSiwr1CAIUDhzM1M7IEhQOHMzUzsgSFAFbTkY++FIUAVtORj74UhQFADEW4ZiCFAUAMRbhmIIUDkaCSJEoshQORoJIkSiyFA2KbBZ7yNIUDYpsFnvI0hQGb9i4W9jiFAZv2Lhb2OIUD6ivIwz5IhQPqK8jDPkiFAAcZHRMOTIUABxkdEw5MhQCdzN11HlCFAJ3M3XUeUIUB/S6XC8JQhQH9LpcLwlCFAC+tKXZGVIUAL60pdkZUhQDRLvDIXmSFANEu8MheZIUAx7raPlpshQDHuto+WmyFAHEXfRcWbIUAcRd9FxZshQOlZTaEDoCFA6VlNoQOgIUBG3IjpRKEhQEbciOlEoSFAwQuqsKyhIUDBC6qwrKEhQHgHLpKcoiFAeAcukpyiIUBYpbpWAaYhQFilulYBpiFAJ1vMU2qvIUAnW8xTaq8hQKNgOE6hryFAo2A4TqGvIUArVXetUbchQCtVd61RtyFAATaw9vm4IUABNrD2+bghQKwE9gAYuSFArAT2ABi5IUDytiK1o7ohQPK2IrWjuiFAYvixNrjBIUBi+LE2uMEhQFb53qKqwiFAVvneoqrCIUCszK2DQsMhQKzMrYNCwyFAMIOst2XKIUAwg6y3ZcohQNPUNDrDyiFA09Q0OsPKIUD3sSIGhc4hQPexIgaFziFAGtf1o4HQIUAa1/WjgdAhQGvPVbdS1CFAa89Vt1LUIUD10zClN9UhQPXTMKU31SFAlN+PTzDWIUCU349PMNYhQM2wKWtd1yFAzbApa13XIUAGeboh/9khQAZ5uiH/2SFAISUulGPcIUAhJS6UY9whQIm4EwYj3SFAibgTBiPdIUBgs1k6Bt4hQGCzWToG3iFAR9RMnALgIUBH1EycAuAhQGuu3Mql4iFAa67cyqXiIUDGb0YZZeshQMZvRhll6yFAM02kPgLyIUAzTaQ+AvIhQN8+gZDc8yFA3z6BkNzzIUDSnwVUo/YhQNKfBVSj9iFARkNuvb32IUBGQ269vfYhQJt3PEdT9yFAm3c8R1P3IUBrs6rzM/ohQGuzqvMz+iFAk3RuNrT8IUCTdG42tPwhQIWxboFX/iFAhbFugVf+IUAYiSBAIgIiQBiJIEAiAiJAcHk2Uq8EIkBweTZSrwQiQMYbCW4HByJAxhsJbgcHIkB0zCGrkAciQHTMIauQByJA0skK3koNIkDSyQreSg0iQGkPmJTFEiJAaQ+YlMUSIkDdN8jXExQiQN03yNcTFCJAvR7XpzIUIkC9HtenMhQiQPWz/8bwFCJA9bP/xvAUIkDMFhYJihciQMwWFgmKFyJA4dXen/cZIkDh1d6f9xkiQKS54SWIHSJApLnhJYgdIkC3oQpaQB4iQLehClpAHiJATDIUoUAfIkBMMhShQB8iQFGrKHIOKCJAUasocg4oIkD2a5tV6ygiQPZrm1XrKCJADz0J9VcqIkAPPQn1VyoiQEZoMSqaKyJARmgxKporIkD55YlpfC8iQPnliWl8LyJAoYd8Q8M5IkChh3xDwzkiQKWBpTb/OSJApYGlNv85IkAYb7V/wEAiQBhvtX/AQCJATPRAsjFCIkBM9ECyMUIiQLh7ShNlQyJAuHtKE2VDIkD46Zbre0MiQPjplut7QyJAGJRoBZtIIkAYlGgFm0giQJhGK/8+UCJAmEYr/z5QIkAfTjRphVciQB9ONGmFVyJA87fPqFxZIkDzt8+oXFkiQFrxiRQlWyJAWvGJFCVbIkBF5TpEQVwiQEXlOkRBXCJAfK9ojD1hIkB8r2iMPWEiQPW62FCqYSJA9brYUKphIkDrL+S9UGMiQOsv5L1QYyJABVQoNN1kIkAFVCg03WQiQBPgzX5KaSJAE+DNfkppIkBi4fqQoGkiQGLh+pCgaSJAPnIx/eJqIkA+cjH94moiQO5vAyDNbiJA7m8DIM1uIkAlBuYKdHAiQCUG5gp0cCJAnZEKwcZwIkCdkQrBxnAiQG/8i44efSJAb/yLjh59IkB6B25ka4IiQHoHbmRrgiJAGouqnCyFIkAai6qcLIUiQNah0x2ohyJA1qHTHaiHIkApKwgZ1IgiQCkrCBnUiCJA+Y8vGTyOIkD5jy8ZPI4iQNdtJz5djyJA120nPl2PIkAATUsCQZQiQABNSwJBlCJAsHZwEruUIkCwdnASu5QiQGJSN25OlSJAYlI3bk6VIkCv6lYQxpYiQK/qVhDGliJAEZH0FTaZIkARkfQVNpkiQOajpgnemyJA5qOmCd6bIkCztsKi56QiQLO2wqLnpCJAjBMo/NimIkCMEyj82KYiQIluJzSuqCJAiW4nNK6oIkD8VbTJvasiQPxVtMm9qyJAE4vj4HSvIkATi+PgdK8iQBIO+jLPryJAEg76Ms+vIkAC6qMunbAiQALqoy6dsCJATD00AHy0IkBMPTQAfLQiQNsYe6OBuCJA2xh7o4G4IkCJwYzfVLkiQInBjN9UuSJAnn7Kgma6IkCefsqCZroiQNGXCx+juyJA0ZcLH6O7IkCCSs77Ar8iQIJKzvsCvyJAAgPlsYHFIkACA+WxgcUiQLJoVLJNxyJAsmhUsk3HIkDt5cICb8ciQO3lwgJvxyJACBhJOSDRIkAIGEk5INEiQDwWnMLz1CJAPBacwvPUIkAn+o53udUiQCf6jne51SJAQ1XlUhvgIkBDVeVSG+AiQP/M1B4h5SJA/8zUHiHlIkByu8kv3+UiQHK7yS/f5SJArh9FsUjpIkCuH0WxSOkiQALfy9LU6SJAAt/L0tTpIkDZz9Ccwe4iQNnP0JzB7iJAsQd9I13wIkCxB30jXfAiQPbhZdwc8iJA9uFl3BzyIkBWnWwN5/IiQFadbA3n8iJAPbcZnm7zIkA9txmebvMiQBm2LTJOASNAGbYtMk4BI0Bc22ZIXgYjQFzbZkheBiNAZhCfRl8MI0BmEJ9GXwwjQGBVOj2IDSNAYFU6PYgNI0Amz8mqjxAjQCbPyaqPECNAped50YcTI0Cl53nRhxMjQMU5HGrUEyNAxTkcatQTI0AlELwv1hMjQCUQvC/WEyNAYVGwHGIVI0BhUbAcYhUjQMRoW7IDFiNAxGhbsgMWI0BXOFUxJhsjQFc4VTEmGyNAyq17NdUcI0DKrXs11RwjQHCen6uXHSNAcJ6fq5cdI0DBavDIViUjQMFq8MhWJSNAkfaSypImI0CR9pLKkiYjQGqTd/4RLiNAapN3/hEuI0D8ci3M/DIjQPxyLcz8MiNA5+gGEXc6I0Dn6AYRdzojQKNAdnoiSSNAo0B2eiJJI0C+ATLosE0jQL4BMuiwTSNAQ+dnKfBXI0BD52cp8FcjQF3vtn8DWSNAXe+2fwNZI0DmfgUqUVsjQOZ+BSpRWyNAcHPX/0NeI0Bwc9f/Q14jQBmIOORPXyNAGYg45E9fI0A1rq/at2EjQDWur9q3YSNAYhyIeRVmI0BiHIh5FWYjQM8tMpdgaCNAzy0yl2BoI0DVY5+Fv2sjQNVjn4W/ayNAbIUn9fZtI0BshSf19m0jQMOkXz7SbyNAw6RfPtJvI0CehO466XUjQJ6E7jrpdSNAi22+6Ql8I0CLbb7pCXwjQLJ8kWwZgyNAsnyRbBmDI0D2myoTnIgjQPabKhOciCNAiBF9IAGJI0CIEX0gAYkjQGnlOLEEjCNAaeU4sQSMI0AisZ8jYowjQCKxnyNijCNAi6pyXwORI0CLqnJfA5EjQMTr4G2OlyNAxOvgbY6XI0BUjH6xOJgjQFSMfrE4mCNAhouMRpCbI0CGi4xGkJsjQMQUORIonCNAxBQ5EiicI0CZffvC+JwjQJl9+8L4nCNA+ubUP7idI0D65tQ/uJ0jQPisemFJoiNA+Kx6YUmiI0BQLLBiQaMjQFAssGJBoyNA6kO5q26pI0DqQ7mrbqkjQMvEfvg2qiNAy8R++DaqI0D5Ndb5Oq8jQPk11vk6ryNA/ZE8R9q3I0D9kTxH2rcjQEp/S/p5vCNASn9L+nm8I0CMII9CosAjQIwgj0KiwCNAbmJT7ArCI0BuYlPsCsIjQEwCKaQdwyNATAIppB3DI0ARLecziMMjQBEt5zOIwyNA0tqDYwzFI0DS2oNjDMUjQOGXPJUjyCNA4Zc8lSPII0B4UeXM3MojQHhR5czcyiNAjynppxXNI0CPKemnFc0jQLYm0QUxzSNAtibRBTHNI0B4U3Ltfc4jQHhTcu19ziNAGJv2pyvVI0AYm/anK9UjQDJL99vj1iNAMkv32+PWI0BNonM7Qt0jQE2icztC3SNAMgN2b8LgI0AyA3ZvwuAjQPvFtkrG5SNA+8W2SsblI0AEywRWU+cjQATLBFZT5yNADan7fgHvI0ANqft+Ae8jQJW8AftB7yNAlbwB+0HvI0C8ZV3+DvQjQLxlXf4O9CNASreg2E74I0BKt6DYTvgjQF8prJ/G/CNAXymsn8b8I0ANx8pS/f4jQA3HylL9/iNAva177Rr/I0C9rXvtGv8jQDRkzXNSACRANGTNc1IAJED3Y+edXwQkQPdj551fBCRARTBMlkULJEBFMEyWRQskQDdKptkEDyRAN0qm2QQPJEAcsYq32Q8kQByxirfZDyRAPCVuViMdJEA8JW5WIx0kQI6ANUr/IiRAjoA1Sv8iJEBf/PkrMyYkQF/8+SszJiRAElbc/XQnJEASVtz9dCckQCB7iCDVLiRAIHuIINUuJEBn8zNecjUkQGfzM15yNSRAkx2aLZE2JECTHZotkTYkQKuM9v8LOyRAq4z2/ws7JED/YJTpCUEkQP9glOkJQSRAR8lK9I1BJEBHyUr0jUEkQKpRyaP4QyRAqlHJo/hDJEAVR3Wz8EQkQBVHdbPwRCRAwqxYFbNGJEDCrFgVs0YkQLJXbXAASSRAsldtcABJJED4zK0cZUwkQPjMrRxlTCRA40sYEjFUJEDjSxgSMVQkQINb/YFLVSRAg1v9gUtVJEBQKNXwcVokQFAo1fBxWiRAM3l1Q/xkJEAzeXVD/GQkQLuTz6Q/ZiRAu5PPpD9mJECoE35/oHskQKgTfn+geyRAbGV9UbV+JEBsZX1RtX4kQLEhky6XfyRAsSGTLpd/JEAWOCmwy38kQBY4KbDLfyRAVylb8DKKJEBXKVvwMookQJVBFy4+jCRAlUEXLj6MJECUkVnwR48kQJSRWfBHjyRA1tkYNPORJEDW2Rg085EkQPqBP+RtnSRA+oE/5G2dJECCg6q5/50kQIKDqrn/nSRApQNIz2GgJEClA0jPYaAkQCu1qgU2rCRAK7WqBTasJEB6fq+Bs64kQHp+r4GzriRAMGf0fIKvJEAwZ/R8gq8kQICVXqFVtiRAgJVeoVW2JEBv9LoxjrckQG/0ujGOtyRAzJPzBWO4JEDMk/MFY7gkQF7SAYSOuCRAXtIBhI64JEAa7bb/Or4kQBrttv86viRAW7LuXCLBJEBbsu5cIsEkQILN8ey7wSRAgs3x7LvBJECtpE9qxMkkQK2kT2rEySRASl14lDDYJEBKXXiUMNgkQE+H2Mgq2iRAT4fYyCraJEB6yz7GzNskQHrLPsbM2yRATro+OQDcJEBOuj45ANwkQEP6Fajf3CRAQ/oVqN/cJEAkhHzz5t8kQCSEfPPm3yRAoMkWYTPlJECgyRZhM+UkQA+Hi8jB6iRAD4eLyMHqJEA1qhx/rO0kQDWqHH+s7SRAnPoGbZzzJECc+gZtnPMkQI/JGP9y9SRAj8kY/3L1JECOAtiRFPckQI4C2JEU9yRAzZkd4qr7JEDNmR3iqvskQH8dXdyf/SRAfx1d3J/9JEAA9aqJo/4kQAD1qomj/iRAFqPf6UsBJUAWo9/pSwElQLZDG2/6CSVAtkMbb/oJJUBUgfMA/gklQFSB8wD+CSVAYkdhshwOJUBiR2GyHA4lQIkJvS+SDiVAiQm9L5IOJUBxeqgTDCIlQHF6qBMMIiVALXPqbMElJUAtc+pswSUlQG8np1H2JyVAbyenUfYnJUBtKVOswCwlQG0pU6zALCVAR4aA7hA1JUBHhoDuEDUlQAz99Z9CNiVADP31n0I2JUDxOe2CPEAlQPE57YI8QCVALi39dABGJUAuLf10AEYlQKMlj4UzSyVAoyWPhTNLJUClC6bAZ00lQKULpsBnTSVAHjlRI3VcJUAeOVEjdVwlQMu8/sPFXyVAy7z+w8VfJUAD5gelfGElQAPmB6V8YSVAEvwQ6YhhJUAS/BDpiGElQFhaXha8ZiVAWFpeFrxmJUCqBdL/82olQKoF0v/zaiVA18SEs/ZrJUDXxISz9mslQCSnI9W5dSVAJKcj1bl1JUCdolEGzn4lQJ2iUQbOfiVAn2gL7QGCJUCfaAvtAYIlQLVaMoaUgiVAtVoyhpSCJUACoRDnrYslQAKhEOetiyVATrqZAOONJUBOupkA440lQHQuuGhukiVAdC64aG6SJUD7mw8WupklQPubDxa6mSVAswnI2KyfJUCzCcjYrJ8lQAzee++zoSVADN5777OhJUBy8ua3raIlQHLy5retoiVAlQbUhEamJUCVBtSERqYlQFgwZYchriVAWDBlhyGuJUCUgabIIbElQJSBpsghsSVAB7Fb1s+xJUAHsVvWz7ElQO0uMOg6syVA7S4w6DqzJUASq2BnFLQlQBKrYGcUtCVA2e+L40y1JUDZ74vjTLUlQEwdEBkbviVATB0QGRu+JUBIDklnTL8lQEgOSWdMvyVA8Ds32NfAJUDwOzfY18AlQJUGLjW6wyVAlQYuNbrDJUCNvtT0Z8glQI2+1PRnyCVANaR2tODMJUA1pHa04MwlQAobPiKR5iVAChs+IpHmJUB7dNn8m/AlQHt02fyb8CVA7ivelB/yJUDuK96UH/IlQK/1GV6D+yVAr/UZXoP7JUBHAWMEAf8lQEcBYwQB/yVAQpZYcCD/JUBCllhwIP8lQAUr1Mo5GCZABSvUyjkYJkBYNpG5gR4mQFg2kbmBHiZA6/y8v/UhJkDr/Ly/9SEmQJviJWfcMiZAm+IlZ9wyJkDs2dou7zUmQOzZ2i7vNSZAzEZX4GU3JkDMRlfgZTcmQItoqqrdOSZAi2iqqt05JkDc0KWCRDsmQNzQpYJEOyZA/mGdJKZBJkD+YZ0kpkEmQAreRmWYSiZACt5GZZhKJkAU8zEIPE0mQBTzMQg8TSZAVXBt07pNJkBVcG3Tuk0mQF5OR0MbUyZAXk5HQxtTJkCKLmU49lQmQIouZTj2VCZAXRrqqZNdJkBdGuqpk10mQDxBaaeXYCZAPEFpp5dgJkDxvF4aBWcmQPG8XhoFZyZAe7wGhZdoJkB7vAaFl2gmQN2cg2C5aSZA3ZyDYLlpJkDiau9KImsmQOJq70oiayZAjHjkuTh0JkCMeOS5OHQmQHN52itIdSZAc3naK0h1JkCH5V+BLXkmQIflX4EteSZAYCgvHW56JkBgKC8dbnomQHIroqfweyZAciuip/B7JkDIso7Pf3wmQMiyjs9/fCZAZB+xlz2DJkBkH7GXPYMmQE5G9gWLhyZATkb2BYuHJkAH2IiPuIkmQAfYiI+4iSZAwPIK5cmXJkDA8grlyZcmQLuDtdTclyZAu4O11NyXJkDgd/duRJomQOB3925EmiZA1GESCdWcJkDUYRIJ1ZwmQAyiKUa/nSZADKIpRr+dJkA/xnZz/aEmQD/GdnP9oSZARysNON2pJkBHKw043akmQKwB0akksCZArAHRqSSwJkDGdw/VeLUmQMZ3D9V4tSZAeeZ/y9q6JkB55n/L2romQM8kL3ybvSZAzyQvfJu9JkBbn0qE2b0mQFufSoTZvSZAn5+w8Qa+JkCfn7DxBr4mQL4NgkMIzCZAvg2CQwjMJkDbekhB89QmQNt6SEHz1CZAz5ILKKfVJkDPkgsop9UmQAk6a+9Q1yZACTpr71DXJkAk6XjQLNgmQCTpeNAs2CZAukNHPqbYJkC6Q0c+ptgmQAouGBQa3iZACi4YFBreJkC7gtAyNuQmQLuC0DI25CZAvix56IvoJkC+LHnoi+gmQAZgVZgn7yZABmBVmCfvJkDb4TL5NPQmQNvhMvk09CZAALtR8G34JkAAu1HwbfgmQCx25Qa8ASdALHblBrwBJ0Dq8wSJvwEnQOrzBIm/ASdA6Av8ZYcGJ0DoC/xlhwYnQB9Bs4DHFCdAH0GzgMcUJ0DjGydZLBsnQOMbJ1ksGydAu6em7GwmJ0C7p6bsbCYnQFiSElWlKydAWJISVaUrJ0BA8sg6LSwnQEDyyDotLCdA5tJs9XQzJ0Dm0mz1dDMnQIjUK+V7PCdAiNQr5Xs8J0BgSbEz0D4nQGBJsTPQPidAlhcTc2BMJ0CWFxNzYEwnQGEw7L6JTSdAYTDsvolNJ0AIwT15L08nQAjBPXkvTydAxj/0C4ZTJ0DGP/QLhlMnQBL5o09JWidAEvmjT0laJ0Cuc4BnaFsnQK5zgGdoWydAktX6BnJiJ0CS1foGcmInQPZ8dAv2YydA9nx0C/ZjJ0C6ZZzizGonQLplnOLMaidAVikv6Z5tJ0BWKS/pnm0nQCKt7jzVbSdAIq3uPNVtJ0DdGvjPRnYnQN0a+M9GdidABsyQ0Gp7J0AGzJDQansnQFc1m+4/hydAVzWb7j+HJ0DlITQUFYsnQOUhNBQViydAefjK/FGRJ0B5+Mr8UZEnQD4xxKU1kydAPjHEpTWTJ0AeP1SPY5UnQB4/VI9jlSdAGyZxj5KcJ0AbJnGPkpwnQHOHskxVnydAc4eyTFWfJ0CoyPx1UaMnQKjI/HVRoydA4KIxrY6nJ0DgojGtjqcnQJdIdELtqCdAl0h0Qu2oJ0DA74Ho2aonQMDvgejZqidA19ERIeOsJ0DX0REh46wnQMTFzAQ+tidAxMXMBD62J0Acp8cCbbgnQBynxwJtuCdAEF5HnkC5J0AQXkeeQLknQOIrvvdGwydA4iu+90bDJ0COek1eCM8nQI56TV4IzydAAQLnjLvWJ0ABAueMu9YnQMGg+8Xi8SdAwaD7xeLxJ0D816tEsAwoQPzXq0SwDChA/dXMnjYTKED91cyeNhMoQKu5+16NFChAq7n7Xo0UKEAxWXKASigoQDFZcoBKKChAECU0eD4yKEAQJTR4PjIoQG6yAnIQSShAbrICchBJKEB0jL7Nz0ooQHSMvs3PSihAHO2Xxa1MKEAc7ZfFrUwoQOkBRo47TShA6QFGjjtNKEC66wC6iGEoQLrrALqIYShAeD3uFixmKEB4Pe4WLGYoQPbB3+2gbShA9sHf7aBtKEBAogtFhXYoQE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\"},\"shape\":[2000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[2000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAD8qfHSTWJQP/yp8dJNYlA//Knx0k1iYD/8qfHSTWJgP/p+arx0k2g/+n5qvHSTaD/8qfHSTWJwP/yp8dJNYnA/exSuR+F6dD97FK5H4Xp0P/p+arx0k3g/+n5qvHSTeD956SYxCKx8P3npJjEIrHw//Knx0k1igD/8qfHSTWKAPzvfT42XboI/O99PjZdugj97FK5H4XqEP3sUrkfheoQ/ukkMAiuHhj+6SQwCK4eGP/p+arx0k4g/+n5qvHSTiD85tMh2vp+KPzm0yHa+n4o/eekmMQisjD956SYxCKyMP7gehetRuI4/uB6F61G4jj/8qfHSTWKQP/yp8dJNYpA/nMQgsHJokT+cxCCwcmiRPzvfT42XbpI/O99PjZdukj/b+X5qvHSTP9v5fmq8dJM/exSuR+F6lD97FK5H4XqUPxsv3SQGgZU/Gy/dJAaBlT+6SQwCK4eWP7pJDAIrh5Y/WmQ730+Nlz9aZDvfT42XP/p+arx0k5g/+n5qvHSTmD+amZmZmZmZP5qZmZmZmZk/ObTIdr6fmj85tMh2vp+aP9nO91PjpZs/2c73U+Olmz956SYxCKycP3npJjEIrJw/GQRWDi2ynT8ZBFYOLbKdP7gehetRuJ4/uB6F61G4nj9YObTIdr6fP1g5tMh2vp8//Knx0k1ioD/8qfHSTWKgP0w3iUFg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\"},\"shape\":[2000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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tDG1UMUCNSy0MbVQxQPRYDp9/WDFA9FgOn39YMUC8k36VJGAxQLyTfpUkYDFAICC9rKxvMUAgIL2srG8xQKtIE347mTFAq0gTfjuZMUBuRbMi1KExQG5FsyLUoTFA+N4avpymMUD43hq+nKYxQL+t2vK2pjFAv63a8ramMUBDz5xyxKkxQEPPnHLEqTFA17ilI6mxMUDXuKUjqbExQCcLIJak2DFAJwsglqTYMUAMBq93vuIxQAwGr3e+4jFAjoBf52fvMUCOgF/nZ+8xQB2vGRte+TFAHa8ZG175MUDIBoW1RBMyQMgGhbVEEzJAT2hndQQbMkBPaGd1BBsyQHNkZX70NjJAc2RlfvQ2MkAUsLY+CzkyQBSwtj4LOTJAmzLaS1lmMkCbMtpLWWYyQPMW+qz6azJA8xb6rPprMkAPScv9hncyQA9Jy/2GdzJASny3V7B5MkBKfLdXsHkyQGJ6cm4kiTJAYnpybiSJMkC02zZMn44yQLTbNkyfjjJAv2e59dSSMkC/Z7n11JIyQP0R3NS6tzJA/RHc1Lq3MkDkurxLGLgyQOS6vEsYuDJAm+AQgsb1MkCb4BCCxvUyQIavtghdETNAhq+2CF0RM0AMm84jbEozQAybziNsSjNAeEQ9wdlwM0B4RD3B2XAzQDyitsMNjTNAPKK2ww2NM0B4aD0OnpUzQHhoPQ6elTNAuvy+Q2OiM0C6/L5DY6IzQJJcyx4dpjNAklzLHh2mM0AzuVz1g68zQDO5XPWDrzNAyGP21ZjWM0DIY/bVmNYzQO8snE2BCDRA7yycTYEINEBrlsmY5Q40QGuWyZjlDjRAnkEObyUzNECeQQ5vJTM0QDwOeJFkNDRAPA54kWQ0NEC+9c94Ajc0QL71z3gCNzRAKOxsTIVeNEAo7GxMhV40QPxewQJWYDRA/F7BAlZgNED6tJ2H4mA0QPq0nYfiYDRAFLQ4vExnNEAUtDi8TGc0QD4B12CbaTRAPgHXYJtpNEBK7LwYYm00QErsvBhibTRA3R7D5yN/NEDdHsPnI380QOqNX6VFhDRA6o1fpUWENEDl3GVZsoo0QOXcZVmyijRAM3z+xRaONEAzfP7FFo40QJovyL8rjzRAmi/IvyuPNEC46n+/fpk0QLjqf79+mTRAtDmGHLrmNEC0OYYcuuY0QOQdlCxc9jRA5B2ULFz2NEBrWgPZswY1QGtaA9mzBjVA2wqfPwAHNUDbCp8/AAc1QFvR+9weCjVAW9H73B4KNUCW7teGPxM1QJbu14Y/EzVAZlQ1XAosNUBmVDVcCiw1QHwn7uCHMDVAfCfu4IcwNUCYgR/dtTQ1QJiBH921NDVAxCF2xO00NUDEIXbE7TQ1QOJ4pjG6QTVA4nimMbpBNUAYJ0ymxF41QBgnTKbEXjVAxiAH/r5gNUDGIAf+vmA1QIKRGfBxaTVAgpEZ8HFpNUBi857qa2s1QGLznuprazVAlD5jCw5uNUCUPmMLDm41QIApOgLOdjVAgCk6As52NUCMVHHm0Jo1QIxUcebQmjVA5lwRc1KuNUDmXBFzUq41QGGjBH38sTVAYaMEffyxNUCwUQyU5bo1QLBRDJTlujVAGIPHTxHbNUAYg8dPEds1QEwiDCVy3jVATCIMJXLeNUAExx5pa+A1QATHHmlr4DVAXLHbtRDvNUBcsdu1EO81QO76It8k8jVA7voi3yTyNUC1auDYa/Y1QLVq4Nhr9jVA20FLLsP2NUDbQUsuw/Y1QAX5dvo++TVABfl2+j75NUCbU7BLoQs2QJtTsEuhCzZAsKDc2XwONkCwoNzZfA42QCVnqeQGMjZAJWep5AYyNkCmGIXZwkk2QKYYhdnCSTZAhxdu/nNONkCHF27+c042QNTNywXYYTZA1M3LBdhhNkAYUsP6ZXc2QBhSw/pldzZAXHwAvuSHNkBcfAC+5Ic2QFh0Pu2tiDZAWHQ+7a2INkBowb9ZLJ82QGjBv1ksnzZA7VwcMN2lNkDtXBww3aU2QKPqMlLFqzZAo+oyUsWrNkDvc7Z8z8c2QO9ztnzPxzZAPJS54UTNNkA8lLnhRM02QDMWurwVzjZAMxa6vBXONkBcgak/Bc82QFyBqT8FzzZAdD9Oa8HWNkB0P05rwdY2QC07iY8T3DZALTuJjxPcNkDYbaQVXN42QNhtpBVc3jZALIMpxC3tNkAsgynELe02QE7DPTu99DZATsM9O730NkAvX7N3o/o2QC9fs3ej+jZAekInO/oGN0B6Qic7+gY3QPQegY35SjdA9B6BjflKN0Cb0egRx1U3QJvR6BHHVTdA9K9Vv29zN0D0r1W/b3M3QIRKkcKolDdAhEqRwqiUN0BsHkzACKk3QGweTMAIqTdAMJCF6GSwN0AwkIXoZLA3QBwZUeBrszdAHBlR4GuzN0BChognsbc3QEKGiCextzdAjkFPV12+N0COQU9XXb43QMk1u/MpvzdAyTW78ym/N0DyBhEY4cU3QPIGERjhxTdAUHDQN0vTN0BQcNA3S9M3QM5KbYWR+zdAzkpthZH7N0BCV74N7wM4QEJXvg3vAzhAPuLUVPEDOEA+4tRU8QM4QDKBI7i7GThAMoEjuLsZOEAQ2HQE9hs4QBDYdAT2GzhAWKgWKjIiOEBYqBYqMiI4QAt+WGhFUThAC35YaEVROEBgsPM7WFo4QGCw8ztYWjhAPkB8TyBcOEA+QHxPIFw4QGpqcHKhXjhAampwcqFeOEBfmsa8UmA4QF+axrxSYDhA3OOnXb1rOEDc46ddvWs4QDPjbwxUkDhAM+NvDFSQOEAMOMjHdpA4QAw4yMd2kDhAsNmNsMauOECw2Y2wxq44QNzhGta6uDhA3OEa1rq4OECWPI0RDcc4QJY8jRENxzhAukJ+zbzIOEC6Qn7NvMg4QJSsiMHnzzhAlKyIwefPOEAMs/WTv+I4QAyz9ZO/4jhA6dXNDqrrOEDp1c0Oqus4QKZsbTdr8ThApmxtN2vxOED0wj21MfQ4QPTCPbUx9DhA77gcpgX4OEDvuBymBfg4QMNsIwbs/zhAw2wjBuz/OEAMdz3GKEY5QAx3PcYoRjlABGHgOWhUOUAEYeA5aFQ5QOThGjgRWTlA5OEaOBFZOUDTZHGk91s5QNNkcaT3WzlAzhTD9m9fOUDOFMP2b185QFw51tlpYTlAXDnW2WlhOUBWgy16qWI5QFaDLXqpYjlAmTeZE1NjOUCZN5kTU2M5QGjz//GJbTlAaPP/8YltOUDqXMWBE285QOpcxYETbzlABnB1/TRwOUAGcHX9NHA5QOBGnzTyezlA4EafNPJ7OUCnXLWoXYo5QKdctahdijlAqAXWm1WvOUCoBdabVa85QNpGbrdXuDlA2kZut1e4OUCCT0fXQsI5QIJPR9dCwjlAUL/9T0LHOUBQv/1PQsc5QM2RFskDzTlAzZEWyQPNOUDEgsRZ+NY5QMSCxFn41jlAOJQ/MVb2OUA4lD8xVvY5QGwQeyRXGjpAbBB7JFcaOkCCronLGxw6QIKuicsbHDpA4C6KdBwsOkDgLop0HCw6QACiikibLjpAAKKKSJsuOkDE5c4AlDc6QMTlzgCUNzpAcCjvmEs8OkBwKO+YSzw6QP75hCxzPjpA/vmELHM+OkDgoP5Ve0c6QOCg/lV7RzpAFF775alIOkAUXvvlqUg6QCb47s0XTDpAJvjuzRdMOkAXS3CUW086QBdLcJRbTzpApFsF+g9VOkCkWwX6D1U6QIHkQccoVTpAgeRBxyhVOkCykXuSjX86QLKRe5KNfzpAmcE9xZqBOkCZwT3FmoE6QHTegbLuhDpAdN6Bsu6EOkDfEV6q2JQ6QN8RXqrYlDpAZPUCGfSUOkBk9QIZ9JQ6QApT1vEblzpAClPW8RuXOkDyWMDLDKY6QPJYwMsMpjpA5dYwC76qOkDl1jALvqo6QJQnRmsQsTpAlCdGaxCxOkA4hyow37Q6QDiHKjDftDpAMIbrYeXAOkAwhuth5cA6QJqFtrzVETtAmoW2vNURO0BFN0ruySE7QEU3Su7JITtAWrAJiyMjO0BasAmLIyM7QPHsEKwqJDtA8ewQrCokO0B8BH1yISs7QHwEfXIhKztA2QagVrk8O0DZBqBWuTw7QHTFVmLaQDtAdMVWYtpAO0C+Zc1NmUQ7QL5lzU2ZRDtAnERDFdxKO0CcREMV3Eo7QPpMjvuRUztA+kyO+5FTO0CrKXam2ls7QKspdqbaWztANA5pW+ljO0A0Dmlb6WM7QFzWncajaTtAXNadxqNpO0Aq4xrJgoo7QCrjGsmCijtAkRzJseGLO0CRHMmx4Ys7QNv9uRi6jjtA2/25GLqOO0BGKmXjUpw7QEYqZeNSnDtAoouG80+kO0Cii4bzT6Q7QPrEuR92wztA+sS5H3bDO0AsSaQwJ8c7QCxJpDAnxztA6/2fRbjPO0Dr/Z9FuM87QH4dqZv+2TtAfh2pm/7ZO0DHITEU6eA7QMchMRTp4DtAavJD/rMCPEBq8kP+swI8QD/dRS+5DTxAP91FL7kNPECqBm40BSQ8QKoGbjQFJDxAy1LHHas2PEDLUscdqzY8QL9aIiydOTxAv1oiLJ05PEBiwrwKsEY8QGLCvAqwRjxA8ERf/5RHPEDwRF//lEc8QKrvetDlRzxAqu960OVHPEAnJCCL4Us8QCckIIvhSzxA6Xc9/59XPEDpdz3/n1c8QDJ3enIfWTxAMnd6ch9ZPEBQ7iqcxV08QFDuKpzFXTxAS98NjWFkPEBL3w2NYWQ8QHyfNEJGbTxAfJ80QkZtPECI6Kj0EG88QIjoqPQQbzxAF7bnGhF2PEAXtucaEXY8QMhT3iHNejxAyFPeIc16PEDYkrgOU4E8QNiSuA5TgTxA233WXWmGPEDbfdZdaYY8QECEwaWPojxAQITBpY+iPEDjvCb2Zak8QOO8JvZlqTxALWs+ez6rPEAtaz57Pqs8QHhaqMaMuzxAeFqoxoy7PEDIoewrxtY8QMih7CvG1jxAPS/zrYHXPEA9L/Otgdc8QKzfte2g5DxArN+17aDkPECq5uh98OQ8QKrm6H3w5DxAd8rWG/b2PEB3ytYb9vY8QM6wSXGdAz1AzrBJcZ0DPUCXfFaqwhA9QJd8VqrCED1A5ezx2MolPUDl7PHYyiU9QI4sTLRONT1AjixMtE41PUCYxZgeyjU9QJjFmB7KNT1AyxNrZ803PUDLE2tnzTc9QBjlKu5HSj1AGOUq7kdKPUDcLDkqQ1A9QNwsOSpDUD1AI/gE3H9QPUAj+ATcf1A9QKMDjBmmXz1AowOMGaZfPUDYtX+9tGA9QNi1f720YD1A+o06TYxpPUD6jTpNjGk9QGRG55TLgj1AZEbnlMuCPUD8sWkAJ5A9QPyxaQAnkD1AGH9bUY6uPUAYf1tRjq49QCQQTR68wz1AJBBNHrzDPUCS995Y0MQ9QJL33ljQxD1AVM3r+UnLPUBUzev5Scs9QKLMzbh01D1AoszNuHTUPUBUntmouOc9QFSe2ai45z1AYlsO4n3vPUBiWw7ife89QHabMm5s9D1Adpsybmz0PUCQkCDMDv09QJCQIMwO/T1Am9YrHVH9PUCb1isdUf09QHjJ/3FaBT5AeMn/cVoFPkDIRwaQ6wo+QMhHBpDrCj5ATKYG8cwWPkBMpgbxzBY+QICcuvXCGT5AgJy69cIZPkBKLI21rSs+QEosjbWtKz5AKBs9ifYrPkAoGz2J9is+QISOTSjOPz5AhI5NKM4/PkBaItPzS0A+QFoi0/NLQD5AopmQWNhGPkCimZBY2EY+QNHlLBV2VT5A0eUsFXZVPkCTU+ZZvV0+QJNT5lm9XT5AhdJjis5nPkCF0mOKzmc+QH+1Of+ncT5Af7U5/6dxPkARvVww6Ik+QBG9XDDoiT5ANBvZs8+aPkA0G9mzz5o+QARlsJKrnz5ABGWwkqufPkDVV0fJM6I+QNVXR8kzoj5A5RUji2OqPkDlFSOLY6o+QGF89Mu6sT5AYXz0y7qxPkBWwntEWLs+QFbCe0RYuz5AZJfxQajAPkBkl/FBqMA+QG2ghhM0zD5AbaCGEzTMPkA0+zAPpMw+QDT7MA+kzD5AXThVSmTPPkBdOFVKZM8+QPrR5f2h3T5A+tHl/aHdPkAvxs5DhvE+QC/GzkOG8T5AhrTL7zH3PkCGtMvvMfc+QCQZEc0V+T5AJBkRzRX5PkBmWeYfgBk/QGZZ5h+AGT9Ac49fLgcaP0Bzj18uBxo/QJnkYHMqLD9AmeRgcyosP0BL+iBDDi4/QEv6IEMOLj9AUeZcQKAvP0BR5lxAoC8/QLnW4v6OND9Audbi/o40P0AP98vyt0U/QA/3y/K3RT9ATRLR7qRUP0BNEtHupFQ/QCoH3ElEWD9AKgfcSURYP0DHGnPTwF0/QMcac9PAXT9AOLr2JhJhP0A4uvYmEmE/QCzo9mvSYT9ALOj2a9JhP0BrR/o1fmk/QGtH+jV+aT9AagjkcH1uP0BqCORwfW4/QAsxLZmneD9ACzEtmad4P0AxwqgoQoI/QDHCqChCgj9AXrxvMHWCP0BevG8wdYI/QJ5fu/r5iD9Anl+7+vmIP0C9w2b5J5k/QL3DZvknmT9A/vryhuWbP0D++vKG5Zs/QMg6M89eqD9AyDozz16oP0CSbz+0YrU/QJJvP7RitT9AGmYqdsLLP0AaZip2wss/QDguTqqa1j9AOC5OqprWP0B1NEoPk9g/QHU0Sg+T2D9Ab+UPKcLdP0Bv5Q8pwt0/QH0SwA8b5z9AfRLADxvnP0DmvmucXek/QOa+a5xd6T9AaNRLjHPpP0Bo1EuMc+k/QDLcIbr96T9AMtwhuv3pP0CLup4Gj+w/QIu6ngaP7D9Ab2zMBQb5P0BvbMwFBvk/QBxg+9Ti/z9AHGD71OL/P0CygGAoqgJAQLKAYCiqAkBAiW6E0qUIQECJboTSpQhAQK8cTJoHCUBArxxMmgcJQEB133sU9RRAQHXfexT1FEBAAJ+sI8sWQEAAn6wjyxZAQMa5ztb3FkBAxrnO1vcWQEAmKCfslh1AQCYoJ+yWHUBAAelYNd8eQEAB6Vg13x5AQAjmL5+BIUBACOYvn4EhQEDT+hRq2iFAQNP6FGraIUBALpecF7cqQEAul5wXtypAQCmdZIuIK0BAKZ1ki4grQEBFGuBnsi1AQEUa4GeyLUBA5Quz6UguQEDlC7PpSC5AQB2k0673NkBAHaTTrvc2QEBQFWJFaT1AQFAVYkVpPUBAqG/w4gdEQECob/DiB0RAQDEK8FWhR0BAMQrwVaFHQEDC/4BziklAQML/gHOKSUBASpDMz+FKQEBKkMzP4UpAQKPlGMfcTUBAo+UYx9xNQEBU7bthwlJAQFTtu2HCUkBA7dscuaJUQEDt2xy5olRAQIai/R/BXUBAhqL9H8FdQEDGdlJsOGBAQMZ2Umw4YEBAqqNPVG9qQECqo09Ub2pAQDz4biDeb0BAPPhuIN5vQECD81UDwX1AQIPzVQPBfUBAGbDFcmGCQEAZsMVyYYJAQOZ38HqRg0BA5nfwepGDQEAYp7jYL4ZAQBinuNgvhkBAelQvI8iJQEB6VC8jyIlAQAgaQ34Fj0BACBpDfgWPQEC3VL8DD5JAQLdUvwMPkkBAd8iCRpqSQEB3yIJGmpJAQAeYDMWPl0BAB5gMxY+XQED8Vt75rZdAQPxW3vmtl0BA2AfqBPigQEDYB+oE+KBAQC33BwkIpUBALfcHCQilQEAdoF7m0bxAQB2gXubRvEBASr6tf7q+QEBKvq1/ur5AQL9Z19Epw0BAv1nX0SnDQEB3upSiOsNAQHe6lKI6w0BAYhMk3qPSQEBiEyTeo9JAQJ+8nRp61UBAn7ydGnrVQEAclyGHGNtAQByXIYcY20BA/rQNHfvdQED+tA0d+91AQPi503KP30BA+LnTco/fQEAMi049eOBAQAyLTj144EBAGccm1jLkQEAZxybWMuRAQP8/n8i/5UBA/z+fyL/lQEARn17tRO9AQBGfXu1E70BAht38t+r6QECG3fy36vpAQMzqU6Kw/EBAzOpTorD8QEBoFjQBWABBQGgWNAFYAEFArocxF7QJQUCuhzEXtAlBQODNNHrDC0FA4M00esMLQUDyLanzAw9BQPItqfMDD0FAFUVisGYQQUAVRWKwZhBBQIgejC+fEEFAiB6ML58QQUCYjCEfchtBQJiMIR9yG0FAqXfJdgcfQUCpd8l2Bx9BQAF8p5ETIEFAAXynkRMgQUCATVuMYCFBQIBNW4xgIUFA+TthD5AlQUD5O2EPkCVBQLcMq92pJUFAtwyr3aklQUDRWWe6uSpBQNFZZ7q5KkFAMLSP9Y84QUAwtI/1jzhBQHqUdnyTOEFAepR2fJM4QUCsZ8NTV0FBQKxnw1NXQUFAP5SRIMVBQUA/lJEgxUFBQOdB9Z2QQkFA50H1nZBCQUCZXyAcPE1BQJlfIBw8TUFAudpECM9XQUC52kQIz1dBQNMkg95UXEFA0ySD3lRcQUAkLdizpWBBQCQt2LOlYEFAs+/7TchkQUCz7/tNyGRBQN8tWc0fZUFA3y1ZzR9lQUAy9lSXVGxBQDL2VJdUbEFApX4Pun10QUClfg+6fXRBQIdsbLV5gUFAh2xstXmBQUC6djI4FIJBQLp2MjgUgkFAWIz9bfKJQUBYjP1t8olBQOc8OvRRlEFA5zw69FGUQUBuAcmOK5hBQG4ByY4rmEFA5L+2wyahQUDkv7bDJqFBQFtX1bXyoUFAW1fVtfKhQUDw0ViqfKpBQPDRWKp8qkFA4O6MyIusQUDg7ozIi6xBQPoub9h6sUFA+i5v2HqxQUBHWTkG2bJBQEdZOQbZskFANQ8p9Ge1QUA1Dyn0Z7VBQAns8qigtUFACezyqKC1QUC3o59nMbhBQLejn2cxuEFAjbRTAqW6QUCNtFMCpbpBQCsmNenDvUFAKyY16cO9QUCvGRsBEr5BQK8ZGwESvkFAbtj8Cm7AQUBu2PwKbsBBQLxw+w88xkFAvHD7DzzGQUAhsww1r9BBQCGzDDWv0EFANQrL0yvUQUA1CsvTK9RBQAcqKBur1EFAByooG6vUQUASRIZh6d1BQBJEhmHp3UFAfYobxMHiQUB9ihvEweJBQAa6k7F540FABrqTsXnjQUABM8eUTORBQAEzx5RM5EFAAHWlftfrQUAAdaV+1+tBQGofvj5Q7EFAah++PlDsQUC/lPM9quxBQL+U8z2q7EFAmZo1vZXtQUCZmjW9le1BQBqVEtrw8EFAGpUS2vDwQUDXecflJfFBQNd5x+Ul8UFArnP1Ijn4QUCuc/UiOfhBQG7aKv1iB0JAbtoq/WIHQkAEhVxxjA1CQASFXHGMDUJAS9UAZJkSQkBL1QBkmRJCQCft4AiKFkJAJ+3gCIoWQkCQ3lh+iB5CQJDeWH6IHkJARKESZkokQkBEoRJmSiRCQPnDbBRaLEJA+cNsFFosQkCKV4mmZy9CQIpXiaZnL0JAVkuG+ZUvQkBWS4b5lS9CQNLqzoq1L0JA0urOirUvQkCwOI5RYzhCQLA4jlFjOEJAxi+yKXQ7QkDGL7IpdDtCQCS+2JijPEJAJL7YmKM8QkA9iF5bK0ZCQD2IXlsrRkJA/R05779GQkD9HTnvv0ZCQMw+IkJ2SkJAzD4iQnZKQkCgNtNXgkxCQKA201eCTEJA33xV3uhMQkDffFXe6ExCQLst6jCRU0JAuy3qMJFTQkAl+YH2XFtCQCX5gfZcW0JA8AudYIBcQkDwC51ggFxCQHC+InD/YUJAcL4icP9hQkBQ7Jcq+mNCQFDslyr6Y0JANKEFQp9mQkA0oQVCn2ZCQGfTya3vaUJAZ9PJre9pQkD7wNTZEHNCQPvA1NkQc0JAJO0whDh8QkAk7TCEOHxCQPT2YbKqgUJA9PZhsqqBQkDs0MgodYJCQOzQyCh1gkJAFNwxt+KFQkAU3DG34oVCQLzAlwbYkkJAvMCXBtiSQkBhd/RwHJZCQGF39HAclkJACN2vXbuiQkAI3a9du6JCQOgTPITzqEJA6BM8hPOoQkAIU7ENF7tCQAhTsQ0Xu0JA84egTlu8QkDzh6BOW7xCQPtCYQKYw0JA+0JhApjDQkBooyn+ycdCQGijKf7Jx0JAsct9JcbIQkCxy30lxshCQFxemEfJyEJAXF6YR8nIQkACnHshkspCQAKceyGSykJAeN2mXuPOQkB43aZe485CQLQ8EBGL1UJAtDwQEYvVQkAL8QjE1tZCQAvxCMTW1kJAkWH8ZbfZQkCRYfxlt9lCQNUMKv/n3EJA1Qwq/+fcQkAyuUVRHONCQDK5RVEc40JA6VOVqqboQkDpU5WqpuhCQGGASv6n7EJAYYBK/qfsQkBv8Jbyve1CQG/wlvK97UJAwdI8MILwQkDB0jwwgvBCQKHLnvCT8kJAocue8JPyQkCpFsHIw/xCQKkWwcjD/EJAwOpU0OwGQ0DA6lTQ7AZDQI4T+RujB0NAjhP5G6MHQ0D9IGcLNwtDQP0gZws3C0NAd3E8ylASQ0B3cTzKUBJDQMJKdI3IE0NAwkp0jcgTQ0A0e+1S9BVDQDR77VL0FUNA+N1KYzcjQ0D43UpjNyNDQLzuwnPdJENAvO7Cc90kQ0Dk03M40SpDQOTTczjRKkNARsmi04M3Q0BGyaLTgzdDQDtZCcCtPENAO1kJwK08Q0B25RyhED5DQHblHKEQPkNAI6fbsbxBQ0Ajp9uxvEFDQHwZjz9qRUNAfBmPP2pFQ0C15yBysk5DQLXnIHKyTkNAMBVj3NBaQ0AwFWPc0FpDQJsNJjAZXUNAmw0mMBldQ0DfUzmkhV1DQN9TOaSFXUNAdHxtEhdgQ0B0fG0SF2BDQNYjJF76YUNA1iMkXvphQ0Cr0zOpjWVDQKvTM6mNZUNA8UQLxOJlQ0DxRAvE4mVDQBShpFwrbENAFKGkXCtsQ0CvPQLy9W9DQK89AvL1b0NA/lHjunVyQ0D+UeO6dXJDQNlM30GdeUNA2UzfQZ15Q0A9a8/WynlDQD1rz9bKeUNAerO3r4B6Q0B6s7evgHpDQIL/BxCSfENAgv8HEJJ8Q0CoaDvC64pDQKhoO8LrikNAf1KdYd2OQ0B/Up1h3Y5DQF4rR9uVkUNAXitH25WRQ0BNWkRdupFDQE1aRF26kUNAwhH/+EaUQ0DCEf/4RpRDQKmIuO80l0NAqYi47zSXQ0BBnAXip5lDQEGcBeKnmUNAPMt9MlubQ0A8y30yW5tDQOaDl6RUn0NA5oOXpFSfQ0DcW0sERaNDQNxbSwRFo0NAdh3tWXqlQ0B2He1ZeqVDQIvmkVBlqENAi+aRUGWoQ0AAcjxT57pDQAByPFPnukNA3gNoVaS9Q0DeA2hVpL1DQAiMFxFTxUNACIwXEVPFQ0A4FeMYhc5DQDgV4xiFzkNABkBt4ubSQ0AGQG3i5tJDQMQL21w41kNAxAvbXDjWQ0C5hCql3dtDQLmEKqXd20NALGp2o6HfQ0Asanajod9DQKG8e9es30NAobx716zfQ0A4CRG71uBDQDgJEbvW4ENAuHDzFyziQ0C4cPMXLOJDQBdetxy650NAF163HLrnQ0BW1zatTu1DQFbXNq1O7UNA4BZwjhj0Q0DgFnCOGPRDQISzuN7i9ENAhLO43uL0Q0AVH2yHVf9DQBUfbIdV/0NAK7NqYtUCREArs2pi1QJEQCMdRpruBERAIx1Gmu4EREBl2kOnzg1EQGXaQ6fODURA35RuAMsQREDflG4AyxBEQObc0uRJEURA5tzS5EkRREDwv1oRHxREQPC/WhEfFERA9hw8b0QaRED2HDxvRBpEQM1FmQVIG0RAzUWZBUgbRECsE1/AXRxEQKwTX8BdHERAwB0LPmsiREDAHQs+ayJEQDAbzRD0IkRAMBvNEPQiREB6qV7R4ylEQHqpXtHjKURA2+FLIGcrREDb4UsgZytEQMkd0pOfLkRAyR3Sk58uREC0EgW1PzlEQLQSBbU/OURAUt0UQf08REBS3RRB/TxEQPx0vgOYPURA/HS+A5g9REDrPzwweElEQOs/PDB4SURAJKLjUcpJREAkouNRyklEQMGZshC7TkRAwZmyELtORECzOgjlS1REQLM6COVLVERAkh+sdyxbRECSH6x3LFtEQGTNX1GOXERAZM1fUY5cREAm8LrHDWJEQCbwuscNYkRA8/AGEI9jREDz8AYQj2NEQCxh5qK1ZkRALGHmorVmREDtcyxSzWZEQO1zLFLNZkRAdPPIpOdrREB088ik52tEQNJiPHg0b0RA0mI8eDRvREARS1gKsm9EQBFLWAqyb0RAMNhGpmBwREAw2EamYHBEQMAcFbEickRAwBwVsSJyREBIgA76gXREQEiADvqBdERAC4iGFgJ1REALiIYWAnVEQOyz9fPLfURA7LP188t9RECtpR3R54lEQK2lHdHniURAx1qADxKKREDHWoAPEopEQBSapmvtjURAFJqma+2NREAOVSMmyY5EQA5VIybJjkRAKK14QH6ZREAorXhAfplEQJTw51DJpURAlPDnUMmlREBLbIHYUKdEQEtsgdhQp0RA5nf2l6qnREDmd/aXqqdEQJzxUe9qrkRAnPFR72quREBmAXA597REQGYBcDn3tERAPIkVWCS4REA8iRVYJLhEQI03XHhQxERAjTdceFDERECJziF8DMtEQInOIXwMy0RA5DfdFd3OREDkN90V3c5EQDrsxdcn10RAOuzF1yfXREBhrj/JVtpEQGGuP8lW2kRAoLBUPN/gRECgsFQ83+BEQDj2fePs4kRAOPZ94+ziRECbVgJAvuZEQJtWAkC+5kRALEJrTNrnREAsQmtM2udEQEXAyWxp6kRARcDJbGnqREBZxRsN6/hEQFnFGw3r+ERAV3uz3EMCRUBXe7PcQwJFQDK0bXPJEUVAMrRtc8kRRUCWiNQJcxRFQJaI1AlzFEVAMITc49cURUAwhNzj1xRFQPuawiaQGEVA+5rCJpAYRUAumjxEJCVFQC6aPEQkJUVAA1U5UAcqRUADVTlQBypFQNaCO4t6KkVA1oI7i3oqRUCESjy/wypFQIRKPL/DKkVA3+LyJ+AsRUDf4vIn4CxFQDNSlNDVNEVAM1KU0NU0RUAJAup0iDxFQAkC6nSIPEVAnuODnoc9RUCe44Oehz1FQLitq//eRUVAuK2r/95FRUDP4ep6+EhFQM/h6nr4SEVA/lXAiXdWRUD+VcCJd1ZFQJUJuEI7W0VAlQm4QjtbRUDMQeZqq1tFQMxB5mqrW0VA6Kdxxs1bRUDop3HGzVtFQEKVZ3kvXEVAQpVneS9cRUD6T7ymK11FQPpPvKYrXUVAnFxoZ9xlRUCcXGhn3GVFQHjZsTblZkVAeNmxNuVmRUCNnq6qS35FQI2erqpLfkVAeL+r68qCRUB4v6vryoJFQDM2z8mchEVAMzbPyZyERUCYkxei5IhFQJiTF6LkiEVA6V4qqK+SRUDpXiqor5JFQA8AcSpOlkVADwBxKk6WRUCV4wCskpdFQJXjAKySl0VAzNKLdRWZRUDM0ot1FZlFQNRHAJNbpUVA1EcAk1ulRUCgeSxV2qhFQKB5LFXaqEVAK9UAAtKtRUAr1QAC0q1FQNtRlccksEVA21GVxySwRUBGt68/uLlFQEa3rz+4uUVArXpnAGnBRUCtemcAacFFQNpri6bDxEVA2muLpsPERUCQfl17Cs5FQJB+XXsKzkVAPHEeUtnWRUA8cR5S2dZFQJSbpDmh10VAlJukOaHXRUBbWRYXqtdFQFtZFheq10VAGiKbOILZRUAaIps4gtlFQLhEvp/e2UVAuES+n97ZRUCak/OXKtpFQJqT85cq2kVALHgE5zXaRUAseATnNdpFQEPszULh30VAQ+zNQuHfRUBqzkgm0wVGQGrOSCbTBUZAIccFLk4IRkAhxwUuTghGQFgXRcmbC0ZAWBdFyZsLRkDqswBX4Q5GQOqzAFfhDkZASI68TgETRkBIjrxOARNGQMRGCYTiFkZAxEYJhOIWRkBAgn6mgRdGQECCfqaBF0ZAnCagYoEzRkCcJqBigTNGQOD/UTbeNkZA4P9RNt42RkD+Ptb41DdGQP4+1vjUN0ZAONuqDbQ4RkA426oNtDhGQOob0HevOUZA6hvQd685RkDTx+IYY1BGQNPH4hhjUEZAQZaYQSZRRkBBlphBJlFGQOIDXoM7VEZA4gNegztURkBcg/in0VhGQFyD+KfRWEZAwNwtOF1eRkDA3C04XV5GQFFEIoVQY0ZAUUQihVBjRkCAA62Gw2lGQIADrYbDaUZAv2FkFb1xRkC/YWQVvXFGQN1LbfSHfUZA3Utt9Id9RkAC9feDZn5GQAL194NmfkZAyGCaqyWBRkDIYJqrJYFGQClPwqX/g0ZAKU/Cpf+DRkCovGs3l4VGQKi8azeXhUZAQKGElwaNRkBAoYSXBo1GQENhzPiFjUZAQ2HM+IWNRkDkyjKcA5BGQOTKMpwDkEZA1jQ+0jORRkDWND7SM5FGQDh0fwrjlkZAOHR/CuOWRkAKugxVNJdGQAq6DFU0l0ZA1fvaFoeXRkDV+9oWh5dGQGAHx90emkZAYAfH3R6aRkDrR2pvbZ1GQOtHam9tnUZADcWWhtieRkANxZaG2J5GQCPQ78C9qkZAI9DvwL2qRkA+CzBC66tGQD4LMELrq0ZA5jbpJWi5RkDmNuklaLlGQOgJwmCDvUZA6AnCYIO9RkCSPV+AccVGQJI9X4BxxUZAC9R/drHGRkAL1H92scZGQHfwy7PVx0ZAd/DLs9XHRkBuyiXB18dGQG7KJcHXx0ZAX49LUFPKRkBfj0tQU8pGQBpTxz9XzUZAGlPHP1fNRkCaLVHCGNJGQJotUcIY0kZAgwenfpPfRkCDB6d+k99GQEMA2VVI7kZAQwDZVUjuRkDxw2rH8fRGQPHDasfx9EZAos2LwqIDR0CizYvCogNHQOr0424fD0dA6vTjbh8PR0C/sakrwxNHQL+xqSvDE0dAYrxxm9cZR0BivHGb1xlHQKNjS3GcHkdAo2NLcZweR0CqRWbQkiBHQKpFZtCSIEdAPkgovr4pR0A+SCi+vilHQOmeU8feM0dA6Z5Tx94zR0DVCrP1VEhHQNUKs/VUSEdAODmrjkBLR0A4OauOQEtHQDT89e9LUUdANPz170tRR0AERmk+hlFHQARGaT6GUUdARB4Y6EVSR0BEHhjoRVJHQGrfwA2EaEdAat/ADYRoR0ABlhmzDW5HQAGWGbMNbkdAOKkmjixwR0A4qSaOLHBHQK5I3XxtckdArkjdfG1yR0D2HoDon3VHQPYegOifdUdAsI8Du+Z2R0CwjwO75nZHQH60+50QkEdAfrT7nRCQR0C1OfMRCZFHQLU58xEJkUdA/mtjPw2bR0D+a2M/DZtHQL2C3ULKnUdAvYLdQsqdR0CIVt0HaqpHQIhW3QdqqkdAlQvrP6avR0CVC+s/pq9HQGZGozKDtEdAZkajMoO0R0CevVMmgbdHQJ69UyaBt0dA1iGA7s27R0DWIYDuzbtHQDgpgL85vEdAOCmAvzm8R0Col9GWmb5HQKiX0ZaZvkdABUq+r5bBR0AFSr6vlsFHQDyl+K7jwkdAPKX4ruPCR0CIB8azhMhHQIgHxrOEyEdAPpjWML/IR0A+mNYwv8hHQJ5TvIe/yEdAnlO8h7/IR0BNSV0brM9HQE1JXRusz0dAPOmDWCbTR0A86YNYJtNHQO9ldv4z00dA72V2/jPTR0BR3QlDWNlHQFHdCUNY2UdAbb9pPg7dR0Btv2k+Dt1HQHcIEYKl3kdAdwgRgqXeR0AQN++OK+NHQBA3744r40dAjiwsQkrlR0COLCxCSuVHQBEvOHpg7EdAES84emDsR0AC/M5u9AVIQAL8zm70BUhAIbHlzMIPSEAhseXMwg9IQHMk2gp9I0hAcyTaCn0jSEAmQLmfgStIQCZAuZ+BK0hAOjpII95QSEA6Okgj3lBIQLM5pyomaUhAszmnKiZpSEDyBgYPcmlIQPIGBg9yaUhABtxLv45uSEAG3Eu/jm5IQOon8uyjeUhA6ify7KN5SECSNcmc1XlIQJI1yZzVeUhAIYdxMCF8SEAhh3EwIXxIQFoxuvV6jUhAWjG69XqNSEBjRvyECJNIQGNG/IQIk0hAHF2xaiedSEAcXbFqJ51IQN5kaXKhoEhA3mRpcqGgSEBJ2ov9OL1IQEnai/04vUhAjgelisLFSECOB6WKwsVIQBLLRPENyUhAEstE8Q3JSECo6x98rcxIQKjrH3ytzEhAkALp/oPNSECQAun+g81IQBCqITr70EhAEKohOvvQSEBQfbcjJOFIQFB9tyMk4UhAEY+2EozkSEARj7YSjORIQOGQPb49+khA4ZA9vj36SECYWHYlnwFJQJhYdiWfAUlAOcLrR+ABSUA5wutH4AFJQMLqu6mRBElAwuq7qZEESUBp8JJp8hhJQGnwkmnyGElAbEMhqmgxSUBsQyGqaDFJQEiMtYb4O0lASIy1hvg7SUCQL69Vg0hJQJAvr1WDSElAR33lLuVKSUBHfeUu5UpJQLjr3G97UElAuOvcb3tQSUCGLWE3P1hJQIYtYTc/WElAvoEsNaZmSUC+gSw1pmZJQPBkt40fcUlA8GS3jR9xSUD6OoDS6ntJQPo6gNLqe0lAjIpHYNuLSUCMikdg24tJQDSaj5rCjUlANJqPmsKNSUB+LwSRfpJJQH4vBJF+kklAGmn6HyWlSUAaafofJaVJQPFDmp3epUlA8UOand6lSUCw7f+r86lJQLDt/6vzqUlAvu1NUWiqSUC+7U1RaKpJQAwTMyqSq0lADBMzKpKrSUBfWJrfALJJQF9Ymt8AsklAPOyKA7PESUA87IoDs8RJQJyWlrns3klAnJaWuezeSUDa/Dbz1PBJQNr8NvPU8ElAEdulNDD4SUAR26U0MPhJQOQjCuhdAUpA5CMK6F0BSkBUn9AsewNKQFSf0Cx7A0pAyqlcpI0ESkDKqVykjQRKQN1CID+bGEpA3UIgP5sYSkBxZQ/DXxpKQHFlD8NfGkpAmEd9JHoySkCYR30kejJKQJSJmxIRNUpAlImbEhE1SkCwwQbKNUZKQLDBBso1RkpAZIF76BxPSkBkgXvoHE9KQOKkJm2nT0pA4qQmbadPSkASdFrBoFRKQBJ0WsGgVEpATIYuoEN4SkBMhi6gQ3hKQDLurSQtfkpAMu6tJC1+SkBlvWw+z4RKQGW9bD7PhEpAoF+9ZPmMSkCgX71k+YxKQCTnO55jr0pAJOc7nmOvSkDmeC6SOLNKQOZ4LpI4s0pAVLGeAru5SkBUsZ4Cu7lKQMLML6tq1UpAwswvq2rVSkBUeaWH99VKQFR5pYf31UpANdX9kdDpSkA11f2R0OlKQOi03dWm9kpA6LTd1ab2SkAcj5CEeQJLQByPkIR5AktAqnHcLCwFS0CqcdwsLAVLQEpw2N2fCUtASnDY3Z8JS0CS3LVdWQtLQJLctV1ZC0tA5gTsdTYUS0DmBOx1NhRLQPjXFmymGUtA+NcWbKYZS0CQh/VDJSFLQJCH9UMlIUtAE5wA7QEsS0ATnADtASxLQDac1kUvLUtANpzWRS8tS0Bc+jfpRDhLQFz6N+lEOEtAwVmDs5xHS0DBWYOznEdLQM7w6W2NUUtAzvDpbY1RS0A6YBmeM1pLQDpgGZ4zWktAMKDnRBpdS0AwoOdEGl1LQE5tLQ0XbUtATm0tDRdtS0C6gcIe/m9LQLqBwh7+b0tAzecA309yS0DN5wDfT3JLQILFiZXAkUtAgsWJlcCRS0COuSsmq51LQI65KyarnUtABJh6aYOeS0AEmHppg55LQPoKvhqon0tA+gq+GqifS0ACSlUtFKFLQAJKVS0UoUtAbmMrkhKmS0BuYyuSEqZLQCqiRZI4rEtAKqJFkjisS0Cug2rA5q1LQK6DasDmrUtAyKxI+Iy8S0DIrEj4jLxLQOa44VvNyktA5rjhW83KS0DQNzIHm89LQNA3Mgebz0tAWcfslgfVS0BZx+yWB9VLQHYFGmRb2UtAdgUaZFvZS0C0/SNSOedLQLT9I1I550tAdLJ5XMEATEB0snlcwQBMQNCh/AXIJkxA0KH8BcgmTECAmC3MIFBMQICYLcwgUExAEyxmhKJwTEATLGaEonBMQC6HJtX9cUxALocm1f1xTEDY85aSrXpMQNjzlpKtekxA2K4jIqCGTEDYriMioIZMQPxpe7/sikxA/Gl7v+yKTEAb+wwSdYxMQBv7DBJ1jExAtye5CayPTEC3J7kJrI9MQCQTJ82zmUxAJBMnzbOZTEDcUkO19p9MQNxSQ7X2n0xAVF+rpvymTEBUX6um/KZMQHqF4PoKrUxAeoXg+gqtTED2gjHi3/hMQPaCMeLf+ExAvqnBobMBTUC+qcGhswFNQDo35G78KU1AOjfkbvwpTUBITGzrfj5NQEhMbOt+Pk1A7CS8KNxFTUDsJLwo3EVNQN361jzEU01A3frWPMRTTUC4XtcVw1RNQLhe1xXDVE1A/QF1YJ9YTUD9AXVgn1hNQJjO5TJmpU1AmM7lMmalTUBxSq8Me6dNQHFKrwx7p01A7tgvc0epTUDu2C9zR6lNQMJGfrLXxk1AwkZ+stfGTUAE60tJ39NNQATrS0nf001Argq+Z47jTUCuCr5njuNNQCYfwp3tEU5AJh/Cne0RTkD5M1VhqxlOQPkzVWGrGU5ASN2+bFU2TkBI3b5sVTZOQOSVClRXUk5A5JUKVFdSTkBAzJAEQ8xOQEDMkARDzE5A9xQyepLRTkD3FDJ6ktFOQHLGxD/YGU9AcsbEP9gZT0DRPAG3Wi1PQNE8AbdaLU9AfNXoRntPT0B81ehGe09PQHclX+NJfE9AdyVf40l8T0B4xItZStlPQHjEi1lK2U9AYsYAlxzhT0BixgCXHOFPQKQTb9uMHVBApBNv24wdUED9UJCw2iVQQP1QkLDaJVBAkAkBNxRRUECQCQE3FFFQQB+NaQg7glBAH41pCDuCUEAuV4VWf6lQQC5XhVZ/qVBAV26ymn+tUEBXbrKaf61QQCLpWSDU0lBAIulZINTSUEBlkYg/Ai5RQGWRiD8CLlFAaa9ELcs3UUBpr0QtyzdRQImqwHjGSFFAiarAeMZIUUAF9cxJ3GRRQAX1zEncZFFAtk4k6+99UUC2TiTr731RQE0okMkwiFFATSiQyTCIUUB6C0WZkZdRQHoLRZmRl1FApGr3w9TdUUCkavfD1N1RQMwkqQard1JAzCSpBqt3UkBkFF+JZYxSQGQUX4lljFJAG/m7O4gQVEAb+bs7iBBUQA==\"},\"shape\":[2000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[2000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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FpkO68/WDm0yHa+rz9YObTIdr6vP1TjpZvEILA/VOOlm8QgsD/8qfHSTWKwP/yp8dJNYrA/pHA9CtejsD+kcD0K16OwP0w3iUFg5bA/TDeJQWDlsD/0/dR46SaxP/T91HjpJrE/nMQgsHJosT+cxCCwcmixP0SLbOf7qbE/RIts5/upsT/sUbgeheuxP+xRuB6F67E/kxgEVg4tsj+TGARWDi2yPzvfT42XbrI/O99PjZdusj/jpZvEILCyP+Olm8QgsLI/i2zn+6nxsj+LbOf7qfGyPzMzMzMzM7M/MzMzMzMzsz/b+X5qvHSzP9v5fmq8dLM/g8DKoUW2sz+DwMqhRbazPyuHFtnO97M/K4cW2c73sz/TTWIQWDm0P9NNYhBYObQ/exSuR+F6tD97FK5H4Xq0PyPb+X5qvLQ/I9v5fmq8tD/LoUW28/20P8uhRbbz/bQ/c2iR7Xw/tT9zaJHtfD+1Pxsv3SQGgbU/Gy/dJAaBtT/D9Shcj8K1P8P1KFyPwrU/arx0kxgEtj9qvHSTGAS2PxKDwMqhRbY/EoPAyqFFtj+6SQwCK4e2P7pJDAIrh7Y/YhBYObTItj9iEFg5tMi2PwrXo3A9Crc/CtejcD0Ktz+yne+nxku3P7Kd76fGS7c/WmQ730+Ntz9aZDvfT423PwIrhxbZzrc/AiuHFtnOtz+q8dJNYhC4P6rx0k1iELg/UrgehetRuD9SuB6F61G4P/p+arx0k7g/+n5qvHSTuD+iRbbz/dS4P6JFtvP91Lg/SgwCK4cWuT9KDAIrhxa5P/LSTWIQWLk/8tJNYhBYuT+amZmZmZm5P5qZmZmZmbk/QmDl0CLbuT9CYOXQItu5P+kmMQisHLo/6SYxCKwcuj+R7Xw/NV66P5HtfD81Xro/ObTIdr6fuj85tMh2vp+6P+F6FK5H4bo/4XoUrkfhuj+JQWDl0CK7P4lBYOXQIrs/MQisHFpkuz8xCKwcWmS7P9nO91Pjpbs/2c73U+Oluz+BlUOLbOe7P4GVQ4ts57s/KVyPwvUovD8pXI/C9Si8P9Ei2/l+arw/0SLb+X5qvD956SYxCKy8P3npJjEIrLw/IbByaJHtvD8hsHJoke28P8l2vp8aL70/yXa+nxovvT9xPQrXo3C9P3E9CtejcL0/GQRWDi2yvT8ZBFYOLbK9P8HKoUW2870/wcqhRbbzvT9oke18PzW+P2iR7Xw/Nb4/EFg5tMh2vj8QWDm0yHa+P7gehetRuL4/uB6F61G4vj9g5dAi2/m+P2Dl0CLb+b4/CKwcWmQ7vz8IrBxaZDu/P7ByaJHtfL8/sHJoke18vz9YObTIdr6/P1g5tMh2vr8/AAAAAAAAwD8AAAAAAADAP1TjpZvEIMA/VOOlm8QgwD+oxks3iUHAP6jGSzeJQcA//Knx0k1iwD/8qfHSTWLAP1CNl24Sg8A/UI2XbhKDwD+kcD0K16PAP6RwPQrXo8A/+FPjpZvEwD/4U+Olm8TAP0w3iUFg5cA/TDeJQWDlwD+gGi/dJAbBP6AaL90kBsE/9P3UeOkmwT/0/dR46SbBP0jhehSuR8E/SOF6FK5HwT+cxCCwcmjBP5zEILByaME/8KfGSzeJwT/wp8ZLN4nBP0SLbOf7qcE/RIts5/upwT+YbhKDwMrBP5huEoPAysE/7FG4HoXrwT/sUbgehevBPz81XrpJDMI/PzVeukkMwj+TGARWDi3CP5MYBFYOLcI/5/up8dJNwj/n+6nx0k3CPzvfT42XbsI/O99PjZduwj+PwvUoXI/CP4/C9Shcj8I/46WbxCCwwj/jpZvEILDCPzeJQWDl0MI/N4lBYOXQwj+LbOf7qfHCP4ts5/up8cI/30+Nl24Swz/fT42XbhLDPzMzMzMzM8M/MzMzMzMzwz+HFtnO91PDP4cW2c73U8M/2/l+arx0wz/b+X5qvHTDPy/dJAaBlcM/L90kBoGVwz+DwMqhRbbDP4PAyqFFtsM/16NwPQrXwz/Xo3A9CtfDPyuHFtnO98M/K4cW2c73wz9/arx0kxjEP39qvHSTGMQ/001iEFg5xD/TTWIQWDnEPycxCKwcWsQ/JzEIrBxaxD97FK5H4XrEP3sUrkfhesQ/z/dT46WbxD/P91PjpZvEPyPb+X5qvMQ/I9v5fmq8xD93vp8aL93EP3e+nxov3cQ/y6FFtvP9xD/LoUW28/3EPx+F61G4HsU/H4XrUbgexT9zaJHtfD/FP3Noke18P8U/x0s3iUFgxT/HSzeJQWDFPxsv3SQGgcU/Gy/dJAaBxT9vEoPAyqHFP28Sg8DKocU/w/UoXI/CxT/D9Shcj8LFPxfZzvdT48U/F9nO91PjxT9qvHSTGATGP2q8dJMYBMY/vp8aL90kxj++nxov3STGPxKDwMqhRcY/EoPAyqFFxj9mZmZmZmbGP2ZmZmZmZsY/ukkMAiuHxj+6SQwCK4fGPw4tsp3vp8Y/Di2yne+nxj9iEFg5tMjGP2IQWDm0yMY/tvP91Hjpxj+28/3UeOnGPwrXo3A9Csc/CtejcD0Kxz9eukkMAivHP166SQwCK8c/sp3vp8ZLxz+yne+nxkvHPwaBlUOLbMc/BoGVQ4tsxz9aZDvfT43HP1pkO99Pjcc/rkfhehSuxz+uR+F6FK7HPwIrhxbZzsc/AiuHFtnOxz9WDi2yne/HP1YOLbKd78c/qvHSTWIQyD+q8dJNYhDIP/7UeOkmMcg//tR46SYxyD9SuB6F61HIP1K4HoXrUcg/ppvEILByyD+mm8QgsHLIP/p+arx0k8g/+n5qvHSTyD9OYhBYObTIP05iEFg5tMg/okW28/3UyD+iRbbz/dTIP/YoXI/C9cg/9ihcj8L1yD9KDAIrhxbJP0oMAiuHFsk/nu+nxks3yT+e76fGSzfJP/LSTWIQWMk/8tJNYhBYyT9GtvP91HjJP0a28/3UeMk/mpmZmZmZyT+amZmZmZnJP+58PzVeusk/7nw/NV66yT9CYOXQItvJP0Jg5dAi28k/lkOLbOf7yT+WQ4ts5/vJP+kmMQisHMo/6SYxCKwcyj89CtejcD3KPz0K16NwPco/ke18PzVeyj+R7Xw/NV7KP+XQItv5fso/5dAi2/l+yj85tMh2vp/KPzm0yHa+n8o/jZduEoPAyj+Nl24Sg8DKP+F6FK5H4co/4XoUrkfhyj81XrpJDALLPzVeukkMAss/iUFg5dAiyz+JQWDl0CLLP90kBoGVQ8s/3SQGgZVDyz8xCKwcWmTLPzEIrBxaZMs/hetRuB6Fyz+F61G4HoXLP9nO91Pjpcs/2c73U+Olyz8tsp3vp8bLPy2yne+nxss/gZVDi2znyz+BlUOLbOfLP9V46SYxCMw/1XjpJjEIzD8pXI/C9SjMPylcj8L1KMw/fT81XrpJzD99PzVeuknMP9Ei2/l+asw/0SLb+X5qzD8lBoGVQ4vMPyUGgZVDi8w/eekmMQiszD956SYxCKzMP83MzMzMzMw/zczMzMzMzD8hsHJoke3MPyGwcmiR7cw/dZMYBFYOzT91kxgEVg7NP8l2vp8aL80/yXa+nxovzT8dWmQ730/NPx1aZDvfT80/cT0K16NwzT9xPQrXo3DNP8UgsHJokc0/xSCwcmiRzT8ZBFYOLbLNPxkEVg4tss0/bef7qfHSzT9t5/up8dLNP8HKoUW2880/wcqhRbbzzT8UrkfhehTOPxSuR+F6FM4/aJHtfD81zj9oke18PzXOP7x0kxgEVs4/vHSTGARWzj8QWDm0yHbOPxBYObTIds4/ZDvfT42Xzj9kO99PjZfOP7gehetRuM4/uB6F61G4zj8MAiuHFtnOPwwCK4cW2c4/YOXQItv5zj9g5dAi2/nOP7TIdr6fGs8/tMh2vp8azz8IrBxaZDvPPwisHFpkO88/XI/C9Shczz9cj8L1KFzPP7ByaJHtfM8/sHJoke18zz8EVg4tsp3PPwRWDi2ync8/WDm0yHa+zz9YObTIdr7PP6wcWmQ7388/rBxaZDvfzz8AAAAAAADQPwAAAAAAANA/qvHSTWIQ0D+q8dJNYhDQP1TjpZvEINA/VOOlm8Qg0D/+1HjpJjHQP/7UeOkmMdA/qMZLN4lB0D+oxks3iUHQP1K4HoXrUdA/UrgehetR0D/8qfHSTWLQP/yp8dJNYtA/ppvEILBy0D+mm8QgsHLQP1CNl24Sg9A/UI2XbhKD0D/6fmq8dJPQP/p+arx0k9A/pHA9Ctej0D+kcD0K16PQP05iEFg5tNA/TmIQWDm00D/4U+Olm8TQP/hT46WbxNA/okW28/3U0D+iRbbz/dTQP0w3iUFg5dA/TDeJQWDl0D/2KFyPwvXQP/YoXI/C9dA/oBov3SQG0T+gGi/dJAbRP0oMAiuHFtE/SgwCK4cW0T/0/dR46SbRP/T91HjpJtE/nu+nxks30T+e76fGSzfRP0jhehSuR9E/SOF6FK5H0T/y0k1iEFjRP/LSTWIQWNE/nMQgsHJo0T+cxCCwcmjRP0a28/3UeNE/Rrbz/dR40T/wp8ZLN4nRP/Cnxks3idE/mpmZmZmZ0T+amZmZmZnRP0SLbOf7qdE/RIts5/up0T/ufD81XrrRP+58PzVeutE/mG4Sg8DK0T+YbhKDwMrRP0Jg5dAi29E/QmDl0CLb0T/sUbgehevRP+xRuB6F69E/lkOLbOf70T+WQ4ts5/vRPz81XrpJDNI/PzVeukkM0j/pJjEIrBzSP+kmMQisHNI/kxgEVg4t0j+TGARWDi3SPz0K16NwPdI/PQrXo3A90j/n+6nx0k3SP+f7qfHSTdI/ke18PzVe0j+R7Xw/NV7SPzvfT42XbtI/O99PjZdu0j/l0CLb+X7SP+XQItv5ftI/j8L1KFyP0j+PwvUoXI/SPzm0yHa+n9I/ObTIdr6f0j/jpZvEILDSP+Olm8QgsNI/jZduEoPA0j+Nl24Sg8DSPzeJQWDl0NI/N4lBYOXQ0j/hehSuR+HSP+F6FK5H4dI/i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" const render_items = [{\"docid\":\"af3657a7-aea1-4425-8bd5-6034fb4fc211\",\"roots\":{\"p1130\":\"d4925c30-162e-4f9f-b58d-130c055c3419\"},\"root_ids\":[\"p1130\"]}];\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": "p1130" } }, "output_type": "display_data" } ], "source": [ "p = None\n", "for ell_vals in ell[::20]:\n", " p = iqplot.ecdf(\n", " ell_vals,\n", " p=p,\n", " line_kwargs=dict(line_alpha=0.3, line_width=1),\n", " x_axis_label=\"spindle length (µm)\",\n", " )\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks reasonable, except for the occasional negative spindle lengths. We will investigate treating these in a moment.\n", "\n", "Another option for display is to plot percentiles of the ECDFs. We can do this using the `bebi103.viz.predictive_ecdf()` function. It expects input as a Numpy array of shape $n_s \\times N$, where $n_s$ is the number of samples and $N$ is the number of data points. This is exactly what the variable `ell` is now." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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(µm)\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this plot, the median ECDF is shown in the middle, the darker blue filled region contains 68% of the samples, and the light blue contains 95% of the samples. The extent of the ECDF gives an indication of the extreme values in the prior predictive data set. The bulk of the spindle lengths lie in a reasonable region, somewhere between zero and 30 µm.\n", "\n", "We may be willing to tolerate the negative spindle length values in our model, since any data set, containing no negative values, could easily tug the posterior into positive spindle lengths. Nonetheless, let's check how many negative spindle lengths we get from our generative model. We will compute the fraction of spindle lengths that are negative from our generative model for each of the 1000 data sets we generated and then plot the results as an ECDF." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"54d46d21-1e57-4738-94e0-5c0d08d137af\",\"roots\":{\"p2687\":\"a99b4551-114e-46e4-9bc1-82e2b8420e7a\"},\"root_ids\":[\"p2687\"]}];\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": "p2687" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.ecdf(\n", " (ell < 0).sum(axis=1) / len(df), x_axis_label=\"fraction of negative spindle lengths\"\n", ")\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nearly half of the data sets we generated had negative spindle lengths, and many of them had a substantial fraction that were negative. The total fraction of negative spindle lengths of all generated data sets can be calculated." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.056018" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(ell < 0).sum() / (N * n_ppc_samples)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, more than 5% of generated data points are unphysical. Again, we could decide to tolerate this, but I will instead propose another model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The prior, take 3\n", "\n", "It makes sense that the standard deviation of the spindle length may scale with the spindle length itself. We can express this as\n", "\n", "\\begin{align}\n", "&\\sigma_0 \\sim \\text{Gamma}(2, 10), \\\\[1em]\n", "&\\sigma = \\sigma_0\\, \\phi.\n", "\\end{align}\n", "\n", "That is, $\\sigma$ scales linearly with $\\phi$ with constant of proportionality $\\sigma_0$. The prior we have chosen for $\\sigma_0$ looks like this." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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scale=0.1)\n", "\n", "p = bokeh.plotting.figure(\n", " frame_width=350,\n", " frame_height=200,\n", " x_axis_label='σ₀ [µm]',\n", " y_axis_label='g(σ₀) [1/µm]',\n", " x_range=[0, 1],\n", ")\n", "\n", "p.line(sigma_0, gamma_pdf, line_width=2)\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, our new complete generative model is\n", "\n", "\\begin{align}\n", "&\\phi \\sim \\text{LogNorm}(\\ln 20, 0.75),\\\\[1em]\n", "&\\sigma_0 \\sim \\text{Gamma}(2, 10),\\\\[1em]\n", "&\\sigma = \\sigma_0\\,\\phi,\\\\[1em]\n", "&l_i \\sim \\text{Norm}(\\phi, \\sigma)\\; \\forall i.\n", "\\end{align}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prior predictive checks, take 2\n", "\n", "We can again generate our prior predictive data sets." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\"},\"shape\":[2680],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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" const render_items = [{\"docid\":\"7974353f-77e0-4a20-9d0b-0fdba83dc473\",\"roots\":{\"p2784\":\"de439a84-e8de-4b46-b8cc-63a868c308d6\"},\"root_ids\":[\"p2784\"]}];\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": "p2784" } }, "output_type": "display_data" } ], "source": [ "# Draw parameters out of the prior\n", "phi = rng.lognormal(np.log(20), 0.75, size=n_ppc_samples)\n", "sigma_0 = rng.gamma(2, 1 / 10, size=n_ppc_samples)\n", "sigma = sigma_0 * phi\n", "\n", "# Draw data sets out of the likelihood for each set of prior params\n", "ell = np.array([rng.normal(ph, sig, size=len(df)) for ph, sig in zip(phi, sigma)])\n", "\n", "# Show the prior predictive ECDF\n", "bokeh.io.show(bebi103.viz.predictive_ecdf(ell, x_axis_label=\"spindle length (µm)\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We still get some negative spindle lengths, but far fewer. The distribution of data in the data sets also seems reasonable. Let's compute what fraction are negative." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"74145b11-e465-4b88-bc1b-71c5be952771\",\"roots\":{\"p2863\":\"f4fc951e-eaf0-4601-a570-6f895e8982d3\"},\"root_ids\":[\"p2863\"]}];\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": "p2863" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.ecdf(\n", " (ell < 0).sum(axis=1) / len(df), x_axis_label=\"fraction of negative spindle lengths\"\n", ")\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now most data sets do not contain any negative spindle lengths and those that do contain a much smaller fraction. This seems like a more reasonable prior, and we settle on this as our generative model for the case where spindle length is independent of droplet size." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prior predictive checks with Stan\n", "\n", "While generating the data sets to be used in prior predictive checks is intuitive and easy using Numpy, I find it is more convenient to do it in Stan. This may not be obvious now, but will become clearer later when we construct an entire workflow including prior and posterior predictive checks and use simulation-based calibration.\n", "\n", "Generating prior predictive samples typically does not require Markov chain Monte Carlo, but the random number generation we are more familiar with. Stan does allow for this kind of random number generation. If you want to draw a sample out of one of Stan's distributions, append the name of the distribution with `_rng`. Unlike Numpy's and Scipy's random number generators, Stan's RNGs can only draw one sample at a time (though they [may be vectorized with array inputs](https://mc-stan.org/docs/functions-reference/vectorization.html#prng-vectorization)). Therefore, we have to put the random number generation in a `for` loop. The code below demonstrates this.\n", "\n", "```stan\n", "data {\n", " int N;\n", "}\n", "\n", "\n", "generated quantities {\n", " // Parameters\n", " real phi;\n", " real sigma_0;\n", "\n", " // Data\n", " array[N] real ell;\n", "\n", " phi = lognormal_rng(3.0, 0.75);\n", " sigma_0 = gamma_rng(2.0, 10.0);\n", " \n", " for (i in 1:N) {\n", " ell[i] = normal_rng(phi, sigma_0 * phi);\n", " }\n", "}\n", "```\n", "\n", "The `data` block contains `N`, the number of `ell` values we want to generate. The `generated quantities` block defines variables we want to store, in this case `phi`, `sigma_0` and `ell`. We first generate values for `phi` and `sigma_0` and then use those values to generate data `ell`. Note that the parameter `sigma`, which is given by the product of $\\sigma_0$ and $\\phi$, is also generated and is used to generate `ell`. However, we do not need to store this, since it is determined from `sigma_0` and `phi` samples. Note that though we are not using this syntax here, parameters in the `generated quantities` block that are enclosed in braces (outside of if statements and for loops, of course) are not saved in the output.\n", "\n", "The above code will be useful for our prior predictive checks, but if we want to tweak some of the parametrizations of the priors (e.g., we might want $\\phi\\sim \\text{LogNorm}(4, 1)$ instead of $\\phi \\sim \\text{LogNorm}(3, 0.75)$), we will have to adjust the Stan code and recompile. For the purposes of prior predictive checks, we may also want to include these values in the `data` block and pass them in as the `data` kwarg when sampling.\n", "\n", "```stan\n", "data {\n", " int N;\n", " real phi_mu;\n", " real phi_sigma;\n", " real sigma_0_alpha;\n", " real sigma_0_beta;\n", "}\n", "\n", "\n", "generated quantities {\n", " // Parameters\n", " real phi;\n", " real sigma_0;\n", "\n", " // Data\n", " array[N] real ell;\n", "\n", " phi = lognormal_rng(phi_mu, phi_sigma);\n", " sigma_0 = gamma_rng(sigma_0_alpha, sigma_0_beta);\n", "\n", " for (i in 1:N) {\n", " ell[i] = normal_rng(phi, sigma_0 * phi);\n", " }\n", "}\n", "```\n", "\n", "Let's build this Stan model." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "with bebi103.stan.disable_logging():\n", " sm_prior_pred = cmdstanpy.CmdStanModel(\n", " stan_file=\"indep_size_model_prior_predictive.stan\"\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To draw the samples, we specify the contents of the inputted `data` block, and then sample. We need to use the kwarg `fixed_param=True` to alert Stan that it will not need to do any MCMC sampling, but rather just run the `generated quantities` block. We will also use the `chains=1` kwarg since we do not need to do parallel sampling." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "data = {\n", " \"N\": N,\n", " \"phi_mu\": 3.0,\n", " \"phi_sigma\": 0.75,\n", " \"sigma_0_alpha\": 2.0,\n", " \"sigma_0_beta\": 10.0,\n", "}\n", "\n", "with bebi103.stan.disable_logging():\n", " samples = sm_prior_pred.sample(\n", " data=data, iter_sampling=1000, fixed_param=True, chains=1, show_progress=False\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As usual, we would like to convert the output to an ArviZ `InferenceData` instance." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "samples = az.from_cmdstanpy(prior=samples, prior_predictive=['ell'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can pass the array stored in `samples.prior_predictive['ell']` directly into the `bebi103.viz.predictive_ecdf()` function to get the predictive ECDF. (We can do this because we only used one chain. If we had more chains, we would have to reshape the samples into a 2D array, where the row index is the sample and the column index is the index of the data.)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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SLERQKVIvhJIsRFAc2cmGM6xEUBzZyYYzrERQPwyGCMSuRFA/DIYIxK5EUCfr1kuG7kRQJ+vWS4buRFAzH1yFCC6EUDMfXIUILoRQD62ZcBZuhFAPrZlwFm6EUBHA3gLJMARQEcDeAskwBFAzZVBtcHBEUDNlUG1wcERQFneVQ+YwxFAWd5VD5jDEUD9LQH4p8QRQP0tAfinxBFAINCZtKnGEUAg0Jm0qcYRQHfYRGYuyBFAd9hEZi7IEUD8471qZcoRQPzjvWplyhFAO6jEdYzPEUA7qMR1jM8RQGLYYUz6zxFAYthhTPrPEUCAEwoRcNARQIATChFw0BFA09ufi4bQEUDT25+LhtARQFmEYito0hFAWYRiK2jSEUDO+SmOA9MRQM75KY4D0xFA34rEBDXUEUDfisQENdQRQBB2ilWD1BFAEHaKVYPUEUAm6C/0iNURQCboL/SI1RFAIsUAiSbYEUAixQCJJtgRQDFD44kg2hFAMUPjiSDaEUAKf4Y3a9wRQAp/hjdr3BFA31LOF3vfEUDfUs4Xe98RQDxNZryt4BFAPE1mvK3gEUAP7PgvEOQRQA/s+C8Q5BFAf/eOGhPmEUB/944aE+YRQBAlWvJ46hFAECVa8njqEUDCEDl9PesRQMIQOX096xFAp3aGqS3xEUCndoapLfERQKgeaXBb9xFAqB5pcFv3EUCDT3PyIvsRQINPc/Ii+xFA0V59PPT9EUDRXn089P0RQPFgi90+AxJA8WCL3T4DEkBKr83GSgQSQEqvzcZKBBJAH0Qy5NgGEkAfRDLk2AYSQJV+wtmtCRJAlX7C2a0JEkCsWtJRDgoSQKxa0lEOChJA24gnu5kNEkDbiCe7mQ0SQPcgBORLFBJA9yAE5EsUEkB5CrlSzxYSQHkKuVLPFhJA0Xr4MlEYEkDRevgyURgSQHY1ecpqGhJAdjV5ymoaEkCBC7Jl+R4SQIELsmX5HhJAdsjNcAMiEkB2yM1wAyISQJROJJhqIhJAlE4kmGoiEkAf2Vw1zyUSQB/ZXDXPJRJATBdi9UcoEkBMF2L1RygSQCyAKQMHLBJALIApAwcsEkDgRzXs9ywSQOBHNez3LBJAjhzpDIwwEkCOHOkMjDASQJWe6SXGMhJAlZ7pJcYyEkBv10tTBDgSQG/XS1MEOBJAYYbGE0E4EkBhhsYTQTgSQF+VC5V/ORJAX5ULlX85EkBkB5W4jkESQGQHlbiOQRJADAVsByNCEkAMBWwHI0ISQLPPY5RnRhJAs89jlGdGEkB0YaQXtUsSQHRhpBe1SxJABADHnj1TEkAEAMeePVMSQIPg8e1dUxJAg+Dx7V1TEkA2HJYGflgSQDYclgZ+WBJA5nlwd9ZaEkDmeXB31loSQDo+WpwxXBJAOj5anDFcEkDmyTUFMmcSQObJNQUyZxJAf2d79IZnEkB/Z3v0hmcSQFbw2xDjaRJAVvDbEONpEkAw1jcwuW0SQDDWNzC5bRJA7dPxmIFuEkDt0/GYgW4SQISgo1UtcRJAhKCjVS1xEkBREhJpG3MSQFESEmkbcxJAbf5fdeR4EkBt/l915HgSQBZruMg9eRJAFmu4yD15EkAabyu9NnsSQBpvK702exJAHO4jtyaBEkAc7iO3JoESQEX11sBWgRJARfXWwFaBEkDPMLWlDoISQM8wtaUOghJA1e3sKw+GEkDV7ewrD4YSQDklICbhhhJAOSUgJuGGEkD2su20NYoSQPay7bQ1ihJAw3x5AfaREkDDfHkB9pESQIRJ8fEJlRJAhEnx8QmVEkDT+IVXkpwSQNP4hVeSnBJAVidnKO6kEkBWJ2co7qQSQGGInL6eqxJAYYicvp6rEkBuNlZinq0SQG42VmKerRJAMbJkjuWtEkAxsmSO5a0SQGK7e4DutxJAYrt7gO63EkDs3LQZp7kSQOzctBmnuRJAhleSPNe/EkCGV5I8178SQFde8j/50xJAV17yP/nTEkDpDmJnCtUSQOkOYmcK1RJACyb+KOrYEkALJv4o6tgSQPhwyXGn4BJA+HDJcafgEkA1RYDTu+ASQDVFgNO74BJAIGEYsOTiEkAgYRiw5OISQICEYcCS5xJAgIRhwJLnEkCnzw64rugSQKfPDriu6BJAW5iFdk7zEkBbmIV2TvMSQOF/K9mx9RJA4X8r2bH1EkB2WUxsPvYSQHZZTGw+9hJAFW75SEr2EkAVbvlISvYSQB/axwp+9xJAH9rHCn73EkBGlsyxvPcSQEaWzLG89xJAaHizBu/3EkBoeLMG7/cSQAObc/BM+BJAA5tz8Ez4EkB7+DJRhPgSQHv4MlGE+BJAsAPnjCj5EkCwA+eMKPkSQOn2ksZo+RJA6faSxmj5EkAd5WA2AfoSQB3lYDYB+hJA88r1tpn6EkDzyvW2mfoSQPlLi/ok+xJA+UuL+iT7EkDw4CcOoPsSQPDgJw6g+xJAsanzqPj7EkCxqfOo+PsSQOl/uRYt/BJA6X+5Fi38EkAU0ETY8PwSQBTQRNjw/BJAL96P2y//EkAv3o/bL/8SQJimCHB6/xJAmKYIcHr/EkCkxRnDnAATQKTFGcOcABNAmtU73A4BE0Ca1TvcDgETQITab+1EARNAhNpv7UQBE0DWcJF7ugITQNZwkXu6AhNAjZsaaD4DE0CNmxpoPgMTQMC36c9+BBNAwLfpz34EE0DW+4123AQTQNb7jXbcBBNAKzHPSloFE0ArMc9KWgUTQJ+QnbexBRNAn5Cdt7EFE0DdK/NWXQcTQN0r81ZdBxNAlnhA2ZQHE0CWeEDZlAcTQI6SV+cYCBNAjpJX5xgIE0AHX5hMFQwTQAdfmEwVDBNAyVpDqb0ME0DJWkOpvQwTQNx/ZDp0DhNA3H9kOnQOE0A8NCxGXQ8TQDw0LEZdDxNA8Qwa+icQE0DxDBr6JxATQMMq3sg8EhNAwyreyDwSE0BtIchBCRMTQG0hyEEJExNA/tKiPskVE0D+0qI+yRUTQCXQYFPnFRNAJdBgU+cVE0BPBdzz/BkTQE8F3PP8GRNATyLCvwgaE0BPIsK/CBoTQBbFq6xtGhNAFsWrrG0aE0CVRzfCohoTQJVHN8KiGhNAonkAi/waE0CieQCL/BoTQEqbqntkGxNASpuqe2QbE0AYXHNH/xsTQBhcc0f/GxNA5l31gHkcE0DmXfWAeRwTQOUn1T4dHxNA5SfVPh0fE0B2wktw6h8TQHbCS3DqHxNATMRb598iE0BMxFvn3yITQO6QYoBEIxNA7pBigEQjE0AxYp8AiiUTQDFinwCKJRNAuRtEa0UnE0C5G0RrRScTQG06ArhZKBNAbToCuFkoE0BMbD6uDSkTQExsPq4NKRNA1NUdi20qE0DU1R2LbSoTQPAw7Zv7KxNA8DDtm/srE0CpUrMHWi0TQKlSswdaLRNAqoO8HkwuE0Cqg7weTC4TQCQlPQytLhNAJCU9DK0uE0BpdXKG4i4TQGl1cobiLhNAopkn1xQwE0CimSfXFDATQICCixU1MBNAgIKLFTUwE0DH8NjPYjETQMfw2M9iMRNARBfUt8wxE0BEF9S3zDETQIuryr4rMhNAi6vKvisyE0CGjh1U4jITQIaOHVTiMhNAIoeIm1M1E0Aih4ibUzUTQCDrqdVXNxNAIOup1Vc3E0B3nKIjuTgTQHecoiO5OBNAAI+oUN04E0AAj6hQ3TgTQA4TDVLwOBNADhMNUvA4E0BH5SZqaToTQEflJmppOhNA+tLbn4s6E0D60tufizoTQEJ4tHHEOhNAQni0ccQ6E0CrevmdJjsTQKt6+Z0mOxNAz/qUY7I8E0DP+pRjsjwTQA4w8x38PBNADjDzHfw8E0DItDaN7T0TQMi0No3tPRNA6L0xBAA/E0DovTEEAD8TQML4adybPxNAwvhp3Js/E0DXMhmO5z8TQNcyGY7nPxNArADfbd5AE0CsAN9t3kATQAOtwJDVQRNAA63AkNVBE0BlcmpnmEITQGVyameYQhNAj8U2qWhEE0CPxTapaEQTQIvjwKvlRhNAi+PAq+VGE0CQaW0a20cTQJBpbRrbRxNAWn7gKk9IE0BafuAqT0gTQJjCg2bXSRNAmMKDZtdJE0CrCDcZVUoTQKsINxlVShNAuYrFbwpLE0C5isVvCksTQFXbTfBNSxNAVdtN8E1LE0CD9urjoUsTQIP26uOhSxNAKENVTKVLE0AoQ1VMpUsTQDduMT83TBNAN24xPzdME0B/3lSkwkwTQH/eVKTCTBNAbw1slWBNE0BvDWyVYE0TQLb4FADjTRNAtvgUAONNE0A012mkpU4TQDTXaaSlThNA39v0Zz9SE0Df2/RnP1ITQI6PFmcMUxNAjo8WZwxTE0Cx+bg2VFQTQLH5uDZUVBNAgXnIlA9VE0CBeciUD1UTQNRkxttKVxNA1GTG20pXE0Bj7lpCPlgTQGPuWkI+WBNACp5CrtRbE0AKnkKu1FsTQIZa07zjXBNAhlrTvONcE0Cb/1cdOV4TQJv/Vx05XhNAeqwZGeRiE0B6rBkZ5GITQDY9KChFaxNANj0oKEVrE0AfgqrRq20TQB+CqtGrbRNAT1d3LLZtE0BPV3cstm0TQLglcsEZcBNAuCVywRlwE0Anaf6Y1nITQCdp/pjWchNA/oFy275zE0D+gXLbvnMTQFSqRNlbdhNAVKpE2Vt2E0Dd1EDzOXsTQN3UQPM5exNAwOyePCx8E0DA7J48LHwTQE2EDU+vfBNATYQNT698E0AZHvtZLH0TQBke+1ksfRNAvVKWIY59E0C9UpYhjn0TQPhWJCaofRNA+FYkJqh9E0Cvf9dnzn4TQK9/12fOfhNA9KRMamh/E0D0pExqaH8TQM1zRL5LgRNAzXNEvkuBE0CE1sOXiYITQITWw5eJghNAlJ7pJcaCE0CUnuklxoITQF6dY0D2ghNAXp1jQPaCE0BGKowtBIkTQEYqjC0EiRNA2JsYkpONE0DYmxiSk40TQFmMutbejxNAWYy61t6PE0DknxnEB5ITQOSfGcQHkhNArJMzFHeUE0CskzMUd5QTQAbYR6eumBNABthHp66YE0BFTfT5KKMTQEVN9PkooxNApwGDpE+jE0CnAYOkT6MTQAa69gX0phNABrr2BfSmE0Dw+WGE8KgTQPD5YYTwqBNAghspWySpE0CCGylbJKkTQLw8nStKqRNAvDydK0qpE0BM4NbdPK0TQEzg1t08rRNAHaz/c5ivE0AdrP9zmK8TQFTle0YisBNAVOV7RiKwE0CJJlDEIrITQIkmUMQishNAuriNBvCyE0C6uI0G8LITQPdXj/tWsxNA91eP+1azE0C7trdbkscTQLu2t1uSxxNANuLJbmbME0A24sluZswTQI0MchdhzhNAjQxyF2HOE0DZ5zHKM9cTQNnnMcoz1xNAejnsvmPYE0B6Oey+Y9gTQL5lTpfF2BNAvmVOl8XYE0D9i6Axk9wTQP2LoDGT3BNAyJV6FoTeE0DIlXoWhN4TQLcQ5KCE6RNAtxDkoITpE0Dd71AU6OsTQN3vUBTo6xNAwcb17/rsE0DBxvXv+uwTQMzR4/c29RNAzNHj9zb1E0By/iYUIvwTQHL+JhQi/BNAb2WJzjIDFEBvZYnOMgMUQJxNRwA3CxRAnE1HADcLFEAPYmcKnQ8UQA9iZwqdDxRAh9uhYTESFECH26FhMRIUQMA7+fTYEhRAwDv59NgSFECms5PBURoUQKazk8FRGhRAM+IC0CgdFEAz4gLQKB0UQDXSUnk7IhRANdJSeTsiFEBTIR6JlyMUQFMhHomXIxRAAHSYLy8oFEAAdJgvLygUQH+CixU1LBRAf4KLFTUsFEBrKovCLi4UQGsqi8IuLhRAKhvWVBYxFEAqG9ZUFjEUQJTai2g7MhRAlNqLaDsyFEB0QX3LnDYUQHRBfcucNhRAFTqvsUs4FEAVOq+xSzgUQAFRMGMKPhRAAVEwYwo+FEB8Zd6q60QUQHxl3qrrRBRA+KOoM/dUFED4o6gz91QUQDpXlBKCVRRAOleUEoJVFECRKopXWVcUQJEqildZVxRAtCH/zCBeFEC0If/MIF4UQKOTpdb7YRRAo5Ol1vthFECndRvUfmMUQKd1G9R+YxRAoUyjycVkFEChTKPJxWQUQC9W1GAaZhRAL1bUYBpmFEBtHofB/GkUQG0eh8H8aRRAbRtGQfBsFEBtG0ZB8GwUQHsUrkfhdhRAexSuR+F2FEDT+fAsQXoUQNP58CxBehRAw33k1qR7FEDDfeTWpHsUQOi68IPzhRRA6Lrwg/OFFEBOnx1wXYkUQE6fHXBdiRRAh6jCn+GNFECHqMKf4Y0UQGjNj7+0kBRAaM2Pv7SQFEBE393KEpEUQETf3coSkRRA/+2yX3eSFED/7bJfd5IUQLITXoJTkxRAshNeglOTFEDVJk7ud5QUQNUmTu53lBRAVeHP8GaVFEBV4c/wZpUUQJ268lmelxRAnbryWZ6XFEBb7swEw6EUQFvuzATDoRRAJjYf14aiFEAmNh/XhqIUQB2s/3OYqxRAHaz/c5irFED3yrxV17EUQPfKvFXXsRRAZylZTkK1FEBnKVlOQrUUQEyMZfolthRATIxl+iW2FEAbZmg8EbgUQBtmaDwRuBRAmFEst7S+FECYUSy3tL4UQA/wpIXLvhRAD/Ckhcu+FEAXTPxR1MEUQBdM/FHUwRRAWTUIc7vDFEBZNQhzu8MUQNIeL6TDwxRA0h4vpMPDFEBiNCvbh8QUQGI0K9uHxBRAAD547dLKFEAAPnjt0soUQPN4Wn7gyhRA83hafuDKFECale1D3s4UQJqV7UPezhRAkV7U7lfRFECRXtTuV9EUQIEjgQab1hRAgSOBBpvWFEAmOWBXk9cUQCY5YFeT1xRAKzQQy2baFEArNBDLZtoUQCVdM/lm2xRAJV0z+WbbFEAUd7zJb90UQBR3vMlv3RRA0XzO3a7fFEDRfM7drt8UQIRMMnIW4hRAhEwychbiFECLUkKwquIUQItSQrCq4hRAgHozar7iFECAejNqvuIUQK2KcJNR7RRArYpwk1HtFEANVTGVfu4UQA1VMZV+7hRAyzDuBtHuFEDLMO4G0e4UQG2VYHE47xRAbZVgcTjvFECeeM4WEPoUQJ54zhYQ+hRADZHT1/P9FEANkdPX8/0UQKVQFr6+/hRApVAWvr7+FEAP8nowKQIVQA/yejApAhVAlb4Qct4DFUCVvhBy3gMVQLxdL00RCBVAvF0vTREIFUBNS6yMRgoVQE1LrIxGChVAdQexM4UKFUB1B7EzhQoVQMTqjzAMDBVAxOqPMAwMFUCWDtb/OQwVQJYO1v85DBVAtEC7Q4oRFUC0QLtDihEVQEjGavP/EhVASMZq8/8SFUCTVnxD4RMVQJNWfEPhExVAC9XNxd8WFUAL1c3F3xYVQN4iMNY3GBVA3iIw1jcYFUC5cCAkCxwVQLlwICQLHBVAFRxeEJEeFUAVHF4QkR4VQJs+O+C6HhVAmz474LoeFUDxDvCkhR8VQPEO8KSFHxVACkrRyr0gFUAKStHKvSAVQM0Ew7mGIRVAzQTDuYYhFUBiS4+meiYVQGJLj6Z6JhVAJhsPttgpFUAmGw+22CkVQJkOnZ53KxVAmQ6dnncrFUAbfjfdsisVQBt+N92yKxVAk/lH36QtFUCT+UffpC0VQLnEkQciLxVAucSRByIvFUCoGyjwTjIVQKgbKPBOMhVAXANbJVg0FUBcA1slWDQVQB/ec2A5OhVAH95zYDk6FUCp9BPObj0VQKn0E85uPRVAZm1TPC4+FUBmbVM8Lj4VQNZz0vvGPxVA1nPS+8Y/FUDadtoaEUAVQNp22hoRQBVAct9qnbhAFUBy32qduEAVQFWFBmLZRBVAVYUGYtlEFUAtJjYf10YVQC0mNh/XRhVAtvepKjRUFUC296kqNFQVQKBP5EnSVRVAoE/kSdJVFUAnvW987V0VQCe9b3ztXRVAs+20NSJgFUCz7bQ1ImAVQDTABdmyZBVANMAF2bJkFUDlgjP4+2UVQOWCM/j7ZRVAr13acFhmFUCvXdpwWGYVQBMpzeZxaBVAEynN5nFoFUDbG3xhMmkVQNsbfGEyaRVA2Lj+XZ9pFUDYuP5dn2kVQPbWwFYJahVA9tbAVglqFUDZ8PRKWWoVQNnw9EpZahVAa+7of7lqFUBr7uh/uWoVQC/E6o8wbBVAL8TqjzBsFUDFckurIW0VQMVyS6shbRVATNwqiIFuFUBM3CqIgW4VQLJmZJC7dBVAsmZkkLt0FUBWKNL9nHoVQFYo0v2cehVA1ULJ5NR+FUDVQsnk1H4VQAe5izBFgRVAB7mLMEWBFUAK20/G+IQVQArbT8b4hBVAoiQk0jaGFUCiJCTSNoYVQPyp8dJNjhVA/Knx0k2OFUDspL4s7ZQVQOykviztlBVANs8R+S6VFUA2zxH5LpUVQEbRAx+DlRVARtEDH4OVFUAk100pr5UVQCTXTSmvlRVA8kOlETOXFUDyQ6URM5cVQHKEDOTZmRVAcoQM5NmZFUDl8EknEpwVQOXwSScSnBVAgjtQpzyeFUCCO1CnPJ4VQB0gmKPHnxVAHSCYo8efFUBO7ncoCqAVQE7udygKoBVAUgd5PZigFUBSB3k9mKAVQBtHrMWnoBVAG0esxaegFUD/q44c6aAVQP+rjhzpoBVALGaEtwehFUAsZoS3B6EVQH4dOGdEoRVAfh04Z0ShFUD0x7Q2jaEVQPTHtDaNoRVAO/w1WaOiFUA7/DVZo6IVQAhVavZAoxVACFVq9kCjFUCBQdKnVaQVQIFB0qdVpBVAmrZ/ZaWlFUCatn9lpaUVQHsuU5PgpRVAey5Tk+ClFUAhHR7C+KUVQCEdHsL4pRVA8umxLQOmFUDy6bEtA6YVQPXyO01mqBVA9fI7TWaoFUCGOxdGeqkVQIY7F0Z6qRVAobq5+NuqFUChurn426oVQDVCP1OvqxVANUI/U6+rFUDhI2JKJK0VQOEjYkokrRVAd0tywK6uFUB3S3LArq4VQHEd44qLrxVAcR3jiouvFUAhW5avy7AVQCFblq/LsBVAFAoRcAixFUAUChFwCLEVQP+xEB0CsxVA/7EQHQKzFUAjhEcbR7QVQCOERxtHtBVA+N9Kdmy0FUD430p2bLQVQPpFCfoLtRVA+kUJ+gu1FUANHxFTIrkVQA0fEVMiuRVAMhzPZ0C5FUAyHM9nQLkVQAn2X+emvRVACfZf56a9FUAHW+z2WcEVQAdb7PZZwRVAYyZRL/jIFUBjJlEv+MgVQLv0L0llzhVAu/QvSWXOFUBCmNu93M8VQEKY273czxVAB+5AnfLQFUAH7kCd8tAVQMZQTrSr2BVAxlBOtKvYFUBfXRWoxdgVQF9dFajF2BVA38Mlx53aFUDfwyXHndoVQARvSKMC3xVABG9IowLfFUCDFhIwuugVQIMWEjC66BVAKljjbDruFUAqWONsOu4VQBZNZyeD9xVAFk1nJ4P3FUB551CGqvgVQHnnUIaq+BVAGePD7GX7FUAZ48PsZfsVQNGuQspP/hVA0a5Cyk/+FUBnKVlOQgEWQGcpWU5CARZAMdEgBU8BFkAx0SAFTwEWQFCOAkTBBBZAUI4CRMEEFkAaGeQuwiAWQBoZ5C7CIBZAe8TouYUmFkB7xOi5hSYWQIkHlE25JhZAiQeUTbkmFkB7F+/H7ScWQHsX78ftJxZARkPGo1QqFkBGQ8ajVCoWQOlILv8hLRZA6Ugu/yEtFkBi3A2itS4WQGLcDaK1LhZAxCKGHcYwFkDEIoYdxjAWQCOnr+drMhZAI6ev52syFkBwJTs2AjUWQHAlOzYCNRZAzcr2IW81FkDNyvYhbzUWQF97ZkmANhZAX3tmSYA2FkCtFthjIjkWQK0W2GMiORZAOIYA4Ng7FkA4hgDg2DsWQNdtUPutPRZA121Q+609FkAf1bDfEz8WQB/VsN8TPxZA1xUzwts/FkDXFTPC2z8WQIBh+fNtQRZAgGH5821BFkBgHjLlQ0QWQGAeMuVDRBZAtYtppntFFkC1i2mme0UWQO4IpwUvShZA7ginBS9KFkCzklZ8Q00WQLOSVnxDTRZAUgslk1NXFkBSCyWTU1cWQC7iOzHrWRZALuI7MetZFkClZ3qJsWAWQKVneomxYBZAfF7x1CNhFkB8XvHUI2EWQIY6rHDLZxZAhjqscMtnFkBQ/u4dNWoWQFD+7h01ahZAasAg6dNqFkBqwCDp02oWQAmocASpbBZACahwBKlsFkA6yVaXU3IWQDrJVpdTchZA1m670FxzFkDWbrvQXHMWQDJZ3H9kdhZAMlncf2R2FkBxBRTq6YMWQHEFFOrpgxZAH/mDgeeGFkAf+YOB54YWQNnO91PjiRZA2c73U+OJFkCQSrGjcZAWQJBKsaNxkBZAilkvhnKaFkCKWS+GcpoWQCMQr+sXoBZAIxCv6xegFkD2ukVgrLMWQPa6RWCssxZABJSGGoW0FkAElIYahbQWQE4NNJ9zuxZATg00n3O7FkA6IAn7dr4WQDogCft2vhZA1gRR9wHAFkDWBFH3AcAWQOMYyR6hwhZA4xjJHqHCFkCEX+rnTcUWQIRf6udNxRZAogc+BivKFkCiBz4GK8oWQJwXJ77azRZAnBcnvtrNFkBcWg2Je9AWQFxaDYl70BZAbOhmf6DQFkBs6GZ/oNAWQIoD6Pf90xZAigPo9/3TFkDWVBaFXdwWQNZUFoVd3BZA8tWO4hzpFkDy1Y7iHOkWQD1Geebl9BZAPUZ55uX0FkCdZRah2PoWQJ1lFqHY+hZAaVIKur0IF0BpUgq6vQgXQH5VLlT+CRdAflUuVP4JF0CGksmpnRkXQIaSyamdGRdAuHaiJCQeF0C4dqIkJB4XQDjcR25NJhdAONxHbk0mF0ALs9DOaS4XQAuz0M5pLhdA8YEd/wUyF0DxgR3/BTIXQBE8vr1rOBdAETy+vWs4F0AFoidlUjsXQAWiJ2VSOxdAIw9EFmlaF0AjD0QWaVoXQEuwOJz5aRdAS7A4nPlpF0B6NUBpqHUXQHo1QGmodRdASwfr/xyCF0BLB+v/HIIXQNpRnKOOghdA2lGco46CF0DcSq/NxoIXQNxKr83GghdA21Axzt+QF0DbUDHO35AXQMMuih74lBdAwy6KHviUF0AyqDY4EZkXQDKoNjgRmRdAlEvjF16dF0CUS+MXXp0XQM7K9iFvsRdAzsr2IW+xF0DDfk+sU70XQMN+T6xTvRdAu31WmSnNF0C7fVaZKc0XQMTMPo9RChhAxMw+j1EKGEAVrHE2HQ0YQBWscTYdDRhA0SSxpNwZGEDRJLGk3BkYQBuBeF2/IBhAG4F4Xb8gGEDe5/hocSYYQN7n+GhxJhhAS+SCM/gvGEBL5IIz+C8YQIrkK4GUMBhAiuQrgZQwGEBRoiWPpzEYQFGiJY+nMRhA2c9iKZIzGEDZz2IpkjMYQKfria4LNxhAp+uJrgs3GED5LTpZajkYQPktOllqORhAbxEY6xt4GEBvERjrG3gYQGyWy0bnkBhAbJbLRueQGEAjowOSsJcYQCOjA5KwlxhAjbeVXpuZGECNt5Vem5kYQG6/fLJiyBhAbr98smLIGED35cx2hdIYQPflzHaF0hhAChhd3hziGEAKGF3eHOIYQBO2n4zx6RhAE7afjPHpGECsWPymsOoYQKxY/Kaw6hhAoYSZtn/tGEChhJm2f+0YQDp4JjRJ+BhAOngmNEn4GEC8e4DuywUZQLx7gO7LBRlAyF2EKcodGUDIXYQpyh0ZQCntDb4wKRlAKe0NvjApGUAiOZm4VTAZQCI5mbhVMBlABVPNrKUwGUAFU82spTAZQFNdwMsMQxlAU13AywxDGUB968N6o0YZQH3rw3qjRhlAl+SAXU1KGUCX5IBdTUoZQACrI0c6SxlAAKsjRzpLGUC/2ebG9EwZQL/Z5sb0TBlA/i5szVZSGUD+LmzNVlIZQBfyCG6kVBlAF/IIbqRUGUAYCtgORlwZQBgK2A5GXBlAhrAaS1iPGUCGsBpLWI8ZQK5GdqVlnBlArkZ2pWWcGUB1yw7xD6sZQHXLDvEPqxlAj6omiLqvGUCPqiaIuq8ZQAb0wp0LuxlABvTCnQu7GUCq7pHNVcMZQKrukc1VwxlAh07Pu7HMGUCHTs+7scwZQB9lxAWgARpAH2XEBaABGkDVdaimJB8aQNV1qKYkHxpAqgmi7gNAGkCqCaLuA0AaQNUK0/caShpA1QrT9xpKGkD/lgD8U54aQP+WAPxTnhpAAiocQSqpGkACKhxBKqkaQDbPEfkuKRtANs8R+S4pG0ATDOcaZvQbQBMM5xpm9BtAwlPIlXouHEDCU8iVei4cQK6UZYjjg2JArpRliOODYkDF/rJ78p1hQMX+snvynWFAsjf4wuTUYECyN/jC5NRgQOaMKO2Nn2BA5owo7Y2fYEAZBFYOLVxgQBkEVg4tXGBAxI8xdy1GYEDEjzF3LUZgQLraiv1lK2BAutqK/WUrYEAjKH6MuQBgQCMofoy5AGBAZbPqc7XlX0Bls+pzteVfQF9/2T15uF9AX3/ZPXm4X0Bike18PzBfQGKR7Xw/MF9AOMbctYQFX0A4xty1hAVfQETIBz2b9F5ARMgHPZv0XkCG5PIf0rReQIbk8h/StF5Ad9k9eVijXkB32T15WKNeQOc4RUdyoF5A5zhFR3KgXkCx/If025xeQLH8h/TbnF5AUag1zTuUXkBRqDXNO5ReQEbRkVz+SV5ARtGRXP5JXkDHkVz+Q+tdQMeRXP5D611AfmNd3EbCXUB+Y13cRsJdQAz7y+7Jr11ADPvL7smvXUCCuWsJ+ZxdQIK5awn5nF1A34wo7Q2WXUDfjCjtDZZdQMf3U+Olhl1Ax/dT46WGXUBPn6ut2HZdQE+fq63Ydl1AmKut2F9xXUCYq63YX3FdQNoLk6mCZl1A2guTqYJmXUBn5/up8WVdQGfn+6nxZV1AlqIjufxkXUCWoiO5/GRdQAQbnl4pXl1ABBueXileXUCqR+F6FFldQKpH4XoUWV1AugUSFD9TXUC6BRIUP1NdQASjkjoBP11ABKOSOgE/XUDYX3ZPHj1dQNhfdk8ePV1AJeSDns05XUAl5IOezTldQBA2PL1SOF1AEDY8vVI4XUA3Z0RpbzZdQDdnRGlvNl1Axyk6kssyXUDHKTqSyzJdQCo6kst/Ml1AKjqSy38yXUAGEhQ/xiFdQAYSFD/GIV1Ady0hH/QbXUB3LSEf9BtdQM/VVuwvG11Az9VW7C8bXUBjO99PjRBdQGM730+NEF1AHhZqTfMKXUAeFmpN8wpdQN/gC5OpCV1A3+ALk6kJXUA07zhFR/lcQDTvOEVH+VxAKFyPwvX3XEAoXI/C9fdcQDReukkM7VxANF66SQztXEDSb18HzuJcQNJvXwfO4lxAI5f/kH7aXEAjl/+QftpcQPbCZKpgv1xA9sJkqmC/XEA5TtGRXLJcQDlO0ZFcslxAEWHD0yuxXEARYcPTK7FcQLrjFB3JplxAuuMUHcmmXECvv+yePJ1cQK+/7J48nVxApsZLN4mQXECmxks3iZBcQDAzMzMzg1xAMDMzMzODXEABxY8xd2BcQAHFjzF3YFxA6i+7Jw9fXEDqL7snD19cQO9jzF1LXFxA72PMXUtcXECpE9BE2FhcQKkT0ETYWFxASRWMSurKW0BJFYxK6spbQCnUmuYdtVtAKdSa5h21W0CGjuTyH4ZbQIaO5PIfhltAEiZTBaNrW0ASJlMFo2tbQF0QWDm0Y1tAXRBYObRjW0BgiGNd3FBbQGCIY13cUFtAi6D4MeZPW0CLoPgx5k9bQB65/If0RVtAHrn8h/RFW0BoVn2utkRbQGhWfa62RFtA7IXJVMFAW0DshclUwUBbQA/QRNjwOltAD9BE2PA6W0B6+zpwzjJbQHr7OnDOMltAEfvL7skuW0AR+8vuyS5bQMMpOpLLLFtAwyk6ksssW0A0RUdy+StbQDRFR3L5K1tALlUwKqkpW0AuVTAqqSlbQJurrdhfKFtAm6ut2F8oW0Bgf9k9eSRbQGB/2T15JFtAAcWPMXceW0ABxY8xdx5bQPJKWYY4GFtA8kpZhjgYW0CsJeSDnhRbQKwl5IOeFFtAuJaQD3oSW0C4lpAPehJbQAdGJXUCEltAB0YldQISW0B/c0aU9gxbQH9zRpT2DFtATo2XbhILW0BOjZduEgtbQIFRSZ2ACVtAgVFJnYAJW0Bob/CFyQVbQGhv8IXJBVtAHafoSC4AW0Adp+hILgBbQIts5/up+VpAi2zn+6n5WkACCYofY/ZaQAIJih9j9lpAbqMBvAX0WkBuowG8BfRaQGIQWDm081pAYhBYObTzWkAOT6+UZfJaQA5Pr5Rl8lpAp1fKMsTwWkCnV8oyxPBaQAwkKH6M61pADCQofozrWkD67evAOelaQPrt68A56VpAdnEbDeDoWkB2cRsN4OhaQMcpOpLL5lpAxyk6ksvmWkDeAgmKH+VaQN4CCYof5VpAvw6cM6LcWkC/DpwzotxaQM47TtGR2lpAzjtO0ZHaWkD77evAOdlaQPvt68A52VpADy2yne/WWkAPLbKd79ZaQGNd3EYD1FpAY13cRgPUWkCGONbFbc5aQIY41sVtzlpAzO7Jw0LEWkDM7snDQsRaQIr9Zffkw1pAiv1l9+TDWkAOT6+UZcNaQA5Pr5Rlw1pA16NwPQrBWkDXo3A9CsFaQMLTK2UZt1pAwtMrZRm3WkDC0ytlGaVaQMLTK2UZpVpAjuTyH9KkWkCO5PIf0qRaQFfKMsSxpFpAV8oyxLGkWkARFD/G3KJaQBEUP8bcolpAOd9PjZdyWkA530+Nl3JaQEH67evAb1pAQfrt68BvWkBx+Q/pt2taQHH5D+m3a1pAMFUwKqloWkAwVTAqqWhaQBdz1xLyZlpAF3PXEvJmWkB7PzVeumFaQHs/NV66YVpAZ5HtfD9XWkBnke18P1daQObZrPpcT1pA5tms+lxPWkBAYOXQIkNaQEBg5dAiQ1pAyu7Jw0JBWkDK7snDQkFaQJE6AU2EL1pAkToBTYQvWkDfehSuRy1aQN96FK5HLVpAtWJ/2T0oWkC1Yn/ZPShaQFMwKqkTJ1pAUzAqqRMnWkCOMXctIR9aQI4xdy0hH1pAGcBbIEEUWkAZwFsgQRRaQFj1udqKEVpAWPW52ooRWkDYPXlYqAZaQNg9eVioBlpAmXecoiMDWkCZd5yiIwNaQM+zWfW5AlpAz7NZ9bkCWkDtycNCrQJaQO3Jw0KtAlpAWiBB8WMCWkBaIEHxYwJaQGLuWkI+AlpAYu5aQj4CWkDR3uALkwBaQNHe4AuTAFpAarx0kxgAWkBqvHSTGABaQHH5D+m3/llAcfkP6bf+WUDix5i7lv5ZQOLHmLuW/llA1AloImz+WUDUCWgibP5ZQPIf0m9f/llA8h/Sb1/+WUBkO99PjfxZQGQ730+N/FlADU+vlGX8WUANT6+UZfxZQE3zjlN0+llATfOOU3T6WUDc14FzRvpZQNzXgXNG+llAMEymCkb6WUAwTKYKRvpZQFUwKqkT+llAVTAqqRP6WUB3nKIjufhZQHecoiO5+FlA4QuTqYL2WUDhC5OpgvZZQJI6AU2E6FlAkjoBTYToWUAdyeU/pOJZQB3J5T+k4llAawn5oGfWWUBrCfmgZ9ZZQO/Jw0KtzllA78nDQq3OWUAeY+5aQr5ZQB5j7lpCvllARbbz/dS2WUBFtvP91LZZQIr9Zffks1lAiv1l9+SzWUDvFkhQ/LJZQO8WSFD8sllA001iEFiwWUDTTWIQWLBZQET67evAr1lARPrt68CvWUA1gLdAgqtZQDWAt0CCq1lAXrpJDAKlWUBeukkMAqVZQA+cM6K0ollAD5wzorSiWUAWjErqBKJZQBaMSuoEollA1QloImySWUDVCWgibJJZQNejcD0KkllA16NwPQqSWUDUmuYdp4FZQNSa5h2ngVlATBWMSup1WUBMFYxK6nVZQF3cRgN4dVlAXdxGA3h1WUDYX3ZPHnRZQNhfdk8edFlA6LevA+dwWUDot68D53BZQEi/fR04bllASL99HThuWUCg+DHmrm1ZQKD4MeaubVlAF7fRAN5rWUAXt9EA3mtZQAErhxbZallAASuHFtlqWUCY3ZOHhWpZQJjdk4eFallAC5OpglFeWUALk6mCUV5ZQGx4eqUsXFlAbHh6pSxcWUAXt9EA3lVZQBe30QDeVVlAy39Iv31UWUDLf0i/fVRZQI2XbhKDUVlAjZduEoNRWUCuR+F6FExZQK5H4XoUTFlAk4eFWtNFWUCTh4Va00VZQLUV+8vuQVlAtRX7y+5BWUDb+X5qvD5ZQNv5fmq8PllArbZif9k9WUCttmJ/2T1ZQAbOGVHaOFlABs4ZUdo4WUDm+6nx0jhZQOb7qfHSOFlAdCSX/5AoWUB0JJf/kChZQLxSliGOJFlAvFKWIY4kWUBUn6ut2CFZQFSfq63YIVlA2or9ZfcfWUDaiv1l9x9ZQMQgsHJoH1lAxCCwcmgfWUBeKcsQxxpZQF4pyxDHGllAQPFjzF0aWUBA8WPMXRpZQPRsVn2uEVlA9GxWfa4RWUAD54wo7Q1ZQAPnjCjtDVlAxP6ye/L/WEDE/rJ78v9YQHIuxVVl+1hAci7FVWX7WEBq2VpfJPVYQGrZWl8k9VhAlZo90IrzWECVmj3QivNYQJ1jQPb671hAnWNA9vrvWEBeS8gHPd5YQF5LyAc93lhAOZfiqjLYWEA5l+KqMthYQGMGKuPf0VhAYwYq49/RWEDikuNO6cdYQOKS407px1hAs82N6QnHWECzzY3pCcdYQP2H9NvXxVhA/Yf029fFWEDnjCjtDcNYQOeMKO0Nw1hAceFASBa6WEBx4UBIFrpYQNtoAG+BtlhA22gAb4G2WEBATS1b67JYQEBNLVvrslhAtaZ5x6mxWEC1pnnHqbFYQGsJ+aDnr1hAawn5oOevWEAhyEEJM6VYQCHIQQkzpVhA7J48LFSiWEDsnjwsVKJYQGr2QCswi1hAavZAKzCLWEB/MPDce4hYQH8w8Nx7iFhAp/sApDaEWECn+wCkNoRYQLLqc7WVgFhAsupztZWAWEDDJcedUn5YQMMlx51SflhAqpUJv9R9WECqlQm/1H1YQCXHndLBd1hAJced0sF3WEBmuAGfH3dYQGa4AZ8fd1hADI6SV2d0WEAMjpJXZ3RYQCMtlbejcVhAIy2Vt6NxWEBrSNxj6W9YQGtI3GPpb1hAWoEhq1tpWEBagSGrW2lYQDBMpgpGZVhAMEymCkZlWED0bFZ9rl9YQPRsVn2uX1hASQwCK4daWEBJDAIrh1pYQLQ8D+7OWVhAtDwP7s5ZWECKNzKP/FdYQIo3Mo/8V1hAQzS6g1hTWEBDNLqDWFNYQMCV7NgIT1hAwJXs2AhPWECRYRVv5EJYQJFhFW/kQlhAQs9m1ec8WEBCz2bV5zxYQF35LM8DOVhAXfkszwM5WECACdy6mzdYQIAJ3LqbN1hAodtLGiMyWECh20saIzJYQFfKMsSxMVhAV8oyxLExWECMvoI0YzFYQIy+gjRjMVhA/Knx0k0wWED8qfHSTTBYQNIA3gKJJ1hA0gDeAoknWEDG+ZtQCCdYQMb5m1AIJ1hAbHNjesImWEBsc2N6wiZYQKaWrfVFI1hAppat9UUjWEB1/YLdsB1YQHX9gt2wHVhARGlv8AUUWEBEaW/wBRRYQIJuL2kMDFhAgm4vaQwMWEA8LNSaZgpYQDws1JpmClhAVN6OcNoJWEBU3o5w2glYQGhv8IVJBVhAaG/whUkFWECcEaW9wQNYQJwRpb3BA1hA6JrJN9v0V0Domsk32/RXQJoDBHP08ldAmgMEc/TyV0Dwe5v+7O9XQPB7m/7s71dApXnHKTraV0CleccpOtpXQJ3qkJth1FdAneqQm2HUV0CYgcr499NXQJiByvj301dAUnQkl//SV0BSdCSX/9JXQLxSliGOyldAvFKWIY7KV0BXF7fRAMpXQFcXt9EAyldAbkIhAo7GV0BuQiECjsZXQKXoSC5/vFdApehILn+8V0DQxhFr8bhXQNDGEWvxuFdAoXVUNcG1V0ChdVQ1wbVXQOYwX14Ar1dA5jBfXgCvV0Cz2y40V61XQLPbLjRXrVdAFzkLe9qpV0AXOQt72qlXQALFjzH3p1dAAsWPMfenV0Cf+DHmrqBXQJ/4MeauoFdAHe9VK5OZV0Ad71Urk5lXQPibUIiAl1dA+JtQiICXV0CIAn0iz5VXQIgCfSLPlVdAxYUDIVmLV0DFhQMhWYtXQIr4Tsx6ildAivhOzHqKV0DcsG1R5ohXQNywbVHmiFdAMhZNZ6eHV0AyFk1np4dXQGvn+6lxhVdAa+f7qXGFV0BrlWBxuIRXQGuVYHG4hFdAczxmoLKDV0BzPGagsoNXQImO5PKff1dAiY7k8p9/V0DfZ1w4EH5XQN9nXDgQfldA6VbPSe93V0DpVs9J73dXQOYYkL1ed1dA5hiQvV53V0D17o/3KndXQPXuj/cqd1dAm4pUGFtvV0CbilQYW29XQBLVWwNbbldAEtVbA1tuV0DKEMe6uGlXQMoQx7q4aVdAZOQs7GlpV0Bk5CzsaWlXQA+XHHfKZldAD5ccd8pmV0Aj1uJTAGRXQCPW4lMAZFdAw/ARMaVgV0DD8BExpWBXQKG5TiOtWFdAoblOI61YV0C2uTE94VVXQLa5MT3hVVdA8BExJRJLV0DwETElEktXQKqaIOq+RldAqpog6r5GV0BA9nr3R0RXQED2evdHRFdALf8h/XY4V0At/yH9djhXQJy68lmeN1dAnLryWZ43V0D2evfHezNXQPZ698d7M1dAHp268lkwV0AenbryWTBXQILF4cyvLldAgsXhzK8uV0B/vFetzCtXQH+8V63MK1dAYrml1RAoV0BiuaXVEChXQMgHPZtVJ1dAyAc9m1UnV0D3U+OlmyRXQPdT46WbJFdAgqj7AKQhV0CCqPsApCFXQDl6/N4mIVdAOXr83iYhV0CFtpxL8SBXQIW2nEvxIFdA0m9fB04fV0DSb18HTh9XQHCZ02WxEldAcJnTZbESV0AH6/8cZhBXQAfr/xxmEFdALEgzFk0OV0AsSDMWTQ5XQH8O8+WFA1dAfw7z5YUDV0D1nPS+8f1WQPWc9L7x/VZA7EeKyDD8VkDsR4rIMPxWQCGJXkax+VZAIYleRrH5VkAu3SQGAe5WQC7dJAYB7lZAzce1oWLtVkDNx7WhYu1WQPUjRWRY7FZA9SNFZFjsVkBGA3gLpOpWQEYDeAuk6lZA8ZiByvjpVkDxmIHK+OlWQPKrOUCw6VZA8qs5QLDpVkDPfqSIjOZWQM9+pIiM5lZAuN+hKFDhVkC436EoUOFWQK+sNCkF3FZAr6w0KQXcVkBDTIkk+ttWQENMiST621ZAXEvIB73bVkBcS8gHvdtWQEJuhhtw11ZAQm6GG3DXVkCWaftX1tZWQJZp+1fW1lZAzkTY8PTVVkDORNjw9NVWQDmNtFRe1VZAOY20VF7VVkByXmOXqNNWQHJeY5eo01ZAtiOcFrzSVkC2I5wWvNJWQGgTJ/c70lZAaBMn9zvSVkBSxr/PONBWQFLGv8840FZAFUhQ/BjOVkAVSFD8GM5WQDt+b9MfzFZAO35v0x/MVkC+CYUIOMpWQL4JhQg4ylZAzmG+vADKVkDOYb68AMpWQMdUwagkw1ZAx1TBqCTDVkCAVmDIar9WQIBWYMhqv1ZAafEpAMa6VkBp8SkAxrpWQN5iRQ2muVZA3mJFDaa5VkDAR8SUyLdWQMBHxJTIt1ZA9QFIbWK2VkD1AUhtYrZWQGz1nPS+tVZAbPWc9L61VkBYu+1C87RWQFi77ULztFZA+CKhLeezVkD4IqEt57NWQIdZL4ZysVZAh1kvhnKxVkC6APvo1K5WQLoA++jUrlZAqv9zmK+uVkCq/3OYr65WQCBKe4OvrVZAIEp7g6+tVkDsrN12IapWQOys3XYhqlZAOie9b/ypVkA6J71v/KlWQHhOet/4qFZAeE563/ioVkAGou4DkKhWQAai7gOQqFZAgdiZQuenVkCB2JlC56dWQJImpaDbp1ZAkialoNunVkDbH+9Vq6dWQNsf71Wrp1ZAyLkUV5WmVkDIuRRXlaZWQDFo6J9gplZAMWjon2CmVkAnBd1e0qVWQCcF3V7SpVZAn5xoV6GiVkCfnGhXoaJWQF6OHr83oVZAXo4evzehVkCJSuoEtKBWQIlK6gS0oFZA67H0oQugVkDrsfShC6BWQG6PpQ/dn1ZAbo+lD92fVkAp2bERiJxWQCnZsRGInFZAKLzLRXycVkAovMtFfJxWQDYoYaZtm1ZANihhpm2bVkA+1H0AUptWQD7UfQBSm1ZAf+LHmDuaVkB/4seYO5pWQFZpUgo6mVZAVmlSCjqZVkAqz4O7s5hWQCrPg7uzmFZA8aEL6tuXVkDxoQvq25dWQCmC/63klVZAKYL/reSVVkDxiTxJupVWQPGJPEm6lVZAMG3/ykqUVkAwbf/KSpRWQNYlqreGklZA1iWqt4aSVkDF6lbPSZJWQMXqVs9JklZAlbuWkA+RVkCVu5aQD5FWQCjZsREIj1ZAKNmxEQiPVkBRxr/PuI1WQFHGv8+4jVZAbayL2+iMVkBtrIvb6IxWQInzN6GQjFZAifM3oZCMVkAA54wo7YtWQADnjCjti1ZAxCk6ksuLVkDEKTqSy4tWQFhfJLRli1ZAWF8ktGWLVkCro6oJIopWQKujqgkiilZAfIeiQB+IVkB8h6JAH4hWQGODTDLyh1ZAY4NMMvKHVkDRmuYdp4VWQNGa5h2nhVZAIe6x9KGEVkAh7rH0oYRWQC5fXoB9hFZALl9egH2EVkByPGagMoRWQHI8ZqAyhFZAeaAVGDKDVkB5oBUYMoNWQK1yaJHtgVZArXJoke2BVkD2GRcOhH9WQPYZFw6Ef1ZA+JEiMix+VkD4kSIyLH5WQJSt9UVCfFZAlK31RUJ8VkComiDqvnpWQKiaIOq+elZAjAbwFsh4VkCMBvAWyHhWQFsWE5uPd1ZAWxYTm493VkDW690f73ZWQNbr3R/vdlZA2Bt8YTJ2VkDYG3xhMnZWQKnKvisCdlZAqcq+KwJ2VkCNMXctIXVWQI0xdy0hdVZAaNRDNLpzVkBo1EM0unNWQA6q1OwBc1ZADqrU7AFzVkAytWytr25WQDK1bK2vblZARAN4C6RqVkBEA3gLpGpWQDcLe9phaVZANwt72mFpVkAwrOKNTGhWQDCs4o1MaFZA6sA5I8pnVkDqwDkjymdWQIHAyqFFZlZAgcDKoUVmVkBw4UBIlmRWQHDhQEiWZFZAjViLT4FiVkCNWItPgWJWQM1OBkdJYlZAzU4GR0liVkCJWS+GcmFWQIlZL4ZyYVZAe9XKhF9dVkB71cqEX11WQN9iRQ2mWFZA32JFDaZYVkDJbJBJRlhWQMlskElGWFZAW1X2XRFXVkBbVfZdEVdWQCiWW1qNVFZAKJZbWo1UVkAlcOtunlNWQCVw626eU1ZAX3tmSQBTVkBfe2ZJAFNWQJZbWg0JTVZAlltaDQlNVkAUXKyowUBWQBRcrKjBQFZAxf6ye/I+VkDF/rJ78j5WQPEMGvonPVZA8Qwa+ic9VkDvFkhQfDFWQO8WSFB8MVZArN12oTkqVkCs3XahOSpWQIUgByXMKVZAhSAHJcwpVkBd3EYDeClWQF3cRgN4KVZAhxHCo40lVkCHEcKjjSVWQGDbosyGJVZAYNuizIYlVkD66NSVTyVWQPro1JVPJVZAf/YjRWQkVkB/9iNFZCRWQDGP/MFAJFZAMY/8wUAkVkDl6PF7GyRWQOXo8XsbJFZADWyVYPEjVkANbJVg8SNWQEy+2ebGI1ZATL7Z5sYjVkA9YYkHlCNWQD1hiQeUI1ZA0fvG1x4jVkDR+8bXHiNWQFAZ/z5jIlZAUBn/PmMiVkBblNkgkyFWQFuU2SCTIVZA3o5wWnAgVkDejnBacCBWQMGjjSPWH1ZAwaONI9YfVkAhdqbQeR9WQCF2ptB5H1ZA4a/JGvUdVkDhr8ka9R1WQNRgGoYPHVZA1GAahg8dVkDCL/XzphtWQMIv9fOmG1ZABrZKsDgbVkAGtkqwOBtWQP4+48IBG1ZA/j7jwgEbVkDQCgxZ3RpWQNAKDFndGlZAFd7lIr4aVkAV3uUivhpWQLzoK0gzF1ZAvOgrSDMXVkAQ6bevAxdWQBDpt68DF1ZAwvUoXI8WVkDC9ShcjxZWQIDUJk5uFlZAgNQmTm4WVkB4RfC/FRVWQHhF8L8VFVZAzt+EQoQUVkDO34RChBRWQHeE04KXE1ZAd4TTgpcTVkBc/kP67RJWQFz+Q/rtElZAdhVSftIRVkB2FVJ+0hFWQE5FKowtD1ZATkUqjC0PVkBBJhk5Cw5WQEEmGTkLDlZAAgmKH+MLVkACCYof4wtWQAbwFkhQClZABvAWSFAKVkDZlCu8ywlWQNmUK7zLCVZAmKPH7+0IVkCYo8fv7QhWQG9CIQKOB1ZAb0IhAo4HVkCQ96qVCQdWQJD3qpUJB1ZAxM4UOi8FVkDEzhQ6LwVWQJ2AJsKGBFZAnYAmwoYEVkAdxM4UOgRWQB3EzhQ6BFZAuTE9YYkCVkC5MT1hiQJWQABXsmMjAVZAAFeyYyMBVkD2fw7z5f9VQPZ/DvPl/1VAKZFELyP9VUApkUQvI/1VQJSkaybf91VAlKRrJt/3VUCYhuEj4vVVQJiG4SPi9VVAAvG6fkH1VUAC8bp+QfVVQGagMv798FVAZqAy/v3wVUBORSqMre5VQE5FKoyt7lVAkDF3LaHsVUCQMXctoexVQGqCqPsA7FVAaoKo+wDsVUBeKcsQx+tVQF4pyxDH61VA96+sNKnnVUD3r6w0qedVQGQGKuNf51VAZAYq41/nVUCOHr+36eZVQI4ev7fp5lVADwaee4/mVUAPBp57j+ZVQM6qz9VW41VAzqrP1VbjVUBMMnIW9uJVQEwychb24lVAT5KumXzgVUBPkq6ZfOBVQNb/OcwX4FVA1v85zBfgVUBoke18v91VQGiR7Xy/3VVA3bBtUWbdVUDdsG1RZt1VQDcyj/xB2VVANzKP/EHZVUCnlq31xdVVQKeWrfXF1VVAAIdQpWbVVUAAh1ClZtVVQKjjMQMV1VVAqOMxAxXVVUDhzK/mgNNVQOHMr+aA01VAR4rIsArQVUBHisiwCtBVQKV+3lSkz1VApX7eVKTPVUCsF0M50cxVQKwXQznRzFVAc0aU9obLVUBzRpT2hstVQI+IKZFEy1VAj4gpkUTLVUAPKJtyBctVQA8om3IFy1VAYzvfTw3KVUBjO99PDcpVQJSkaybfyFVAlKRrJt/IVUAdG4F43cZVQB0bgXjdxlVADrkZbsDGVUAOuRluwMZVQHS1FftLxlVAdLUV+0vGVUCBIatbPcZVQIEhq1s9xlVAI2dhTzvFVUAjZ2FPO8VVQPIk6ZrJw1VA8iTpmsnDVUCw/s9hvsNVQLD+z2G+w1VAKLhYUQPCVUAouFhRA8JVQH8r2bERwFVAfyvZsRHAVUBN845TdL9VQE3zjlN0v1VANdJSeTu9VUA10lJ5O71VQIbhI2JKu1VAhuEjYkq7VUAr3sg8crhVQCveyDxyuFVAcwzIXu+1VUBzDMhe77VVQCh5dY4BtFVAKHl1jgG0VUBIv30dOLJVQEi/fR04slVAI2JKJNGxVUAjYkok0bFVQCDvVSsTsVVAIO9VKxOxVUDd5SK+E61VQN3lIr4TrVVAdpyiI7mqVUB2nKIjuapVQFVI+Uk1qlVAVUj5STWqVUAG2EenrqlVQAbYR6euqVVAS447pYOpVUBLjjulg6lVQG00gLfAqFVAbTSAt8CoVUApHaz/86RVQCkdrP/zpFVAN772zJKkVUA3vvbMkqRVQJU+dEH9o1VAlT50Qf2jVUB8REyJpKNVQHxETImko1VAc7osJragVUBzuiwmtqBVQCTpmsk3oFVAJOmayTegVUD4wmSqYJ9VQPjCZKpgn1VAspjYfNyeVUCymNh83J5VQNvcmJ6wnlVA29yYnrCeVUCeXinLkJxVQJ5eKcuQnFVAyatzDEibVUDJq3MMSJtVQIhjXdzGl1VAiGNd3MaXVUA7oGzKlZVVQDugbMqVlVVAKVd4l4uUVUApV3iXi5RVQN8Vwf9WlFVA3xXB/1aUVUBwtrkxPZRVQHC2uTE9lFVAlWBxOPORVUCVYHE485FVQHwnZr2YkFVAfCdmvZiQVUCxijcyD5BVQLGKNzIPkFVAizcyj/yOVUCLNzKP/I5VQD3VITfDjVVAPdUhN8ONVUA7qpogao1VQDuqmiBqjVVAAvG6fkGNVUAC8bp+QY1VQKbVkLjHjFVAptWQuMeMVUBlwi/184tVQGXCL/Xzi1VAETY8vVKLVUARNjy9UotVQF8ktOVcilVAXyS05VyKVUBCIQIOIYpVQEIhAg4hilVAon+Ci5WJVUCif4KLlYlVQI9wWvAiiFVAj3Ba8CKIVUCdEaW9wYVVQJ0Rpb3BhVVAenB31u5/VUB6cHfW7n9VQAh3Z+02f1VACHdn7TZ/VUBnmxvTk3FVQGebG9OTcVVAbeLkfgdqVUBt4uR+B2pVQCPzyB8MYFVAI/PIHwxgVUDot68DZ1lVQOi3rwNnWVVAhF/q581WVUCEX+rnzVZVQBHCo40jVVVAEcKjjSNVVUD8TShEQFNVQPxNKERAU1VAGyrG+RtTVUAbKsb5G1NVQISZtn/lP1VAhJm2f+U/VUARFD/G3DpVQBEUP8bcOlVAdInqrYEpVUB0ieqtgSlVQC6eQUN/KFVALp5BQ38oVUDogvqWOSRVQOiC+pY5JFVA3r4OnLMaVUDevg6csxpVQEmwOJx5GVVASbA4nHkZVUCw9KEL6hRVQLD0oQvqFFVAXPksz4MQVUBc+SzPgxBVQC3FVWXfD1VALcVVZd8PVUCxKVd4FwVVQLEpV3gXBVVA6548LNQBVUDrnjws1AFVQIt/n3Hh+lRAi3+fceH6VEASJ/c7lPpUQBIn9zuU+lRA13xcGyr0VEDXfFwbKvRUQAGV8e8z8VRAAZXx7zPxVEAPUyKJXudUQA9TIole51RAOcJpwQvZVEA5wmnBC9lUQCythsS91lRALK2GxL3WVEDT4lMADLxUQNPiUwAMvFRAmDi536G5VECYOLnfoblUQOGDns2quFRA4YOezaq4VEA2I0p7A7dUQDYjSnsDt1RASfilfl6nVEBJ+KV+XqdUQPZEniTdnVRA9kSeJN2dVEAVHCWvzpxUQBUcJa/OnFRAY2FPO3yZVEBjYU87fJlUQC0Nw0dEmFRALQ3DR0SYVEAoMGR1K5NUQCgwZHUrk1RAOnRBfcuOVEA6dEF9y45UQKn1RUJbjlRAqfVFQluOVECpNCkFXY1UQKk0KQVdjVRA6s7abReGVEDqztptF4ZUQIbNx7WhglRAhs3HtaGCVEABTODWXWNUQAFM4NZdY1RAJSLDKl5bVEAlIsMqXltUQILJVMEoVFRAgslUwShUVEDikT8Y+FNUQOKRPxj4U1RAaf/KSpNQVEBp/8pKk1BUQJ/H7236SlRAn8fvbfpKVEA1zJcXYEVUQDXMlxdgRVRAurfpz35EVEC6t+nPfkRUQBD7y+5JQVRAEPvL7klBVEB2whIPqDxUQHbCEg+oPFRARjygbEo8VEBGPKBsSjxUQDuk376OO1RAO6Tfvo47VEDK2m0XmjdUQMrabReaN1RATMJM2z80VEBMwkzbPzRUQMIWghyUMlRAwhaCHJQyVEDDtaFiHDFUQMO1oWIcMVRAeERMiSQvVEB4REyJJC9UQCTo9pLGLVRAJOj2ksYtVECAQgQcwixUQIBCBBzCLFRAlCoYlVQoVECUKhiVVChUQBjr4jaaJlRAGOviNpomVEAeSnuDLxpUQB5Ke4MvGlRA9u3rwLkZVED27evAuRlUQAxr8SmAGVRADGvxKYAZVEAEih9j7hdUQASKH2PuF1RAGHdKB2sUVEAYd0oHaxRUQDsrMGT1ClRAOyswZPUKVEAHN+DzwwNUQAc34PPDA1RAOZY+dMH+U0A5lj50wf5TQPoJLlZU/lNA+gkuVlT+U0CwbK0vEv5TQLBsrS8S/lNAWzyDhn78U0BbPIOGfvxTQNgkBoEV+lNA2CQGgRX6U0CUZOQsbPRTQJRk5Cxs9FNA/xYrarDyU0D/FitqsPJTQODtCKcF8FNA4O0IpwXwU0BcodY0b+lTQFyh1jRv6VNAFHPXEnLhU0AUc9cScuFTQIY3Mo/831NAhjcyj/zfU0AbY+5awtlTQBtj7lrC2VNAmIAmwgbZU0CYgCbCBtlTQN/yH9Jv2FNA3/If0m/YU0AEM23/SthTQAQzbf9K2FNA8lj60AXXU0DyWPrQBddTQC/vOEXH1lNAL+84RcfWU0Abnbry2dVTQBuduvLZ1VNAdccpOpLVU0B1xyk6ktVTQGxfB84Z1FNAbF8HzhnUU0DZtYR80NNTQNm1hHzQ01NAqYbEPRbTU0CphsQ9FtNTQFdCPuhZ0FNAV0I+6FnQU0Bw7+GSY85TQHDv4ZJjzlNA8hCN7iDOU0DyEI3uIM5TQMOnABjPzVNAw6cAGM/NU0AK/RNcrM1TQAr9E1yszVNA/lGbOLnMU0D+UZs4ucxTQC89YYkHzFNALz1hiQfMU0BpfZHQlspTQGl9kdCWylNAqVs9Jz3KU0CpWz0nPcpTQLGwpx3+yVNAsbCnHf7JU0DJRXwnZslTQMlFfCdmyVNAJgr0iTzIU0AmCvSJPMhTQOq7IvhfxlNA6rsi+F/GU0CA4seYO8VTQIDix5g7xVNAbWk1JO7EU0BtaTUk7sRTQNdfdk8ewlNA1192Tx7CU0DsdygK9MFTQOx3KAr0wVNA0FynkZa/U0DQXKeRlr9TQGBnCp1XvFNAYGcKnVe8U0DJ4Ch59btTQMngKHn1u1NAz/I8uDu7U0DP8jy4O7tTQCTpmsk3u1NAJOmayTe7U0CumXyzTbpTQK6ZfLNNulNAhVrTvOOvU0CFWtO8469TQIbJVMGoqVNAhslUwaipU0AqhxbZzqRTQCqHFtnOpFNAjNZR1YSfU0CM1lHVhJ9TQEEmGTkLm1NAQSYZOQubU0DNGVHaG5lTQM0ZUdobmVNA6qhqgqiLU0DqqGqCqItTQLlm8s22hFNAuWbyzbaEU0BXNJ2djIFTQFc0nZ2MgVNAd5eL+M52U0B3l4v4znZTQFLGv884clNAUsa/zzhyU0CxJEBNrWdTQLEkQE2tZ1NAIE+SrplmU0AgT5KumWZTQLAWnwLgYVNAsBafAuBhU0C17uapDmFTQLXu5qkOYVNAIRCv6xdgU0AhEK/rF2BTQJ/WNO+4V1NAn9Y077hXU0CrNCkFXVZTQKs0KQVdVlNA/XivWhlWU0D9eK9aGVZTQHQaaak8VFNAdBppqTxUU0DAhqdXylNTQMCGp1fKU1NA3vPDCGFRU0De88MIYVFTQE11yM3wSVNATXXIzfBJU0BlImx4ej1TQGUibHh6PVNAxx8MPHc9U0DHHww8dz1TQIYpkUQvOlNAhimRRC86U0BulLw6xzhTQG6UvDrHOFNACSQofow4U0AJJCh+jDhTQNtZu+3CNVNA21m77cI1U0DUFwltuS5TQNQXCW25LlNAGSWvzrEtU0AZJa/OsS1TQMxJ7xtfLVNAzEnvG18tU0CQHRuBeCxTQJAdG4F4LFNApQAYz6AqU0ClABjPoCpTQFzv/ngvKVNAXO/+eC8pU0CYlIJurydTQJiUgm6vJ1NAJzV7oJUnU0AnNXuglSdTQLqMYrklJlNAuoxiuSUmU0BNNuUK7yVTQE025QrvJVNAJDYf14YkU0AkNh/XhiRTQN5/K9mxIlNA3n8r2bEiU0D5jAsHQh1TQPmMCwdCHVNAaDANw0ccU0BoMA3DRxxTQGhgqwQLGlNAaGCrBAsaU0Avj/zBwBlTQC+P/MHAGVNAPRNhw1MZU0A9E2HDUxlTQAMN/RPcF1NAAw39E9wXU0BFUPwYcxdTQEVQ/BhzF1NA0/85zBcTU0DT/znMFxNTQDx0QX1LEVNAPHRBfUsRU0DbcYqO5BBTQNtxio7kEFNAJ29HOK0QU0Anb0c4rRBTQK/0oQtqEFNAr/ShC2oQU0Dr5qkOOQ9TQOvmqQ45D1NA2gw34PMKU0DaDDfg8wpTQFVRg2kYBlNAVVGDaRgGU0Bew9Mr5QJTQF7D0yvlAlNAvUNRoM8CU0C9Q1GgzwJTQDZiLT6FAVNANmItPoUBU0DHplzh3f9SQMemXOHd/1JAhZgSSXT5UkCFmBJJdPlSQJfJN9tc+VJAl8k321z5UkCjJyzxAPhSQKMnLPEA+FJARREZVnH3UkBFERlWcfdSQIVjXdzG9lJAhWNd3Mb2UkC5y0V8J+9SQLnLRXwn71JA73aE0wLvUkDvdoTTAu9SQBV47j1c7lJAFXjuPVzuUkA848KBEOtSQDzjwoEQ61JAhpP7HYrpUkCGk/sdiulSQKK4quy75VJAoriq7LvlUkBuio7k8uRSQG6KjuTy5FJALgisHFrkUkAuCKwcWuRSQMoZUdob4lJAyhlR2hviUkClaoKo+9tSQKVqgqj721JA/W6BBMXaUkD9boEExdpSQBxB8WPM2VJAHEHxY8zZUkAI6lvmdNdSQAjqW+Z011JAINbiUwDXUkAg1uJTANdSQCef5Xnw1VJAJ5/lefDVUkC7t+nPfs5SQLu36c9+zlJAt/JZngfMUkC38lmeB8xSQAu0AkPWyVJAC7QCQ9bJUkAPuHU3z8lSQA+4dTfPyVJAg22LMpvIUkCDbYsym8hSQFLxRuYRyFJAUvFG5hHIUkD8OcyXF8ZSQPw5zJcXxlJAKZW3IxzDUkAplbcjHMNSQO5etTLhwFJA7l61MuHAUkB398d71blSQHf3x3vVuVJAbCU7NoK5UkBsJTs2grlSQJQSSfSys1JAlBJJ9LKzUkBcPIOG/rFSQFw8g4b+sVJAzmpI3OOtUkDOakjc461SQFZHVRPEqVJAVkdVE8SpUkBy24XmOqRSQHLbheY6pFJAZtlaXyShUkBm2VpfJKFSQA3aci7FnFJADdpyLsWcUkD84hk09JtSQPziGTT0m1JAQJ4kXTOWUkBAniRdM5ZSQDS536Gok1JANLnfoaiTUkBb6udNRZFSQFvq501FkVJAdvzepr+HUkB2/N6mv4dSQMkBgjl6hFJAyQGCOXqEUkD9uwUSFIJSQP27BRIUglJAdohGdxB/UkB2iEZ3EH9SQGo0gLfAflJAajSAt8B+UkDuXrUy4X1SQO5etTLhfVJAYXCUvDp8UkBhcJS8OnxSQBF0e0njelJAEXR7SeN6UkAudy0hH3hSQC53LSEfeFJAp4dodAd2UkCnh2h0B3ZSQMWi6ezkdFJAxaLp7OR0UkA+syRAzXJSQD6zJEDNclJAp9B5jV1uUkCn0HmNXW5SQCu3tBqSUVJAK7e0GpJRUkB224XmulBSQHbbhea6UFJA5csLsI9NUkDlywuwj01SQCB2ptD5S1JAIHam0PlLUkC+2ebG9EpSQL7Z5sb0SlJALsA+OvVJUkAuwD469UlSQMRafAqAPVJAxFp8CoA9UkBCc51G2jxSQEJznUbaPFJAhvnyAuw6UkCG+fIC7DpSQEEJM23/OFJAQQkzbf84UkAFL/oK0jdSQAUv+grSN1JAJoi6D0A3UkAmiLoPQDdSQIk8SbrmNFJAiTxJuuY0UkAq9pfdEzFSQCr2l90TMVJA1xLyQc8uUkDXEvJBzy5SQAinBS/6LFJACKcFL/osUkASg8DKISpSQBKDwMohKlJAjEXT2UkkUkCMRdPZSSRSQKcY529CIlJApxjnb0IiUkBBIQIOIR1SQEEhAg4hHVJA3R/vVasSUkDdH+9VqxJSQJb/kH57ElJAlv+QfnsSUkB1yM1wAxJSQHXIzXADElJA2v6VlaYRUkDa/pWVphFSQDWYhuEjEVJANZiG4SMRUkC+9sySAAtSQL72zJIAC1JAc51GWioIUkBznUZaKghSQKQUdHvJA1JApBR0e8kDUkCkx+9tev1RQKTH7216/VFALZCg+LH2UUAtkKD4sfZRQNSa5h2n7VFA1JrmHaftUUA34PPDCOZRQDfg88MI5lFAufyH9NvfUUC5/If0299RQMX5m1CI3VFAxfmbUIjdUUDiGTT0z9FRQOIZNPTP0VFAKNAn8qTNUUAo0CfypM1RQMq+K4J/vlFAyr4rgn++UUAUGLK6Vb5RQBQYsrpVvlFASCno9hK1UUBIKej2ErVRQL32zJIAr1FAvfbMkgCvUUAM/RNcrKtRQAz9E1ysq1FAlCaloNudUUCUJqWg251RQE3RkVz+m1FATdGRXP6bUUDEckurIY5RQMRyS6shjlFAwOJw5teLUUDA4nDm14tRQDZsW5TZf1FANmxblNl/UUBMtKuQ8ntRQEy0q5Dye1FA3i2QoHh6UUDeLZCgeHpRQGfjiLV4cFFAZ+OItXhwUUBhXdxGg25RQGFd3EaDblFADX9N1ihqUUANf03WKGpRQD7ZlCs8V1FAPtmUKzxXUUDlNXaJalNRQOU1dolqU1FAu7wA++hNUUC7vAD76E1RQNrvUBRoSlFA2u9QFGhKUUCUVkPinkVRQJRWQ+KeRVFAyqrP1dY8UUDKqs/V1jxRQDIk7rF0NFFAMiTusXQ0UUDvDBr6py1RQO8MGvqnLVFAokkp6HYoUUCiSSnodihRQO8f0m9fJ1FA7x/Sb18nUUDvQc9mVSJRQO9Bz2ZVIlFAnWzKFd4bUUCdbMoV3htRQLfaiv1lFlFAt9qK/WUWUUALKJtyhfpQQAsom3KF+lBAAaipZev1UEABqKll6/VQQNCkFHT781BA0KQUdPvzUEDHGvUQjfNQQMca9RCN81BA6i+7J4/oUEDqL7snj+hQQCAVxhYC31BAIBXGFgLfUEAeWcAE7ttQQB5ZwATu21BAsTwP7k7OUECxPA/uTs5QQFGp2QMtwFBAUanZAy3AUED4471qZa9QQPjjvWplr1BAIXoZxXKmUEAhehnFcqZQQPNdEfzvpVBA810R/O+lUECAL0ymiqJQQIAvTKaKolBAHYDUJs6YUEAdgNQmzphQQC8qqRPQl1BALyqpE9CXUEBZKm9HOJRQQFkqb0c4lFBAmQMEc3STUECZAwRzdJNQQHfRV5DmkVBAd9FXkOaRUEDttgvN9ZBQQO22C831kFBAvmVOl8WPUEC+ZU6XxY9QQHke3J01jlBAeR7cnTWOUEBdonprYIlQQF2iemtgiVBAZkRpb3CGUEBmRGlvcIZQQN43vvZMhlBA3je+9kyGUEDLuRRXlYFQQMu5FFeVgVBAezGUE218UEB7MZQTbXxQQDgQkgVMbFBAOBCSBUxsUECWPnRBfWRQQJY+dEF9ZFBA61bPSW9iUEDrVs9Jb2JQQJTx7zOuVFBAlPHvM65UUEBu3c1TnVRQQG7dzVOdVFBAv3gGDf1JUEC/eAYN/UlQQDKitDd4R1BAMqK0N3hHUEAQ91j6UDlQQBD3WPpQOVBAN2ItPgUWUEA3Yi0+BRZQQPnG155ZAVBA+cbXnlkBUEA2RUdyeQBQQDZFR3J5AFBAETCBW3fdT0ARMIFbd91PQH0SZtr+y09AfRJm2v7LT0BcuaXVkK9PQFy5pdWQr09Arc2N6QmnT0CtzY3pCadPQCHChqdXok9AIcKGp1eiT0CBWtO845xPQIFa07zjnE9AcTxmoDKTT0BxPGagMpNPQNoHILWJiU9A2gcgtYmJT0AN6bevA4BPQA3pt68DgE9AWfW52op7T0BZ9bnaintPQPLNNjemaE9A8s02N6ZoT0CCNGPRdEFPQII0Y9F0QU9A7o/3qpUiT0Duj/eqlSJPQNglqrcGD09A2CWqtwYPT0ABYDyDhgpPQAFgPIOGCk9AsgdagSECT0CyB1qBIQJPQD6k374OAk9APqTfvg4CT0AlTu53KOxOQCVO7nco7E5AWExsPq7dTkBYTGw+rt1OQOJYF7fR2U5A4lgXt9HZTkBsIchBCdZOQGwhyEEJ1k5AhlClZg/RTkCGUKVmD9FOQHeXi/hOwU5Ad5eL+E7BTkAseNFXkLtOQCx40VeQu05AKK4q+66mTkAorir7rqZOQKQBvAUSk05ApAG8BRKTTkA7U+i8xpFOQDtT6LzGkU5AM23/ykqQTkAzbf/KSpBOQHGPpQ9djk5AcY+lD12OTkDEWnwKgHdOQMRafAqAd05Achb2tMN2TkByFva0w3ZOQK9Cyk+qZk5Ar0LKT6pmTkCTNeohGmBOQJM16iEaYE5AUPwYc9dcTkBQ/Bhz11xOQEKVmj3QTU5AQpWaPdBNTkC1FfvL7khOQLUV+8vuSE5AEsKjjSNHTkASwqONI0dOQP0rK01KNU5A/SsrTUo1TkATXKyowSZOQBNcrKjBJk5Ax4Ds9e4dTkDHgOz17h1OQOODns2qBk5A44OezaoGTkAWak3zjv5NQBZqTfOO/k1AbcoV3uX6TUBtyhXe5fpNQI9rQ8U4zk1Aj2tDxTjOTUDSNZNvtptNQNI1k2+2m01AzRlR2httTUDNGVHaG21NQPGOU3QkNU1A8Y5TdCQ1TUANqtTsgQFNQA2q1OyBAU1AHKLRHcTyTEAcotEdxPJMQPtD+u3r6ExA+0P67evoTECkV8oyxN9MQKRXyjLE30xALZkqGJXeTEAtmSoYld5MQMi5FFeV3UxAyLkUV5XdTECqF0M50ddMQKoXQznR10xAIfPIHwzXTEAh88gfDNdMQIyvPbMk1ExAjK89syTUTEDKf0i/fdFMQMp/SL990UxA8bVnlgTJTEDxtWeWBMlMQC8S2nIuw0xALxLaci7DTEBwd9Zuu7FMQHB31m67sUxAHksfuqCqTEAeSx+6oKpMQOtph78mmExA62mHvyaYTEBafAqA8YxMQFp8CoDxjExA+k0oRMBVTED6TShEwFVMQD1XW7G/TkxAPVdbsb9OTECn9ul4zDhMQKf26XjMOExAMoC3QIIyTEAygLdAgjJMQIckehnFMExAhyR6GcUwTEBAahMn9y1MQEBqEyf3LUxAUui8xi4ATEBS6LzGLgBMQPKwUGua9EtA8rBQa5r0S0CRRC+jWOpLQJFEL6NY6ktAk+NO6WDeS0CT407pYN5LQHDrbp7q3EtAcOtunurcS0CDUUmdgMNLQINRSZ2Aw0tAiM3HtaGSS0CIzce1oZJLQFuxv+yeh0tAW7G/7J6HS0CnOuRmuIZLQKc65Ga4hktAkUQvo1iFS0CRRC+jWIVLQEBD/wQXektAQEP/BBd6S0CRlsrbEXVLQJGWytsRdUtAub2kMVpjS0C5vaQxWmNLQN3qOel9YEtA3eo56X1gS0BJJNHLKExLQEkk0csoTEtAx+pWz0kfS0DH6lbPSR9LQE2+2ebGG0tATb7Z5sYbS0Bfdk8eFu9KQF92Tx4W70pAxWgdVU2fSkDFaB1VTZ9KQJK8OseAgUpAkrw6x4CBSkDSqIdodD5KQNKoh2h0PkpAQhqjdVRGSUBCGqN1VEZJQJso0CfyG0lAmyjQJ/IbSUD/R23i5JlIQP9HbeLkmUhANsgkI2cxSEA2yCQjZzFIQHQaaam8nUdAdBppqbydR0A=\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is of course the same as when generating data sets with Numpy.\n", "\n", "As you can see, it is a bit more verbose to use Stan to generate the prior predictive samples. The calculation time is also substantially longer because of the time required for compilation. Nonetheless, it is often advantageous to use Stan for this stage of an analysis pipeline because when we do [simulation based calibration (SBC)](https://arxiv.org/pdf/1804.06788.pdf) of our models, it is useful to have everything written in Stan." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model 2: Spindle size dependent on total tubulin concentration\n", "\n", "While we have already worked with the conserved tubulin model, it is instructive to consider again how it is derived. This enables us to think about model building in terms of identifiability of parameters.\n", "\n", "The conserved tubulin model hinges on the following principles.\n", "\n", "1. The total amount of tubulin in the droplet or cell is conserved.\n", "2. The total length of polymerized microtubules is a function of the total tubulin concentration after assembly of the spindle. This results from the balances of microtubule polymerization rate with catastrophe frequencies.\n", "3. The density of tubulin in the spindle is independent of droplet or cell volume.\n", "\n", "Assumption 1 (conservation of tubulin) implies\n", "\n", "\\begin{align}\n", "T_0 V_0 = T_1(V_0 - V_\\mathrm{s}) + T_\\mathrm{s}V_\\mathrm{s},\n", "\\end{align}\n", "\n", "where $V_0$ is the volume of the droplet or cell, $V_\\mathrm{s}$ is the volume of the spindle, $T_0$ is the total tubulin concentration (polymerized or not), $T_1$ is the tubulin concentration in the cytoplasm after the the spindle has formed, and $T_\\mathrm{s}$ is the concentration of tubulin in the spindle. If we assume the spindle does not take up much of the total volume of the droplet or cell ($V_0 \\gg V_\\mathrm{s}$, which is the case as we will see when we look at the data), we have\n", "\n", "\\begin{align}\n", "T_1 \\approx T_0 - \\frac{V_\\mathrm{s}}{V_0}\\,T_\\mathrm{s}.\n", "\\end{align}\n", "\n", "The amount of tubulin in the spindle can we written in terms of the total length of polymerized microtubules, $L_\\mathrm{MT}$ as\n", "\n", "\\begin{align}\n", "T_s V_\\mathrm{s} = \\alpha L_\\mathrm{MT},\n", "\\end{align}\n", "\n", "where $\\alpha$ is the tubulin concentration per unit microtubule length. (We will see that it is unimportant, but from the known geometry of microtubules, $\\alpha \\approx 2.7$ nmol/µm.)\n", "\n", "We formalize assumption 2 into a mathematical expression. Microtubule length should grow with increasing $T_1$. There should also be a minimal threshold $T_\\mathrm{min}$ where polymerization stops. We therefore approximate the total microtubule length as a linear function,\n", "\n", "\\begin{align}\n", "L_\\mathrm{MT} \\approx \\left\\{\\begin{array}{ccl}\n", "0 & &T_1 \\le T_\\mathrm{min} \\\\\n", "\\beta(T_1 - T_\\mathrm{min}) & & T_1 > T_\\mathrm{min}.\n", "\\end{array}\\right.\n", "\\end{align}\n", "\n", "Because spindles form in *Xenopus* extract, $T_0 > T_\\mathrm{min}$, so there exists a $T_1$ with $T_\\mathrm{min} < T_1 < T_0$, so going forward, we are assured that $T_1 > T_\\mathrm{min}$. Thus, we have\n", "\n", "\\begin{align}\n", "V_\\mathrm{s} \\approx \\alpha\\beta\\,\\frac{T_1 - T_\\mathrm{min}}{T_\\mathrm{s}}.\n", "\\end{align}\n", "\n", "With insertion of our expression for $T_1$, this becomes\n", "\n", "\\begin{align}\n", "V_{\\mathrm{s}} \\approx \\alpha \\beta\\left(\\frac{T_0 - T_\\mathrm{min}}{T_\\mathrm{s}} - \\frac{V_\\mathrm{s}}{V_0}\\right).\n", "\\end{align}\n", "\n", "Solving for $V_\\mathrm{s}$, we have\n", "\n", "\\begin{align}\n", "V_\\mathrm{s} \\approx \\frac{\\alpha\\beta}{1 + \\alpha\\beta/V_0}\\,\\frac{T_0 - T_\\mathrm{min}}{T_\\mathrm{s}}\n", "=\\frac{V_0}{1 + V_0/\\alpha\\beta}\\,\\frac{T_0 - T_\\mathrm{min}}{T_\\mathrm{s}}.\n", "\\end{align}\n", "\n", "We approximate the shape of the spindle as a prolate spheroid with major axis length $l$ and minor axis length $w$, giving\n", "\n", "\\begin{align}\n", "V_\\mathrm{s} = \\frac{\\pi}{6}\\,l w^2 = \\frac{\\pi}{6}\\,k^2 l^3,\n", "\\end{align}\n", "\n", "where $k \\equiv w/l$ is the aspect ratio of the spindle. We can now write an expression for the spindle length as\n", "\n", "\\begin{align}\n", "l \\approx \\left(\\frac{6}{\\pi k^2}\\,\n", "\\frac{T_0 - T_\\mathrm{min}}{T_\\mathrm{s}}\\,\n", "\\frac{V_0}{1+V_0/\\alpha\\beta}\\right)^{\\frac{1}{3}}.\n", "\\end{align}\n", "\n", "For a spherical droplet, $V_0 \\approx \\pi d^3 / 6$, giving\n", "\n", "\\begin{align}\n", "l \\approx \\left(\n", "\\frac{T_0 - T_\\mathrm{min}}{k^2\\,T_\\mathrm{s}}\\,\n", "\\frac{d^3}{1+\\pi d^3/6\\alpha\\beta}\\right)^{\\frac{1}{3}}.\n", "\\end{align}\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Indentifiability of parameters\n", "\n", "Good and coworkers measured the microtubule length $l$ and droplet diameter $d$ directly from their microscope images. They can also measure the spindle aspect ratio $k$ directly from the images. Thus, we have four unknown parameters, since we already know α ≈ 2.7 nmol/µm. The unknown parameters are:\n", "\n", "| parameter | meaning |\n", "| :------: | :-----|\n", "|$\\beta$ | rate constant for MT growth |\n", "|$T_0$ | total tubulin concentration |\n", "|$T_\\mathrm{min}$ | critical tubulin concentration for polymerization |\n", "|$T_s$ | tubulin concentration in the spindle |\n", "\n", "We would like to determine all of these parameters. We could measure them all either in this experiment or in other experiments. We could measure the total tubulin concentration $T_0$ by doing spectroscopic or other quantitative methods on the *Xenopus* extract. We can $T_\\mathrm{min}$ and $T_s$ might be assessed by other in vitro assays, though these parameters may by strongly dependent on the conditions of the extract.\n", "\n", "Importantly, though, the parameters only appear in combinations with each other in our theoretical model. Specifically, we can define two parameters,\n", "\n", "\\begin{align}\n", "\\gamma &= \\left(\\frac{T_0-T_\\mathrm{min}}{k^2T_\\mathrm{s}}\\right)^\\frac{1}{3} \\\\[1em]\n", "\\phi &= \\gamma\\left(\\frac{6\\alpha\\beta}{\\pi}\\right)^{\\frac{1}{3}}.\n", "\\end{align}\n", "\n", "We can then rewrite the general model expression in terms of these parameters as\n", "\n", "\\begin{align}\n", "l(d) \\approx \\frac{\\gamma d}{\\left(1+(\\gamma d/\\phi)^3\\right)^{\\frac{1}{3}}}.\n", "\\end{align}\n", "\n", "If we tried to determine all four parameters from this experiment only, we would be in trouble. This experiment alone cannot distinguish all of the parameters. Rather, we can only distinguish two combinations of them, which we have defined as $\\gamma$ and $\\phi$. This is an issue of **identifiability**. We may not be able to distinguish all parameters in a given model, and it is important to think carefully *before* the analysis about which ones we can identify. \n", "\n", "We are not quite done with characterizing identifiability." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Limiting behavior\n", "\n", "For large droplets, with $d \\gg \\phi/\\gamma$, the spindle size becomes independent of $d$, with\n", "\n", "\\begin{align}\n", "l \\approx \\phi.\n", "\\end{align}\n", "\n", "Conversely, for $d \\ll \\phi/\\gamma$, the spindle length varies approximately linearly with diameter.\n", "\n", "\\begin{align}\n", "l(d) \\approx \\gamma\\,d.\n", "\\end{align}\n", "\n", "Note that the expression for the linear regime gives bounds for $\\gamma$. Obviously, $\\gamma > 0$, lest we have spindles of negative length in the small $d$ regime. Because $l \\le d$, lest the spindle not fit in the droplet, we also have $\\gamma \\le 1$. \n", "\n", "Importantly, if the experiment is done in the regime where $d$ is large (and we do not really know a priori how large that is since we do not know the parameters $\\phi$ and $\\gamma$), we cannot tell the difference between this conserved tubulin model and the independent size model, since they are equivalent in that regime. Further, if the experiment is in this regime the model is unidentifiable because we cannot resolve $\\gamma$.\n", "\n", "This sounds kind of dire, but this is actually a convenient fact. The conserved tubulin model is more complex, but it has a simpler model, the independent size model, as a limit. Thus, the two models are in fact commensurate with each other. Knowledge of how these limits also enhances the experimental design. We should strive for small droplets. And perhaps most importantly, if we didn't consider the second model, we might automatically assume that droplet size has nothing to do with spindle length if we happened to do the experiment in larger droplets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generative model\n", "\n", "We have a theoretical model relating the droplet diameter to the spindle length. Let us now build a generative model. For spindle, droplet pair $i$, we assume\n", "\n", "\\begin{align}\n", "l_i = \\frac{\\gamma d_i}{\\left(1+(\\gamma d/\\phi)^3\\right)^{\\frac{1}{3}}} + e_i.\n", "\\end{align}\n", "\n", "We again assume that $e_i$ is Normally distributed with variance $\\sigma^2$. In the independent size model, we assumed that $\\sigma$ scaled with the characteristic spindle size, which was $\\phi$ in that case. We will do the same here, scaling $\\sigma$ with the theoretical spindle size for each droplet diameter. We can choose the same prior as before for $\\phi$, and we choose a Beta prior for $\\gamma$ with a slight preference for intermediate $\\gamma$ values. Our model is then\n", "\n", "\\begin{align}\n", "&\\phi \\sim \\text{LogNorm}(\\ln 20, 0.75),\\\\[1em]\n", "&\\gamma \\sim \\text{Beta}(1.1, 1.1), \\\\[1em]\n", "&\\sigma_0 \\sim \\text{Gamma}(2, 10),\\\\[1em]\n", "&\\mu_i = \\frac{\\gamma d_i}{\\left(1+(\\gamma d_i/\\phi)^3\\right)^{\\frac{1}{3}}}, \\\\[1em]\n", "&\\sigma_i = \\sigma_0\\,\\mu_i,\\\\[1em]\n", "&l_i \\sim \\text{Norm}(\\mu_i, \\sigma_i) \\;\\forall i.\n", "\\end{align}\n", "\n", "Importantly, note that this model builds upon our first model. Generally, when doing Bayesian modeling, it is a good idea to build more complex models on your initial baseline model such that the models are related to each other by limiting behavior. This gives you a continuum of models and a sound basis for making comparisons among models." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prior predictive checks\n", "\n", "We will now will perform the prior predictive checks using Stan. Here is the Stan code:\n", "\n", "```stan\n", "functions {\n", " real ell_theor(real d, real phi, real gamma_) {\n", " real denom_ratio = (gamma_ * d / phi)^3;\n", " return gamma_ * d / cbrt(1 + denom_ratio); \n", " }\n", "}\n", "\n", "\n", "data {\n", " int N;\n", " array[N] real d;\n", "\n", " real phi_mu;\n", " real phi_sigma;\n", " real gamma_alpha;\n", " real gamma_beta;\n", " real sigma_0_alpha;\n", " real sigma_0_beta;\n", "}\n", "\n", "\n", "generated quantities {\n", " // Parameters\n", " real phi;\n", " real gamma_;\n", " real sigma_0;\n", " real sigma;\n", "\n", " // Data\n", " array[N] real ell;\n", "\n", " phi = lognormal_rng(phi_mu, phi_sigma);\n", " gamma_ = beta_rng(gamma_alpha, gamma_beta);\n", " sigma_0 = gamma_rng(sigma_0_alpha, sigma_0_beta);\n", " sigma = sigma_0 * phi;\n", "\n", " {\n", " real mu;\n", "\n", " for (i in 1:N) {\n", " mu = ell_theor(d[i], phi, gamma_);\n", " ell[i] = normal_rng(mu, sigma_0 * mu);\n", " }\n", " }\n", "}\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's compile and generate our prior predictive samples!" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "with bebi103.stan.disable_logging():\n", " sm_prior_pred = cmdstanpy.CmdStanModel(\n", " stan_file=\"cons_tubulin_model_prior_predictive.stan\"\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we'll set up the input data, draw our samples, and convert to an ArviZ `InferenceData` instance." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "data = {\n", " \"N\": N,\n", " \"d\": d,\n", " \"phi_mu\": 3.0,\n", " \"phi_sigma\": 0.75,\n", " \"gamma_alpha\": 1.1,\n", " \"gamma_beta\": 1.1,\n", " \"sigma_0_alpha\": 2.0,\n", " \"sigma_0_beta\": 10.0,\n", "}\n", "\n", "with bebi103.stan.disable_logging():\n", " samples = sm_prior_pred.sample(\n", " data=data, iter_sampling=1000, fixed_param=True, chains=1, show_progress=False\n", " )\n", "\n", "samples = az.from_cmdstanpy(prior=samples, prior_predictive=[\"ell\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can start our graphical posterior predictive checks by looking at an ECDF of the values of the spindle length, ignoring for a moment the dependence on droplet diameter." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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samples.prior_predictive[\"ell\"], x_axis_label=\"spindle length (µm)\"\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks quite similar to the first model. There are a few negative values, but we will accept this and move forward.\n", "\n", "Next, we would like to look at some scatter plots of spindle length versus droplet diameter. As a start, we can make a plot of the ranges we might expect the data to span using the `bebi103.viz.predictive_regression()` function. For each value of $d$, we plot the percentiles of the spindle lengths drawn from the generative model. We will plot the middle 30th, 60th, 90th, and 99th percentiles to get an idea how the data sets are distributed." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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" const render_items = [{\"docid\":\"923a1dde-a8cc-4910-8d56-d9eb14096af3\",\"roots\":{\"p3078\":\"f484ca32-efd8-4118-a783-25643e39c9da\"},\"root_ids\":[\"p3078\"]}];\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": "p3078" } }, "output_type": "display_data" } ], "source": [ "bokeh.io.show(\n", " bebi103.viz.predictive_regression(\n", " samples.prior_predictive['ell'],\n", " samples_x=d,\n", " percentiles=[30, 60, 90, 99],\n", " x_axis_label='droplet diameter [µm]',\n", " y_axis_label='spindle length [µm]'\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These results look reasonable; there are very few values of spindle length below zero, and the spindle length is also only rarely greater than the droplet diameter.\n", "\n", "It is also useful to look at individual curves to make sure they are within reason. We can build a quick dashboard to check this out. In fact, **dashboarding** is quite useful for prior (and posterior) predictive checks.\n", "\n", "This dashboard using JavaScript callbacks so it works in rendered HTML. It is usually much faster to build dashboards with Python callbacks, but in that case the interaction only works in a Jupyter notebook of it you serve it up with Bokeh." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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Vz1IbQCxIMxZN5xlAscQDyqacEkCPpQ9dUF8gQDBMpgpG5RZA8nub/uwHFEBRZoNMMrIQQL+aAwRztA5AMZkqGJX0GEAmUwWjkroYQOkmMQis/BJAQuxMofP6FUCEKjV7oDUYQLMMcayLWx1AwHgGDf0TF0CD3bBtUWYCQKxWJvxS/xhAtAJDVre6F0APf03WqOcTQMAEbt3NExdAgc8PI4R3IUCyne+nxmsRQAMJih9jDh9AflLt0/E4FUB2bATidb0WQOVhodY0DxVALGUZ4ljXHEDysFBrmlcaQEP/BBcrahlAFNBE2PB0FUDyzTY3pqcaQMHFihpMgxpAWMoyxLHuD0Av3SQGgbUWQC4EOShhJhhALLe0GhKXE0CH+fIC7MMRQCAMPPcerhVAMiB7vfsDGUA89x4uOU4cQDarPldbMRlA+BkXDoSEGkCu00hL5e0eQEAYeO49/BtAOul942uvHkBfKcsQxxoZQEz9vKlIVSBATBqjdVQ1HECC/61kx8YVQLwi+N9K9hdA3jzVITdjGEB4KAr0iTwUQNZz0vvGNxpAjL6CNGNxGEBXIeUn1b4UQA9/TdaopxFATKYKRiVVEUCoABjPoMEWQFwgQfFjzBhA+KV+3lTkF0Aw8Nx7uIQUQB8RUyKJXhxAMxZNZycjFkDeAgmKH0MQQPZ/DvPlxRhAZtr+lZUmHUDZzvdT48UZQNc07zhFxwxATE9Y4gEFFUCRfvs6cM4IQALU1LK1nhVARiV1AprYIEDS+8bXntkfQL1SliGO9RZA6MHdWbstDEAc0xOWeAATQPuRIjKsgh5AyAxUxr8vHEDo3sMlx/0ZQLr3cMlxJxRA+RQA4xmUGkDZCMTr+gUYQCvZsRGI9x1AUPwYc9eSAkCRJ0nXTL4RQHdn7bYLLRhA8bp+wW74GEATfqmfN2UiQC4cCMkChhBAn6ut2F+WGUBSmzi53zEgQF8pyxDHuh5AqDXNO07RHEBAGHjuPRwgQERpb/CFiRhAkUQvo1iOE0AbL90kBoESQMfXnlkSwBZApWYPtALDGUCTHRuBeN0YQKH4MeaupRVAmfBL/bxJHkDf/fFetTIIQO9VKxN+6QRAPrMkQE3tEEBVpMLYQpAUQDUHCObokR1AowG8BRLUGkDTn/1IEVkOQDBHj9/bFB1Am49rQ8UYG0Dw3Hu45HgaQLJLVG8NzB5AT1jiAWUTHkBA3qtWJnwYQFRSJ6CJ0B5Ay5wui4kdIEBrgqj7AOQZQCgK9Ik86RZAn5PeN76WHUAMHxFTIskYQNEF9S1zuhhA0T/BxYq6FEBP6WD9n+MgQEBqEyf3exNASMSUSKL3EEDXo3A9CjcVQBUA4xk0NBZAhhvw+WGEBUCBIatbPQcYQDCeQUP/pBdAxSCwcmiRFkAsZRniWBcUQMcuUb01UBRAsP7PYb5cFkDjwoGQLAAfQMu+K4L/DRdAS80eaAXmFEAc0xOWeOAXQLvVc9L7phNAuaXVkLjHAEBG09nJ4OgdQP8h/fZ1QBpAAJF++zogIECvsUtUb40XQJm7lpAPmhVAE0TdByA1CUBAwcWKGqwdQNHLKJZb+htAFAX6RJ4EHUB88rBQa5r0PxgJbTmXAhlAQDBHj9+bGUBxcr9DUQAQQFXBqKROoBVAMdP2r6y0DkAipkQSvcwZQCwrTUpBFxdA097gC5PJH0BOtKuQ8pMaQCRFZFjFuxJA7BLVWwP7GEBm9+RhoZYWQKMG0zB8RBtAlZ9U+3ScEUCw/s9hvhwSQCzUmuYdZxZA7PoFu2EbDkDcgM8PIyQYQNrhr8kaNRhAsmMjEK/rEUBN1qiHaBQSQAq/1M+bShdAhgMhWcDkGUCC4seYuzYYQLsPQGoTBx5A7zhFR3LZFUDyJOmayfcYQJ+OxwxUBhFA/aTap+NRG0Cfk943vtYaQPBQFOgTmRNAYRqGj4ipE0A57pQO1r8bQNF5jV2i+gdAjxmojH+fGUDqCUs8oOwbQGZrfZHQVhRAPQ/uztqtHkA6kst/SL8bQGcPtAJDBiFAETY8vVJWFUDT3uALk2kQQJSHhVrTfBVAo8wGmWTkHkAmqrcGtkoXQFg5tMh2nhxAyjfb3JgeHUCr56T3je8JQCYeUDblKhtAeNFXkGasDED0MorllvYTQE/MejGUkxhAMNgN2xalCUBWvJF55I8YQKDDfHkBdg5A8Nx7uOT4HUCdRloqb0cTQGPRdHYy+BBATYQNT690EkCf5XlwdxYaQKA3FakwNhRA34lZL4ZyFUDZCMTr+gUZQAK8BRIUXxtAgzRj0XRWHUDlCu9yEf8WQBx8YTJVsB9A02pI3GNpE0AWwf9WsqMUQH6pnzcVGSNA/B2KAn3CGUAOEMzR4/cFQIv9ZffkIRxA001iEFi5G0BxWvCir0AbQLYQ5KCEWRRAD7kZbsBnEkD1oQvqWwYQQJKumXyzrRlAHhZqTfNODkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"2\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"3\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"9\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"11\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"14\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"15\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"17\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"20\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"22\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"23\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"26\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"0jWTb7a5CUA8FAX6RJ4HQP/sR4rIMAdAqDXNO07RAkDVJk7udygIQOutga0SrARAv0hoy7mUB0AwuycPC3UIQIasbvWcdP0/WwhyUMIMCkAkfzDw3HsNQPSJPEm6JgRAd9Zuu9AcDUAHQrKACVz/Pxzw+WGEcPk/waikTkATCEAkl/+QfrsPQKDgYkUN5gNArMWnABgPCUDp1JXP8vwGQPhwyXGnNA9AAIxn0NC/CkCwj05d+WwGQNU+HY8ZaAVAtf0rK03KBUDuJY3ROuoNQBH8byU7tgpArMq+K4I/C0Bf0hito6oQQLWJk/sdSgpAaoe/JmsUBkDmXIqryv4OQIf+CS5WlAlAeo1donorEEC71XPS+wYMQKjGSzeJAQJA/+cwX17ADkAsZRniWFcEQIbmOo20VAZAV5V9VwQ/CkCYaftXVhoMQIGVQ4tsBxJA81meB3dnDUAEIVnABO4FQAXdXtIYrQhA+MJkqmCUD0Cu8C4X8d0GQL+36c9+pA9AkdWtnpOeBUCi7gOQ2kQRQMwolltaDQ5AB3x+GCHcEkDABG7dzVMJQFUwKqkTUAxAvYxiuaV1EECSlsrbEc4LQN6OcFrw4g1AFqQZi6bzDEDYgXNGlHYRQHjRV5BmzBFA/mX35GHBEECjBtMwfKQUQKxzDMhezxVAbM8sCVDTDUCH+fIC7MMRQMnIWdjTzglANIC3QIIiE0BpHVVNENUTQH0iT5KueRNAhqxu9Zx0CECGyVTBqKQAQEDeq1YmHBJAKqkT0ETYE0D6fmq8dHMSQMFWCRaHcwlAkfKTap8uEkAlXTP5ZvsRQBYwgVt3cxJARfXWwFZJFUAGL/oK0uwXQJG4x9KH7gtAvR3htOClE0CNKO0NvjAHQFCNl24SwxNA5pZWQ+I+EEAWNZiG4SMHQL99HThnBBFA63O1FfsLHEAmUwWjktoXQLaEfNCzORtABrth26KME0Bzol2FlH8QQOlg/Z/D3BdAyXa+nxpPGUDde7jkuLMUQPPIHww89xNAyTzyBwOvFUCm1ZC4x9IFQJFEL6NYDhNAe9rhr8maFkDRP8HFihoVQJz51RwgGBdA16NwPQqXG0BBn8iTpEsfQDxrt11ozhFApPyk2qcjGEALe9rhr8kQQLivA+eMiBFAi3H+JhSiD0BrZcIv9VMUQEt2bATitRpA9aEL6lumFkBlGeJYFzcWQN+mP/uRQhFAkdWtnpN+HECXrfVFQhsZQI9wWvCi7xNAFhiyutXzFUCC/61kx0YWQJWCbi9pbBBAasGLvoL0EUAoYabtXxkWQKiMf59xIRdAsylXeJeLGkD/W8mOjYAVQDgQkgVMMCFAPUm6ZvINFEArGJXUCWgXQILn3sMlxxlAwCFUqdmjFUCvX7Abtg0ZQBppqbwd4RtA/Yf029cBDkBrn47HDDQVQBnKiXYVshlAsoUgByUMGEAPRYE+kUcbQBMKEXAIFRtAE/JBz2ZVHkDj32dcOAAgQEc4LXjRNxdA4gFlU65wFkAUs14M5cQVQDuqmiDqXhdA8WPMXUuoE0CcpzrkZtgfQLPNjekJ6x9AW5nwS/3cGEBTeTvCaeEcQDDw3Hu45BVAs+pztRXbFUDTwfo/hzkSQCfaVUj5iR5ARMAhVKk5FUAsvMtFfJchQPz7jAsHohxASrVPx2MGFUAziuWWViMVQLNBJhk5SxhA2CrB4nBGHECns5PBUXIJQAStwJDVDRRAhiAHJcz0FUBVpMLYQjAbQPJ7m/7spxxAF0hQ/BizE0BR2ht8YdIfQK4NFeP87R5AOKEQAYdwFUAOEMzR47cUQB+F61G43hpA5X6HokB/FEBBguLHmFsQQK9amfBLvRBAE9VbA1tlHEAuc7osJtYeQNRgGoaP6BBAajANw0ckFkBm2v6VlWYeQMSxLm6jISFASx+6oL5FFUAdcjPcgM8XQGDl0CLbORtAHZQw0/YPFkD4GRcOhIQiQBzO/GoOsB1AIbByaJHNEUCsHFpkO38aQF2nkZbKWxNAZaVJKeh2I0BfKcsQx9oZQCvZsRGItyFA1SZO7nfIG0DttgvNdZogQBjPoKF/kiJANPRPcLGyIUDY2CWqtwYfQGiWBKip5R1AMxtkkpFzHEBuowG8BXIkQArXo3A9OiBAkIgpkUSvHEDnb0IhAt4gQOS9amXCjx9AfERMiSTKI0CZ9WIoJ1oYQHZxGw3gDRRAUiegibCRIkDGxObj2jAbQG+e6pCb0SBAtr5IaMu5GkC7D0BqE3cgQPfpeMxA1SBAzGJi83ENGEBvZB75g7EhQGdEaW/wZRdA2QjE6/qlGkBXPsvz4O4gQLMkQE0tuxdAodY07zi1IEDAWyBB8SMcQMoyxLEuDhlA4h5LH7ogF0AFhqxu9ZwiQIgRwqONgx5AGD4ipkTSI0DgnBGlvSEhQLlwICQLWCBAsW1RZoMMGkCVfVcE/2siQFR0JJf/sCZASfQyiuU2HUDl8h/Sb58WQAQhWcAEbhlAcM6I0t4AJEB1PGagMv4jQLX9KytNuiBACty6m6daHUDhehSuR6EkQGYxsfm49h1Au9Vz0vsGHUA57pQO1j8iQGufjscMFCBALxfxnZj1IUAjEK/rFywbQBVXlX1XVCFA11HVBFFXI0D9h/Tb1yEXQE9AE2HDUyVAfeiC+pZZGUC5x9KHLngiQNIA3gIJiiRA26LMBpnkGUC0yHa+nxomQEZCW86lmCNAwXPv4ZITIkDAstKkFHQjQIF4Xb9g1x9A05/9SBH5H0Am5IOezQoqQBn/PuPC0SFAjukJSzwgFUAAb4EExW8jQO+P96qVSSNAjUXT2ckAIkCLprOTwWEgQCEf9GxWXSRA4nX9gt3QFEDAstKkFNQVQBsN4C2QQCRAH4XrUbheJUCHp1fKMiQnQMGQ1a2ekyNAGeJYF7exJ0CD+pY5XeYgQKG5TiMtRSBAD9HoDmKXIECmm8QgsDIlQIPAyqFFViJA5dU5BmQvHUDDZKpgVPIlQDeJQWDlECVA9wZfmEx1JEDZzvdT4wUqQIv9ZffkQSRA8WPMXUsoJkDQDyOERzsbQEcgXtcvOBpA4C2QoPhxJEAFxY8xd60nQB+i0R3E7iJASL99HTinJ0BCYOXQIrskQDlFR3L5LyRAlNkgk4y8IECyne+nxkskQH0/NV66aSRATrnCu1yUI0Ciemtgq8QbQD24O2u3zSFA0m9fB855KECt+lxtxR4kQIrIsIo3kiJAgQTFjzE3J0BuizIbZCIgQGlv8IXJVCdAVg4tsp0PIkCreCPzyE8iQD/G3LWE3CVAC170FaQpI0CMEB5tHJEZQC0JUFPLViJAgnNGlPYGKUAO8+UF2GchQKg1zTtO0SRARnwnZr14IUAYsrrVc6IjQLTIdr6f+ilAdZMYBFZOKUDoTUUqjM0fQCbHndLB2h1ACtejcD2qKUBHWipvR6gjQB13Sgfr3xpAl5APejarKUAkufyH9IsiQIl7LH3o0iBAJCh+jLlLJECtNCkF3S4hQHsUrkfhmitAd/NUh9wMIUAHQrKACYwjQDBMpgpGxR9A/7J78rDgIkD9h/Tb1+EpQNNNYhBYmSZAbf/KSpOCIUDDZKpgVPIoQNF5jV2imiBASfQyiuX2IkDFjzF3LWEmQANgPIOGPiJASYCaWrYWIkBuNIC3QIIlQEBqEyf3GyBAzH9Iv329JkA7cM6I0j4kQJhMFYxKyilAnRGlvcGXJ0BKDAIrh9YkQE563/jakyNAY3/ZPXkYJ0AwZHWr57QjQH/ZPXlYiChAuY0G8BZoJkB4f7xXrfwjQNydtdsu1B5ATDeJQWClIUACmggbnl4qQMiYu5aQjyRAyk+qfTrOIECASL99HTgpQIRHG0esNSBAMCqpE9BkJUARNjy9UjYtQDm0yHa+PyZA+Q/pt6+jKkBgdk8eFsonQFioNc07DidA0SLb+X7KKkBjf9k9eZgrQBlz1xLyISZAx0s3iUFAJkAQejarPrcnQIbJVMGoJCdAC7WmecdJJkB88rBQa/onQDJ3LSEflCVALUMc6+LWLEBlqmBUUocmQPp+arx00yxAMuauJeRzMkB2Tx4Wau0oQIkkehnFch1ACYofY+5aL0C/DpwzohQoQInS3uALcyZAM4rlllYTI0B90LNZ9XkvQLRZ9bnaCilAeJyiI7n8KUBOnNzvUOQhQDarPldbEShAH4DUJk6uI0DlYaHWNC8wQCegibDhSS1AYVRSJ6DpMUDChqdXyjInQNXnaiv2dydAg1FJnYAGLEDOGVHaG/wrQA2mYfiIaCNA0ETY8PRqKkC4QILix5gmQPFjzF1LCCVAoyO5/Ic0JkBDrWneccokQHRGlPYGPyhAwD46deVTG0B1ApoIG94rQBb7y+7JIzBAKqkT0EQYKEC8lpAPerYnQC6QoPgxhitAyjLEsS4uKEBvEoPAygEnQD9XW7G/DChAsb/snjzMMkDI0ocuqE8gQGaIY13chixA2V92Tx72L0A7AU2EDW8XQCh+jLlrqShAutqK/WV3JEDTTWIQWNkqQGx4eqUsAyxACmgibHh6K0C3Yn/ZPTknQK+UZYhjnSRAcT0K16OQIkBI4XoUrucmQGDl0CLbOSZAWmQ7308tJ0AOT6+UZSgwQHQkl/+QbjJAhNOCF32lGkCwA+eMKG0nQB1aZDvfrzBAVp+rrdgfKUAzxLEubgMmQEPnNXaJGiJAoRABh1C1I0CFfNCzWRUtQDEIrBxaBCpAPE7RkVy+LUAkl/+QftswQC9uowG8ZStAvsEXJlNFKEDqBDQRNhwrQJCg+DHmLitA8rBQa5pXMUBL6gQ0EdYqQJEPejarvidA8KfGSzdpLkBtxf6ye/ImQBgmUwWjAjRAl5APejb7MEB9s82N6RkjQHxhMlUwGjBARdjw9EqZLkAlBoGVQ0ssQKrx0k1iECVAkX77OnDuKEDJsIo3Mn8jQHNoke18nytAf8Fu2La4IkDa4a/JGtUiQKTfvg6ckyxAn82qz9UWMUA6I0p7g68oQPXb14Fz5i5ABFYOLbJdKUAqOpLLfzgxQE7RkVz+4y9AQYLix5i7KkA6kst/SP8uQPW52or9hS5AtFn1udoqMkD67evAOeMkQESLbOf7eTJAhslUwajELEA17zhFR1IxQIqw4emV8ilAIo51cRttLUC1FfvL7skxQJwzorQ3OCRAescpOpJLKkCSy39Ivy0wQI51cRsNwCpAs+pztRWbLECTOgFNhC0pQF+YTBWM6i5A1XjpJjH4MEC9UpYhjvUwQNcS8kHPNjNALNSa5h2HKECF61G4HsUmQLbz/dR46SxAkX77OnCuLkDhC5OpghEtQAwCK4cW2TFAjSjtDb7AMUDo2az6XA0vQLmNBvAW6ChAkDF3LSGPMEArhxbZzlctQBB6Nqs+FzBA9+RhodaULEC9UpYhjlUnQCh+jLlr+TFA63O1FftLL0BcIEHxY4wyQLPqc7UVmzVAexSuR+F6KUBApN++DnwtQIY41sVtNC5AG55eKcuQMEA9m1Wfq+0oQL8OnDOipDVA+b1Nf/ZzIkCn6Egu/8ElQHe+nxovXS1A7Q2+MJmKLkCOdXEbDRAxQA4tsp3vxy5AlkOLbOcbKkAJih9j7jovQB/0bFZ9ri9AcT0K16PwM0Dpt68D5ywyQME5I0p7gy9AGsBbIEHRNUAuxVVl35UjQOtztRX7ayhASOF6FK5HLkBJnYAmwsYtQD/G3LWEnC5AuK8D54yoL0BcIEHxY2wxQOlILv8hPSRApSxDHOsSMECfPCzUmgYrQOkmMQisvC9AVp+rrdjfLkBMVG8NbAUiQFJJnYAmQixAcRsN4C3wKUAyVTAqqfMoQD0K16NwnTNAsb/snjwsNUAxCKwcWgQqQEaU9gZf+CRA1edqK/aXKED4wmSqYNQpQM6I0t7g6ytAAG+BBMUvLkBPr5RliIMyQATnjCjt7TVAp3nHKToSM0Ag0m9fB04oQJZDi2zneytAPujZrPrcLkAU0ETY8EQxQK+UZYhjvTNARGlv8IXpKkDM7snDQm0nQHsUrkfhOi1AiGNd3EYDLkBE+u3rwDkpQKHWNO84ZSxAHcnlP6RfLEAcfGEyVRAnQP32deCccSdAXf5D+u3rK0CX/5B++yowQGdEaW/wBShAF0hQ/BhDNEDl8h/Sb18vQHPXEvJBrzBAxty1hHygMUA9m1Wfq80sQL99HThn1DJA4C2QoPhxKEDEQq1p3hEwQFXBqKROwChAarx0kxi0MUAkufyH9LsvQFUwKqkTIDFA5IOezarvNEBVMCqpE7ArQDlFR3L5zzJAIR/0bFbNOkAHX5hMFTwyQME5I0p7EzRAj1N0JJcfJUD7XG3F/tIvQGEyVTAqCTBAsAPnjChtMkCQMXctId8xQLU3+MJkOjJAbAn5oGfzMUDTvOMUHUk0QF3+Q/rt+zFAJCh+jLkrKUBq3nGKjlQ3QHctIR/0DDVAXW3F/rI7K0BCPujZrPorQESLbOf76S1AjZduEoOQMUBYqDXNO+4uQLWmeccpeihAP1dbsb8MMECoV8oyxJExQHS1FfvLDixAHVpkO9+PJ0CYbhKDwCoxQAg9m1Wfay1AUI2XbhIDKEBB8WPMXSswQBueXinLIDVASnuDL0zGLkDF/rJ78jAvQIJzRpT2xi1AImx4eqXMJ0A7cM6I0n4oQB+F61G4LjJAeVioNc1LMEBDHOviNuowQHS1FfvLLjJAeAskKH7ML0B2Tx4Wau0mQJSHhVrTTDNA+aBns+qzLUDr4jYawGswQPfkYaHWJDZAuB6F61HYJEDf4AuTqfIxQMe6uI0GgDNA3GgAb4H0MkDqlbIMccwyQKd5xyk68jFAAd4CCYpfLUCCc0aU9iY1QNSa5h2nODFAjNtoAG+xMkD/snvysBAuQNV46SYxqCtAayv2l92zLEB9PzVeuqkoQJMYBFYOPTBAZapgVFKnLEDImLuWkA8tQEYldQKaCC1A/Bhz1xLyM0B0JJf/kF4yQFJJnYAm4ihAVTAqqRNwLkCL/WX35NE1QIGVQ4tsRytAoE/kSdJlIEA6kst/SF8rQBrAWyBBMTBAcRsN4C1wK0AQWDm0yHY0QAtGJXUCOjBAw9MrZRkCKUDsL7snD1s1QCsYldQJyCpAi/1l9+RRMEDb+X5qvCQxQC7/If32dTRAYqHWNO/4KUAwuycPC1UqQET67evA6TNApU5AE2FTM0DtDb4wmboxQBgmUwWjci1AQs9m1eeqM0DvOEVHchk0QKyt2F92LzNAP1dbsb/ML0AijnVxG500QJm7lpAP2iVArIvbaADvOUA7AU2EDY85QIqO5PIfUjdA8WPMXUtIOECYTBWMSpo1QMsQx7q4fTNAhslUwagkMkBSJ6CJsEEuQN5xio7kYjJA+zpwzojyKkAZc9cS8jEwQEp7gy9MljFAJQaBlUPbMUBPQBNhw6MyQBBYObTIRjdATmIQWDk0M0BnRGlv8HUxQCQofoy5azNA7nw/NV5aMEAIrBxaZEsyQJYhjnVxazBA6Gor9pc9MUBOYhBYOYQxQBE2PL1SRjRAUI2XbhKzNUClTkATYfMyQFmGONbFfTBAvsEXJlM1M0DG3LWEfCA1QBueXinL8DJA8kHPZtWXNkDKw0KtaS41QA6+MJkq+DFArK3YX3ZPMUD3Bl+YTOUyQM4ZUdobfC5ACfmgZ7OKMEAQWDm0yBYwQLAD54woXTFAPQrXo3B9NUCaCBueXrk4QGPuWkI+ODZAY3/ZPXnIMkCWIY51ccszQIGVQ4ts9zZAavZAKzCUIkCiRbbz/XQ3QNV46SYxqDBAEoPAyqFVMUAJ+aBns2owQM4ZUdobzDZA5x2n6EjeNUDxY8xdSwg4QJHtfD81XjRAAJF++zqAMUBIUPwYcwcxQDsBTYQN/zNAsAPnjCi9NEBg5dAi24k1QJhuEoPAujdArK3YX3Y/NUCjAbwFEjQxQBTQRNjwlDZA4zYawFsANED8qfHSTYInQDMzMzMzgzRAUwWjkjqxN0BWn6ut2K82QE+vlGWIMzFA16NwPQqHO0AT8kHPZtUxQP5D+u3rsDVA48eYu5agMkDgLZCg+OEzQPwYc9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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"28\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"29\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"34\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"35\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"36\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"38\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"40\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"41\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"gIKLFTWYFkD2evfHe3UWQDANw0fEtBZAtHHEWnwqGEA25QrvcnEWQAXAeAYN3RdAZd8Vwf+WF0A8g4b+CW4YQEFl/PuM6xhAUPwYc9eSGEBSflLt0/EYQDP+fcaF4xdA9tGpK5+FGEDYR6eufHYZQF66SQwCyxhALSEf9GxWGUATLA5nfnUaQF1Q3zKnqxlARZ4kXTOZGkB1yM1wAz4bQFABMJ5BQxlAEhQ/xtwVGkCk374OnBMaQBfUt8zpshtA1uJTAIxnGkBRiIBDqJIcQAzqW+Z0uRxAblFmg0wSG0DYKsHicEYbQLr3cMlxJx1AidLe4AuzHUDMQGX8+0wdQK0XQznRrh5Asb/snjzsG0AIILWJk3seQERRoE/kaR1A0T/BxYqqIEA3ww34/LAdQCibcoV32R5AclDCTNtfHUBgkzXqIZodQDyInSl0vh9ASIrIsIonIECAgosVNfgeQO/mqQ65mR5AKjqSy3+IHkD4pX7eVKQdQB/0bFZ9fiBAmnyzzY2ZIEAPKJtyhZcgQNdMvtnmRh9At5xLcVWZIEDtgVZgyIohQL72zJIA9SBAzeSbbW6cIEBxGw3gLTAhQFPQ7SWNgSBAeSPzyB98IUAvF/GdmIUhQEWBPpEnqSBAWK1M+KU+IUA4oRABhzAhQOif4GJFzSBAenB31m4LIUD2tMNfkzUiQOYivhOzjiFA2PD0SlnmIkC5quy7IkgiQPIMGvonuCFAJt9sc2OqIUD04O6s3QYiQGXkLOxpZyJANjy9UpahIUCJDKt4I7MiQMx/SL99vSJAsBu2Lcp8I0CcvwmFCLgjQJtattYXiSJAj6omiLo/I0Dr/xzmy9siQDQRNjy9wiNA6uxkcJRMI0D9h/Tb19EiQGvUQzS60yNAxHdi1ovRI0DjNhrAW4AkQIHPDyOElyNADyibcoXHI0BVMCqpE3AkQKd5xyk68iRAFNBE2PCUJEBaR1UTRC0jQI+qJoi6ryNAHqfoSC5fJEDrc7UV++skQBUdyeU/JCVApSxDHOtCJEDWVuwvuwclQFJJnYAmAiVA/mX35GFBJEAfhetRuF4lQOQUHcnlPyVAf9k9eVhIJUDb+X5qvBQlQPKwUGua9yVArthfdk+eJUCdEaW9wXcmQHqlLEMciyVAR3L5D+kXJUBUUiegiTAmQNCzWfW5eiVAXrpJDAILJkBSuB6F63EmQC7/If321SVA001iEFgZJ0CRD3o2q14mQDarPldb8SZAIo51cRtNJkDpJjEIrJwmQOjZrPpczSZAqoJRSZ3AJkBZhjjWxe0nQFK4HoXr0SZAysNCrWk+KEDSb18HzvkmQN4CCYofIydAW7G/7J5cKEAyVTAqqfMmQKVOQBNhwyhAuY0G8BZoJ0BcIEHxY4wnQHe+nxovvSdAio7k8h/SJ0Bcj8L1KLwoQK62Yn/ZHShATYQNT69UKEB9PzVeuuknQO0NvjCZKilAS1mGONZlKEA0ETY8vRIpQKRwPQrXoylAMCqpE9CEKUAmUwWjkpopQJhuEoPAKipAak3zjlPUKECVZYhjXVwpQHZPHhZqrSlAGw3gLZAAKUC+MJkqGLUqQGx4eqUswylALv8h/fYVKkAU0ETY8BQqQJMYBFYO7SlA4XoUrkfBKUAzMzMzM7MpQMzuycNCTSpAAJF++zqwK0Cb5h2n6KgqQPOOU3Qk9ypAfGEyVTBKKkBCYOXQIpsrQJhMFYxKCitAoyO5/IcULEAZBFYOLfIrQDGZKhiVFCxAOiNKe4OPKkBNhA1Pr/QrQN4CCYofgytAEFg5tMgWK0ACK4cW2W4qQKAaL90k5ipAJlMFo5J6K0AW+8vuyeMsQD9XW7G/DCtAT6+UZYjDLEA+eVioNY0sQHZPHhZqDStAL26jAbylLEC+wRcmUwUsQLpJDAIrJy1A+MJkqmC0LECFfNCzWbUtQKkT0ETYMCxAK/aX3ZMHLkAibHh6pcwtQF3+Q/rtay1AWRe30QB+LkA9m1Wfq+0uQHPXEvJBby5Arthfdk/+LEASpb3BF6YsQDj4wmSqIC9AH/RsVn1uLUDBqKROQNMtQOPHmLuWsC1A/fZ14JzxLUCUh4Va07wtQNQrZRniWC1A0SLb+X4KL0A730+Nl64tQMx/SL99HS1A8tJNYhDYLUAc6+I2GgAuQK36XG3Fni9A+zpwzojyLUCfPCzUmmYvQNiBc0aUti5AGeJYF7cxLkBkO99PjdcvQL4wmSoYtS9AR3L5D+mXL0D67evAOYMvQPkx5q4lZDBAYTJVMCpJL0C1FfvL7qkvQMsQx7q4rS5AOPjCZKogMEDXo3A9CkcwQLIubqMBXDBAK/aX3ZMXMEDiWBe30QAwQIMvTKYKBjBAkxgEVg4NMUB0JJf/kJ4wQFafq63Y3y9AAAAAAACQMEDarPpcbUUwQLyWkA96RjBAB84ZUdqbMEDjNhrAW2AwQATnjCjtHTBADAIrhxY5MEA/NV66SewvQGpN845TlC9ATKYKRiW1MEAeFmpN8z4xQEmdgCbCtjBAvp8aL900MEAZc9cS8jExQJwzorQ3+DBAlrIMcaz7MEBoke18P3UwQI0o7Q2+UDFAkKD4MeaeMEBMpgpGJVUxQLKd76fGezBA+n5qvHQTMUCe76fGS+cwQLn8h/TbFzFAzF1LyAe9MECitDf4wgQxQJoIG55eCTFAL90kBoHVMUCTqYJRSc0xQAN4CyQoTjFALUMc6+JmMUDHuriNBsAxQHctIR/0vDFABoGVQ4scMUAAkX77OuAxQIts5/upsTFALNSa5h2XMUC5jQbwFsgxQEMc6+I2qjFA8rBQa5p3MUAldQKaCHsxQMl2vp8ajzFAio7k8h9SMkAZBFYOLVIxQJAxdy0hDzJADi2yne/nMUDjNhrAW0AxQN0kBoGVwzFAVFInoImgMkBFR3L5D+kyQF+YTBWMqjFAEqW9wRcmMkDP91PjpbsyQJT2Bl+YzDJAvw6cM6L0MkDByqFFtqMyQG1Wfa62MjNAHqfoSC7fMUDQ1VbsLysyQOOlm8QgoDJAyJi7lpAfMkAu/yH99uUxQG3F/rJ7wjJALbKd76fWMkBQjZduEvMyQACRfvs6oDJA/fZ14JxBM0DFILByaLEyQOPHmLuWUDJA30+Nl26yMkDc14FzRvQyQLdif9k9iTNAVp+rrdgvM0BSJ6CJsBEzQCxlGeJYxzJA5IOezaqPM0D2KFyPwtUyQMx/SL99zTJAEoPAyqGlMkAjSnuDL5wyQN/gC5OpIjJAU5YhjnUxM0DgnBGlvcEzQBfZzvdTUzNAjnVxGw3AM0CIhVrTvDMzQFioNc07XjNAYqHWNO+YNEDQ1VbsLys0QNCzWfW5GjNAl5APejY7NED1udqK/RU0QCv2l92TRzRA5WGh1jSPM0C1pnnHKYozQEi/fR04RzRAliGOdXFrNEBVMCqpE+AzQHrHKTqS2zNAObTIdr5vM0AzMzMzM5MzQPcGX5hM1TNADeAtkKDYM0C4HoXrUXgzQJhuEoPAyjNA8KfGSzepNEAnwoanV7ozQEVHcvkPCTVAgy9MpgqmNEBAE2HD0/s0QEp7gy9MtjNA6Nms+lxtNECNKO0NvmA1QM6qz9VWfDRAv30dOGfkNEDtnjws1Fo0QM9m1edqOzRA4XoUrkdRNUD/snvysPAzQCgPC7WmOTRAOGdEaW9wNEBvgQTFjwE1QNxGA3gLtDNA1JrmHacINEB3vp8aL500QPKwUGuaFzVAgy9MpgqWNUACmggbnt40QH6MuWsJyTNAUwWjkjoxNUDgvg6cM6I0QET67evAKTVAhslUwahENUAWak3zjvMzQBe30QDegjRA8tJNYhA4NkA5tMh2vn80QA3gLZCgeDVALGUZ4lh3NkD+1HjpJuE1QPMf0m9fRzVA0m9fB86pNEDEQq1p3mE1QOzAOSNKizRAzO7Jw0INNUDjx5i7lmA2QD0s1JrmTTZAHOviNhoANkAxmSoYlYQ2QH0/NV66eTVApN++DpyzNUBYObTIdh40QKg1zTtO4TRAowG8BRLENUDXEvJBz9Y1QOwvuycP2zZACKwcWmTrNUAPC7WmeUc2QMgHPZtVTzVAhXzQs1k1NkA0ETY8vVI1QOXyH9JvLzZAsAPnjCjdNUC/fR04Z1Q1QKrx0k1i8DRAvp8aL92UNEDKVMGopE42QMe6uI0GwDVAN4lBYOVQNUCF61G4HtU1QMDsnjwspDZAI0p7gy+MNUC62or9Zfc1QFTjpZvEkDVAINJvXwe+NEBseHqlLKM1QPRsVn2uNjZAQmDl0CLbNECamZmZmbk1QH3Qs1n1mTZANe84RUeSNkAmUwWjkoo2QH3Qs1n1KTZAzH9Iv31NNkCgibDh6VU2QO2ePCzUCjZAkQ96NqveNkCIhVrTvMM1QF8pyxDHejZABaOSOgEtNkALJCh+jMk2QLAD54wozTVAmN2Th4WqNkBb07zjFN02QHbgnBGlbTdAfoy5awnJNkCaCBueXok3QDarPldboTZAZRniWBfXNkCsrdhfdh82QH3Qs1n12TRA+aBns+ojNkDVeOkmMRg3QJT2Bl+YPDdALNSa5h13N0CGyVTBqBQ3QIEmwoanBzZAiGNd3EaDNkAQWDm0yAY3QF3+Q/rtezdAj1N0JJfPNkCcxCCwcug2QGpN845TVDhAXwfOGVFqN0Ck374OnHM3QC2yne+n9jdAy6FFtvMdN0C28/3UeFk2QDBMpgpGlTdAWmQ730+NN0Bb07zjFH02QHuDL0ymGjdAGw3gLZDQNkCsrdhfdp83QCegibDh+TdAMuauJeRzNkDtDb4wmTo4QAN4CyQoPjhA4JwRpb2BN0Dbiv1l94Q3QGTMXUvIRzhA+n5qvHQzNkDMXUvIB403QA5Pr5RlSDhAat5xio60NkC/DpwzotQ3QIzbaABvcTZAdEaU9gaPN0CX/5B++wo4QK7YX3ZPDjdAC7WmeceJOEBWDi2ynb84QJLLf0i/PTdAd76fGi9dN0AxCKwcWgQ3QAMJih9jrjdAHOviNhpwOEAv3SQGgRU3QBb7y+7JYzhAodY07zi1N0Ag0m9fBy45QBSuR+F6hDZAzqrP1VZ8OEBwXwfOGUE3QGaIY13cVjhAxLEubqNRN0CuR+F6FB44QFTjpZvEADhApgpGJXXCOECWQ4ts54s4QBWMSuoENDlANKK0N/gyOEA/NV66Sbw2QHEbDeAt0DdA6bevA+fcOEBcj8L1KDw2QFMFo5I6kTdAEce6uI3WN0CRD3o2q245QOwvuycPmzhAbjSAt0DyNkBvgQTFj/E2QMrDQq1p3jdALGUZ4liXOECVZYhjXYw4QPjCZKpgxDhAvsEXJlOFOUAGgZVDiww4QNBE2PD0KjhAMQisHFpkOEBF2PD0Sgk5QFpkO99PPThAj+TyH9JvOEAWak3zjsM5QJjdk4eF+jdA2c73U+N1OEAydy0hH/Q3QBgmUwWj4jhAke18PzXeOUBRa5p3nLI5QMKGp1fKcjhATx4Wak1DOEAVHcnlP7Q4QAfOGVHaCzlAjLlrCfmAOEAHzhlR2ts4QEcDeAskmDhA/mX35GHROECppE5AE5E4QMNkqmBUUjhAIR/0bFZ9OkBpAG+BBFU5QBWMSuoEFDlAPzVeukk8OUBz1xLyQZ84QBSuR+F6ZDlAj8L1KFyPOkCjAbwFEnQ5QFZ9rrZijzlAKjqSy3+4OEC5jQbwFjg4QPVKWYY4RjhAtMh2vp8KOUDY8PRKWbY5QM4ZUdobTDlAm+Ydp+hIOUB4CyQofgw5QHbgnBGlLThAFvvL7smzOkDhehSuRxE6QBgmUwWjsjdADXGsi9vYOUDgnBGlvSE4QG/whclUcTlA6gQ0ETaMOUDfT42XbkI5QGRd3EYDyDlAcT0K16PQOEAi/fZ14Mw6QHo2qz5XGzlAWKg1zTuOOUCdgCbChsc3QCJseHqlHDlA8kHPZtVXOkBNhA1Pr6Q5QEp7gy9MNjpAIbByaJEtOUCL/WX35BE5QJEPejarbjlA2IFzRpR2OUBVMCqpE3A5QHZxGw3g/ThAUI2XbhKjOUDgLZCg+GE5QLgehetRyDlAh6dXyjK0OkBMN4lBYGU5QK+UZYhjHTpAYVRSJ6BJOkBHA3gLJFg5QKwcWmQ7bzpA+zpwzogSOUC5jQbwFrg5QL1SliGOJTtAsHJoke18OkBseHqlLDM6QD0K16NwPTtAGy/dJAaROkDVCWgibNg5QE8eFmpNYzlASZ2AJsL2OUBeukkMAqs5QM9m1edqezpAdZMYBFaeOUDVeOkmMbg5QGb35GGhJjpAseHplbKcOkAoDwu1plk5QHNoke187zlA9bnaiv0FO0CgibDh6fU5QFmGONbFjThApgpGJXXiOEBWn6ut2O85QHo2qz5XWzlAHThnRGmPO0BQ/Bhz1+I5QK62Yn/ZPTpAAG+BBMU/OkDi6ZWyDDE5QIqO5PIfAjpAJuSDns26OkAkufyH9As7QA6+MJkqKDtAx7q4jQawOUCh+DHmrvU4QJM6AU2EDTpAIbByaJE9O0BLyAc9m/U5QIofY+5aojpAJJf/kH5bOkB56SYxCMw5QC1DHOviJjtAUwWjkjrhOkAB3gIJis86QIEExY8xVzlAw/UoXI/iO0AHzhlR2ms6QFwgQfFjzDtA8x/Sb1+nOkCpE9BE2OA4QLU3+MJkKjpAK/aX3ZPHOkCRfvs6cJ47QBSuR+F6pDpAaJHtfD9lOkBgdk8eFmo5QFRSJ6CJwDlA8KfGSzfJOkBrmnecouM6QLG/7J48fDlADr4wmSp4OkDQRNjw9Po6QCo6kst/eDtAmEwVjEoqOkAofoy5a+k6QAN4CyQofjpAQj7o2azKO0CP5PIf0u86QHL5D+m3fzlA6Gor9pedOkDqlbIMcew6QN0kBoGVAztAvJaQD3p2O0DmP6Tfvv46QKfoSC7/MTtAcRsN4C0APEADCYofY+46QM4ZUdob3DhAgy9MpgomPEA3iUFg5TA7QK8l5IOePTpAjSjtDb5QO0A5tMh2vn87QCEf9GxWPTpA1CtlGeLoO0DLEMe6uN05QJF++zpwHjtA1sVtNIDHOkCfq63YX8Y7QNnO91PjxTtAvw6cM6L0OUBlqmBUUlc7QNqs+lxthTpA+aBns+ozO0C/fR04Z2Q8QHctIR/0nDtAkxgEVg7dOkBHcvkP6Yc7QK62Yn/ZjTpAy6FFtvOtOUCEns2qz2U7QILix5i7NjtAayv2l92jO0DTTWIQWAk7QEGC4seYeztA/Yf029chOkAOT6+UZRg7QN4CCYofczpAgZVDi2wHO0AdWmQ73/88QAyTqYJRqTtA8fRKWYZoO0DY8PRKWXY7QKMBvAUS5DpAC0YldQLaO0CKjuTyHzI8QG40gLdAwjpA0m9fB84pO0A17zhFR1I7QK7YX3ZPXjpA2qz6XG1lOkB24JwRpe07QAYSFD/GXDpAke18PzUOOkCwcmiR7Zw5QJZDi2zn6zpAh6dXyjIUO0CzDHGsi0s6QDXvOEVHUjtAfh04Z0RpO0C9UpYhjrU7QNejcD0KVztAOwFNhA3/OkDtnjws1Eo8QEI+6NmsejxA/fZ14JxxOkCFfNCzWQU8QAN4CyQojjtA/Knx0k2yOkAvbqMBvEU8QDtwzojSXjxAs+pztRXrOkDwFkhQ/Hg6QECk374ObDpArK3YX3Z/OkCwA+eMKF07QKqCUUmdIDxAfT81XrqZO0AbL90kBgE8QKrx0k1iMDtAAiuHFtkePUB0tRX7y445QJhMFYxKujpApN++DpxjOkBm9+RhoRY6QDY8vVKWQTpAvp8aL93EO0ASpb3BF7Y8QKg1zTtO4TtAx0s3iUGgO0C0yHa+nyo8QM3MzMzMTDxA8rBQa5p3O0Bd/kP67cs6QAYSFD/G7DtABcWPMXedOkBXW7G/7L47QOxRuB6FCztAlPYGX5i8O0ACK4cW2S47QMcpOpLLDzxA4XoUrkdhPEBNFYxK6lQ8QMpUwaik7jpAO99PjZceO0BvEoPAyvE6QBniWBe3kTxALNSa5h03PEAxCKwcWoQ8QHZxGw3gjTtAPE7RkVxeO0CIY13cRhM8QBWMSuoEJDtAE2HD0yt1O0CXkA96Nts6QAn5oGezSjtA9UpZhjimOkBFR3L5D3k8QDlFR3L5XztApU5AE2HTPEBGtvP91Cg8QEjhehSuBzxA/kP67esAPEDQ1VbsLxs9QMuhRbbzDTxAsHJoke08O0BhMlUwKrk8QMdLN4lBkDlAIGPuWkJeO0AgY+5aQp48QIGVQ4tslztAl5APejY7O0CDwMqhRdY6QJp3nKIjSTtAV+wvuyePPECGWtO845Q7QLx0kxgEVjxA9bnaiv11O0Dc14FzRoQ7QF1txf6ymzpAmSoYldTZO0B0JJf/kI48QG40gLdAEjxAeVioNc2rPEDcaABvgUQ8QKrx0k1i4DpAf2q8dJN4PUDMXUvIB508QJyiI7n8VztAJ6CJsOFZO0Am5IOezao8QOY/pN++HjxAgQTFjzEHPED+Q/rt6yA7QLx0kxgE1jtAHOviNhpgPUDdtYR80CM8QNQrZRni+DxABoGVQ4v8PEC8BRIUP/Y7QJYhjnVxaztAI0p7gy9cPUCIhVrTvOM7QKFns+pzNTtAQfFjzF1LPEBB8WPMXRs7QKVOQBNhUzxAbVZ9rrYiPEDn+6nx0k08QKyL22gAfz1AQj7o2axKPUDr4jYawLs6QGfV52orxjtAxLEubqMRPEDTvOMUHck8QCsYldQJmDxAhslUwahEPEANcayL2/g7QOeMKO0NnjtAl5APejY7PEBTBaOSOnE8QFK4HoXr8TxAzhlR2hv8PEAGEhQ/xow8QDJ3LSEfRDtAf9k9eVj4OkDT3uALkxk8QJM6AU2ELTtA3EYDeAuUPECJ0t7gC7M7QBSuR+F6dD1AGeJYF7cBPUBWn6ut2E88QGpN845T1DtA2c73U+MFPEAbDeAtkOA7QFioNc077jtA/7J78rBQPUBxPQrXowA9QFD8GHPXAj1AyXa+nxofO0B/+zpwzvg+QPyp8dJNgjtASOF6FK5nPEA730+Nl148QKRwPQrXIztAVg4tsp2vO0Csi9toAB89QIhjXdxGkztAeJyiI7k8OkB/+zpwzrg7QDtwzojSvjxA9+RhodbEPECwA+eMKO06QPyp8dJN4jpARwN4CySIPEDEsS5uozE9QM6qz9VWzDpAo5I6AU30O0CkcD0K17M7QM/3U+OlWztA3GgAb4GEO0AW+8vuyVM8QMUgsHJosTxAaJHtfD91PECUh4Va0/w7QHEbDeAtED1Am+Ydp+joPEAFxY8xd/07QJCg+DHmjjtAnMQgsHJoPECU9gZfmMw8QA+cM6K0dzxA9P3UeOn2O0CxUGuad4w7QLMMcayLuzxAINJvXweuPED+1HjpJlE8QKkT0ETY4DxAzqrP1VbMO0C+wRcmU2U8QB+F61G4PjxACYofY+5aPEA6I0p7g/87QEcDeAskmDxA7Z48LNRaPUAMk6mCUdk7QAXFjzF3fTxAD5wzorQHPkCu2F92T348QGRd3EYDKDxA30+Nl24SPEB24JwRpT09QK+UZYhjPTxAMLsnDwtFPUCMuWsJ+cA8QHPXEvJBDzxA7Q2+MJkaPEDdJAaBlfM6QPRsVn2uRjxAYcPTK2VZPUADeAskKK47QHS1FfvL3jxAyJi7lpDPO0DUmuYdp5g8QNGRXP5D2jtAbqMBvAViPEDMf0i/ff07QJ5eKcsQVzxAzczMzMxsPECIY13cRvM8QHWTGARWnjxA0ETY8PTKPEBlGeJYF7c7QBrAWyBBETxAc2iR7Xx/O0DQs1n1uXo9QAKaCBueLj1AXW3F/rLLPECdEaW9wZc8QDtwzojSLj1A7zhFR3LpPEDwhclUwdg7QFInoImwcTpA07zjFB1pPEAH8BZIUAw9QA+cM6K0Fz1AM8SxLm5zPUAgQfFjzB08QPCnxks3uTpAYTJVMCrJPUDecYqO5CI7QJM6AU2ErTtA6pWyDHFMO0D8GHPXEuI9QMnlP6Tf7jxA7C+7Jw/bO0DpJjEIrHw8QLivA+eM6DtAodY07zhlPEAAAAAAADA+QC0hH/RstjxA2V92Tx6WPUAJih9j7uo7QLWmeccpujxARpT2Bl8YPkDo2az6XO08QEaU9gZfCDxAFR3J5T9EP0B56SYxCJw9QCSX/5B+CztA+1xtxf6yPkAyVTAqqSM8QAHeAgmK7z1A3+ALk6kiPUCIY13cRhM8QO58PzVeejxAvJaQD3oWPkD/snvysIA9QC7/If32BT1AOwFNhA1/PEBfKcsQxwo8QF5LyAc92zxAIv32deDcPED+ZffkYXE+QKvP1VbsrzxAGsBbIEFRPUC8dJMYBHY9QKyL22gAXz1ASZ2AJsJ2PECjAbwFEhQ+QDj4wmSqYD1AirDh6ZWSPUA2zTtO0cE8QDC7Jw8LdTxAIR/0bFbNPEBwXwfOGRE9QH/ZPXlYyDtAtMh2vp+aPUDOqs/VVqw8QBIUP8bctTxAmggbnl7pPEDzH9JvX3c9QCUGgZVDaz1ASZ2AJsLWPUB24JwRpV08QLraiv1lhzxAIR/0bFatPECSy39Iv408QAKaCBue3jtAHHxhMlWgPUD0/dR46YY9QMbctYR8ADxAjSjtDb7wPEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"42\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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LgehetRuDZAMqzijcyjFEBSuB6F62E8QAIrhxbZ3jtA+FPjpZskN0B+HThnRLk8QPXb14FzpjVAIo51cRsNKkDWxW00gHc1QArXo3A9SjlAHm0csRb/IkB9rrZif7koQJnTZTGxefo/SOF6FK4nKkBa2NMOf10jQB3J5T+kTzJA+MJkqmC0L0AEVg4tsq0yQJF++zpwfiNAnzws1JrGKUDCNAwfEZMhQJYhjnVxezJAGQRWDi2SOUAnMQisHEo5QCHqPgCpPSNAJJf/kH7bLEBYyjLEsV4zQIF4Xb9gtyJAJ8KGp1c6NECcxCCwcigqQGPuWkI+CDJAmbuWkA+aKUDOqs/VVjwxQC2VtyOcpiFArp6T3jeuIEAukKD4McYzQOJYF7fRgC5A/fZ14JyRJ0BDrWnecQo7QOXQItv5XiVAm1q21he5I0AX2c73U9M3QAHeAgmKHzdA4L4OnDMCN0DwFkhQ/Kg1QPKwUGuaJzNAgLdAguJnL0Djx5i7ljAnQA3gLZCg+CpAH4XrUbi+KkASpb3BF0YsQLdif9k9KThAnYAmwoa3M0AfEVMiif4fQGEyVTAqCTRAMKGCwwui6z9iEFg5tCg0QDvfT42XjixA9GxWfa7GOEA1XrpJDNI6QKkT0ETYcC1A78nDQq35MUCfjscMVOYYQIts5/upIT1ArIvbaABPKkBDHOviNroqQDPEsS5uIylAzF1LyAcdLkBzuiwmNl8UQMrDQq1pnjNA0gDeAgkKMkAy5q4l5MMtQJ0Rpb3BdyxA6bevA+cMLkDqlbIMcbw4QIxK6gQ0sS9AylTBqKSuKUCfzarP1cY0QPT91Hjp5jRAg1FJnYBGN0Dbiv1l9+QrQOhqK/aX7TZAcJnTZTGxHUB56SYxCLw6QCKOdXEbrSdA3SQGgZUDK0BRa5p3nOI1QIKLFTWYZhpAFXR7SWMUFUAjSnuDLwwxQEvqBDQRFjVAavZAKzCUIEDgLZCg+FEnQIEmwoan9ydAdZMYBFZuOUCb5h2n6Ig3QJHtfD81HiZAbqMBvAXSJ0AzxLEubqM1QHe+nxov3TRA0ETY8PSaM0D8GHPXEvIkQEMc6+I2Wi1AcM6I0t7ALkAIPZtVnxsxQIbJVMGoxC9A9bnaiv1VNkAlBoGVQ+swQGiz6nO1ZTZAaQBvgQQFMkCDUUmdgPYwQIJzRpT2Ji1AOGdEaW9wMEBZF7fRAB42QFjKMsSxbi5AZvfkYaFWJkAep+hILp80QMP1KFyPojlAseHplbIsJkAm5IOezYooQBsv3SQGQTlAtRX7y+5JM0BZF7fRAD4oQATnjCjtDQdA7ZklAWrKH0C4QILix9grQATnjCjt3TRAPujZrPq8JECb5h2n6Hg3QHZxGw3grS5A8KfGSzdJLkAijnVxG500QF3+Q/rt6whA2c73U+NFNEDhC5OpgpEvQA4tsp3vpzBA6gQ0ETZ8L0A1XrpJDOIoQNxGA3gLZDhANIC3QIIiMkCNKO0NvpAuQAfOGVHa+zBAOpLLf0ivM0A+eVioNS0mQEhQ/BhzNypAGXPXEvIhLkAJ+aBnsyo0QJ/Nqs/V5jRAXtcv2A27I0BdbcX+sjsyQMDsnjws1DRAtoR80LPZKECkpfJ2hNMOQK7YX3ZP3idAL4Zyol31I0CYbhKDwOo9QMHKoUW20zNAnl4pyxBHKEDCwHPv4SIjQBfZzvdTS0BAbcX+snsCM0DfT42XbuI5QNlfdk8eRjFAKqkT0ER4OECSy39Iv60zQLMMcayLGzVAIv32deAcKEDf4AuTqcIxQBpR2ht8YTtAE36pnzeFIUDZPXlYqFUvQJMYBFYOjTNAnzws1JoGNEA6I0p7g88oQNc07zhFpzhAj+TyH9J/NUBxrIvbaOA0QECk374O/CRA7MA5I0qrNEA/xty1hKw5QI9TdCSXHyxARiV1ApqYMkCZu5aQDxotQO7rwDkjqjdAOPjCZKpANkBYObTIdi4yQOLplbIMITlAz/dT46W7JUCLMhtkkvEbQOf7qfHSLTVAKe0NvjC5K0CY3ZOHhSowQO84RUdy6TZAVHQkl/+AOECDUUmdgIYyQDEIrBxa5DdAuB6F61F4MkCXkA96NksyQGB2Tx4WqhBAtvP91HjpL0BLyAc9m8U0QPtcbcX+AjtAjnVxGw2gH0DtDb4wmVo1QIzbaABvET9AgLdAguKHNkDHKTqSy481QN6Th4VaQzdAL6NYbmlFI0DKw0KtaY4zQOVhodY0rzRAVn2utmJnQUAOT6+UZWg0QLByaJHtLDlAI9v5fmocK0BPr5RliMM2QOauJeSDnjhApb3BFyYjM0CU9gZfmPwxQMgHPZtVny5A+FPjpZtkMUBxGw3gLeAxQIiFWtO8kzZANqs+V1vBM0Bn1edqK1YyQF1txf6yeyhA5fIf0m9/GkBy3CkdrB8gQIeiQJ/IcyJApgpGJXXyMUCYbhKDwLo6QGx4eqUsozlAc9cS8kGPLkDoaiv2l40wQPRsVn2uFi1A8BZIUPwYOUCWQ4ts50szQGEyVTAqSS1AP1dbsb/sLUAOvjCZKpj/P8nlP6TfPjtA6Nms+lxtNkDRkVz+Q/otQIv9ZffkoSdAAG+BBMWfOUBLWYY41sUwQNobfGEy9StA9iNFZFjlG0A9J71vfI0fQEI+6NmsijNAZRniWBf3M0BpAG+BBEUyQN/gC5Op4jdAZAYq49+HE0BVMCqpE6A6QPJBz2bVhzVA8kHPZtXHLkBiEFg5tMg1QK1p3nGK/jhAuK8D54yoKkCmCkYldWIzQP5D+u3rADNAio7k8h+SNUDQs1n1uVowQAOy17s//iNAFNBE2PBUMkBvgQTFjzE6QBQ/xty1xEBAbVZ9rraCNECBBMWPMYc9QE9AE2HDwzlAQmDl0CL7KUBSJ6CJsCEmQIE+kSdJ5yNAgEi/fR1YMkCmCkYldXIwQEI+6Nmsei9ApYP1fw4TG0BnRGlv8PU4QOCcEaW9wSZANKK0N/gCM0Ba9bnair0yQNaoh2h0ZxpAj8L1KFyfM0DT3uALkykxQPvL7snDwjJAe4MvTKaaMkC9NhsrMU/tP+JYF7fRYCtAP8bctYTMM0B0RpT2Bj89QNjw9EpZ5i5Az2bV52oLOEDXEvJBz/YwQCsYldQJiDBAMuauJeTDM0B3vp8aL80xQO84RUdymTBAZohjXdyWNkDCFyZTBYMxQIbJVMGodDxArthfdk9+KEDhC5OpgiE2QF8pyxDHui1AqRPQRNiQKkDu68A5Ixo5QK5H4XoUzi1AZmZmZmbWOEATYcPTK6U3QIP6ljldth1AxLEubqOROUA3GsBbICEvQAisHFpkeylAU5YhjnVBNkBDHOviNlpAQFCNl24SoyJAjErqBDRhNkDEX5M16mEjQBIUP8bclTFAokW28/1UIUAtQxzr4oYxQD9XW7G/jDlAPujZrPrsMUASFD/G3BU6QPOOU3QklzdASS7/If1WNED8qfHSTSI1QI/HDFTGXyNAuY0G8BYYQECu2F92T+4/QGrecYqO9DRAm1Wfq614JUD+Q/rt6xAxQCegibDh+TFAdy0hH/TMLkC6awn5oDc2QFvTvOMUzTRAqDXNO04RL0CDL0ymCsY1QKhSswdaQQBAPzVeukmsM0DA7J48LDQsQM9m1edqaypAC7WmecepMkDNzMzMzEwoQLByaJHtLDFAf2q8dJP4OECGONbFbeQzQMrDQq1pHjdANBE2PL3CMUC6SQwCKwczQIidKXReEyFA1sVtNIB3OkC/DpwzolQ2QN0kBoGVgydA1edqK/b3JUAf9GxWfW4pQD81XrpJDDVAVn2utmKfLEAmUwWjklowQDDw3Hu4lCJAidLe4AszJ0AxCKwcWtQ3QBHHuriNRi1Aj8L1KFwvPUAz4Zf6eZMbQBPyQc9mdSlAlPYGX5i8MEC94xQdySUpQAFNhA1PbydAGH0FacZiIEBHA3gLJPgwQGkAb4EEhTtAi2zn+6nhOkAg71UrE74KQCQofoy5OzVA48eYu5ZAMUDsUbgehbs3QO58PzVeejJAvAUSFD+GLUA4Z0Rpb7AuQGHD0ytl+SdAJCh+jLlLIkDx9EpZhjg5QBueXinLYDBA7lpCPujZKUBVwaikTsAwQH9qvHSTUEBATx4Wak2zO0D1SlmGOBYnQD7o2az6XClA/fZ14JwxNEAwuycPC5UuQDC7Jw8LFSxAUiegibAxMUC1pnnHKTozQIBIv30diDlAi/1l9+TBMEAkl/+QftsoQGfV52orJjNAw2SqYFRSJ0CIY13cRrM3QFMFo5I6oShATdu/stJEEkBNFYxK6iQpQN4CCYofozFAKxiV1AmIMkAQejarPvcsQGPuWkI+yCtAL26jAbyFOkCamZmZmRkoQLAD54wovTZAjZduEoOQNkBDrWnecSoyQHL5D+m3Tz1AJQaBlUMrL0BSuB6F64E6QDXvOEVHcidA54wo7Q3eJkBPHhZqTcM0QI4G8BZIIDNAUiegibDhIUBhw9MrZdkCQPsFu2HbghpAGXPXEvLBLEALe9rhrzkhQLyWkA96VjJAat5xio7EJ0CiRbbz/RQ2QFYOLbKdPzVA8fRKWYY4MUC1FfvL7gkvQBrAWyBBcSVApb3BFyYDOEADfSJPki7/P/VKWYY4xjhAirDh6ZVSLkB88rBQa3oxQABvgQTFt0BAveMUHcmlK0Aofoy5awk4QPs6cM6I8jdA/Knx0k2SNUCaCBueXqk0QL1SliGOVSRATDeJQWBVOkBKe4MvTKYwQMsQx7q4HTBAgEi/fR0YNUDvOEVHckkxQM4ZUdobPClAaJHtfD9lNkBWfa62Yr83QHxhMlUwajxAOPjCZKpAOEDecYqO5FItQJayDHGsuztAW9O84xStMUBN845TdIQzQGkAb4EEdTdApb3BFybTMkA4+MJkqoApQINRSZ2AhhZAZapgVFJnK0DYgXNGlD5AQJEPejarPjZAKjkn9tA+yD9lqmBUUtc4QKRwPQrXM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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"46\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"47\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"48\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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6yW0tAayv2l917TEDAWyBB8ZtOQBPyQc9mDU5Aj1N0JJfPTEB0tRX7y4ZKQMNkqmBUik9AG55eKcvgTEBOYhBYOeRNQKrx0k1iVFBATYQNT68kTkD1udqK/XlQQGDl0CLbeU9ABoGVQ4s8T0B0RpT2BidOQBrAWyBB+UxAxty1hHwITkA2zTtO0XlOQB04Z0RpZ0xAFYxK6gQkTEB56SYxCJRPQJkqGJXUuU9A097gC5M5T0DZzvdT4z1OQDY8vVKWAUxAMuauJeQjUEBCYOXQInNPQOoENBE2FE1AzTtO0ZE0T0C+MJkqGM1MQLraiv1lg1FAl5APejaDUEChZ7Pqc21PQI/C9Shcp1BAIEHxY8xNTkDek4eFWhNPQGFUUiegAVBAlIeFWtOoUEADeAskKHJQQGfV52ornktAAwmKH2NWTUBOYhBYOSRQQGTMXUvIy1BAHVpkO9+vUUDl8h/Sb7NQQCqpE9BEQFBANs07TtHBTkA0gLdAghpPQDJ3LSEffFBAUWuad5ziUEBgdk8eFh5QQAAAAAAAAE1AHcnlP6RvTUBfmEwVjE5QQD81XrpJJFBAgLdAguK7UEA3GsBbILFOQMGopE5AC1JAQj7o2axySkD7OnDOiKpQQLyWkA96FlBA4C2QoPgVU0Btxf6ye7ZRQFMFo5I6QUtA1QloImyEUUAc6+I2GuxQQN21hHzQ209ANjy9UpZZUEBt5/up8d5SQGgibHh6fVJA24r9ZfeIUUDpt68D50hRQP8h/fZ1MFNAmnecoiNlUEC1pnnHKVZRQEYldQKaRFFA+Q/pt68HUEC8BRIUPwZSQFZ9rrZib05AnMQgsHIIUUCAt0CC4vtQQGuad5yi11JAJXUCmgjnUUDF/rJ78tBRQGpN845TQFBAUWuad5yWUEACvAUSFItRQEa28/3UIFFA7Q2+MJlmUUDtnjws1GJSQET67evAQVBA6SYxCKxsUUDfT42XbmpPQMP1KFyPjlFAmEwVjEpOUECKjuTyH2pRQPW52or9iVBA8kHPZtUvUUD3deCcEfVSQM3MzMzMHFJAzTtO0ZGEUEDOqs/VVhxTQGDl0CLb0VJAY3/ZPXlQUUApyxDHughSQIQNT6+U6VJAnzws1JpuUEBIv30dOB9PQNXnaiv2o1BAT6+UZYiPUkCoxks3iZFOQDxO0ZFc6lNABaOSOgGhUUDGbTSAt9RQQE9AE2HDo1JA2PD0SlmeUkBBguLHmFNQQOf7qfHSIVJAGJXUCWhiUUBEaW/whZlRQCgPC7WmYVFAaJHtfD/xUED1SlmGONJQQLaEfNCzWVFAlWWIY12QUECBBMWPMQ9TQELPZtXnhlJAGw3gLZBAVEDn+6nx0slTQFjKMsSxDlJA9GxWfa4SUkBBguLHmLdSQHnpJjEIDFJAJJf/kH4TUEBy+Q/pt3dTQMX+snvyYFFA/tR46SYhUUDrc7UV+ytSQBKlvcEX5lJAC7WmecflVEBcj8L1KNRRQEw3iUFgKVNAXwfOGVE6VECeXinLEFNUQAXFjzF3HVJAZapgVFJDUUDgnBGlvQVUQLWmeccpZlVA001iEFjpU0B/+zpwzuxTQMl2vp8a61JAtRX7y+4BUkAg0m9fB+JSQLmNBvAWCFRAMEymCkZBUUDfT42XbjJRQDcawFsgeVJAuY0G8BaQVED1udqK/TlUQDEIrBxapFFAt9EA3gItVEAxmSoYlUBSQHEbDeAtSFFAEOm3rwMLUkBos+pztdVPQEw3iUFguVJA9P3UeOn+UUC94xQdySVTQOxRuB6Fx1BAGeJYF7fdU0B88rBQayJRQKYKRiV1JlRAyXa+nxqbU0AwuycPC+VTQP5D+u3ryFFAtvP91HjtUkBIUPwYc+NSQEtZhjjWZVNAtRX7y+5VU0BZhjjWxcFVQIzbaABvWVNASFD8GHPDVECPwvUoXCtUQHh6pSxDyFFAwOyePCzwUkC1N/jCZBpSQPVKWYY40lNAXCBB8WOsUkAp7Q2+MLFTQJ5eKcsQ/1JAw2SqYFTaVEBApN++DuxUQAisHFpkG1FAVg4tsp2fVUBsCfmgZ2NUQFtCPujZYFRAcF8HzhkRU0DJdr6fGqtTQFkXt9EAIlNAKcsQx7qUUUBVMCqpE0BSQJqZmZmZYVRAOiNKe4NjVEAJG55eKQNTQECk374OfFFAx7q4jQbkU0Dl0CLb+ZJSQGiR7Xw/aVRAukkMAivvUkBnRGlv8LVSQJ/Nqs/VblNAnRGlvcFXVEBaZDvfT2FUQAIrhxbZBlRA63O1FftbVUAtQxzr4jZWQNxGA3gLHFVA1zTvOEXbU0CASL99HdhSQKg1zTtOuVRAsp3vp8aTVEDFjzF3LbFUQAAAAAAA+FRAeqUsQxyzT0BkO99PjTtTQHbgnBGlxVVAO99PjZfyUkCxUGuadxxTQOeMKO0NflVA/Bhz1xKmVEB4CyQofmhSQMdLN4lBtFJA9UpZhjhmU0BZhjjWxYlSQCgPC7WmDVNAsp3vp8YLVUAU0ETY8NRSQCv2l92T91FAs3vysFDXVEAPnDOitLdUQLIubqMBaFRAKVyPwvUwVEB3vp8aL7FVQGTMXUvIr1RAOwFNhA1zVUAXt9EA3mJSQOoENBE2PFVA8rBQa5oHVUAAkX77OtRTQMZtNIC3DFVAuB6F61FgU0B24JwRpRFTQLyWkA96wlRACfmgZ7OuU0C3Yn/ZPYFUQLprCfmgz1VAHVpkO9+bVUD1udqK/XlSQFg5tMh2llRAAiuHFtlGVUAWak3zjmNUQHDOiNLeBFVAIGPuWkK+U0CDwMqhRT5VQMHKoUW2E1VA0LNZ9blmVED1udqK/Z1VQL8OnDOiUFRA24r9ZfcoVkC7Jw8LtY5VQBzr4jYa5FdAcM6I0t4wVECC4seYu0pWQH6MuWsJqVNA2IFzRpQaVkBtVn2utpZWQNxGA3gLKFNAS+oENBFCVUBGtvP91AhTQNuK/WX39FNA6bevA+coVkDhehSuR+1SQA4tsp3vt1JANqs+V1sVVEDarPpcbaVTQI/C9Shcy1NAzczMzMyoU0AOLbKd7ydUQOPHmLuWPFZAufyH9NufV0ArGJXUCXhXQJZDi2znX1VArrZif9n5U0DOGVHaG5hWQEHxY8xdc1RArK3YX3YLVUDwp8ZLN61WQF+YTBWMTlVA6Ugu/yGxVkCGyVTBqNRUQLhAguLHwFNAcRsN4C28VEDuWkI+6P1SQKqCUUmdBFVA0gDeAgliVkDl8h/Sbw9YQM3MzMzMCFZAirDh6ZV6VUDtDb4wme5VQBQ/xty1tFZAU5YhjnUVVkCI9NvXgV9SQJhuEoPAxlNA1QloImw0VkB56SYxCDBXQAFNhA1P11dATfOOU3QIVEBqTfOOU5hTQA5Pr5RlXFVAdLUV+8t+VEDEQq1p3mlWQN/gC5OpulVAjgbwFkhYVEAnoImw4ZlXQG3n+6nxPlRAXrpJDALPVEDD0ytlGc5UQNiBc0aU2lZAIGPuWkLKVUBKDAIrhypUQNv5fmq8RFVAWDm0yHYWV0DT3uALk/lVQGDl0CLbeVVAdZMYBFYCVUCjAbwFEjBWQIY41sVtOFdAeqUsQxwLVUDChqdXyhZXQNPe4AuT4VRAAU2EDU/bU0BvgQTFj/FVQEMc6+I2mlVAGlHaG3wxV0Bpb/CFydBVQOLplbIMVVVAAJF++zrYVUBGJXUCmghUQF3+Q/rtW1hAP1dbsb8YV0B0JJf/kGpXQPp+arx0B1VAyjLEsS6uV0DtDb4wmZJVQAN4CyQodlRA07zjFB1pV0A5tMh2vsNUQL6fGi/dEFVAJ6CJsOFVVUAK16NwPepWQMDsnjwszFZAi/1l9+TZU0DkFB3J5S9WQLgehetRZFVADJOpglFpVECwA+eMKHFXQAwCK4cWYVlAImx4eqVUVUBcIEHxY1RUQGfV52orflZA4C2QoPgFVUAAb4EExXdUQB+F61G4DlpA/Yf029cRWEBiodY07yhUQGRd3EYDrFZAiUFg5dAyVUBR2ht8YeZYQJkqGJXUZVVArIvbaAA/VEAQWDm0yF5ZQJCg+DHmdldAu7iNBvCmVUB4nKIjuUBUQNiBc0aUBldAEHo2qz4vVUBMN4lBYEVWQJwzorQ3cFdArK3YX3YnVkDNzMzMzORUQCcxCKwcFlZAMEymCkbhVEBg5dAi221WQAKaCBueElZALSEf9GziVUC9UpYhjilWQPp+arx0P1ZA6Nms+lzBV0BX7C+7J3tTQBKlvcEX1lZAWDm0yHZqVED4U+Olm+hXQFD8GHPXLlNA5j+k375qVEBpb/CFyURVQH9qvHSTYFdAldQJaCIYV0AAkX77OuRXQB6n6EguO1dAGy/dJAbVVECQMXctIRdVQAwCK4cWYVhAEHo2qz5TVkD129eBc1ZWQO5aQj7oSVRAuycPC7UqV0DXEvJBzw5YQIxK6gQ0ZVhAF9nO91NnV0C9UpYhjjFYQMgHPZtVi1ZApb3BFyZLWECJQWDl0HpVQJM6AU2EcVdAfdCzWfUtVEAIPZtVnyNVQC9uowG8YVdAQj7o2awaV0BOYhBYOXRVQB1aZDvfE1dA6Nms+lwtVUAPC7WmeZdXQKH4MeauQVdAb4EExY+BVkBa9bnaiqlXQHnpJjEI1FZAMzMzMzMnVkCcoiO5/PdWQAaBlUOLIFZAMnctIR84VUAawFsgQVVYQHicoiO55FZAVp+rrdinVkDtDb4wmTpVQM07TtGRoFdAt9EA3gLlV0BGJXUCmvBVQFR0JJf/2FZAFD/G3LVgV0BHcvkP6UNYQOlILv8hDVhADr4wmSosVEBGtvP91GRVQFpkO99PBVlA5j+k374aV0Bv8IXJVMVWQCGwcmiRTVlADAIrhxYpWUBSuB6F6ylVQNxGA3gLoFVA5/up8dJdWEBU46WbxBRWQG8Sg8DKeVhA8BZIUPwIVkAu/yH99uFWQPfkYaHW8FhAutqK/WUnVkBIUPwYc3tVQHE9CtejbFZAxL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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"53\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"54\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"55\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"57\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"58\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"59\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"60\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"63\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"65\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"66\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"vAUSFD+WMkDtDb4wmUozQPKwUGuaRzFA46WbxCBwNUDzH9JvX6cwQOwvuycPezFAlIeFWtO8M0BMN4lBYKUzQPFjzF1LuDhAJJf/kH6bNEA1XrpJDPI0QH4dOGdEaTZArK3YX3bvMEC0WfW52io4QM07TtGR/DZAUWuad5xCOUAxCKwcWuQxQOSDns2qrzZAXkvIBz27NUBKe4MvTEY1QBE2PL1ShjhAcT0K16OgNEDtDb4wmVo8QDQRNjy9gjhAF9nO91NDPECIhVrTvFM2QPaX3ZOHdT9AkDF3LSGfPEBPQBNhw1M5QL6fGi/dVDxAOGdEaW9wN0DmriXkg145QLRZ9bnaajlA1xLyQc9WPUAX2c73UyM8QE9AE2HDczpAY3/ZPXlIO0CNKO0NvlA+QFR0JJf/EEBAjSjtDb6wOEAEVg4tsh0+QBKDwMqhhT5Axf6ye/IgP0Bz1xLyQV87QNV46SYxmDZAgSbChqf3OECvlGWIYz09QGx4eqUs0zlALv8h/fZtQEASpb3BF2ZAQJm7lpAPWkBAldQJaCLcN0ApyxDHuqg+QApoImx4KkFAN4lBYOWQPUA6I0p7g+88QGPuWkI+OD9A3EYDeAtUNkDQ1VbsLzs1QP5D+u3rMEFAKA8LtaY5O0DByqFFtiNEQIj029eBwzpA1sVtNIAHPEDP91Pjpfs8QMKGp1fK4j1ArrZif9kFQEBFR3L5D7k7QFD8GHPXEj5ANs07TtERQUCxUGuad/RBQP2H9NvXCUBAzhlR2hucPUCt+lxtxaZBQIzbaABvcT5AkQ96Nqs+Q0CcM6K0Nyg/QIqO5PIf4kNA5q4l5IP+P0B4eqUsQ1w7QHgLJCh+PD1ArkfhehQ+P0Ar9pfdk2c+QLpJDAIrhzxA3bWEfNBrQ0CX/5B++4pDQB+F61G43kBAJ8KGp1cKQ0Bos+pzte1BQGWqYFRSf0JA9pfdk4d1P0DZPXlYqAVDQFZ9rrZid0FAkQ96Nqs+Q0BGtvP91KBEQPjCZKpgBDtAwhcmUwXDQkASFD/G3A1CQMNkqmBUYkJAsHJoke0cO0BvEoPAyslCQD0K16NwFUVAylTBqKQOQ0BmiGNd3D5BQAg9m1WfI0NAVFInoInoQ0DT3uALk3k/QMdLN4lBiEFAxf6ye/KIQEA3iUFg5dhDQAfwFkhQnEJAQs9m1eeSREDdtYR80PNBQCnLEMe6MEFAEhQ/xtyFPED35GGh1tRDQNxGA3gLXERAoyO5/IdEQ0BCz2bV50pDQFMFo5I6UUFAg8DKoUX+Q0Dl8h/Sb4dGQOXyH9Jvf0VAtFn1udr6QECu2F92T4ZCQPd14JwRzUZAQj7o2ay6R0AEVg4tskVGQG6jAbwF8kBAT0ATYcOTQUC8BRIUP35EQCnLEMe6+D1AmN2Th4VSQUCh+DHmrtVDQPhT46WbVENAwhcmUwWjQkCYbhKDwDJEQD55WKg1hUNARwN4CySIQ0DhC5OpgjFEQKkT0ETYSERADXGsi9toRUA5tMh2vj9HQJeQD3o2O0NA8BZIUPy4Q0A6I0p7g59DQBDpt68DX0RA4C2QoPhRQkB7gy9MpipIQBiV1AloSkNAyjLEsS7uQUDT3uALkxlJQFfsL7snp0VAg8DKoUX2QEC1FfvL7rFFQJF++zpwZkdAUPwYc9caSEBB8WPMXdtFQJwzorQ3uENAvHSTGASeQkDzjlN0JPdGQHPXEvJB90VAGeJYF7dZRkAIPZtVn7s9QIofY+5a2kVAj1N0JJd3QUB6pSxDHKtAQAn5oGez8kRABoGVQ4usRUCMSuoENHlHQK8l5IOeHUdADi2yne/nR0CBBMWPMW9CQMRCrWneCUlAG55eKcvISUATYcPTK7VHQAskKH6M6UNAJJf/kH6bQ0D+Q/rt6/BCQFtCPujZLElAB/AWSFDUR0DD0ytlGcJFQOqVsgxxREZAGsBbIEGBR0DpJjEIrIRGQHNoke18F0NAnKIjufz3R0AOLbKd70dHQERpb/CFWUVAAU2EDU9PRUCaCBueXplIQPKwUGuaR0lA5q4l5IMuSEClTkATYctGQB6n6Egux0VAs+pztRXDRUDjx5i7lmA/QNk9eVio9UtAnKIjufwnRkDD0ytlGUpLQNxoAG+BLERASS7/If3OSEBE+u3rwOlGQFUwKqkTWEhAoyO5/IcsRkCfPCzUmr5FQOY/pN++hkhAfT81XrpxRkAVHcnlP6RGQOM2GsBbeENATDeJQWB9SEC8dJMYBM5EQDvfT42X7kpAjErqBDSpRUBR2ht8YVJHQPXb14FzVkdAirDh6ZXaRkCkcD0K11tJQBpR2ht8IUdAz2bV52ojSkAeFmpN8x5HQH9qvHSTcEpAkX77OnD+SkCh1jTvON1HQN21hHzQW0RA/tR46SZBSUCYbhKDwOpEQHUCmggbhkdA/tR46Sa5SECU9gZfmNRGQP+ye/KwQENAaCJseHpVSUC7uI0G8H5FQLpJDAIrj0ZAaCJseHptSkBEaW/whbFKQNGRXP5DKklAlIeFWtP0RkCe76fGSydGQOQUHcnld0pAFR3J5T/ER0B88rBQazpIQISezarPhUZASgwCK4fmSUCfq63YX45JQBlz1xLyUUdAE2HD0yvNR0C6SQwCK89GQDqSy39Il0ZAXf5D+u37QUABTYQNT9dHQHS1FfvL/klAcF8HzhkxSUDQ1VbsL0tGQAfwFkhQLERAOwFNhA1PSkBoImx4etVIQDojSnuDX0ZAhjjWxW1UTECOBvAWSCBFQM6qz9VWnENAn82qz9WWQUCkcD0K1/NCQB+F61G4bkJAQs9m1eeiSECBBMWPMU9FQApoImx4Sk5A0m9fB86JSEBmiGNd3JZIQMxdS8gHVUxAQBNhw9NLS0BU46WbxAhJQFfsL7snA1BAiGNd3EabRUDmP6TfvlZNQMKGp1fKuktAbAn5oGc7RkAkufyH9MtKQG8Sg8DKIUtAJzEIrBwyS0DwhclUwdBNQMcpOpLLX0pANxrAWyChSkBhVFInoJlEQPAWSFD8eEpAgQTFjzHPSUDJ5T+k3wZKQNlfdk8eTklA5dAi2/l2R0Dgvg6cM3pFQPmgZ7Pqi0dAE2HD0yu1SkD99nXgnHlEQAkbnl4pA0dANKK0N/hCREDpJjEIrAxQQGQ730+Nz0lAseHplbLcR0AFo5I6AW1GQPKwUGuaf01Anzws1JqGSUAJG55eKbtLQO7rwDkjikZA4XoUrkdpR0AYldQJaGpFQJqZmZmZ6U9AeVioNc1jTUDUmuYdpyhEQHPXEvJBF0hACtejcD1qSkCTGARWDu1IQP2H9NvXVVBA8tJNYhDwSUAep+hILrdGQBDpt68Dz0VAN4lBYOWgR0BKe4MvTEZIQFyPwvUoDExAm1Wfq60IS0ClLEMc6yJLQJhuEoPAmkxAak3zjlOMS0Ctad5xim5IQDJ3LSEfHEdAat5xio4ERkCNKO0NvvhMQFTjpZvE+EdAI0p7gy/8TED7y+7JwwpMQJjdk4eFGkxA8BZIUPwYR0DHSzeJQXBMQOOlm8QgKERAB84ZUdorSEAjSnuDL5xIQHuDL0ymYk9AS+oENBFWSkBwzojS3mBNQHxhMlUw2ktAmbuWkA/iR0Bm9+Rhoe5HQPJBz2bVB0dAVcGopE7QSEDx9EpZhhBNQHbgnBGlfUpAqz5XW7E/S0C0yHa+n3JLQKAaL90kxkxA6pWyDHGUSUCze/KwUBtMQDy9UpYh/k1AYcPTK2URS0A3GsBbIMFGQET67evAoUhAuK8D54yYTUDufD81XnJIQMGopE5AS0xAYTJVMCppTkCRD3o2qw5QQNDVVuwv91BAmSoYldS5SUCsHFpkO5dMQPrt68A5W0pA7Z48LNTiTEAFNBE2PM1JQLn8h/TbL0xATtGRXP7LRUCY3ZOHhcJLQLfRAN4CWU1AcRsN4C34SkBU46WbxIBKQI9TdCSXB0xAVHQkl//oSkA6I0p7g49GQGwJ+aBnM0tAliGOdXHjR0DqBDQRNiRMQBsN4C2Q6E1Abef7qfHaSEBm9+RhoW5EQCuHFtnOT0hA8kHPZtXPSUCze/KwUENPQCBB8WPMJUxAZDvfT41fSUDQs1n1uTpMQFjKMsSxhkxA9wZfmExtSUA7AU2EDd9LQDVeukkMjlBAg1FJnYAOTUC4QILix+hDQAtGJXUCukVA5WGh1jQfR0DswDkjSvtDQDy9UpYhbklAOpLLf0gfRkDyQc9m1Y9NQMKGp1fKEklAyjLEsS6eTkB/2T15WBhPQO/Jw0KtkUlAl5APejazS0DDZKpgVFpOQE+vlGWI80ZAGlHaG3xBR0DRItv5fpJMQAaBlUOLVEhA30+Nl27CSkCRD3o2q5ZJQKHWNO84DUtAcT0K16PoRUDTvOMUHTFKQEvIBz2bvUtAXf5D+u07SEB/arx0k3BLQBueXinLuEtAMuauJeTbSkBGJXUCmuhLQN0kBoGVo0pAVp+rrdi/RkCmm8QgsC5QQIV80LNZhUhAUI2XbhIbR0A+6Nms+oRNQNIA3gIJIk5Aqz5XW7G3TkCKsOHplYJPQLKd76fG201ARPrt68AxRkCgGi/dJKZGQM/3U+Olk0tAufyH9NsPTUBxrIvbaJhGQM07TtGRzE5AAJF++zpYTEAp7Q2+MAlLQIenV8oylFBAysNCrWluS0D/If32dXBFQF+YTBWM6kFAMCqpE9BUSUAB3gIJit9JQG6jAbwFekpAtRX7y+6BTkCsi9toAJ9HQEJg5dAiM1FAS8gHPZsFTEBMN4lBYNVLQOzAOSNK00xACYofY+4yR0CP5PIf0l9OQMl2vp8an09AuB6F61GYTEA4Z0Rpb8hKQJJc/kP6PUhAKxiV1AlQR0DGbTSAtwBKQCnLEMe68EpAHVpkO99vSkBQjZduEutHQMP1KFyPgkxAEoPAyqF5UEBFR3L5D6FOQDcawFsgEU9AiUFg5dAqS0DvycNCraFLQOauJeSDVkdAklz+Q/q9TEC+MJkqGIVLQKkT0ETYiE5AOUVHcvlfT0BGJXUCmnBIQNGRXP5DUkhAcvkP6bfvUECGONbFbXRJQD2bVZ+rxUtAgEi/fR2gSkBCYOXQIgtPQFHaG3xhUktA9UpZhjg+SkCt+lxtxS5QQKH4MeauhU1Al/+QfvvSRUBtxf6yewpKQKCJsOHpvUlAiIVa07wDRkCNKO0NvoRQQLFQa5p3lE1Af/s6cM5ISUBWDi2ynQdLQGPuWkI+EEpAaJHtfD/FS0DJ5T+k3xZNQD9XW7G/vEtAs3vysFBzTEBgdk8eFlpPQK1p3nGKDkpAdk8eFmp9T0ASg8DKoc1FQCBj7lpClktAguLHmLu2SkAfhetRuHZJQEVHcvkPeVBAliGOdXFbTUBApN++DpxKQE0VjErqDEpAzojS3uA7SkCyne+nxhNJQJkqGJXUKUpAG55eKctISUDmriXkg9ZIQMgHPZtVb0ZAGCZTBaOaTUBZF7fRAD5OQCDSb18HXkpABFYOLbItR0AwuycPC61LQIiFWtO8+01AEOm3rwNfS0DaG3xhMv1LQE7RkVz+e0lAvp8aL91cSkCKjuTyH/JIQP2H9NvX4UdAW7G/7J54UECAt0CC4v9LQM6qz9VWBE5AWKg1zTsmT0Bd/kP67TNLQOAtkKD4SUpAImx4eqUkTEAWak3zjtNOQKTfvg6c40tAmN2Th4UqSEBeS8gHPcdQQBx8YTJVcEpANqs+V1vBS0AbDeAtkJBNQG/whclUKUVAwOyePCzMS0BF2PD0SqlKQHPXEvJB/01AjZduEoMYSEAg0m9fB0JRQJ0Rpb3BD09Arthfdk/2UECEDU+vlLVLQNGRXP5Dwk1A9UpZhjimSUCKH2PuWqpPQPCFyVTBCE1Am+Ydp+iASUCGyVTBqPRMQL4wmSoYlUlAnzws1JpuS0BO0ZFc/hNOQIC3QILik1BAO99PjZf2S0CqglFJnVhLQDlFR3L5B1FA2T15WKjVSkDsUbgehaNPQAfwFkhQ/EVAgQTFjzG/SECtad5xilZOQNuK/WX3lExAAU2EDU9PTECYTBWMSjJFQLN78rBQi05APE7RkVzeS0BmZmZmZo5MQF+YTBWM4kVAObTIdr63SkBB8WPMXTNLQOQUHcnlZ0xAK/aX3ZP3QkALRiV1AupIQLHh6ZWyvEhAuECC4sdwT0BnRGlv8BVNQJHtfD81dkdAIEHxY8yFSUD+Q/rt6xBOQIXrUbgeZVFAGw3gLZCoSUD+ZffkYclAQG40gLdAXlBAhjjWxW18S0BHcvkP6ZdLQHlYqDXNN1BALbKd76dWTkAg0m9fBy5KQG3n+6nxGkVAfh04Z0ThSkDpt68D52xHQGN/2T15iE5A+n5qvHQzSkDOqs/VVhRIQMSxLm6juUtAEFg5tMgmSEDFjzF3LcFJQDqSy39It01AXI/C9Si0TED2KFyPwk1PQP7UeOkm6UhAnu+nxksHTUCjI7n8h5xNQJjdk4eF+ktA7uvAOSMqTEDD9Shcj0JKQOjZrPpcMVBAg8DKoUUiUEAAb4EExadIQMWPMXctoUlATRWMSuqcSkBdbcX+sttMQPH0SlmGQElA07zjFB0BSECL/WX35LVRQBDpt68Dj01APQrXo3A9R0BqTfOOU2xIQHWTGARWvklAuK8D54wgR0BlqmBUUldKQKhXyjLEeUxAFvvL7skDSUA6I0p7g19HQH0/NV66CU9AowG8BRLUUEAeFmpN8+5QQJhMFYxKQlBAu7iNBvBWSkCqYFRSJ5hMQKRwPQrXQ0pADAIrhxaBTkA3iUFg5WBGQNobfGEyRU1AQs9m1efySkAOT6+UZbhJQD9XW7G/NFFAmnecoiPBSED5oGez6tNPQD81XrpJLEtAuycPC7W2TEAs1JrmHX9OQHEbDeAtoEtAAG+BBMWHTEBeukkMAhNLQLWmeccpsktALpCg+DEKUkC5jQbwFgRQQDXvOEVHIktAGeJYF7d5SUCh+DHmrn1LQLU3+MJkYklAXwfOGVHSSkCCc0aU9g5IQGZmZmZmdkxAQBNhw9PTS0C8BRIUPz5JQGDl0CLbQUlAmpmZmZmZS0AKaCJseAZQQBKlvcEXZkhAmggbnl65TUBv8IXJVNFMQGx4eqUs/1BA6Nms+lyNSUC94xQdybVPQGKh1jTvKEZAlkOLbOcLSkA0gLdAglpIQGDl0CLbwUhAn82qz9U2TUC4QILix7xRQDJVMCqpe01AzH9Iv30tTEB90LNZ9TlNQCKOdXEbRUpA2V92Tx4eSEDA7J48LPxLQEp7gy9M9ktAescpOpJDTEB2cRsN4KVJQBzr4jYakElAsHJoke18TEBt5/up8WpOQM9m1edqq0hAJQaBlUPbSUD2KFyPwp1PQLfRAN4CWUxAVHQkl//ISEDSb18HzhlQQEi/fR04r09ANxrAWyCBTEDhehSuR0lNQMNkqmBUQk5APujZrPrsSUDEsS5uo4FJQLFQa5p3JFBAhlrTvOPETkD5D+m3r3NNQNbFbTSAr0pAJXUCmgjDSEBhw9MrZSlKQNiBc0aU9k9AB/AWSFAUSUDMf0i/fS1LQGPuWkI+IEhATKYKRiWlUUBsCfmgZ5tLQG6jAbwF2k5AjErqBDThUEDXo3A9CmtRQECk374O1ExAHqfoSC6PTkBSuB6F66lRQDLmriXkk01AUWuad5wuUECWQ4ts5yNRQATnjCjtLUpA+THmriWkSUBLyAc9mz1NQPwYc9cS8kZAj1N0JJffSUASFD/G3FVJQAkbnl4ps0xA6Gor9pf9S0BR2ht8YfJHQAXFjzF3DUZA3NeBc0Z8S0BlqmBUUs9LQDy9UpYhlkxATtGRXP6bTkC+wRcmU3VMQBgmUwWj0klAk6mCUUmdTUAGgZVDiwRLQGPuWkI+6EdAdQKaCBteR0CVZYhjXbxNQF8HzhlRQkpANqs+V1thT0Am5IOezR5QQFdbsb/svk5A3nGKjuSySUDtDb4wmf5QQLMMcayLk0tAa5p3nKIDS0AijnVxG41NQIPAyqFFLkpAI0p7gy8cS0BJLv8h/XZMQEJg5dAiO01AzF1LyAfNRkC62or9ZaNSQF3cRgN4J1BAfdCzWfVZTkBGlPYGX4BKQFafq63YB0tAGeJYF7cZS0AB3gIJikNQQGb35GGhlkpAH/RsVn2GTEC+wRcmUw1LQIY41sVtSFJAx0s3iUHwTUBVMCqpE5BHQEa28/3UUFBA3SQGgZWzTEBiEFg5tFhLQJvmHafooE5AFNBE2PA8S0CPU3Qklz9PQGB2Tx4W0k9AZDvfT43HUEB7gy9MpopMQNIA3gIJeklAukkMAis3UEBGJXUCmvhOQGiR7Xw/lU9A1CtlGeJcUUAE54wo7dVOQOzAOSNKq09A1zTvOEUfTkCfq63YX85JQBQ/xty1rExA097gC5PJTkASg8DKofVLQBWMSuoEJElA5dAi2/m+TUACK4cW2R5OQJ0Rpb3BX0pAUdobfGGyTEBE+u3rwIFOQGdEaW/wnUNArthfdk8WTEChZ7Pqc3VPQB1aZDvfZ0lARGlv8IVZSUCh+DHmrqVMQHQkl/+QElBAMLsnDwuVSUCUh4Va05hQQOPHmLuWaEpAyjLEsS7+TkDBqKROQPNGQCcxCKwcskpAvVKWIY7VS0B7gy9MpuJJQD0s1JrmdUdAV+wvuyf/TUBQjZduEsNMQAYSFD/GlElAW7G/7J6kSkBI4XoUri9OQC9uowG8rVBANqs+V1sZS0DLoUW28x1NQBTQRNjwHEdA3nGKjuROUkAbL90kBklOQEvIBz2bvUtAKqkT0ER4SUDChqdXypJKQCGwcmiRvUxAu7iNBvCWTEA7AU2EDfdOQJ5eKcsQv0xABaOSOgHJUUA8vVKWIZ5JQGb35GGhDklAGQRWDi26SUCEns2qzy1LQOF6FK5HOU5AO99PjZc2TUCEDU+vlBVRQJtVn6utkE9A+Q/pt68DTkDD9ShcjwpIQBKDwMqh7UhAi2zn+6n5S0CCc0aU9gZGQGPuWkI+wE5AIEHxY8x9TUAy5q4l5D9QQIbJVMGoQFBAnKIjufynTUAv3SQGgVVOQAyTqYJROVFADXGsi9uoSkCsHFpkO5dIQISezarPlUdACYofY+4CTEB7FK5H4bpOQFuxv+yezElAsp3vp8YbSUBzaJHtfK9OQDJ3LSEffEVAMuauJeSLTECBJsKGpxdJQC1DHOvixkxAysNCrWmuS0BGJXUCmnBMQAu1pnnHyVBAjNtoAG/pSUDGbTSAtxhJQJ7vp8ZLL0tAx7q4jQbcUECk374OnNtKQBZqTfOOU0lARdjw9ErhR0Ck374OnKNHQGWqYFRSx01ASL99HTjvTEBWfa62Ys9MQBrAWyBBiU9ANe84RUcSSEDG3LWEfABKQPyp8dJNAkpAmG4Sg8B6S0AJG55eKZNJQJ/Nqs/V1lBANjy9UpbBT0CgGi/dJIZIQGRd3EYDKEpA4XoUrkdhSUDVCWgibDBMQAWjkjoBNUxA3pOHhVprTkDP91PjpTNKQK7YX3ZPBklAxEKtad65SUCTOgFNhPVGQOzAOSNKe0tARdjw9ErpT0CU9gZfmMRMQNEi2/l+4kxAYHZPHhbaSECoV8oyxAFPQIlBYOXQNlBAiGNd3EaHUUAwuycPC61NQKfoSC7/iUhA0ZFc/kOiTECqYFRSJ+hIQAskKH6M4U5Apb3BFyYbTUA2qz5XW4FKQOm3rwPnbEpARrbz/dQAS0AzMzMzM8NLQIv9ZffkyUxA/Yf029dJUECzDHGsi7NNQEXY8PRKWUhA2ht8YTKtTUBtVn2utnZTQMDsnjws7E1A5x2n6EiyUEANcayL28BKQO58PzVeWktA9P3UeOk+SkDD9Shcj/pKQNcS8kHPIlBAmEwVjEqCUUCjkjoBTexGQBpR2ht8KU1AAiuHFtmmTUADCYofY3ZMQDGZKhiVBE1AzTtO0ZEsTUBMpgpGJSlQQCntDb4wMVFAQmDl0CLzTUDKVMGopJ5IQAwCK4cWWUxAmSoYldSZTEBE+u3rwKFLQOzAOSNKY0pAF9nO91NjTkCjkjoBTfRKQBHHuriNhkxAofgx5q71SUARx7q4jU5OQBpR2ht8yUxA+THmriVMS0AOT6+UZXRQQBTQRNjw3E1A/Yf029cJS0A5RUdy+YdNQHL5D+m3V0hAY3/ZPXmQUEBTliGOdTFPQFfsL7snz0dAc9cS8kFvUUDSAN4CCeJLQJ2AJsKGT0tA001iEFjpR0D7y+7Jw3ZQQOwvuycPi05Ai2zn+6l5TECaCBueXtlMQMe6uI0G4E9AXW3F/rJzSECwcmiR7cBQQGIQWDm0LFJATtGRXP6TQ0ClLEMc6wpJQDojSnuDK1FAmnecoiMhS0B+HThnRFFSQOC+DpwzAk1A6Nms+lwVTED8qfHSTSZQQPvL7snD4kxAr5RliGNVTUBrmnecoiNIQGQ730+Nt0hA2T15WKilS0BPQBNhwxNIQG/whclUyU5AoBov3SRGRkD/If32dXhOQABvgQTFp0tAt2J/2T0BTkAZ4lgXt1FJQFioNc07lkhA1edqK/YXSUCQMXctIW9QQJyiI7n8f0pAZapgVFJfTEA/NV66SWxIQLaEfNCzQUpAApoIG55qUECyne+nxhNHQN5xio7k0kpAak3zjlN0SUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"67\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"70\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"71\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"72\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"73\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"74\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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hxALA5nfjUnGUB90LNZ9ZkZQBEBh1Cl5htAU+i8xi5RHkBhw9MrZRkbQCxIMxZNJxpAVdl3RfDfGkDB4nDmV3MXQFu21hcJbRlAKm9HOC14HEDMlxdgH10bQKciFcYWQhpAnUZaKm/nGEAuxVVl3xUWQCQofoy5ix1A0sYRa/EpGkCtUQ/R6A4cQAzNdRppqRZAufyH9Nv3GEBTy9b6IiEbQHuDL0ymahtAZTbIJCOHGUDr/xzmywsYQM0jfzDwPBlAwa27eaoDHkBTeTvCaYEdQDdxcr9D8RtAlIeFWtOcG0Dr/xzmy9sgQPksz4O7UxpAOQt72uFvGkBvEoPAysEbQMO2RZkNUh1Aq5UJv9RPG0Bf7/54r/obQFQAjGfQMBtAbcoV3uUiGEBU46WbxMAfQCVdM/lmOxtALzTXaaSFGkCDF30FaUYZQIEExY8xNxpAz/dT46UbGkDRBfUtc/obQJet9UVCmxlAAvG6fsFuGUCinGhXIeUcQDihEAGHkBdAuHU3T3UIG0Ayj/zBwNMZQO8DkNrE6RhAEVMiiV7mGkDkZrgBn58ZQOv/HObLix1AeuQPBp47HkBWgsXhzE8cQExPWOIBhRtA2EenrnzWHECKH2PuWqIcQEOQgxJmGhxAqn06HjMwFkBsJt9sc+MWQJlk5CzsyR1AfXkB9tEJHED+Q/rt6wAaQOPfZ1w4MBlAKjqSy38oHUAMk6mCUakZQEIJM23/qhpArJDyk2p/HECSs7CnHZ4dQEc9RKM7KBVA1nPS+8YXGUBtrS8S2kIgQN8a2CrBghhAIAw89x7OG0Ast7QaEtcZQOeMKO0N3hpAkiIyrOKNG0DLoUW28z0aQKuy74rg/xtA1PGYgcp4GkDLEMe6uO0dQCjyJOmaCRxA8kHPZtVnGkCHUKVmD9QaQDdPdcjNkBZAjkC8rl8QGUCKjuTyH1IWQFSp2QOtQBtAtwvNdRppHUC3RZkNMokaQKbydoTTohZAsFWCxeGsG0Cad5yiI1kbQNTUsrW+yBpADqFKzR5oHUCfPCzUmkYdQEht4uR+xxpAUI2XbhJjGkBHWipvRzgcQD6zJEBN7RlASYWxhSDHFkAiVKnZA20fQEw3iUFgBRpA18BWCRYnGkCHbYsyG8QbQMgHPZtVfxtADqFKzR4oGUC9++O9aiUVQJYJv9TP2xxAIy2VtyOcHUCQSUbOwh4cQKlqgqj7wBtAGlHaG3zBGUDB/1ayY0MXQD9SRIZVPB1AtrkxPWGJF0A7/DVZow4gQEGC4seY2x1AveMUHcklGkAMsI9OXXkdQBhgH526EhhAmiUBamqZG0DcupunOmQdQNf6IqEtRxtAx53SwfpfGEA/bypSYcwYQNE/wcWK2hxAuDtrt13IF0A8iJ0pdL4aQLR224XmOhlAZY16iEbXHUCloNtLGgMdQAEYz6ChnxpA+KV+3lSEGkAXZTbIJGMdQGmpvB3hdB1An47HDFTmG0AktOVcisscQM/3U+OlexpASx+6oL7lGUBi26LMBnkWQKZEEr2MwhtAIbByaJHtGkCetdsuNJccQEbT2cngyB5A0uP3Nv25HkCGj4gpkYQaQMIXJlMFQxpAuYjvxKxXG0DsaYe/JisdQE6XxcTmwxVAMCqpE9AEG0DttgvNddocQNEi2/l+ahhA7ncoCvQpG0B9XBsqxtkdQF/v/nivGhxADRr6J7j4GEChuU4jLdUZQAa7YduijBxAbf/KSpOSGkD60AX1LdMcQJbs2AjEixxAPL1SliFOGkBZhjjWxQ0aQCjVPh2PGR9AGqN1VDVhG0D4cMlxp7QZQGA8g4b+CRxA2V92Tx7WGUA/jBAebfwaQOiC+pY5nRxAcoqO5PJfGUCu00hL5W0bQFeVfVcE/xpA/+cwX17gF0DXEvJBz8YdQBiV1AloYh1Af7xXrUxYHEB/arx0k/gZQIV3uYjvpBdAexSuR+H6HkAFhqxu9RweQKVmD7QC4xtAV1uxv+w+G0DGihpMw9AbQNszSwLUlBhAC5jArbv5GEDpK0gzFk0YQDVeukkMYhhA5EnSNZPPHUArweJw5vcbQIqryr4rghtAfdCzWfX5H0C94xQdyUUaQH+8V61MuBlAzSN/MPD8F0Dv/nivWtkdQIts5/upcRlAuY0G8BbIGkDYKsHicKYcQE5FKowtBBpAW5nwS/1cGECVfVcE/3sbQAAAAAAA4BlA6N7DJcf9GkD7eVORCiMaQMR8eQH20RpACf63kh2bF0A8a7ddaM4aQL0A++jUdRpArMWnABiPGkCqK5/lefAYQEgbR6zFpxtAu9Vz0vuGGUBzY3rCEk8bQOwS1VsD2xxAteBFX0GaHEBYqDXNO24dQEM50a5CShhAjBAebRwRHEA/kSdJ14wZQDI4Sl6dgxlAp658lufhGkACSG3i5J4YQIhjXdxGwx1A6UMX1LcsHkBoy7kUV5UaQOqymNh8vBtAVisTfqk/GkCYLy/APnobQBNhw9MrRRtAwqONI9bCGEARqtTsgZYbQHFa8KKvYBxAqFfKMsQxGUCdgCbChkccQOlILv8hnRtAK6T8pNrHGkDYDdsWZbYcQDWYhuEjwhtAj9/b9Gf/HUBlGeJYF9cbQJ4Hd2ft1htA6dSVz/JcHEBTy9b6IuEbQOwvuycPix5Auw9AahNnGUB1jgHZ6/0aQHLhQEgWkBpAWUxsPq4tGUB9y5wui8kaQDs2AvG6fhtAamrZWl/kHUDmriXkg74dQEpenWNANhtAXkvIBz3bG0CWIY51cVsbQIhLjjulQx1AkiIyrOItG0DQ8jy4O8seQHhF8L+VrBtA6LzGLlE9HUDWc9L7xvcdQFjnGJC9PhhAgy9MpgqGHEAHzhlR2hscQIzbaABvYRxAURToE3myG0APuRluwGccQB4zUBn/PhlAUwWjkjpBGkAQWDm0yDYcQFjFG5lH/hpABkfJq3OsGECiRbbz/RQfQAgDz72HCxpAhSUeUDYFHkBsW5TZIHMeQC/dJAaBFRpAUU60q5ByF0A/AKlNnNwdQNQOf03WaBtATkUqjC0EF0A+P4wQHk0eQOrnTUUqrBtAEJIFTOAWGUDsEtVbA9saQGsr9pfdkxpALlbUYBoGGkAEIVnABK4aQCKmRBK9bB9Abt3NUx3SF0CmJyzxgPIXQAXFjzF3rR1A1ouhnGh3GUAmjdE6qpobQBSWeEDZlBtAtmeWBKhpHkCCrRIsDucbQE2EDU+v9BtAKzBkdasHHUCpE9BE2JAdQIleRrHc0hdA5WGh1jRPGEAktOVciksaQBzO/GoOsBlA6lvmdFkMHUBQ/Bhz11IaQMhBCTNtfxZAvsEXJlNlFkBYObTIdt4YQF6FlJ9UmxpAQDBHj9/bGkB6qkNuhpsWQO53KAr0iRtAEAaeew8XG0DXwFYJFucZQJM6AU2EbRhAUYNpGD7iHkA10lJ5OyIfQFORCmML4RlAZjGx+bgWHECDwMqhRTYdQG/1nPS+kRtA+rg2VIxzHUAjZ2FPO7wdQLe0GhL3GBtAk1fnGJAdHEBFniRdM3kcQLSwpx3+OhxAiV5GsdySHUC0Hykiw0oXQIl7LH3oohlAn7DEA8omHUCoxks3iUEdQGu3XWiusx9AWmQ730/tG0BSRIZVvBEaQGmM1lHVZB1Aje4gdqZQGkBy3CkdrJ8bQMa/z7hwYB5Am3KFd7noGUBAahMn9xsfQEyJJHoZJRxAw552+GuyG0Df+NozS+IcQJMdG4F43RtALXjRV5DmG0CaX80BgpkYQCv7rgj+lxpA1A5/TdYIG0BUAIxn0JAcQGK+vAD7iBxAybCKNzJvG0ALJCh+jPkWQLFQa5p3HB5ArW71nPSeHUD7IqEt55IcQAisHFpk+xdAsmMjEK/rHEAe4bTgRV8ZQAWGrG71/BtAuqC+ZU5XG0B9lufB3dkZQH/Bbti2aBpAMIFbd/MUG0D/CS5W1CAcQGFsIchBqRhA9DKK5Za2HkD9wcBz7yEcQDSdnQyOsh9AxAjh0caxHEBqEyf3O7QcQLbz/dR4yRtAG/UQje5AHkAIrBxaZNsdQEz9vKlIhRxAIv32deB8G0AIlE25wrsbQFzJjo1AvBtARzgteNE3GUBAGHjuPfwbQJMdG4F4vRxAJUBNLVvLHEDjpZvEILAbQBdlNsgk4xpAt7QaEveYGkB3Sgfr/5wbQGAfnbryGRxAeekmMQhsGUAWak3zjtMZQKzKviuC3xxA6X3ja88sHkDL2xFOCx4aQAclzLT9ax5ArRdDOdFOGkBqTfOOUxQbQDo7GRwlbxpA6DBfXoC9HUCDaRg+IqYbQHwPlxx36hpAyJi7lpCvGkBTP28qUiEZQDf92Y8UcRpAAd4CCYofG0D83qY/+5EeQGA8g4b+qR1A7zhFR3LZGEAf14aKcf4bQLByaJHtHBtAe9rhr8maG0A6kst/SJ8ZQGUBE7h1Fx9AXKyowTSsHkC0PA/uzhoYQLxcxHdi9h5AfJv+7EeqH0DcLjTXaeQcQH/7OnDOSBpAj3Ba8KIvHUCVfVcE//sYQANgPIOG/hhAOShhpu0fG0CWQ4ts59sbQJbP8jy4OxtAVWr2QCtwF0Ck/KTap8MaQGdhTzv8NRpA85Nqn46HF0AdVU0QdR8fQMa/z7hwwBpAIEHxY8xdGUAiwyreyNwXQLJGPUSj+xpA5q4l5IMeHUD8xteeWRIcQKciFcYW4hhAdc3km23OGkCp3hrYKqEbQITYmULndRhA5zqNtFTeHEDRyyiWW9obQNXPm4pUmB1AaOif4GIFF0DP91PjpdsdQMmrcwzI3hpA+KV+3lQEHkCtLxLaci4bQEGC4seY2xxAGQRWDi3yHkAM5US7CikcQBfUt8zpEh9A3xXB/1bCIEDSOqqaIMoYQG76sx8pQhxAYOXQItvZG0D2RUJbzuUcQIQqNXugNRxA3xXB/1YyGEB/pIgMqxgaQNC4cCAkCxxAFD/G3LXkH0AlQE0tW0sdQIFbd/NUxxxApriq7LvCGUD0/dR46eYfQNnr3R/vVRxA220XmutUFkAw8Nx7uEQeQJkqGJXU6RhAWP/nMF8+GUCPxwxUxj8gQKTH7236ExpAQMHFihosG0D6uDZUjLMdQLG/7J48DBxAChFwCFWqHUCHokCfyLMaQFa8kXnkjxtANpNvtrlxGkA5KGGm7b8bQBUA4xk0VBtAKej2ksYoGUCy9KEL6tsfQF1txf6y+xlA3GPpQxd0HEDB4nDmVxMbQPTDCOHRJhtA2ht8YTJ1GkCaQuc1dokfQAMmcOtuXhtAxhaCHJRQGkAHsTOFzgsaQL9DUaBPhBhAHhZqTfPOGkCPGaiMf/8ZQCb8Uj9vKh9ArhIsDmeeHEBCW86luEodQDVB1H0AUh5AUBn/PuOCHECM1lHVBHEbQBPyQc9mdRlACMkCJnDLHUAFhqxu9XwaQC7/If329RxA44i1+BTgGkCBQ6hSs6caQI7MI38w8BpAEarU7IEWG0An2lVI+UkZQPJ7m/7sxxlAGVbxRuZRHECPNo5Yiy8dQOjewyXHnRlABcWPMXfNGEDFG5lH/uAZQD81XrpJbB1AAK5kx0aAGUA+eVioNa0bQKBU+3Q8Rh1A1xLyQc9mHUCpwTQMH7EYQI6vPbMkIBlA8fRKWYaYG0BApN++DtwZQCPb+X5qHBxASIrIsIpXGkDa/pWVJiUaQLsPQGoTJxhAAp8fRggvHUBqh78ma7QbQDi+9sySYBtAA30iT5LOHEDf+NozS4IdQNGuQspPChlAK/aX3ZOnHECdgCbChgcZQGlv8IXJtBpAqwmi7gPQGUDiHksfukAbQLZnlgSoKRtAychZ2NNuFECNKO0NvvAdQBE2PL1SlhtA/pqsUQ8RHUA/HY8ZqGwcQDQRNjy9shxAEd+JWS8GHEBLsDic+dUfQMMN+PwwohlAkX77OnDOGEAXK2owDaMfQB13Sgfrfx1ASu8bX3umGUCCxeHMr8YZQG1zY3rCch5AescpOpJrGECO6QlLPAAXQPCiryDNuBpAnil0XmOXGUCr7Lsi+L8aQPTDCOHRxhtANPRPcLFiHEDTvOMUHQkaQOHRxhFrsRlAvp8aL92EHEClMVpHVTMdQKw5QDBHDxtAdcjNcAN+GkAFo5I6Ae0aQOTaUDHOvxZAj8L1KFyPGEDbiv1l92QaQJVgcTjz6xlAwcqhRbYzH0D36XjMQEUdQGIVb2QeORtAwcqhRbbTG0CfyJOkayYbQLQ8D+7OuhpAvOgrSDN2HEDg2/RnPxIaQOmayTfbHBtAQ3OdRloqHECvmXyzze0ZQEIhAg6hqhlAEJIFTOA2HUBD5zV2iYoaQIE+kSdJ1xlA3rBtUWajGUDikuNO6SAWQC7nUlxVFhhACRueXimrGEDd6jnpfYMdQDtT6LzGjhtAIF7XL9htHkD2C3bDtuUdQJUrvMtFHBxA0O0ljdHaGkC6awn5oCcXQEDBxYoaDBpA/+cwX16gHEDCo40j1qIcQJKRs7CnvR1Ad6G5TiONHEDyDBr6J9gZQI1/n3HhgBtAkgVM4NY9HkA0nZ0MjjIZQC2yne+nphtACvSJPEk6HED7OnDOiFIXQMHicOZXMxlAWOIBZVOuGkDbM0sC1JQcQCswZHWrhxxAZoNMMnJ2GkDOwp52+OscQOrKZ3keXBpAFHmSdM3kGUBwCFVq9sAeQDY8vVKWIRtAnrXbLjT3HEA1mIbhIyIbQHZUNUHUXRpAb9i2KLPhHkAE/1vJjs0cQK4NFeP8rRtAVKnZA63gGUAtQxzr4lYaQHctIR/07BxAgZVDi2zHGEB8uOS4UxoaQHf4a7JGHRxAWWlSCrodHUCQZiyazg4XQKQ2cXK/YxZAwoanV8qSGUCXkA96NmsaQM6N6QlLvBpAhhvw+WGEGkBgzQGCOTobQPlJtU/Hgx5A5xiQvd49G0AJOIQqNXsWQFD8GHPXsh1AsmMjEK9LGUCJB5RNueIZQDG2EOSgJB9AhPBo44h1G0DUSEvl7QgcQJsDBHP0OBpA/aTap+OxG0A=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"76\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"78\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"79\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"83\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"84\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"85\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"89\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"90\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"91\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"92\",{\"type\":\"ndarray\",\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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"94\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"96\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"97\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"98\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"JuSDns26MkDmriXkg640QBUdyeU/xC1Ag1FJnYAWNEAkKH6MuUsyQIC3QILixypAiGNd3EbjKUCu2F92T14yQHBfB84ZwTJAXI/C9SjcKkCX/5B++/opQGuad5yiMzBAnKIjufwHLECamZmZmbkvQMBbIEHxMzFAAwmKH2PuMUC+wRcmUyUzQEvIBz2blSdAJJf/kH4bK0BL6gQ0ETYtQM6qz9VW/DNAZohjXdxWM0BIv30dOGcwQBfZzvdTYzBAy6FFtvPdMkAjSnuDL6wsQNIA3gIJejhAe4MvTKZaMUBpUgq6vaQiQBrAWyBBATZASFD8GHOXM0DMXUvIBx0yQIEmwoanFzhA+Q/pt69DJEC8BRIUPxYxQJvmHafouDJAO99PjZcuMEA2PL1SljExQNBE2PD0iilAGeJYF7fRMEC8lpAPemYyQDsBTYQNzzBAkzoBTYT9MEA6I0p7g+8kQFXBqKROYCxAhJ7Nqs/1LkDQs1n1ueo0QFXBqKROIC1A2IFzRpQmMEDSAN4CCbowQCGwcmiR7SdAh6dXyjK0MkBCPujZrNovQAAAAAAAwDRA6SYxCKwcNEDMf0i/fR0pQJJc/kP6TS9A/PuMCwcCIkAofoy5a2kvQHicoiO5/DNAejarPld7M0A51sVtNNAyQL1SliGOhTZA5IOezao/N0ADCYofY04wQD2bVZ+rPTFAu7iNBvB2MUDysFBrmrcqQFXBqKROgC5AQxzr4jZaM0BB8WPMXfs0QPkP6bev8zlA7C+7Jw8rPkBHcvkP6VctQI/k8h/S3zVAXW3F/rJLNkAhH/RsVn0vQFRSJ6CJ8DhAGsBbIEHhM0ACK4cW2Y4uQCL99nXgvC5A93XgnBFFLkBxPQrXo2A0QBPyQc9m9SdA2V92Tx6mN0A51sVtNEA2QB+F61G4XjBAK/aX3ZPnLEA51sVtNLA9QINRSZ2AhjNAj1N0JJffMUAv3SQGgTU0QJhMFYxK2jBAKA8LtaZJMkDl0CLb+V4yQNDVVuwvCzVAwOyePCwULUAp7Q2+MNkwQFmGONbFDSxARpT2Bl/4MUAX2c73U4MvQE2+2ebGlBxADAIrhxZZJkAPC7WmeSc1QC0hH/Rs5jNAqmBUUicgM0D+Q/rt66AyQATnjCjtjTxA2ht8YTIFMkBSJ6CJsLEwQMPTK2UZMjFA46WbxCAgMUDLoUW28x01QJayDHGsmzZAHm0csRYf9r8T8kHPZrUuQPJBz2bVJzBA6Nms+lwtOUCvlGWIY50wQB1aZDvfzytAcM6I0t7AKUDD9Shcj4ImQEku/yH9xjBAi2zn+6mxJUCyLm6jAcwwQHE9CtejADFASZ2AJsJmMUBdbcX+srswQEvqBDQR9i5AVFInoIlgMkA6I0p7g282QM9m1edqKy9AorQ3+ML0OEB9PzVeugkrQFpkO99PTS5APujZrPocKEDD0ytlGWI4QOOlm8QgsDFAwTkjSnuzMUDMXUvIB90rQM07TtGRTDZArIvbaABfMECdEaW9wfc0QIxK6gQ0US5AL90kBoF1MkCu2F92T+4wQC1DHOviNjRAL90kBoHFMEAPC7WmeSc5QKW9wRcmsydAHqfoSC6fNED7y+7Jw5I4QKCJsOHptTRAjSjtDb4wL0BWn6ut2H8yQAkbnl4pSzBAqmBUUidQMkAep+hILv8sQPFjzF1LCDBAPujZrPrsMUB/2T15WPg2QCS5/If0WzJA1JrmHaeYMED/snvysJAvQH9qvHSTCDhArWnecYqeOkB9PzVeukkmQMl2vp8abzlAT6+UZYhzMkC/DpwzogQ0QEw3iUFglTJAysNCrWneN0Aj2/l+arwwQG40gLdA4iRABFYOLbKNMUAPC7WmeYc1QM3MzMzMjDBA8tJNYhAoNkC+wRcmU4UyQMx/SL993SpA/7J78rBANkBtxf6ye1IxQH4dOGdE2TFAtTf4wmTqPECn6Egu/5EyQFZ9rrZi/zNAg1FJnYAmL0BYObTIdt4pQCBj7lpCPjdASFD8GHPXLUD5oGez6jMtQHbgnBGlHTpA0ZFc/kOqMUAQWDm0yBYzQBHHuriNJiVAgSbChqdnMEAY7IZti8IiQJoIG55e6TJAc2iR7XxfLUDjx5i7liAxQEHxY8xdCylAH4XrUbgOMED8qfHSTQI0QMRCrWneATFA2sngKHm1I0BuNIC3QEI2QEI+6NmsijRAN4lBYOXwKED7OnDOiOI1QJXUCWgi3DJA1lbsL7vXOEAlBoGVQ/s1QNJvXwfOKTVAbVZ9rrZCNUC0WfW52sotQF66SQwCSzhAMzMzMzOjMUBcPSe9b/wiQHicoiO5fDdAmggbnl4pKkB7FK5H4fowQG8Sg8DKITRAm1Wfq61YNEDNO07RkdwqQKvP1VbsbzRAS8gHPZtVLkDxY8xdSwgtQEhQ/BhzdzRACYofY+4KMkBLWYY41iUsQH4dOGdEOTNAgEi/fR1INkC6SQwCKxc3QNV46SYxODNAZF3cRgNYNEB1ApoIG24zQA3gLZCgGClARIts5/sZM0BsCfmgZ9MwQG3n+6nxkjNAnu+nxkvXJEAu/yH99rUuQFmGONbF7TVAke18PzU+NUC/fR04Z9QzQEa28/3U6DRAr5RliGOdNUBuNIC3QEIuQKabxCCwUjVArWnecYpuMkBqTfOOU5QrQOJYF7fRoDRApSxDHOuCNUCbVZ+rrWg1QHUCmggbvitAf2q8dJNYNUB90LNZ9VkvQN9PjZdu8i1AA3gLJCiOMkDy0k1iEGg2QPMf0m9fVzJA6pWyDHGsN0Cyne+nxnswQEvIBz2bBTBAEce6uI3mKEDQ1VbsL5sxQGwJ+aBnUzBAAU2EDU9vNECIY13cRlM2QDC7Jw8L5TNAfGEyVTCKMUCyLm6jAUwyQGDl0CLbGTJA2PD0SlnWOEAdyeU/pJ8lQBueXinLwDNAFK5H4XqENEDgLZCg+NEzQD0s1JrmvTBA+zpwzoiCM0C5jQbwFpgwQKabxCCwwjVApgpGJXXSM0Bn1edqK+YwQGRd3EYDeDFAfT81XrrJMkBxPQrXoxAuQBrAWyBBcTBAZohjXdwmMEBQjZduEgMzQKmkTkAT4TZAg8DKoUV2LEAN4C2QoOg0QBsN4C2QQDdAKVyPwvVINkBkO99PjVcqQLG/7J48/DRAYqHWNO9YK0BJnYAmwnYyQPcGX5hMlSVAC7Wmecd5NECFfNCzWXU4QNxoAG+BJC9AFmpN845zN0BrmnecogM2QJ88LNSa9jFAzTtO0ZE8M0Bv8IXJVEElQAWjkjoBTTNAWRe30QAeNkA2zTtO0VEqQIj029eBkzRAPnlYqDV9N0BMN4lBYEUwQAdfmEwVLC9AqmBUUidgNkC+wRcmU8UpQEJg5dAimzRAZF3cRgPYM0AeigJ9Ii8gQAfwFkhQLDNA8fRKWYYYNEDOGVHaGxwyQKVOQBNhczdAokW28/1kMkCOBvAWSBAqQJT2Bl+YXDlAJ8KGp1eKLUCPwvUoXE8xQD0s1Jrm/TFAImx4eqVcOkACvAUSFC82QP8h/fZ14CtAbqMBvAXyNUAPC7WmeSc1QKMjufyHJDFAYOXQIts5LUClvcEXJhMsQNk9eVioVTNAklz+Q/rdNUBJnYAmwhY0QMnlP6Tf/jNAo5I6AU20MkC1N/jCZOovQF8pyxDHqj5AMzMzMzNDOEAK16NwPQopQDojSnuDLzRA9GxWfa7WM0BO0ZFc/kMuQMTr+gW7IR9AqDXNO06RMkCsi9toAN8xQDy9UpYhbjhAtRX7y+7JM0AUP8bctYQnQBueXinLkDVASFD8GHPnNkAdyeU/pB8yQEku/yH9JjNAqmBUUidgLkC30QDeAmkwQDqSy39I/zRAc9cS8kEPNkDUK2UZ4ugyQNXnaiv2dzRA/Knx0k0SMkB6Nqs+VzszQB1aZDvfDztAWYY41sX9OEAdOGdEaV84QNobfGEyBTFA4JwRpb0xOEDT3uALk1k1QArXo3A9ijJAO99PjZf+MEBjf9k9eQgxQFwgQfFjvDVA3bWEfNAjMkBz1xLyQW8yQLUV+8vuSThAychZ2NOuIUAg0m9fB141QK8I/reS/SNAdEaU9gZfNkAFxY8xdz00QCUGgZVDizdA6bevA+csMUAyVTAqqWM1QNcS8kHPpjdAnRGlvcG3MUCq8dJNYnApQKMjufyHdC9AMCqpE9BkLUDsL7snD0syQNPe4AuTqSpAPzVeuknsK0CoNc07TkEzQPCnxks3aTFAbef7qfFyNkAN4C2QoCg4QNiBc0aU1iZAnzws1JrGN0CcxCCwcngxQLosJjYfVxdAPzVeukkMNED2KFyPwgUyQMpUwaik7i5AwaikTkBzM0A8TtGRXG43QBSWeEDZFCBAUdobfGFSM0AMAiuHFpkuQLaEfNCzyTlATmIQWDkkMUAYldQJaJI2QGsr9pfdwzFAIv32deDcLkAnoImw4XkwQJVliGNdTDNAylTBqKT+NUCyLm6jAcw6QJHtfD81njdAvJaQD3o2O0BR2ht8YZI3QA1xrIvb+DBAvHSTGATGNkDaG3xhMoUzQBsv3SQG4TJA5dAi2/meLkARx7q4jXY+QPvL7snDAjlARGlv8IWpNEClvcEXJqMwQBlz1xLyoStAyXa+nxrfNUCk374OnHMsQMl2vp8ajzJAeAskKH6cMkDHuriNBuAzQFfsL7snTzFA+8vuycOyMUApXI/C9dgxQCSX/5B+izFARdjw9EoJMUDXEvJBzyYoQDAqqRPQRDNAKjqSy3+IOkAN4C2QoDg1QDm0yHa+bzdAB84ZUdp7JkAQWDm0yDY4QPd14JwRVTNA8fRKWYa4NEBIv30dOGc2QG40gLdA4jZAz2bV52pLLkD0/dR46cYoQPt5U5EKQyNA845TdCR3O0AmUwWjkgo+QNO84xQdWTFAU5YhjnUBMEBUUiegiaAwQKs+V1uxTzFAfh04Z0QZMkDSAN4CCQosQAtGJXUCmiZAvVKWIY71NUBRa5p3nLI5QH0/NV666TNAaCJseHrVOUDP91PjpXssQHicoiO5fDVAhA1Pr5RVN0ASpb3BF8YyQIhjXdxGgy9AQs9m1ec6MUCwA+eMKI0zQAu1pnnHKS1A8rBQa5o3NEDUK2UZ4lgyQDm0yHa+jzZAIbByaJHNKEAaUdobfIEqQMUgsHJo0S9AJQaBlUPrL0DhehSuR/E1QFK4HoXr4TNAgQTFjzG3OEDDZKpgVNItQKW9wRcmszhAklz+Q/qtMkBBguLHmNsyQHBfB84ZgTFAjSjtDb5QMUCBJsKGpzcoQNNNYhBY6TBAkKD4MeZOOkDG3LWEfFA2QMpUwaikfjZA9UpZhjgWNEDP91PjpXsoQC2yne+nZixAHThnRGnvKUCrWz0nvX8hQGFUUiegOTZAsb/snjzcM0DgnBGlvXE0QKs+V1uxny9AJLn8h/RrNkDu68A5I2osQMGopE5AEy5A0SLb+X7KMECASL99HRgxQCcxCKwcmihAklz+Q/qNOEAKaCJseFowQJoIG55eaTBANs07TtGxMkAVjErqBNQsQFkXt9EADjBAjSjtDb4QN0BnRGlv8AUyQDVeukkMYjFA7C+7Jw8LNUDek4eFWtMpQDcawFsggTVA5x2n6EjOLEDPZtXnapszQHGsi9tokDpA1zTvOEUHLkD+1HjpJgEwQMBbIEHxQy5A8KfGSzepMUABTYQNT88xQMSxLm6jcTNAVHQkl/+QLkCKsOHplYIwQJ+rrdhfJjdAHHxhMlUgMUDByqFFtvMoQLu4jQbwJjVAObTIdr4vM0DQRNjw9EooQEw3iUFgJTZAysNCrWmOMkDtDb4wmcoyQM3MzMzMrDhAih9j7loiJ0Aj88gfDDwhQG8Sg8DKETFAhxbZzvdzMkCbVZ+rrWgwQNv5fmq89DBAqmBUUidgL0BfB84ZUWowQCqpE9BECDJAXynLEMd6MkAHX5hMFSwyQCDSb18H3jVAfGEyVTBaMkCPU3Qkl38xQDLmriXkAzVAZ9XnaivGNEDXo3A9CrcxQHQkl/+Q/jVAx7q4jQaQNkAU0ETY8AQzQPXb14FzBjVA/Bhz1xLyNkB/arx0k6g3QDy9UpYhHjhA7zhFR3L5LUB7gy9Mpho3QHGsi9togC9A3nGKjuRSLkCmm8QgsOI1QIenV8oy1DhAmG4Sg8B6NkD7XG3F/kIxQOF6FK5HoTRAnYAmwoZHNUAg0m9fB64uQCgPC7Wm+TJA+1xtxf5yMEDbiv1l95Q4QNGRXP5DyjRAaW/whcmEMUD9h/Tb12EwQL8OnDOihDFAnMQgsHIoN0A2zTtO0VEqQHZxGw3gPTBA3+ALk6lCM0CPU3Qkl98mQJXUCWgivDNAAU2EDU8PLkD2l92Th0U5QGEyVTAqeTNAGQRWDi2SNEAIPZtVn2s0QLgehetRWCpAI0p7gy9cMEBpAG+BBCU2QFyPwvUoHCdAwaikTkDjI0AOvjCZKugzQGEyVTAqCS5AXynLEMdaLUCF61G4HvU0QBueXinLwDFAgQTFjzEnM0DgLZCg+LEvQNIA3gIJii1AvJaQD3pGMkClLEMc62IyQLraiv1l9ytAhA1Pr5QVMEAPnDOitMc1QM/3U+OluytA3nGKjuQyLUB4CyQofswwQOQUHcnlfzNAKH6MuWu5MUCqYFRSJ+AvQK36XG3FvjVA6Nms+lxNMkDYgXNGlNYxQPcGX5hM1TdAjnVxGw3gPEDTvOMUHakxQGdEaW/wBSVAGw3gLZDwM0DvycNCrTkwQEvIBz2b1StAQmDl0CKbMEDBOSNKe0M7QFK4HoXroTBANxrAWyDBLUDKw0KtaQ40QFdbsb/sXjxAzF1LyAfdNECIhVrTvEMsQHnpJjEI7C5Apb3BFyazMkCOdXEbDfA3QOf7qfHSPTFAJ07udyiKGECKjuTyH6IyQBzr4jYa8DdAldQJaCIsK0CpE9BE2MAxQHE9CtejMDJA8BZIUPzYL0DM7snDQm0nQHL5D+m3bylAOwFNhA0PMEBYqDXNO64xQFTjpZvEACdAnMQgsHJINEB+jLlrCRkxQNV46SYxGDxABTQRNjxNOUC0WfW52joyQOqVsgxxzDRAveMUHcl1O0DPZtXnaosxQPkx5q4lNDFAkxgEVg79MUD3deCcEaU6QHQkl/+QbjVAMLsnDwu1N0AU0ETY8DQ1QOC+Dpwz8jRAYf2fw3yZI0Bj7lpCPngxQNBE2PD0aixAEOm3rwMHL0AmUwWjkuowQNEi2/l+WjJAcRsN4C1AMkB381SH3MwiQDEIrBxaJCdAsp3vp8YrJ0DlYaHWNE8rQL99HThnlDRAT0ATYcMTMUAawFsgQaE1QK+UZYhj7TFAtaZ5xynaNUBUdCSX/0AzQF1txf6ymy5A0gDeAgmKM0DQs1n1uQoyQOVhodY0TzBAD5wzorR3LkBbQj7o2Xw0QGEyVTAqSTRA9GxWfa5mOEC/DpwzotQyQJp3nKIjGTFAJlMFo5LKNEBZhjjWxR01QOkmMQisfCVAAiuHFtnOL0Dgvg6cM4I0QKFns+pzlTVAMzMzMzOTLEAijnVxG206QBfZzvdTYzBAvJaQD3oWP0BZhjjWxW0qQN5xio7kEjdA6Nms+lzNNEAnMQisHPomQHsUrkfhOjJAarx0kxi0OED7y+7JwzI0QFwgQfFjrDRAhjjWxW2UMUCitDf4wmQxQPOOU3QkFzZAkQ96NqtONkCJ0t7gCwM3QMiYu5aQXzNAvVKWIY6lM0DSb18HzrklQCGwcmiRTTZAmnecoiOJOEBPr5RliDMxQMiYu5aQ7ylAhetRuB7lL0AJ+aBns1ozQJF++zpwbjlAkzoBTYSdMUAawFsgQYE2QNQrZRniuDBAJuSDns26OECad5yiI/k1QACRfvs6sDJAAJF++zpwMUDkg57Nqg81QDbNO07RMS9ABTQRNjztMkD2KFyPwiU2QBfZzvdTQzBA3GgAb4GUMEB8YTJVMAo8QKqCUUmdEDZAiUFg5dAiKkDswDkjSusyQPd14JwRpTtAZmZmZmYmLUCTGARWDi0uQOSDns2qDzFAbxKDwMpBMUDoaiv2l10zQGWqYFRS1zJAjNZR1QRRHkB4eqUsQ5w5QOQUHcnl3y9AUdobfGHyL0AN4C2QoBgwQApoImx4SjRAwhcmUwXjL0DZX3ZPHmYwQIenV8oyRDFAm1Wfq61oN0DQs1n1uRotQKOSOgFNhDNARIts5/vJMUA17zhFR7I2QIPAyqFFhjNAlkOLbOfLMkARx7q4jTY4QF3cRgN4ax9AP1dbsb+MLkDqlbIMcbw1QD/G3LWEjDJAnzws1JrGMEBL6gQ0EfY2QNXnaiv2pzNAutqK/WWXMEB2cRsN4I02QNJvXwfOKTVAbef7qfHSLUCRD3o2qw4xQIofY+5a4ixA7C+7Jw97NEAKaCJseOoyQO58PzVemjRADeAtkKDIMUBCYOXQInssQIQNT6+UpS1AYcPTK2U5KEDufD81XsozQOzAOSNKWydA9wZfmEzFNkAwTKYKRoUyQCSX/5B+qzpAcT0K16NQM0CIhVrTvIMuQHE9CtejEC9AMZkqGJU0LEAAkX77OgA6QEw3iUFgBTRABWnGoun8I0Dl0CLb+a4yQIenV8oyBCxAOwFNhA3PO0CGyVTBqEQ2QOf7qfHSPTJAppvEILDiNEAc6+I2GqAvQFr1udqKDTRA/fZ14JzRJUAbnl4py1AzQPW52or9xTJAdk8eFmr9MkDOqs/VVqw2QLUV+8vuaS5AZDvfT42HNkARNjy9UmY1QHQkl/+QXjBAvHSTGAR2MEDHSzeJQYAnQOF6FK5HoTNALpCg+DGWPkA7AU2EDZ80QOwvuycPqzdA6Nms+lw9M0BFR3L5D5k1QL4wmSoYRTBA7lpCPug5MEB56SYxCKwyQBfZzvdTAzVA9P3UeOlWM0DysFBrmpcxQJqZmZmZeSpAP1dbsb8MKUBkO99PjQc4QBfZzvdTMzVAQfFjzF2LM0Dek4eFWnMuQIBIv30dyDBALbKd76eGLEBkzF1LyDczQGDl0CLbuS5ADi2yne8XNkAofoy5a4ktQCBB8WPMnS9AMZkqGJV0N0Cxv+yePHw0QOzAOSNKyzVAeAskKH6cNEA8TtGRXB4rQPrt68A5Ay9A9bnaiv0FKkAK16NwPbo2QINRSZ2A5i9ArBxaZDt/KEA6kst/SP8zQEmdgCbChipAqwmi7gMwIEDvycNCrYk0QOeMKO0NHjVAodY07ziFNUBlGeJYFycxQDbNO07RsSxA6+I2GsC7KkCfzarP1WY3QKOSOgFN9DBAGw3gLZBgN0B1ApoIGx42QDEIrBxaFDRA9GxWfa5GMUAkKH6Muds1QIts5/upkTdAvJaQD3omM0AQejarPrcyQCqpE9BEuC9ApgpGJXXCMUCX/5B++7o0QCPb+X5qDDJAF9nO91MzN0Bb07zjFN0oQO0NvjCZ2jJAZ9Xnaiu2JkAj2/l+apwsQA6+MJkqWCdAAAAAAAAgLkCtad5xit4wQHZPHhZqfTFAWDm0yHY+MUAK16NwPdo1QDQRNjy9EjJALv8h/fa1N0AukKD4MbYwQJXUCWgiTDFAbjSAt0CCKUB7FK5H4XosQP2H9NvXYS9AvsEXJlPFMUBSJ6CJsLE0QGDl0CLbmTBAdk8eFmqNLkDQRNjw9Jo6QNlfdk8edjxAYTJVMCrpKECrz9VW7O8tQPRsVn2uNjFANxrAWyAxM0CNKO0NvkA5QDcawFsgISRA8BZIUPy4NEAg0m9fB544QHRGlPYGzzBAwhcmUwVTN0Ck374OnDM2QKkT0ETYkC5A8WPMXUs4MUBseHqlLIMxQMP1KFyPIjJAx0s3iUFgNEAsZRniWMc0QGHD0ytleTFAe4MvTKYKNECoNc07TlElQFwgQfFjLDVALNSa5h0HNUDZX3ZPHiY5QKwcWmQ7PzBAyJi7lpCvMUDTTWIQWDkzQFCNl24SIzFA8tJNYhD4M0AN4C2QoGg2QNuK/WX3pDdASFD8GHOXL0AOvjCZKog1QBniWBe3ES5AzO7Jw0L9M0CNl24Sg+AzQAYSFD/G3CxAy6FFtvNdMECuR+F6FH4zQDEIrBxapDtAf2q8dJOINED5D+m3r7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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"101\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"102\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"103\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"104\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"107\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"109\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"110\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"116\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"119\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"121\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"122\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"123\",{\"type\":\"ndarray\",\"array\":{\"type\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"126\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"127\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"128\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"129\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"132\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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kmdgCaiH0AeM1AZ//4gQJeL+E7MmiBA0NVW7C/bIEDbiv1l9wQgQBWRYRVvxB5AN1SM8zdhH0DjGTT0TzAgQGg/UkSGxSBAPGu3XWi+IEAOoUrNHkgfQEfJq3MMCCFA5gXYR6ceIEDxLhfxnUghQPTDCOHRhiFAmfViKCfaIECIY13cRvMgQOZXc4Bgjh9AK97IPPL3IUB+42vPLFkgQDoeM1AZ/yBA443MI3+gIEC6FFeVfbcgQCibcoV3OSBAfnTqymepIECZgcr49wkgQDVeukkMoh9AEJIFTOA2HkDjiLX4FMAeQKd0sP7PMSJAbjSAt0CCIUAz3IDPD3MhQLSTwVHyuiFAsoUgByUMIUBT6LzGLnEgQGiR7Xw/lSFAn7DEA8pGIkDrbp7qkDsgQNYcIJijByFAtHHEWnwKIEAsms5OBjcgQMkCJnDrHiFApDZxcr9TIUB0B7EzhW4dQMMq3sg8Mh5AYLAbti1qIEACK4cW2d4gQNeGinH+ZiJAIeUn1T4tIUAUrkfhetQhQCFZwARurSJA5dAi2/lOIEBEhlW8kXkfQKSl8naEUx1AO420VN4uIEAYsrrVc1IgQPm9TX/2cyJA2SWqtwYWHkDYR6eufBYiQMdGIF7XLyFAMPXzpiK1H0BF2PD0SskgQPAWSFD8KCFAYvNxbajIIEBEboYb8LkhQPTg7qzdpiBAxcn9DkUhIUDNBplk5HwhQKw5QDBHjyFAxTh/EwrRIUBOl8XE5nMgQBKI1/UL1iBAGmmpvB1BHkC86CtIMxYhQE7RkVz+cyFA2LYos0F2IUA7GRwlr94hQOKvyRr1MCJAfERMiSQKIUDY9Qt2w/YgQFj/5zBf7iBABMqmXOG9HkAOvjCZKoghQIRHG0es5SBAG55eKcsQH0DcEU4LXnQhQJnYfFwbqiBA18BWCRanH0ATDyibcqUeQNDVVuwviyFAyol2FVIOIkC7Jw8LtYYgQDmc+dUcsCBAdNL7xtf+HkDoTUUqjA0hQHOFd7mIjyBAGoaPiClxIkDJHww8984hQNSCF30FaSBA7DTSUnmLIEBseHqlLOMhQGTMXUvIVyFAH7qgvmUOIUBQ5EnSNYMgQJTeN772TCFA7bYLzXXaIEDEmV/NAWIhQIQNT6+U5SBAba0vEtpCIkCgMv59xoUhQAYq499nfB1AUg/R6A6CHUBdp5GWyishQD8AqU2cXCBAArwFEhTfIUBbXyS05fwhQOj2ksZoPSJAlWWIY128IkAS2nIuxWUhQOcYkL3evR9AIHu9++OtIUCZR/5g4AkhQJqZmZmZmSBAEoPAyqElIEA0gLdAgpIhQL37471qpSJAhc5r7BJVH0DkFB3J5W8hQGNFDaZhGCFAw552+GvSIkAVxhaCHEQiQCBe1y/YPSBAPSe9b3ytIEDHuriNBtAeQIiFWtO8Yx5ASu8bX3uWIUDZzvdT4xUiQJf/kH77SiFAqaROQBNRIUBsBOJ1/WIgQBoXDoRkESFA4PPDCOExIkDKplzhXZ4gQAZM4NbdfCJANSkF3V5yIUDluFM6WN8hQO27IvjfKh9AOBCSBUzAIECJ78SsF0MdQPLqHAOyVyBAOShhpu3PIEBljXqIRrcfQLA4nPnVPCFA9pfdk4f1IUD76NSVz/IeQGNFDaZhOCFALPGAsimnIUAhyEEJM90hQKSIDKt4wyBASino9pIGIUDVCWgibEgiQItPATCekSJASBtHrMUnIEAYeO49XLIhQIAO8+UF2CJAww34/DBSIUCSeeQPBt4gQPFL/bypWCBAEmvxKQA2IkChSs0eaFUiQHkj88gfXCFAWRe30QBuIUDO/GoOEIwhQNbiUwCMpx9AYviImBIpIkDGxObj2sAhQEw3iUFgFSBAgSGrWz13IUCbcoV3uSgiQOCEQgQcgiJAo0CfyJMkHkAHsTOFzjsgQJWaPdAKbCFAPKBsyhWOIECvsUtUb90gQFvOpbiq/CBAf2q8dJPoIEAnTu53KDohQBU6r7FLxCFAGVbxRubRHkBVMCqpE1AgQJI/GHjuPSFAfT81Xrr5IUDhXS7iO8EiQLAgzVg0rSFAveMUHcklIUA5fxMKESAhQLr3cMlxdyFArrZif9ldIUB+VwT/W6kdQNAn8iTp2iFAYLAbti3KIEDP2m0XmqsgQFa8kXnkbyBA7DTSUnn7IECe0sH6P7chQOQUHcnlfyBAdlQ1QdR9IUD5Tsx6MbQgQN1B7Eyh0yFAdEF9y5yuH0BGmQ0yyVghQPEpAMYzuCFAZcIv9fOWIUAGgZVDi9whQNXKhF/q9yJASnuDL0xGIUB/MPDce2giQN+JWS+GMiFAPSe9b3xNIUC22y4011kgQDz3Hi45/iFAgufewyXHIEDLLa2GxG0hQA9iZwqd1yBA98d71cpkIUClMVpHVbMgQKIo0CfytCJAAz4/jBBeIUD1udqK/aUhQHrCEg8o6yBAiSR6GcWyIED2fw7z5RUjQHzysFBruh9ATn/2I0VEIUBBDkqYafshQC9uowG8JSBACW05l+JKIUCIS447pTMhQBtkkpGzECBAg8DKoUV2I0DMf0i/fd0fQLvtQnOdpiBAmYHK+Pd5IEClTkATYUMiQMe6uI0GUCBAyZOkayY/HkCI1/ULdpMhQLCsNCkF/SBANPRPcLGiHkDf+NozSzIhQPWhC+pbZiFAA3gLJCi+IEAbTMPwEVEiQB+/t+nP3iBAICQLmMDNIEBn7bYLzaUhQCaqtwa2KiJAYVRSJ6B5IUDecYqO5HIgQAIOoUrNDiBA7j1cctx5IEC6awn5oIchQPQau0T1lh9ASrVPx2N2IkB1kxgEVo4hQDsBTYQNnyBAtkqwOJy5H0DysFBrmtchQArXo3A9OiBAw0fElEjSIUCH+fIC7FMhQHQMyF7vfiBAnPnVHCCIIEDk9zb92c8gQGfttgvNBSFACks8oGxqIECtwJDVrS4hQN2YnrDEQyJAIv32deDsIEBClZo90PogQCSX/5B+GyFA2Ls/3quGIEC+wRcmU7UhQBYTm49rcyFAiEZ3EDvzIEBo6J/gYlUgQNDVVuwv2x9AW3wKgPG8IEBKmGn7V+YgQBcrajANAx5AvrwA++gUHkDxun7BbtggQCO+E7Ne7CBAgUOoUrPXIEBSD9HoDnIhQFkXt9EATiBA3Xu45LhTH0A1mIbhIzIhQCMQr+sXrCFA5fIf0m8/IEDJWdjTDr8gQAVR9wFIPSFAEywOZ37lIEBEi2zn+5kgQF1Q3zKneyFALSY2H9f2IEA51sVtNFAgQBeCHJQwQyFAnBa86CsoH0DboswGmRQgQHv3x3vVGiBA18BWCRYnI0CqfToeM9AhQFMFo5I6ESBAd9Zuu9B8IUBtxf6ye2IgQB4zUBn/Hh9AYhVvZB75IkAxthDkoPQhQBu7RPXWkCBAkdWtnpP+H0BsW5TZIAMhQPCK4H8r6SBAe0ljtI6aIEBW1GAahu8gQKorn+V5kCJAVfZdEfyPIUDN5JttbpwgQAdCsoAJbCFAiXssfeiiIECjAbwFErQiQJvJN9vc+CBAjV2iemtgIUCH/gkuVqQgQCPb+X5qHCFAmkLnNXY5IkAniLoPQJohQI+qJoi6nyFAE9VbA1tFH0Ae/pqsUa8gQGKE8GjjSCBAlltaDYk7IkCP5PIf0i8gQIT1fw7zhSFACwxZ3eopIkAg71UrEw4gQIYDIVnAxCJAJuSDns3KIUDFckurIWEgQNgN2xZlxiFAAmVTrvCeIUD5Tsx6McQgQLX9KytNCh9AgzRj0XQWH0Atz4O7s1YgQM8sCVBT2yBAdc3km23uIUB6Nqs+V3sgQMr9DkWBziFAvalIhbEFIkB6whIPKAsjQCgs8YCyuSBAyxDHurhtIUD1nPS+8WUhQDyDhv4JziBA8zy4O2uXIUD5vU1/9mMiQCGwcmiRfSFAxM4UOq+hIEB9eQH20ckgQDkoYabtPyFAuJIdG4HYIEANbJVgcTghQITYmULnFSJAHSCYo8fvIEC+9sySACUjQDqvsUtUjyBAQ8pPqn06H0AkfzDw3CshQATKplzhLSFA7ginBS+aIUBfXoB9dKogQGmpvB3hlB9AYr68APtYIUBeonprYIshQMAma9RDBCFAaVIKur3kIkBagSGrWx0hQAOy17s/DiBAaXQHsTOFIUBf7/54r3ofQLyzdtuFpiBAuw9AahOnIUAtIR/0bOYhQPG6fsFumCFA3qtWJvxyI0BTBaOSOsEhQLprCfmgFyFAfVwbKsY5IUCnBS/6CpIgQPzG155ZUiFA7ZklAWoaIUDA54cRwoMhQKCmlq31dSJA0ZZzKa4aIUDF5uPaUAEiQKTk1TkGZB9A529CIQLuH0ABTYQNT98hQL68APvoRCBA7lpCPujZIUDe5SK+E2MhQAg9m1WfmyBAgLdAguKXIUBTXFX2XfEgQGk1JO6xlCBApU5AE2HjIED186YiFWYgQLlTOlj/xx9APL1SliFuIUCLNzKP/GEhQH15AfbRCSBA26LMBpl0IECE8GjjiCUiQKpDboYb4CBAuRluwOfHIUDdXtIYraMgQOM2GsBbcCJAGmmpvB0xIkCoHf6arAEjQJayDHGs+yBALXjRV5D2IEDbUDHO30QiQFyPwvUozCBAlIeFWtOcH0Dg2/RnP1IhQBsv3SQGgSJA0LhwICSbIEACK4cW2V4jQHh6pSxD/B5ACcTr+gX7IUCvJeSDnm0eQPJetTLhFyJAVHQkl//gIUBFgT6RJwkgQLa+SGjLOSBAwM+4cCAUIUDnxvSEJc4hQLTlXIqriiFAa5p3nKJDIUAqxvmbUIgfQAYN/RNcLCJAiV5GsdwyIkA0hc5r7BIiQAjJAiZweyFAp+hILv/BIkAiiV5GscwhQPqbUIiAwx5Amggbnl4JIkCR8pNqn04hQLsKKT+p1iBA1VsDWyU4IEBubkxPWBIhQHNjesISzyFA/WoOEMyRH0AvUb01sHUiQHBfB84Z4SFA/yH99nWQIUBS8uocA8IhQMlxp3Sw7iFAo+nsZHCkIUCJJHoZxQIhQGsr9pfdYyBAsi5uowGcIkC8y0V8JwYiQBeCHJQw0yBAjBAebRzRIUCYNEbrqEohQNbiUwCMhyJAH2gFhqyeIUChuU4jLaUhQC1gArfutiBAWhKgppadIkBfKcsQx7ohQBy2LcpsoCFAuAa2SrCoIEBvEoPAylEhQJolAWpqiSFAnzws1Jq2IUDXNO84RRchQPLSTWIQWB5AYJM16iHKIkD6J7hYUSMiQG4Xmus0kiFAj3Ba8KJfIEB5O8JpwdsgQPpEniRdIyBATIkkehmlIkCZDTLJyGkiQLGnHf6anCFAhj3t8NdUIUDc9Gc/UlQhQNlCkIMS1iBArIvbaABPIUBzaJHtfG8iQDyInSl0biJAtVTejnBaH0ArhxbZzjcgQMvz4O6sfSFA9bnaiv31IkAvwD46dRUiQL01sFWCRR9Ah/4JLlaUIUDmllZD4m4iQBsN4C2QACJAEyf3OxQ1IUCgw3x5AWYhQCgK9Ik8qSBAufyH9Nv3IEAvhnKiXYUiQGKh1jTvaCNAon+CixXlIECxxAPKpqwhQPNUh9wM1yBAkwA1tWz9IEBpdAexM7UhQFK4HoXrMR9AC3va4a+pIED8byU7NqIjQHXIzXADbiJA6Q5iZwrdIUAOZ341ByggQPt5U5EKcyBAwYu+gjSTIUDeq1Ym/NIhQN9sc2N6YiJAcLa5MT0xIkDyXrUy4dcgQNDtJY3RqiFAJ4Oj5NWZIUCamZmZmfkfQEz9vKlIZSJALuI7Mev1IkBu+rMfKQIiQA+5GW7AlyBAxcn9DkXRIEBBSBYwgXshQKZ+3lSkciFAyEEJM21vIUBrSNxj6RMiQNU+HY8ZSCFAwoanV8qCIkCcoiO5/EchQMstrYbE/R1AIeUn1T5NIEB4eqUsQ8wgQPkP6bevkyBAApoIG54uIUAb9RCN7nAgQBsqxvmbACNAOEpenWPAH0CLbOf7qXEhQPZ698d7FSBAvK5fsBvGIUBNFYxK6gQhQK2GxD2W7iBAdcjNcANeIkAMWd3qOTkhQCtqMA3DlyBASnuDL0w2IUA5Yi0+BTAhQL8rgv+txCFAswdagSFbIUA2H9eGilEhQIY97fDXdCFAylTBqKTeIUBClZo90PogQEG8rl+wiyBALgQ5KGHmIECEZAETuNUgQP94r1qZACJAhxbZzvdTIUBpNSTusSQiQO5aQj7o6SJAFeP8TSgUIkBg6udNRdogQDliLT4F4B9AFFysqMEUIUASTgte9FUhQJlk5CzsGSFAeLRxxFpMIkCmft5UpCIgQAdCsoAJrCJAOC140VfwIUCR0JZzKa4hQLzoK0gzBiJAPDHrxVAuIEA730+Nl64gQJKumXyzHSJAbCHIQQkDIkBhMlUwKmkhQCQofoy5yx9ADtsWZTa4IEA1Bwjm6GEhQL37471qBR9AjzaOWIsvH0BHIF7XLxggQBNE3QcgBSJAQ+c1domKIEDFA8qmXEEhQPXzpiIVpiFApRR0e0mzIUC4dTdPdYggQLHc0mpIbCFA/7J78rBQIECil1Est2QiQPBQFOgTySNAcHfWbrsAIEBm2v6VlRYgQBe30QDewiFAwmnBi74CIUDXo3A9CqciQIpZL4Zy4iJAvsEXJlMlIUCkx+9t+lMfQF8pyxDHGiNAayv2l91TIECdaFch5eceQM1YNJ2dDCFAWVGDaRhOIkCzzY3pCSsiQOaWVkPi/iBAVRhbCHJwIEBegH106moiQBFTIole9iFAasGLvoL0IUChSs0eaGUgQP59xoUDQSFA6iEa3UGsIEDudygK9CkjQORmuAGfbyFAste7P96LIUAU6BN5klQhQM7Cnnb4qx9A9wZfmExVIUBvL2mM1mEjQJFEL6NYXiJA6gQ0ETasIEDgoSjQJ9IhQNUEUfcBSCFAN4lBYOXQIUA+XHLcKY0hQG76sx8pEiBAz2vsEtUbIkBeaK7TSLsgQKUxWkdVYyJA7bsi+N8qH0CVSKKXUawhQL37471qRSBAA7LXuz/eI0BWt3pOek8jQA/R6A5iZyFAZ9XnaivGIECXOV0WE/shQBhgH5260iFAZHWr56THIUBpHVVNEHUhQO1kcJS8WiFACfmgZ7NKIkAuymyQSQYgQKUsQxzrIiBAOShhpu1/IUD3deCcEVUgQJtVn6ut2CJA3GgAb4HkIEAiT5KumdwfQPZiKCfa9R9AbxKDwMqhIUAC8bp+wW4iQG2QSUbOMiBAYr68APtoIUB6GcVySxsjQLgehetRyCJAjliLTwEQIUDcnbXbLuQgQDF8REyJtCBAo8wGmWSkHkDx9EpZhlghQG/YtiizoSFArIvbaACfIECoHf6arOEiQFc+y/PgPiBAQfFjzF2LH0CLTwEwnhEhQEKygAncSiJAdjI4Sl4NIkB8J2a9GAojQKNYbmk1hCFAZmt9kdC2IUD/lZUmpbAhQFafq63YPyJAPx2PGajcIUAxlBPtKoQdQF9egH106iBA+rg2VIwzIEANiXssfaghQHTv4ZLjviFAS7A4nPmFIUANVMa/z9giQLAbti3KLCFAY+5aQj4YIkCIS447pUMhQPCnxks3SR9AQj7o2axqIUAX2c73U+MhQAEYz6ChfyFA4nX9gt2AIEC9GMqJdtUgQGDq501FKiBAwkzbv7LiIUDsEtVbA6shQCi4WFGDKSBAbVZ9rrbSIUC+E7NeDIUhQAdfmEwVDCBAXcR3YtbrIUAj2/l+aowgQKg1zTtOkSFA4Ep2bARCIkAkC5jArRsjQCqMLQQ5mCFAw9hCkINiIkDogvqWOR0gQHUCmggbvh9AiuWWVkMyIUBvgQTFjzEiQAIrhxbZniFA+b1Nf/ZjIkDzPLg7a9chQMKjjSPWkiBAjZyFPe3AIUABamrZWg8iQMQI4dHGESFAiJ0pdF5DIkCZ9WIoJ4ohQManABjPYCFA001iEFgJIUBF2PD0SikiQBXGFoIc1CFAWYtPATA+IUCLprOTwREjQKdc4V0ugiJAl6jeGthKIUBgH5268vkhQFDfMqfLAiFAlufB3VkLIUDrc7UV+xsjQK93f7xXvSBApgpGJXViI0BSLLe0GoIhQCtNSkG3NyFAqG+Z02WxIUALKT+p9gkhQD/G3LWEHCJAkZvhBnyuIUDYKsHicBYjQLJjIxCvWyBA0uP3Nv1pIkBpUgq6vXQhQNGuQspP2iFA9zsUBfokIkC37uapDikhQLPviuB/2yFAswdagSGrIECJmBJJ9DIgQG2tLxLaciFA/U0oRMDBH0AsZRniWPcgQIm1+BQAsyNAZ341BwimIEAouFhRg2kjQPiImBJJFCFAP6n26XjMIEDSHcTOFJoiQAZkr3d/PCFAw4GQLGCCH0ACZVOu8I4gQPCFyVTBaCJA5SfVPh0fIkDGihpMw7AhQDJyFva04x9Am+Ydp+joIUBUdCSX/5AhQI1/n3HhQCFAfH4YITx6H0AwuycPCyUhQKwcWmQ7nyFARFGgT+SJIUBubkxPWAIhQFUwKqkTkCJAAfvo1JUfIkBJLv8h/UYjQLKFIAcl3CFAHebLC7CPIUBgsBu2LRoiQHo2qz5X6yFA6fF7m/6sIUCW58HdWbsfQEQX1LfMySFA1JrmHacII0AP0egOYtciQPxvJTs2YiBA83aE04IHIUBLsDic+YUhQNo4Yi0+VSFAryXkg54NIEAgY+5aQq4gQP/nMF9egCBA5dU5BmRvIUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"134\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"i+B/K9nRHEAIA8+9h4sWQGvUQzS6Qx1AUPwYc9fSF0B2Tx4Wai0kQNI1k2+2OR1A/z7jwoFwIUBn1edqKyYgQKbydoTToiNAdQKaCBueG0DGv8+4cIAbQESGVbyROSJAr7FLVG+dIUDHSzeJQeAaQDUpBd1eMiFAwLLSpBQEIUD/BBcrauAjQM+9h0uOOxhAGcVyS6vhG0BkXdxGA3gYQLIubqMBrCJAAB3mywtwHECcilQYW3ghQPBt+rMf+SFA6pWyDHGMFkAibHh6pUwdQMmwijcyjyBA/dmPFJGhGkDK4Ch5de4SQC+ob5nT5R9Adc3km22OIEAu4jsx64UeQK5kx0Yg/iBAqDrkZriBIUDVCWgibLgfQPAWSFD8yCJAT135LM9jGkCQa0PFOH8YQABvgQTFTx9AKjqSy38oIUDKMsSxLk4kQFjnGJC9/h9AsrrVc9KbHEBCeLRxxGohQHdKB+v/fB5As0EmGTmbIUC45LhTOlgeQIwVNZiGwRJA6pWyDHGMJ0A+7fDXZL0hQBFwCFVqdhJAdxA7U+hcFEBcGyrG+TsaQFGgT+RJAiNACqLuA5AKIEBL6gQ0EXYiQPFo44i1uBhAIxXGFoJcIUAofoy5awkkQKH4Meau1SJAFD/G3LX0IkBVwaikTmAXQO4ljdE6qiJA4QuTqYIxJECWsgxxrIslQFYOLbKdLyRAwOyePCwUJEDj/E0oRGAdQIxK6gQ0cSRAdJgvL8D+HUA/dEF9y/wbQDqSy39I/yZAIHu9++MNIUAc8PlhhPAZQLmNBvAWCCdAgnNGlPb2I0DXTL7Z5mYhQAMmcOtuTiFAhA1Pr5TFJkC6SQwCK6clQJEPejarfh5AVWr2QCuwH0CXkA96NsskQE9Y4gFlwyFAswxxrIu7JECPNo5Yi88hQIy5awn5ACRAaCJseHrlI0AR34lZLxYhQDBMpgpGBSZARpkNMsmYIkAijnVxGw0oQLTIdr6f+iVATWcng6OEH0BN27+y0rQiQLMMcayLOx1AG7tE9daAIEBSJ6CJsOEmQDarPldb0SJApN++DpyzJUDwhclUwaglQHCxogbTACBAHtydtdvOH0DZPXlYqPUlQPOrOUAwNyNA06QUdHtpI0AT8kHPZvUsQHIz3IDPLxtAPX5v05/dIUBQ/Bhz11ImQLpOIy2VVyJA0gDeAgmKJEADCYofY+4hQMcpOpLLHypA0ETY8PRaIUAkRWRYxbshQLmNBvAWKCdAtoR80LO5H0AwTKYKRqUkQIVCBBxCtR9Ac9cS8kGPJUBhw9MrZckiQG3F/rJ7siVARIZVvJG5H0AvF/GdmBUeQFXBqKROECNAlnhA2ZQrH0B/+zpwzqglQB7+mqxRHyFAb/CFyVTBJkDwhclUwQglQEXY8PRKWShAXOZ0WUwcIEBYyjLEsR4hQN21hHzQEypA6glLPKBsIkDdmJ6wxMMZQPFL/bypqBxAYTJVMCpJJUBxGw3gLTAlQIlBYOXQwjBA81meB3cXI0ASFD/G3PUkQCV1ApoI+yhAhlrTvON0JUAK9Ik8SeogQKBU+3Q8xiJAEqW9wRcGJ0CBQ6hSs2cbQHIz3IDPvyJAuAa2SrCIIEBwXwfOGdEkQI4B2evdDyNAeLRxxFo8GkCm8naE0yIfQJCg+DHmriVAbAn5oGczJkA3pics8TAjQB3J5T+kvyBAvp8aL91EKEDOGVHaGxwkQNxj6UMXhCJAR1UTRN23IUCUh4Va0/wrQA+cM6K0VyVAgXhdv2BXI0D5MeauJQQkQEvIBz2b1SdASkG3lzQGI0DEQq1p3mEjQIvDmV/NsSFAi/1l9+RBLED3OxQF+mQiQKzKviuCXx9A5/up8dKdIUACnx9GCN8gQJAxdy0hPyZAkKD4MeZuJkBkXdxGA/gpQLyWkA961itACmgibHjaIUBmiGNd3EYoQJ0Rpb3BlyRAODKP/MHAH0DzWZ4HdxciQMVVZd8V4SBAm1Wfq61YKEAGR8mrc3wjQIidKXReMyJALSEf9GwWJECBsilXeAcjQEa28/3UeChAQYLix5j7JUA8TtGRXJ4vQKyowTQMXx1AhxbZzveTKkCe76fGSxcmQJm7lpAPmiVAho+IKZEkIkBApN++DpwvQDLmriXk4yZADJOpglFpF0ATZtr+lXUeQGlv8IXJdB5AArwFEhTfKEB7gy9MpkomQGiz6nO1dSZACD2bVZ9rLkA5fxMKESAjQAGkNnFyLyJAu7iNBvA2JUAVHcnlPyQsQEvIBz2b1SRALGUZ4lgXJUDUK2UZ4vgnQOF6FK5HYSZAnYAmwobnJEA2qz5XW5EnQNlfdk8e9iVAGQRWDi0SKUDl8h/Sb18hQIofY+5awh1A3bWEfNAzK0Csyr4rgq8iQMBbIEHxYyVAiUFg5dAiH0D1vvG1Z1YeQNRDNLqDOCBAf/s6cM5oJEDD9ShcjyIqQO9VKxN+SSBA5IOezaqPJ0Dh7qzddoEbQKd5xyk6QiNAidLe4AszJ0DhC5OpgnEnQKmfNxWp4CBAdk8eFmrtJUCU9gZfmEwlQDC7Jw8LFSlAW9O84xS9JEBoke18P1UkQBSuR+F69BtAzTtO0ZFsIEB3Sgfr/+wiQDYf14aK4SNAYOXQItuZKUB2cRsN4C0mQGWNeohG5yFAcsRafAqQIkCCVmDI6kYiQLSOqiaIGiNAWDm0yHYeJECcxCCwcugmQDXvOEVH0ipA/kP67evgKkAv3SQGgTUmQMiYu5aQTyRA5j+k376OK0C5jQbwFkgqQKyL22gALylA8tJNYhBYJECUMNP2rwwgQLu4jQbwFiZANBE2PL3SJEA8TtGRXB4mQKfoSC7/YSlA8WjjiLW4IUB7Tnrf+NoeQMx/SL99XSpAxf6ye/KwKUAOvjCZKvgmQLgjnBa8eCFABFYOLbL9JECJ0t7gC9MkQCntDb4weShAx2MGKuO/GkCP5PIf0u8tQDo7GRwlvyJA6Nms+lzNI0AyIHu9+/MjQGZrfZHQFiJAW18ktOWsI0APRYE+kacaQMU9lj500SNAM8SxLm4jJkDOGVHaG1wmQPXb14FzJidALCtNSkG3IEDEQq1p3vEkQEdy+Q/pdyZAdk8eFmqNK0DhehSuR0EpQA6+MJkqyDBA/iYUIuCgIkCfk943vuYiQEjhehSuByRAvJaQD3o2JEC1iZP7HfojQC2VtyOc1iJAfQVpxqIpIUDWxW00gDcnQOPCgZAsoCFA+MJkqmD0KUCEns2qzzUnQFcJFoczryJA8l61MuE3I0DNzMzMzEwpQIMvTKYKRilAS+oENBG2JUB2cRsN4C0nQIqw4emVciBAmWTkLOwpGkC1pnnHKXonQNSa5h2nKClA63O1FfvLJkArGJXUCQglQMmTpGsmHyJAWmQ73089IkAFxY8xdw0pQPwYc9cSkihAmEwVjErKJEBtxf6ye1ImQOm3rwPnTCJAC5jArbtZIkC5jQbwFiglQP+ye/KwkCNAguLHmLsWKEDxY8xdS8glQOLplbIMUSlA9RCN7iAGI0CfPCzUmmYsQNejcD0KlyVAkj8YeO79IUD0bFZ9rpYkQEw3iUFgRStAJEVkWMWrIkC5jQbwFqgfQLx5qkNuNiNADOpb5nR5H0Cad5yiI5kmQHUCmggbHitASwLU1LIFIkAHX5hMFUwmQMe6uI0GcCVAMCqpE9BkKkB6whIPKOsjQDrMlxdg3xBAe4MvTKZKJUDUK2UZ4jgrQCS5/If0uyRA7Z48LNQaKUDcnbXbLhQgQPT4vU1/tiJAarx0kxjkH0ACmggbnv4lQAXdXtIYTSNARPrt68DZKEDkDwaeew8dQBlz1xLywStAL6NYbmk1HUAf9GxWfZ4jQOepDrkZjiJA7BLVWwNbIEC2Z5YEqPkgQNEi2/l+CidAVFInoImQKEBQNuUK7xIdQCxlGeJYdypAhxbZzvdTJEDyQc9m1ccmQCBj7lpCvihAukkMAiunKEC2hHzQs7kqQO5aQj7o6SBAIxXGFoIcHkAdcjPcgO8fQHmvWpnwqyFAwoanV8oSJ0BMiSR6GfUjQDS6g9iZEiNAUHCxogaDIkBCPujZrBokQAPso1NXriFAuRluwOcnFkAvNNdppHUhQM4ZUdobnCZA5q4l5IM+IECaCBueXqkZQOs56X3j+yJAL90kBoHVJkCthsQ9ln4hQFOWIY518StA3IDPDyO0IUA9m1Wfqy0mQKRwPQrXoyRA4umVsgyRH0D68gLso8MhQKJFtvP9lCpAGy/dJAZxIUB+HThnRIkgQMUbmUf+wCFAdCSX/5DeK0BTBaOSOkEpQGuad5yiIyVAGsBbIEFxJ0ASpb3BFwYkQIsyG2SScSJAIEHxY8xdKEBzS6shce8iQNc07zhFxylAGCE82jjCGkC+wRcmU2UnQBIUP8bchTFAGVbxRuYRIEDkg57Nqi8mQLmNBvAWSCZAXdxGA3hLMECI9NvXgfMoQGrecYqOhCRA2iCTjJzFIEBmZmZmZiYkQJZDi2znOylADwu1pnknKUAkKH6MuesmQCgPC7Wm2SZAJuSDns2qKUBiEFg5tOgmQN5xio7kMjBAHVpkO9+PKEBpb/CFyTQqQFOWIY51ESZAWDm0yHYeJ0A89x4uOe4hQJLoZRTL3SFAYVRSJ6CJKkANVMa/z/gYQAPso1NXfiJA+kSeJF1DI0C/DpwzovQkQMiYu5aQHyJAhlW8kXkEI0Dr4jYawJsqQNSa5h2niCZASS7/If12KUD+DkWBPuEgQDpdFhObrxtAETY8vVI2HUC/DpwzotQlQM6I0t7gCyFAc2iR7Xw/JEAFo5I6AS0kQCBB8WPMfSRAS8gHPZt1JkBg5dAi23kmQD0s1Jrm3SxAz/dT46VbKEBW8UbmkW8hQKabxCCwkidAQfFjzF1LKEAibHh6pcwqQJhMFYxKiiRASS7/If32KEDCacGLvsIhQLFtUWaDvCNA7zhFR3K5IUB5WKg1zTspQEHxY8xdCydAlrIMcaxrJ0D/snvysLAlQNXnaiv21yhAQj7o2ax6LECVZYhjXZwnQELPZtXnyixAokW28/20JECP5PIf0g8oQJzhBnx+yCJA6Nms+lwtLkDjNhrAW8AiQPrt68A5wyZA1zTvOEWnJUD2l92ThyUlQKhXyjLEESVA+3Q8ZqBSHkCCc0aU9iYtQJyiI7n8JyZA/Bhz1xLSKkDnHafoSK4pQDxO0ZFcHixAYOXQItu5IED99nXgnHEoQD7o2az6XCdAQBNhw9MLKEBn1edqKxYkQL3jFB3JRSVAyeU/pN9+KUAz3IDPD5MgQDGZKhiVlCtA6pWyDHGMKUCfq63YX1YkQCkiwyreuCNA0gDeAgkKJEAOvjCZKpglQLsnDwu1hidAxF+TNeohFECmCkYldQInQHEbDeAt8CRAF7fRAN7iKUAtIR/0bHYfQKfoSC7/ASdA7zhFR3JZKUCTOgFNhI0vQGTMXUvIdyFADHbDtkU5I0A9Sbpm8u0bQOm3rwPn7ChAopxoVyH1IEARNjy9UlYnQDqSy39I/yVAbxKDwMqhJUCgibDh6TUnQHRBfcucDh5Ay9sRTgv+IUA8vVKWIc4lQGDl0CLbWSVA8rBQa5rXJECutmJ/2Z0oQKgAGM+gwRpAgnNGlPaGJUAgQfFjzJ0pQFMFo5I6wShALbKd76emK0BrK/aX3VMnQERRoE/kKSJA097gC5NpKECoxks3iUEkQISezarPtSpAfm/Tn/2IG0AcCMkCJjAiQLUaEvdYmhxANxrAWyBBKEBiodY071gtQAIrhxbZTidAj+TyH9LvJUAXt9EA3sImQBNhw9Mr5SRAveMUHcllLkCAZaVJKYghQNV46SYxKCdAVmXfFcHfI0AdrP9zmH8hQA1xrIvbiCtAB1+YTBXMKUDUYBqGj0giQGFUUiegqSVAH4XrUbi+K0DT3uALk8krQBdIUPwYkypAi2zn+6lRJ0C1N/jCZIokQPMf0m9ftzBA6Ugu/yEdJUA/xty1hPwlQOVhodY0zypA7bsi+N/KGEDBqKROQBMpQA034PPDyB5ApTFaR1WjIUC0Hykiw+ohQFZ9rrZiHyZAEFg5tMiGI0D5MeauJWQkQDG2EOSgVCFA1XjpJjFIKUBmg0wycpYbQJhMFYxKaiRAMZkqGJV0KkCBBMWPMVclQKfLYmLzURJAx7q4jQZwKUBqpKXydrQiQI/HDFTGjyJApgpGJXUCJUD2KFyPwtUgQNRDNLqDyCFAJLTlXIpLHkDjpZvEILAuQJLLf0i/XStAKgDGM2jIHEBos+pztbUmQCnLEMe6OCdA2T15WKjVKECOBvAWSDAlQF8HzhlR2iRAFmpN847zKUA2qz5XWzErQBdIUPwYEypAfPKwUGvqI0D2l92Th0UlQMX+snvycCdAF7fRAN6CJkAyVTAqqZMlQPcGX5hMlSdA2T15WKgVKEBuNIC3QIIoQP9byY6NkCNAVRNE3QdAF0Cfq63YX/YkQGHD0ytlmSRAk6mCUUkdJkCRD3o2q74lQK36XG3FHi1AxY8xdy1hK0AqqRPQRHgmQM4ZUdob3C1AzsKedvgrIEB4RfC/lbwjQJOpglFJvSZAzLT9KyvtIEABNbVsrQ8gQEw3iUFgxStAhetRuB5VI0Cz6nO1FTsnQME5I0p7IypAMZkqGJWUKUA6I0p7gw8qQCJseHqlDCZA5bhTOlgPIkDhl/p5UzEiQLdif9k92SZAJZLoZRQrF0C+3v3xXjUiQGpN845TdCtA6Ugu/yHdJEALDFnd6tkfQBe30QDegitA4umVsgzhIED/If32dfAjQDVeukkMIipA9P3UeOlmIkAyVTAqqdMmQBrAWyBBcSdAS8gHPZsVKEDjUwCMZyAiQGdEaW/whShAkst/SL/dKUBTliGOdZEpQNuK/WX3hCVAYOXQItt5IEDLoUW2810mQLpJDAIr1yJAJLTlXIpLIkCsHFpkO38kQBpR2ht8gSVAbcX+snuCMEBm9+RhobYoQBKI1/ULliNAwqONI9YyIkCcxCCwcugpQJwzorQ32CtArBxaZDufJkBZaVIKul0hQCJseHqlLCRAH4XrUbh+J0A/NV66SUwlQERpb/CFqSFAZXCUvDrHHkCjkjoBTUQnQHbDtkWZLRtAj8L1KFwvJkDhC5OpglEhQEmdgCbC5ihAbAn5oGeTJUCVZYhjXRwqQF3cRgN4KydAq3gj88jfEUAYJlMFo1IkQIofY+5a4iVAu+1Cc51mI0Abnl4pywAiQGEyVTAqaSRAJCh+jLkLJ0BegH106goiQK00KQXd7iBA4V0u4jthIUBV+3Q8ZmAhQKwcWmQ7XyRA2lVI+UklI0DjNhrAW6AkQIPAyqFFdiVAZY16iEbnIUDBbti2KKMjQBZqTfOOcytAx7q4jQZQKUDwp8ZLNykjQB6n6EguXyRAqFfKMsRxKkAwuycPC7UnQFt8CoDxTCFAXHLcKR28IUCIY13cRsMkQN0kBoGVQyhAv30dOGckJEDUSEvl7UgeQDnWxW00gCpAlWWIY10cJ0BpAG+BBIUmQCUGgZVDiylA7Eyh8xr7HUAijnVxGy0mQJyiI7n8pydA1sVtNIBXLEC0WfW52somQDnWxW00wCdAB/AWSFA8JECPwvUoXA8tQMRCrWne0SZAgLdAguIHK0ARNjy9UjYrQEdy+Q/pNyVA4umVsgxxJ0CJDKt4I7MYQIj029eBUyRARdjw9EoZK0ALtaZ5x2knQFioNc07DipA1CtlGeI4KED+Q/rt62AoQF7XL9gNWyFAfoy5awnZKUAMHxFTIhkjQPYoXI/CVSRAuaXVkLh3I0AldQKaCDskQOXtCKcFzyBApSxDHOsCJ0AhsHJoka0nQCNKe4MvjC9AWd3qOem9HkCloNtLGrMgQOC+Dpwz4idAwTkjSntjKUAuBDkoYZYgQKs+V1uxXyVAGlHaG3zBJEACK4cW2W4cQDC7Jw8L9SdAHCWvzjFgIkAkKH6MuUskQKJ/gosVdSNA6LzGLlGNI0A9m1Wfq+0oQESGVbyRqSJAOUVHcvkvIkBUUiegiRAqQP/KSpNSsCJAeqpDboYbIUBq3nGKjlQgQAFqatlaDyBAz/dT46VbLEDlCu9yEQ8iQHu9++O9eiBAfPKwUGs6J0BzuiwmNq8jQDrMlxdgXyJAfdCzWfVZK0AFo5I6Ac0oQEYldQKaCCRAIR/0bFa9JkArGJXUCegnQCzUmuYdhydAvCL430oGIEDSb18HzhkbQHnpJjEIjCZAd/hrskatIUDiWBe30YAkQFYOLbKd7yhAkxgEVg4tKkAZ/z7jwtEiQEI+6NmsmilAtaZ5xym6JkDarPpcbaUsQJIiMqzizR9A4L4OnDOCKUDVJk7ud8gjQPhT46WbJCZAAiuHFtnuJ0Ctad5xis4lQG40gLdAwipARZ4kXTPZI0AyVTAqqdMsQERuhhvwWR9A2qz6XG1lI0B9kdCWcykiQFkXt9EAXiVAdCSX/5D+GkBPr5RliMMkQLraiv1l1yVAoWez6nMVJUBX7C+7J88mQKOSOgFNBCVAUWuad5wiJkA8TtGRXB4kQPd14JwRRSVA2/l+arw0KUCil1Est1QjQCOhLedSHCFAFK5H4XqUL0ARNjy9UtYpQATnjCjtTSRAqMZLN4nBJkAHzhlR2rsmQNZW7C+7xyZAZ0Rpb/BlKEA6QDBHj58YQFMFo5I6QShAv0hoy7mkIkBB8WPMXUsnQMiYu5aQryhABoGVQ4vMJUAAb4EExY8sQKK0N/jChB9AZapgVFLHJECcvwmFCKghQHWr56T3jR9AcSAkC5jAIEDI7236s28jQEBNLVvrqx9AI9v5fmocJUCRfvs6cO4lQB2s/3OYjyNAgSbChqe3KEDi6ZWyDBEkQK5H4XoUPiFAl8XE5uO6HEB324XmOk0cQM3MzMzMTCVA8S4X8Z3IIkBIUPwYc3coQHo2qz5XmyhAaLPqc7WVJ0CU9gZfmIwmQGe4AZ8fRiNAuycPC7UmJEBCz2bV52olQJqZmZmZKSNAjLlrCfmgKEATRN0HIHUiQLEWnwJg3B1Af/s6cM6oJ0AiiV5GscwhQAn5oGezSi1AVMa/z7jwIkDVeOkmMQglQGvxKQDGkyJAqU2c3O/QIEAg0m9fB64mQAn5oGezSiRAuycPC7UGJ0Cmm8QgsNIrQBrAWyBBMSpAvp8aL91kJ0AdyeU/pN8qQO7rwDkjKihA+8vuycNiJkBcIEHxY0wlQCZTBaOSOixAnMQgsHJIJkDsUbgehfsjQOf7qfHS7S5AAU2EDU9vI0CWCb/UzxsgQIcW2c73kyZACD2bVZ+rLEAnwoanV8olQGlv8IXJtCpA46WbxCBwLEBb07zjFP0kQELPZtXnCiZAOwFNhA1vKkB2Tx4Waq0oQJ30vvG1Bx9AHuG04EXvIUCLNzKP/LEiQN3vUBToMx9A8fRKWYZYJ0DjqrLvihAiQBgmUwWjEiZAfPKwUGt6I0Abnl4py5AkQDEIrBxa5ClAWmQ730/tJ0BM/bypSAUcQEuTUtDtRRxAFK5H4XoUKEDFPZY+dLEjQEvIBz2blSdAiUFg5dBSI0DgLZCg+HEnQAu1pnnHiShAHm0csRafI0AqqRPQRHgjQEjhehSuBytAhIHn3sNFHUBZhjjWxW0tQF5LyAc9+yVAdCmuKvvuI0C8dJMYBBYpQNUmTu53aB5A2gOtwJCFIECY+nlTkcojQD0s1JrmHSdALGUZ4lj3J0ChSs0eaOUcQAtjC0EOqiFAbef7qfFSJEASg8DKoQUnQPs6cM6IUh5AlKRrJt9sI0DHKTqSy/8pQEHxY8xdSytAXoB9dOrKHkBy+Q/pt68vQClcj8L1iClAtTf4wmRKJ0C4QILix/gkQCS5/If0+yRAmEwVjEqKLEA/xty1hBwoQDPcgM8PMyNA51JcVfY9IkB3LSEf9EwlQMWPMXctwSZAi1QYWwgSIED+Q/rt63AjQHugFRiyeiFAVn2utmJ/KUB1kxgEVv4iQIenV8oyBCxAnkFD/wTnIUByio7k8k8iQPnaM0sCxCJAV+wvuyfvJkDgvg6cM4IoQMpUwaikjilAQfFjzF1LKkBLWYY41gUrQFInoImwYSlAR4/f2/THIkAnMQisHJolQJ0Rpb3B1yVAEHo2qz73LkCwcmiR7ZwqQGPuWkI+iC1ANBE2PL1SKEBmTpfFxKYiQL8OnDOitCxA4QuTqYLRJkBZhjjWxe0lQIenV8oy5CVAK/aX3ZPXI0CZu5aQD/ooQGowDcNHNCNA9wZfmEx1JEBMN4lBYEUtQPYoXI/CVSlAF9nO91MjJEAGgZVDi2wkQBKlvcEX5iVA+zpwzojSJEDO/GoOENwgQDojSnuDzyVAQs9m1efKJEBNFYxK6uQnQPtcbcX+kiZAWMoyxLFuJkDiWBe30cAnQJ5eKcsQ5yhAEarU7IEWHkC30QDeAskqQLTIdr6fGiVAw/UoXI/iK0Ax0/avrCQjQIEExY8xtyVA2uGvyRoFIkBFgT6RJ9kiQLFQa5p3HChAjZduEoPALEDWxW00gDcsQMR8eQH20SJAMnIW9rTDHUCzDHGsi9spQGq8dJMYpCpAChFwCFWqI0CDwMqhRbYbQFt8CoDxfCFACty6m6cKIECjkjoBTYQkQPYoXI/CdSVAcF8HzhlRKkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"135\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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hgyQPkP6bevAzpA/mX35GFJQ0DD9Shcj+I6QMiYu5aQLyRAz/dT46XLN0DF/rJ78lhCQDlFR3L5V0VA2/l+arykPkAlBoGVQytGQFvTvOMUDTFABhIUP8bsO0CfzarP1UY/QGDl0CLbaUVAtMh2vp9KPkCZKhiV1Ok+QHRGlPYGL0ZAs+pztRUbOECfzarP1e5BQMKGp1fKUkJAlWWIY13cQUCPwvUoXOdAQK8l5IOefTVA3EYDeAuUQUBPQBNhw1NHQEvqBDQRRjZALpCg+DGGQEA730+Nl449QGB2Tx4WskBAxf6ye/LAP0BApN++Drw/QI9TdCSXvzlAGsBbIEHxMEA+6Nms+qRCQKRwPQrXm0BA+THmriWcQUAnoImw4fFBQEp7gy9MXktA7Z48LNTaPUBR2ht8YYpJQGgibHh6PUFA6SYxCKwkQkAxmSoYlcxCQIZa07zjHEVATmIQWDlkO0DjNhrAW3A+QDhnRGlvcEVAQYLix5j7SECQoPgx5n5JQIqw4emVUk5ADr4wmSq4Q0CMuWsJ+VBBQPVKWYY4hkdAUdobfGHiOkAeFmpN8z40QAHeAgmK/zlAgy9MpgrWPEA0gLdAgkJFQCJseHqlxEFAY+5aQj5wQECKH2PuWnpAQHS1FfvLfkVAbxKDwMoBPUALRiV1AjJFQHo2qz5Xa0dAp3nHKTqSMkAgQfFjzH1FQDXvOEVHkj1AHVpkO99/PEBBguLHmNs5QHxhMlUwikFAkzoBTYT1RkAldQKaCAtAQH/ZPXlYMEpA63O1Fft7RkA3iUFg5cA/QBb7y+7JQzRARwN4CyTAQkBX7C+7J680QBlz1xLy4TZAMZkqGJVUNUALRiV1AlJBQLPqc7UV00BAkzoBTYS9O0DecYqO5GpDQMcpOpLLLz1Ap+hILv+xMkCMuWsJ+VA8QNDVVuwvw0BAM8SxLm5zQ0ARx7q4jYY0QFyPwvUoNElAMuauJeQjOkBgdk8eFuoyQNcS8kHPVjpAUkmdgCZiR0ABTYQNT+81QDojSnuDN0NAj8L1KFwPRkBjf9k9eRhGQBWMSuoElENA3bWEfNC7R0Bos+pztdU3QH4dOGdE+TRA/fZ14JzBOEA+eVioNWVMQFwgQfFjTD9AV1uxv+xORUDQs1n1uco9QApoImx48kZAzO7Jw0INPEBOYhBYOZRJQN21hHzQEzdAmggbnl6ZNEDxY8xdSyhMQLgehetR0EhAFmpN846TNUCWsgxxrNNDQJ88LNSaNjVARwN4CySAQ0Bn1edqK75KQH2utmJ/yUFA+zpwzohyQ0BhVFInoPFHQFRSJ6CJYDBAdk8eFmrNO0DqlbIMcVw0QKAaL90k5j5AjnVxGw2gQEBDHOviNgo0QCbkg57NyjJALpCg+DFGOEC+MJkqGP1DQKyL22gAzzJAMLsnDwvVMUC6SQwCK/dEQD/G3LWEHDVAuECC4sfoMEAPC7WmeYdBQOlILv8h3TJAQs9m1eeqPECKH2PuWhI+QC1DHOviDkpANqs+V1sRMUC9UpYhjiU+QH/ZPXlY6DJArK3YX3ZfPUB6pSxDHGs8QPrt68A5IzRA5BQdyeUPOUAZc9cS8lE8QCDSb18HpkJAgEi/fR2YPkBm9+RhodZDQBKlvcEXzkFAnRGlvcFHRkC4rwPnjAgzQIhjXdxGEzVAGQRWDi0SNkBPr5RliIM9QP8h/fZ18DFAD5wzorTnQEBeukkMAmNAQFCNl24S40NAc9cS8kGHRkBsCfmgZzM4QOkmMQisnEFA+1xtxf7iMEAibHh6pXRAQGkAb4EE5T1AZmZmZmYWPEB2cRsN4A09QBe30QDeoi5AwFsgQfHzPkBCz2bV52pCQKjGSzeJqUFAexSuR+FqQUA3iUFg5RA8QHS1FfvLjjVAApoIG57uO0DxY8xdS2g6QJeQD3o2k0FAA3gLJCguOEDgLZCg+AlFQBBYObTIdjtAWMoyxLF+OECTOgFNhO0kQJeQD3o2uz1AjZduEoOwOUCt+lxtxT5DQPmgZ7Pq0z1ASFD8GHM/QUBAE2HD0/s4QAfwFkhQLEhAQj7o2aw6REBiEFg5tJBEQJYhjnVxKzlA7Q2+MJkaOkB90LNZ9flCQLraiv1lN0NAak3zjlNENkBN845TdLxFQCPb+X5qLDtARwN4CySYMUDXo3A9Cmc3QLaEfNCz+UJACtejcD0yQ0CzDHGsi0NFQGN/2T15+ENAC7WmecdZQUAAAAAAAKBEQC/dJAaBfUdAJQaBlUOLMUAnMQisHOpGQJLLf0i/pUlAXwfOGVGKNkBF2PD0SjFBQDsBTYQNJ0NAmggbnl6JMkDeAgmKH+tDQAfOGVHac0hAfT81XroJRED0/dR46a5AQKabxCCwokFAN4lBYOUQJUCYbhKDwAo3QL8OnDOiDERAb4EExY+hO0BEaW/whYlMQPwYc9cSEjhAx0s3iUEoQkDKMsSxLhZBQLFQa5p3xENA2T15WKgFREAfhetRuA5JQEI+6NmsgkZAImx4eqWsM0D67evAOftDQBTQRNjw5EFAuB6F61E4OUDOqs/VVvxDQBSuR+F69EJAx0s3iUEAQUAWak3zjvM1QARWDi2yXT1A5IOezapfMEDpt68D5+xBQKMBvAUSJERAfa62Yn+JOkAMk6mCUSlFQGuad5yiO0JAldQJaCKURECNKO0NvgBIQAWjkjoBTStAUkmdgCZiQ0AT8kHPZrVCQJayDHGsg0FAZohjXdxGQUDPZtXnahs+QKwcWmQ7n0lAbqMBvAWaQ0BQjZduEotFQDC7Jw8LFTBAKjqSy39YNkClLEMc63I+QOeMKO0NjkRASZ2AJsI2Q0AgQfFjzAVFQGwJ+aBnO0NAGJXUCWgCJUCbVZ+rrTBBQKjGSzeJYTpA3NeBc0aEN0DImLuWkI8/QOVhodY0D0JAgZVDi2wXNkDFILByaCE8QAg9m1WfK0lAnDOitDc4PkDjNhrAW3BEQN6Th4Vaa0RA1zTvOEVXOUDTTWIQWBk5QNzXgXNGBDBAGCZTBaMSQ0B6Nqs+V8NAQB4Wak3zDihAc9cS8kGnRUDecYqO5DI2QNk9eViobUhAmnecoiP5K0Dbiv1l97Q/QBx8YTJVoDxAR3L5D+lXR0Btxf6ye9JBQEGC4seYi0lADwu1pnlXO0BJLv8h/VYzQCS5/If0u0VAZmZmZmY+RkAqOpLLf8BBQBlz1xLyQTpAofgx5q6VSUC94xQdyV1GQGlv8IXJxEpAnDOitDe4RUDNzMzMzNRIQOJYF7fRMDZAeHqlLEPkRED1udqK/YVGQFOWIY51GUBAJQaBlUNLNUD3Bl+YTC1CQJeQD3o22zVAbAn5oGfrQEDF/rJ78iA9QLpJDAIrRzZAbjSAt0AKRED129eBcyY/QDarPldb2UBAHcnlP6TvQkDu68A5IxpGQAaBlUOLLDdAPSzUmuYNNkCRfvs6cG4uQDm0yHa+HzlAQmDl0CLzREAsZRniWEc1QGN/2T152EpANqs+V1thOkDfT42XbjJNQIy5awn5OEJAxSCwcmgxQkDjNhrAW/AwQBDpt68DT0BAQKTfvg68R0AZc9cS8iEsQOeMKO0NBkFAkDF3LSEPSUDswDkjSpNIQHGsi9toQEBA46WbxCAwQkAMk6mCUWFEQFkXt9EAnjdAHqfoSC7/O0CF61G4HrVGQP8h/fZ1cDhAPQrXo3BNQkC9UpYhjvUwQEXY8PRKiTZAYHZPHhZaPkDek4eFWjM7QO5aQj7oqTtAklz+Q/rdQ0A2qz5XW/lCQM9m1edqizBAhXzQs1nFOEAqqRPQRNBAQH4dOGdEOUFAfT81XrphQEBZF7fRAP4yQG/whclUUTdAqz5XW7GPQ0Bd3EYDeOtCQE3zjlN0pDBAS1mGONZVPkDkFB3J5f88QHzysFBrOkJAtFn1udo6REAkKH6Mucs/QDj4wmSqsD5AgnNGlPZWQUBApN++DsREQOf7qfHSXUFAjNtoAG8xPkBuowG8BXI4QMx/SL99zThAqvHSTWI4QkC5/If02zdJQEVHcvkP6TZAzVg0nZ0MIUAAAAAAADA/QJvmHafo6ERAB/AWSFDsPECjkjoBTRRFQHsUrkfhSkJAmbuWkA9KPECaCBueXgk/QMcpOpLLV0BAWYY41sVlRUCIhVrTvOM4QDvfT42XjjtA9+RhodZUSEBLWYY41lU8QKTfvg6cK0NAyAc9m1XXR0BR2ht8YVJAQOVhodY0d0dAaJHtfD8dQ0AOT6+UZVhEQMRCrWnesTxAXCBB8WNkSUCI9NvXgbM2QN6Th4VaIzVAp3nHKTrKRkDMXUvIBzVAQKTk1TkGJAnAyeU/pN/eNUDHSzeJQdA+QN6Th4Vaa0FAPZtVn6vVQUA730+Nl9ZJQB4Wak3zpkBAZRniWBfXPUA0ETY8vdI+QDEIrBxadDtAyXa+nxqPJUAlBoGVQ8smQHZPHhZqjUBALv8h/fa1O0B4CyQofiw+QA8LtaZ5FzxA3GgAb4GkPUB1kxgEVlZFQM3MzMzMhERA2PD0SlkGM0CM22gAb7FEQO58PzVekkBAPL1SliHuM0BKe4MvTEZGQHQkl/+QfkJAbVZ9rraKRECYTBWMSmo1QAFNhA1P50RA+Q/pt6/DR0C28/3UeLk6QGIQWDm0CElA/yH99nUQOEBsCfmgZwM/QHZPHhZqvTtA8IXJVMEoPUCYTBWMSlo+QJVliGNdBEVARdjw9EpZP0AnwoanV8JGQPd14JwRbUBACtejcD3KOEDTTWIQWHFHQJAxdy0hvzZAImx4eqWERUBxPQrXo7AsQN6Th4VaYzBAFD/G3LWUQUCNKO0NvvBEQDQRNjy9KkBAsHJoke18REDIBz2bVW9NQG/whclUETVA6Ugu/yEdP0A17zhFR7I3QAXFjzF3LTBAg8DKoUWmQkCmm8QgsPJEQBQ/xty1xDtAQmDl0CIbQUBn1edqK8YyQCntDb4wOUJA+FPjpZv8RkAWak3zjsM2QCQof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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"139\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"2qz6XG1VMED68gLsozMjQFfsL7snHzBAnu+nxktXK0DmP6Tfvs4uQJm7lpAPWiVA54wo7Q3+MEBrK/aX3fMtQNBE2PD0aitAAAAAAACAJUC8y0V8J0YfQM4ZUdobnCxAXCBB8WPMJkARNjy9UpYqQGOXqN4amCBAZmZmZmYmKkC94xQdycUqQLfRAN4CyShA1lbsL7uHJUCad5yiIzkoQOv/HObL6xZAbVZ9rrbCL0Af9GxWfU4nQL99HThn1CNAdZMYBFZOJkCRD3o2q14sQKVmD7QC8yNAodY07zjFJECfq63YX9YqQG6jAbwFMitAx7q4jQawK0BIv30dOKclQHCUvDrH4CNAiIVa07yjMUBHVRNE3WcjQJ7vp8ZL9ytAhA1Pr5QFKEAvbqMBvAUkQDbNO07RsSpAAJF++zpQKUDBqKROQFMrQNY5BmSvtxVADr4wmSrYJECamZmZmZkoQEATYcPTWzBAGeJYF7dRJUC4QILix7gsQMX+snvyECRAkst/SL/dKkA2zTtO0fExQPq4NlSMkyJA9+RhodaUKkC1FfvL7mkkQIhjXdxGwyhA3GgAb4HkIUDecYqO5NIpQKyt2F92LylAaCJseHqFLkAg0m9fB64rQD/G3LWEnC1AHqfoSC4/JUDx9EpZhrgsQEbOwp52eBlA7lpCPuj5JEBfKcsQxzoyQGZmZmZmNiJAS+oENBGWJUD7XG3F/rIoQAK8BRIUnypA097gC5MZM0BortNIS6UUQEi/fR04JzJAcT0K16NQKkAGEhQ/xnwlQJYhjnVx+y5A2qz6XG2FJ0AjSnuDL+wYQMaKGkzDUBdADi2yne/nK0DNHmgFhuwfQMWPMXctQS1AN4lBYOWQK0BmiGNd3MYtQCzUmuYdByhA7C+7Jw8LJ0CeXinLEOclQF3cRgN4KzBABYasbvWMIkDwFkhQ/CgxQCgPC7Wm2SlAcy7FVWXvIkACK4cW2V4wQBPyQc9m1S5AUI2XbhKDJUA8TtGRXF4qQDqSy39I/ydATYQNT6+UJ0ABTYQNT28hQMDsnjwstDJA51JcVfY9HkBRoE/kSRIZQNxGA3gLRCpAuB6F61E4JECHFtnO91MoQHbgnBGlDTRAz/dT46UbMUD2l92Th+UrQO7rwDkjqixAguLHmLv2J0B+VwT/WwkRQEHxY8xdKzJAuY0G8BboMUCFmbZ/ZfUjQDPEsS5u4zJAm+Ydp+jIKUCNKO0NviAwQLmNBvAWaCVAD39N1qhnIkBCz2bV53oyQJHtfD81Xi9AbAn5oGezJUDdJAaBlYMkQCxlGeJYFy1AIR/0bFZdJECxUGuad1wxQLFQa5p3TDJAMuauJeTjKUCR7Xw/NR4nQEJg5dAi6zFAxY8xdy1BLUAJih9j7vorQCxlGeJYNydArBxaZDtfKUAnMQisHOoxQACRfvs6sCpAFK5H4Xq0K0D0/dR46fYxQL6fGi/dNCBACRueXilLL0A51sVtNIAnQOVhodY0DzBA1CtlGeIYH0D5oGez6sMyQArXo3A9aipAyxDHuritKECYTBWMSsorQIEmwoanlypAIEHxY8z9L0BseHqlLOMiQI9TdCSXvy1AswxxrIubJEA5tMh2vv8pQHCxogbTkCJADTfg88NIIkDpt68D5ywqQIRkARO4tRxAm+Ydp+ioLECJeyx96CIhQKFKzR5ohfM/mUf+YOBJIkB88rBQa9ovQEa28/3U+CZAih9j7lpCLUCR7Xw/Nb4lQLKd76fGeyJAFR3J5T9EKkDg1t081aEhQCKOdXEbDS9A8KfGSzfpIUD9h/Tb10ErQFJhbCHIIRRAveMUHclFLEBSuB6F69EsQOoENBE23CRANKK0N/hCJ0BiodY07xgnQBNhw9MrdTNAgXhdv2AXH0DkFB3J5b8oQPCnxks3aSxAY3/ZPXlYMkDoaiv2l20wQKyt2F92ryVAMZkqGJX0K0Dvj/eqlRkjQPKwUGuaVzBAf/s6cM6oKkD4wmSqYLQnQBlz1xLyIS9Aq8/VVuwPKEBHVRNE3QchQJMYBFYOzStAXwfOGVFaKUCmCkYldeIsQFZ9rrZiXylAMCqpE9AkL0CHFtnO99MmQO7rwDkjSjFAAJF++zoQKUAawFsgQdEvQDPhl/p58xhAYTdsW5SJIkDlYaHWNE8rQBsN4C2QQC5ANxrAWyChJ0CjI7n8hxQxQEkRGVbxpiJAnzws1JpmJEBuowG8BVIlQNk9eViodS1AyxDHurjNJkBuowG8BZIoQE3zjlN0xClA4C2QoPixKkBdbcX+srsrQLgBnx9GOCFASZ2AJsIGKkDXNO84RZc1QKmkTkATgSlAPNo4Yi0+E0D4U+Olm3QwQOLplbIMcSZAa5p3nKIDJ0AqOpLLf9gyQJjdk4eFGiRAVFInoIlQJEBEaW/whekqQOzAOSNK2y9AE2HD0yulKEC8lpAPelYtQNobfGEylShAlPYGX5hsLkDP91PjpZspQHnpJjEIDCtAkKD4MeZOKkAK16NwPYoeQD1hiQeUfSBA9P3UeOnGJUBuowG8BdImQBB6Nqs+ty5Apg9dUN+SIkAxmSoYlZQsQNXnaiv2BzRAFYxK6gS0I0Cm1ZC4x9IeQEymCkYl9ShAyJi7lpCfMEBW8UbmkV8UQLwFEhQ/pidAyy2thsS9G0BQ/Bhz1zIbQAKaCBuefitATKYKRiV1KEBX7C+7Jy8rQMQI4dHGMRVAs3vysFC7MEAyVTAqqbMpQDBMpgpGJTFAflcE/1uZIUANiXssfYgcQJKzsKcdXhVA+zpwzohyLUBoke18P9UmQAXdXtIYzRtAbAn5oGezJkD+ZffkYWEjQAfOGVHa2y5AhbacS3HVI0CgibDh6RUqQOF6FK5HYSRAMQisHFqkKEBPO/w1WZMhQFpkO99PbSZAbVZ9rraiLEB7gy9MpvowQEfmkT8YmB5ArIvbaAAPJ0DRItv5fqouQG6jAbwFMiZAx0s3iUEgM0AGEhQ/xlwuQELPZtXnSilA2EenrnymIUDHuriNBnAtQJ88LNSaZihAB/AWSFBsMkCKH2PuWgIpQPCnxks3iSdAWyVYHM68I0CEns2qz/UxQH/ZPXlYiCxAIGPuWkLeJUDh0cYRa2EiQJEPejar3i1AQBNhw9PLK0Bv8IXJVMEwQPd14JwRZSlAp+hILv8xM0BxrIvbaGAkQFK4HoXrMSVAb/CFyVQhJkB7FK5H4ZolQDnWxW00QClAxty1hHzwMEBgqwSLwxkaQG3n+6nxUipAZMxdS8jHJECBJsKGp5csQLWmeccpajBADJOpglEJKEAr9pfdk2cqQBpR2ht8wShAcT0K16NwJ0BoImx4elUxQK3ddqG5DiBAdnEbDeDtJ0ClTkATYQMmQJqUgm4vaR1ArIvbaADvLEBN845TdKQpQCuHFtnOtzJAO3DOiNKeLkDQ1VbsLxskQKAaL90kZi1AmSoYldTJJUB6Nqs+V7skQGEyVTAqqSdAHHxhMlUwLEAIrBxaZJsmQKOSOgFNhCxAGCZTBaOyLUDXEvJBz0YqQG8Sg8DKwSxA3bWEfNBTJ0CP5PIf0o8lQPkP6bevQzJAxSCwcmgRNUDf4AuTqYIkQNQrZRniWCxAVcGopE4AKEDKMsSxLm4tQOviNhrA+yhA6Nms+lztF0BE+u3rwLkqQGTMXUvIxzJAgZVDi2xXMUA+eVioNU0tQJtVn6utmCRAn3b4a7LmIEBfKcsQx3opQOY/pN++Li1A30+Nl25SGEAX2c73U0MrQJf/kH77+iVAIEHxY8ydJECt+lxtxb4bQN4CCYofQzFAcF8HzhnRJUCTOgFNhK0sQG/whclUcTNAtaZ5xymaLEA4Z0Rpb5AmQGiz6nO1FShAd76fGi/9LkBdv2A3bOsiQH2utmJ/OSFAKe0NvjBZLEAMk6mCUWklQEJg5dAiWy1ArrZif9kdKUAZc9cS8gEuQKiMf59xMSNATYQNT690L0A9LNSa5u0jQLe0GhL32CNAyAc9m1XfLEDtZHCUvFogQANgPIOG3hxAw2SqYFRyJ0A17zhFR5InQMrDQq1p3ixAgnNGlPamL0BZTGw+rq0TQJT2Bl+YrDJA9bnaiv2lJkBiEFg5tGgoQNV46SYxODRA8KfGSzdpJUDKVMGopG4eQHuDL0ymSipAj8L1KFyPK0BXW7G/7M4wQIY41sVt9B9AWKg1zTvuH0BxPQrXo/AqQDGZKhiVFCZArIvbaADvLUD7y+7Jw6IvQHKKjuTyzzZALpCg+DEGMECkcD0K16MsQH0/NV66yS9AMGR1q+e0IkCvlGWIY30wQEOtad5xijBAseHplbJsKkBaZDvfTy0kQIlBYOXQAihAdEaU9gbvMECfzarP1bYqQOlILv8hfShArBxaZDvfL0BiodY07/gkQNEi2/l+SixAxHx5AfbhIUDWrZ6T3mcjQA8LtaZ5dzBAAU2EDU/vJkDVCWgibLgoQCgPC7Wm2SRA5zV2iep9IUCyLm6jARwsQF8HzhlRGihAyY6NQLxuHkBF2PD0SjkqQFOWIY51cSVAeekmMQiMI0A9YYkHlM0bQBKlvcEXpidAEOm3rwOHKkA/xty1hHwnQFdbsb/s3ixATYQNT690J0BDrWnecUoqQFiQZiyaDgpAgEi/fR2YL0Ch+DHmriUqQFovhnKi3SNAYYkHlE3JI0AwTKYKRtUyQNqs+lxtxSlAMZkqGJUUKEBaZDvfTw0wQLgGtkqwiCNAW7G/7J4sMEAPnDOitFcqQNSa5h2nSCVAgNQmTu4XGkCKyLCKN/IjQFwgQfFj7ChAe4MvTKZKKUAy5q4l5GMrQAAAAAAAADNANe84RUdyKUAc6+I2GuAwQKOSOgFNBClAOPjCZKrgLEBpb/CFyXQoQGgibHh6BSxAt2J/2T3ZLkBeukkMAmsnQIqO5PIfciZAguLHmLvmMUAOT6+UZSgqQK+UZYhj3ShAT6+UZYhDJEBYyjLEsU4tQCQofoy5aydAh6dXyjKEKUAOLbKd7ycvQNbFbTSAVy5A48eYu5YwKUBmiGNd3CYsQEa28/3UeChABvUtc7qMGEAaUdobfKEkQHReY5eoriBADYl7LH1oI0AN4C2QoJgrQFK4HoXrkSJAjV2iemuAIkD+ZffkYQEqQA/uztpt1xhA0SLb+X4aNEC2hHzQs9koQIV80LNZFTFAPKWD9X8OHkDx9EpZhrglQGr7V1aa9BtALlbUYBrmHkAIPZtVnysvQK1p3nGKritAhA1Pr5TFK0D0bFZ9rpYmQIEmwoanlypAat5xio5kLkDoaiv2l70kQE+vlGWIgyhAE/JBz2aVKUBmiGNd3HYwQGEyVTAqiR5ARpT2Bl84K0BETIkkehkbQK36XG3FXitAhjjWxW0UK0DT3uALkwklQFYOLbKdDy9ArfpcbcXeKkB4eqUsQzwmQHUCmggbnjFAOq+xS1TfI0A1RuuoahIiQAVpxqLp3CNAevzepj8bFUARje4gdiYYQOXyH9JvPyFAO99PjZfOMEALtaZ5xwkpQATKplzhXf0/kzoBTYTtI0A0gLdAgiIyQG/whclU4SpAMEeP39uUHkCeJF0z+WYaQDSitDf4IihAbqMBvAUSKECjAbwFEvQpQGKh1jTveChAorQ3+MLkJkASFD/G3PUxQHicoiO53ChAj+TyH9LPJUCqDrkZbiAhQGWlSSnoFh5AwoanV8qSMkAKaCJseBosQB4Wak3zbidAzhlR2hs8J0D+1HjpJvEqQBrAWyBBcS1AguLHmLumMUDTTWIQWFkmQGfttgvNpSFAV+wvuydPMUCamZmZmVkwQHzysFBruiVAMlUwKqkzMUCDF30FaXYjQHo2qz5XuypACtejcD1KKUA4Z0Rpb4AiQCuHFtnOFyhA/7J78rBwLUAf9GxWfe4sQFvTvOMUvSlA6PaSxmgNIUA3GsBbIAErQJhuEoPAyi9AwoanV8pCMEBgdk8eFmotQBDpt68DNzBA5BQdyeUfLEAyIHu9+/MgQOLplbIMUS5A6SYxCKw8KUCPwvUoXM8nQAskKH6MeTFARUdy+Q9ZMEC4HoXrUXgoQGdEaW/wBSpAgLdAguJnKUCyLm6jAdwrQGB2Tx4WyixAE2HD0yvFKkBuNIC3QOInQAWjkjoBLSRAX5hMFYyaM0C6SQwCK+cmQCEf9GxWfSdAyJi7lpBvLkC94xQdycUwQFHaG3xh4jNAZmZmZmZ2MECcxCCwclgjQGHD0ytlGSZALbKd76cGJkC2hHzQszkpQLxXrUz4RRZAzojS3uBLKkBbsb/sntwfQEHxY8xdyyVAylTBqKQuKEBdbcX+sgswQJ88LNSaxilA54wo7Q3eKkBtyhXe5dIhQELPZtXnaidAxY8xdy1hL0DzH9JvX4cmQGWqYFRSxylAI0p7gy9sIUB8YTJVMOosQNUmTu53CBtASOF6FK6nJkAYJlMFoxImQD/G3LWE/C9ANV66SQxCKEAE54wo7Y0kQMl2vp8avyBA9P3UeOmmKUCBBMWPMTcvQPtcbcX+8ilA2UKQgxKGIUD35GGh1vQtQDW1bK0vUhJAeekmMQhMMUDhehSuR0EnQKRwPQrX4yRAQYLix5hbJ0C30QDeAikuQG+BBMWP4SNAo5I6AU0EKUAi/fZ14PwrQMsQx7q43TJArvVFQlsuF0AijnVxG70wQAfOGVHa+y5AgQTFjzFXLUCaCBueXmkrQA1xrIvbKCpAuK8D54xILEBbfAqA8WwXQM9m1edqSyFArthfdk8+M0Df4AuTqcIwQJMYBFYObTBAhXzQs1nVL0DsUbgehasuQG/whclUASZAsb/snjwMJkAk1uJTAEwfQJp3nKIjmSRAFmpN846TKUBCYOXQInsoQAYv+grSzBlAZMxdS8gHMEDnOo20VC4hQJM6AU2EjS1ALv8h/fa1K0DF/rJ78nAnQGgibHh6pS5ANxrAWyABJkC+h0uOO8UfQEcDeAskmDBAmpmZmZm5LEBIv30dOMcnQKEQAYdQBSJAcT0K16OQK0CRm+EGfN4dQBrAWyBBUSxAXCBB8WMsK0Aep+hILt8sQEku/yH9NitAOUVHcvlvLkBR2ht8YTIxQEATYcPTCzJAGJXUCWiiJEBt5/up8eIiQL7BFyZTRStANe84RUdSMEBKe4MvTGYkQLraiv1lVyhAoWez6nPVK0BRa5p3nOIlQKQZi6azAyNAPUSjO4hdGUC8lpAPevYrQATnjCjtTSxAf9k9eVhoLEAOLbKd76cmQCQofoy5KyVAaLPqc7X1JkDy0k1iEJgnQKEQAYdQJQ9AVIzzN6HQHEAX2c73U0MtQHU8ZqAyniBAwhcmUwWDJ0ALtaZ5x+kwQJT2Bl+YrC5Au7iNBvCWJ0Brn47HDBQfQIEExY8x1ypAh78ma9SjGkAdyeU/pP8uQH4dOGdEiSVAXCBB8WPsJEBWn6ut2N8rQKVOQBNh4y9AKcsQx7poMkBDBBxClWoiQHEbDeAtUC9Aw2SqYFTyKEDXNO84RccYQBZNZyeDAxVAUPwYc9eSJ0AkufyH9PsoQFhWmpSCLhpACyQofozpI0D2KFyPwgUjQMNkqmBUUiZAdnEbDeDtKkA0ETY8vTImQJeQD3o2qxxA+MJkqmAULkB24JwRpX0jQOIjYkokISBA8Uv9vKkIHEBDrWneccoqQJvmHafoSCdA6bevA+cMJECASL99HdgpQDxO0ZFc3i5A0gDeAgkqK0Dx9EpZhvgnQKjGSzeJIS1Ag8DKoUU2MEAjvhOzXlwgQOuoaoKoiyBAzczMzMyMLkCgibDh6fUoQFHaG3xhEihAEoPAyqFlL0CzDHGsi1soQOPHmLuWECpA6Ugu/yG9LUDjx5i7ljAgQJHyk2qfbhtAMlUwKqlTJEALQQ5KmIkaQD7o2az6PB1AZB75g4E3IEAu51JcVaYjQHnpJjEIDClAOwFNhA3PKUAgY+5aQi4yQJyiI7n8RzRAIv32deA8LUDcRgN4C+QmQOeMKO0NvixAzTtO0ZGcK0BK7xtfe4YgQJ2AJsKGxyVAofgx5q5FKUDSb18HznkmQPW52or9xS1AXW3F/rJbLkBy+Q/pt48uQMIXJlMFYy1A0LNZ9bm6LkC6SQwCKxc2QNXnaiv2VxlAv30dOGfELkChZ7Pqc9UmQMpUwaikTihAVFInoImQKEB/arx0k7goQGlv8IXJtC5AT0ATYcNzMEDopPeNr00gQApoImx4mi9AAwmKH2MOJUCyLm6jAfwuQAAAAAAAwC9AyAc9m1WfLkDYZI16iMYjQFD8GHPXUiZAMuauJeSDKUCwcmiR7dwlQOhqK/aX3SpAADrMlxfgIED2evfHexUjQDGZKhiVVCpA/7J78rAQLUBxPQrXo/AkQL1SliGOdS5A9GxWfa52K0DWkLjH0gcXQBk5C3vawSFA9kVCW85lFUBUUiegifAlQBsN4C2QgCtAio7k8h9yLkC8lpAPepYmQPRPcLGiZiJAr5RliGN9JEBIv30dOCcwQO8gdqbQWRdARiV1ApqILEB/2T15WCgmQOjZrPpcLSlAPzVeukmMMUBn1edqKzYtQNk9eViotSlA5WGh1jRPMEBLyAc9m4UjQNUJaCJsGCNA/mX35GHBKkCPU3Qkl/8mQB+F61G4vidA3pOHhVpzM0A6I0p7gy8sQDJVMCqpsyFAVHQkl//wKECBlUOLbGcqQIbJVMGo5AJAYf2fw3zpIEBMpgpGJbUqQMP1KFyPgiVAVcGopE5AMUASpb3BFyYvQI2XbhKDQCtAjgbwFkjwKkA8TtGRXB4lQHDOiNLewCdAPSzUmuadJUDQ1VbsL9slQHh6pSxDnChA5q4l5IOuNECzDHGsi0swQI/k8h/Sry1AUWuad5xCJ0B/arx0k+g1QMZtNIC3gClAyxDHuriNKkB2/YLdsD0jQKyt2F927ytApSxDHOtCKkDnb0IhAg4WQPVKWYY4xjFAkUQvo1i+IkCkcD0K14MwQAK8BRIUHytA6gQ0ETZ8LUCmCkYldUIpQJ0ui4nNRyNA+kSeJF0TIkB4YtaLobwTQK1p3nGKTiRA16NwPQrXMUBGlPYGX3gvQMrDQq1pTiFAJ6CJsOEpIEASpb3BF4YmQJNvtrkxLSJAcT0K16NwKUASpb3BF6YxQAT/W8mOTRxAw/UoXI8CJkBCz2bV5wolQI4G8BZIMC5AWmQ7308tLECneccpOhInQCh+jLlrKSZA6bevA+cMJkCC4seYu9YeQDSdnQyOQiBAREyJJHqZDkCAYI4ev/ceQEvqBDQRdiRAsb/snjwsKEAZBFYOLZIkQKMBvAUSdCpAnMQgsHIoJUDHuriNBrAkQDEIrBxaZCdAfGEyVTBqJkAZc9cS8iEmQMUgsHJoESRAEce6uI2GJUDLoUW2810rQIGVQ4tsRypAGOyGbYtyFEDvOEVHclksQGiR7Xw/tSZA3GgAb4HEJEB0tRX7yy4rQL/Uz5uK1BpAZ341BwhmIkB0RpT2Bl8uQBlz1xLygTBAJ6CJsOEJMkCkcD0K1+MsQHqlLEMcKyVAeVioNc0bJUBuowG8BfIkQDC7Jw8L1SZAQ8U4fxOaIkCBJsKGpxcnQNbFbTSARzVAp3nHKToyMEDIBz2bVf8lQFInoImwwSxA3bWEfNDTJECIug9AanMiQFN5O8JpgSJAT0ATYcOzJ0BlGeJYFzcfQGiR7Xw/FTBAl/+Qfvv6MEAf9GxWfa4vQPVKWYY4VihA/kP67esgKUDqlbIMcQwsQFg5tMh2PilAowG8BRKUJ0Dx9EpZhpgoQOF6FK5HgTBAOPjCZKogKkAvi4nNx3UdQOhqK/aXTTFARPrt68DZJUBz1xLyQQ8iQCPb+X5qHCdAO1PovMbeIEApXI/C9SgpQIgRwqONwxpAbAn5oGcTE0CNf59x4cAUQJhMFYxKSixAPQrXo3B9JUDVeOkmMeguQOY/pN++DiJAP8bctYTMNEAgQfFjzN0pQPrt68A5QyJAHqfoSC6/KUArhxbZzvcxQDSitDf4YitAgH106sqHIED4U+Olm0QtQGZmZmZmpiRAMQisHFrEKEByM9yAz48KQDLmriXkYydAKe0NvjAJMUDl0CLb+X4nQKyL22gAzypAlE25wru8G0A51sVtNGAlQG3n+6nx0i5AUdobfGGyJ0CV1AloIpwxQFafq63YTzFAtaZ5xynaK0CaCBueXgknQBWRYRVvhB1ANIC3QIJiKkAg0m9fB84uQIJzRpT2ZipAWYY41sXNK0DhtOBFXyEgQHe+nxovvShAPzVeuknMJEAkKH6MuYssQI9TdCSXPytAm1Wfq62YK0Abnl4py8AwQAKaCBuezjBAqz5XW7F/K0Bh4Ln3cBkhQG/1nPS+ESNAYMjqVs/JI0CBlUOLbMcoQNcS8kHPhipAb4EExY8xLUCKsOHplaIwQILix5i7BjFAmrZ/ZaXpHUBGlPYGX3gyQEATYcPTayVAgZVDi2w3I0Bn1edqK3YsQKd5xyk68iZA9u6P96q1I0BzaJHtfP8wQEa28/3UWCRARrbz/dSYL0Bhjh6/twkbQFr1udqKbTBAlkOLbOebJUDKVMGopO4sQIj029eBkzFAbqMBvAWSLECjI7n8hzQwQEJg5dAi+yVA5/up8dJNJEDHuriNBjAmQJjdk4eFajJAv30dOGcEKEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"140\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"141\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"146\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"147\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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APnlYqDV9SUDTTWIQWDFJQNDVVuwvK0dA5x2n6EiOSUBm9+RhobZIQJtVn6utMEdAvsEXJlN1TEDOqs/VVixGQB+F61G4jkVAX5hMFYxaSUB8YTJVMFJGQEHxY8xd+0ZAuECC4scIRkB+HThnRLlHQPd14JwRpUdArBxaZDu3SUBLyAc9m21HQKvP1Vbsv0dA1xLyQc+eSEAHX5hMFbREQFFrmnecOkZA+n5qvHSbRkDKw0KtaWZHQLgehetRIEhAY3/ZPXlQRUDG3LWEfNBJQPp+arx0i0dAWMoyxLFWSUCeXinLEA9IQF+YTBWMakdAM8SxLm4jSUDvOEVHcrFEQCS5/If0c0VA/fZ14JxpRkDCFyZTBaNGQFXBqKROqENAzqrP1VbcR0C8dJMYBCZIQBUdyeU/XEZAkX77OnA2RkDJdr6fGudFQN/gC5Op4khACtejcD3qRkC/DpwzorRFQNnO91PjLUlAXwfOGVFaRECGyVTBqKRGQM4ZUdob7EZAaW/whckkSkBd/kP67ZtGQE5iEFg5jEZA1sVtNIBfRkDwFkhQ/LhHQIZa07zjTEpAio7k8h8KR0CHp1fKMlRGQOf7qfHSHUVAArwFEhSHSECWQ4ts52NFQO84RUdyMUdAbjSAt0CqRUB4CyQofoRIQL4wmSoYFUdAYOXQItvBRkCIhVrTvKNGQOauJeSDVkZAH/RsVn22Q0CKsOHplWpJQPKwUGuan0lAWvW52opFR0DDZKpgVCJGQGUZ4lgXB0hAmbuWkA8CSEAJih9j7tpIQApoImx4wkZATYQNT6/MRkB9rrZif1lIQDarPldbgUhAMEymCkZ1R0C5jQbwFghFQIofY+5aakpAjnVxGw1oRUA0orQ3+OJGQCxlGeJYN0dAkQ96NqtGRUBwzojS3sBJQME5I0p740RADJOpglGZR0CU9gZfmBxJQB4Wak3zvkZA5x2n6EgORkACvAUSFB9EQK36XG3FHkhAkDF3LSHHRED8GHPXErpFQGiR7Xw/TUdA/Knx0k2KR0Dx9EpZhrhJQNJvXwfOqUlAzczMzMzURkBYyjLEsS5HQJ+rrdhffktAbef7qfE6R0CWQ4ts5xNGQIEExY8xH0pAcoqO5PIPR0Dgvg6cM2pIQNBE2PD0GklAM8SxLm6zRkBhMlUwKolJQBKDwMqhbUZAylTBqKQeSEA6I0p7g7dIQDhnRGlvsEhAvAUSFD9OSEB9rrZif8FFQJf/kH77ekZAeJyiI7ncRkB2Tx4WaqVGQCgPC7WmcUVAwFsgQfGrSkBtxf6ye8pIQJzEILByiEhArfpcbcUeR0CppE5AEwFLQDeJQWDl6EdAiIVa07yTSEAvbqMBvEVKQIMvTKYKnkJAjNtoAG9RSUDcaABvgQxIQIEmwoanv0hAPE7RkVzeRUB4CyQofqRGQOQUHcnlh0pA4zYawFtYSECamZmZmTlIQG6jAbwF+kdAfh04Z0TRSEBseHqlLDNKQCnLEMe6QEVAEoPAyqGlS0AqqRPQRChJQKTfvg6cG0NAm1Wfq60ISEAdWmQ73x9HQOhqK/aXRUlAzTtO0ZHsSkC30QDeAilJQEvqBDQRlkhACtejcD0yR0A9m1Wfqz1EQN/gC5OpakpAhJ7Nqs8NSUBOYhBYOXRHQJtVn6ut0EhA/mX35GG5RkCBJsKGp/dKQLu4jQbw/khAhJ7Nqs8FSUB3LSEf9ARJQNIA3gIJCkZAOdbFbTRwSEDsL7snD8tGQB3J5T+k50hAgQTFjzHHR0B1kxgEVo5GQBPyQc9mNUdA1zTvOEXXR0DwhclUwXhGQPLSTWIQ6EpAyxDHurgdSEDV52or9g9HQDSAt0CCmkdAveMUHcklRUAqqRPQREBIQMuhRbbz1UVAaQBvgQT1REBpAG+BBF1GQIEmwoan30ZA1edqK/Y/SECfq63YX8ZKQBZqTfOO80dAFD/G3LVsR0DkFB3J5R9HQAmKH2PuWkZA8kHPZtWHSkD129eBc5ZIQBsv3SQGEUdAiUFg5dB6R0DPZtXnanNIQAn5oGezAkhAldQJaCKMSEDiWBe30ZBHQHZPHhZqzUhAKA8LtaYRTECx4emVsiRIQH9qvHSTAElALbKd76cWRkAdOGdEaQ9JQEI+6NmsKkVAUI2XbhJTSECHFtnO9/tHQMrDQq1pxkxA+MJkqmDkSEB3LSEf9MxIQDJVMCqpy0lAEhQ/xtw1R0Bj7lpCPoBIQOm3rwPn/EdAaW/whcmkSUDjNhrAW+hGQIlBYOXQ8kpAS+oENBEeSEC/DpwzoiRIQM07TtGRtEdA1CtlGeJIS0BdbcX+svtKQAWjkjoB/UdAJ6CJsOEJS0BR2ht8YbJGQDj4wmSqqEhA/yH99nW4SECCc0aU9v5JQGQ730+NB0hAOGdEaW8wREBz1xLyQbdIQI51cRsNmERA8fRKWYYgSUClvcEXJutJQFTjpZvEKElAVFInoIloR0D5MeauJeRIQP5l9+Rh0UdAke18PzWWR0AwuycPC+1GQJp3nKIjoUhAX5hMFYwSRkDRkVz+Q7pJQHZPHhZq7UlAKe0NvjApSEBtxf6yeyJHQCfChqdXokdA6pWyDHHcSED7y+7Jw6pIQLRZ9bnaGkdA4zYawFt4R0BVwaikTgBHQPp+arx0Q0ZAPzVeukmUSkBcIEHxY7xHQHctIR/0TElAb/CFyVTRSEDswDkjSgtIQJwzorQ30EhAoWez6nMNSUD3deCcEYVJQAFNhA1Pz0lAaCJseHo9SEAvbqMBvJ1IQNzXgXNGDElA9dvXgXNWSEBI4XoUrrdFQLaEfNCz8UVA6pWyDHGsSEAtQxzr4r5HQHxhMlUw6kVAgZVDi2wXSkCR7Xw/NeZHQNuK/WX3LElAjErqBDQ5RkBSSZ2AJoJLQGaIY13cHkVA3SQGgZWjR0C28/3UeGlIQJ0Rpb3Bb0tA4XoUrkdhSUDY8PRKWcZIQHNoke18F0pAs+pztRU7S0DxY8xdSyhIQEHxY8xdW0dA4zYawFvYREBE+u3rwKlIQACRfvs6QElA5fIf0m+XRkBMpgpGJf1HQGiR7Xw/vUdAzojS3uCrSEAPC7WmeY9HQBgmUwWjmkdA5fIf0m8HQ0B/arx0k2BKQHsUrkfh+kdAhslUwajcSUAMk6mCUYFLQHS1FfvL3kZAt2J/2T0xR0AVHcnlP/xHQDAqqRPQ9EVAUwWjkjoBSUBGlPYGX0BIQGKh1jTvQE1AqFfKMsT5Q0DSb18HzslHQP2H9NvXCUVAPE7RkVz2SkAXSFD8GMNIQMoyxLEu9klAKH6MuWtZSEB1ApoIG4ZKQAMJih9jxkdARUdy+Q9JR0CM22gAb3FHQIj029eBo0pADi2yne+fRUC8BRIUP05FQMl2vp8aF0lASZ2AJsJ+RkDJ5T+k35ZGQMX+snvyAElAUI2XbhLbSEAkKH6MuetIQDJ3LSEfXElAtRX7y+6pRkBos+pztY1KQNnO91Pj7UdAxm00gLeoS0DA7J48LLxJQP2H9NvXUUhARpT2Bl/wR0Ag0m9fB3ZKQF3+Q/rt80ZAhetRuB7FRUCWsgxxrGtFQJyiI7n8n0ZAnDOitDeIR0By+Q/pt5dLQI2XbhKDuEpA0LNZ9blSR0DRkVz+Q2JJQOwvuycPk0pA4QuTqYIhSEBfmEwVjHJHQGEyVTAqUUtA+n5qvHQDSUDUmuYdp5hFQNPe4AuTqUVAY+5aQj5ISkBd/kP67RtIQJOpglFJJUpAJJf/kH6LSEDfT42XbkpJQP7UeOkmCUdAWYY41sUlSEDPZtXnapNJQLyWkA967kRAfa62Yn9ZREA8TtGRXAZJQPmgZ7Pqa0hA3+ALk6lCSUBt5/up8WpIQMGopE5A20hAR3L5D+kXRUAJih9j7spIQEaU9gZfUEdAC7WmecchR0Bg5dAi26FDQKH4Meau1UlA+THmriUERUArGJXUCbBIQPCnxks3UUtAXkvIBz1LRkCaCBueXkFGQKmkTkAT+UpA+1xtxf6yR0CDL0ymCt5HQL3jFB3JtURApU5AE2ELSUCJQWDl0HpEQJp3nKIjCUpAGw3gLZCQS0B6Nqs+V1tIQD55WKg1nUxAkQ96NqsuSUCamZmZmZFGQPjCZKpg3EdAL26jAbwdSUBHA3gLJFhIQDQRNjy9WkRAPE7RkVxORUCwA+eMKM1GQIbJVMGopEdAGXPXEvIxSED/If32dfhGQPjCZKpgHEZAaCJseHqtR0BEaW/whSFHQBDpt68D10dAmEwVjEpqRUDKVMGopC5IQKkT0ETYEEhAn6ut2F8uSECJ0t7gC9tHQIXrUbgeNUlAMCqpE9DMSEAu/yH99p1HQKJFtvP9zENA9bnaiv39RUC28/3UeIFGQNV46SYxcEZABTQRNjyNRUAc6+I2GoBJQBPyQc9mhUlAryXkg57lSkCoxks3iQlIQMZtNIC3iEhADAIrhxaxS0BfmEwVjApLQCcxCKwcckpA6gQ0ETa8SkA/V1uxv6RKQJF++zpwJkZAnYAmwoaHRUDr4jYawEtIQHE9CtejAEhAEFg5tMiuSEAZ4lgXtxlLQMoyxLEulklAj8L1KFzHSEAVjErqBHRKQO84RUdyIUZAf/s6cM7wSEB6xyk6krtJQNEi2/l+MkdA1xLyQc/WSEDl8h/Sb99GQABvgQTFL0pAPnlYqDUdSEBGJXUCmgBGQPvL7snDAkhA6SYxCKyES0BnRGlv8CVHQMRCrWneKUVAXynLEMeyRkBeukkMAjtFQEI+6NmsGkVAPZtVn6uNRUAjSnuDL7xKQF66SQwCw0RA7FG4HoVzS0BKe4MvTP5JQLHh6ZWyNElA0gDeAgniR0BN845TdIxIQLfRAN4CqUhAEOm3rwPfRkCxv+yePGRKQLUV+8vuwUtAeqUsQxyLRkC8BRIUP85HQNV46SYxyEdAMEymCkYtRkD7OnDOiJJHQLprCfmgL0ZAw2SqYFSqRkAU0ETY8PRJQO0NvjCZ0kdAx7q4jQZ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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"150\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"151\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"152\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"153\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"vAUSFD9WMUD7XG3F/kI2QPXb14FzRiVA+zpwzojiMEB63/jaM5sjQFR0JJf/sC9AYcPTK2VZLEC5quy7IlgaQH/ZPXlY+DFA2ht8YTKVJEB2cRsN4I0xQGQGKuPfJxJAsi5uowFMM0ALRiV1Amo0QE65wrtcxBZAHqfoSC5fMkA4Z0RpbxApQPRsVn2utjJA9YQlHlBWIUBUUiegifApQME5I0p7wzZA1XjpJjFoM0Akl/+QfksxQDJ3LSEf5DFAXI/C9Sj8NUAdWmQ73/84QHPXEvJBbzFA4lgXt9GQNEBMpgpGJbU2QKMBvAUSxEBA845TdCSnMkC/Q1GgT7QhQJF++zpwziZAGy/dJAZhJ0BCIQIOoXoiQBx8YTJV8C9A8tJNYhDYKkCnXOFdLvIgQHE7NCxG3e6/OkAwR4+fD8DNzMzMzPw1QC0hH/RsFi1A+Q/pt6+DLUCAn3HhQHgjQI4G8BZIEClA3NeBc0YkNEAIPZtVn8sYQIenV8oyhDZA2V92Tx5mNUAOT6+UZQgqQNzXgXNGtDlAo68gzVi0IED8qfHSTUIrQLG/7J485EFAofgx5q4FKkAkKH6MuesjQHUCmggbXi5AtTf4wmRKOkCBJsKGpwc0QEjhehSuhzVAmbuWkA+qOUDUmuYdp8g0QIZa07zjpDdAoWez6nO1NEBv05/9SBEWQJCg+DHmTjZA5x2n6EguK0DHSzeJQaAyQKOSOgFNJCVAB84ZUdqLPUDwFkhQ/Ng4QJjdk4eFejFATKYKRiWVMEBXBP9byQ4SQPqbUIiA8yJAxty1hHzANEBSJ6CJsIElQD2bVZ+rbTNAUWuad5xiKEBvgQTFj5E8QJf/kH77qjRAvp8aL91kNkC2hHzQszkvQIiFWtO8oyVAayv2l92zOEDXEvJBzyYxQGwJ+aBnkyFAWK1M+KWeIkD5MeauJRQ6QPLSTWIQuCRAwcqhRbbjIkCP5PIf0u85QCKOdXEb7TpAs7W+SGiLBUD4wmSqYLQmQFwgQfFjLCdA+1xtxf4aQEBq3nGKjlQ9QGwJ+aBncyZAs+pztRXbMUCWQ4ts57syQGwJ+aBnMzhA1CtlGeLoMkDxY8xdS+g6QJ+rrdhfJjlApHA9CteDL0DwhclUwYg/QAIrhxbZTjJAtRX7y+4pJkAqqRPQRLgvQApoImx42jVArkfhehQOMUAdyeU/pL89QIcW2c73syVAdEaU9gZ/PEBZF7fRAF4wQLIubqMBDDdACRueXikLO0DsL7snDzNAQFHaG3xhcihAzH9Iv31NPkAqOpLLf0g0QOauJeSDrjZAFYxK6gSkNEA3ww34/PATQJHyk2qfjvU/idLe4AuTLEBCPujZrFowQFdbsb/shkBAOiNKe4NvMEALtaZ5xyFBQIofY+5a2klAp3nHKTriNED+Q/rt6wAoQPa0w1+TlR1AhslUwahkPUB6xyk6klszQCzUmuYdxylAB5lk5CzsGECkcD0K11NCQPRsVn2uvkFAAd4CCYpfJUBy+Q/pt49AQP+ye/Kw8CVAXwfOGVGqPEAWak3zjiM4QEymCkYllT5AvjCZKhh1OUBseHqlLOMxQIEmwoanVytAB84ZUdqbDUDFILByaIEwQH2R0JZzCR5AjZduEoNAJkBaZDvfT5VEQPOOU3QkdzRAjLlrCfkgMUA3GsBbIKE6QL0Yyol2VQVA8BZIUPwAQECY3ZOHhUpEQL99HThn5DNA98d71coEFsAAkX77OvAAQNxoAG+B3EBAj8L1KFxPKMBhw9MrZVkqQD0K16NwrTRA1xLyQc9mREAKaCJseNo9QJQw0/av7AZA/kP67evAMECQMXctIT8hQM/3U+OlmzNAdy0hH/S8NEAYldQJaGIoQE2EDU+vlC1AMLsnDwu9RkDY8PRKWYYkQCS5/If0ezZAOPjCZKqgQECRfvs6cM4mQNjw9EpZBjhAXdxGA3hjQEA+6Nms+hw0QHqlLEMcS0BAvAUSFD+mKECh+DHmrqUnQN/98V618iJABfpEniQ9E0Ay5q4l5EMvQNNNYhBYSTdATKYKRiW1NUCgibDh6WU2QFD8GHPXEjRAyjLEsS4+RECqYFRSJ6AxQKjGSzeJeUBASOF6FK5XO0BIv30dOKcyQJXUCWgirDJAQYLix5jbM0CafLPNjWnhP+/+eK9aeSJALUMc6+ImOUCneccpOjI9QNGRXP5DuipAvw6cM6IUNUCamZmZmYk5QH4dOGdEeUBAw2SqYFSyPkAoJ9pVSFkeQFpkO99PjSVAd76fGi8VQkDPZtXnatsyQEvqBDQRxjdAzF1LyAc9OEDUmuYdpzhAQJEPejarHkRAINJvXweWQ0BNFYxK6gQzQPJBz2bVVzNAtoR80LMZNUDwhclUwTgxQCQofoy5yy9AryXkg56tPEAUP8bctdRJQMHKoUW2Qz9AM8UcBB2t5T9zol2FlC8iQAU0ETY8fTxAINJvXwe+OECGyVTBqKQsQBWMSuoE1C1AJJf/kH5TQ0CR7Xw/NR41QKW9wRcmW0FA6+I2GsB7PkB7a2CrBAsbQOJYF7fRQC9A9wZfmEz1JUCcxCCwcogqQEhQ/Bhz9ztAIGPuWkJOOUBoXDgQkgUaQPAWSFD8iDNA4gZ8fhjxIUAwKqkT0DQxQPaX3ZOH5T5AKA8LtaapMkCX/5B++8o4QFyPwvUoDDJAK4cW2c73LkChZ7Pqc8UwQPyp8dJN8jRAsp3vp8Z7MEBd/kP67YNAQNEi2/l+QkBApb3BFybDRkANiXssfagEQPcBSG3iZARAv30dOGc0OEAMk6mCUUnwP+zAOSNKS0hAg8DKoUWmNEBEi2zn+1kzQCegibDhAUZAcF8HzhlRL0Bm9+RhodZAQECk374OzDNApfeNrz0zB0AK16NwPRo9QJ+rrdhfxjpAfa62Yn8JMkD8GHPXEtIpQHnMQGX82xpA24r9ZfdUN0DwhclUwUgxQOhqK/aXTTJAYqHWNO8YPkCh1jTvONU8QK5H4XoU1kBAak3zjlMUP0AMAiuHFok2QCwOZ341h/o/+n5qvHSrQUD+1HjpJuE3QJ+rrdhfVkFAnzws1Jp2MECwcmiR7ew0QMuhRbbzfStAqoJRSZ0QOUAJih9j7ipDQB6n6EguzzJAjZduEoPAPkCdEaW9wbcvQDP5ZpsbcyBA7Z48LNTCREDEsS5uoyEpQOSDns2qnzJAcayL22gAPUC9UpYhjqUzQEXwv5XsSCJAQj7o2awaLEA8vVKWIS4eQClcj8L1yDhAdCSX/5B+EECKjuTyH/IuQMcpOpLLPyBA2EenrnxmIkAoDwu1pqkyQHzysFBr6j1A8WPMXUvIQUB/+zpwznBHQOVhodY0Tz5AHcnlP6Q/LkAcfGEyVWBGQEXY8PRKOSZAU5YhjnUxQ0DSAN4CCUolQEjhehSuVzdA001iEFhpNkBRa5p3nHI0QL6fGi/dpDVAzojS3uD7IUDsL7snDzs0QOf7qfHSjT5AexSuR+EaPUBRa5p3nOIwQAdfmEwVPDVA6gQ0ETacLUDnqQ65GY4fQLfRAN4CCSVAXrpJDAK7QUBzgGCOHn8XQF66SQwCG0RAmEwVjEqqMEAaUdobfAE6QPVKWYY4Vj9Arp6T3jeuIkARNjy9UlY5QEmdgCbCZjtA8kHPZtUHOkCeDI6SV+cHwAdfmEwV3D1ANs07TtFZQECHFtnO99MtQIlBYOXQIiRArcCQ1a1eIEAZ4lgXtzE0QNXnaiv2FxdA0SLb+X4qKEAHX5hMFRw4QCsYldQJuDpARPrt68DpQUAEyqZc4c0iQACRfvs64DZAPnlYqDWtOEDUK2UZ4lgyQJV9VwT/CyJAxEKtad7RPkBO0ZFc/qM+QLmNBvAWaDVAA+yjU1ceEEDCFyZTBcM3QCBB8WPMzTdAObTIdr4vOECFX+rnTWUSQE7RkVz+A0JA6gQ0ETYcPEC1FfvL7tkzQP5D+u3r0D5A2V92Tx4WJ0BsCfmgZ0NDQMx/SL99jUJAzO7Jw0JNMEDRkVz+QwJBQO5aQj7oeTdA1QloImyIOECu2F92T54wQOQUHcnlvyRAKVyPwvVIIEAhsHJokS03QMdLN4lBADlA3gIJih9zPEAAkX77OlArQFmGONbFDUBACKwcWmQDQECWsgxxrKs5QKrx0k1ikCpAhXzQs1nVMkA+6Nms+uRCQG3n+6nxwjdA2T15WKgFPkAhsHJoka0+QLByaJHtHCtAseHplbKcQ0DKMsSxLsZAQNJvXwfO6T5AL26jAbz1NUAxmSoYlaxAQK36XG3F3iRAokW28/3UOUAtQxzr4nYsQGiz6nO1pTBAmEwVjEqaN0A6kst/SB89QOrsZHCUzCBAqz5XW7FPOUDpSC7/IZ02QKd5xyk6ukJA1lbsL7tnNEC/DpwzoixAQATKplzh3QFAGw3gLZDYQEAnwoanV3JFQOm3rwPnjCtAoyO5/IdUMUCyne+nxgs6QK9amfBL3RRA7Q2+MJkaMUBd3EYDeDsyQDBMpgpGlTtAETY8vVKGQECM22gAbwE+QNJvXwfOOTxA4fHtXYO+nL/XNO84Rac2QOPHmLuWUClA6SYxCKzsM0BUdCSX/xA8QAAAAAAAmEFA3bWEfNATN0Bd3EYDeOs3QDSitDf4Yj5AL90kBoF1QEDaG3xhMvU+QKkT0ETYaERAJlMFo5JqREC6SQwCKzc4QPVKWYY4Fj9AJQaBlUPLQUARx7q4jYY9QCbkg57NKj1AkKD4MebeNUCkcD0K1yM1QK7YX3ZPHjpAzhlR2htcMEAawFsgQbE/QAAAAAAAYC1AHVpkO99vKUAN4C2QoBBJQAN4CyQovi5ApN++DpwjRkBqvHSTGCQrQACRfvs6YD1AKcsQx7pQR0DgLZCg+FEsQEMc6+I2akJA5BQdyeVfNED99nXgnPE7QISezarPJT9ATKYKRiUlOECcoiO5/Ic9QAdfmEwVrCpAwOyePCz8QkABTYQNT385QAYSFD/GBEBA3NeBc0akOUBuNIC3QNpAQIts5/upYThAjgbwFkjAOECitDf4wpxAQIPAyqFFpjNA097gC5NpP0AKaCJseFo+QMUgsHJoMTxArK3YX3ZvMUC7uI0G8DY5QJeQD3o2CzhAhxbZzvdDNEAaUdobfJFAQNlfdk8eVjdAl/+QfvsqPED5oGez6iNAQOwvuycPCylAc2iR7Xz/P0D7XG3F/pI4QFkXt9EAnj9AJzEIrBy6LkAtIR/0bLYrQACRfvs6QDtASFD8GHMPQECze/KwUKs8QEvqBDQRVidA5/up8dJ9M0CvlGWIY+07QK62Yn/ZDT1AjPhOzHpxFED129eBcwYtQAisHFpk+zlAnKIjufxHNEDjNhrAWzA0QGlv8IXJhDNAL26jAbxVNkASg8DKoVU2QLMpV3iXOyFAswxxrItrPkBApN++DpwnQMsQx7q4vTlAj+TyH9KvOUAN4C2QoGg7QJwzorQ32D5Az2bV52qrMkCKjuTyH2I0QHh6pSxDbDpA3EYDeAuUNkD2KFyPwnUwQF+YTBWMujdAgy9MpgqWPkDUK2UZ4tgmQJ7vp8ZLtzRADeAtkKAIO0Cs/3OYL48XQAg9m1WfKzhArrZif9lFREDHKTqSy485QCxlGeJYT0BAdLUV+8sGRUAcfGEyVcAyQJvmHafoSEFAlIeFWtOMS0DUK2UZ4hgsQMDsnjws1DlAzO7Jw0I9NkCx4emVsnw9QApoImx4+kFAofgx5q7VN0BqvHSTGMQrQE0VjErqJDZA2qz6XG01NkAtsp3vp+YkQHqlLEMcKytAdk8eFmotNUBkXdxGA9gtQLPqc7UVG0NAsb/snjzEQkBEaW/whTFNQLsnDwu1VkFA+MJkqmCUOkDKMsSxLl49QBfZzvdT60BAAJF++zrgPUAjSnuDL6wlQL99HThnVDJAbVZ9rra6QUAi/fZ14Ow4QIJzRpT21jZAl5APejarSEBos+pztSUwQCuHFtnOFzFAjLlrCfmQRECh+DHmrm1GQH/Bbti2SBBAWmQ730+tO0B9rrZifwk4QPFjzF1LWDZAlWWIY12kSEB0tRX7y65HQCS5/If02y1Ay6FFtvO9N0A9LNSa5o00QO0NvjCZWjpA2ht8YTLlP0BF2PD0Sln+P+22C811yiNA/OO9amViFUA/NV66SaxMQCSX/5B+KztAAJF++zqIQkD1SlmGOF5BQBTQRNjwlDZA5IOezapPN0Bb07zjFD0+QIbJVMGohDxATmIQWDkENUDGbTSAt/A8QB4Wak3zHjJAj8L1KFyfNED+Q/rt6zA9QGb35GGhZjtAEHo2qz4nREDkg57Nqt8wQBE2PL1S9j9Aol2FlJ+UGkAep+hILr8wQH2utmJ/4UBA0ETY8PSaMUBFR3L5D5k4QFdbsb/s7jNAbqMBvAWKQUA7AU2EDf8hQDnWxW00IBDAG55eKcvQO0BXIeUn1b4bQK+UZYhj3StAAd4CCYrfKECzDHGsi8tAQC+Lic3HNQNA3+ALk6niMUBd3EYDeLNAQFwgQfFjjCtAWMoyxLGeOECn6Egu/wE7QDVeukkMgjhAgXhdv2A3DECYbhKDwAoxQCntDb4w2SlAB84ZUdqrMkDSb18Hznk5QCQofoy5Gz5AJLTlXIpLE0DIe9XKhN8gQFr1udqKxUFAyqZc4V0OHUB1kxgEVv46QNxj6UMXVBbAVp+rrdgfLkAxCKwcWsRAQPtcbcX+GkBAOiNKe4NfMkCI9NvXgTMZQK+UZYhjDTpAWmQ730+tMUCGyVTBqPQ4QAMJih9jjiRApU5AE2HDJ0BGtvP91BgsQGsr9pfdgzFAumsJ+aBnK0DaG3xhMvUsQMuhRbbz/SVA78nDQq25N0AZBFYOLTI0QMAEbt3N0xxAjErqBDTRM0AvbqMBvLVBQFXBqKROsDFACFqBIatb6D8Mk6mCUSk3QF5LyAc9mz9AtRX7y+5JP0CEgefewxUiQDxO0ZFcPitAYTJVMCrhRkBAE2HD0wszQCBj7lpCPjVAlIeFWtMcRUBm9+RhoXZGQOF6FK5HoTtAiPTb14GzQEDtDb4wmepBQFtCPujZfEJAveMUHcnFOUCqglFJnQAmQFyPwvUo/CRAUWuad5x6RUAU0ETY8CRFQAKaCBueLjJAdEaU9gZvPkC5jQbwFtg3QJM6AU2EVUBAtvP91Hh5M0Drc7UV+9tEQD7o2az6FEBAQmDl0CI7OUAukKD4MRYxQF66SQwCy0VAdy0hH/SMO0B4eqUsQ6wzQI/k8h/SLzVACfmgZ7PaQkDswDkjSos/QMl2vp8ah0RA2IFzRpSGNUAdWmQ73w8+QK5H4XoU7jhACoUIOISqHUBgdk8eFoouQCuHFtnOD0JAPE7RkVxeMkC7uI0G8OY/QH6MuWsJeSRAdxA7U+g8IkDn+6nx0k0tQKW9wRcmq0FAfh04Z0QpPkB8YTJVMAo/QF8HzhlR+jBAWYY41sUFRECzDHGsi2NBQCh+jLlriTpA8rBQa5onMkCutmJ/2R01QGfyzTY35hTANjy9UpahREDdJAaBlcM+QEvIBz2bJURAP28qUmFsHkAMAiuHFtk/QGdEaW/wJShAwoanV8oyLkD+Q/rt60AsQKkT0ETYkC1AFAX6RJ4k+7+Y3ZOHhfo/QGsr9pfd8z9AVcGopE4gMUA1XrpJDHJEQFXBqKRO8EBAklz+Q/r9OkBd3EYDeMsuQP8h/fZ10DtACtejcD36O0CZu5aQD9o7QBx8YTJVQDhAtaZ5xyl6OUBnRGlv8IU0QPYoXI/C1TVAS+oENBFWPkBvgQTFj7E3QNk9eViolSxAqvHSTWJAR0BmZmZmZq5BQDAqqRPQFDBA6pWyDHH8NEA2qz5XW+E7QHsUrkfhujJAZmZmZmauRUCxv+yePGw9QGrecYqO9EZAfdCzWfWZK0BLWYY41kUuQGIQWDm0yCZA1sVtNIBnN0CeXinLEHcyQKvP1Vbs7xpAaQBvgQRtQ0AhH/RsVo05QIZa07zjRDlAvJaQD3pGMEBKe4MvTMY0QHrHKTqSazBAQKTfvg7cQUAc6+I2GhA2QFfPSe8bTyNAliGOdXGrN0CRfvs6cO47QIGVQ4tslzxA5q4l5INOQ0DwFkhQ/DgxQPs6cM6IcjBA1xLyQc/OQEDmV3OAYA4PQPhT46WbZDBApgpGJXXiK0BYyjLEsf40QCQofoy5ezVAEOm3rwOHMkDBU8iVehbMP3ZxGw3gPTBAHhZqTfN+O0AfhetRuK45QK8l5IOebTJAgEi/fR0IRED35GGh1gQ9QPCnxks3SSVAe4MvTKbKQECLVBhbCAIgQAHeAgmKzzNAxqLp7GQwA8DcaABvgeQtQDAqqRPQtElACfmgZ7MqNEB0tRX7yy4xQGq8dJMYxDBANIC3QIJyN0CwA+eMKDVDQLFQa5p3ZERAseHplbKcOUAK16NwPbo+QFdbsb/sPkdAqmBUUidwPkA2PL1SllFAQEOtad5xejpApN++DpwzMUDcaABvgUxAQMnlP6TffjNAke18PzW+N0DY8PRKWTY9QMUgsHJokTRAcT0K16PwPkC8lpAPenZDQHRGlPYGF0JA001iEFi5PUCAt0CC4rc5QPCnxks3mTFAlPYGX5isMkAdOGdEaU8+QBlz1xLygT5AHqfoSC6PNkCjI7n8hzQ7QF66SQwCGzJA8KfGSzdhRkBPQBNhwyM5QHNoke18j0NAF7fRAN4iLEAU0ETY8HQsQL3jFB3JNTxAHThnRGn/N0AkKH6MuQs1QA5Pr5Rl+DdAKe0NvjA5KEADeAskKL46QFdbsb/s/jZAHVpkO9+PPUAQWDm0yCY8QG+BBMWPIT9AC7WmecdpJ0CR7Xw/NR48QLn8h/TbNz1AyR8MPPfeHUC5jQbwFkg0QLUV+8vuKTNABFYOLbKdNkCasWg6O/kVQNjw9EpZ9jpAhA1Pr5SlMcBy+Q/pt280QMBcixagbcc/RGlv8IWJNEBVMCqpE0A3QBniWBe38S1AgxPRr62f3T+7uI0G8JYqQLKd76fGazpAukkMAisHKECk374OnJMtQJ88LNSa3kFAfdCzWfUxQkD8qfHSTRJAQB+A1CZOLhJAVp+rrdh/M0C+MJkqGN1DQAN4CyQoDkFADk+vlGVIOUCitDf4wnQwQGgibHh6DUdAo5I6AU00QEBGlPYGXxg7QIZa07zj9DlAqaROQBMhNUCPU3Qkl59AQKHWNO84zUJAmbuWkA9aR0APnDOitGc0QHxhMlUwOkNAZcdGIF7XFsDzjlN0JCc3QEGC4seYqzxATx4Wak3TMkC4HoXrUZg2QAsMWd3qOR1AtFn1udq6O0ASpb3BF+5CQEJg5dAiWyxANqs+V1uROkCLbOf7qXEzQMtKk1LQzRpAq8/VVuyvKUBrmnecovNEQMxdS8gHbTFAqvHSTWIgO0DVeOkmMag2QJMYBFYODTpAKH6MuWtRQUDIBz2bVU87QMNkqmBUsidA6IL6ljmdHUDgLZCg+HlAQGq8dJMY1DJA2c73U+PFK0AnwoanV5o5QDXvOEVHwjNA1sVtNIDnMkCeXinLEAcnQHnpJjEInDxAdCSX/5BOQ0CGONbFbeQwQDAqqRPQhEBADwu1pnlnLUCvlGWIYy08QFHaG3xhMiNAFmpN845DR0ASFD/G3PVBQDJ3LSEf5DlAnRGlvcHnOEBJnYAmwlYyQJSHhVrTrDBA+Q/pt6/zNUC7Jw8LtfY2QFdbsb/sVkRAMCqpE9AMREBQjZduEjtHQCBj7lpCvjhAKH6MuWspIkB6Nqs+V2s4QMl2vp8afz1AEOm3rwNHM0BB8WPMXds5QCGwcmiRLTRAbVZ9rrY6QEAN4C2QoBg/QBdIUPwY0zxA+n5qvHRTMEDDZKpgVBI9QLOZQ1ILpeI/DAIrhxb5MEDsEtVbA7saQK1p3nGKLjhAYcPTK2U5K0BEaW/whQk7QPAWSFD8SDdAWDm0yHZWQUBcIEHxY+w1QMHKoUW2Q0VAwTkjSnvDP0CcM6K0N4g1QIcW2c73G0FAcvkP6bfvJ0CaCBueXvk4QB6n6Egu/zJAUI2XbhKDLEAy5q4l5OMzQFfsL7snjztADJOpglHJJEAbnl4py6A1QNDVVuwveydAC7WmecdZRECZKhiV1IkyQNv5fmq8NCtAw2SqYFTiM0Aep+hILs80QLbz/dR4cUdAQj7o2axyQUBLWYY41t1GQEmdgCbC1jZAMnctIR8cQ0BWn6ut2KdAQJM6AU2ErTRAke18PzXeO0Dc14FzRmxBQNPe4AuTKTlAvVKWIY5VNECfq63YX1Y7QBE2PL1S/kZA7nw/NV56REDufD81Xvo8QJZDi2znCzZAFNBE2PA0KEAv3SQGgWVAQJSHhVrTjDNAVg4tsp0fO0BRFOgTefIVQG/whclU8TFAW9O84xSdNEBUdCSX/7AyQBWMSuoE5DhA2PD0SlnmTEBrmnecojNBQL99HThnZDtAeJeL+E4MGMBGlPYGX4g2QAAAAAAAIENAbHh6pSzDKEAGgZVDi3RAQE8eFmpNC0NAPZtVn6vlQ0BVwaikTnA6QE9AE2HD0zFA3bWEfNATPEBmiGNd3PY7QEjhehSudzRAL90kBoF1L0AijnVxG70wQMl2vp8anzlANs07TtEJRkBE+u3rwJkmQDVeukkMwjZAbcX+sntCM0A=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"154\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"158\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"159\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"160\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"163\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"164\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"vfvjvWplyj9vS+SCM/jNP5S+EHLe/8s/J4QOuoRD0T+iX1s//WfNP4BJKlPMQcw/ajANw0fEzj+kxRnDnKDPP9bFbTSAt9I/Xrwft18+0T9YOh+eJcjQPxaiQ+BIoNA/eXO4VnvYzT9jJeZZSSvOP9czhGOWPdA/1A0UeCef0D8+QWK7e4DQP8pQFVPpJ84/UDdQ4J180T/zdRn+0w3OP1+4c2GkF9A/sW1RZoNM0j/RB8vY0M3QP0Vj7e9sj9E/HqhTHt0I1D+OA6+WOzPQPzPFHAQdrdM/NUWA07t4zz8LfhtivObNP3vAPGTKh9Q/6WLTSiGQ0j/M7V7uk6PQPwKc3sX7cdY/rmTHRiBe0j8k1Xd+UYLUP3V3nQ35Z9A/0eY4twn31D9pUZ/kDpvRP93vUBToE9Q/FymUha+v1D+PqFDdXPzSP27BUl3Ay9Q/d0tywK4m0D/wUBToE3nVP6aYg6CjVdA/lKXW+4121j+f6Lrwg/PXP4iCGVOwxtE/9SudD88S1j+SzVXzHJHXP1M+BFWjV9E/5YBdTZ6y0T+tvU9VoYHYP+ijjLgANNY/Zhah2Aqa1D99Bz9xAP3QP1yQLcvXZdQ/Wg9fJoqQ1T9jC0EOSpjSP+lF7X4V4NM/nYTSF0LO2T98e9egL73YP47MI38w8NM/rS8S2nIu0z9GJXUCmgjZP2t/Z3v0htU/AMYzaOif1z/dXPxtT5DWP/6cgvxs5Nk/bCbfbHNj1j9wlScQdorZP0cAN4sXC9M/oRNCB13C2j809E9wsaLaP5XyWgndJdU/SFLSw9Dq1j9K1As+zcnaP48c6QyMvNc/zhlR2ht81T8boDTUKCTXPz1DOGbZk9o/ezL/6Js03j/Zd0Xwv5XaP2jLuRRXldk/4xk09E9w2T9cyvli78XbP7NeDOVEu90/Wwwepn1z2j8cXaW762zbP9atnpPeN9s/zt2ul6YI1z/SONTvwtbaPyBFnbmHhNo/Cks8oGzK2T+/C1uzlZfbP/aYSGk2j9k/2nBYGvhR1z+lhcsqbAbfP/g1kgThCtg/dEAS9u0k1j8bnIh+bf3WPzwvFRvzOtw/HAx1WOGW2T/LR1LSw9DePwndJXFWRNc/Yi6p2m6C3D8CKhxBKsXgP2SWPQlszt8/3UPC9/4G3T+eswWE1kPhP4Oj5NU5Bt4/fEPhs3Vw2T+df7vs153XPzWXGwx1WN0/Px767laW1z/vq3Kh8q/XP/j8MEJ4tN0/evtz0ZDx3D/Ad5s3TgreP4czv5oDBNs/uRyvQPSk3j+Wz/I8uDvbPwXc8/xpo9o/9BlQb0ZN4j+cU8kAUEXgP5BoAkUsYt4/0GT/PA0Y3z/B/uvctBnbP4XtJ2N8GOE/JJnVO9wO4j/20akrn+XgP0xRLo1feN4/qYWSyamd4j/wMO2b+6vgPxMqOLwgouI/9vBlogip4D+oVl9dFSjhP5xNRwA3i94/a0dxjjo64T9Y4ZaPpKTcP2prRDAOLt8/escpOpLL4j/LnC6Lic3fPwiT4uMTMuI/M2q+Sj523T/njZPCvMffPzlCBvLscuM/24mSkEjb2j/vjSEAOPbgP3dIMUCiCeI/dJXurrOh4D8MdVjhlo/gP+XQItv5fuI/hjqscMtH4D/UfQBSmzjiP9DRqpZ0FOA/Rnh7EALy2z8nLzIBv0biPwySPq2iP+I/ntFWJZH95D++o8aEmEveP++QYoBEk+A/rDjVWpiF4D+lvFZCd8niP27CvTJv1eQ/6Q/NPLmm4T+JJ7uZ0Y/eP/kP6bevg+Q/gEi/fR244z/7H2Ct2jXgP0kPQ6uTM+E/lDMUd7xJ4D/k9zb92Y/gP0fLgR5qW+A/97GC34YY4z/s+gW7YdvgP5ktWRXhJuI/3c6+8iA95T9cWaKzzKLhP2oUkszqHeA/ZM+ey9Qk4D8SZ0XURB/kPxyVm6ilueM/i08BMJ5B4j+rJLIPsiziP93R/3It2uQ/sDvdeeK54z8ZyLPLt77iPyl1yThGsuM/Eas/wjDg4z8hBORLqGDjP6RRgZNt4OI/O8JpwYu+4z9k5ZfBGJHgP1A1ejVA6ec/ceMW83ND4j/iOVtAaD3hP80GmWTkrOQ/9OFZgoyA4z/MCkW6n9PhP3/C2a1lMuI/8MSsF0M55z/4NCcvMoHkP8qIC0Cj9OU/1XjpJjEI4z9HyhZJu9HlP4PCoEyjSeE/Q6uTMxT35D/J5xVPPdLlP63D0VW6u+M/syWrItzk5D82O1J955fnPzW0AdiACOU/k4ychT3t4D+WzodnCTLjP+60NSIYB+c/WI0lrI0x5j/ZzYx+NJzkP9bllICYhOA/ZeQs7GmH5T+sNv+vOnLlP7PsSWBzjuM/CW8PQkA+5z+oHmlwW1vlP9oCQuvhy+Q/GjOJesGn5T9Eb/HwngPjP6fOo+L/DuY/bToCuFk85j8tJjYf14blP7G/7J48LOY/UDi7tUwG5j/nw7MEGQHnPzcclgZ+1Ow/B5W4jnHF6D9fC3pvDAHoP5vlstE5P+M/4BPrVPme6D9Hj9/b9OfjP13BNuLJ7uU/jnkdcciG5D8VUn5S7VPnPwhYq3ZNSOY/H0yKj09I6T+Rm+EGfH7tP6pFRDF5A+c/Y7fPKjOl5j//XZ8569PoP3bAdcWMcOM/WhKgppat6z9XBWoxeBjmPw3/6QYKvOU/bXL4pBMJ4z/gaMcNv5voPxh47j1c8uc/2Lyqs1pg4z/uluSAXc3lP3hjQWFQpuo/RYR/ETTm5z+d2EP7WMHmP7XBiejXVus/4lmCjICK5z+VfOwuUNLlP28MAcCx5+w/28TJ/Q5F5D+jQJ/IkyTkP4sZ4e1BiOc/Xwt6bwyB6j8Hfentz0XpP2e3lslwvOg/YajDCrd87D8dPBOaJBbpPy0mNh/XhuU/EY5Z9iSw6D/Bjv8CQQDpP5qTF5mA3+0/xLKZQ1KL5j+1+1WA77bkP2bAWUqWE+g/nMHfL2bL5D8ukQvO4G/nP7qfU5Cfjec/7pi6K7vg7D91d50N+efpP2RbBpylZOg/+RQA4xm06T9s0Jfe/lzsP6D/Hrx2aeg/hbUxdsLL7D+jrUoi+6DpP7NeDOVEO+8/zCcrhqsD5z8Wa7jIPd3qP9QOf03WqOw/vOZVndUC7D/n+6nx0s3vPzV5ymq6nuw/F2TL8nWZ5z96xr5k48HkP61QpPs5Beg/KelhaHXy5D/hehSuR+HoP8udmWA41+k/c9pTck7s6T9mwFlKlhPoPyIZcmw9w+g/SDfCoiJO6j+CHf8FggDvP5vniHyX0uk/t2J/2T156j/sia4LPzjsP5dV2Axwwec/Qpjbvdyn6z9X7C+7Jw/oP1th+l5D8O0/Hm0csRaf7j9Bnl2+9eHtP5/MP/omTe8/WFUvv9Nk6j9bI4JxcOnoP0PnNXaJ6vA/gC2vXG+b6z8TLXk8Lb/qP8R7DixHSOw/hGHAkqtY7j/Pv132687rP7hAguLHmOs/DveRW5Pu7z9ZF7fRAF7wP592+GuyRuw/c2VQbXCi7T+QoPgx5i7pP4U+WMaG7uc/GsIxy56E6j92HD9UGrHoP2gibHh6JfA/BthHp6786j+4WFGDaZjxP9CYSdQLvuo/fbPNjekJ8D+LprOTwdHwPy7iOzHrRfA/RYDTu3g/7D93ai43GOrnP//sR4rIsOg/yqZc4V0u8T9qM05DVOHuPzp3u16aouo/LIGU2LU97T+gNxWpMDbxPxh47j1ccu0/wCZr1EO08D+FtpxLcdXxP46PFmcMc+0/4iAhyhe07z/AeAYN/ZPvP2moUUgyq+o/hIHn3sMl8T9O1T2yuWrrP7TLtz6st+4/8KSFyyrs7D8xs89jlOfoP1Yo0v2cgus/O+RmuAEf8D/YZI16iMbtP4RHG0esxfA/CCC1iZN77z8rE36pnzfwP93T1R2L7es/PujZrPpc8D9HWFTE6aTuP2wm32xz4/A/1edqK/aX8T8s1JrmHSfxP7gBnx9GCO4/KZZbWg0J8D9JLZRMTm3vP7sKKT+p9u8/gsXhzK/m7D+TjJyFPe3xP1dD4h5Ln/I/RIZVvJF57D+cUIiAQyjwP3sUrkfh+vM/kUYFTraB7z+C4seYu5bxP2KE8GjjiOw/kPeqlQm/8T/27o/3qpXzP6WD9X8O8/A/0O0ljdE68D9I+Um1T8frPwby7PKtD+o/HVVNEHWf8D+PNLitLTzvP9ibGJKTiew/6ZrJN9vc8T/JsIo3Mg/xP6NAn8iTJO0/W5pbIazG6z+cb0T3rOvpPwaeew+XHPI/KLhYUYPp8D/3OT5anLHuP5ZbWg2J+/I/6Nms+lzt8D+nlq31RcLyP6YKRiV1AvA/npj1Yiin8D/Dnnb4azLyP/qbUIiAQ/A/QBNhw9Mr8j8M6lvmdNnzP8lYbf5f9e0/aZCCp5Ar7z+mYfiImJLzP3fbheY6jfM/O8eA7PXu8j/C3O7lPrnuP+/hkuNOafQ/je4gdqZQ8D8I5ujxexvwP2HD0ytlmfM/HuG04EVf7z+RuMfShy7xP2OXqN4a2PM/499nXDiQ8z8BiSZQxKLuPwNDVrd6TvA/bf/KSpNS8T/1E85uLRPpP79lTpfFxPA/CHJQwkxb8j9e1y/YDVvzP8Kk+PiEbO8/q8yU1t8S7T/N6bKY2HzxP1PovMYuUfE/pFNXPsvz8T9TWRR2UXTuP2tI3GPpQ/M/6s4Tz9mC7T+mm8QgsHLyPzi6SnfXWe0/VYfcDDdg8D8ZBFYOLbLwP5zc71AU6PA/bsDnhxHC8j8nTu53KArwP57vp8ZLt/Q/2xZlNsik7T/WrZ6T3rfyP28qUmFsofE/lZo90AoM8j+2+BQA45nyP7q9pDFaR/E/gXhdv2A39T+5wrtcxPfxP96OcFrwIvQ/0zB8REyJ9D/MtP0rK83wPwtBDkqYafE/tYmT+x0K8j/M0eP3Nn3yP5Z4QNmUq/E/QlvOpbgq8j9+jLlrCXn0P2wE4nX9AvI/skY9RKO79j9ljXqIRvfxPz1IT5FDxO8/x0s3iUFg8z8iGt1B7EzyP1CNl24Sg/A/H/RsVn0u8T+COXr83qb0P799HThnxPM/Ed+JWS8G8z/g1t081SHwP51oVyHlp/E/5ldzgGAO9T9DOdGuQkr1P/NxbagYZ/M/g2kYPiIm8z9rmnecoiPyP7t+wW7YNvU/5Pc2/dkP+D9wsaIG0zDxPxLaci7F1fI/2lVI+Um18z9eLuI7Mev2P7vQXKeRFvU/7Sqk/KRa9T+Hp1fKMkT0P8NIL2r3K+4/XRYTm4/r9D/rOel94+v3P48ZqIx/n/Q/IEHxY8xd8T8/OnXls7z0P/bRqSufZfQ/VYfcDDfg9D9zgGCOHj/zP97lIr4TM/U/AG+BBMUP9D9lARO4dbf3P8QI4dHGkew/cRsN4C0Q9D8GL/oK0ozzP+IGfH4Yofg/Qni0ccTa8j+qK5/lefD1P7qgvmVOF/E/7zhFR3L59D9I4XoUrkf0P8vz4O6s3fE/+5Y5XRYT+T+HvyZr1EPyP2mpvB3hNPc/E9VbA1sl8z9h/Z/DfHn3P2/1nPS+8fY/AWpq2Vpf8j/9E1ysqMH2P6a4quy7IvQ/bkxPWOKB8z8tJjYf14b0P7gBnx9GiPY//wkuVtRg8j/UYBqGj4j0P2QjEK/rF/s/yO9t+rMf8j9LWYY41sX3P4nvxKwXw/Y/IoleRrHc8j/DKt7IPPLzPwFqatla3/A/mggbnl4p9j/4cMlxp/TxP1tCPujZLPM/P4wQHm0c8j9aDYl7LP3wP52FPe3w1/Y/X0GasWg69T9bmfBL/bzzP3E9CtejcPE/UYNpGD6i9j8EOShhpu32PxToE3mS9Pc/xHx5AfbR9T/TE5Z4QFnyPxbe5SK+E/s/JZLoZRTL9z8vbqMBvAX0Px3J5T+kX/Y/rHMMyF7v8j9zY3rCEg/5PwBSmzi53/M/S1mGONZF9z/w+WGE8Oj0Pzs2AvG6fvI/6N7DJccd9T+CxeHMr+b4P+ZXc4BgDvQ/GoaPiCmR9T8wnkFD/wT1PyBGCI82jvY/8rBQa5r3+D9F8L+V7Nj1P9tQMc7fBPc/elORCmML9T/jpZvEILD3PxNE3QcgNfM/bD6uDRXj+D9iodY077j2P2XHRiBeV/Q/eGLWi6Ec+T+dhT3t8Ff1P8/abRea6/g/elORCmML+j8u/yH99nX4P7ByaJHt/Pk/Km9HOC349z9rn47HDNT1PwPPvYdLjvo/WOIBZVOu/D+Lcf4mFKL4PwSQ2sTJ/fc/XANbJVgc9j97SWO0jqr3P+/+eK9aGfY/GxL3WPrQ9j8ziuWWVsP3P5RNucK73Pg/61bPSe+b9D/hRV9BmrH2P+53KAr0Cfg/fuNrzyyJ9j9uizIbZBL2P4TwaOOItfU/mpmZmZkZ9T+1T8djBir6P8P1KFyPwvk/rHMMyF7v9D8UrkfhepT2PxNJ9DKK5fc/qcE0DB8R9T8G9S1zuqz6P28NbJVgcfU/74/3qpWJ9T+r7Lsi+N/3P0Otad5xCvg/9YQlHlC2+j8QQGoTJ3f4Py5zuiwmtvo/B7ZKsDgc9T/lm21uTE/5P5ynOuRmuPg/mggbnl4p9z8zUBn/PmP4P5YJv9TPm/w/KlJhbCHI9z/eWbvtQvP2P/LNNjemp/g/oZ+p1y2C7T9sPq4NFWP8Pyh+jLlrifo/x7q4jQZw+T+fjscMVMb0Pzl/EwoRcPg/wZDVrZ6T9j875Ga4AR/6P5mesMQDSvU/RwN4CySo9D+lLEMc62L3P8WsF0M50fI/rRdDOdGu8z//eK9amXD3P46SV+cYkPg/1SZO7neo+D8E/1vJjg34P8rgKHl1jvw/pvJ2hNMC+D/Vlc/yPDj3P/EpAMYzaPk/W5nwS/289z/Jdr6fGq/3P/3BwHPvYfg/kGYsms7O9j/AIVSp2YP+P3DOiNLeYPY/qd4a2CrB+j8R34lZL4b6P6eufJbnQfo/XFoNiXus+z+1pnnHKbr6Pyv2l92Th/o/vvbMkgA1+T/s3R/vVSv4Pw39E1ysqPo/Vp+rrdjf+D8EBHP0+L3xP1QAjGfQ0Pc/xTh/EwoR+j+p2QOtwBD9P5+rrdhf9vY/zQGCOXp8+T9EwCFUqVn6P78rgv+tZP8/yol2FVJ++j9lGeJYFzf6PyHNWDSdnfc/bxKDwMqh+D8+0AoMWd39P9CbilQYW/o/hbGFIAcl+z/iHksfuqD8P6sEi8OZX/k/kElGzsIe9T9gPIOG/on3P4+lD11Q3/s/+KV+3lQk+D+zKVd4lwv/P/T4vU1/dvs/YOXQItt5+D9OKETAIdT5P/IHA8+9B/g/kPeqlQm/+j8ukKD4Meb9P+Db9Gc/0vk/ujE9YYmH9z/Zd0Xwv5X3P1DfMqfL4v0/QbeXNEbr+j8Le9rhr0n9PxFTIoleRvg/kxgEVg6t9z+i0R3EzhT7PwRz9Pi9zfg/RZ4kXTP5+D8B9tGpKx//PwBvgQTFD/w/5nlwd9bu+D9hbCHIQYn8P0LsTKHzmvw/m1Wfq61Y9z8UXKyowbQAQCTusfShC/w/aTo7GRwl/j/GM2jon+D4P5bP8jy4u/k/kGYsms7O/j+bWrbWFwn5P5F++zpwTv0/yY6NQLwu+T/L8+DurN36P2vUQzS6g/4/BWnGouls9z9zLsVVZV/3PyLgEKrUbP8/G0esxacA/j/iBnx+GCH6P6ciFcYWgvs/5E7pYP0f+T+GcqJdhZT5P5FEL6NYbvg//wkuVtRg9T8bDeAtkKD8P11Q3zKnS/w/WVGDaRg++D/UfQBSmzj3P+ik942vPfs/G9gqweJw+z/WbrvQXKf1PyjyJOmayfg/v9TPm4rU/D/ZJaq3Bjb9PzSAt0CCYvo/7DTSUnk7+j+tUQ/R6A7/P/uRIjKsYvs/hZm2f2Wl/z/0FaQZi6b6P8mrcwzI3vo/LXjRV5Bm+j+WBKipZev5P8RfkzXqofw/TRB1H4BU+j8mcOtunmr6P8RafAqAcf0/L26jAbwF+T/v4ZLjTun4PyJseHqlLP0/hnKiXYXUAEB0RpT2Bl/6P8pUwaikzvo/vW987Zml+j92VDVB1P33P8R8eQH20fk/qrcGtkrwAEA7GRwlr876P5Y+dEF9y/0/YKsEi8MZ/j/ysFBrmrcAQOXtCKcFL/0/uJIdG4H4/T9RiIBDqNL6P0I+6Nms+vk/R1oqb0e4+j80nZ0MjhL9PzbqIRrdwfw/pMLYQpAD/T+ztb5IaEv6P+2ZJQFq6vo/c9cS8kGPAEB2bATidX37PwlQU8vWevo/VisTfqkf+z+NXaJ6a+D3P+iHEcKjDf0/krOwpx1+9z+xijcyj3z+P2x4eqUsAwBA2ubG9ISl+j8kKH6MuWsAQFBwsaIG0/s/KqkT0ERY+D+TqYJRSZ37PyLgEKrU7P4/MlpHVRMEAkCXcymuKrsAQAlQU8vW+vs/jQsHQrKA/T/n49pQMU78Pz0s1JrmHfg/d76fGi8dAUCYNEbrqGr8PyWvzjEg+/0/OZz51Ryg+D/mllZD4h4DQBsqxvmbUP4/mfViKCeaAUDh0cYRa3H9P6W9wRcm0/o/io7k8h9S+T8IclDCTJsBQMRafAqAcfw/pDZxcr/D/z8tYAK37qYBQDj4wmSqYPo/Mc7fhEKE+z9lpUkp6Hb+P6bydoTTgv8/zLT9KyvN/T9nmxvTExYAQChEwCFUqfo/dsO2RZmN/T+PqiaIuo/+P4y+gjRj0fw/EDtT6LyGAUDyJOmayTcAQD90QX3LnP0/G/UQje6g/j/NkgA1tez/P7FQa5p3HP0/EAaeew8X/D/qeMxAZXz6P9Of/UgRGf4/9fOmIhXG/j/zdoTTghcCQMOBkCxgAgFA07zjFB3J/D8/NV66SQz+P/YjRWRYxfU/WDm0yHY+/z+Qa0PFOP/+Pwywj05def4/FR3J5T8k/j94YtaLoZz8P35XBP9bSQBAznADPj+MAkCUap+Oxwz+PxbB/1ay4/0/JzEIrBza/z8429yYnjD8Py9RvTWwFQFAD5ccd0qHAEB9eQH20Sn+PzGUE+0qpPo/AFKbOLlf/j/lm21uTM//Pz24O2u3HQNAQBNhw9Or/j9kWMUbmYcAQFoqb0c4LQJA6njMQGW8A0Btxf6ye7IAQJCIKZFEL/s/lGqfjscM+z898gcDzz39P/8+48KBkANAPlxy3Ckd/z8X1LfM6TL/P6bQeY1dYgFAILWJk/udAUBfKcsQx7oDQDoeM1AZfwFARz1EozuI/T9gzQGCOXr9PxV0e0lj9AFAUWaDTDJy9j9PO/w1WaP+Pwywj05dOQFAXwzlRLuKAECx4emVskwAQI4B2evdHwBAlpUmpaDbAECzzY3pCcv8PxqLprOTQf4/Tzv8NVmj/T+Vgm4vacwCQMcuUb01sP0/0O0ljdG6/z99rrZifxkBQBhgH5268vs/SFD8GHNXAECWQ4ts5/v/P5q2f2WlSQJA1GAaho/IAUA2WaMeotH+P6gd/pqskQBAMxZNZycD+j88g4b+CS7/P+RJ0jWTb/8/Zk6XxcTmAEB9BWnGoikAQExPWOIBZf8/dy0hH/TsAUDJPPIHA48CQGuad5yio/4/VACMZ9CQAEDCo40j1mL/P+4ljdE66gBAe0ljtI6qAUA+IqZEEr0AQOGX+nlTEQBAkQpjC0EO/j9EUaBP5MkAQANDVrd6DgFAoijQJ/Kk/D+qmiDqPgD+P5KzsKcdPgFAjGfQ0D+BAUAHtkqwOBz+P8l2vp8a7wFA3bWEfNAzAUCL4H8r2bH/PwfTMHxEzP8/FeP8TSjE+z/NWDSdnYz9PxNm2v6Vlf4/TMPwETElAEDG+ZtQiAD9P3OAYI4e/wFAVaTC2EJQAkD/z2G+vAD/P3uIRncQuwFAejarPlcbAUAW9rTDX5P9P1KbOLnfIQFA8FAU6BP5/z9FniRdM/n7Py1b64uEtgFAaNDQP8FF/T9LsDic+ZUBQEw3iUFgZQFA9u6P96rVAEAxX16AffT6P79DUaBPZAJAPZtVn6ut/j+wrDQpBV0AQBh9BWnGov4/EDtT6LzG/j82AvG6fsH4P94CCYofYwBAoKaWrfVF/D9XlX1XBL8AQHnpJjEIrP0/IxXGFoLcAUAG2EenrjwAQMfXnlkS4AFA7BLVWwMbA0CaQuc1dgkCQAkWhzO/WgJAb/Wc9L6xAEBdM/lmm5v/P0d3EDtTKANAnDOitDd4/j9fB84ZUVr7P03bv7LSZAZAVACMZ9CQAkAKSzygbEr/P5G4x9KHLgNABg39E1ysAkA8g4b+Ce4DQNTUsrW+SAFAXW3F/rL7/z92bATidf0BQK4q+64IvgBAKbNBJhl5AUA2AvG6foEAQAFNhA1PLwBAAK5kx0ZgAkDJsIo3Mo8BQIkMq3gjcwBAKCfaVUi5AUBbXyS05RwCQGL4iJgSiQJA2lVI+Um1BEAW3uUivhMDQMXJ/Q5FAQRAKJtyhXc5BUCmCkYldQL/P4Yb8PlhRAJAFR3J5T+kAEDFG5lH/mAAQPfHe9XKhAJA3xrYKsGiBUBzEd+JWa//P8a/z7hwoANAWaMeotEdBkAIA8+9hwsBQE8jLZW3owFA5bM8D+7O/T/JHww8954CQDp15bM8zwFAyxDHurgNAkDxaOOItfj/PwltOZfiKvs/lWWIY11cBEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"165\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"166\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"WvW52oqdGkDmXIqryp4dQJAUkWEVzx1AITzaOGINHUBXQ+IeSz8eQMcuUb010BtANXugFRgyH0Dp8Xub/mwbQJ0ui4nNRx5AVwkWhzN/HEDwbfqzH6kdQHLcKR2sHx1AvLN224WmHkAz/n3GhRMgQAQhWcAErh9APQ/uztqtH0BLyAc9m1UeQLMkQE0t2x1A/N6mP/txHkBtxf6yezIgQINuL2mMliBAgUOoUrOnH0BOf/YjRZQhQI20VN6OECBAIsMq3sjcH0CMZ9DQP/EgQEc4LXjR9yBA3V7SGK3DIEADste7P94fQO8bX3tmmSJA6IcRwqPdIEBdFhObj9sgQDo7GRwlnyJAjBAebRxhIkAPf03WqDciQBU6r7FLlCFA91j60AUlIUB3vp8aLx0kQB5QNuUKXyFALhwIyQLmIECNeohGd8AhQEQX1LfMeSBAste7P97LIED5Zpsb0zMhQDGx+bg29CNA5US7CimPIkBpVyHlJ4UhQDp15bM8LyNAibX4FAATIkBi1ouhnFgjQOHRxhFrMSJAAp8fRghfI0DwbfqzH7kjQLMHWoEh6yFAf8Fu2LZ4IkCBBMWPMfckQKYKRiV1IiRABOeMKO1NJECP5PIf0k8lQMrDQq1p3iRAEqW9wRemJUAVHcnlPyQlQN5xio7k8iRAjukJSzzQI0BTliGOdTEkQJVliGNdXCVAV+wvuyefIkBjl6jeGugjQE3zjlN0hCRAeHqlLEMcJkDcRgN4CwQlQFyPwvUoHCZA+1xtxf5yJUBmoDL+fbYiQB4Wak3zziVAIGPuWkJeJEAT8kHPZhUmQOCcEaW9ASRA+1xtxf6SJkCKH2PuWgIlQIbJVMGoJCRACmgibHhaJEBfB84ZUZokQCS5/If0OyVAtMh2vp8aJkBfKcsQx/olQM4ZUdobXCVADJOpglHpJkCL/WX35EEnQMcpOpLLXyVAiGNd3EajJUCWIY51cZsmQDtwzojSvidAC0YldQL6JUB0JJf/kF4mQHWTGARWbidAdCSX/5A+JUBhVFInoGklQJjdk4eFWidAcvkP6bfvJkD2KFyPwpUmQLaEfNCzGSlAhA1Pr5SFJ0BnRGlv8OUlQP32deCcsSZASL99HTjHJEDT3uALk6koQPAWSFD8GCdAp3nHKToSJ0Am5IOezaolQOJYF7fRwChAQYLix5hbJ0AOT6+UZagoQJF++zpwTidAf2q8dJOYJkCKsOHplTImQGKh1jTv+CZAL90kBoHVJ0BTBaOSOqEmQKg1zTtOkShA8KfGSzcpKEAnMQisHJonQKFns+pz9SZACRueXinLKEBSJ6CJsMEoQF3cRgN4KydA/fZ14JxxJkAKaCJsePooQIts5/upMShA8rBQa5r3JkCUh4Va09wmQLn8h/TblydAeAskKH7MJkAMAiuHFvknQLG/7J48zClAwTkjSnujKUA0gLdAgsImQMHKoUW2syhA2IFzRpSWKUBDrWnecUooQLWmeccpeilAQKTfvg4cKkArGJXUCUgqQFYOLbKdbylATmIQWDmUKUB/arx0k5goQIC3QILiBylAvJaQD3pWKEDqBDQRNnwpQD0s1JrmPStAhxbZzvczKkCYbhKDwCopQBPyQc9mdSpAjSjtDb6wKEDbiv1l9yQrQDvfT42XLipAVTAqqROQKEDWVuwvu+cqQIy5awn54CdAeJyiI7l8K0AT8kHPZhUpQGFUUiegySlABaOSOgEtKkCPU3Qkl98oQCfChqdXailA+aBns+rTKECGONbFbVQpQESLbOf7aStAEOm3rwNHKUDrc7UV+2ssQDm0yHa+HyxA6+I2GsBbKUBeukkMAqspQDEIrBxahCtAXynLEMc6K0CDL0ymCiYrQNGRXP5DuilATtGRXP7DK0AQejarPjcrQGRd3EYD2CtABOeMKO2tK0A0gLdAguInQNc07zhFhypAuY0G8BaoKUBVMCqpE1AoQFYOLbKd7ytAe4MvTKaKKkCjI7n8hzQqQE8eFmpNcytAF0hQ/BhzLUDMf0i/fV0nQIZa07zj9CpAaJHtfD/1K0Cfq63YX7YqQDLmriXkwytAK/aX3ZOHLECKsOHpldIpQMoyxLEuDitA9UpZhjj2KUBj7lpCPqgqQAaBlUOLbCpAn82qz9VWKUCPU3Qkl38tQJZDi2zn+ytAf9k9eVioKEAAkX77OlAqQMGopE5AEyxAzF1LyAedKUAawFsgQfEqQI9TdCSXPypAc9cS8kEPKUCxUGuad1wsQCGwcmiR7StAarx0kxhkKEB6xyk6kosuQEymCkYlVStAK/aX3ZPHKkDD0ytlGSIsQNZW7C+7JyhAsVBrmne8KECk374OnJMsQOf7qfHSjStAVcGopE4AKUBTliGOdTErQNxGA3gLBCpANe84RUdSLEB6xyk6kssqQPW52or95SlA07zjFB1pLUDnjCjtDd4qQHRGlPYGXytAWDm0yHb+K0AcfGEyVVAsQHctIR/07ClAFYxK6gQULEAwuycPC3UoQCegibDhSSxA5fIf0m+fKkDqBDQRNjwsQOf7qfHSjS1AqMZLN4mhLEBxGw3gLbAqQLn8h/Tb9ypAzTtO0ZH8LEBmZmZmZqYrQJMYBFYODSpA2PD0SlkGLEBmZmZmZkYrQBe30QDe4ilA78nDQq1pK0AMk6mCUekqQC9uowG8RS1A1lbsL7vHLUBBguLHmHstQAfOGVHa2yxAnMQgsHJoLEDJ5T+k3x4tQPOOU3Qk9ydAio7k8h+yK0Bgdk8eFiouQILix5i7NitAqRPQRNiQK0Df4AuTqWIsQEvIBz2b1StA8fRKWYaYLEBkO99PjdcrQOVhodY0rypAQxzr4jYaLUD+ZffkYUErQMbctYR8kClAGlHaG3wBK0DDZKpgVFItQCh+jLlr6StAa5p3nKJjKkAbL90kBuEqQJXUCWgiDC1AI0p7gy8sLkCR7Xw/Nf4rQJzEILBySCxAu7iNBvC2K0DQ1VbsL3srQPrt68A5gytACfmgZ7OKLUDlYaHWNO8pQHrHKTqS6y5Ar5RliGNdLEB0JJf/kB4rQH3Qs1n1uSxAL26jAbzFLUB4nKIjuRwuQKK0N/jCJCtAAJF++zpwK0CkcD0K12MtQHRGlPYGnypAQmDl0CK7K0BQ/Bhz15IuQPmgZ7PqcyxATKYKRiWVLECFfNCzWTUrQDY8vVKWgSxAAJF++zrQKUDqlbIMcSwuQH6MuWsJ+StAn82qz9X2LUAy5q4l5OMsQF3+Q/rtyy1A+u3rwDmjKkBO0ZFc/oMtQP+ye/KwUC5AbxKDwMqBLEBmZmZmZsYrQNnO91PjJSxA6+I2GsBbL0DecYqO5PItQNEi2/l+yi1AV1uxv+xeL0BhMlUwKqktQAisHFpkGy9AArwFEhSfK0B5WKg1zbsqQBgmUwWj0i1AqFfKMsSxK0BO0ZFc/uMrQKyL22gAby5AcT0K16OQLUCQMXctId8sQKH4MeauZS5A3+ALk6niLECt+lxtxR4rQEvIBz2btS1AgnNGlPbGLEAYldQJaEIsQHBfB84Z0StA+zpwzogSKkDysFBrmrcrQI51cRsNIC1AkxgEVg7tK0CLbOf7qXErQAHeAgmK3ypAdZMYBFaOLkD7y+7Jw4IuQF3+Q/rt6ypAtFn1udoqLEDnjCjtDb4uQCJseHqlzC9Avw6cM6JULEDsL7snD0srQCh+jLlrCS1ACmgibHgaLkBuNIC3QEItQFdbsb/svipAzczMzMxMLUCoV8oyxJEuQCNKe4MvDCxAn6ut2F82LUARx7q4jYYsQCntDb4w2S1Afa62Yn85L0BDHOviNhowQJqZmZmZeS5A4lgXt9HgLECeXinLEActQFZ9rrZi3y1AkQ96Nqv+K0DhehSuR4EuQIY41sVtdC5AArwFEhT/LkDFILByaJErQIC3QILihy1AS1mGONalLkCWsgxxrOsqQJ2AJsKGJy1AhXzQs1nVKkD7OnDOiJIuQBUdyeU/pCxArkfhehTOKUBy+Q/pt88rQEATYcPTay1AZDvfT40XK0Ba9bnait0oQA1xrIvbyC5A7uvAOSOqLUAvbqMBvEUtQKYKRiV1gi5AVOOlm8SgKkCze/KwUGsrQFkXt9EAnixARrbz/dT4LkDqlbIMcSwrQClcj8L1aCxAr5RliGOdKkDKMsSxLk4tQKfoSC7/QS1AoWez6nNVLUAZBFYOLVIsQNiBc0aUFi5Akst/SL+9LUBE+u3rwBkuQHWTGARWDi5A/kP67etALkBeS8gHPfsrQEi/fR04hyxAp+hILv8hLEBjf9k9eXgsQLWmeccpWixA2qz6XG2lLUCze/KwUGssQMzuycNCzS1Ake18PzU+LkA2qz5XW1EsQBfZzvdToyxAk6mCUUn9K0B6Nqs+V7ssQET67evA+S5AApoIG54eK0AHzhlR2hstQKd5xyk6si5AlkOLbOc7LUA17zhFRzIuQLRZ9bnaiixAt9EA3gKJLEDQs1n1udotQIzbaABvcTBAqoJRSZ0ALEBbQj7o2ewtQEoMAiuHVixAat5xio5EL0AtQxzr4tYvQNiBc0aUVi1AkQ96Nqv+LUCgibDh6bUtQJjdk4eF+ixAoImw4elVLkDl8h/Sb/8sQF3cRgN4qy5AHVpkO9/PLkB6pSxDHGsvQAaBlUOLDDBA+THmriUkL0DOiNLe4IstQKFns+pzdS5AMEymCkalLkDZX3ZPHlYwQKYKRiV1QixAXdxGA3jLLEAAb4EExU8vQNzXgXNGtCtA1sVtNIC3LEDXNO84RecsQAaBlUOLTC1AppvEILCSLED+ZffkYYEtQBx8YTJVcCxAYOXQIttZLUBWDi2ynS8uQL7BFyZTxSxA9bnaiv3lLUDiWBe30cAqQGHD0ytleStAzczMzMwsLEBIv30dOOcuQF1txf6yGytAxY8xdy1hLkAQejarPrcsQIy5awn5gC5AEOm3rwNnLEBWfa62Yh8sQOOlm8QgMC1A9dvXgXOGLkCGONbFbfQrQH6MuWsJmS1A6Nms+lwtLkAldQKaCHsvQMP1KFyPAixAYcPTK2V5LUDOqs/VVgwsQOSDns2qTy1A6SYxCKy8LkB4CyQofmwuQNv5fmq89C1At9EA3gLJLUBXW7G/7P4wQKTfvg6cMy5AodY07ziFLEAv3SQGgXUrQOM2GsBbwCtA4zYawFsALkCoV8oyxHEuQJoIG55eCSxAUwWjkjohLkBOYhBYORQrQNEi2/l+Ki1AF0hQ/BiTLkARNjy9UnYuQIEExY8xRzBAih9j7lpCLUDRItv5fsouQDvfT42Xzi5AEhQ/xty1LECx4emVsiwvQH/7OnDOaCxAj8L1KFyPLUDTvOMUHYktQGiz6nO1VSxA6SYxCKx8K0DdtYR80JMrQNuK/WX35C9Aak3zjlPUKkBhw9MrZTktQAtGJXUCGi1AMlUwKqnzLECh1jTvOEUvQFjKMsSxLi1AOUVHcvkPLEA/V1uxv0wuQMKGp1fK8i5As+pztRUbLkC+wRcmUwUtQCGwcmiRjSpAb/CFyVRhL0AVHcnlP0QtQMnlP6TfXixAEqW9wRdmLkCyne+nxussQGgibHh6hS5AXW3F/rJbL0DEQq1p3vErQFMFo5I6ISxACfmgZ7OKLUDl8h/Sbx8tQHWTGARWbitA7Q2+MJlqLEBF2PD0ShkuQGb35GGhNi5ALGUZ4ljXLUACK4cW2W4tQGwJ+aBn0ytACmgibHgaLEBuNIC3QEIuQO7rwDkjSi9Ah6dXyjLEK0DKMsSxLm4tQKyL22gAjzBAB1+YTBWMKkBpAG+BBGUsQOauJeSD3itA0ETY8PTqLkB2Tx4Wao0tQPCnxks3KSxADr4wmSo4LEDSAN4CCYosQJhMFYxKyi1Aih9j7loiLEAMk6mCUUkuQJHtfD81fi1ABoGVQ4tsLUDCFyZTBWMsQL8OnDOitC5AutqK/WX3L0CVZYhjXTwtQJ+rrdhfFi5A8kHPZtUHLUD7y+7JwyIuQMNkqmBU8itAkzoBTYStL0A6kst/SD8tQOELk6mCES5AXkvIBz07LUBm9+RhofYqQOeMKO0Nni1Aa5p3nKIDL0DNO07RkTwrQEp7gy9Mhi1AOGdEaW+wK0DWVuwvu2cvQGq8dJMY5C5AD5wzorS3LEBSSZ2AJqIsQMNkqmBUEi5ANe84RUfSLUAukKD4MSYvQBx8YTJVMC5AXrpJDAJrLEBa9bnaih0sQOwvuycPiyxACyQofoyZLECMuWsJ+SAtQMgHPZtVny5AQmDl0CL7LUA8TtGRXH4tQNXnaiv2Ny5A30+Nl25yL0DQ1VbsLxsrQHWTGARWji9Agy9MpgpmLEDwFkhQ/LguQNO84xQdiS1A7FG4HoXLL0CHp1fKMqQtQMBbIEHxQyxAih9j7lqCMECppE5AE8EuQH6MuWsJOSxApN++DpyTK0DXNO84RccuQBgmUwWjci1AqFfKMsRRLECoxks3iUEtQIenV8oyZCxAYOXQItuZLEAB3gIJil8tQNlfdk8eti5AGeJYF7fRKkACvAUSFB8tQHBfB84ZcS1AdZMYBFZuLUB7FK5H4VouQAn5oGezii1AQj7o2azaLUDb+X5qvPQsQLwFEhQ/hi9Ac9cS8kEPLEBj7lpCPsguQNv5fmq8tCtAFK5H4Xq0LkCNl24SgyAsQIiFWtO8Iy9AMEymCkbFL0AHzhlR2nsvQLIubqMBPC1AowG8BRJULEA6kst/SD8uQEATYcPTyytAQ61p3nFqLUDQRNjw9AosQGPuWkI+aC1A1sVtNID3LkAdyeU/pN8rQAU0ETY8fSpA6+I2GsBbLUBKDAIrh/YtQAmKH2PuGi1AHcnlP6RfK0BYObTIdt4tQPaX3ZOHpS5ACfmgZ7NKL0B6pSxDHEsvQISezarPNS5AOwFNhA2vK0A17zhFRyIwQDqSy39IPy5AzczMzMxsL0BXW7G/7H4sQCqpE9BEuC9AqDXNO06RL0BQ/Bhz19ItQC2yne+nhi9Ab/CFyVRhLkCLbOf7qdEuQFvTvOMU3S5ATRWMSupkLUBU46WbxCAtQKYKRiV1oi1AQYLix5jbLkBfmEwVjEosQABvgQTFTy5AT6+UZYgjL0Cfq63YX3YtQJf/kH77ei9AfT81XrppLUCKjuTyHxIvQGKh1jTveC1AD5wzorRXMECTGARWDo0sQNxoAG+B5CpAnYAmwoZHLEBL6gQ0EVYtQIGVQ4tsJy1AJzEIrBy6LEBy+Q/pt08tQPCnxks3aS5AYcPTK2UZLkAp7Q2+MBkvQDXvOEVHsi9AgZVDi2wHL0CKsOHpldIpQMbctYR8UC1AdZMYBFauLUAWak3zjpMtQBQ/xty1BC9ASL99HTgHLECTqYJRSX0uQEXY8PRKiTBAnDOitDe4LkAFxY8xdx0xQIbJVMGoxC5AeVioNc0bL0B+HThnRMkvQMuhRbbzXStAEoPAyqHlLkAbDeAtkAAsQHL5D+m3zy1Agy9MpgpmLED6fmq8dDMvQOqVsgxxjC1ACfmgZ7NqLUBWfa62Yr8sQEMc6+I2Gi1AYHZPHhaqL0Dx9EpZhhguQC2yne+nhi5AX5hMFYxqLUBDHOviNlouQJvmHafoiC1AjNtoAG9hLUBa9bnaiv0uQCzUmuYdJy5A4umVsgyRLkC1N/jCZGouQMIXJlMF4y1AXCBB8WPMLUCGyVTBqEQtQHo2qz5X+yxA5fIf0m9/K0BB8WPMXQsvQAXFjzF3jS1AX5hMFYxKLEAqqRPQRJguQD/G3LWEXCtAtaZ5xykaL0A/NV66SQwsQCQofoy5qyxArIvbaADPLUBEi2zn+6ksQBBYObTIli5AXynLEMf6LkAawFsgQUEwQFHaG3xh0ixAHThnRGkPLkDpSC7/IT0uQFmGONbFrS1AAJF++zoQLUAYldQJaMItQMdLN4lBYCxAvjCZKhhVL0DdJAaBlYMsQMe6uI0GMC9AutqK/WUXLED5oGez6hMuQF+YTBWMCi1AMZkqGJV0LUCitDf4wsQtQJZDi2znOy5AKcsQx7p4LEBxPQrXozAvQL99HThn5C5ALNSa5h1HLkCb5h2n6IguQJqZmZmZeS1AEHo2qz73LUC5/If021cwQG+BBMWPETBAKH6MuWupLkDT3uALk+krQNc07zhFZy1A9dvXgXOmLEArGJXUCYgvQOELk6mCUSxAS8gHPZv1LUBj7lpCPsguQPRsVn2uFi5APzVeukmMLUBfKcsQxxouQLaEfNCzWS1AuECC4sdYL0Am5IOezWouQEku/yH9NjBAFmpN847TLkAPC7WmeectQAtGJXUCui5AA3gLJCj+LUDbiv1l90QuQKrx0k1i0CxAfh04Z0QJLUAgQfFjzF0uQEYldQKayC9AMzMzMzNjMEAGgZVDi8wtQC2yne+npixAiUFg5dCCLkBj7lpCPggtQHKKjuTyXy9AIbByaJFtL0Doaiv2lz0tQLbz/dR4yS5Aa5p3nKJjL0DOqs/VVswsQCNKe4MvrCxAImx4eqUMMECu2F92T14sQJYhjnVx2yxAz/dT46WLMEA51sVtNMAtQJyiI7n8hy1ACtejcD0qL0Do2az6XO0uQPRsVn2uti1AuECC4sf4LkBtxf6ye9IuQNPe4AuTSS1AFYxK6gQ0LUAf9GxWfe4tQBHHuriNBi9AQxzr4jb6KkDOGVHaG9wtQJoIG55eSSxA+zpwzoiyLUCQMXctId8uQAn5oGezyi9AeekmMQhMLED7XG3F/lItQFRSJ6CJIDBA+MJkqmA0L0AKaCJseNorQHDOiNLeQC9AwcqhRbYTL0AVjErqBDQwQL4wmSoYNTBAHcnlP6S/LkAFo5I6AY0uQDhnRGlv8CxA8x/Sb18nMEBOYhBYOZQtQPMf0m9fdzBA4zYawFtwMEDpJjEIrHwsQFFrmnecgi5Abef7qfGyK0CMuWsJ+WAtQBZqTfOO0yxATx4Wak0TLUBUUiegiVAuQLbz/dR4iS9AnDOitDd4LkAU0ETY8PQsQGPuWkI+SC1AO3DOiNK+LUARNjy9UlYwQCEf9GxWHS9Al/+Qfvt6LEDBOSNKe2MuQAK8BRIU3y1ALSEf9GxWL0CMSuoENNEsQKRwPQrXoytAT6+UZYgDLUCt+lxtxT4tQCGwcmiRHTBAFmpN845TLkBDHOviNlotQJSHhVrT/C1AJJf/kH77KUAu/yH99pUsQNBE2PD0qitANs07TtGRLkDnHafoSJ4wQDJVMCqpsyxAvsEXJlOFLEA/NV66SUwsQDSAt0CCYi5ArfpcbcX+LEBhVFInoOkuQMIXJlMFkzBAxY8xdy3hLkBCYOXQItssQJ5eKcsQJy1A6bevA+eMLkDysFBrmpcuQF3+Q/rtezBAlkOLbOcbLkCjI7n8h7QtQCDSb18HjjBAPE7RkVzeLkClTkATYcMsQN/gC5OpgixAYOXQItuZL0CWsgxxrIstQOf7qfHSTS9A9bnaiv1lLUC+wRcmU4UvQAK8BRIU3y1Aih9j7loiLECLbOf7qbEtQB04Z0Rpby1AuycPC7UGLkA/NV66ScwpQN0kBoGVoytAuK8D54woL0CEns2qz9UsQP2H9NvXQS5AZohjXdwmLkD67evAOUMsQFJJnYAmAi5AOpLLf0ifLEC+nxov3TQwQFkXt9EA/itAJXUCmgg7LkDSb18HzrktQDMzMzMzUy1AkzoBTYQNKkDysFBrmtcuQKmkTkATwS1AcF8HzhnxLkASFD/G3NUvQJZDi2zn+y1AAd4CCYq/LkAHX5hMFWwsQFZ9rrZi/y5AYhBYObQoKUDDZKpgVDIxQD2bVZ+rrTBAFK5H4XrUL0AUP8bctaQuQCSX/5B+2y5Af2q8dJP4KkA3GsBbIOErQHqlLEMcSy9A9dvXgXOGLECdEaW9wTctQIcW2c73MzBAH4XrUbj+LkCpE9BE2FAsQOoENBE2XCxAJLn8h/TbLECWIY51cRsuQJSHhVrTHC5Aj8L1KFxvMEAjSnuDL6wuQNejcD0KFy1AUPwYc9fyK0CWQ4ts5/suQE2EDU+v1C5AK/aX3ZMHLUBv8IXJVOEtQHQkl/+QPitAbjSAt0ACLkB0JJf/kP4uQFOWIY51cS1A0ETY8PRqLUBYObTIdn4vQDVeukkMIi1AysNCrWkeLUCX/5B++3ouQNjw9EpZZi1AAJF++zqwL0Dwp8ZLN0kvQJMYBFYOzS5Aa5p3nKKDLUCpE9BE2HAqQBB6Nqs+9y5AFvvL7slDLUDnHafoSO4sQOLplbIMsS1A8WPMXUtIMECjkjoBTQQvQAHeAgmKHy1AAd4CCYpfLEACvAUSFJ8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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"170\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"171\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"172\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"174\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"177\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"178\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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LO0A1XrpJDNI8QHZxGw3gJUBAWmQ730+NOUCGONbFbZQ8QH2utmJ/+UBAkzoBTYRtPkBfB84ZUVo/QDVeukkMKkBAqFfKMsQhO0AYJlMFo7I7QFXBqKROMD9ASgwCK4c2P0ALJCh+jBk+QNZW7C+7Rz1AUI2XbhKjPkCgibDh6YU9QIV80LNZ9TtAXdxGA3grPUBdbcX+sgtDQHbgnBGllUFAY3/ZPXmYQEDc14FzRjQ/QP5l9+RhcUFAJJf/kH47OUDfT42XbiJAQN21hHzQIz5AJCh+jLnrP0Ar9pfdk2c6QOCcEaW9MT1A8fRKWYagQEBGtvP91AhAQMiYu5aQh0BAxty1hHxgQkDjx5i7lrBAQN4CCYofgz9Asp3vp8ZrP0AgY+5aQk48QO/Jw0Kt6T1ADwu1pnm3PUCBJsKGp/c7QPVKWYY4RjxA001iEFjZPECOdXEbDbA9QAAAAAAAYEJA2c73U+MVPEDDZKpgVAJAQO5aQj7owUBAsp3vp8Y7PEAnMQisHDJBQLivA+eMCD1Ad76fGi/dPkCgGi/dJHZAQMIXJlMF4z9AjSjtDb6wQUDysFBrmldAQKUsQxzrQjlAwTkjSntzO0Bd/kP67dNAQLaEfNCzQUFA2IFzRpQmQUCgibDh6XU/QOOlm8QgsD5AI9v5fmqsOUAqOpLLf3hAQOviNhrAKz1ARdjw9Ep5QUAs1JrmHWdAQLTIdr6fkkFAQYLix5jrPECfzarP1QZBQLU3+MJkuj1AmnecoiPJPkDufD81XspAQLaEfNCzgUJAutqK/WU3PkBIv30dONc/QDBMpgpGNT1AVTAqqRPYQECNKO0NvhhAQGB2Tx4WMkJAJQaBlUNLQUA1XrpJDIJAQAK8BRIU/0JAhXzQs1mVQEB7FK5H4XpAQBiV1AloIkJA8WPMXUvQQECoNc07TslAQPp+arx0Y0BAQfFjzF0rQUB/+zpwznhBQJhMFYxKCkJAJ6CJsOFhQUAAb4EExR9CQK36XG3FNkJAZ0Rpb/DVQ0AZc9cS8qlAQG8Sg8DKYT1AWKg1zTuuPkDTTWIQWMk/QLHh6ZWyNEBAImx4eqWkQkCWsgxxrANAQLMMcayLO0FA6Ugu/yEVQECSy39Iv01BQBfZzvdTE0BA+zpwzohKQkDsUbgehVs9QEaU9gZfyDpAvHSTGAQGQEBLWYY41oU9QNcS8kHPhj1A9dvXgXO+REDKMsSxLpZAQBfZzvdTM0FAtFn1udo6PUAaUdobfLE8QGfV52orFj1Ar5RliGMtQkC9UpYhjo1BQKmkTkATkUBAb/CFyVQBQkA/xty1hNRAQHrHKTqSSz9A3GgAb4H8QEC9UpYhjl1AQLAD54wozUJAOpLLf0jHQECh1jTvOA1CQPd14JwRrUBARUdy+Q+xQEA5tMh2vh8/QE7RkVz+A0FAXynLEMcqQUBpAG+BBIU/QNlfdk8evkBAzqrP1VYsQUCwA+eMKBVCQDXvOEVHgkBABcWPMXctQEAep+hILp9AQPrt68A5O0BA3EYDeAsUQUDHuriNBmhBQOkmMQis/D9ADJOpglEpQUBJLv8h/fZBQDVeukkMEkBAQmDl0CI7PkAkKH6MuXs/QLraiv1lB0FAVFInoImwP0BxGw3gLQhCQBiV1AloYkJA001iEFhpO0BvEoPAytE/QJXUCWgiLEJAZDvfT40XQUA2zTtO0alBQPkx5q4lVD9AYHZPHhbqPUAQWDm0yKZCQI2XbhKDeEJAOwFNhA1/QkAFNBE2PC1DQCqpE9BEuD5AWvW52orFQUC3Yn/ZPRFBQCL99nXglEBA5fIf0m8HQUAzMzMzM8NDQIMvTKYKBkFA097gC5OhQEA0gLdAgopAQL1SliGOhT1A16NwPQofRECxv+yePHxCQF3+Q/rta0BA6bevA+fsPEDvOEVHclk+QMHKoUW2E0FARPrt68DpQEC0yHa+nyo7QIcW2c73u0NAYOXQIts5Q0A+eVioNS1DQEI+6NmsYkJAqFfKMsRRPEBIv30dOK9AQG+BBMWP4UBAnzws1JpGPkCVZYhjXXxAQBsv3SQGeUFANqs+V1thP0BBguLHmBtAQGZmZmZm7kBA1zTvOEUfQ0DXEvJBz/Y7QLwFEhQ/TkJAbjSAt0BqQECiRbbz/WxAQBIUP8bc7UFAqz5XW7GPPkDb+X5qvLRCQHrHKTqSOz9A30+Nl266QUDufD81Xno9QNobfGEy1UFA9bnaiv3dQEDOGVHaG/xBQGlv8IXJ5EBAZ0Rpb/A9Q0DqBDQRNlxCQNxGA3gLTEJAe4MvTKbKP0CTGARWDv1CQCPb+X5qPEFAW7G/7J7MPkBRa5p3nOJAQHUCmggbZkBAd76fGi/tQEACmggbnnZBQHqlLEMca0JAxLEubqPxQkBv8IXJVKE/QJXUCWgi9EVAJzEIrBz6QEDHSzeJQQBDQNqs+lxttUNA3nGKjuTCQUDeAgmKHyNCQJqZmZmZMUBAUrgehevxP0AHzhlR2gtCQL6fGi/dvEBA0SLb+X4CQ0CWsgxxrANBQCntDb4wCUJAzqrP1VbMPkDxY8xdS7g9QNnO91Pj5T5ARGlv8IW5QUBb07zjFEVAQGHD0ytlKUNAdZMYBFZ2RECR7Xw/NU5BQKd5xyk6kkFARIts5/tJQEBF2PD0SpFAQIqO5PIfUkJAzF1LyAfdQkDmriXkg/5BQAK8BRIUf0FAMQisHFp0QkDTvOMUHSlDQEmdgCbCXkBAexSuR+EyREAMk6mCUdlAQPwYc9cSkkJAxEKtad6xQUCjI7n8h5xCQHKKjuTyZ0JAaCJseHoVRECitDf4wgxEQBgmUwWjakFAio7k8h9yQECDUUmdgIZCQGx4eqUs20FAIv32deCEQ0D1udqK/e1BQL4wmSoYtUFAF7fRAN4iQ0CY3ZOHheJAQGiz6nO1RUJAJQaBlUNbP0C4QILix5BCQJT2Bl+Y9EJAukkMAitvREB88rBQa2JBQCSX/5B+s0NAT0ATYcPzPUDZzvdT4+U9QJhuEoPAckJAkQ96Nqt+QEBWn6ut2B88QOXQItv5zkFAIR/0bFZNQkAy5q4l5IM/QIEExY8x90NAb/CFyVR5QkCgibDh6RVCQCGwcmiRzT9AyxDHurjVQUAT8kHPZt1AQOlILv8hdUFAkst/SL/lQkC8dJMYBOZBQPAWSFD8cENArIvbaAAPQEDwFkhQ/FBCQC9uowG8DUBA2PD0SlkeQkA+eVioNd1DQBPyQc9mBUJAi/1l9+ThQED/snvysPBBQLpJDAIr30JAqoJRSZ0wQUC1pnnHKUpAQM4ZUdobREJA3+ALk6nqQ0DXNO84RUdDQIXrUbgefUJANqs+V1tRQkAJG55eKctAQBWMSuoEREJA8BZIUPzgQkB6Nqs+V+s/QMZtNIC3YENAZmZmZmaOQkDiWBe30VhAQKMjufyHLEBAWvW52oq9P0B88rBQa8pCQIts5/upIUJASL99HTjPQkBKDAIrh6ZBQL8OnDOiJENA4L4OnDNCREBiodY076hGQJVliGNdjEJA9P3UeOl+QECb5h2n6OBAQNv5fmq87EFAfT81Xro5P0AldQKaCBtFQH/ZPXlYiD9AV+wvuyfPQUByio7k8ldAQDJVMCqpw0JAak3zjlO0Q0DUK2UZ4nBDQLPqc7UVQ0JAcoqO5PJ/QUA6kst/SEdCQHbgnBGl7UNAtFn1udpyQ0AFo5I6AQ1AQLx0kxgERkJAjNtoAG9JQUAtQxzr4j5CQFtCPujZBEFAnl4pyxC/QkB+HThnRDlFQEhQ/Bhzf0NA4L4OnDPSQECn6Egu/6E+QAYSFD/GrENAGlHaG3xRQkBYyjLEsV5AQNejcD0KJ0JAsAPnjCi1QUB90LNZ9TlAQIXrUbge1UNAKxiV1An4QUBRa5p3nDJEQCbkg57N6kJATmIQWDm0Q0CSXP5D+n0+QDy9UpYhRkJAOUVHcvknQUBRa5p3nFJFQNk9eVio7UBAQfFjzF0DQUAdWmQ7389BQCv2l92TNz9ARGlv8IUhQkA/xty1hJxDQI51cRsNKEJAc2iR7XzfQkBos+pztZVAQBe30QDeskFAVcGopE6oQ0DysFBrmo9CQEI+6NmsMkRAmnecoiNZQUA/NV66SRxEQKfoSC7/yUFAJ8KGp1fyQEB6pSxDHNNDQO5aQj7oYUBAJzEIrBziQ0DEsS5uo2FCQPRsVn2uTkVAfGEyVTAqREANcayL21hCQFafq63YJ0RAXCBB8WOkQ0AxCKwcWtxBQG6jAbwFAkNAfT81XropQkDM7snDQmVAQMsQx7q4VUFAiUFg5dDCQkBIUPwYcx9GQCv2l92Tn0FASL99HTjfQ0Af9GxWfZ5BQK36XG3FfkNATfOOU3SEQ0CIhVrTvEtEQLgehetRmEJAnMQgsHLoQ0BxGw3gLcBBQP2H9NvXkUJAhslUwahUQ0Bjf9k9efBBQPmgZ7Pq20NAdQKaCBs2QkCamZmZmUFDQO0NvjCZCkBAxyk6ksv/QkC+wRcmU11AQLivA+eMWEdAMuauJeTjQkBRa5p3nOJDQNc07zhFh0JAyAc9m1U3QkAFNBE2PEVEQGDl0CLbmUNAG55eKcsIRECq8dJNYmhBQBDpt68Dh0NAZvfkYaG+RED+1HjpJtlBQHUCmggbZkNAcF8HzhmZQkC8dJMYBGZGQAskKH6MwUNA4zYawFsQREAnoImw4blDQFR0JJf/IERAyjLEsS4eQkAdOGdEaX9BQIzbaABvsUJApgpGJXV6Q0AOvjCZKnhAQD2bVZ+rHUNAn82qz9X2Q0CBJsKGpy9BQAHeAgmKj0ZA6bevA+ecQkBU46WbxJBEQEaU9gZfSENAVTAqqRPQQkCFfNCzWXVGQLmNBvAW2EJAj1N0JJe/Q0CWsgxxrPNAQB+F61G41kNAKA8LtabRQkC7uI0G8O5BQGDl0CLbUURATRWMSuoUQ0AqOpLLf0hGQFRSJ6CJEEFAK/aX3ZNXQUCC4seYu2ZCQD55WKg1tUFAP8bctYSsQUACmggbnj5DQM/3U+OlGz1AgSbChqevQkBb07zjFOVAQLivA+eM8EJAJ6CJsOF5RkC94xQdycVEQI0o7Q2++ERA9+RhodZkO0Au/yH99l1HQPOOU3Qkr0JAm1Wfq63IP0AkufyH9FNDQE5iEFg5LEJAF7fRAN5iQUD4wmSqYAxCQHicoiO5DD9AFK5H4XpkQkD4U+Olm4xEQNZW7C+7l0BA+n5qvHTbREA2zTtO0blCQL99HThnLERA/kP67evgQ0CC4seYu15EQAisHFpkc0JAB84ZUdrrQkBkO99Pjd9CQKjGSzeJgURAmpmZmZkRQ0Ch+DHmrt1BQOqVsgxxjEJAHhZqTfM2REClTkATYbtCQMxdS8gHvUFAmN2Th4WaP0CGONbFbWxCQEw3iUFgtT9Ax7q4jQYgRkAdyeU/pJ8+QIenV8oyVENAexSuR+FCQ0DlYaHWNLdBQOXQItv5rkNAJlMFo5KiQUDBqKROQGtDQKTfvg6cg0JAArwFEhTfQUB56SYxCCxCQKyt2F92N0JA1zTvOEVvRUCGONbFbfxAQOqVsgxxBERAP1dbsb8cRECutmJ/2U1AQPd14JwRfURAuY0G8BY4QUDgLZCg+JlBQE3zjlN0TERAOdbFbTSoQ0DSb18HzsFEQA4tsp3vb0NAcT0K16OgQUBKe4MvTO5CQCQofoy500FAtoR80LPZREDwhclUwaBCQFmGONbF7UNAUkmdgCZ6Q0AtIR/0bO5CQCJseHqlxERAvp8aL91sQUD+ZffkYSFCQFK4HoXryUJAeAskKH4sQUDRkVz+Q2pDQJeQD3o2C0NAa5p3nKIrRECitDf4wrRCQHGsi9togENAOpLLf0hPREDjpZvEIDhEQCcxCKwc+kVAirDh6ZUqRkD+ZffkYTlCQG/whclUsT9A9pfdk4dFREBq3nGKjsxBQK62Yn/ZPUNApb3BFyY7QkDoaiv2l90+QHQkl/+QNkRA7MA5I0qrQ0Cxv+yePLxFQPH0SlmGYEJAnKIjufz3PUCn6Egu/5FBQFr1udqKNUBAb4EExY8RQkDVCWgibHBEQGuad5yia0FAyjLEsS5GQ0AukKD4Mc5DQKMBvAUSvEVAQYLix5hzQ0CiRbbz/aRCQABvgQTF50FAGy/dJAbBQ0C28/3UeIlDQMSxLm6j2UNAsHJoke0UQkCRfvs6cM5CQH/ZPXlYKENA/mX35GHpQkBuowG8BcpFQEvIBz2bTUBAXf5D+u1TQUAydy0hHwxBQB1aZDvfn0FAejarPlfTQUCjI7n8h4RCQNcS8kHPtkJAuycPC7VeQEDek4eFWsNEQE3zjlN0jEFAukkMAiufQ0BQ/Bhz18pCQMdLN4lBqERAW0I+6NkURECvJeSDnhVGQE7RkVz+C0JA3EYDeAtUSEBB8WPMXetCQPRsVn2u/kVACfmgZ7MqQ0AldQKaCANFQNuK/WX3dEZAAiuHFtnePUAAb4EExT9BQPVKWYY4vkZAZapgVFJfR0ADCYofY05GQNxGA3gLTERARrbz/dT4Q0ASFD/G3KVEQPvL7snD6kJAzF1LyAd9OkAi/fZ14MxCQAyTqYJRuUVAAwmKH2MeRkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"181\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"184\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"185\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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129eBc+YlQI4G8BZI0CtA93XgnBHFLUCM22gAb0EsQPH0SlmGWDBAescpOpLrLEB/arx0k9guQOauJeSD3i1A+Q/pt68TMED+Q/rt65AwQMiYu5aQTzBAr5RliGMdLED129eBc0YtQCh+jLlriSlAj1N0JJf/KUC+nxov3UQqQFZ9rrZiXy1AUI2XbhLjJ0D3deCcEVUwQJkqGJXUCS5ACyQofoxZK0By+Q/pt68oQNNNYhBY+SxAyXa+nxqPKkCKH2PuWiIqQPFjzF1L6ChAOpLLf0j/LUDKMsSxLm4wQCDSb18HPjBAnYAmwoZHK0BB8WPMXWswQB+F61G4HilA1zTvOEVHKkAawFsgQTEqQBHHuriNhitAEHo2qz6HMEDl8h/Sbx8mQE9AE2HD0ytAEqW9wRemMEBLWYY41uUtQNiBc0aU9i1A9UpZhjhWLkDpt68D53wxQFfsL7snfzFA9+Rhoda0LkCQoPgx5s4oQNcS8kHPxi1AD5wzorS3L0D0/dR46cYxQNv5fmq8lC9AAd4CCYp/LECF61G4HqUrQL8OnDOiNClAbVZ9rrYCJUCI9NvXgZMoQKpgVFInACtAMLsnDwtVLUAy5q4l5KMuQMWPMXctMTBA8BZIUPwYMECBlUOLbIcsQAkbnl4pyylAirDh6ZVSLEBdbcX+srsoQC7/If32FSxAarx0kxhELUBDrWnecWotQDC7Jw8L1SpAZ0Rpb/BlKUDHuriNBjArQLyWkA96BjBAlPYGX5hsMED67evAOYMtQJkqGJXUKS5AeJyiI7l8LUDcaABvgWQtQIqO5PIfMilAhjjWxW1UL0D+Q/rt64AtQNqs+lxt5SxAf/s6cM6IKED2KFyPwhUuQI/C9ShcTypAFK5H4Xo0LkAFxY8xd40nQCDSb18HjiVAjgbwFkhwL0DRItv5foopQCv2l92TxzBAL26jAbwlJ0BxrIvbaIAtQBUdyeU/RClAZF3cRgO4LECNl24Sg+AvQBniWBe3oTBAi2zn+6kxLEBlqmBUUqcuQOM2GsBbwClAz/dT46ULMED+Q/rt6+AtQF3cRgN4KypAGsBbIEERKUC7Jw8LtYYqQBsN4C2QoCtAgy9MpgpGMEAFNBE2PD0nQPyp8dJNgitAu7iNBvD2KkDi6ZWyDNEqQJAxdy0h3ypAzO7Jw0LtKkBDrWnecZoyQLdif9k9OS9AMLsnDwt1K0D4wmSqYJQsQJm7lpAP2ipAgy9MpgqmK0CoV8oyxBEwQM/3U+OlGzFA4XoUrkchKkCsrdhfdv8wQKrx0k1i8C5AFK5H4XqUK0B6pSxDHCswQNO84xQd+TBAK/aX3ZMnKUAaUdobfKErQLbz/dR4yStA4QuTqYIRMEDHSzeJQYAwQO2ePCzUuixAVcGopE7AK0CKsOHplVItQDy9UpYh7iVA2ht8YTJ1LUC5jQbwFsgvQAtGJXUCmi5AYqHWNO8YL0DysFBrmrcuQNIA3gIJSi5AhA1Pr5SFLEAmUwWjkhouQMP1KFyPIipACD2bVZ9LKkAHzhlR2pspQJwzorQ3SDBAKe0NvjC5MEAu/yH99rUtQOhqK/aXvS1AoWez6nOVLUC8dJMYBLYtQL8OnDOi9CxARpT2Bl+4KUCcM6K0N1guQOviNhrAezFAZapgVFKnLkCamZmZmdktQBWMSuoElC1AGy/dJAYBLUBvgQTFjzEuQMx/SL99HSlA0gDeAgnKLkBZhjjWxU0vQME5I0p7czFA24r9ZffkLkCjI7n8h1QpQOXQItv5PixAseHplbLMKkDIBz2bVV8tQFMFo5I6gTJAldQJaCJMKUA17zhFR/IrQE9AE2HDEy1AB84ZUdq7K0AukKD4McYwQArXo3A9yi9AjgbwFkhwLUDnHafoSE4qQMl2vp8abylAhslUwaiEKkBZhjjWxR0wQOhqK/aX3TBAZapgVFKnL0Boke18PzUtQIEmwoanVzBAumsJ+aBnLkCu2F92Tx4wQD81XrpJTC9AYqHWNO+4LkB5WKg1zVswQBUdyeU/FDFAF7fRAN5CLEA3GsBbIKEnQEoMAiuHVjBA2c73U+MFMEDzH9JvX7cxQDqSy39I/y1APZtVn6sdMECMuWsJ+QAtQIqO5PIf0ixAImx4eqXsLEDKVMGopM4rQESLbOf7qS1AokW28/30LUA+6Nms+lwvQPvL7snDYi1APZtVn6sdMECM22gAb8EtQEcDeAskiC5AtMh2vp9aMEBLyAc9m5UnQEMc6+I2mihAS8gHPZvVLkBjf9k9efgqQJp3nKIjGS1AJJf/kH67LUDaG3xhMhUrQLhAguLHGCxAT6+UZYjjK0DD9Shcj8IsQDAqqRPQRCxAzojS3uDLLkCC4seYuzYsQAskKH6M+S9AXdxGA3hrK0BZhjjWxU0qQLRZ9bnaai5AHqfoSC6/LkDjpZvEIFAvQC0hH/RstjBATmIQWDl0J0A4+MJkqkAqQOviNhrAOyxAHcnlP6SPMEBiEFg5tAgtQDojSnuDby5AVg4tsp3PLkAAb4EExS8sQBe30QDeQitAsVBrmnccLkCjI7n8h1QpQLMMcayLuyxAgQTFjzG3KEAp7Q2+MDkqQB1aZDvf3zBAQKTfvg58K0BJnYAmwsYpQIPAyqFF9jBAhlrTvOP0LkDl8h/Sbz8sQDarPldbUStAqDXNO06RKkB/arx0kxgsQOC+DpwzQjFAB1+YTBVcMUCoV8oyxHEuQAaBlUOLXDBAVFInoImAMEA1XrpJDOIvQNlfdk8eVilAN4lBYOXwK0DhC5OpgjEwQEI+6NmsmihAhlrTvOPUK0CFfNCzWXUuQBE2PL1SNi9A+THmriXkLUC4QILix1guQP5l9+RhgS1AWMoyxLHOLEA3GsBbIKEsQDQRNjy9cidA3bWEfNBjMEA51sVtNIApQOm3rwPnLCxAkQ96NqteLkDEsS5uo4EuQEku/yH9Vi5AtMh2vp8aMEAvbqMBvGUtQAIrhxbZzi5ATtGRXP7jLkB7FK5H4QowQEi/fR04JzBA8WPMXUtIKkBYyjLEsQ4sQNJvXwfO2S9A+zpwzojCMEDMXUvIB70tQHqlLEMc6yxAi/1l9+TBLkCcxCCwcvgwQHZPHhZqzTFAKVyPwvXYMED+ZffkYQEqQAu1pnnHSTBAio7k8h/yLEAukKD4MUYrQJCg+DHmjidAH/RsVn3uLEDGbTSAt8AtQIj029eB8y9Af2q8dJNYKEAoDwu1phkvQJeQD3o2Sy9AWYY41sU9MEDek4eFWjMwQNGRXP5DuixAaW/whcl0LkBKe4MvTNYwQDVeukkMIitA7C+7Jw8bMUDxY8xdS2grQH0/NV666SxAVcGopE4gLUD67evAOTMwQAFNhA1PLylALbKd76fmLEAyVTAqqTMuQF3+Q/rtiy5AldQJaCIsLUDjNhrAW2AoQLWmeccpmitACtejcD3qKkBI4XoUrkcrQMIXJlMFQyhApSxDHOsiMUDgvg6cM+ItQK+UZYhjfSdAGQRWDi1SLUBwzojS3uAoQISezarPFS5ANV66SQxCLUAukKD4MWYvQHDOiNLeQC1Afh04Z0RpLkBLWYY41mUrQBDpt68DVzFA2c73U+PVMEBDHOviNtovQOF6FK5H4SpAUI2XbhJDK0C+nxov3WQtQEXY8PRK+SdADk+vlGXoKkBpb/CFyfQuQCBB8WPMfS9AlrIMcawrLkDHSzeJQQAtQNSa5h2nKC5A5fIf0m+PMEBHA3gLJCgrQN6Th4VasypAeVioNc0bLkBt5/up8VIqQE8eFmpNkylAiGNd3EZjLEDMf0i/fY0wQEtZhjjWZS9AUI2XbhKjL0CGWtO845QsQPkx5q4lJCpAYqHWNO84LUDV52or9lcsQPCFyVTBKC1Axyk6ksv/LkAi/fZ14BwqQHh6pSxD/C9ALbKd76dmMEBzaJHtfH8wQMzuycNCjSxA3+ALk6kCKUAawFsgQbEqQCh+jLlr+TBAIR/0bFZdMUBeukkMAksqQAWjkjoBDSxAImx4eqUMJUBL6gQ0EdYtQPtcbcX+0i1AXwfOGVEqMEA2qz5XW/EtQPVKWYY4NjJA2IFzRpTWLUBWn6ut2D8pQHh6pSxD3CtAwaikTkCDMED2l92ThyUsQMe6uI0GMC1AApoIG56+MEAVjErqBDQtQFK4HoXrcS9AY3/ZPXmYLUCze/KwUEsvQKjGSzeJQS5AuK8D54zoMEBYyjLEsS4tQMBbIEHxIy9A2qz6XG2lKUDjx5i7lvAuQKg1zTtOkStAqFfKMsTxLEAy5q4l5CMoQDj4wmSqQCpAyeU/pN8eK0BkzF1LyKcrQEATYcPTSy1APSzUmuY9J0Ct+lxtxc4wQIcW2c73QzBAJLn8h/R7MEC62or9ZZctQDQRNjy90ihAtFn1udpKLUDuWkI+6BkrQAaBlUOLLCdA2ht8YTKlMEALJCh+jNksQM9m1edqqy5ANe84RUcSL0C+MJkqGPUuQBfZzvdTkzBAsVBrmne8J0AwTKYKRqUtQGQ730+NNzBAG55eKcuQLkDTvOMUHSkuQG3F/rJ7EjBAfGEyVTCqKEDZPXlYqEUwQO/Jw0KtaS1Ab7vQXKeRIkBsCfmgZ/MsQNUJaCJseCtAjZduEoOgMUDfT42XbpIrQIts5/up0S1AkDF3LSE/MEBpAG+BBAUsQI/C9ShcDypA5fIf0m+/J0D5D+m3ryMtQDSAt0CCUjBAf2q8dJP4LkB0RpT2Bp8rQBx8YTJVMC5A2IFzRpR2LEA9LNSa5p0sQGHD0ytlOStAFvvL7snDKUCtad5xis4pQMHKoUW20ypAldQJaCJsL0CM22gAb+EuQGaIY13c5idAjnVxGw3AKEBd3EYDeLswQGUZ4lgX1zBAfa62Yn8ZMECzDHGsi9stQF3+Q/rtay5AejarPlcbKkBmiGNd3KYvQFR0JJf/cC9AqoJRSZ1AMEB7gy9MpqorQDVeukkMQidAJLn8h/QbLkAqqRPQRPgvQG8Sg8DKIStA7Z48LNS6LEDsL7snD5swQBE2PL1SNi5ARrbz/dQYKUCmCkYldcIqQFwgQfFjjCtA0m9fB845LUBoke18PxUxQKyt2F92DylAN4lBYOVwKkAc6+I2GsApQOauJeSDvitA/7J78rBQL0DOiNLe4EstQGDl0CLb2S1AoyO5/IeUK0CvJeSDnu0rQK1p3nGKTitAseHplbLsMEAnoImw4SksQG40gLdAQitA8fRKWYbYLECyLm6jAfwwQP5l9+Rh4StADAIrhxZpMUC0WfW52uotQFD8GHPXMixA+u3rwDnjL0Dl8h/Sb58tQCxlGeJYNypAl/+QfvvqMEATYcPTK2UoQLU3+MJkyihAw2SqYFSyJ0CkcD0K14MqQKpgVFInwCdA6pWyDHGMLkCsrdhfdo8rQMdLN4lBQC1AeAskKH4sL0BF2PD0SjksQFvTvOMUvS1A8kHPZtXHK0BIUPwYc1coQET67evA+StA9P3UeOkGLEDVeOkmMWgwQCUGgZVDiy9A2IFzRpSWK0DImLuWkG8qQF3+Q/rtSy5AEqW9wRemKEBRa5p3nHIyQFjKMsSxbjBAoWez6nNVKkCWQ4ts51smQJ88LNSaxilAXrpJDAKLLEAX2c73U8MmQHuDL0ymqi1A24r9ZfcEKkDgLZCg+DEtQE8eFmpN8ylAF0hQ/BiTLEAkl/+QfjsnQBKlvcEXljBAVOOlm8TgMUCYTBWMSkoqQLx0kxgE9ipA2/l+arx0LEDPZtXnaosuQKhXyjLE0ShAppvEILCSK0DKw0Ktaf4vQFTjpZvEwCxAJCh+jLnLL0AHzhlR2nspQD0s1Jrm/S1AJXUCmgibLkAaUdobfMEuQFInoImwQSpADk+vlGUoLkDpJjEIrJwwQIqw4emV0ihA1QloImzYL0DufD81XtovQIlBYOXQAixAnKIjufwXMEDecYqO5LItQHbgnBGlXSxA5j+k374uLUCM22gAb6EsQBdIUPwYMy5A6Gor9pftMEAgQfFjzB0vQA1xrIvbmDBASZ2AJsLGL0B1kxgEVi4rQG+BBMWPsSxAdk8eFmqtLUAxmSoYlbQtQMIXJlMFIy1A7nw/NV66LUDLoUW2870qQI/k8h/STyhAdEaU9ga/LkDufD81XlouQG1Wfa62AilADXGsi9v4MUBwzojS3oApQP5D+u3roC9ATDeJQWDlK0AN4C2QoBgwQHPXEvJBryxAMEymCkZlMEBYqDXNO84qQKJFtvP9tC9AW0I+6NnsJ0C1pnnHKTovQG/whclUgSxAY3/ZPXm4LECdEaW9wZctQA5Pr5RlqC5AUrgehevRK0Cu2F92T94sQAfwFkhQHC1AX5hMFYwaMEAFNBE2PH0vQP2H9NvXYStAE/JBz2Y1K0AW+8vuyYMsQNuK/WX3ZCtAfGEyVTAqL0Cx4emVsmwsQHzysFBrmi1AzF1LyAd9MEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"187\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"hA1Pr5RFL0Ag0m9fB54yQA3gLZCgeC9Ac9cS8kGPMEB7FK5H4fosQM4ZUdob7DFAxEKtad7RL0DQ1VbsLzswQN6Th4Vacy9A4XoUrkfBMUA/V1uxvxwyQFvTvOMUTTJAVFInoIkwMEDBqKROQLM0QGiz6nO1tTFAGlHaG3xBM0CBJsKGp0czQGEyVTAqiTJAC0YldQJqNEAwuycPC/UxQLgehetRWDNA5j+k377+NEAzxLEubnMxQBdIUPwYQzNAwcqhRbajMkDjNhrAW0A2QB/0bFZ9fjJAHqfoSC6fM0AX2c73U8M0QI2XbhKDoDRAU5YhjnXRNEBTliGOdbE1QPW52or9FTVAHThnRGkvNUDdJAaBlTM3QFg5tMh2DjVAp+hILv8xM0D1SlmGOBY2QJMYBFYODTRAZRniWBfHNEBqvHSTGDQ3QGb35GGhhjdAO3DOiNJ+NUA8vVKWIV42QArXo3A9mjdA+zpwzoiyNkABTYQNTz85QMl2vp8afzhAmggbnl4JN0B3vp8aLy04QLRZ9bnaqjdAL26jAbylOkAzMzMzM3M1QE0VjErqVDZA+zpwzoiCNUDhehSuR3E2QJMYBFYOrTZAH/RsVn1eOUBKDAIrh9Y3QFuxv+yefDdA6SYxCKwsNkALJCh+jHk4QDSitDf4MjdAPZtVn6uNOUAwuycPC3U4QOY/pN++bjlACyQofoypOEAwKqkT0GQ6QGuad5yiAzpAI9v5fmpcOUDyQc9m1Vc5QG1Wfa62kjlAqmBUUifgN0D5MeauJTQ3QGsr9pfdEz1Az2bV52obOUCX/5B++1o6QMzuycNCrThA9GxWfa7mOEDUmuYdp3g6QApoImx42jlABcWPMXdtOEC0WfW52lo6QAK8BRIUDztAuycPC7XGOkCxv+yePMw8QF1txf6yiztAt9EA3gJJO0AQejarPqc6QC9uowG8pTtAZapgVFJ3OkBbsb/snvw6QIqO5PIfYjpAJLn8h/QrPEAAb4EExU87QIbJVMGoXEBAwOyePCyUPEDG3LWEfNA6QINRSZ2AdjxA3pOHhVrzPEDgvg6cM+I6QPLSTWIQ2DtAE/JBz2YFPUAU0ETY8DQ8QE2EDU+vRD9AzojS3uC7O0ApXI/C9ag9QC6QoPgx5jtAvAUSFD9GOkBt5/up8RI7QNqs+lxt1TxADXGsi9v4P0BKe4MvTDY9QNV46SYx6DxAK/aX3ZOHO0AIPZtVn/s9QHGsi9tocD5AysNCrWl+PED1SlmGOAY/QKRwPQrXwz5A07zjFB3pPUBtxf6ye2I8QJ0Rpb3BVz1AVHQkl/8gPUAgQfFjzD06QK62Yn/ZTT1A1zTvOEUHPEAE54wo7f0+QJVliGNd7DxAaLPqc7U1PkAQejarPjc9QEku/yH9xjxAUiegibBRQEAkl/+Qfgs/QEOtad5xqjtAZapgVFJXQEC30QDeArk+QLU3+MJk+j5AGQRWDi2iPkAE54wo7V0+QDJ3LSEf7EBABcWPMXfdPkC0WfW52oo7QG6jAbwFUjxAGJXUCWgSPEDD0ytlGdI7QFpkO99PrT5AeJyiI7lcQUAoDwu1pkk8QK+UZYhjbT1AIbByaJElQkC+nxov3dRAQGaIY13cBkBAI9v5fmrsPUAtIR/0bGY/QNV46SYxiD5AfT81XrqBQEBcIEHxY3RAQM9m1edqqz5AAU2EDU+/PUCWQ4ts5+tAQJwzorQ3OD5AQmDl0CJLP0D7y+7JwypBQB6n6Eguz0BArIvbaAC/QEACK4cW2Q48QPMf0m9ftz9AUPwYc9diPUB0tRX7y05AQDojSnuDj0BAAwmKH2PePkA+eVioNX09QDlFR3L5Z0FAyjLEsS4mQEDzjlN0JFdBQNUJaCJsAEBAc9cS8kFPPUAj2/l+aoxAQOXQItv59kBABaOSOgFVQEDD0ytlGdJBQD55WKg1/T9AYTJVMCqxQED8qfHSTRJCQLaEfNCz+T9AYhBYObQIQECHFtnO9yM/QDxO0ZFc3j5AW7G/7J7cQEAqOpLLf8hAQLHh6ZWyDD9AXCBB8WMEQUCRfvs6cKZAQD0K16NwDT9AFD/G3LV0P0CaCBueXqFBQKjGSzeJqUFANs07TtFhQEDNO07RkYw+QHZxGw3gBUJALpCg+DEuQkD67evAOZNCQEvqBDQRZkFA5BQdyeUPQUB0tRX7yzZCQLUV+8vu+UBA1JrmHafgQUDeAgmKH2tAQDSitDf48kFAJ8KGp1dCQEBGlPYGX4hBQOSDns2qD0BAak3zjlOMQkA5RUdy+U9EQKHWNO845UBAYqHWNO/wQEC62or9ZbdAQHNoke18Z0BAZDvfT40PQUAPC7WmefdBQJMYBFYOnUFAGy/dJAZ5QUDJdr6fGq9AQD9XW7G/XD9AKe0NvjCxQUDecYqO5IpBQJT2Bl+YpEBAxyk6ksvvQECmm8QgsJpAQJLLf0i/BUFAOUVHcvkHQUBgdk8eFnpCQE0VjErqlEJA5BQdyeUvP0CamZmZmXlBQHgLJCh+pEFALv8h/fZdQUBKDAIrhyZBQEdy+Q/p30JABOeMKO29QkCVZYhjXVRAQIzbaABvYT9ArK3YX3Z3QEDByqFFtgNDQHZxGw3g3T1AexSuR+HqQED/snvysHhCQCZTBaOSYkBAXI/C9Si8QkDc14FzRoxDQHnpJjEIDENAidLe4AtrQ0BJnYAmwh5CQL1SliGODUFAtFn1udrKQEBFR3L5DzFBQAfOGVHak0BAfT81XrppQUDTvOMUHXlBQFtCPujZTEFAeqUsQxz7QUBtVn2utipBQBb7y+7Ju0JADXGsi9swQkAXSFD8GNNAQMZtNIC3wD1AliGOdXFjQkCBJsKGp1c/QNxGA3gLxEFA0m9fB84pQkDi6ZWyDFFCQILix5i7rkNAgEi/fR1AQEAs1JrmHRdDQEa28/3UWEFAUwWjkjoxQUCCc0aU9h5AQNobfGEyVUJAVg4tsp2vQUBQjZduEntAQGTMXUvIr0BA7nw/NV7qQECfPCzUmu5CQDMzMzMzy0FA9dvXgXPmQUBSJ6CJsLFCQAisHFpke0FA001iEFjpQUDOGVHaG2xCQI0o7Q2+mEJABTQRNjydQUBxrIvbaKhBQNc07zhFV0JAmbuWkA+aQkCbVZ+rrchBQFTjpZvEyEJAFYxK6gSMQ0AjSnuDL3xDQDSitDf4ikBAGw3gLZDQPUCmm8QgsNpCQPvL7snDsj5AfGEyVTACREDImLuWkNdBQF3+Q/rtS0JA0ETY8PQqQUCoNc07TnlBQGEyVTAqQUFArrZif9ldQkAVjErqBPRBQJ88LNSa7kBAliGOdXFTQEBNhA1Pr9xDQNiBc0aUPkJAzO7Jw0IFQUA7cM6I0qZAQJCg+DHmtkNANxrAW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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"189\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"191\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"194\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"195\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"L26jAbwFLUC62or9ZXcnQO58PzVeijVAg1FJnYDGMkCcUIiAQ6ghQB4Wak3zrjFAHhuBeF3fGUDoaiv2l90sQLe0GhL3WBJAEHo2qz5XKkCBBMWPMac1QG6jAbwFUjVAdnEbDeCNLUD59xkXDiQUQJhuEoPASjNASZ2AJsIGJEDfT42XbjIyQC/dJAaBZSJAhA1Pr5TlM0Cn6Egu/8E1QMAJhQg4BA1AseHplbJMMkA0gLdAgsIzQIV80LNZVTBATtGRXP7DLkASFD/G3JUsQKs+V1uxHyxAaoe/JmtUHkAv3SQGgQUxQFMFo5I6IS5AW7G/7J48KUC3nEtxVVkIQL4wmSoYlTRAsVBrmnf8MUDHuriNBpAtQLbz/dR4uTBA0gDeAgkKNEBwXwfOGbEvQHlYqDXNKzFAdQKaCBsuPEA/V1uxv6w/QCgPC7WmmSRA2XdF8L+1I0BVMCqpE/A2QIqT+x2KohRA1xLyQc+GE0BGtvP91BgwQGb35GGhNi5AJJf/kH4LNkAaUdobfLE1QBdIUPwY0y1AVFInoInQMUBkO99PjZcrQHKKjuTyvyRAMlUwKqmjNECKjuTyH0IwQJWfVPt0XCJAMQisHFoEMkAQWDm0yKY/QKrx0k1iQDZA2PD0SlkGPUAtIR/0bM5AQMSxLm6j8TBALNSa5h23N0Dy0k1iEHg+QP5l9+RhoTBAswxxrIvbOEB0tRX7y740QA3gLZCgmCdA54wo7Q0+OECNl24Sg5A7QKg1zTtOwTFAih9j7lpyNEDQ1VbsL6s0QAtGJXUCaiNAk6mCUUkNM0DnjCjtDe42QOY/pN++TilAMlUwKqkzMkD+1HjpJuEwQABvgQTFDzJA3pOHhVozOED0/dR46UY0QKVOQBNhkzlA6SYxCKwcMkDXo3A9ClcpQFRSJ6CJcDVA0ETY8PQKPkALJCh+jKkyQAn5oGezqjVAW0I+6NlMO0DOqs/VVuw7QBe30QDekjRAX5hMFYxKL0AQ6bevAz9CQBSuR+F6hDZAduCcEaX9JkBfKcsQx8o3QA+cM6K05z5A001iEFj5OEDRkVz+Q3owQJqZmZmZOSVA+zpwzohyOECwcmiR7Vw6QKs+V1ux3zlAhjjWxW2UKUC4rwPnjCgsQIj029eBgzRAM8SxLm4TP0DF/rJ78lAvQBueXinLADJA9P3UeOkmOkAaUdobfAE2QNv5fmq8JDVAV1uxv+yOO0DCFyZTBdM8QPrt68A54zVAdnEbDeBNLkAwuycPC4U0QDm0yHa+3yhACKwcWmS7NUDzjlN0JBcyQIQNT6+UxTxAKe0NvjDZPUBR2ht8YbI9QEJg5dAiSzRA1QloImy4FkB56SYxCJw4QB3J5T+krzVAL26jAbylJECGyVTBqAQ8QBPyQc9mBTJALGUZ4lhHPUCsHFpkOz8+QP2H9NvXwTBAKxiV1AkYNkCh+DHmrgUyQNSCF30F6RlAPnlYqDU9MkBSJ6CJsDE1QHKKjuTyfzVA4L4OnDMCOUBeukkMAkssQKqCUUmdcDNATDeJQWBVOEA51sVtNFA/QECk374OXCxAjLlrCflAKkAu/yH99qU0QLgehetRmD5AYVRSJ6BpPUCpE9BE2BA1QNc07zhFVz5AAd4CCYrvPUClLEMc6ypAQMBbIEHxczJAmbuWkA+qNkBApN++DswxQDMzMzMz0zFA78nDQq0JMUC5iO/ErHciQBDpt68D9zRAOPjCZKrwPEAmUwWjkjo+QEhQ/Bhz/0FAj1N0JJfPPEDHKTqSy18rQIofY+5agi1AWvW52oqdKUAtsp3vpxYwQOviNhrAGzJAdZMYBFZONUDV52or9nc1QHBfB84ZETBAtvP91HjpKkDvycNCrakyQJ88LNSa9jVA2ht8YTL1JUDjpZvEIIA5QNXnaiv25z9AgSbChqdHMEDu68A5Iyo6QKkT0ETYIDhAoBov3SRGMUDVCWgibIgzQGN/2T15+C9AuHU3T3WoIkBZhjjWxb0zQM/3U+Ol+ytAKVyPwvVYMUAbL90kBvE3QDQRNjy98jRALv8h/fYtQkBwzojS3nA5QPMf0m9f5ytAbVZ9rrYSNkAsK01KQbcLQJYhjnVxuz9Aq8/VVuzvOUAu/yH99jU1QD84nzpWKcs/kzoBTYRdMkBMpgpGJWU5QAYSFD/GnC1Aayv2l92jOUCjkjoBTSQ9QPhT46WbJCxAOiNKe4OHQkAwKqkT0CQ5QIY41sVtdDpAQmDl0CK7LUDVCWgibBhCQKH4Meau9TBAcm2oGOevCkCrPldbsf81QNGRXP5D2j9A2IFzRpSWPkCxv+yePHwzQCEf9GxW3TtAVFInoImAPEBeukkMAssnQFImNbQBWOY/OGdEaW9wOUAwTKYKRmU9QBB6Nqs+NztAN4lBYOUANkBF2PD0SvlCQBPyQc9mVTZAeekmMQi8PEA0gLdAgsIwQDy9UpYhjjZAofgx5q5lNkBoImx4ej1BQLN78rBQ6zxAbAn5oGeDPECSy39Iv900QAkbnl4pSzVA5fIf0m+/N0CrPldbsZ8zQDxO0ZFcfjNAfa62Yn/5PkAcfGEyVUA7QCbkg57N+jxAmpmZmZl5K0A+eVioNY08QFXBqKROoEBAak3zjlNEOUAWak3zjtM4QD81XrpJPDVABaOSOgFNO0ApyxDHutgzQGiz6nO1FTNA8BZIUPzYQEASFD/G3NU2QEymCkYldTxA4XoUrkeROEA7AU2EDS80QA1xrIvbiDRAj8L1KFwPNkDsL7snDxszQIlBYOXQIi9AWKg1zTt2QUAU0ETY8PQpQEymCkYlhTpAYHZPHhYaMEDgLZCg+KlBQHuDL0ymGj1AbxKDwMqBO0AGEhQ/xhwnQDarPldb8ThAduCcEaVtNkC4QILix0g0QCsYldQJyDRAhXzQs1kFMEB4eqUsQww0QIv9ZffkcUBAgLdAguK3NEAQ6bevA6c5QEmdgCbCljdAHhZqTfN+PECfPCzUmkYsQLhAguLHmDpAkQ96NqtuOkC4QILix7gyQEp7gy9MZjdAMlUwKqkzJ0AzMzMzMztAQH0/NV662TRA4JwRpb2RPEAU0ETY8ERDQC0hH/RstjlACD2bVZ9LOUAqOpLLf6g9QJHtfD81fjJAEce6uI1GPUCad5yiI+kyQOQUHcnlDzVAoyO5/IfUPUDHuriNBkA9QAfOGVHaezNAHcnlP6TPOkD5oGez6hMzQIY41sVt9DlAnu+nxkvnPEC1N/jCZJpCQMcpOpLLfy5AFK5H4XqUOUDufD81Xvo0QDSitDf40j1A07zjFB35P0DDZKpgVGI3QNejcD0KZ0NAokW28/3UK0DlYaHWNO8tQGFUUiegCTxAbef7qfEyN0CASL99Hag4QBiV1AloMjNA30+Nl26SOkBCPujZrAo1QCv2l92T5zJAz2bV52pLPEBPHhZqTWMzQJT2Bl+YfDJA9+RhodbUPkAtIR/0bEYzQPCnxks3CRdAlWWIY10MM0ASFD/G3B1BQJayDHGsizRA8KfGSzdJPUAOLbKd78c+QDXvOEVH8jpAzH9Iv31NNUDdJAaBlcMrQE5iEFg5pDFA7lpCPugZKUAX2c73U6MmQO4IpwUvOgdAqFfKMsRhOEAXSFD8GGM6QOoENBE2HD1AhlrTvOO0MUCk374OnDMzQEOtad5xckBARUdy+Q8ZOEAW+8vuyTM5QGKh1jTv2CdAO3DOiNI+PkA1XrpJDGIyQBKDwMqhZTJA7uvAOSN6MkC8BRIUP0ZBQGsr9pfdg0VA+Q/pt69TOkBR2ht8YTpCQNO84xQduT1ALNSa5h23PEBU46WbxGA3QJVliGNd3DVAJzEIrBy6PUDMf0i/fVVAQDS6g9iZAhNAbVZ9rrbSOkD8GHPXEtInQIZa07zjhDVA1lbsL7sHPEA5tMh2vk9AQNcS8kHPFjJAseHplbJsPUDu68A5I2pBQK+UZYhjHT1A5WGh1jTfPUAJG55eKVszQNPe4AuTqT1AJuSDns0KJECqglFJnVA6QNxGA3gLhDlAQs9m1eeqKkBoImx4eoUyQLfRAN4CKSlAYqHWNO9INkDQs1n1ufovQIMvTKYKBjJAdQKaCBvOQEAijnVxG70yQEtZhjjWxTNAnu+nxks3LEAtQxzr4sYxQJhMFYxKujdAGQRWDi0SNkBGlPYGX/g7QMx/SL99rTVAHcnlP6TfMUDn+6nx0t04QNxGA3gL1DlArWnecYoOL0AtQxzr4iYyQMiYu5aQTy9AmEwVjEqKO0AW+8vuyUM7QMBbIEHx4zBAMzMzMzOzLUBmiGNd3F5AQKqCUUmd4DdApSxDHOtCNUCyne+nxgs0QEdy+Q/pRzVA9ihcj8KVN0Cx4emVsow/QEku/yH9JjlAarx0kxikM0AfhetRuD4rQDSAt0CCojJA9GxWfa6mNEBhMlUwKkktQLbz/dR4qS9ADXGsi9sYMEB7gy9MphpAQCQofoy5GzpA+Q/pt68TO0BLyAc9m9UyQNJvXwfOsUFAd76fGi+9NECwA+eMKG0uQPp+arx0Yz1AbcX+snsSQUAPnDOitOczQAwCK4cWeS9APujZrPrcN0BZhjjWxY0lQPs6cM6I0kFA6SYxCKz8NUALQQ5KmFkjQL8OnDOiJDFAfGEyVTAaO0AUP8bctSQjQGlv8IXJZDhAnzws1JrGM0B0JJf/kM5AQJZDi2znGz5ANV66SQxiJ0BCPujZrKoxQD0s1JrmXTNAMCqpE9BMQEB1kxgEVm44QDVeukkMIjhAcoqO5PIPOUBSJ6CJsJEwQOAtkKD4wTJALGUZ4lhnNkBbQj7o2Vw5QI0o7Q2+4DVAw9MrZRliJ0BkzF1LyCczQEaU9gZfqD5Ax7q4jQYgOEAc6+I2GrAyQC6QoPgxJjFArK3YX3YPMEADCYofY244QNPe4AuTMUBANBE2PL0SOUBt5/up8aI0QF8HzhlRGilA7uvAOSMqLUBqTfOOU8Q2QO7rwDkjii9AS1mGONZFNEB4nKIjuXwtQHe+nxovdUBATDeJQWD1OUCitDf4wqQvQEmdgCbCtj1An82qz9XWNEDOiNLe4As9QB6n6EguvzZAHThnRGnvOEBUUiegiUA2QET67evA+TRAnKIjufzXN0C2hHzQs9kxQK5H4XoU7ipAhxbZzvcTJ0AawFsgQXErQEVHcvkPqTJARUdy+Q85NECWIY51cXsyQAHeAgmKXyxAnDOitDfoOUAs1JrmHfc4QLraiv1llzFAn6ut2F9mPEAm5IOezdowQCSX/5B+KzFABoGVQ4t0QkA8vVKWIcZAQKYKRiV10jRA9dvXgXMGMUBDHOviNto1QD81XrpJrCxAFR3J5T8EKUCY3ZOHhco4QD81XrpJ7D9AB/AWSFCsN0CZKhiV1JkzQAwCK4cWmTVA6SYxCKzcOUABTYQNT6dCQFafq63YHz9AMLsnDwuFMECneccpOtIlQAmKH2PuijtAj8L1KFwvLUCyne+nxms5QE5iEFg5RDZAgy9MpgqWOEB7FK5H4RouQD81XrpJXDhAoWez6nOlNUDi6ZWyDGE7QDJVMCqpEzpADk+vlGVoK0Crz9VW7N8wQApoImx4IkBA6bevA+fsN0A/xty1hGwyQMUgsHJowTFAf9k9eVj4MkCaCBueXtkxQACRfvs6sDhAHThnRGk/N0CQMXctIX8zQGN/2T15iDhAyjLEsS7ON0A4Z0Rpb2A8QLKd76fGGz5ABFYOLbJdKEASFD/G3PU1QHUCmggbjjJAkX77OnD+O0AQWDm0yCZBQBKlvcEXZjlAxty1hHxwMUCn6Egu/1E9QBfZzvdTEztAgQTFjzHnQECsHFpkO388QKMBvAUShD9ABcWPMXd9PEAQejarPgc5QFvTvOMUvTtAZDvfT40XNkC5/If023c3QPMf0m9fdzZAsVBrmnf8PkBwzojS3iA2QMl2vp8a7z5AQmDl0CIrNED+1HjpJiFCQOhqK/aXzTNAAd4CCYoHQEDmriXkg442QDXvOEVHgj5Ap+hILv+xMkDD0ytlGaI2QP+ye/KwoDZAcvkP6bcPPkCR7Xw/Nf44QFr1udqKTTZAWRe30QCeN0BDrWnecQo+QLprCfmgByxAak3zjlMkMUAMAiuHFnkpQKW9wRcmgzlA6Gor9pdtMEBcIEHxY+w9QMnlP6TfzjBAb/CFyVTROUBI4XoUrsckQHbgnBGlHTlAveMUHcn1MEBpAG+BBMU4QIGVQ4tsVz1Aofgx5q6lMUDsUbgehasvQCxlGeJYVzhAbef7qfFCPEC4HoXrUegxQOwvuycPKz1A5fIf0m9XQECNl24Sg/A1QN6Th4VasyhA48eYu5YQNEB6xyk6kqsyQL4wmSoYxTNAqRPQRNiAQEDgvg6cM+IsQJwzorQ3eC9AOUVHcvkPKUD3deCcEbU6QKhXyjLEeURAjErqBDQRL0DImLuWkN88QIv9ZffkSUBAorQ3+MK0NEAVHcnlPyQxQBNhw9MrlTpACfmgZ7P6N0AldQKaCPs/QFZ9rrZifzFAkQ96NqsOIEAEVg4tsi0zQAMJih9j3jdALv8h/fYFN0DD9ShcjyI4QOtztRX7eztA7nw/NV56OUBVMCqpE9AoQLPqc7UVSzlAdLUV+8v+MEDXEvJBzxY3QPjCZKpghDFA8BZIUPzINkAqOpLLf5g2QHuDL0ym+jZASgwCK4d2OUDTTWIQWLk3QLpJDAIrZyxAnu+nxksXN0A/V1uxv4w4QPuWOV0W0xZA0NVW7C8rO0BvEoPAyoEzQPRsVn2uljVAQkP/BBeLHkDOGVHaG2w3QIEExY8xtzZAo5I6AU3UNUAIPZtVn2s9QIiFWtO8gzpAaQBvgQTlJ0BCPujZrMJAQK8l5IOe/ThA9ihcj8KVL0AkufyH9Is0QGiR7Xw/tTxA+1xtxf4SLUDSAN4CCdo5QC2yne+nBj1ASFD8GHP3LEAHX5hMFYRBQLivA+eMyDZALUMc6+JWNEDBqKROQOM7QF1txf6yY0NA1zTvOEX3M0DeAgmKH7M5QEMc6+I26jVA4XoUrkcxN0BfmEwVjAoyQOPHmLuW8CtAOUVHcvkPP0B/arx0k+g3QFuxv+ye7DRAYOXQItvJNECn6Egu/+EwQLbz/dR4KT5A9pfdk4dVNkD1udqK/SUvQDMzMzMzMzxAWRe30QD+MUAXt9EA3vIxQJm7lpAPqjdAUiegibDhL0C4rwPnjCg9QD7o2az6nDpAO99PjZfuK0B3vp8aL/06QLhAguLHODVAhJ7Nqs8lNkAhsHJokZ1BQGFUUieg2TFAqvHSTWKwMUBSuB6F6xE7QAn5oGezakBAnu+nxkuXNEC6awn5oMczQIqw4emVkjJAutqK/WUnMUBN845TdBQ1QPKwUGuatzRARIts5/tpL0D3deCcEc1AQFJJnYAm0jFA5WGh1jSvL0A/qfbpeJwiQBIUP8bcJTxAppvEILCCMkBb07zjFD02QEymCkYlFTNAseHplbIsNUCdEaW9wRdBQAisHFpkOylAZapgVFJXNkDgLZCg+OEwQDvfT42XfjNAJJf/kH6rOkBXW7G/7J4xQLPqc7UVG0JAJLn8h/QrN0CgibDh6S1AQCuHFtnORz9AodY07zglNEBxPQrXo1A0QKkT0ETYED9A1zTvOEXnNEAK16NwPcosQPtcbcX+YjxAescpOpLrLECq8dJNYoA4QIv9ZffkATdAXf5D+u27MkCzDHGsi0s3QG3n+6nx0i9Ady0hH/RsNUBWn6ut2I84QBDpt68D5zpA5IOezaoPNUA0ETY8vQIwQLu4jQbwljRA+n5qvHTTMEDf4AuTqWI1QCSX/5B++0JAZDvfT413NUAeFmpN8y4iQDarPldbUStABcWPMXetMEAnMQisHBooQBx8YTJVMD5A+n5qvHSjO0D7y+7Jw+IvQMZtNIC38DtAa32R0JazFkCoNc07TlElQAMJih9jnjpA7MA5I0rrN0Dpt68D52w6QJHtfD81nihA5/up8dKtMUCxv+yePBw3QPvL7snDojZAZRniWBcHOEA2qz5XWxEoQI/C9Shc7yZAu7iNBvB2LUBt5/up8ZIyQFtCPujZDDZAQj7o2awKMUD129eBcxY8QG3n+6nxEjdA7uvAOSNKO0D67evAOZM2QDEIrBxahDVAFvvL7skjMkCY3ZOHhfJDQJHtfD81zj5AyXa+nxqfM0DtDb4wmUoyQKvP1VbsDy5AeHqlLENsNEA8TtGRXM49QBPyQc9m1T5AZ0Rpb/DFNUDoaiv2l60wQPyp8dJN0jBAswxxrIs7NUBKDAIrh9ZAQDiEKjV74B1AArwFEhQvOUAWak3zjtMsQOxRuB6FCzJAYhBYObQIOkBEaW/whfkyQKsmiLoPkCJAgEi/fR2oMUBUdCSX/5hCQKVOQBNhcztARUdy+Q9pNEAtIR/0bCY2QGB2Tx4Wii1AEFg5tMiWNECpE9BE2JArQJm7lpAPqjVAU5YhjnUhPUB7FK5H4co3QIBIv30duDdAMnctIR9UNkCrz9VW7A84QCEf9GxWFUBAutqK/WVHPkC+wRcmU8U4QIXrUbge1TdAofgx5q5FNEBn1edqK4Y9QNxGA3gLlDlA4JwRpb2xMkDOiNLe4DswQBzr4jYaQDFAtvP91HgZMEDy0k1iECg3QG+BBMWP0S5AMEymCkb1PkAXSFD8GNMrQLFtUWaDLCNARiV1ApoINEARx7q4jfY8QJXUCWgiHDlATRWMSuqEMUBiodY07yg0QKTfvg6cozBAoBov3SRGM0BCPujZrOo4QNzXgXNGZDdAFvvL7slDL0BBguLHmPskQKW9wRcmsz1A0m9fB86ZKUAOvjCZKrg3QGQ730+NL0BAxEKtad5hNkASFD/G3BU6QGDl0CLb2SRAjNtoAG9xOECsHFpkO084QE7RkVz+ozFAZ9Xnait2PUCpE9BE2IAzQNqs+lxtxThAqz5XW7FfOEA+eVioNU0wQBfZzvdTczRAF7fRAN7CMkAVHcnlP3QwQAMJih9jzjpAwhcmUwVbQkBkO99Pjec8QFkXt9EAvjlATDeJQWAVNkBTliGOdYE+QLaEfNCzuTBAwcqhRbYTOEDPZtXnarNAQEcDeAsk6DRAPL1SliEeMUC5jQbwFsg3QE5iEFg5ZDBAeAskKH6sJUDoaiv2ly02QOXQItv5DjBASL99HTgXNEArhxbZzlcnQLG/7J48zDVAqMZLN4mRPkC8BRIUP5YzQF3cRgN4yzRAw9MrZRkiLUBgdk8eFoJAQCKOdXEb/TpA+MJkqmDENkBcIEHxY+wvQPd14JwRRTJAP8bctYQcKkCwcmiR7ew2QGsr9pfdYzRAsVBrmnecKUDXNO84RSc4QOOlm8QgYDVAUdobfGESO0C/DpwzorQuQHe+nxovjTVANIC3QIISPUDkFB3J5S85QMx/SL99fTlAFK5H4Xr0KEBO0ZFc/oM6QLU3+MJkKiVAofgx5q4VQkByio7k8j85QIcW2c73cz9AhXzQs1m1KUBNhA1Pr/Q7QB+F61G4jjpAQ61p3nH6NkCEDU+vlPUyQCsYldQJODJA5fIf0m/fLUDHSzeJQQAuQHEbDeAtcDZAkQ96NqvuN0ATYcPTKwU7QIlBYOXQQjRAyjLEsS6uM0AwTKYKRgU3QA+cM6K09zpAZ0Rpb/BFQUBdbcX+ssswQIV80LNZFTtAorQ3+MK0MEChZ7Pqc0UzQB04Z0RpzzdAw/UoXI9SNEAxmSoYlfQlQL99HThndDdAKe0NvjA5MkCjkjoBTfQ8QMPTK2UZwjhAz2bV52qbMEBEaW/whRFAQCbkg57NejRACKwcWmQLN0BiEFg5tCgwQAisHFpkOzhAEqW9wRd2OECVZYhjXfw0QKvP1Vbsry1A4lgXt9HgMUBVMCqpE5A6QEHxY8xdyzlAO/w1WaN+IkBKDAIrh+Y2QCegibDhKS9Afa62Yn/5KUAvi4nNx5UcQLUV+8vuiTJA6Nms+lwNOECutmJ/2W0zQKvP1VbsXzVAZ0Rpb/ClLECP5PIf0o8zQB1aZDvfTzZAU5YhjnUBO0Ce76fGS4cyQDojSnuDbzlA5/up8dKdPUCEns2qz4U7QCo6kst/iDxAAJF++zrwJUA/xty1hPwzQH9qvHSTmEBAD5wzorQ3NkA4+MJkqqA+QBHHuriNpitAFva0w19zGkDKw0KtaS46QIBIv30duDJABOeMKO0tMkC7Jw8LtSY7QE7RkVz+kzRAcvkP6be/NkA3GsBbIHE/QHWTGARWjilAi2zn+6mRMkDKMsSxLq49QNqs+lxt5StAM8SxLm4jM0B4eqUsQ8wzQLbz/dR4iTVAlrIMcazLJkDkg57Nqs88QGrecYqONDFAcvkP6bePOUDvycNCrSk2QNGRXP5DWixA9ihcj8KVNECEns2qzzUzQLraiv1ldyZAZF3cRgP4N0DZzvdT48U1QIv9ZffkwSxAhslUwajUOEAm5IOezZowQHzysFBraj5A0NVW7C97K0CKsOHplXI2QIiFWtO8IzRA/yH99nVgJEAHX5hMFew8QKFns+pzFTRATmIQWDm0MkBwXwfOGVE4QKmkTkATgTdAYTJVMCqxQUDi6ZWyDIE0QMuhRbbzhUBAbAn5oGdzLEDG3LWEfIAxQM0eaAWGLAxAvjCZKhjFMkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"196\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"197\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"p8tiYvMxHEDw+WGE8OggQB3J5T+k3yVAtaZ5xyl6EkBv8IXJVAEjQLRZ9bna+iBAnzws1JpmF0A8FAX6RJ4aQILK+PcZVx1APQ/uztpNIkBFgT6RJ4kgQG9kHvmDkSNAYOXQIts5HkAQr+sX7CYcQIjX9Qt2kyBAh/nyAuwTIkAbDeAtkKAkQLByaJHtjCNAWwhyUMKMG0DGM2jon4AhQL99HThnRChA9GxWfa5WF0BPQBNhw9MlQHctIR/07CRAR3cQO1NIHUALe9rhr9khQMdLN4lBwCZAAtnr3R9vGEC62or9ZbcnQOIjYkok8SNACf63kh0bHUD5D+m3r3MjQMoV3uUi7iJAX7Uy4Zc6IkDTwfo/h9khQCKmRBK9LBNAXYqryr6LHUCnP/uRIvIeQKG5TiMthSBAhZSfVPvUFECRRC+jWP4iQM07TtGRHCJA6Gor9petIkCEns2qzzUoQJ0Rpb3BFyZAQNmUK7zrGkAuxVVl3xUXQHuDL0ymqilA08H6P4eZIkD0N6EQAccVQGx4eqUsQyRAa7ddaK5zH0ADJnDrbl4YQHWTGARWDihA/8pKk1LwF0D5SbVPx9MjQE0VjErqZCVA9YQlHlB2G0B3vp8aL00iQBhbCHJQIiNA8BZIUPzYJkCR7Xw/NX4kQPT91HjpFiBAS+oENBHWJ0Bzol2FlA8jQPrVHCCYgxZAJVgczvxqIUCzDHGsi7snQHP0+L1NPx9A9S1zuiyGH0DdtYR80HMmQN21hHzQEyhAsp3vp8arJUDzWZ4Hd0chQNuK/WX3pCZAMiB7vfsjIUAL0oxF00kgQCS05VyK6x5AptWQuMeyIEAGgZVDi8wnQCYeUDblqiNA/cHAc+9xIUB1WUxsPn4jQG5MT1jiASNAECOERxsHH0DUDn9N1igaQLhAguLHGCdAMnctIR80KEB1zeSbbZ4hQCLDKt7IrCNAYAK37uZJIEBeukkMAmsmQK5H4XoUTidA/Bhz1xJSKEDKw0KtaR4lQLmNBvAWqCVA+grSjEWTG0AnoImw4YklQGZmZmZm5iBAiUFg5dCiH0BS7dPxmAERQFK4HoXrcSdATyMtlbfzIkBeS8gHPRskQNc07zhFZyZA7lpCPugZIUAPnDOitDcjQKAVGLK6hSNAHvmDgee+H0CwcmiR7XwRQJ88LNSaJixA+zpwzoiyJUCg4GJFDaYfQI2XbhKDgCVA7YFWYMjaI0AiGt1B7LwgQM3km21uzBxAlWWIY108HUDEsS5uo+EdQBPyQc9m9SdADJOpglE5IkD7V1aalMIQQDqSy39I3yZAQX3LnC4rGEDZfFwbKsYeQM07TtGRHCJAIQclzLR9F0AqUmFsIRghQP0wQni0MRpAlWWIY12cG0AdyeU/pP8mQIqw4emVsilAtOVciqt6IkDecYqO5BIlQGkAb4EE5SVAhA1Pr5QVIEAQ6bevAwcoQOkrSDMWzRRApyIVxhbCGUD4qpUJv5QdQP/sR4rIwCFAN4lBYOXQI0BF9dbAVkkeQKd0sP7PgR9A6uxkcJR8IkCrJoi6D2AeQL8rgv+tpB5AfSJPkq7ZHkB+Oh4zUFkdQIBIv30d2CZAqAAYz6BBI0CYF2AfnfogQLUV+8vumSBANzemJyyRGkDOcAM+P4wMQIlBYOXQ4itAC0YldQJaJUCZKhiV1KkmQPQ3oRABZx9AMQisHFrEGEC/ZU6XxUQXQBBYObTIdihAGeJYF7cxKkAnTu53KOobQOpb5nRZHCBAxVVl3xVBEkAhsHJokW0tQJOpglFJvSVAj9/b9GcfIkCAfXTqyjcjQMgMVMa/zxdA+KV+3lREIEDXL9gN21YYQOM2GsBb4CZA9dvXgXNGIUD8qfHSTQIlQO5aQj7oeR5A9P3UeOnmJUDUt8zpspgTQA+0AkNWFx1APQ/uztqNIUA7qpog6n4eQB4zUBn//iFAWDm0yHY+I0DopPeNr10gQIPAyqFFthxAUn5S7dPxDkDkLOxph48iQPT91Hjp5hlA8KKvIM3YGEAyVTAqqTMnQLlwICQL+CBAOGdEaW9QKUDY8PRKWaYkQCV6GcVyix9AcXK/Q1GAIECatn9lpakcQLprCfmgJyhA6Ugu/yHtIUA6kst/SN8pQLsnDwu1BipARGlv8IXpJEDPZtXnagspQL6fGi/dJCVA7C+7Jw8rIUB1ApoIGz4kQKyL22gAzyVA7dPxmIFqGUAbu0T11kAdQL4Ts14MtSNAwt1Zu+2CEkBU46WbxGAmQMiYu5aQLyRAt5c0RusoHEA26iEa3SEVQDf92Y8UASNAF4IclDDTHUA/OnXls7wbQFJEhlW8QSFAEr2MYrklHEBXCRaHM98gQBsv3SQGUSNA4jsx68WwGkDhKHl1jmEaQCI3ww343BZAwoanV8rSJ0CTUtDtJQ0eQLwi+N9KNhhA5ujxe5s+H0AjSnuDL2wdQJOpglFJPSdAkxgEVg5dIUAeFmpN864pQAN4CyQo3iVABoGVQ4vMIUDHndLB+q8gQLMpV3iXSx1AqFfKMsRRJkDM7snDQs0uQAqd19glWiNAEqW9wRc2IUA1Bwjm6FEjQKH4MeauxStAi/1l9+QhKkDi6ZWyDBElQOjZrPpcXSJAMEymCkalKUDXhopx/gYhQIqO5PIfQiJASgwCK4fWJEBl/PuMC4ceQG0csRafwiJA7MA5I0o7J0CPNo5Yi48aQMNkqmBUEitAU5YhjnWRJkCwOJz51fwgQJT7HYoCnRpAs14M5UT7HkA4oRABh5AjQLwFEhQ/hixAcY+lD12AIEC6LCY2H3caQNCbilQYOyBATE9Y4gHlHEDtDb4wmaolQOAtkKD40TBAsb/snjysJEDaIJOMnIUhQJ5eKcsQ9yFARGlv8IUJJUBDrWnecconQLaEfNCz+RxAeekmMQjMJUD59xkXDkQZQNejcD0KFyVAzhlR2hscJUCxFp8CYLwXQJbs2AjESyFAn3HhQEh2F0DR6A5iZ6ojQKFns+pztSRAtWytLxKaHUBN1qiHaLQbQEuTUtDtVSFAKVyPwvVoHECamZmZmXktQORmuAGf/x9AfZHQlnOJIkBJLv8h/RYpQNOHLqhvWQlAURToE3miIUA4+MJkqvAgQDm0yHa+nyJAr5RliGOdHECFzmvsEtUVQC9RvTWwJSFAkpGzsKedF0B0JJf/kJ4rQCeDo+TVeRlA097gC5MJJED9E1ysqGEXQKvsuyL43yFAfO2ZJQGaIUDt2AjE61odQBe30QDekiJAmWTkLOwJGUCDUUmdgIYnQDm0yHa+vyVAeH+8V63MG0CJJHoZxSIjQP9byY6NoCNAAG+BBMWvIkBGlPYGXxglQG6LMhtksh1A3ZiesMRzIEAng6Pk1dkWQESLbOf7KS1Aarx0kxikEEC693DJceccQCxIMxZNBx5AGLK61XNyHkBlGeJYFzcmQB7htOBFPyFAaQBvgQR1IkCiXYWUn9QYQLjpz36kSBlAgq0SLA4XIkDFILByaLEpQOzAOSNKOydAWOIBZVMeIUAUrkfhetQkQH/2I0VkqCNAPpY+dEHdGkCsHFpkO98qQG8Sg8DKYSVAUN8yp8sCGEAGgZVDi4wXQKVJKej2khtABK3AkNWNH0CSIjKs4o0aQOIBZVOusCJADvj8MEJYHUApyxDHuhgrQPEpAMYzCBVARwN4CyTIJEAKaCJseJonQEdy+Q/pdyRAD5wzorQ3IkA012mkpUIjQCMVxhaC3CFAfjUHCOYIIEDja88sCfAhQDoeM1AZ3yNAsrrVc9I7GEDtnjws1HolQBueXinLkCVAmnecoiNZJEAMsI9OXXkaQCC1iZP7HSFAhxbZzvfTJEDsNNJSeRsZQKZ+3lSkQiBAndfYJaqnIkBF2PD0ShkoQET67evAOQ9A24r9Zfe0IEDHLlG9NdAYQDxmoDL+vR9Ay5wui4mNH0Dl8h/Sb98mQCgPC7Wm2SRAU5YhjnWxJUAz/n3GhdMgQK9amfBL/SJAoaF/gosFIUA0aOif4HIhQLAbti3KrBZAtvP91HhJKUCFfNCzWXUpQAqi7gOQyiNA7fDXZI06IEAB3gIJij8pQDCeQUP/pBBAcclxp3TwIEB/+zpwzogjQBgmUwWjch1ApUkp6PbSI0Cph2h0B/EPQPaX3ZOHVSBAjZduEoOAJEAUrkfhelQnQPCFyVTByBlAAiuHFtlOKEDMXUvIB30qQE0ychb2tBhAyTzyBwMfIEB0JJf/kF4TQIeKcf4mdBlAD0WBPpF3IkDXTL7Z5lYhQIiFWtO8IyZAFoczv5rDH0AyVTAqqVMnQHBfB84Z8SVAJGJKJNGLIEChZ7Pqc1UkQKfoSC7/8SFAVft0PGbgF0DopPeNr40gQA4V4/xNSCFAklz+Q/rNJ0D1vvG1Z+YiQK7YX3ZP3iRAAFeyYyMQHEBqTfOOU/QkQGTpQxfUtx9AUYiAQ6hSGUClZg+0AmMiQKDgYkUN5iNAxty1hHwwJkD5oGez6tMaQMh71cqEXyFAKcsQx7pYKECwrDQpBb0jQHzysFBrmiVAXdxGA3irK0DeVKTC2MIVQFjKMsSxbiVAgPEMGvrHG0DQfqSIDMseQCegibDhySpAAOMZNPSPH0DIQQkzbT8WQGYUyy2tZh5AezGUE+0qHUCaCBueXokhQGuad5yioyZAN2xblNmgE0AUIuAQqrQbQAUXK2owXSFARFGgT+QpH0AwnkFD/8QbQKYKRiV1IidAk2+2uTG9HEDSb18HznklQFdbsb/sDiFAGmmpvB2hF0DSOqqaIEojQAWjkjoBLSxAuHU3T3VoIkA9J71vfC0VQCcxCKwcOiRAio7k8h9SJ0ArhxbZzucjQITwaOOIdRhAzTtO0ZHMIECz74rgf3sjQOjZrPpcDRhAcvkP6bcvJ0AnwoanVxohQLLXuz/e6yBASOF6FK43IEDCL/XzpmITQIts5/upsSZAGcqJdhVSGUBfe2ZJgNohQAu1pnnHKSBALhwIyQLmI0Ckqgmi7mMjQPvL7snDgiRANZiG4SOiF0A26iEa3aEdQEBqEyf3+xhAkNrEyf1OIkBdUN8ypzsgQMmOjUC8viBAqFfKMsTRH0Am5IOezQooQHOdRloqvyBAhJ7Nqs+VJ0ByUMJM2/8bQKMjufyHlCRAdEaU9gafJEDBc+/hkgMiQJeo3hrY6iNAMuauJeTDFkBNFYxK6kQkQGpN845TVCdAldQJaCLsJEA/NV66SWwZQGK+vAD7CB1AzNHj9zaNIUAcfGEyVZAmQMKGp1fK8iVAxVVl3xUBHkAVAOMZNMQhQKmkTkATgR5AJlMFo5J6FUCHFtnO99MaQLJGPUSjWx1APSzUmuYdJkDjGTT0TzAYQMuhRbbzvR5AMnIW9rQzI0CFQgQcQrUeQFioNc077iVA2ZlC5zUmIEAzxLEubkMYQNuizAaZ1CNAYOXQItsZH0DzPLg7a4ciQDemJyzx4CNAdVlMbD7OHEDQm4pUGDsiQGqkpfJ2JB1As7W+SGiLGkBPHhZqTdMkQNDtJY3R2hZAl6jeGth6IUBUVz7L80AfQL+CNGPRFBBAO99PjZfOJ0BRMc7fhDIjQNDQP8HFSiJACYofY+6aJUDb+X5qvEQiQOs56X3jSxRAJ71vfO0ZHkDTwfo/h3kjQJ2AJsKGJydAyZOkayYfGEDNO07RkZwQQKg1zTtOEShAWrvtQnNNIEAeFmpN884rQAStwJDVTR5AZr0YyomGIECvd3+8V80jQGcPtAJD1hxAvp8aL92kHkDFjzF3LcEkQEvIBz2bxSJAfsaFAyFZI0BXBP9byU4cQGsr9pfdEyhAokW28/2UKEBy+Q/pt48oQJLLf0i/3SZAVft0PGZAGkARx7q4jWYmQKIL6lvmxCJAV1uxv+xeK0BWfa62Yj8TQPJBz2bV1yFAiXssfehCIEAkl/+QftsmQJSHhVrTHB1A8tJNYhD4JEBFniRdM6khQF5LyAc9+xlAuK8D54woJkBznUZaKo8cQFcm/FI/bx5AJuSDns0qK0ANN+Dzw3ggQKqCUUmdYBtAsAPnjCgtJUBz1xLyQY8kQAtGJXUCCiJADMhe7/6YGkCx4emVsswnQNzXgXNG1CtAB1+YTBVcIkCt+lxtxf4kQOCcEaW9gSZAHebLC7B/I0Bau+1Cc90aQNqs+lxtpRxAOQt72uHPG0BiEFg5tEgnQFD8GHPXUiZA8tJNYhCYJkCskPKTat8eQMaFAyFZwBhAt9EA3gLpLEApXI/C9UgcQNJvXwfO2StAJh5QNuUqHkAbu0T11mAZQPFjzF1LqCVAGCZTBaMSJED99nXgnHEkQPg2/dmPNBhAApoIG57+KEB+jLlrCXklQOf7qfHSzSVANGjon+ASI0BKXp1jQPYTQKmkTkATISVAv0NRoE+kIEBfKcsQx5olQI4G8BZIEBVA/Yf029chIEBFDaZh+KgVQEaU9gZfOCFAduCcEaVdJkD60AX1LYMjQH506spnORFAvR3htOBlIUBGCI82jhgcQNcS8kHP5idABW7dzVNdCECNl24Sg+AWQBlz1xLyYSRAvjCZKhhVJ0Ab9RCN7sAfQKlqgqj7MCBA9dvXgXOGJUA5RUdy+Y8mQAaBlUOLbCFAwZDVrZ6zG0BSRIZVvLEiQFN5O8Jp0SJABaOSOgHNKEDMRXwnZr0aQEloy7kUlxlAIR/0bFb9E0BDVrd6TtocQLoxPWGJpx1AxSCwcmhxKEAQXVDfMkcfQJwWvOgr6B1A2ht8YTJVJEAydy0hH1QjQAU0ETY8vS1AA1slWByOFUBvKlJhbDEgQO0NvjCZyh1AGcqJdhWyE0B4CyQofiwlQChEwCFUuSNATb7Z5sa0GkBd3EYDeEsPQKtbPSe9fyBAkzXqIRr9IUCKjuTyHxIrQNY5BmSv9yFA61bPSe8bEUDusfShCwojQK+UZYhjbSJAkzoBTYRNJkD/If32deAmQKW9wRcmUylAhA1Pr5TVI0BrDhDM0cMjQM07TtGRbCJAXb9gN2zbF0ABMJ5BQ98eQPzepj/7MR9AXFoNiXusHEBFL6NYbkkaQAKCOXr8jiBA5ssLsI++I0BgsBu2LcoMQFHaG3xh0iZAm+Ydp+hoJEDbp+MxAyUiQHicoiO5HBdABoGVQ4tMJUD59xkXDoQjQHhi1ouhnApAgxd9BWlmGUDhRV9BmrEjQC+Lic3HNSNAG9gqweLwH0DeAgmKH6MmQDtwzojS/ilAayv2l93TCECz6nO1FVskQC5W1GAaph1ANSkF3V4SG0DXNO84RcclQJ5eKcsQ5xxAeCgK9IlcHUBlqmBUUickQDSAt0CCgidAQ5CDEmaaIEC8P96rVnYiQBpR2ht8ASVAWvW52or9IECLbOf7qVElQMmrcwzI7iFAO420VN7eIEBrSNxj6ZMjQOc6jbRUnhhAcEIhAg5RIEDsUbgehesWQFpkO99PTSpA3NeBc0b0IUCXkA96NgsmQE9d+SzP4xFA0A8jhEeLI0AAb4EExW8wQIZa07zjFCRAoYSZtn/FFUBSYWwhyPEjQAyTqYJRqSRAEFg5tMjWJkB3LSEf9FwhQO/Jw0Kt6SVAf/s6cM5oJEAprir7rggiQIguqG+ZEyJATRWMSuqkJUCkcD0K19MgQOChKNAnUiNAPx2PGagMGUAge737470hQJmByvj3aSJAacai6ezkIkC5/If023cnQB/0bFZ9biVAwhcmUwXjJ0BiLT4FwDgfQJwWvOgraBhAmG4Sg8BqJUBNSkG3l/QhQJzEILByyCpAxm00gLegJkAwKqkT0IQmQEPnNXaJSiNAJ8KGp1eKJUASpb3BF4YmQH8w8Nx7uBlANbVsrS+SI0D+1HjpJjEnQMUgsHJoURtAgH106sp3IkDg88MI4dEjQL4wmSoYVSdA7uvAOSPKJkCb5h2n6KgmQNI6qpogChxA3/3xXrXyIUBWfa62Yp8qQCxlGeJY9yRA0/avrDTpHUCneccpOnIjQMsQx7q4rSNAqkiFsYXQIkCCHJQw0zYjQE5iEFg5lCFAAOMZNPTPCUAkKH6MuasaQKpIhbGFMCBAijxJumYyH0DP2m0XmusiQAq/1M+beiBARGlv8IXpJUDjcOZXc1AjQGvUQzS6oyJAigJ9Ik/yG0CKdhVSfvIeQCQofoy5KyRAp+hILv8hJkCd19glqtccQAg9m1WfSylAEyf3OxRVIkDLSpNS0C0ZQPRsVn2uViZAa32R0JZTGUD5FADjGZQbQNxoAG+BhBRAI0p7gy/sJUCqglFJneAlQNiBc0aUtgdAc0urIXHPHkCM1lHVBAEgQBniWBe3kSVAhj3t8NdEGUCQMXctIR8aQDzaOGItXiBAjgbwFkgwJkC9APvo1GUiQDVG66hqwhJA1zTvOEUHKUAc6+I2GoAoQFOWIY51sSRAb9i2KLNBIkDTTWIQWJkcQHL5D+m3ryRAgxd9BWlmGkC/Q1GgT7QiQPyMCwdCIiJA+FPjpZtkJkAsfeiC+pYKQPVKWYY4lidAVtRgGoYPIkBzuiwmNr8YQBkEVg4tEidAdJgvL8A+IkBXJvxSPz8jQI9TdCSX3xtAyJi7lpCvJ0AaNPRPcBEYQIenV8oyRB1AhXzQs1l1K0CzXgzlRJscQP59xoUDwRtALSEf9Gx2F0C/Q1GgT2QTQPBQFOgTeSBASUvl7QiXIkDcaABvgWQZQPZ698d71RpAirDh6ZUyJkAJ+aBnswomQPMf0m9fJypA8IXJVMFoJkBdxHdi1osgQDvCacGLriJATmIQWDn0KUAT8kHPZnUkQArXo3A9KiRAMQisHFokG0A+P4wQHt0gQEsfuqC+xR1AB/AWSFC8JECwyRr1EG0aQKH4MeauJSxA7rH0oQsaIUBma32R0CYgQOgTeZJ0zSBAqU2c3O8gIkCNf59x4QAiQMAma9RDlBpAU1xV9l1xFUAhdqbQea0gQJp3nKIjOShArp6T3jfOIkBJumbyzbYfQLR224XmmhZAXmOXqN4aHUBYyjLEsc4lQPUQje4gNiJARrbz/dQ4J0Do2az6XI0oQM3MzMzMTB1As+pztRW7KUAyPWGJB3QgQBfxnZj1Ih9AfdCzWfWZJkDfMqfLYsIeQEd3EDtTqBpAjgbwFkiQJUAGu2HboswZQB1aZDvfzylAbagY528iIEDAIVSp2YMjQI/k8h/SjxxAsi5uowF8JkAiiV5GsXwjQLoxPWGJ5yFA5IOezarPJUCSIjKs4k0eQEtZhjjWZSZAYeC593BZI0DHKTqSy58nQH3LnC6LSRxAn6ut2F+2JUDtnjws1DomQD9XW7G/PCNAZED2evcnFUBq3nGKjsQiQDiEKjV74CFABOJ1/YJdGUAtsp3vp+YoQK5H4XoULilAPnlYqDWtEUCJ6q2BrVIbQLGKNzKPHCBABcWPMXcNG0DuJY3ROuodQLTIdr6fuidAWd3qOel9I0ATYcPTK6UoQAouVtRg6iBAg1FJnYCWIkD3deCcEQUoQPuWOV0WEyBAjZduEoNAKUDyQc9m1QcnQIiFWtO8YydAcqd0sP6vIkB4CyQofpwjQJ0Rpb3BtyZAJLTlXIqLEUAB3gIJih8lQGd+NQcIRhpApU5AE2FDH0AGTODW3TwdQCDSb18HbiVAxjNo6J/gHED2XRH8b4UdQFlpUgq6HSJAjUXT2cngH0D5MeauJeQkQILF4cyvBiNA2T15WKgVJED04O6s3SYiQHqlLEMcCyxAf2q8dJNYJ0ALXvQVpJkYQOQUHcnl3yRAADrMlxdAI0CP39v0Z58jQE5FKowtBBNAC0YldQI6JUCa6zTSUlkQQLprCfmgJyZA499nXDgwHUB3LSEf9MwmQLu4jQbwBiFAkdCWcykuI0AWak3zjpMkQAhagSGr2xNAbJVgcThjIUAoDwu1ppkkQPrVHCCYQx9A/MbXnlkSIUCRm+EGfL4LQF+YTBWMShtA4GdcOBAyEUCAZaVJKegjQLe0GhL3WBxAXW3F/rJbJEA17zhFR5IsQG/1nPS+QSBAuAGfH0aoIUADeAskKN4nQJXUCWgizChAIGPuWkJ+KUCto6oJos4eQDihEAGHcB1AnDOitDfII0BrYKsEi8McQM5THXIz3B5AxY8xdy0hG0C2hHzQszkkQKhSswdawR9ArK3YX3Y/I0Bwd9ZuuyAjQJYhjnVxGylAvMtFfCcWIkBJERlW8cYeQL8OnDOi9CxAhEcbR6zFEEBbsb/snvwhQIVf6udNxSNAYDyDhv55IUDWbrvQXIchQAOy17s/niBAAwmKH2OeIEAoCvSJPMkhQKqaIOo+4CFA5fIf0m8fJEAHCObo8bsdQFaalIJuLxNAu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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"202\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"203\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"kX77OnAOCECjO4idKfQMQJeo3hrYagxAX+/+eK8aCkBCeLRxxFoHQOC593DJ8QlAxOv6BbuhDUDMXUvIBz0KQCAkC5jA7QxAOL72zJJADECDUUmdgGYJQE4LXvQVJApAEF1Q3zLnC0C+9sySADUKQOcYkL3efQpAlgSoqWVrCkDkLOxph78KQL2MYrml1QxA/U0oRMAhC0D2RUJbziUMQN8a2CrB4gtA8bp+wW7YCkATZtr+lVUKQGgibHh6JQpAIR/0bFZ9CkCSy39Iv30LQBXGFoIc1AlAste7P96rDEC4zOmymBgMQDnulA7WvwlAvFzEd2JWCUC/1M+bitQKQPD5YYTwqAxA7Bfshm1LC0DGxObj2tAOQNZz0vvGlwtAQKTfvg6cDkCxUGuadxwKQIhLjjulQwtAtHHEWnzKC0CSlsrbEc4JQEBNLVvrCwlApriq7LviDEBxcr9DUSAJQC1b64uEtgtAMBLaci4FCUBLyAc9m1UMQNttF5rr9AxA+u3rwDnjC0Ck/KTap6MMQFhWmpSCrgtAzH9Iv33dDEDuQnOdRhoNQFBTy9b6ogpAPu3w12QNDEDNr+YAwVwKQPw1WaMeogtAp7OTwVHyCkCoOuRmuAEJQJSkaybfrAlATzv8NVkjCkCz74rgf+sMQIGyKVd4VwxAwLLSpBR0DUC7uI0G8JYPQKgd/pqskQtAsktUbw0sC0AYQznRrgIMQMo329yYngxAMIFbd/OUDUCitDf4wqQKQCJUqdkDrQtAAg6hSs2eC0D4cMlxp7QOQPJBz2bV5wlAnpj1YijnCUAAOsyXF+AKQB1VTRB13wxALNSa5h1nDEBI4XoUrkcLQO8bX3tmCQlA6s9+pIjMC0DHKTqSy/8JQC4EOShhZghAkiIyrOJNC0DnGJC93j0MQJHtfD81HghAYtuizAYZC0BbfAqA8QwLQCJUqdkD7QpANrBVgsWhB0DBxYoaTMMNQJBrQ8U4PwpAQE0tW+uLCkBTIoleRrEHQFOzB1qBIQpAGmmpvB2hCkAbKsb5m9AMQKVmD7QCAwxAOIQqNXvgCkDCwHPv4dIKQI0LB0KyAA1Ayv0ORYH+C0BzLsVVZZ8MQF4u4jsxKwtA4QuTqYIRC0Aofoy5a4kPQHOAYI4e/w5Auw9AahNnDUC9GMqJdtUHQKYPXVDfMhBAr84xIHtdEEBkXdxGAzgNQB09fm/Tnw5A2T15WKj1CkAeG4F4XT8MQHIz3IDPDw1AU67wLhfxCkDf/fFetRIQQJpfzQGCuQtA42vPLAlQD0ANq3gj80gJQJPGaB1VDQ1AkpGzsKfdDEDKMsSxLm4JQBNhw9MrpQ1A7fXuj/cqEEASoKaWrfUKQHldv2A3LA1ARZ4kXTO5CkAVjErqBHQMQCwOZ341Rw9AHNMTlnhAC0CRD3o2q74GQH2R0JZzKQ1AoOBiRQ1mDkAYldQJaGIKQGrZWl8k9A5AbosyG2TSDUBGzsKedjgNQHL5D+m3rwlA4syv5gABDkAZVvFG5tEMQBjshm2LcgxAG7tE9dbACUB/arx0kxgLQOm3rwPnTAtAj3Ba8KIvDEBATS1b6wsQQCS05VyK6wtALhwIyQLmDkDPTgZHyWsKQNuizAaZZA1ARgiPNo5YC0ByM9yAz88MQKBU+3Q8JgxA6StIMxZNDUDP2m0XmusKQJs4ud+h6ApAyY6NQLyuCkBW8Ubmkf8NQChEwCFUKQ1Aw9MrZRliCUB2bATidb0JQJolAWpqGQ9APGagMv59D0DGounsZLAKQHdKB+v/3A1AxM4UOq/xDEAYITzaOCINQHReY5eo3glAj1N0JJc/DEAfv7fpz/4JQLMkQE0t2w9Ad/NUh9yMC0CV8e8zLhwMQAqFCDiE6g5AKpFEL6OYB0CRm+EGfP4OQCAMPPcebgtA9E9wsaJGDEDMejGUEy0OQDblCu9yEQpAGqN1VDXBCkCqtwa2SjALQALZ690fLwxAEHUfgNRmC0DhKHl1jgENQA1xrIvbaA1A1NSytb6IC0DL8+DurJ0NQByZR/5goAxArvAuF/GdC0Do9pLGaN0LQGQe+YOB5w1Af8Fu2LaoDECWW1oNiTsJQGOcvwmFiA1ABd1e0hitDEAbnl4py5AMQJhp+1dWGgxAdavnpPfNC0BslWBxOHMMQBqGj4gpkQ1AeZJ0zeSbD0AOT6+UZYgNQIczv5oDRA9AmbuWkA96EEA7NgLxun4KQMAhVKnZAw1A0hito6rJDEBwXwfOGdEOQMP1KFyPgg1AdjI4Sl6dCkBd+SzPgzsNQCYeUDblCg1AtTf4wmTqDUBQGf8+4wIJQOIGfH4YIQtAWi+GcqIdDEA+6Nms+pwPQEHxY8xdCwtA6IcRwqMND0DhYkUNpiEJQG/YtiizQQpATHFV2XeFB0AW3uUivpMLQKMjufyHdAxAXwfOGVGaDEDzjlN0JNcPQKRwPQrXYwtAjbRU3o4wDUD4pX7eVKQLQP7UeOkmsQxAfhghPNo4DECI9NvXgfMKQLMHWoEhKwxALNSa5h3nC0DQDyOER5sKQH5v05/9CAxAi6azk8ERDkALRiV1AhoMQGdEaW/wxQlAlnhA2ZRrCUCBQ6hSswcMQGZOl8XEZgxApvJ2hNOCDEBQ/Bhz19IPQC7iOzHrhQpA4KEo0CdyCkBfB84ZURoMQN7IPPIHQwxAUtUEUfdBB0DTvOMUHckNQP0wQni0MQpAC0YldQKaDEAlzLT9KysLQBv1EI3uoA1AbxKDwMrhDEC7YduizAYNQMYzaOifoA5Abef7qfGSCUBIv30dOKcNQMmwijcyDwtAs+pztRX7C0BRoE/kSRIJQG+BBMWP8QxAYTdsW5SZC0D5MeauJWQMQF+YTBWMSgtA68VQTrQrDUCsqME0DF8KQGuCqPsApAxAjLlrCfmgCUATuHU3T7UNQJhMFYxK6gtAJlMFo5I6DUAqqRPQRBgMQBIxJZLo5QtAieqtga3SDECEZAETuLUJQJM6AU2EzQtApvJ2hNPCDUDjUwCMZ9ANQNSa5h2naA1AT1jiAWXTCkAHtkqwONwMQNl3RfC/lQpAVpqUgm7vCkCCVmDI6hYNQEAYeO49nAtA3zKny2JiDkBxcr9DUSAKQACMZ9DQvwtAXynLEMd6C0Bcj8L1KBwLQFrwoq8gjQ1AJGJKJNFLD0BIv30dOCcNQEbrqGqCaAtAq3gj88gfC0CyhSAHJYwOQCNnYU87/AtAZjGx+bj2DECMvoI0Y5EKQGQ730+Nlw1Apz/7kSJyDEDswDkjSnsNQM0GmWTk7AxAFLNeDOUECkCLcf4mFCIJQF/v/nivWg1AxuHMr+bADkA9CtejcD0PQCBe1y/YDQ1AkzoBTYTNDUDRP8HFiloLQJnwS/28aQ1AFZFhFW8kCkAoCvSJPMkLQJpC5zV2yQ9AW+uLhLZcDUDulA7W/3kMQCYeUDblyg1APSzUmuadDUBsJt9scyMMQPD5YYTwaApAumsJ+aCnD0DcSxqjdRQMQPfkYaHWNAtACqLuA5DaDEBHdxA7U6gLQEPnNXaJ6glATRB1H4BUDUDlRLsKKT8MQI+qJoi6zw1AbAn5oGczDUC5NlSM83cOQH4YITza+AhANEsC1NTyCUDdXtIYrSMKQLmI78SsFwtAXKyowTSMDEDKVMGopA4LQF/SGK2jqhBAwvo/h/myCkCl942vPXMIQOrKZ3keHAhAswdagSGrC0DSxhFr8ekLQAa7YduiDA1AlMFR8urcCkBb64uEtpwKQJz51Rwg2ApANKK0N/gCC0CSXP5D+m0KQMR8eQH2EQtAgNQmTu43DEBSflLt07EKQA74/DBC+AxAgLdAguIHC0CqmiDqPgANQFqeB3dnLQ1AV1uxv+weC0CqSIWxheAMQGCwG7YtSg5AkpGzsKcdC0B2GmmpvF0PQP5D+u3rwAxAblFmg0wSEED1Zz9SRIYNQBEBh1Cl5g5A42vPLAkQDkDwhclUwegKQI2XbhKDgA5ATpfFxOajCEB4KAr0iTwKQNDVVuwvuwtAWFaalIKOEEDSGK2jqkkNQA5Pr5RlCAtAECOERxuHCEAsn+V5cBcQQJhMFYxKKgpAK/uuCP73CUCyYyMQrysOQMxAZfz7TAtAYY4ev7cpCkAwKqkT0EQMQDYf14aK8QpAC7WmecfpDkD8byU7NoILQATKplzhnQpAAAAAAABADECC597DJUcPQL72zJIAdQxAP4wQHm3cCkC6FFeVfdcKQMMN+PwwAg5ATS1b64vEDEA/V1uxv6wKQMjvbfqzHwtAUfcBSG0iDUDayeAoeTUKQB0Dste7fwxAeV2/YDdsEEBeonprYKsNQD/G3LWEPAhAoyO5/If0DUBa9bnaij0KQN3qOel9owtAc4Bgjh4/DUDxETElkqgMQB6KAn0ijwxACTiEKjV7C0A51sVtNEAOQLK61XPSewxA1qiHaHTHCkCOI9biU0AOQNieWRKgpgpAJQaBlUNLDUDD2EKQg9ILQHDOiNLeIAtAqrcGtkqwC0DUSEvl7YgLQATKplzhnQxAJh5QNuXKCUDAeAYN/RMLQFBTy9b6QhFAml/NAYK5C0AvF/GdmHULQOT3Nv3ZTwxA7C+7Jw+LDUBqMA3DR0QLQPonuFhRQw1A9Bq7RPUWDUDhXS7iO3EMQEeP39v0Jw1AM23/ykoTC0B/wW7YtmgJQL06x4DsdQtAk6mCUUndCkCVDtb/OUwLQFQAjGfQkAxABOeMKO1NC0DePNUhN8MKQFoNiXssPQxAveMUHcklDUDedqG5TiMMQGZJgJpatgpAFVeVfVeECkAhk4ychT0NQLsPQGoT5wtAgIKLFTXYDEBq2VpfJPQKQFhWmpSCbgxAxsTm49qQC0AOhGQBE3gMQCyC/61khw1ArBxaZDvfDkDfMqfLYqIJQK1M+KV+3gpAYWwhyEGJD0BBDkqYabsLQF8ktOVcSgtAbkxPWOJBDkCJDKt4I3MMQIfhI2JK5AxAOe6UDtb/C0DswDkjSnsKQEoH6/8cpgpAf7xXrUx4C0Doaiv2lx0NQGnGounsZAxAYM0Bgjk6CkA51sVtNIANQJp3nKIj+QlADvPlBdiHC0Af14aKcf4NQJ8CYDyDBgxAWaMeotGdCUC7m6c65OYKQDeOWItPQQ5AfxMKEXAIDkBpb/CFyZQLQLJLVG8N7AtAaJHtfD/1DkBbzqW4quwKQE8eFmpNsw1AtaZ5xyn6DEBF2PD0ShkLQFrY0w5/DQ9A4pLjTungC0BXIeUn1T4MQFDkSdI1kwtA4iNiSiQRDkCAmlq21tcNQPz7jAsHAglAti3KbJAJEEAP7s7abZcNQFyPwvUo3AtAw9MrZRliCkCbVZ+rrdgMQO9yEd+JWQxAXrpJDAIrDEBRvTWwVYILQEaZDTLJiApAdqbQeY2dC0DVPh2PGagJQJS8OseA7ApA8tJNYhDYC0DvOEVHcrkLQINuL2mM1gtAiLoPQGqTDUCpnzcVqTAMQC+ob5nTJQxA8PlhhPAoC0Byv0NRoE8MQAETuHU3DwlAaQBvgQSFCkBSmzi53+EOQI/C9ShcTwxAdavnpPdNCkCBsilXeNcNQD1hiQeUzQxARs7CnnZ4C0Bzol2FlN8NQJhMFYxKKgtAPUSjO4jdC0Ceew+XHLcNQGyyRj1E4wtA7bsi+N/KCkBh/Z/DfDkMQHBfB84Z0QtAEjElkuilCkBBSBYwgRsOQMR8eQH2UQxAIsMq3sg8DEArTUpBt9cLQKIo0Cfy5ApANSkF3V6SDkAwnkFD/8QJQDRo6J/gYglA6spneR7cCUD/z2G+vEAMQMGtu3mqwwtAiJ0pdF5jDEDCUfLqHEMOQJjArbt5qgtAYRqGj4gpDUBi+IiYEgkMQB13Sgfrfw1AdNL7xteeDkAKhQg4hKoIQCV6GcVyCw1Aox6i0R3EC0DtuyL43woMQKpIhbGFYAtAn+V5cHcWD0DhYkUNpmEKQLmI78Ss1wtAtyizQSaZCkBqGD4ipoQNQPrQBfUtcwpAHOviNhpADUCsHFpkOx8NQNGWcymuagxA+5Y5XRbTCUBBKzBkdWsKQG6jAbwF0gxASIrIsIo3DUDwoq8gzRgNQNIA3gIJCg5A76zddqH5DkDlszwP7k4LQFQ1QdR9QAxAEwoRcAhVDUCwrDQpBZ0LQPwApDZxMgtArwj+t5LdDECdLouJzccJQLGKNzKPPAtABwjm6PE7DEDPMSB7vbsMQLlTOlj/Zw5Adc3km22uDEBNFYxK6kQMQPT4vU1/9gxARSqMLQT5DEAps0EmGfkMQI+qJoi6DwtANIC3QIIiCkA9D+7O2i0MQI1iuaXVEA1AtU/HYwZqC0AXDoRkAdMKQKAVGLK6VQ5Apu1fWWkSDUD0piIVxhYKQF6FlJ9UOwxA2gOtwJCVDEAiwyreyDwIQC+ob5nT5QlAjX+fceGAC0B5zEBl/DsNQDhnRGlv8AlAtI6qJog6CUCeB3dn7bYMQGH9n8N8+Q5A8YCyKVd4DUByp3Sw/g8NQMu5FFeV/QxAmKPH7236DEBGQlvOpfgNQInqrYGt0gpArthfdk/eC0BORSqMLcQMQFXZd0Xw/wtA4e6s3XahCkDU8ZiByngNQPiImBJJtAtAUtUEUfdBC0BbmfBL/fwKQBBdUN8yZw1APbg7a7ddDkBn7bYLzTUJQKuVCb/UzwtA+WabG9MTCUD67evAOSMLQLR224XmOg1A1bK1vkhoDEC/mgMEczQNQEJbzqW4ag5AR4/f2/RnDEDYDdsWZfYJQEtZhjjWBQ1Au9Bcp5HWCkD8+4wLB0IKQJ88LNSa5gpAiSR6GcWyCUBmZmZmZiYNQIJWYMjqVgpAWHOAYI7eDEDB/1ayY+MKQMv49xkXDg5A11HVBFH3C0BBDkqYabsMQDxrt11o7gtAQxzr4jYaDEDUYBqGj0gMQIHs9e6PNw1AsrrVc9J7CEDeq1Ym/JIJQHOiXYWUXwlAz9ptF5rrDEC5iO/ErJcKQOFFX0Ga8QxAwJXs2AiEDUC1N/jCZKoNQBBdUN8yJwtA+tAF9S3zDkCUh4Va07wMQOrKZ3kenA9A4/xNKERgEEDl7QinBe8MQNBhvrwAOwlANIC3QIIiDkArMGR1qycHQKMBvAUS1AlAjUXT2clgDUBKRs7CnjYNQCZw626eag5A7fDXZI06C0CVSKKXUewNQHQMyF7vPg1AGxL3WPpQDUD27o/3qpUHQIPAyqFFtgxAETY8vVIWDkDe5SK+E/MNQG5MT1jigQtACqLuA5CaCkAGDf0TXKwLQDkoYabtnwxAjgHZ693fC0CKsOHplXIPQNMwfERMyQxAfh04Z0SpDUAvF/GdmLUOQGzPLAlQUwpAP3RBfcvcDUAGEhQ/xpwKQCJxj6UPHQpAmrZ/ZaUJDED/5zBfXgAMQP5g4Ln3cApA2XxcGyoGDUD4iJgSSfQNQNlfdk8elg5AKPIk6ZoJCkB96IL6lvkOQLgGtkqw+A1Aaw4QzNGjDEAhdqbQec0JQDvHgOz1bgxAJ6CJsOEpCkBD/wQXK6oOQA4QzNHjNw1Av9TPm4rUDkBZUYNpGH4OQIIclDDTNgxAnDOitDc4CkAAOsyXF6AOQFOu8C4X8QtAQiYZOQu7DUC+vAD76JQNQFbxRuaR/wtA5ZttbkzPDUDrc7UV+0sJQGYxsfm4dgtA0ETY8PTKDEDDu1zEdyIIQAaBlUOLLAtAmz3QCgwZDUAK9Ik8SVoQQM6N6QlL/A1AB7Ezhc4rDkAhWcAEbp0NQMo329yYHgtAyuAoeXWODEBQjZduEoMMQG+BBMWPMQxA41MAjGeQDUDxKQDGM2gLQJqZmZmZ2QxAQWX8+4xLDECJQWDl0CIKQGLWi6GcqAlALzTXaaSlDUAf14aKcb4LQHpwd9ZuOwtATpzc71CUDkC+TX/2I0UKQIlBYOXQ4gxAwoanV8qyDUCxv+yePCwLQOjB3Vm7rQ1AeQH20akrDEAsSDMWTacLQKZ+3lSkwgpA8+UF2EcnEEANGvonuNgMQGagMv59xgxA0T/BxYoaC0ABGM+goX8MQCY2H9eGCglA5X6HokAfDkAiwyreyPwMQH0/NV66yQxAS+XtCKeFC0AouFhRg6kJQNWVz/I8OApAqIx/n3FhC0BhTzv8NVkOQCwOZ341Rw5Arir7rgh+DUBzol2FlN8LQMyXF2AfnQ5AW5TZIJOMC0BeEfxvJfsNQNatnpPe9wtANjy9UpahC0DTvOMUHQkGQPLSTWIQmAtAhc5r7BIVDkDOpbiq7DsOQALU1LK1Pg1A5zqNtFTeDECVmj3QCowOQFrwoq8gzQtAGsBbIEExDEC/Q1GgT+QMQHDrbp7qEAtAEqW9wRfmBkDxRuaRP5gNQMpPqn06nglA6LzGLlF9D0CwcmiR7bwLQIz4Tsx68QxARZ4kXTO5DkAdjxmojP8MQJ88LNSaJglAURToE3nSD0COI9biU8AKQI+NQLyunwxA0LhwICTLDEDUZTGx+fgLQGtI3GPpQwxA91j60AX1CkDKN9vcmJ4PQKfLYmLzMQtA0sYRa/FpDUBBDkqYaTsMQGfV52or9ghAB7ZKsDicC0CSlsrbEQ4NQDnWxW00QA1ACqLuA5AaDEApBd1e0pgOQDcawFsggQ1AF7fRAN4CDUD+SBEZVrENQCy3tBoSdwxAFt7lIr6TDEC5NlSM8/cLQEaU9gZfmApAXaeRlsqbDUAsn+V5cLcKQN+JWS+G8gpAwW7YtiizDUDYKsHicKYQQGZJgJpa9gtA9DehEAEHDECk5NU5BuQMQL9IaMu5FA5AcayL22hADUD67evAOUMQQAFqatlaHwtA9u6P96rVCkAIILWJkzsMQN/42jNLAg1ATI47pYP1DkAzG2SSkTMMQNRlMbH5uAhArp6T3jf+DkBNofMau0QOQAsMWd3quQ1Acm2oGOcvCkAw8Nx7uCQMQNeGinH+pg1As+pztRW7C0Byv0NRoA8MQBqLprOTAQ1ARG6GG/A5CUAjZ2FPOzwLQK0vEtpyLgxAuXAgJAtYC0AG9S1zuqwHQJfFxObjWgtA2QjE6/rFCkD0GrtE9VYKQD3VITfDDRBAYi0+BcD4DEAuc7osJrYKQOzdH+9Vaw9AdjdPdcgNDUBPzHoxlNMMQFInoImwIRBA/7J78rCQDUCGG/D5YQQMQFFrmnecYgtAjErqBDQRD0ANpmH4iFgMQJ57D5cc9wpAQMHFihpMDkC2+BQA4xkNQIPdsG1RJgpAswxxrIsbDEBNvtnmxrQMQGKh1jTvOAtAUiy3tBpSC0BOf/YjRSQOQNIdxM4Uug1ARfC/lezYDEAU6BN5kvQIQAStwJDVLQxALNSa5h3nC0Bcd/NUh9wLQDAS2nIuhQxAyhXe5SJ+DkDMtP0rK40IQGnGounshBBAtHbbheb6DEBm9+RhoVYNQOiC+pY5XQ5A9tGpK58lDECGrG71nHQOQPIk6ZrJdwxAJCh+jLlrC0D7rgj+t1INQAkzbf/KSgxAfm/Tn/2IDUDnb0IhAk4NQB7EzhQ6LwtAhUIEHEKVC0BwzojS3iANQNKpK5/l+QxApDZxcr+DCkDPMSB7vXsMQFQAjGfQEAxAaVch5ScVC0AhH/RsVn0MQFHaG3xhsg5AwcqhRbazDUCto6oJou4KQCMQr+sXrAxAH4DUJk7uCkAn9zsUBToMQAzNdRppKQ1AHvmDgeeeDUDGxObj2tANQLgBnx9GKBBAxlBOtKuQDUBI4XoUrkcMQOp4zEBlvAtAYi0+BcA4C0DVWwNbJZgMQKMG0zB8xApAOQt72uFvDUBj0XR2MrgJQHOiXYWUHwpAQ1a3ek66DUCfzarP1RYPQOyjU1c+ywxA4C2QoPhxC0DZfFwbKgYPQPiNrz2zZAlAyM1wAz5/DkAofoy5a4kMQH2W58HdGQ5ACoUIOITqCkAijnVxG40LQPEuF/GdmAlA0JuKVBhbC0Cx3NJqSJwLQIvgfyvZsQtAnYAmwoanDEDTpBR0e8kOQD3yBwPPPQtAMA3DR8RUDkBjuaXVkDgOQLAgzVg0XQ1Ah6JAn8jTC0C0sKcd/toOQKX3ja898wpAgH106spnDkCqZWt9kRALQE+vlGWIYw1AptB5jV3iDEC8rl+wG/YLQDlFR3L5jwpAz72HS447C0CLNzKP/EENQGB2Tx4Wag1Ae0563/jaDECWPnRBfUsMQJZDi2znOw1AYJM16iFaC0CxxAPKphwMQGYxsfm4dhFAF7fRAN7CDECiRbbz/RQMQKbQeY1d4g5AGAltOZdiDkB06spneZ4LQBAGnnsPFwtAluzYCMSrCUCwj05d+awMQGgFhqxulRBABg39E1xsDUAj2/l+anwLQJM6AU2EzQxAkZvhBny+CUBUbw1slWALQFOu8C4XMQpAD7QCQ1a3DEBA9nr3x7sKQJYmpaDbywtAwoanV8qyD0A2qz5XW3EMQMOedvhrMg9A/+cwX16ADED9MEJ4tHEPQLml1ZC4RwhAotEdxM7UC0AJOIQqNfsMQAvvchHfiQ9AHhuBeF0/DUDD8BExJVINQIqT+x2KggtASu8bX3vmBEBJopdRLLcNQPj8MEJ4dA5AhCo1e6CVDECI9NvXgXMMQBYwgVt3Mw9ANLqD2JnCCkBbfAqA8YwNQEoMAiuHlg1AWMoyxLHuDUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"204\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"205\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"206\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"nPhqR3GO1j8lBRbAlIHXP0SmfAiqRtg//Bhz1xLy2D947GexFMnYPz4/jBAebdY/JSAm4UIe2T8ZqmIq/YTYP9XrFoGxvtk/4ZUkz/V91z+kw0MYP43aP76G4LiMm9k/cXFUbqKW1z8G9S1zuizXP57OFaWEYNk/7nvUX6+w2j8eqb7zixLYP8AF2bJ8Xdo/SBgGLLmK3j88TzxnCwjaPx4X1SKimNo/58OzBBkB3D9nSBXFq6zdP+4m+Kbps9w/7gc8MIDw3T8dBYiCGVPbPxL27SQi/No/b2b0o+GU2z8qrFRQUfXcP9Y73A4Ni90//9DMk2sK3z/nVgirsYTdPyI17WKa6dw/XiuhuyTO3z9XBWoxeJjePw7bFmU2yNw/a54j8l3K4D9ApN++DpzdP0FjJlEveOA/mzv6X65F4D8S9u0kInzgP3CX/brTnd4/MQxYchWL3j80gLdAguLeP03Z6Qd1kd4/Wz/9Z80P4T8RUyKJXkbfP7+dRIR/EeE/csXFUbkJ4D9f7SjOUUfdPw6fdCLB1OA/ERyXcVMD4j+N1Hsqpz3dP1H3AUht4uA/kKFjB5U44T8bvK/KhcrhPz2ARX79EN8/MLlRZK2h4D+AYfnzbUHjP20ANiBCXOM/SDKrd7gd4z8SoKaWrfXgPy17Eticg+E//isrTUpB3j+DwwsiUlPiP/M+jubISuQ/x0yiXvBp4j8BTu/i/bjhP8nnFU89UuE/r1xvm6kQ4j+rJLIPsizkP73Fw3sOrOI/Q3Iycasg4z+OOjquRvbiPxEcl3FTg+I/4dBbPLzn4j9Cz2bV5+riP2yXNhyWBuI/VG6iluZW5j9kP4ulSD7kP9F14Qfn0+Q/m3PwTGgS5T8wgsZMot7gP4+LahFRTOU/0VynkZZK5D/eIcUAiabmP/jfSnZshOI/PZrqyfyj4z/T9q+sNCnjP5gW9UnuMOU/W8064/vi4j8HswkwLP/lP02jycUY2OU/OutTjsli5T+5xmeyf57lP+MYyR6h5uY/sr6ByY2i4z85RrJHqJnlP/tXVpqUguY/oFBPH4E/5D8EdjV5yurmPxZruMg93eQ/8db5t8t+5D+f46PFGcPmP11qhH6mXug/gZiEC3kE6T9PIVfqWRDnP8x6MZQTbeY/E0azsn3I5z9UbqKW5tbpP2KfAIqRJeY/SnuDL0ym5T/xR1Fn7iHpP96wbVFmg+Y/U+xoHOr36D9w7xr0pbfnP60yU1p/S+c/yw7xD1t66D8lsaTcfY7nP13BNuLJbug/stXllICY5T8uOe6UDlbpP05GlWHcjeo/mMCtu3mq5T+FmEuqthvqP+f9f5wwYes/oUliSbl76T/bT8b4MHvoP3L75ZMVQ+s/+KdUibK36z9n170ViQnoPyuHFtnOd+w/5ZzYQ/tY6T/3BfTCnQvrP7n6sUl+xOg/uTZUjPO35z9WDcLc7mXpP2H6XkNw3Ok/eXWOAdlr5z/1ukVgrG/rP3hHxmrz/+o/MUROX8/X6T9tWb4uw3/pP9lfdk8eFu0/M8SxLm6j6z+54uKo3ETnP4SEKF/Qwu0/TaPJxRjY6j9HkEqxo3HqP0J8YMd/gew/9kIB28EI7D9K0F/oEaPqPy+nBMQkXOo/Qs77/zjh6D+rsBngguzrP4igavRqgOo/W5pbIaxG7D8HQNzVq8jtP9RH4A8/f+k/rmUyHM/n6z+tpYC0/4HqP0qWk1D6wuw/3xXB/1Yy8D8t6/6xEJ3tPxqiCn+Gt+s/aafmcoOh6T/cDg2LUVftP8CTFi6rsOw/TMKFPIKb7D/pmsk321zsP/fMkgA1NfA/yk+qfTqe7j8/q8yU1t/sP5m8AWa+A+8/NV1PdF147D9NSGsMOqHtP/D8ogT9Be4/0R+aeXJN7D8PKJtyhXfwP+SCM/j7xe8/YTjXMEPj7D8k06HT827sP7CryVNW0+w/InGPpQ9d8D8wSWWKOQjvPx4bgXhdP/E/9UpZhjjW8T+NYU7QJgfvP40IxsGlY+8/NIKN69/17T8EIVnABG7wPwPtDikGyOw/wjV39L9c7j/kSdI1k+/wP6N4lbVN8e8/odY07zhF8D8EOShhpu3uPwspP6n2afA/e2tgqwQL8T/Q7SWN0brwP2Q730+NF/A/WvCiryDN7j/hRV9BmjHtPxJOC170le8/dO/hkuPO8j+5NlSM8zfxP5tyhXe5iPA/zojS3uCL8T+jzAaZZGTyP8aKGkzDcPI/o1nZPuSt7D9R2ht8YTLxP9BhvrwAe/A/2v6VlSYl8D9HA3gLJKjwP1QdcjPcgPA/j1N0JJf/8T/A7J48LFTxP1M9mX/0ze8/qiuf5Xlw8D/b3JiesETwP4Ko+wCkNvE/yv0ORYE+8D+qmiDqPoDwP588LNSaZvE/h/nyAuyj8T9MN4lBYOXxP6hvmdNlMfE/1QRR9wFI8D9mZmZmZubyP0VkWMUbmfI/hiAHJcy08j/mllZD4h7yP2CTNeohGvM/qrcGtkqw8T8CZVOu8K7xP9F0djI4SvE/4C2QoPgx8T9h4Ln3cMnzP3OiXYWUn/E/d/NUh9wM8z9DkIMSZtrzP+LplbIMcfA/wLLSpBT08j/PoKF/ggvyP3pTkQpjC/Q/LIL/rWRH8T9HWipvR7jyP4fEPZY+9PI/Rdjw9ErZ8j8fuqC+Zc7wP1XejnBa8PI/MNgN2xZl8T/iI2JKJFHxP7G/7J48LPQ/DOVEuwqp8z+hhJm2f2XyPwUXK2owDfE/uOS4UzpY8z8AjGfQ0L/0PwXFjzF3LfM/Mo/8wcDz8z8+6Nms+lzxP5EsYAK3bvI/8tJNYhBY8z8QkgVM4NbzPxfxnZj14vM/odY07zjF8z9I/mDguffxP/3BwHPvYfM/IoleRrFc9D9cj8L1KNzzP8Ama9RDNPc/nKc65Ga49T92N091yE3yPyrG+ZtQCPU/valIhbGF8z9CPujZrHr0P7CsNCkFXfc/xsTm49pQ9T/wMy4cCEn3P/t0PGagsvI/e9rhr8ma8z+wyRr1EA30P02EDU+vFPU/8ddkjXoI9j+hEAGHUCX0P/t0PGagsvU/RbsKKT+p9T9wfO2ZJQH0P/s6cM6I0vQ/LsVVZd8V9T9MVG8NbBX0P00VjErqhPY/ERlW8UZm9D9D4h5LHzr3P9r+lZUmpfM/ehnFcksr9T8KSzygbMrxP772zJIAtfY/rDlAMEeP9D/Yuz/eq9b0PzAqqRPQRPU/pyIVxhYC9j/WOQZkr/f1P6+ZfLPNjfM/Q3OdRloq9j/+JhQi4JD2P81YNJ2dDPg/rd12obnO9T+neccpOhL1P1VNEHUfAPY/a/EpAMaz9T/2XRH8b6X2P7nH0ocuqPQ/avZAKzDk9D/4/DBCeDT0P+Un1T4dD/U/a32R0Jbz9D+kcD0K16P1Px7EzhQ6r/Y/cXK/Q1Eg9j/O34RCBJz4P0nXTL7Z5vY/vodLjjsl9j/ZPXlYqLX3P4UIOIQqNfk/donqrYGt+T8TJ/c7FAX6P5BmLJrOTvY/QDBHj9/b+D8Wwf9WsmP3P3Iz3IDPD/U/BARz9Pi99j9dbcX+snv2P4W2nEtx1fg/kst/SL/9+D+MoZxoV6H4PyUjZ2FPO/k/XrpJDAKr9j+NKO0NvrD3P+0NvjCZqvc/YhBYObRI9z8f9GxWfS74P983vvbMEvc/U5EKYwvB+T9SJ6CJsOH2P/jfSnZsBPk/gNQmTu739j+dEaW9wRf3P6bQeY1dovg/6lvmdFlM+z+TxmgdVc34P5IFTODW3fg/wlHy6hyD9j+T407pYH35PyqpE9BEWPk/1IIXfQVp9z+1MuGX+vn4PyUGgZVDi/c/Vft0PGag9z+6g9iZQmf3PxJOC170Ffk/C0EOSphp+j+F61G4HgX4PwxZ3eo56fg/ob5lTpfF9T9Ah/nyAuz5P9UEUfcByPo/dJgvL8C++j86QDBHj9/8P2OcvwmFiPo/W18ktOVc+j9KJNHLKBb8P5Skaybf7Pg/tRoS91h69z/Xo3A9Clf8P/rQBfUt8/k//B2KAn2i+D8kufyH9Nv5P9RgGoaPCP0/9rTDX5M1+j/AlezYCET4P1qeB3dn7fk/qMZLN4lB+j/zcW2oGOf5P+W4UzpY//o/N3Fyv0NR+T8r2bERiNf3P4kMq3gjc/c/U8vW+iIh+T/APjp15bP3PyV6GcVyS/w/+wW7Ydui+T+XqN4a2Kr6P1JEhlW8kfo/tTLhl/p5+z/TTWIQWLn5PwyTqYJRSfo/ysNCrWne9T/J5T+k3z79PyYZOQt72vw/hnKiXYWU+T8Y7IZti7L5PzvHgOz17vw/KVyPwvUo+z+22y401+n+P0OQgxJm2vw/0SLb+X7q/T8DJnDrbh7/P+OItfgUgPs/ls/yPLi7+T/gSnZsBOL8P+EoeXWOAfc/m6xRD9Ho/T+TV+cYkD36PxObj2tDxfk/vHmqQ26G+j8ai6azk0H9P4RHG0esRfw/zEBl/PuM+T/OcAM+Pwz+P40o7Q2+MPw/Oh4zUBn/+T+UE+0qpHz/PwaBlUOL7Pk/EsKjjSPW+D8QdR+A1Cb+P8+9h0uOO/g/d9Zuu9Dc+T86HjNQGf/6P6Z+3lSkQv4/B5lk5Czs/D9HdxA7U2j6P9GuQspPKv0/rvVFQltO+z/X3TzVITf8P9BE2PD0yvw/fxMKEXAI+z+3lzRG6yj7P2t9kdCWc/4/YhVvZB55/j9t5/up8VL8PyWS6GUUS/w/Q1a3ek56/T+4BrZKsDj+PzUk7rH0of4/9Wc/UkSG+j8vwD46deX4P3XIzXADvvs/FZFhFW/k+z+Gj4gpkUT+P3wPlxx3Sv8/J4Oj5NW5/j+daFch5af+P4hGdxA70/0/JgFqatna/T92ptB5jd36P1r1udqK/f0/OkAwR49f/j93LSEf9Oz9PzygbMoV3v4/TmIQWDm0/j8Facai6Wz5P+YivhOzXv4/uoPYmULn/T9Mw/ARMaX+PzkoYabtX/0/vCL430p2/D+nXOFdLmIAQBPVWwNbJfw/WFaalIJu/D+WPnRBfUsBQHk7wmnBi/s/gez17o83AEBK0jWTbzb+P62jqgmi7v0/SZ2AJsKG/T/XL9gN2xb+P/fpeMxAZQFASMSUSKJXAEDf4AuTqYL+P0SLbOf76QBATS1b64vEAEDSxhFr8Sn/P3L5D+m3L/8/p8tiYvNx/z/9h/Tb18EAQCkF3V7SGPw/+MJkqmDU+z/rHAOy1zsBQNqs+lxtxf0/CVBTy9b6/T9PO/w1WaP/P4+lD11Q3/s/QGoTJ/d7AUDsL7snDwv8P7ivA+eMKAFAwOyePCyUAEDXo3A9CtcBQBXGFoIclABAwLLSpBR0AECYTBWMSmr+Pw5KmGn71wBA8u8zLhwIAUA5RUdy+Q/+P5j6eVORigBA4XoUrkchAUAAHebLC/ABQCuk/KTapwBACvSJPEk6/z+qSIWxhSD/P3lA2ZQrfABAknnkDwbeAEAu4jsx68UBQDeOWItPwQBAaMu5FFeVAUBolgSoqaUCQOrnTUUqjP8/h/4JLlZUAEA8MevFUM78PzPcgM8PYwBArOKNzCN//T9JhbGFIEcCQNlaXyS05QFAmnyzzY1p/T+Y+nlTkcoAQO4ljdE6agBAzhlR2hs8AEAOhGQBE3gAQPBt+rMfaQFAgbIpV3gX/z/NI38w8BwBQKAaL90khgBAzvxqDhCMAEC/YDdsW1QAQA74/DBCeABAxM4UOq8xAkBwtrkxPeEDQOPfZ1w4UABAWvCiryBN/z+693DJcaf/P7VU3o5wGgJA24XmOo20AEBhcTjzq7kBQACuZMdGYABApg9dUN9yAkBnuAGfHwYCQJsg6j4AaQJAFD/G3LUEAkD6uDZUjDMDQJ8CYDyDBgNAyF7v/njvAUBGCI82jhgBQGzPLAlQ0wFANIXOa+xSAUA/bypSYez/P9/42jNLggNAE/JBz2aVAECMoZxoV+EAQC8X8Z2YNQNAevzepj97AkAHCObo8Xv/P/MC7KNTlwNAMo/8wcDzAkAGEhQ/xhwCQDSAt0CC4gFAEwoRcAjVAUDnxvSEJV4CQFdgyOpWzwFAA2A8g4a+AUBZ+tAF9W0CQDBkdavn5AJAexSuR+E6A0ClvcEXJtP+P1bxRuaR/wJAnzws1JrmAUBENLqD2NkDQAZkr3d/PANAxvmbUIgAAUCWW1oNibsAQM11Gmmp/ABAfT81XroJAkC/t+nPfqQAQFdD4h5L3wJAJUBNLVurAEC4kh0bgfgBQESGVbyROQJApvJ2hNMCAUBos+pztVUCQARWDi2ynQNACfmgZ7MqA0A4Z0Rpb/ABQMdoHVVNUAJADLCPTl05AUCgFRiyulUBQO/mqQ65mQJAkUQvo1ju/z+iYpy/CUUCQBh47j1csgJAZVOu8C4XBECJJHoZxTIFQLAgzVg0XQJAIoleRrGcAkCWIY51cdsBQMQlx53SAQNAaD9SRIaVAkBVGFsIcpACQBqGj4gp0QJAdv2C3bBtAUBs7BLVWwMCQLA9syRADQNAQX3LnC6LBEAvUb01sFUEQPt0PGagsgNAZOlDF9R3BEBq9kArMOQCQMrDQq1p3gJAizIbZJLRBECQiCmRRO8DQG8Sg8DKYQNAYYkHlE35A0CPwvUoXM8BQLx5qkNuBgJAhc5r7BKVAUDcRgN4C6QEQCno9pLGqANAOX8TChFwA0D+SBEZVrECQI4G8BZIUAVAj8L1KFwPAkAU7Sqk/KQCQKRTVz7L8wRAjukJSzwgBUDl7QinBS8CQBDM0eP39gRA7Bfshm0LAkBS8uocAzIBQMh71cqE3wJAqpog6j6AAUB0B7Ezhc4DQBdIUPwYcwNAQznRrkKKA0BvgQTFj/ECQHTqymd5XgRAbTmX4qoyBEAOvjCZKhgEQGlXIeUnFQJAqTC2EORgA0CVtyOcFrwDQL+aAwRztABAl8XE5uMaA0CoOuRmuEEEQC4cCMkCpgZAiC6ob5nTBUBRFOgTeVIGQPOTap+OhwRArtNIS+WtBEDa/pWVJqUFQHEbDeAtkAJAWW5pNSQuBUBFniRdM7kDQNS3zOmy2AVAshGI1/ULA0C0WfW52soFQOWbbW5MzwRAPZtVn6utA0B/wW7YtugCQNiBc0aUdgRAGvonuFgRA0CWsgxxrAsEQHf4a7JG/QNAMlpHVRMEBkDEd2LWiyECQDgteNFXEAVAecxAZfw7AUDxETElkigEQDc3picscQRAqTC2EOQgBUDPSe8bX7sEQLNeDOVEuwRA7s7abRfaA0CSs7CnHX4FQKLRHcTO1AVAqpog6j4ABkC5wrtcxHcDQN0kBoGVwwVAlZo90ArMBEAS91j60AUHQN8yp8ti4gNAgVt381SHBUBeS8gHPZsEQJ1jQPZ6NwVApHA9CtejBUDri4S2nEsFQAk4hCo1uwNATRWMSuoEB0AKaCJseHoFQGtI3GPpwwZAoDcVqTA2BkB6GcVyS6sFQL8OnDOidAVAXp1jQPZ6BUDdzVMdcvMGQKTfvg6ccwVA3c1THXIzBUDxLhfxndgFQFWH3Aw3IARA/DVZox4iBkAkKH6MuesDQIlBYOXQ4gVA8Z2Y9WJoA0BUOlj/57AFQMjqVs9J7wZAx4Ds9e4PAkC8BRIUPwYEQPBQFOgT+QZAbf/KSpMSBkCp+wCkNrEEQD9XW7G/bARAr7FLVG+NCEBCsoAJ3HoFQNDVVuwvewdAea9amfDLBUDbv7LSpBQGQN9PjZduUgRA2/l+arw0B0CbVZ+rrVgEQJS8OseAbAVA+grSjEXTA0Av+grSjAUGQGjLuRRXlQZAEeSghJm2BUDjx5i7lhAGQP2fw3x5wQVA3zKny2IiBkDsUbgehesGQCy3tBoSdwVA21Axzt8EBUAvqG+Z02UEQIpZL4ZyogRA/TBCeLSxA0A/AKlNnJwGQMgkI2dhjwRAlrIMcayLBUA98gcDz30FQAdCsoAJXAdAidLe4AsTBkAAUps4uZ8EQDUMHxFTIglAwXPv4ZKjBkA9m1Wfq20EQCyC/61kRwVA9tGpK59lBkDeVKTC2EIEQHYyOEpe3QZAl/+Qfvt6BkCE8GjjiDUFQCeIug9AqgVAb2Qe+YOBBEBZi08BMB4HQNo4Yi0+xQdAQiECDqFKBUD7OnDOiNIFQOXQItv5/gRAKnReY5foBkBznUZaKu8FQM0Bgjl6/AdAF7fRAN5CCEAtW+uLhHYHQGyyRj1EowNAER5tHLGWBUCRLGACt64EQLKACdy6WwZAYRqGj4gpB0CAYI4ev3cGQC6QoPgx5gZABWnGouksCEClSSno9lIGQHGPpQ9dUAhAtMh2vp8aCkB8uOS4UzoFQHXlszwPbgdAU1xV9l3RCEDAz7hwIGQFQCrG+ZtQSAhAsb/snjxsCEB9y5wui4kHQFInoImw4QVAJZLoZRRLC0CFmbZ/ZWUKQLIubqMBPAhAtAJDVrc6B0BEF9S3zOkFQCp0XmOX6AhAPzp15bO8CkBpb/CFyRQIQIGyKVd4lwlAEsKjjSMWCEBT0O0ljdEHQG/YtiizQQlAUKp9Oh4zCEALJCh+jPkGQA4tsp3v5wZAYtaLoZzoCEBxj6UPXVAIQPd14JwR5QRAUORJ0jUTBEBXJvxSPy8IQKuVCb/UzwhAsacd/prsCUDek4eFWlMJQM5THXIznAdAbATidf0CCUBN1qiHaDQKQMdGIF7XLwdAzqrP1VZsB0D/7EeKyDAKQDBHj9/btAhA3ZiesMQDCEBcOBCSBQwIQN0HILWJkwhAZOlDF9T3CUD4a7JGPUQHQAGkNnFyfwlAIsMq3si8BkAkl/+QfvsIQNiBc0aUtghAPzp15bO8CUD+KytNSgEIQAiPNo5YSwtADjLJyFnYCUD7ljldFtMEQNydtdsu9AhA+fcZFw5ECEBxj6UPXVALQGpN845TtAtAjxmojH+fC0B+Uu3T8RgGQN2YnrDEgwtAOzYC8br+B0BvEoPAyuELQC4cCMkCZgdA001iEFg5CkCMSuoENJEJQOZciqvK/ghABoGVQ4vsCkBU46WbxOAJQKvnpPeNrwtAxLEubqMBCkCe6pCb4YYKQCXMtP0r6whASIrIsIr3CECZ2HxcG6oJQDOny2JicwpAxyk6ksv/CkDN6bKY2DwKQKIL6lvmNAlApFNXPsszC0CojH+fcSEMQAkWhzO/mghA8iTpmsl3CkAniLoPQOoIQMtKk1LQrQtAFXR7SWO0CUDOqs/VVuwNQGDq501FagtA1T4djxloCEDwp8ZLN4kIQA4V4/xNKAtAMzMzMzMzDEA/qfbpeMwJQPsFu2HboglARWRYxRsZCUAdjxmojP8GQGDl0CLbuQlAiGh0B7EzCEAtW+uLhLYMQB5tHLEWHwtAOBWpMLYQCEAWTWcng2MKQHCxogbTcAtAaOif4GLFCEBIp658licLQNqs+lxtxQlAXeFdLuL7CUDQm4pUGJsIQGufjscMVApAQ61p3nHKCUDB4nDmV7MLQNSa5h2n6ApAaoe/JmsUCUD+YOC59/AIQCHlJ9U+XQlA+Um1T8cjC0Cp9ul4zAAKQHTqymd53gpAAoI5evzeCkBm2v6VlSYLQGcng6Pk1QlALSY2H9cGCUDI6lbPSe8IQDXvOEVHcglAIzKs4o3MCUCiRbbz/ZQJQLA4nPnVHApAo1huaTXkCkBz9Pi9TX8NQODW3TzVYQ1ATaHzGruECED6RJ4kXbMPQF/v/nivmgpA0SLb+X5qC0ALQQ5KmCkJQFk0nZ0MzgtAqkNuhhvwDEB5WKg1zfsJQJKWytsRjglAHM78ag4QC0BUxr/PuLAKQDyDhv4JrgpA7MA5I0r7CUA3ww34/HAKQESjO4id6QhAcSAkC5gAD0BSflLt03EMQAsMWd3quQtAYwtBDkoYDUCcvwmFCPgJQEHxY8xdiwpAHHxhMlWwC0Dq501FKgwKQHGsi9towAxAJsed0sE6CkCx+bg2VEwLQKQZi6azUw1AWW5pNSRuC0AicY+lD10MQEuTUtDt5Q1AxFp8CoBxB0BgsBu2LYoLQO7rwDkjSgpA2A3bFmU2DEDRkVz+Q/oKQACMZ9DQfwtA3Esao3UUC0CcvwmFCDgNQCI3ww34vA1A5NpQMc6fCEDusfShC6oNQAM+P4wQXg1AzEBl/PuMCkCFlJ9U+3QJQAZkr3d//AhALpCg+DFmCUA+XHLcKZ0IQKmHaHQHcQtA73IR34mZDUDkZrgBn18MQM8sCVBTSwxAqmBUUidgDUC78lmeB3cMQPJetTLhVwxAcr9DUaCPC0AuHAjJAqYPQPERMSWSaAlAk4ychT3tC0Dri4S2nEsKQD0P7s7arQpASP5g4Lm3CUA8g4b+Ce4MQILix5i7Fg9AITzaOGKtC0BqTfOOU/QLQKw5QDBHDxBAPzp15bO8DEARUyKJXgYOQDUMHxFTogtAPWGJB5QNEEBRa5p3nOIHQNF5jV2ieg5AhEcbR6yFDkBQ5EnSNZMLQGxDxTh/kw1A0ZFc/kM6DkDL+PcZF84NQHHmV3OAYA1AsP7PYb78C0AW3uUivhMOQCY2H9eGygpAgzRj0XR2DkAQQGoTJ3cLQC0mNh/XxgxAJUBNLVsrDUDl0CLb+T4NQJF++zpwDgxAwCFUqdnDD0C5iO/ErFcMQOcYkL3eHRBAmBdgH51aEUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"207\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"209\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"212\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"213\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"214\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"216\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"GVbxRuZRIkBz1xLyQe8lQLMHWoEhqyNA+1xtxf5yIUCt+lxtxZ4kQD9XW7G/zCtAzojS3uArKEDVCWgibLgsQCo6kst/6C1A7bYLzXUKIUBeukkMAoskQM9m1edq6y1A5IOezaovJkBXW7G/7P4sQC1DHOviFiRAsktUbw38IECKjuTyH7IsQFK4HoXrkS1A3eo56X3TIUCsi9toAK8nQNIA3gIJqi5AX5hMFYwKKUCwA+eMKM0uQMUgsHJoITBAE2HD0ysFL0ADCYofYy4uQHK/Q1GgbyJA0SLb+X5KJUA+eVioNa0uQG1Wfa62YiVAD9b/OcxHIkAbL90kBgEpQP8h/fZ1YCdA8WPMXUtoKEBI4XoUrucnQCBj7lpC/iVALpCg+DEGMEDQs1n1uXomQIj029eBcy5ABTQRNjxdLkCtad5xii4xQLN78rBQqytAiUFg5dDCMUCoxks3iWEtQFFOtKuQ8iNAqDXNO04RJ0BZF7fRAI4wQDy9UpYhri1AliGOdXG7KkAi/fZ14BwqQGWqYFRSxypArrZif9m9KUAfhetRuD4lQDarPldbUTJA/Yf029chLkAwuycPC5UpQFfsL7snryRA8IXJVMEoL0DIBz2bVR8lQBBYObTI9ihATDeJQWC1MEDY8PRKWWYsQDcawFsggSVA8fRKWYY4LECvlGWIYx0tQKMjufyHlCxA8kHPZtVHK0DCFyZTBeMvQF1txf6yOy5Az04GR8lLIEDnjCjtDX4tQK8l5IOerTBAr5RliGMdKEDwp8ZLN+ksQDGZKhiVdCxAdZMYBFZuLEARNjy9UjYuQA6+MJkqGDBAQYLix5ibK0Djx5i7lpArQMBbIEHxUzFAW9O84xTdKUDZPXlYqMUwQO0NvjCZCiRA3nGKjuQyM0CF61G4HoU0QMbctYR80ChAysNCrWneM0B3vp8aL20wQGrecYqOxCdAgSbChqdXNUDsL7snDwszQCGwcmiRrTJAPzVeuknsMkCSXP5D+k0wQL6fGi/dRDNALSEf9GzmMUDqBDQRNlwnQDbNO07RQTpAgy9MpgqmNEBPHhZqTfMoQE0VjErqNDBAc2iR7XyfJ0As1JrmHUczQJhuEoPAqjBAE2HD0ysFMkDXEvJBz+YwQESLbOf7uTFAWMoyxLFeMkDsUbgehZs0QOVhodY0TydAuK8D54xIMkDvycNCrdk1QD0K16NwXTBAkxgEVg59MECFmbZ/ZUUeQMBbIEHxIy5AP8bctYQcLkA+eVioNS0zQJAxdy0hnylAk6mCUUn9MUAi/fZ14PwoQFK4HoXrYTNACmgibHhaNECOdXEbDVAwQBKDwMqhRS9ACYofY+6KMUDZPXlYqJUqQOeMKO0NPiBATtGRXP4zMkA0orQ3+MImQBfZzvdTYzFAzhlR2ht8M0Ay5q4l5AMvQINRSZ2AVjdAV1uxv+yuNECuR+F6FA4wQH9qvHSTGDFAiUFg5dBCMUBQjZduEvMjQJM6AU2EzTBA8tJNYhA4L0BkO99PjRcpQL3jFB3J1TBAj+TyH9LvM0DHKTqSyx8xQLsnDwu1Ri1A6gQ0ETbcM0AYJlMFo8IyQGUZ4lgXlypA8tJNYhAYNEAtsp3vpwY0QJ/Nqs/V9i9ArrZif9mdM0D8qfHSTeIoQJ+rrdhf1iVA1JrmHac4NUACK4cW2c4sQOVEuwopfyNAjErqBDTRNUDOqs/VVmwqQO0NvjCZyjNABaOSOgEtL0Do2az6XJ01QGiz6nO1xTFAgy9MpgqmLkBv8IXJVOEwQKCJsOHp1TNACtejcD2qL0CBJsKGp/c1QPd14JwRhSNAYcPTK2UpMEBoImx4emUoQB6n6EguvzFAkDF3LSH/MUBNFYxK6rQwQAU0ETY87TRARIts5/uZM0BCYOXQInspQLivA+eMCC1AJCh+jLnbMEBfmEwVjNoxQN9PjZduQjRAUrgeheuRKECxUGuadxwzQMP1KFyPgi1APZtVn6vdM0Di6ZWyDBEqQCSX/5B++zBA/fZ14JxhNEDgvg6cMzI1QMoyxLEurihA0ZFc/kO6NEC1FfvL7okzQAN4CyQo3i9AE/JBz2ZlNEAjSnuDL8wpQHNoke18XzJAMQisHFoUMkDjx5i7lpAxQFmGONbFHTRAowG8BRJ0NEDyQc9m1Vc0QC7/If32FTdAHLYtymwgIkAc6+I2GnA0QL4wmSoY1SpAhA1Pr5RVNUAgY+5aQt40QGWqYFRSFzVAbqMBvAVSLkAXSFD8GFMoQJM6AU2ETTJAFvvL7snzMED67evAOVMxQMHKoUW2MzBARrbz/dTYMkDF/rJ78kAgQAU0ETY8PTBAm1Wfq614K0AfhetRuK41QMDsnjwstCxAduCcEaWNM0COBvAWSOAwQAskKH6MmTZAzF1LyAddLUAkKH6MuesrQH/7OnDOeDdAZ9XnaitmMkCj6exkcNQjQD0s1Jrm7TJAIbByaJEtKEA+eVioNS0yQJXUCWgiDDpAO3DOiNKeMECBBMWPMbczQJXUCWgi/DNAT0ATYcNTNEDc14FzRqQzQOLplbIMsTJAD5wzorTHNECmm8QgsJI0QNGRXP5DOjtAHVVNEHU/IUBOYhBYOaQzQFXBqKROAC5Aj1N0JJf/M0CiRbbz/XQsQKvP1VbsfzhAwhcmUwVDNEDswDkjSjswQCDSb18HPjVAeVioNc2bKkC4HoXrUbgtQOoENBE23B9ABcWPMXcdMkBtVn2utiI1QFr1udqKHTNASS7/If1mMUBd/kP67bszQM9m1edqazhASS7/If0GM0DKMsSxLu42QBsN4C2QgDJAr1qZ8Ev9IUBQ/Bhz1/I0QJOpglFJvTlACFVq9kArF0BVwaikTvAyQBkEVg4t8jlAJlMFo5I6NkDHKTqSyx8vQE5iEFg5BDBAnDOitDcYMkCIhVrTvCMvQJ0Rpb3B9yxAQBNhw9NrL0C8dJMYBPYnQOcdp+hIPjFAPnlYqDWdMUDb+X5qvJQzQAfwFkhQPDBAIEHxY8w9NUDIBz2bVU85QJ7vp8ZL1zNAoImw4enFMkAmUwWjkhooQNxGA3gLNDRAHVpkO9/PLEDZzvdT43UwQOjZrPpcHTBAPujZrPpMMkBJLv8h/SYxQPvL7snDYjdA4umVsgxBM0BxGw3gLdAyQIts5/upcTVA5x2n6EguFUAPC7WmeYcwQGgibHh65TdAFNBE2PDkPUDdJAaBlfM5QPXb14FzhjVAYOXQIts5MkBnRGlv8KUwQME5I0p7QzhAJ8KGp1daMEB2cRsN4M0rQLU3+MJkii1AokW28/3kMkDD9Shcj7IzQG/whclUwTJA9P3UeOlWM0B88rBQa1otQEaU9gZf6DFAIR/0bFadN0BIUPwYc4cyQPVKWYY4djBAvw6cM6JEMkDMXUvIB60xQCGwcmiRjTVAbxKDwMohM0Btxf6ye1IyQHnpJjEIvDZA7zhFR3K5L0B8YTJVMGosQEvIBz2b5TRAo5I6AU20OEBdbcX+sjs1QME5I0p7oyBAnYAmwoZnL0AkKH6MuZs1QLfRAN4CuTRAhslUwaiUN0A1XrpJDMIoQKFns+pz9S9AEOm3rwMnNEAIrBxaZLstQOkmMQisXC5AeAskKH4ML0B0tRX7y44wQBgmUwWjYjFARpT2Bl/4MUAMAiuHFlk7QAfOGVHa6zVAx0s3iUGgLEA+6Nms+ow1QOXQItv5/jRAmnecoiO5L0D5D+m3r2MkQLbz/dR4eTFA2ht8YTL1LEAldQKaCGsyQOeMKO0NvjJAT0ATYcPTMkDswDkjSiswQFvTvOMUTTNAlrIMcayrLkB9rrZifyk0QO/Jw0KtOTRAVOOlm8TQMEBuNIC3QBIwQNiBc0aU1itAO99PjZfeN0DTvOMUHckvQE3zjlN0NDRAKjqSy38oL0CKjuTyH5IzQOauJeSD3jNArthfdk9eKUAf9GxWfc44QHh6pSxDPDNAfh04Z0RZIEASpb3BF6YuQK5H4XoUTjhAl/+QfvuaLUCIhVrTvBM5QDAqqRPQZDBA2ht8YTJ1MEA/NV66SdwwQGlv8IXJdDNAcRsN4C1AMUB1ApoIGy4wQLbz/dR4SShA1JrmHaeIMEC0yHa+n1ovQEhQ/BhzRzJAQBNhw9NLKUAteNFXkPYjQPH0SlmGiDJAdnEbDeDtNEC6awn5oGcuQG8Sg8DKAThA3nGKjuSyO0BfB84ZUao0QNUJaCJsODJA6+I2GsA7LkBg5dAi2zkzQDojSnuD3zpAowG8BRKEMUBfKcsQx3omQBUdyeU/lDNA5/up8dLtMUB4nKIjubw2QJMYBFYOTS5A7FG4HoXrKkDysFBrmjcqQJayDHGsiy9APZtVn6vtKEAgY+5aQj4rQDLmriXkMzlAeqUsQxx7MkD7XG3F/rI1QNbFbTSAdzVAGsBbIEFxL0BmiGNd3MY1QPLSTWIQyDRADeAtkKCINkDjx5i7lmA4QDeJQWDlECxAtvP91HgJOUC7uI0G8HYvQFg5tMh2PjZA9dvXgXOGN0C0yHa+n/ooQHRGlPYGXy9A7zhFR3LJNEBCPujZrKoxQD7o2az6nCpAI9v5fmpMN0AQWDm0yFYqQO84RUdyCTVAutqK/WVHMUAB3gIJir82QL4wmSoYZTBAMuauJeTzM0DNzMzMzFw2QMpUwaikfjZAoWez6nPVM0CIY13cRiMzQAXFjzF3XTNA5x2n6EguMUAHX5hMFWw3QKhXyjLEETlAAAAAAABANEApyxDHuhgmQCuHFtnOdzJAOPjCZKowNkBrmnecomMyQLyWkA96NjhAnDOitDfIM0D67evAOYMsQP5D+u3rEDBAg8DKoUU2NUCe76fGS/cqQEaU9gZfWDJA9UpZhjiWMEAmAWpq2fohQD2bVZ+rnTJAIGPuWkI+JkDPZtXnaustQCcxCKwcujdAkDF3LSEvMkBL6gQ0EXY0QBTQRNjwpDNAuB6F61F4L0BIv30dOAc2QBPyQc9mVTJAt2J/2T05MUDpSC7/IX05QLMMcayLCzVAQxzr4jZqNEDmP6Tfvu4yQABvgQTF3zBAO99PjZfOLkDSAN4CCWonQHxhMlUwGjBAnRGlvcHnMkACmggbnv4sQNzXgXNGZDZAXW3F/rJbLkAdWmQ73w8zQKg1zTtOATFAFmpN847zNkBI4XoUrqcvQHuDL0ym6ipAPQrXo3CtNkBZF7fRAM4wQN21hHzQYzhAP1dbsb+MNkAbL90kBqEtQE9AE2HDYzVADi2yne8XNECz6nO1Fcs1QNv5fmq8JDJAcM6I0t5wMUCPU3Qkl683QI2XbhKDMDNAZ0Rpb/CFM0DxY8xdS1gyQAMJih9j/jNAPE7RkVxuNUBNFYxK6nQ2QEGC4seYazJArK3YX3Y/M0A7AU2EDc8zQA1xrIvbCDRAS1mGONYVNEA8TtGRXJ4tQO58PzVeyj1AGCZTBaNCNECU9gZfmFwyQARWDi2yvTJA6SYxCKyMNUAzxLEubrMzQBniWBe3ITFA2PD0SllGMkB7FK5H4Wo2QFdbsb/s/i9AdLUV+8uuLUBHcvkP6ccwQJF++zpwrjFAKe0NvjABQECPU3Qklx8yQEJg5dAiWyxA+THmriXEL0Bpb/CFyfQwQDAqqRPQNDNAPL1SliGuJEDTTWIQWFklQMGopE5AgzdAnl4pyxCHNkDzjlN0JLcyQKOSOgFNdDNALbKd76emNUAhsHJokZ0wQEmdgCbCdjJAeJyiI7kMM0A5RUdy+a82QDj4wmSqIDdAe4MvTKb6M0BKDAIrh1YnQB6n6Egu/zRApHA9CteDKUA2PL1SlmEwQJ/Nqs/VFjNA8kHPZtXHNUDOiNLe4MskQKwcWmQ7XzRACyQofozZLUDwFkhQ/DgsQG/whclUYS9A/Bhz1xKyNEBeS8gHPTsyQPvL7snDojZAoBov3SRGNUAAkX77OhA0QLHh6ZWyHDNA4C2QoPhhMEDecYqO5NIoQOm3rwPnTClAY+5aQj7oM0BX7C+7J/8xQMbctYR8UC5AmpmZmZlZM0Ba9bnaik00QE8eFmpNUzBAQj7o2awKOECad5yiI2k3QKTfvg6cYzRAlkOLbOfrM0DDZKpgVPItQLaEfNCzSTRA8tJNYhDYNUC8lpAPegY4QN0kBoGVMzBAPL1SliH+NEAukKD4McYwQLfRAN4CaTNAo5I6AU2EKUCNKO0NvlAzQPKwUGuaJzRA3EYDeAvEM0A6I0p7g68oQKwcWmQ7vzJA+1xtxf5CPUCQMXctIZ82QNUJaCJs+DJAayv2l91zJkBtxf6ye2I0QB6n6EguzzhA5dAi2/meLkAQWDm0yCYxQKCJsOHphTZAqoJRSZ1QM0AW+8vuyWMrQIC3QILiFzFA/Knx0k0iJ0DP91PjpSs7QLpJDAIrxzFA1QloImxYM0A2zTtO0aEzQM6I0t7gGzNALpCg+DGGMkD7kSIyrMIaQCqpE9BEuCpACyQofoy5MkDMf0i/fe01QHicoiO5nDFADwu1pnlHMUCX/5B++7omQCntDb4w6TJAppvEILDyJUCfq63YX1YwQDhnRGlvMDRAkX77OnCOMkCvlGWIYz0oQACMZ9DQHxpAKqkT0ER4OUBkO99PjQc3QCsYldQJeDNAV1uxv+x+M0CHp1fKMrQ0QD55WKg1nTZArK3YX3ZPMUCxUGuad9w1QGdEaW/wJS9Axyk6kssPNEB0JJf/kA4zQM6I0t7guzFATmIQWDn0NEAbDeAtkCAsQD/G3LWEPDRAuycPC7WGL0AhsHJokf0wQOY/pN++/jFAHVpkO99vLkDRItv5fso0QOXQItv5HjhA6gQ0ETZsM0ACmggbnp4wQL7BFyZT1TZA097gC5NpM0Ba9bnaip0uQOeMKO0NrjdA5IOezaoPMUAFNBE2PJ0mQC2yne+npi9AmbuWkA9aM0AeFmpN844tQL8OnDOi5DNAL90kBoGVMkAtIR/0bHY4QBdIUPwY0zJAzojS3uA7NUA0orQ3+EIxQDhnRGlv8DNAPQrXo3ANOEAeFmpN8y41QKHWNO84VTlAejarPlcrM0DFILByaPEzQGrecYqOpCtASnuDL0zGKUDrc7UV+ysxQOXQItv5zjBA46WbxCBwN0DhehSuR2EmQOzAOSNKyzFA7uvAOSM6MkC8BRIUP5Y7QIBIv30dyDVA16NwPQoXNEDDZKpgVKI7QHsUrkfhGjJAnzws1JpmNUC8dJMYBHYuQOkmMQisLDlA9GxWfa5GNUBeS8gHPVsmQD81XrpJLDRAIEHxY8wtN0AtIR/0bPYnQHctIR/0PDZA1xLyQc/WMUC4rwPnjGg3QPCnxks3eTRA5dAi2/luMUBkXdxGA5g0QBkEVg4twjRAoBov3SSWNUBnRGlv8PUxQGRd3EYDuC1AMuauJeRTMEADeAskKC4yQAfOGVHaezFAl5APejY7M0D67evAOQM0QCzUmuYdpyhA1QloImwoM0Cn6Egu/8EoQJCg+DHmLjBAAJF++zqQM0BGtvP91Kg0QFMFo5I6oTZATDeJQWAVNUDJdr6fGu8yQHlYqDXNCzlAZvfkYaH2L0AOT6+UZZg0QGDl0CLbuS9ANs07TtFRMUC/fR04Z2QzQCcxCKwcWi1AS8gHPZtFOEDwFkhQ/Pg5QKYKRiV1gjhASZ2AJsJmLkBwXwfOGWE0QMcpOpLLvzNAB84ZUdoLNkBmiGNd3MY2QIGVQ4tsJy9Axty1hHyAM0Dc14FzRhQ0QARWDi2yXThA0gDeAglaNUA/V1uxv6w6QE0VjErqRC9AryXkg56NN0BTBaOSOjE4QOeMKO0NrjZASZ2AJsLmMUCcxCCwcqg5QDJVMCqp0ztA9bnaiv01M0DWVuwvu8cxQHzysFBrOiRAmggbnl75MUBoImx4egUsQGpN845T1DNAryXkg54NJEA4+MJkqvAwQMRCrWneYTNAaLPqc7V1M0CEDU+vlPUzQCSX/5B+qzdAUiegibBBLEBiodY070gxQLwFEhQ/hjVAhslUwajUMkCLbOf7qdEyQLWmeccpejVAWMoyxLHOMED0bFZ9rqYyQESLbOf7eTFAirDh6ZXyLkAJih9j7vo6QAAAAAAAAC9AXkvIBz2bOECP5PIf0l83QOF6FK5HkTlAwFsgQfETNUCOBvAWSNAmQN6Th4VaIzFAQj7o2awaKUD8qfHSTYIsQEvIBz2blS9AXI/C9SjMM0AwKqkT0PQyQMSxLm6j0TpAOGdEaW9wLkC8dJMYBHYxQDeJQWDlsDRAGCZTBaOyLUCvlGWIY406QEVHcvkPaTRACmgibHh6LUALRiV1AuozQDxO0ZFczjJAXI/C9ShcNUBiEFg5tEgxQDJVMCqpEzJAi2zn+6kRJUCuR+F6FH44QPcGX5hMZTJAkDF3LSH/MED35GGh1pQtQO7rwDkj+jJAH/RsVn2+MUD7XG3F/hIsQJoIG55eOTRA2qz6XG01PUAFo5I6AR04QKW9wRcmUy1AVn2utmLfK0CNl24Sg4AwQGKh1jTvSDZA0NVW7C9bMkBkO99PjcczQGFUUiegSTFAJXUCmgi7KUDkFB3J5T8uQJf/kH77CjJA/mX35GGBMkBkzF1LyHc4QPCnxks3OTJAtFn1udraNkAyVTAqqaMxQAmKH2Puei5AkpbK2xGOIkCb5h2n6Cg0QAaBlUOLjDZAF7fRAN5iOUAJih9j7norQGdEaW/wZTBA0gDeAgm6NkCJQWDl0MIuQGDl0CLbuThAuY0G8Bb4MEAVHcnlP4QpQDPEsS5uQy1Aj+TyH9IvLECGyVTBqNQ/QOqVsgxxDDhAx0s3iUEgM0BPHhZqTUMyQHBfB84ZATNAuycPC7XWOUDV52or9gc1QDojSnuDjzVAAJF++zrAOUBmZmZmZvYxQCPb+X5qjDFAk6mCUUntMkAAb4EExW8wQHRGlPYGTzFAm1Wfq634L0D4U+Olm2Q5QIPAyqFFxjdAMlUwKqkzMkCLbOf7qVEzQK+UZYhjXThALNSa5h1nNUBJnYAmwsY0QDcawFsggTRAzhlR2hvcLUCvJeSDnn0wQInS3uALEyVAqMZLN4mhNUAdyeU/pL82QGB2Tx4WmjJAMLsnDwulM0D2l92ThxU5QJM6AU2EXTNAklz+Q/r9OUAj2/l+ajw0QN21hHzQQzhAETY8vVL2M0CTqYJRSc01QHe+nxovjTNA2lVI+UnVIUBKDAIrhwYzQIQNT6+UxTdAYVRSJ6CpNUBU46WbxGAxQEa28/3UKDZA3GgAb4GkMEDl0CLb+V4sQGb35GGhdjFA7MA5I0rLMUCEns2qz5UwQOSDns2qLy5A8rBQa5p3M0CvJeSDnk0uQDeJQWDl0CtAjnVxGw1ANkCUh4Va05wpQBZqTfOOszNA30+Nl26CMUBEi2zn+1kzQLn8h/Tb1ypAnKIjufynL0C8lpAPejY0QFioNc07DjFAxm00gLfQMUBEaW/whbk3QPkP6bevoyhA48eYu5ZQKUA/V1uxv3wwQMP1KFyPkjZAKqkT0ETINUBLyAc9m7UsQP32deCcUSxARPrt68A5MkCWIY51cZs3QG6jAbwFojVAMlUwKqmDNEA5RUdy+X84QBIUP8bc5TZAysNCrWmuN0A2zTtO0fErQBkEVg4t8jRAkQ96NqtOMEA/xty1hJwsQAtGJXUCijdA48eYu5YAMUCAt0CC4gcqQI/C9ShcPzpAvVKWIY6FNUCt+lxtxU44QCBB8WPMzTtAVFInoIngNEDGbTSAt1AwQCSX/5B+Sz5A8fRKWYboN0DpJjEIrDw3QHh6pSxD3C1ABoGVQ4scMkA0gLdAgvIxQFmGONbFDSdAXI/C9SgMMUCV1AloItwzQMdLN4lBgDVAOUVHcvnvLEC9UpYhjlUmQFJJnYAmgjVA6pWyDHGMMUDSb18Hzqk3QJZDi2zn+zFAw2SqYFRSMUCF61G4HhU4QBb7y+7JAy9AkX77OnDeMECGyVTBqBQ+QJ2AJsKGdzNAzojS3uDLMkAydy0hH6Q0QKyL22gAjzFAtoR80LP5KUDx9EpZhvg1QPAWSFD8GDVA+FPjpZt0OkCX/5B++5o0QNBE2PD0OjNAbAn5oGezL0CuR+F6FD40QBE2PL1ShjJAGy/dJAbhMkDtDb4wmco2QEymCkYlhTFAyXa+nxrfOEBxrIvbaFA2QHNoke18nzRAJLn8h/TLN0CKsOHplbI4QKg1zTtOwTBAMzMzMzMzNUDvOEVHckk4QKH4Meau9TVAINJvXwd+NkAQ6bevA4czQDm0yHa+3zZARdjw9EopMUBtxf6yexI2QP+ye/KwUCtA001iEFhZLkBQ/Bhz1/ItQGq8dJMYRDpAofgx5q6FL0CneccpOgIyQEMc6+I2ei1A9UpZhjhWLUDsUbgehds1QCS5/If0OytA30+Nl27SK0DRItv5floxQLN78rBQWzRAjSjtDb4QMEAW+8vuyQM1QGq8dJMYtDxAvp8aL91EMUCfPCzUmqY1QCZTBaOSijRAW7G/7J5cJkDOiNLe4Js1QH3Qs1n1mTFAWRe30QBeLUA2zTtO0dEzQJF++zpwbi9Ab4EExY/BMUCHFtnO97MzQET67evAqTlALpCg+DFWMkB3LSEf9IwtQHBfB84ZITRAm1Wfq624NUAvbqMBvPU0QFYOLbKdTy5AGXPXEvIRMUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"217\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"218\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"220\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"222\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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ElAH/RsVn3WSkCR7Xw/NX5GQGiz6nO1bUhAmN2Th4ViR0D6fmq8dANIQHZPHhZqfUdAWDm0yHZWSEA/xty1hBRLQHzysFBrekhAJLn8h/TjSECrPldbsSdLQGwJ+aBnS0hA/yH99nX4SEAofoy5awFKQNc07zhFh0xAodY07zhFSUAqOpLLf+BKQJOpglFJrUpAIEHxY8yFSUBHcvkP6S9MQOhqK/aXnUpAjLlrCfkYSkBR2ht8YSJIQKqCUUmdOElAjSjtDb7gSUDvOEVHciFHQBHHuriNDkhAX5hMFYxCTEAHX5hMFRRKQCL99nXgtElAqFfKMsTRSkAVjErqBHRKQP32deCcOUtA30+Nl26SSkAy5q4l5DNIQCBj7lpC/kpA8x/Sb183SkAUrkfhekRLQHzysFBrkkdAjErqBDTpSkCEDU+vlA1KQHrHKTqSo1BAw/UoXI/KSkCu2F92T25KQL8OnDOixEtATtGRXP47SkBxGw3gLbhJQOF6FK5HGUtAat5xio68SUCPU3Qkly9KQBBYObTInklAtvP91HjpSkAUrkfhevRJQGiz6nO1tUlA7Q2+MJliSUDvOEVHcjFMQOauJeSDTkpAMZkqGJVUSkCKH2PuWkJKQOjZrPpc9U5AVn2utmJ3SkAibHh6pdRMQKpgVFInAEtAguLHmLu+SED0bFZ9rjZKQDMzMzMzE0pAirDh6ZUKS0CDUUmdgHZKQL8OnDOidEhAD5wzorTHSkAzxLEubnNJQCfChqdXQkhAlkOLbOfDRkD2l92Th8VLQE7RkVz+A0pAjErqBDRxSUCYTBWMShpLQINRSZ2ATkxA4XoUrkdRTEAKaCJseEpLQCKOdXEbNUhA/kP67esIS0CRD3o2q8ZJQB1aZDvff0pAH4XrUbh2SUCjI7n8h4xLQAisHFpkQ0dA8WPMXUsYS0AAAAAAAJhNQP7UeOkmmUpANe84RUfaTEADeAskKD5MQFr1udqKLUlAjgbwFkjQTED5D+m3r8tNQJwzorQ3cE5AXynLEMfSTEAbnl4py8hIQF8HzhlRsklAuB6F61EoTEBlqmBUUgdPQJM6AU2E5U1AOUVHcvn3S0DqlbIMcRRJQNzXgXNGTExA54wo7Q2uT0CWQ4ts53NMQDLmriXkL1BAb/CFyVQRTEDHKTqSy29PQE7RkVz+k0lAINJvXwfWS0DImLuWkOdLQDj4wmSqCE1Ag8DKoUXGTUBMpgpGJVVIQEymCkYlXU1A9GxWfa4+TUAep+hILgdOQBzr4jYaQExAnu+nxkuvTkD/snvysLhMQOwvuycPi0tAQYLix5hLUEC8BRIUP+ZJQDQRNjy9kkxAZapgVFLHSkCcoiO5/K9NQNDVVuwv405AtoR80LNRS0DChqdXyl5QQBUdyeU/tE9An82qz9WmUEBApN++DkxLQECk374OxExA3NeBc0YMUEDkg57NqvdOQJ5eKcsQj05A3nGKjuRKTUA6I0p7g49NQLRZ9bna8k5AyjLEsS4+T0C28/3UePFKQBueXinLUFBAS8gHPZstS0BcIEHxY3xPQBQ/xty1AFFAmpmZmZlhTUCLbOf7qfFOQCbkg57Nok5ArfpcbcV2TkBPr5RliNtJQLUV+8vuoU1AtRX7y+75S0AtIR/0bH5KQBDpt68DN05AvHSTGARuSkDl0CLb+b5KQGiR7Xw/hU1AV1uxv+wOTUAbnl4py0BMQMGopE5AC05AguLHmLu+S0Cxv+yePDxLQBPyQc9mvU5AP8bctYQsSEBGlPYGX3BMQFYOLbKdB09APZtVn6uVTkALRiV1AgJLQCJseHqlJE5ACRueXinDT0AtQxzr4m5KQN0kBoGVY09AF0hQ/BijUUA2qz5XW9FMQLpJDAIrG1BA9wZfmExVSUDAWyBB8VtQQB04Z0Rpv0pAokW28/0UT0CMuWsJ+TBMQMRCrWne4U5ADr4wmSo4TUCqglFJnYhOQGDl0CLbKVBAHThnRGkHTkC/DpwzoqRLQNlfdk8eXlBAmSoYldTRTUA6I0p7g/9MQKUsQxzrskxAFD/G3LUAUkBlGeJYFz9OQMPTK2UZ4k9ALv8h/fYpUUCVZYhjXSxNQIMvTKYKvklAv30dOGc4UEBF2PD0ShFOQJF++zpwVkhAv30dOGcETUBn1edqK7ZQQFvTvOMUbVFAbcX+snuKT0CfzarP1Z5PQDj4wmSquE5AKqkT0ERgT0BCYOXQIntLQOJYF7fRZFBAcvkP6bfvT0B6xyk6khtNQI4G8BZIeExApgpGJXVCT0BGtvP91OBOQGiz6nO1DVBA097gC5OZUEBkO99PjddOQCZTBaOSCkxA4umVsgwpUEAp7Q2+MHlOQNIA3gIJwkxAoImw4emVTkC62or9ZW9PQBWMSuoE/E9AUiegibChT0D8qfHSTXJPQIxK6gQ0+U5AH/RsVn2GTkAZBFYOLX5QQD55WKg1dU1Au7iNBvBCUECaCBueXuVQQDGZKhiVNE5A8BZIUPwQUEB3LSEf9BROQBSuR+F6yFBAuycPC7U+UEAkufyH9OtPQPd14JwRHU5A6Gor9pdVTEDy0k1iEPhJQISezarPTU9AZDvfT427UUC4QILix9hMQJM6AU2EkVFAJ6CJsOGNUEAAAAAAAABPQDy9UpYhjk1AjSjtDb7QTkCJ0t7gCxNPQL8OnDOi7E5As+pztRXjT0ClTkATYUNOQApoImx44kxAvVKWIY5VTED67evAOeNNQJVliGNdVE5A0ETY8PRCTEBR2ht8YbJQQPwYc9cS9lFA7Z48LNRST0DjpZvEIPhPQIj029eBk1BAz/dT46U3UEC8lpAPenJQQMX+snvyeFFAX5hMFYx2UUA/NV66SZhQQPcGX5hMHU5ArK3YX3b/S0ClLEMc6yZQQJM6AU2ExUtAodY07ziJUUCKjuTyH/JOQBKDwMqhDVFAFK5H4XqkUECdEaW9wY9NQGHD0ytlaU9AG55eKcvgUEBLWYY41r1QQBSuR+F6bExAqoJRSZ2gTkAep+hILm9RQLpJDAIrZ05AQBNhw9MTUECXkA96NrNPQMUgsHJogVBAm1Wfq60ATUBGtvP91DhQQMzuycNCFVBA2ht8YTLtS0Bv8IXJVNFSQIC3QILiW1BAFvvL7skDT0B7FK5H4TJNQInS3uALU1BAfoy5awm5TEAFxY8xd9FQQMBbIEHxT1BAvjCZKhgBUEBU46WbxARQQPp+arx0o09AD5wzorQzUECKjuTyH9pPQNzXgXNGrFBA9wZfmEwhUECvJeSDnrFQQO/Jw0KtQVBAJzEIrBzyTkBm9+RhoRZRQGrecYqOQFJA2qz6XG05UEA3GsBbIBFQQOSDns2qz1BAvsEXJlPtS0D2KFyPws1NQO0NvjCZ6kxAT6+UZYhrSUAkl/+QfoNRQFInoImwMU5A6SYxCKzsTkCPU3Qkl5NRQGiR7Xw/hVJACYofY+4OUEDbiv1l92RRQD/G3LWEuFJAiPTb14ErTkCneccpOupNQLfRAN4C6U9Ar5RliGPlTkDA7J48LFRQQCGwcmiRXU5AtRX7y+4JUEBkO99PjadMQGiz6nO1rU5AUI2XbhKDUECYTBWMShJPQIcW2c73y1FAGy/dJAbxTUD99nXgnOlNQMxdS8gHhVFA1JrmHaegT0CLbOf7qZ1SQHnpJjEIrE1A7Q2+MJmOUUBQ/Bhz15JPQAIrhxbZElBAwTkjSnsvU0Cad5yiI/FQQIEExY8xK1BAE/JBz2bFUEDlYaHWNJNSQPOOU3Qks1FAmSoYldSlUEAjSnuDL3xQQKOSOgFNtFFA2IFzRpTCUECL/WX35LlMQEymCkYllVBAVHQkl//4T0CQoPgx5p5RQOVhodY0O1FAaJHtfD+xUEDTTWIQWE1RQLdif9k9cVFAGJXUCWj6TkCutmJ/2U1SQARWDi2yaVFAEHo2qz7TUUBdbcX+srNRQJhuEoPAYk9A30+Nl25OU0Dkg57NqvdOQHqlLEMcu1BAtFn1udomUUC/DpwzoihTQEVHcvkPUVBA7zhFR3ItUUDQs1n1uS5SQJoIG55egVBArfpcbcUWTkAkufyH9D9RQOM2GsBbdFFAofgx5q4RUkBLyAc9m2lSQJEPejar/lBAutqK/WXHUUB24JwRpVlSQK7YX3ZPPk9AzojS3uAjUEALJCh+jK1RQK36XG3F/lJAUkmdgCaiS0DxY8xdSwhNQKMjufyH3ExA0LNZ9bnaUkBvEoPAyn1RQCUGgZVDv1JAGsBbIEFxTUCjAbwFEiBRQBKDwMqhnVJAsp3vp8bTUECBJsKGp+dNQGHD0ytlaVFAwhcmUwVPU0AU0ETY8MhQQIzbaABvqU5ArrZif9mJUED+1HjpJmlOQOM2GsBbeFBAgQTFjzFHUkCrPldbsR9NQGwJ+aBnQ09ACD2bVZ8bUEDl8h/Sb49PQBE2PL1SLk1AhxbZzvebUEBGlPYGX7hOQOqVsgxxbE5AMCqpE9CIUUBWn6ut2N9RQP5D+u3r8E9AMlUwKqmjUEADCYofY85RQNO84xQdmU5AQ61p3nFCT0D+Q/rt60RSQCegibDhZVFATYQNT684UUC2hHzQs6VRQKRwPQrXU1JAB/AWSFBEUEBwXwfOGWFRQKfoSC7/nVFAaLPqc7XlT0AKaCJseIJLQA6+MJkqZFJARrbz/dTQTUDeAgmKHytLQLFQa5p3BFJAD5wzorT3T0CYTBWMSrJQQGaIY13cMlJAW7G/7J4MUECQoPgx5lZSQL6fGi/dNE9AzH9Iv32BUEAHzhlR2qdQQHEbDeAtdFJAXrpJDAL3UUDFILByaNFOQNGRXP5Dek9AZvfkYaHOTkCutmJ/2aVSQEmdgCbCTlFAcRsN4C3MUEBlqmBUUldQQCPb+X5qVFBAppvEILCqUUCxUGuad2hTQBHHuriNRlFAaQBvgQShUUBqTfOOU3BQQFOWIY51wVJADi2yne/TUEBXW7G/7MJQQFXBqKRO0FJAMCqpE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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"225\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"226\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"227\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"228\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"231\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Gy/dJAbBJEDZsRGI16UgQKs+V1uxPyRA3+ALk6lCJUBJopdRLIciQENznUZaihdAQxzr4ja6JEDByqFFtpMtQNL7xteeeR5A+u3rwDnjHkCfPCzUmsYoQMNkqmBUchpACKwcWmSbIEBcj8L1KHwlQFR0JJf/kChAJemayTdLIkCEZAETuBUjQFJJnYAmgiRAdy0hH/RcI0Bg5dAi2xkqQIC3QILipytAqRPQRNhQMEBbsb/snnwpQI2XbhKDgCZAmG4Sg8AqKkBnRGlv8MUcQK8l5IOeDSZAmnecoiO5I0Bb07zjFP0oQFJJnYAmgihAYhBYObToJ0B9rrZifxksQKFns+pzFSlALT4FwHhGFkCfjscMVMYfQL7BFyZTZS1AFYxK6gQUKUCDNGPRdJYbQNxGA3gLZDBAkDF3LSH/JUCk374OnLMpQLx0kxgEVilAUPwYc9cCIkBZ+tAF9f0jQLFQa5p3bDFAiGNd3EZzMEDWxW00gJckQOviNhrAGy1AE2HD0ysFL0CEDU+vlKUrQNO84xQdaStArfpcbcWeL0AijnVxG+0rQHsUrkfhejBA5q4l5IP+KkCL/WX35MExQHWTGARWrihAU5YhjnVRMUCVZYhjXVwtQPzepj/78SFAuY0G8BZIG0BbQj7o2SwwQNUJaCJsuDJA4C2QoPgRMUBeS8gHPRsqQA4tsp3vZy9AL90kBoG1J0DEsS5uo8EqQKrx0k1i8CdAlrIMcawrJ0DY8PRKWaYkQJf/kH77eilAF0hQ/BjzLkCdgCbChscpQJf/kH77yjBA/n3GhQMBEUD6fmq8dJM2QHZPHhZq3TBAgEi/fR34L0D2l92ThyUkQMSUSKKX0SNArkfhehQOLkDLoUW2850uQKs+V1uxTzBAJXUCmgj7MUBCPujZrHo0QJF++zpwDjRAhXzQs1kVM0AVHcnlP5QzQJ7vp8ZL1zZAxty1hHywL0ANcayL28gtQECk374OjDBA4zYawFtgJkADeAskKP4sQJLLf0i/vTBAJlMFo5K6MEBos+pztXUxQOAtkKD4oTFA/kP67evAJEDRkVz+Q+ozQGWqYFRSJylAy6FFtvNdM0D/snvysFAtQDvfT42XbjBAUrgehesRLEBYqDXNO141QOoENBE2DDVALNSa5h3nJUAtQxzr4pY2QJZDi2znGy1A1QRR9wHIGEBhMlUwKukwQBE2PL1S9jVADXGsi9uYMUCJ0t7gC0MzQFmGONbFvTBAW7G/7J5cL0CSXP5D+i0wQHE9CtejUClAufyH9NuXMECutmJ/2W01QKHbSxqjNRpAD5wzorSnMEBeukkMAqs0QIY41sVtRDNAr5RliGN9MEARNjy9UgY1QMSxLm6jwSdAl/+QfvuKMUAjSnuDLww0QACRfvs60DNAv30dOGf0N0AhsHJoke04QJ88LNSadjdA1CtlGeL4MEDecYqO5BI0QH9qvHSTWCpAxSCwcmhxJ0CEDU+vlIU1QHS1FfvLTilARdjw9EpZKkCWsgxxrCsxQJvmHafo+DNA6Nms+lyNOEA+eVioNW02QAfwFkhQfDRAEoPAyqE1MUBO0ZFc/pMzQEvIBz2b1TRAVn2utmJPOECI9NvXgeM4QEaU9gZfKDVA4XoUrkehM0BWDi2ynT8wQLwFEhQ/xi1AmN2Th4U6L0A0orQ3+EIoQLwFEhQ/xixARIts5/s5NkDl0CLb+U4yQBB6Nqs+1zFAKjqSy3+IOEBa9bnaio07QI/k8h/SnzNAxf6ye/IAN0A0ETY8vYI2QH0/NV66eTpAVp+rrdgfOUDQ1VbsL7s9QIiFWtO8gypA9pfdk4cFN0Dtnjws1GoyQBNhw9MrpS9A9pfdk4eFNkAbnl4pywAzQKhXyjLEESpANjy9UpahMUAbL90kBsEyQB4Wak3zLjBAejarPlf7KkCcxCCwcmgqQB4Wak3z/jJAo5I6AU1UMkB9rrZif/k3QG+BBMWP4TFACYofY+4KO0CqYFRSJ5AyQEurIXGPdSNA2PD0SlkWOUBcj8L1KKw5QMDsnjwsdD9Aofgx5q4lMkAawFsgQTE8QAwCK4cWmTRAvAUSFD/mN0Aep+hILm82QBe30QDe4jVAorQ3+MKENEAYldQJaHI1QB1aZDvfDzRAMuauJeTTNkACvAUSFH8zQCZTBaOSGixABcWPMXctMUBUdCSX/7A9QLN78rBQWzBAodY07zjFK0BeS8gHPTszQAisHFpkmy9AJCh+jLnbPUD7XG3F/tI5QAN4CyQoLjZA5IOezapvPUAZBFYOLSJBQAN4CyQorjNAYHZPHhYKQEAOLbKd7ycpQIiFWtO8IzhA2V92Tx42PkCqYFRSJ2AyQPFjzF1LyChAvjCZKhjFNkAhH/RsVh06QF66SQwCSyhAc2iR7XzPPUAwuycPC0U1QCntDb4w6TRA4XoUrkexNUDPZtXnavsxQHh6pSxDbDNAzF1LyAddM0Ck374OnJMwQMIXJlMFgzNA9UpZhjh2M0BkO99PjScxQDtwzojSvjNAB84ZUdr7NUB5WKg1zUtBQHL5D+m37zhAOUVHcvmvMUC6awn5oHc1QLU3+MJkSjNAy6FFtvNNMUC7Jw8Ltb5BQAu1pnnH+TJARIts5/tZQUCSXP5D+o0zQJzEILByGDtAXrpJDAJbOEAbL90kBjE3QDvfT42XrjNATmIQWDm0OEAHX5hMFWw7QKJFtvP9DEFA8tJNYhAoNUALRiV1AlouQGPuWkI+GD1AW9O84xSNO0D7P4f58mIcQGkAb4EE1TFAGeJYF7eRKkDImLuWkM81QIJzRpT2BkBA+u3rwDkTO0A/xty1hBw1QK62Yn/ZTTZA9P3UeOkmLUAWak3zjvMyQMgHPZtV/zpA0ZFc/kNqPUDRItv5fjo1QHUCmggbHjlAKqkT0ESIOUCb5h2n6Mg8QPXb14FzFjhA8IXJVMGYO0AFNBE2PH0yQIV80LNZVTtAuECC4sf4PEAr9pfdk/c7QIxK6gQ0SUBA9wZfmEy1NEArGJXUCUgtQFD8GHPX4jNA7C+7Jw9bOkCDwMqhRaY3QOauJeSDnjJAApoIG55uO0C94xQdybU8QFpkO99PLTlAvJaQD3qGOkCKjuTyHyJBQCBB8WPMHT5AeekmMQhUQEDpSC7/Ib07QP7UeOkmYTNAveMUHcllMEBJLv8h/bY8QGgibHh6JUJAn82qz9X2NUDJ5T+k3841QBb7y+7JS0BApU5AE2EjMEDjpZvEICA5QDcawFsgUTFASgwCK4cGMkDy0k1iEGgxQJeQD3o2+zxAAG+BBMX/OECamZmZmVk1QKvP1VbsDzBAXf5D+u1LJUAyVTAqqTM0QMxdS8gHfTFAB84ZUdqrNEBlGeJYF4c0QMUgsHJosTZAqRPQRNhAMEAQejarPkc4QJoIG55eaTlAmnecoiPJNkDD0ytlGVI6QHnpJjEInD9AyxDHurgNL0A1XrpJDAI5QLgehetROD5A4QuTqYIhNUAxCKwcWkxAQPOOU3QkRz5AsHJoke0sN0As1JrmHec6QJp3nKIj+StAa5p3nKJTMUDP91PjpXswQNv5fmq81EFAT0ATYcPjOkB6Nqs+V3swQHEbDeAt8EBAP8bctYRMMkCsHFpkO780QLIubqMB/DNAB84ZUdrbNUCDwMqhReY7QOkmMQisxERAPzVeuklMO0C+nxov3TQzQILix5i7JkJAke18PzWOMEAldQKaCFsxQMgHPZtVXyRAo5I6AU1UNkD4U+Olm7QzQMWPMXctgTVAaCJseHrlMEC/DpwzomRBQKs+V1uxbzpArK3YX3Y/P0DT3uALk0kwQEYldQKaODtAAU2EDU/PK0DXNO84RXc4QCswZHWrZx9Ac2iR7Xz/M0AOvjCZKug8QJEPejar3j9AhA1Pr5R1MUD3Bl+YTFUrQHe+nxovXTVAQ61p3nFKOUArGJXUCXg/QGHD0ytluUBA7zhFR3LZNUAydy0hH6QyQNjw9EpZVjRA54wo7Q2+QUADeAskKP4xQJF++zpwLjxAn82qz9UuQUDEsS5uo0E9QMuhRbbzdUFA48eYu5bQLUCDL0ymCtY1QACRfvs60C1AaW/whcmEM0D5D+m3rzNDQNO84xQdmTVAGeJYF7eRO0Cb5h2n6Ng5QNjw9EpZxjdA4zYawFsoQ0BOYhBYOXQ2QHctIR/0jClArkfhehQuOEDkFB3J5R84QIv9ZffkgTRACYofY+5aOEAjSnuDLwwqQFkXt9EA7jRA63O1FfubO0AJ+aBnszJAQEvqBDQRtjNAY+5aQj6IKkCjAbwFEgQ5QCGwcmiRvTBAfdCzWfWpO0ASpb3BF9Y2QBiV1Alo8jZACD2bVZ/zQUBvEoPAygEvQDY8vVKWYTlAE/JBz2b1LkCitDf4wgQzQJhMFYxKOjpArWnecYpuLUBJLv8h/WY3QJzEILBygENAzH9Iv30tNUD/If32daAxQATnjCjtLTlAyXa+nxqfP0CNl24Sg4A6QLpJDAIrBydArkfhehS+NECASL99HeBCQGZmZmZm5ihAOwFNhA0PK0Am5IOezeo7QLG/7J48XDZAoyO5/IeMQUAydy0hH7Q2QE2EDU+vVDlAyxDHurjNPUB5WKg1zas1QJVliGNd7DpA6Ugu/yGdMkBbsb/snvwyQJhuEoPASipAkX77OnDuL0BKe4MvTMYyQKHWNO84TUBAarx0kxgkL0BuowG8BZI9QGrecYqO9DRAPujZrPpcOUArGJXUCdgyQKUsQxzr4jJApgpGJXVSPUBApN++Duw7QAyTqYJR6TlAmpmZmZkZL0AAkX77OgA4QLG/7J487D1AsHJoke1cPEA51sVtNNA3QM6qz9VWLDxACtejcD1KMEBwXwfOGeE+QIenV8oylDFAs+pztRULPUAMsI9OXTkfQMzuycNCXTJAQfFjzF3bMkCHFtnO93M3QFOWIY51cTdAOwFNhA0PPEB6xyk6kms4QCBj7lpCLjFAuY0G8BYYPEAW+8vuyUM5QJMYBFYOTTNAMnctIR8kPkD+1HjpJrE1QCbkg57NOj5Aw2SqYFQyPUDKVMGopK4vQJoIG55eOTdA0m9fB855NUBuowG8BfI0QBE2PL1SdjdAcoqO5PKPNECx4emVsrw7QIzbaABv4StApU5AE2HDPUC7Jw8LtU5DQMgHPZtVHzhA30+Nl26yMECJ0t7gC1M2QNJvXwfOOTdAgZVDi2zHM0C/DpwzonQ4QKrx0k1i0DxAmSoYldRZMEBhw9MrZTk5QFvTvOMUjTRApU5AE2GDMUBL6gQ0EZZBQIC3QILiX0BABTQRNjwtO0BQjZduEhM/QOkmMQisvDtA4QuTqYIhNUBjf9k9ebg2QE5iEFg5xD9AMlUwKqljOUChZ7Pqc9U9QG6jAbwFIjpA4L4OnDNyPUCBlUOLbMcuQPCFyVTBGDdA9GxWfa62MkBVMCqpE0A5QDLmriXkQzNAJQaBlUPbMkBvgQTFjzE2QKg1zTtOyUFAf9k9eVioNUB8YTJVMOo+QKyt2F92N0RAkxgEVg5dO0C6awn5oEcoQCnLEMe66DhABTQRNjxdOkBgdk8eFlozQPCnxks3KUNAnMQgsHJ4NUBPr5RliMMwQCcxCKwcajpA2PD0Sln2NECXkA96NrtAQDtwzojSrj5Axm00gLcgO0CneccpOsI8QO58PzVeWjtA0LNZ9bm6M0A2PL1SlhFCQGIQWDm0KDpAgnNGlPYWN0ChZ7PqcxU4QFr1udqKDTpA+FPjpZuELEAkKH6Mufs+QAN4CyQorjtAkX77OnB+QECwA+eMKI0kQO7rwDkjyj5A0NVW7C8bNEBBguLHmDsqQAXFjzF3nTdA+FPjpZtUOEAkufyH9Es1QIC3QILiBz1AOdbFbTSAOED/If32dQA1QCNKe4MvXDdAjZduEoPAPkCoxks3iWE1QIqw4emV0j5AT0ATYcNjM0DKMsSxLm4yQNEi2/l+2jtAidLe4As7QkBhMlUwKuk6QK8l5IOejTpADJOpglE5NUDRItv5fro8QFOWIY51kT5Agy9MpgoeQECk374OnNM+QKFns+pz5TVAdLUV+8vuNUDDZKpgVCI3QB/0bFZ9Pj9ARdjw9Eq5OkCQMXctIZ84QFkXt9EAHkJAYhBYObT4NUBFR3L5D3k4QOhqK/aXHTdA8tJNYhBIMUBNhA1Pr0RCQJeQD3o2SzVAtTf4wmQqPEDy0k1iEBg8QARWDi2yHUBAeJyiI7ksP0ABTYQNT48yQJHtfD819kFAj+TyH9JXQEC0yHa+n+o/QHgLJCh+fDNAKjqSy39oLEC7uI0G8CY2QACRfvs6gD5A3GgAb4GkKkB90LNZ9ak4QHrHKTqSSztAYqHWNO+4QEAOT6+UZdg0QE7RkVz+oyxAS1mGONblOkCEns2qzwVBQE5iEFg5ZDhAYOXQIttJPUAjSnuDL6w+QHe+nxovnTRALSEf9GxGN0CqYFRSJ3A3QOwvuycPmzpAukkMAitXPUDrc7UV+3s0QMxdS8gHPTBAq8/VVuzfPED4U+OlmwQ1QOVhodY03zdApN++DpwTNkDQRNjw9Po3QBPyQc9mRT9ApHA9CtdzNUDl8h/Sbw86QJMYBFYOTTNA7C+7Jw+LI0D129eBc1Y+QBdIUPwYC0JA+THmriWEKUD+Q/rt64AwQDBMpgpGVTlA30+Nl24iO0BqTfOOU6QwQDMzMzMzEy5AO3DOiNKePkBZhjjWxa07QBUdyeU/hDNAn6ut2F/mNUAJih9j7go0QPtcbcX+MjVAjZduEoPQPkAzMzMzMzMsQBueXinLwDpA+u3rwDkDMUAyVTAqqYNEQBB6Nqs+lzVAW9O84xQNO0A3iUFg5XhCQAN4CyQo/jhAvHSTGAT2N0Av3SQGgSVDQPAWSFD8OEFA0ZFc/kPKMkBWfa62Yl8tQCsYldQJuDRAIbByaJFNN0DVeOkmMZgxQDxO0ZFcPjxAZ0Rpb/DFLEAnoImw4dk3QDEIrBxa5DRA5IOezaqfO0Dc14FzRtQtQArXo3A9ijtAofgx5q7FNUC4HoXrUeg8QF+YTBWMejRAYqHWNO94OkChZ7Pqc1UoQDbNO07RUTxAdnEbDeAtNUBmiGNd3IYuQG3F/rJ7AkNAbAn5oGezLUCz6nO1Ffs+QMX+snvyIEBA5q4l5IOuN0CaCBueXqkvQEtZhjjWNTlAiGNd3EYTM0DnHafoSP5FQBueXinLsDRAgQTFjzE3MkCad5yiI3k7QBniWBe3ATtAYVRSJ6DBQUDQ1VbsL2s1QOC+DpwzAjZAOpLLf0hPMUAmUwWjkqo+QBfZzvdTMzRAGCZTBaOCPUC6SQwCKzc3QP+ye/KwMDJAqz5XW7GPOkDHKTqSy18+QEa28/3UKDdAdLUV+8u+NUBeS8gHPatAQDm0yHa+DzlA4QuTqYKBMECMuWsJ+YAzQPhT46WbBD9AFR3J5T/UOEC4rwPnjLg7QCv2l92TN0NAWmQ7308NKUBDrWnecao7QCPb+X5qHCdAZ9XnaitWQECpE9BE2IA4QBHHuriNRkBAH/RsVn2OMEA8vVKWIa4zQA3gLZCgWDxA7uvAOSO6N0A0SwLU1LIgQIj029eBo0FA7zhFR3KpPEDSAN4CCfo6QBDpt68DFztAK/aX3ZMHOUDD9Shcj+IxQLyWkA96JjNAsHJoke2MNEDkg57Nql88QGIQWDm0KDZA8IXJVMGgQEAJ+aBnsyo3QATnjCjt7TZAwOyePCz0PEDek4eFWgtAQPAWSFD8qD5A9+Rhodb0O0BkO99PjWcyQFyPwvUoTDFAeJyiI7k0Q0Dbiv1l9yxBQKyt2F92p0BAvp8aL900QEALtaZ5x8ktQOlILv8h3S5AatlaXyQ0IkB6xyk6kisoQFjKMsSxjjRAmnecoiOZNkAijnVxG603QDSitDf4EjBAvjCZKhilPkBFR3L5D5k+QFK4HoXrsTJArkfhehQOPkDQs1n1uWoxQCQLmMCtOxVAt2J/2T1JOUDFjzF3LQE0QMzuycNC7TxA0gDeAgkSQEBqTfOOUwQ4QLfRAN4CKSpAPKBsyhVeFEDuWkI+6Bk3QIcW2c73MzJAhXzQs1lVQUAc6+I2GgBAQGRd3EYDaD1AOUVHcvnvNUARNjy9UsY6QJ0Rpb3BBztAJQaBlUNrN0AldQKaCAs0QA3gLZCg+DpAcvkP6bfvNUCMuWsJ+aAmQHNoke18fzVAJ8KGp1c6NkA2zTtO0fFAQCS5/If0ey1A5WGh1jRPK0D3deCcEUUpQIPAyqFF1jRA3+ALk6miO0B56SYxCJw9QP5l9+RhsTNA+FPjpZskO0AIPZtVn+soQGq8dJMYNDtAsi5uowGsQUDEQq1p3vE8QLN78rBQQ0BAzH9Iv33NNkCWQ4ts5zs4QOVhodY0zzhAuK8D54zoP0DF/rJ78kA7QJ0Rpb3Blz5ANV66SQzCP0CqYFRSJ5A3QKHWNO84NT9ABoGVQ4scN0B6Nqs+V2s1QCh+jLlryT5AQj7o2awaPUCoV8oyxBlAQMZtNIC3MDtAodY07zh1MEBHA3gLJOhAQFuxv+yeZEJANV66SQzCP0Ba9bnaiv05QKUsQxzrojRACfmgZ7OqP0A3GsBbIMlAQFTjpZvEUDVA78nDQq3JPkDmP6Tfvq4vQHlYqDXN+z9AIGPuWkJuO0CwA+eMKH02QBKlvcEXxj9A78nDQq0JP0A9LNSa5n0pQOauJeSDXjBAbjSAt0AyPkBYyjLEsY44QB4Wak3zHjlAXkvIBz1rN0CzDHGsixtDQBsv3SQGAT1ArkfhehQuM0BI4XoUrnc6QB1aZDvfnzlAVcGopE6APEDF/rJ78uA9QM9m1edqizdAQmDl0CIbJEBJnYAmwpY3QB4Wak3zDjVA2T15WKilOUAg0m9fB44zQIhjXdxGszdAgQTFjzH3M0CfzarP1TY2QDQRNjy9EjpAIGPuWkKuNEAep+hILo83QHRGlPYGbzJAfGEyVTBqMkDgnBGlvVE1QPd14JwRbUdAL90kBoHFNkBiodY077g5QKfoSC7/SUBAb4EExY8BQEBQ/Bhz19I6QDy9UpYh3j1Ap+hILv8RQEDByqFFtjM9QJSHhVrTjDlACRueXinLRECppE5AE8E6QOY/pN++jj9AtvP91HhpNEAj2/l+agw4QN9PjZdugjtAi/1l9+SBPEB9rrZifzk3QCbkg57NqjtAW0I+6NmcN0ASpb3BF6YmQMGopE5Acz1APSzUmua9PkCWIY51cQtBQBIUP8bcRSFAlWWIY108NEB2Tx4Waj09QNV46SYx6DhAoyO5/IfUOUCuR+F6FF46QNuK/WX31DJACmgibHgKOUDRkVz+Q7onQPjCZKpg5DJAV+wvuyfvNECRD3o2q5ZCQDeJQWDloDZAQQ5KmGkbIUCgGi/dJGY7QBgmUwWj0ihAMZkqGJXUPEDLoUW2810wQKH4MeaulTRA1sVtNIDXMUAXt9EA3kIzQCfChqdXEkBAS8gHPZu1J0AIPZtVnys9QFioNc07XjxAEOm3rwM3NED1udqK/eU+QK36XG3F3jxApN++DpwDOUCHp1fKMrQxQA+cM6K0Fz5Ab/CFyVThM0B56SYxCDw9QJyiI7n8NzJAGlHaG3wxMkDNO07RkWw+QGUZ4lgXdzlAy6FFtvN9N0Bpb/CFyZQ6QK7YX3ZPTjVAApoIG57eMUAwTKYKRoUsQOPHmLuWcDBA8x/Sb18fQEDP91Pjpas5QIv9ZffkiUBA/Bhz1xJCPkCDL0ymCuY2QJLLf0i/ZUBAmSoYldSZO0BSJ6CJsAE0QK1p3nGK7jpAvjCZKhi1M0DEQq1p3sE9QJhMFYxKKilA8IXJVMHIOUALRiV1Aso6QKMBvAUSFDpAgnNGlPa2N0CKsOHplWI/QNqs+lxtRTdAhXzQs1kVPEDqBDQRNkw3QJJc/kP6/TdArrZif9ltPkB56SYxCDRCQLmNBvAWiDJAGlHaG3wxNEDSAN4CCbo4QG6GG/D5QRpADr4wmSqYN0Dkg57Nqo8/QH9qvHSTWDhA7FG4HoVbNEARNjy9UmY7QN5xio7ksjRAGJXUCWiSMEDx9EpZhpgqQF8pyxDHqjxApHA9CtcDMED/If32dRA5QIQNT6+UhTBA4L4OnDNSPEBoImx4ejUxQP5D+u3rUDJAsVBrmne8MUC7uI0G8DY5QFCNl24SYztAm+Ydp+jYO0BbQj7o2fwyQJAxdy0h10BA3bWEfNCDOkByio7k8j8zQAfr/xzmCxhAmEwVjEraO0AAkX77OhAxQEJg5dAieztAlWWIY11sPECEDU+vlC1AQMzuycNCPTpAFvvL7slzO0DeAgmKH2NBQDXvOEVHgjdACFVq9kDrHUAtsp3vpyZBQBueXinLCEBA+THmriWcQEDZzvdT47U5QMX+snvyMDRA+THmriUkQUCgGi/dJP5BQEtZhjjW/UBAvVKWIY71P0CZu5aQD0o5QLhAguLHyDhAs+pztRVrOkCYTBWMSho2QPrt68A5M0BAseHplbKsMkCI9NvXgdMwQAXFjzF37TlAhA1Pr5TFNkCjAbwFEsQ8QClcj8L1uEBAaJHtfD/lNkDLEMe6uM0xQDSitDf4wkFAylTBqKReNUA8vVKWIf40QIQNT6+UpTpA5fIf0m/HREA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"232\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"233\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"234\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"240\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"243\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"WoEhq1u9FkCyEYjX9UsXQLzLRXwnxhxAVHQkl/9QGkCdY0D2emchQCNKe4MvzBtA0NVW7C/bGEAep+hILv8aQBr6J7hYMRtARiV1ApqIIECwOJz51dwcQEW7Cik/aRhApMfvbfrzIkAQI4RHG4cfQMOedvhrQiBA8Z2Y9WI4I0DWqIdodEchQH9N1qiHKB5ApKXydoTTIEDQ0D/BxZogQGQe+YOBZxtAcEIhAg6xIEDLuRRXld0bQMtneR7c3SBAuAGfH0aoI0CXOV0WE5sdQKPp7GRwlBpAaLPqc7VVHkDpJjEIrJwiQNmZQuc1lh1AG55eKcsQJED3Bl+YTNUcQJlk5CzsKSFAXYqryr5LIUCojH+fcaEZQPc7FAX6RB5AP1dbsb8MHkBkQPZ69wcbQEcgXtcvmCJAOEpenWNAH0DNWDSdnZwhQHzVyoRfiiFAyeU/pN+OI0B00vvG1/4hQPxSP28qYiJADLCPTl05HUAXt9EA3mIgQCSX/5B+ayJAKdAn8iQpIkCfjscMVAYeQM0GmWTkvCBAu7iNBvAmIkABGM+gob8hQFcm/FI/vyBA6gQ0ETa8JEAtIR/0bFYkQMdLN4lB0CJAJ4Oj5NXZHEDnGJC93v0dQEw3iUFgFSNA6StIMxatIUA57pQO1i8iQJQT7SqkjCBAeLmI78RMIkAaho+IKVEfQPLSTWIQ+CBAAG+BBMXPGkDPFDqvsSsiQJUO1v85jCNAfCdmvRgKIkCm0HmNXSIjQLPqc7UVeyBAZ5sb0xPmI0C4HoXrUXgfQCWvzjEgmyBAs+pztRU7JUDqlbIMcWwpQOSDns2qbyVAdJgvL8A+IUBKtU/HY+YeQKHWNO845SFATrSrkPKTI0Dx9EpZhtghQMnlP6TfHiVA2XdF8L91GkBNhA1PrzQkQGrZWl8khCFAA30iT5LeIUBHyatzDBgjQEI+6NmseiZAud+hKNCHHkA8TtGRXD4mQOCcEaW9QSBAhIHn3sP1I0CSkbOwpy0gQOQxA5XxvyJAlpUmpaAbIkBjf9k9eXglQJ0Rpb3BNyVASOF6FK4HKEB0e0ljtM4gQFx381SHrCFAdQKaCBseJEBI4XoUrhciQF2/YDdsWyJAXHLcKR18IkBIUPwYc9cmQFX7dDxmQCNAc2iR7XyfKEDPoKF/gksjQFeVfVcEXyBAcRsN4C2AI0AyVTAqqTMkQBrAWyBBkSRAdCSX/5B+JUBSuB6F65EmQOIeSx+6YCNAM9yAzw9jHUB7iEZ3EHsgQFFrmnec4iNACyQofowZI0BDVrd6TrogQCOhLedSXCJAkBSRYRXfIkDD9Shcj0IkQK62Yn/ZXSZAb4EExY8RJ0CHFtnO91MmQKyL22gATyRA7C+7Jw8LJUAHX5hMFQwpQNqs+lxtRSZAaW/whck0JEAaUdobfKEkQCVYHM78KhpAMQisHFpkJkDwhclUwagdQNejcD0KFx9A3NeBc0b0J0DtR4rIsBoiQI/k8h/SLyVAlWWIY11sIUCM22gAb8ElQO8bX3tmGSNAS8gHPZsFIEAm32xzY1oeQLqD2JlCpyNA9wZfmEw1JUD2KFyPwuUhQA5Pr5Rl6CVAEHo2qz6XJEBHIF7XLxgjQHK/Q1GgHyJAFR3J5T9EJ0BiodY07zgiQE3zjlN0ZCdAzhlR2hscJUDghEIEHPIgQL0Yyol2dR9AWP/nMF+OIkAFo5I6AW0kQICaWrbWJyFAW7bWFwm9IUCuKvuuCK4hQEsC1NSyVSNA6Ugu/yFdKkCvJeSDni0iQMHKoUW2sydAMlUwKqkTJEBFniRdM4khQFfsL7snryRAXHLcKR0sH0BKe4MvTGYlQH9qvHST2CRANXugFRgiI0AkufyH9BskQEi/fR04pyVA9UpZhji2JEBXW7G/7J4mQFZl3xXBfyNAhXzQs1kVJUC0PA/uznoiQBE2PL1SNidA7uvAOSOKJUCQoPgx5p4iQEtZhjjWpSRAwcqhRbbTIkDytWeWBOggQPWc9L7xdSJALxfxnZjVIUCAn3HhQKgfQCvZsRGIhyFAYtuizAa5IkAgtYmT+50jQEw3iUFghShAryXkg56tJEAH8BZIUHwiQNbFbTSAFyhA6pWyDHHMI0BX7C+7J+8mQIPAyqFF1ipA7nw/NV76JkBn7bYLzcUjQH/7OnDOaCRAvAUSFD8mJkDnHafoSM4jQClcj8L1qCZAofgx5q7FJUAF+kSeJG0hQE+Srpl8AyFAl1ZD4h4rIUCYUSy3tNodQKfoSC7/ASZAhA1Pr5SFKEA0ETY8vZIkQFxaDYl73CFAdxA7U+i8IkBNofMau8QfQJHQlnMp7iFA2sngKHk1I0B2N091yG0jQO2BVmDI+iJA6Nms+lxtJkCjI7n8h7QmQN/gC5OpIiZA5IOezaqPJEDZlCu8y1UjQNEi2/l+SiRAexSuR+H6JUCNl24Sg8AmQIlBYOXQgixAUU60q5AyIUBftTLhl7ohQMLdWbvtUiFA2ht8YTKVKEAnZr0YypkgQB04Z0RpLyRA3Xu45LhjI0BfB84ZUfolQJhMFYxKyihAx0s3iUGAJ0AQejarPvcmQKJFtvP9NCtAgQTFjzG3JkAVHcnlP2QpQDVeukkMgiZASZ2AJsLGJUD6fmq8dLMkQMdGIF7X3yFAoBov3SSGJkCF61G4HiUnQNzXgXNGVCRAu5unOuR2IEDP91PjpVsnQIY41sVtVCRAjNtoAG+BJ0Dtnjws1LokQHUCmggbfixAo5I6AU0EJECR7Xw/NR4qQLAD54woTSRAea9amfC7IkDmriXkg54kQO84RUdyWSVAw2SqYFRyJ0AkRWRYxXsjQJlk5CzsaSBAH4XrUbg+KEA/NV66SWwmQKA3FakwdiFAb4EExY/RJEDZsRGI18UiQOauJeSDXipAPnlYqDVtKEBos+pztfUqQCBB8WPMPSJAidLe4AvzKEDvycNCrUkmQGIQWDm0CCdABcWPMXetKUDSb18HzrklQGDl0CLbGSZAhetRuB7lJUAc6+I2GqAkQHgLJCh+fCNANe84RUdSKUCIhVrTvKMnQEvIBz2bdSdAIR/0bFZ9JEBVMCqpEzAkQAwCK4cWOSZAiPTb14HzKUC3RZkNMrkhQG3i5H6H0iNAb4EExY+xKEC4HoXrUdgkQE9AE2HDsyVA54wo7Q1eJUCzDHGsi9skQCQofoy5KyRAEoPAyqElJUAs8YCyKVcjQEsC1NSyBSNAyJi7lpDPI0CLprOTwfEeQA4tsp3vxyZADAIrhxZZJUCwcmiR7ZwhQIY41sVtVCZAQfFjzF0rJUAqHaz/c5ghQLG/7J48bCRAFmpN844zJkC/ZU6XxaQiQKjGSzeJISdAw4GQLGDSI0AX2c73U1MjQNfAVgkWFyJAwOyePCy0JUALe9rhrykjQCS5/If0uyZAvsEXJlNlIkDvycNCrWklQALU1LK1XiJA5x2n6EjuJ0D8HYoCfaIgQM3MzMzMjCRAAG+BBMUPJkDfpj/7kbIjQHBfB84ZsSVAR3L5D+m3JUBUUiegiTAmQPC/lezYGCNALv8h/fZVJUAIyQImcEsaQCNKe4MvTCVA3nGKjuRSKECjkjoBTUQmQBpR2ht8AShAWKg1zTtuJUCMuWsJ+WAnQMP1KFyPgiVA6pWyDHHMJECOdXEbDYAmQLaEfNCz+SdAcoqO5PI/JUCYbhKDwOokQJT2Bl+YjCVA7Z48LNT6I0A8vVKWIQ4nQEdy+Q/ptyRAlrIMcayrJEAhsHJokQ0pQBdlNsgkYyNAgNQmTu7XHEAlI2dhT3sjQDnWxW00AChAK97IPPLHHUB0JJf/kH4lQEErMGR1qyNAAiuHFtnuJUBO0ZFc/qMoQCnLEMe6+CdAl+Kqsu+qI0AMAiuHFvkpQCv7rgj+1yNAT8x6MZSTIkAAAAAAAIAnQAk4hCo1SyJAodY07zhFJkBR2ht8YRInQJY+dEF96yNAaLPqc7XVJkApXI/C9agqQNC4cCAk6x5A6J/gYkWtHEAbnl4py0AiQKg1zTtOESVAUWuad5ziJkCxxAPKppwjQDxO0ZFcfiRAzhlR2hs8KECWz/I8uFsaQNzXgXNGVChAUwWjkjoBJkBCz2bV52ooQH0/NV66qSVANdJSeTviIEBSuB6F68EhQKneGtgqwSFA9wZfmEyFIEDhtOBFX0EjQMUgsHJo0StA5q4l5INeI0Csrdhfdg8lQPLqHAOyNxxA7nw/NV56KEBkzF1LyKceQFMFo5I6QSlAv30dOGfEJUDTvOMUHWkoQA3gLZCg2CZAvw6cM6KUJ0Bv8IXJVMElQOXQItv5XiJAJLn8h/RbJEB7FK5H4booQAvSjEXTOSFAm8k329yoI0Dfpj/7kSIjQMxdS8gHHSVAHQOy17sfHUDQ1VbsLzskQFuxv+ye3CtAonprYKsEIkAUrkfhevQlQIiFWtO8AydA7MA5I0q7KEACK4cW2a4kQK8l5IOeLSRAyXa+nxpvJkAVjErqBDQlQDLJyFnY8yNAr3d/vFe9IUALRiV1ArooQDJ3LSEflCZAoBov3STGJUAMk6mCUcklQMpUwaikDiVAIXam0Hm9IkCgibDh6TUmQMX+snvy0CRA48eYu5YwJkCP/MHAc/8hQNOHLqhv+SNA097gC5MpJkBeS8gHPRsqQBO4dTdPFSJADwu1pnmnJEALRiV1ApomQBgmUwWj8ilAGJXUCWjiJEBN27+y0vQjQCEf9GxWnSZAd76fGi/dJUAiN8MN+KwjQDm0yHa+DyNAjgbwFkgwJkA730+Nl64lQMdLN4lBoCZAutqK/WX3KUDc14FzRkQjQHicoiO5PClAAG+BBMUvJEASg8DKoUUmQLGnHf6aHCNAS8gHPZvVJUApXI/C9VgjQIkpkUQvIyFAWvW52ordKUAeFmpN8y4pQPjCZKpgFCVA/Bhz1xJSK0CqYFRSJ+ApQF5LyAc9myRAseHplbKsKUBoke18P7UnQEi/fR045yRAbqMBvAXSHEAX2c73U0MkQCoAxjNouCFA71UrE355IUDwhclUwSgoQMzuycNCrSVAswxxrIsbJkAwuycPC9UmQAXFjzF3rSNAAAAAAACQIUBMcVXZd+UeQKHWNO84ZSRAh6dXyjLkKECRfvs6cI4lQJPGaB1VTSNApU5AE2FDKEDlm21uTM8jQDS6g9iZYh5A1zTvOEV3IUDKbJBJRk4jQCfChqdX6idAkst/SL+9J0AdA7LXu/8jQPGAsilXyCNAVHQkl/+QJUDn+6nx0i0qQA4tsp3vZyRAqg65GW7wIkDbiv1l90QkQEtZhjjWZSVAMCqpE9BEJkAGgZVDiwwmQDarPldb0SVAAd4CCYq/KEAYJlMFo3IlQLByaJHtPCdAMCqpE9AkJUA1KQXdXlIgQMRCrWnesSdAPUm6ZvJNIUBMpgpGJZUpQG+BBMWP8SRAqwSLw5n/IkB3vp8aLz0nQP0wQni0ISJAnZ0MjpK3I0Ba9bnair0lQLmNBvAW2CJA8kHPZtUnKkCBlUOLbCcmQJQw0/av7CBAPL1SliEuJUCGyVTBqAQqQHPXEvJBDyRAuECC4scYKEDXo3A9CjcmQMuhRbbzXSZA8rBQa5p3JkB81cqEX+oiQKhXyjLEUSZAVTAqqRMQJUD35GGh1rQkQHE9CtejUCVAw2SqYFRSJEACDqFKzf4gQM6qz9VWjCVATRWMSupEIkB+jLlrCbklQHdn7bYLfSFACJRNucILIUBbsb/snhwmQCUGgZVD2yNA/tR46SbRKEDfT42XbrIpQP7UeOkmcSZApb3BFybTJ0AdWmQ7388lQMaKGkzDcCJA1ouhnGhnIEB2Tx4Wak0oQJwzorQ3uCRAWYY41sVtIkAGgZVDi4wmQGQ730+NNypA220Xmut0HEC0dtuF5voYQKabxCCwcidA48eYu5bwIkDMXUvIBx0kQBrAWyBBMSdAAG+BBMXvJ0DlYaHWNO8kQN9PjZdukiRAd0oH6//8G0DmP6Tfvr4gQO5aQj7ouSNAwOeHEcJTIkC6awn5oEckQHicoiO53CVA4/xNKETwI0DVlc/yPLgjQNSa5h2nCCVAzqrP1VYMJ0Aofoy5aykrQG8Sg8DKwShA24XmOo2EIkBp44i1+LQjQFpkO99PzSVAE2HD0ysFJUBfmEwVjOonQEGC4seYGypAyjLEsS4OJEAjFcYWgqwiQJ+rrdhflihAgCvZsREoH0By/iYUIsAiQOyGbYsy2yJAcr9DUaAvIEA9CtejcF0lQIZa07zjNCRAhV/q5021I0DQ1VbsL3snQK00KQXd3iJAhBJm2v7VH0DQCgxZ3TojQDGZKhiVNCZA0h3EzhTqIkBzaJHtfD8kQM4ZUdob3CRAdCSX/5AeIUCQMXctIT8lQLWmeccpGihA+8vuycPCJUD5D+m3r4MiQL1SliGO1SZAlWWIY11cJEArGJXUCYgoQHrHKTqSCydAJ6CJsOGJJUAPRYE+kUciQJvmHafo6CRAzqrP1VbsJUBvZB75g9EhQHCZ02UxkR1Ais3HtaGCI0BSuB6F6xEsQO5aQj7oeSZArthfdk++JUCIhVrTvOMlQAWjkjoBbSdAArwFEhRfK0DcRgN4C2QlQLdif9k9mSRAbef7qfESJUDmP6Tfvo4kQHPXEvJBryRA2qz6XG2FKUCTUtDtJY0iQN8a2CrBsiNA5bhTOljfHkBGtvP91HgkQG9HOC14sSNAEOm3rwMHI0CGONbFbbQnQMuhRbbzvSZAXrpJDAKrJkDRkVz+Q7okQHyb/uxHShpAF9nO91MDI0AGgZVDi4wlQCBj7lpCPiRACfmgZ7MKJECoOuRmuPEjQD81XrpJjCZA54wo7Q3+JUA/kSdJ18wfQIJzRpT2hihATx4Wak2zK0DnjCjtDR4qQIcW2c738yRAAAAAAACAJUAPC7WmeYcnQJAxdy0h3ytAIo51cRuNK0Dgvg6cMwIgQF8HzhlReihA8KfGSzepIEBtxf6ye9IlQCqpE9BEuCZAMC/APjoVIkDV52or9hcmQHS1FfvL7iRAyXa+nxrfIED1SlmGONYnQEHxY8xdKyRAgLdAguJnJ0DUmuYdpwgrQKTfvg6cUyVAU67wLhfBIUAU7Sqk/FQjQGaIY13cBidAPDHrxVCeIEDSAN4CCSomQPd14JwR5SFAPL1SliEOKEBvEoPAymEkQDeJQWDl0CZAduCcEaWdKEDKT6p9Oh4hQIRHG0es1SBAJQaBlUOrJEAN4C2QoHglQFd4l4v4biBAIHu9++N9IkD9h/Tb16EnQN0kBoGVoydAwCFUqdlTIkD0wwjh0XYiQF8HzhlRmiRAxf6ye/KQJECV1AloImwpQC5zuiwmdiBA9UpZhji2KUB1kxgEVn4iQPZ698d7dSJA1sVtNIA3JUDcRgN4C2QjQOz6BbthKyJAFVeVfVcEIEA5nPnVHIAiQFlpUgq6rSFA6gQ0ETbcKkBB8WPMXWskQLAD54woLSpAMuauJeTjKkCF61G4HgUkQOcYkL3ejSJA5/up8dKtJUDizK/mANEiQPkx5q4lRCZAYYkHlE3ZIkBWfa62Yn8oQMl2vp8arypAarx0kxhEJEBiodY07xgtQFtCPujZzCRAl/+Qfvt6JkAAjGfQ0G8hQAwCK4cWuSpA7Q2+MJmKJUBSuB6F6/ElQJhMFYxKaiRAjpJX5xgQGUChSs0eaAUdQKJinL8JRSJAR3L5D+nXJ0AaUdobfGEhQG1Wfa62siNAsb/snjysJkABTYQNT28nQHicoiO53CdAC0YldQLqI0DUK2UZ4hgpQBTQRNjwNCVA24r9ZffkJUA9CtejcF0mQCv2l92TJyZAYOXQItsZJkA7cM6I0n4lQKkwthDkQCJA+zpwzogSJUDjNhrAWyAmQKrx0k1icCVAK4cW2c4XJEAdyeU/pB8mQGKh1jTv+CRAKgDGM2iYI0BSSZ2AJkInQKUsQxzrwiVAz72HS45rI0DNHmgFhmwgQE5iEFg5NCBA5wDBHD0+H0CEDU+vlAUkQOSghJm2zyNACrq9pDEaHEAbL90kBuEpQJ268lmeVyJAdZMYBFYOJEDshm2LMosiQBTQRNjwlCVAvQD76NR1IkCwrDQpBW0gQJeQD3o2CyRAOxkcJa9OI0A1DB8RU3IjQDYf14aKoSFAKcsQx7o4JUBpb/CFyVQjQCBB8WPMfSlAC0YldQJ6JECHFtnO91MlQJjdk4eFWidAbef7qfEyJ0BNMnIW9qQjQKjGSzeJISZAKxiV1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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"245\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"247\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"250\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"251\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"252\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"253\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"256\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"257\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"258\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"259\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"262\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"264\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"265\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"266\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"267\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"268\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"269\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"270\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"271\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dt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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"274\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"276\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"277\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"278\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"281\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"283\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"284\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"287\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"288\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"290\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"291\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"295\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"299\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"301\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"302\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float6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Ady0hH/TMNkDG3LWEfEAxQHzysFBrKjtAp+hILv+hO0AOLbKd7/c+QHuDL0ymmjVAKA8Ltaa5QUBMpgpGJeU8QBsv3SQGcT1A9GxWfa4WPEARNjy9UoY9QCo6kst/CDxA3SQGgZXTOEB/arx0k8g8QB+F61G4DjNACfmgZ7MqNEBxrIvbaLA+QMSxLm6jEThA4XoUrkcRPkDo2az6XF02QJ7vp8ZLVzlAXf5D+u27OkB0tRX7yz47QLaEfNCzCTxA4lgXt9GQOkCdEaW9wcc7QG1Wfa620jlAL90kBoE1PEBpAG+BBDU4QDBMpgpGJT9AZF3cRgOgQEBkzF1LyOc4QNiBc0aUpjRAjLlrCfmQO0DzH9JvXxdAQAmKH2PumjVAGQRWDi3iN0BdbcX+sls5QIV80LNZFTpA8x/Sb18XO0CjkjoBTVQ3QK62Yn/ZPTpAmggbnl4ZP0DD0ytlGYI5QHuDL0ymqjVAYqHWNO+YQUDgnBGlvaE5QJ0Rpb3BFzhAFD/G3LWkNUD35GGh1rQ2QELPZtXnej5A9GxWfa42NkASFD/G3OU3QLpJDAIrpz9A6gQ0ETb8PEBcj8L1KKxCQAWjkjoB/TtA3NeBc0bUMUD7XG3F/tI9QK+UZYhjfT9A1zTvOEUHPEDKw0Ktad43QOzAOSNKqzpAeHqlLEO8OkDChqdXyhI+QPjCZKpghD5AmN2Th4UaPUDysFBrmrc9QIxK6gQ0QThAjZduEoMgQECb5h2n6MgyQKrx0k1iADdAvHSTGARGOkCoNc07TvE8QKMBvAUSBD9AxEKtad6RNkDFILByaGE/QLIubqMBXDZAmbuWkA/6OkCOdXEbDTA/QDtwzojSTjxAGCZTBaMyOUDG3LWEfPA9QPAWSFD8WEBAiUFg5dDSOEDc14FzRgRAQPkx5q4lFDVA0LNZ9bnaNkCPU3Qkl689QPRsVn2uxj9A6+I2GsDbOkBa9bnaiu02QLMMcayLmzhAxf6ye/IgO0AukKD4MSY5QKabxCCwIj1AEFg5tMjmOEC+wRcmU9U+QGZmZmZmRjxA2qz6XG3VPkCwA+eMKG07QOeMKO0NbjlABFYOLbKdPUAK16NwPYo8QO/Jw0KtmUJAsVBrmnf8OUD9h/Tb19E7QP7UeOkm0T9A9ihcj8IFPUBeS8gHPUs/QIj029eB+0FAUkmdgCbSPECIY13cRqMyQMDsnjwsHEBAF9nO91MTPEDwhclUwRhAQCh+jLlrQUBA3nGKjuTCP0Dl8h/Sb285QBfZzvdTkzxAOwFNhA0vOkBCPujZrIo/QJZDi2znk0JAufyH9NtXOUAwTKYKRhU7QHEbDeAtEDtAX5hMFYwKM0Dc14FzRkQxQLMMcayLCz5AZvfkYaEGO0D129eBc0Y4QJayDHGsmz5Af/s6cM6YNkCjI7n8h8Q5QIzbaABvEThAAG+BBMXfP0A0ETY8vXI0QPCFyVTB+DZAYVRSJ6CpNEBLWYY41t1AQPkx5q4ltDJAGQRWDi16QEBPr5RliOM2QGgibHh6xTpAmggbnl4JN0AEVg4tsq00QAfOGVHaazdAmEwVjEp6O0AGEhQ/xpw8QGZmZmZm5jdA5IOezap/OEAUP8bctUQ1QPaX3ZOHZTlAXynLEMcqNUAYldQJaAIvQJqZmZmZ+T5A0m9fB855OkD5D+m3rxtCQPRsVn2u9j1A+u3rwDnrQUCitDf4wpQ5QEYldQKaGDxAokW28/00PkBYyjLEsS5BQOf7qfHS/TpAyJi7lpCfPECzDHGsiws+QAfOGVHaezxAoImw4em1PECMuWsJ+aBAQIXrUbgeNT1A0NVW7C8rOkArGJXUCTg+QC2yne+n1jxAmEwVjEpaPEC+wRcmU/U+QOF6FK5HITpAcoqO5PK/PEAs1JrmHSc9QFafq63YHz5AMzMzMzNbQkA9LNSa5r05QK5H4XoU3j5AVOOlm8TALEAXSFD8GOM6QGEyVTAqKTpA/Bhz1xLiPkAxmSoYlYQ+QMDsnjwshD5Ae4MvTKYqNkAOLbKd77c8QBKlvcEXZj9ArIvbaACvQUBqvHSTGDQ4QEdy+Q/p1zZA4XoUrkfhOEBd3EYDeItBQGRd3EYD6DtA2IFzRpRmPkDDZKpgVGI4QHe+nxovTTpAyXa+nxoPO0CneccpOjI9QGIQWDm0mEBAmggbnl75P0COBvAWSGA9QHWTGARWTjtA/fZ14JyhPECze/KwUCs6QG40gLdAIj9AzczMzMxsOkBt5/up8VI7QIlBYOXQMjlAQ61p3nHaPECI9NvXgaM4QPAWSFD8mDdAtRX7y+7hQUDXNO84RXc8QLTIdr6fKjZAUrgehevxP0Akl/+Qfis3QOf7qfHSrThA7lpCPuiZPUArhxbZzhc4QEymCkYlxTxA+MJkqmAkPEC8BRIUP3Y5QDMzMzMzEzRADk+vlGW4OUAijnVxG903QAN4CyQo3jxAf9k9eVgIOkCqglFJnchDQBb7y+7JI0BAVFInoImgNkAawFsgQVE/QD9XW7G/jDlAio7k8h8COkCBlUOLbD9AQA1xrIvbSEBAArwFEhT/OkBSuB6F6+E9QCNKe4MvTDtAke18PzXOOkC4rwPnjJg8QJkqGJXUQUBAxyk6ksvvPkB6xyk6kgtAQEXY8PRKGTxA78nDQq1ZOEDzjlN0JBc4QG1Wfa62EjNAgnNGlPYGO0CKH2PuWrI5QEtZhjjWdTVAhslUwajEPUCqYFRSJzA7QLMMcayLeztA0SLb+X5qNkB56SYxCCw+QLpJDAIrRztAwaikTkC7QEDwhclUwRg4QCfChqdXyj5AJLn8h/RbOUDVeOkmMcg6QNjw9EpZJjhAMLsnDwtVPECVZYhjXTRCQP5D+u3rEDdAhslUwaiUO0BhVFInoNlAQO2ePCzUKjtAEce6uI0mLUCiRbbz/bQ1QCZTBaOSWkBAJCh+jLkDQUCcxCCwckg8QNPe4AuTUUFAR3L5D+lXPEDhehSuR0E7QBe30QDe8jxALNSa5h2nOEDyQc9m1Y9AQM4ZUdobzDpAiGNd3EZTOUDgnBGlvfE8QF+YTBWMukBARrbz/dQ4QEBE+u3rwPk6QLhAguLHyDdAiIVa07yzO0AzxLEubsM0QPkP6bev80BA4XoUrkdRP0AsZRniWFc2QLHh6ZWyfDpAdk8eFmotPkBg5dAi29k2QDC7Jw8LJTNAOGdEaW/QMUD1udqK/RU+QBDpt68DdzhACYofY+66PUDwFkhQ/Pg2QD0K16NwbTNAAd4CCYp/OEAKaCJseCo4QG1Wfa624jpAXW3F/rIrOUB0tRX7y847QIEmwoanRzdAaW/whcn0OUD+1HjpJolBQDarPldbSUBABaOSOgFtPECMuWsJ+dA5QJEPejarjjdAaQBvgQSVOkDc14FzRoQ3QG8Sg8DKoT5Ah6dXyjLEM0AVjErqBOQ1QM/3U+Ol+zpAdk8eFmp9PUDy0k1iEGg+QA8LtaZ51z1A2ht8YTJNQEBoke18Pw1CQKCJsOHppT5AC7WmeccpOEDxY8xdS3g5QEMc6+I2mjtAIR/0bFbtOkBeukkMAus7QMHKoUW2kzdAlPYGX5h8O0BfmEwVjCo4QPmgZ7PqszdAeJyiI7lMPUDcaABvgdQ8QAIrhxbZPkFAescpOpLrPEDVeOkmMeBAQCQofoy5azxACD2bVZ+bPUApyxDHumg5QOSDns2qLzhAhjjWxW1UO0CLbOf7qaE9QCegibDhuT9AINJvXwemQEDpt68D56REQNZW7C+7ZzpAdLUV+8t+PUByio7k8n82QPAWSFD82DdAiIVa07zDPEBL6gQ0Eb5DQHrHKTqSez9AdnEbDeCtOUAqOpLLf6hCQJm7lpAPCjtAWKg1zTtuO0B/arx0k8g8QET67evAaT5A5fIf0m8vNUCq8dJNYgA6QHh6pSxDLDdA5BQdyeWfPkAMAiuHFpk+QO/Jw0KtuTxAmEwVjEoaQkAFNBE2PA1AQF3cRgN4azdAlIeFWtO8MEDQRNjw9Lo8QPYoXI/CdT5A8x/Sb19HPkBHA3gLJKgwQFjKMsSxPj1A8tJNYhD4OkAm5IOezeo7QN5xio7k0jlAXf5D+u07P0CitDf4wlRAQIxK6gQ0gUNAY+5aQj6YPkChZ7Pqc+U0QBpR2ht8YUJA07zjFB0pPUAc6+I2GmA2QOQUHcnlLzZApHA9CteDOkA+eVioNb08QBWMSuoEtDtAysNCrWmeP0BfmEwVjNo5QLUV+8vueThApHA9CtdTP0BYObTIdi5AQJm7lpAPWkBA0LNZ9bmKM0BEi2zn+3k+QL6fGi/dDEFAc9cS8kEPOkAtQxzr4lY/QH/7OnDOODpAvAUSFD/2PkDUmuYdpxg7QBQ/xty1tD1AeAskKH5cNUDEQq1p3olBQLWmeccpej5AcoqO5PKPOEBaZDvfTz09QEaU9gZfiDpAldQJaCLMQkAGEhQ/xow2QFMFo5I6sTpAhJ7Nqs+VPkAXt9EA3sI4QF3+Q/rtazdAPE7RkVxOOEBfKcsQx8o/QDQRNjy9MkJAMEymCkbVQEB6Nqs+V9s2QJHtfD81rjxAm1Wfq63oQkCWsgxxrENAQIEExY8xZzxAcF8HzhmxOkAAAAAAADA7QKqCUUmdCENAH4XrUbj+PEAEVg4tst1AQAN4CyQoXkFACD2bVZ97NEBaZDvfTy1AQNjw9EpZljZAUdobfGHCPEDlYaHWNG88QGb35GGh9jxAvp8aL90kQEAv3SQGgVU8QBniWBe3mUBAAG+BBMU/NUD/If32dcA/QGq8dJMYBDpA7uvAOSOqPEDLoUW2880+QJXUCWgifDlAKA8LtaaJOECTOgFNhB05QMzuycNCbTpAFK5H4Xq0NkAAAAAAADA+QA5Pr5RlyDZAn6ut2F8mO0A/xty1hPw5QGaIY13cZjtAdy0hH/RMNUBn1edqK0Y1QArXo3A9yjpAvsEXJlN1OkCTGARWDm0wQEJg5dAimzRALGUZ4li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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"306\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"307\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"308\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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BFAkgVM4NZ9EUCneccpOhIPQJhuEoPAyhFALVvri4R2EUCcM6K0NzgRQIYgByXMVBJAfJv+7EeqEUA9YYkHlM0RQC+jWG5p1RJARMAhVKm5EUDQCgxZ3UoRQEwao3VUdQ9A0SLb+X4KEkCqfToeM9ARQKIL6lvmNBFAqMZLN4lBEEDEzhQ6r/ERQINRSZ2A5hFAXi7iOzGLEUCJKZFELwMRQDhKXp1jgBJA3PRnP1IkEUDtgVZgyCoSQKPMBplkxBFAOkAwR49/EkAMWd3qOckQQPhT46WbZBFAqBjnb0KBEkDBVgkWh1MSQMzuycNC7RBASBYwgVvXEECrz9VW7A8SQJ1jQPZ61xBARgiPNo54EkCZgcr49zkRQAXFjzF3bRFAY7SOqiYoEUCVn1T7dFwSQOyjU1c+qxJA8piByvi3EEALJCh+jNkRQG8NbJVgsRJA9kArMGS1EUBTswdagUETQEurIXGP5RFAJZLoZRTLEUAjLZW3I/wRQPgZFw6EhBJAeqUsQxwLEkDkFB3J5R8SQBea6zTS8hFAIoleRrH8EUCXHHdKB2sSQA7z5QXYJxFArhIsDmd+E0DttgvNdRoSQOwvuycPyxFACrq9pDGaEEASvYxiuQUSQAH20akrvxBADWyVYHE4EkA6zJcXYN8SQPPIHww8NxJAI/jfSnbsEUDW4lMAjEcRQJBrQ8U4nxFAt39lpUkpEEBD5zV2iSoSQO58PzVeGhNAZ2FPO/zVEkBRFOgTedIRQHLcKR2s/xFAmdh8XBvqEEAyychZ2DMSQFioNc07jhFA2VpfJLRlEkBN27+y0iQRQBVvZB75IxBAQBNhw9PrEUB4RfC/lcwRQPVKWYY4FhJAMSWS6GUUE0Aa+ie4WJERQG8vaYzW0RJAmIbhI2LqEUAZraOqCUIRQGdEaW/wpRJAxM4UOq+xEED3zJIANbUOQGk1JO6xtBJAZwqd19hFEUC8s3bbhUYRQI4j1uJTIBFAVft0PGagE0AoYabtX5kRQARz9Pi9rRBAEr2MYrkFEkBsQ8U4fzMSQFRvDWyVABNAf03WqIdIEECk5NU5BsQQQKbQeY1d4hBAD+7O2m23EED1Zz9SRMYRQCgn2lVI2RBApDZxcr+DEkDFG5lH/gAQQJ2AJsKGpxFA2ubG9IQlEkBm2v6VleYRQBtMw/ARcRFA8u8zLhzoEUBeEfxvJXsQQJsg6j4AKRFA4lgXt9GAEECsVib8Ur8SQE3bv7LSpBBAOsyXF2DfD0D7OnDOiJIQQKUsQxzrohFAguLHmLtWEkAiq1s9J30TQMOedvhrkhFAyxDHurgNEkCWeEDZlCsRQOYivhOzvhBApTFaR1VzEUACmggbnp4SQItUGFsIMhFAnIpUGFsoEkA1e6AVGHIRQGTpQxfUtxFAArfu5qlOEkD0GrtE9VYRQGXfFcH/FhFAwhcmUwWjEUCyutVz0vsRQPcBSG3iJBJAzo3pCUv8EUBKXp1jQDYSQPLqHAOytxFAcm2oGOdPEUDde7jkuNMRQMx/SL99vRFAg2kYPiLmEUAGu2HbouwRQPhwyXGn9BFA5bhTOlg/EUB2/YLdsE0RQEs8oGzKdRBAGLK61XMyEECZDTLJyHkQQD9XW7G/zBFA+YOB596DEEBJaMu5FJcRQJ7qkJvhphBA71UrE34JE0BPXfksz4MRQEYIjzaOWBFA81meB3dnEUCrCaLuA9ARQBAGnnsPlxJA4umVsgwREkBMVG8NbBURQAnE6/oF2xFAmDRG66jKEUAaaam8HSERQExUbw1slRFAz2bV52prEUDvycNCrSkTQA0a+ie4eBBAUwWjkjqhEEAyVTAqqVMRQPJetTLhdxFAjErqBDRxEUB2ptB5jd0QQAU0ETY8XRBAsFWCxeHMEUAiN8MN+FwRQIpZL4ZyAhJAXwzlRLsKEkC4zOmymNgSQAVu3c1TfRFAvFetTPiFEUA/V1uxvywSQAkWhzO/+hBAFqQZi6azEUB5O8JpwQsSQBoXDoRkwRFAqn06HjNQEEBpUgq6vWQOQGKh1jTv+BFATb7Z5sZUEUD1Zz9SROYRQJJc/kP6LRJAZoNMMnJWEkB9lufB3RkSQEvl7QinRRNAyO9t+rMfEkC6g9iZQscQQPlmmxvTMxJAEywOZ361EEC7uI0G8FYQQBBdUN8yZxJAlDDT9q/sEUAJG55eKcsRQBHfiVkvJhJAG/UQje4AEUB1zeSbbe4QQNl8XBsqBhFALIL/rWSHEUA1Y9F0dtIRQFoNiXssHRFAECOERxtnEkAIVWr2QOsQQDuqmiDqXhJAIGPuWkLeEkA8TtGRXF4SQMLAc+/hMhFAcLGiBtNwEUCXkA96NksRQMdoHVVNkBFAP8bctYScEUCMvoI0Y7ERQDZZox6i8RBAyjfb3JjeEECPjUC8rj8RQPfpeMxA5RFALWACt+6GEUDzAuyjUxcRQOik942vPRFAi6azk8FREECHFtnO91MSQHwKgPEMmhJAdcjNcAM+EECJXkax3PIQQKDgYkUN5hFAsTOFzmtsEUBHcvkP6bcRQKM7iJ0pFBJAZ341BwhmEECUh4Va07wSQBniWBe3cRFA3BFOC17UEUD9n8N8eQERQAa7YduibBFAezGUE+3qEkCCHJQw0zYSQPZAKzBk1RJAAfbRqSv/EEBH5pE/GDgRQDG2EOSgpBBAWd3qOekdEkCfzarP1TYSQCTusfShKxFA5KCEmbYfEUAuHAjJAuYOQGDI6lbPSRFAMNgN2xalEUAaUdobfIERQMXm49pQcRNAa2CrBItDEkCH+fIC7IMRQBfxnZj1Yg9AaNDQP8ElEUB96IL6llkRQNLj9zb9mRFASino9pImEUAJUFPL1noSQJrOTgZHKRFA4V0u4juxEUCrBIvDmZ8RQMAma9RDNBFA9mIoJ9oVEUCCVmDI6tYSQBdlNsgkIxFAZJKRs7CHEEAE/1vJjk0RQDlFR3L57xBAK97IPPJnEUDrxVBOtCsSQA4yychZmBBANIC3QILiEkDiI2JKJHEQQPLSTWIQmBJAPgXAeAYtEkCQZiyazu4RQOuLhLacaxFAvTrHgOy1EkBRFOgTebIRQOP8TShEoBFAwf9WsmMjEUBI/mDguRcRQO5aQj7oeRNAVg4tsp0vEkBu+rMfKUISQOGX+nlTcRFAKbNBJhkZEkCGG/D5YYQRQEIhAg6hqhFAsrrVc9K7EEDBkNWtnjMRQNB+pIgMqxBA24r9ZfdkEkCSeeQPBt4RQERMiSR6WRBANUbrqGqiEEC6FFeVfTcQQJKRs7Cn3RFAAtnr3R9vE0Bt/8pKk9IQQASQ2sTJPRJAiV5GsdyyEUDl0CLb+T4SQOnxe5v+TBJADvj8MEI4EUAEBHP0+P0RQNTxmIHKWBFAEF1Q3zInEUB9Ik+SrtkQQPZ/DvPlpRFAuMzpspgYEUDMlxdgHz0RQOyGbYsyGxFAIqZEEr1sE0DgZ1w4EDISQC+ob5nT5RBAflLt0/H4EEBvgQTFj/EQQOaRPxh4bhJA48KBkCxAEUBdiqvKvgsRQIDUJk7ulxFANEsC1NQSEED92Y8UkUESQBTQRNjwFBFA9DehEAEHEUCg/UgRGbYSQO9yEd+JeRFAzlMdcjP8EUAk0csolvsQQGfttgvNVRFA+u3rwDlDEkCLcf4mFGIRQCGwcmiRrRBAn82qz9X2EUDjNhrAW0ASQEzD8BExRRBANsgkI2chE0Azbf/KSvMQQLVU3o5wmhFAWMUbmUceEUBzol2FlD8QQGCrBIvDmRFAIo51cRttEUDiOzHrxRASQLWJk/sdihJAx53Swfq/EUA3GsBbIEESQIB9dOrKhxFAQ8pPqn06EkAvo1huaTUPQD6uDRXjHBJAqn06HjPQEEDuJY3ROioRQPKwUGuatxJArfpcbcX+EUA0nZ0MjlIRQHDrbp7q0BFAa0jcY+njEUBI3GPpQzcRQABvgQTFbxFAN3Fyv0PxEUA6kst/SH8RQEm6ZvLNFhFAXyS05VzqEUBj7lpCPmgRQDDw3Hu4xBFA7PoFu2F7EkA5Yi0+BYASQOuoaoKoOxFAO6qaIOoeEUD20akrn4USQOpb5nRZrBFAnl4pyxCnEUDKGvUQjQ4SQC/dJAaBFQ9A0qkrn+XZEkB+42vPLIkSQDKs4o3MAxJA4gFlU66wEEAZc9cS8oESQKsmiLoPYBFAXHfzVIecEkCNKO0NvtAQQNrmxvSEJRJAW86luKrMEUDbUDHO3wQSQHMuxVVlXxFAoS3nUlz1EUDtDb4wmYoQQJn1YignehNAXyS05VwKEUC8kXnkDyYSQJEKYwtBDhFA0a5Cyk8qD0AKou4DkBoRQD4ipkQSnRFA+u3rwDljEkCvlGWIY30RQG3n+6nxshBAwhcmUwUjEUAiVKnZA80RQCAMPPceLg5ALPGAsikXEkBxICQLmEARQGzsEtVbwxJACoUIOIQKEkAk7rH0oesRQOv/HObLKxJAHtydtduuEECfdvhrsqYRQACpTZzc7xBAkGtDxTh/EUCJKZFEL6MRQPVnP1JEBhFAdonqrYEtEkBLWYY41qUQQOZXc4BgzhFAOUVHcvmPEkDjUwCMZxASQLeXNEbrCBJAkwA1tWxNEUA4LXjRV5AQQII5evzehhFAtB8pIsOqEUA7GRwlr04RQK62Yn/ZfQ9Ae2tgqwQrEEDBxYoaTAMSQDihEAGH8BBAoOBiRQ2mEEC5NlSM89cRQGDl0CLbORFA09nJ4Cg5EUDVCWgibHgQQKFKzR5oxRBAdjI4Sl4dEUB96IL6ljkRQKVOQBNhIxJA2sngKHmVEUCuu3mqQ44RQKa4quy7ghFAyF7v/nivEkBUAIxn0FASQHFa8KKvQBFA6IcRwqMNEUBk6UMX1LcRQCvZsRGIdxBATdu/stJkEUBXeJeL+O4RQDWYhuEjIhNAa32R0JbTEEAxmSoYlZQSQGIVb2QeWRJAU5EKYwvhEUBRTrSrkNIRQMNkqmBU0hBA+b1Nf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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"314\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"315\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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IFzRpQeR0DgLZCg+BlJQBkEVg4tIkdAE2HD0ysFR0AawFsgQSlHQCJseHqlzEpAyJi7lpBXQEDb+X5qvIRJQMoyxLEuhkVA3nGKjuQSSkA+eVioNcVGQHxhMlUwWkZAhlrTvOO8RkBQ/Bhz1/JJQPcGX5hM7UVAorQ3+MJUS0DsL7snD1tIQFr1udqKbT5ANV66SQwKQ0DPZtXnaptDQIj029eB40pAz/dT46UzR0ArGJXUCRBFQMuhRbbzbUNAMLsnDwtdSUAFNBE2PBVFQBfZzvdTW0hAaQBvgQRlSUBd3EYDeDtAQEVHcvkPeUFA9dvXgXMuQ0AjSnuDLyxFQEGC4seY20hAoBov3SQmR0BxGw3gLeBKQHRGlPYGN0RAtTf4wmTCRUBQjZduEiNJQJqZmZmZcUNAUPwYc9d6SkAVjErqBPxDQJCg+DHmRktAx0s3iUFAQ0ClTkATYdNBQJqZmZmZoUVAG55eKcvIRUDA7J48LARLQDnWxW00sExAAU2EDU/nREBgdk8eFmJGQME5I0p7W0NAXynLEMfiQUDHuriNBohDQPmgZ7Pqi0RAofgx5q6dQUDcaABvgUxHQAYSFD/GbEZA4zYawFuYQkAy5q4l5PNDQB1aZDvf70tAQmDl0CLTSUCGyVTBqJRBQFmGONbFPT5ATRWMSurUQUCX/5B++xJNQPCnxks38UFAVTAqqRPoR0DnHafoSBZEQHQkl/+Q5kpAcvkP6bc/S0Atsp3vpz5HQHPXEvJB10BAzhlR2hvUSEDJ5T+k39ZHQJCg+DHm5kRA4L4OnDNqQkDnHafoSM5FQFjKMsSxxkNAL26jAbylRkDfT42XbkpGQFpkO99PPUxApSxDHOtKQ0Cq8dJNYnhFQMbctYR8oENA7uvAOSNKQkDXEvJBz05FQOwvuycPs0BArBxaZDufREB1ApoIGy5DQLUV+8vuAUdA/Bhz1xKyRkCx4emVsjRNQDarPldbaUpAYHZPHhaKRkBkzF1LyJ9EQJF++zpwVkFAyjLEsS62RUCvJeSDnl1EQMgHPZtVX0RAYhBYObSgRkBfmEwVjJJFQF+YTBWMYkRAdQKaCBuWSEAE54wo7aVFQHqlLEMcU0VAw2SqYFQSQ0A6I0p7g+dEQMPTK2UZWkhAQ61p3nFCQ0B0JJf/kN5BQMxdS8gHfT9A5WGh1jT3Q0CFfNCzWaVFQCo6kst/IEdAI0p7gy+ESkDHSzeJQfBEQB04Z0RpX0lAorQ3+MJMQUDXEvJBzzZJQB6n6Egu70tASgwCK4dOSEBMpgpGJQU/QJ/Nqs/V/kdAt2J/2T2xQ0Cze/KwUJs8QH2utmJ/uTpA2ht8YTKtREB6Nqs+V9tDQN5xio7k2ktAHThnRGmfRUBseHqlLPtNQBPyQc9mjUpAZDvfT42PSkBseHqlLEtBQE3zjlN07EdAXf5D+u37PkA+6Nms+uREQI/k8h/Sn0NADJOpglGJQUA6kst/SDdEQDojSnuD/0BARPrt68AJRkDgvg6cM0JIQGUZ4lgXr0VAhlrTvOMcR0DTTWIQWJlCQOqVsgxxnEBAC0YldQJiQUALtaZ5x5lJQHicoiO5LElA3EYDeAu8R0B0tRX7y35BQEdy+Q/p70VAarx0kxhsQ0Btxf6ye7JBQNiBc0aUvkVAmggbnl5xR0Ct+lxtxaZEQPp+arx0c0NA1XjpJjF4RUDnjCjtDaZFQO0NvjCZGkJAxEKtad4pQEAaUdobfDE/QA5Pr5RlaEpARUdy+Q9JR0AijnVxG80/QCxlGeJY10ZAPnlYqDW9SEDQRNjw9MpIQFOWIY51MUpADk+vlGWIPEChZ7Pqc/U8QB/0bFZ9zk1AKH6MuWthRUCKH2PuWlJFQIy5awn5GEhA8x/Sb1+PREDuWkI+6MFJQNc07zhFV0tA16NwPQrnSkApyxDHuuhDQE+vlGWIc0lAN4lBYOX4TECrz9VW7P9GQLsnDwu1pkZAINJvXwd2RUC8dJMYBEZHQM6qz9VW3EVA7nw/NV66SUBhVFInoIFCQPOOU3Qkt0dAT6+UZYgLR0DiWBe30YhLQPrt68A5E0VAbcX+snvKQUAIrBxaZFNHQF1txf6yG0NAmpmZmZmxR0CWIY51cStLQHZxGw3gfUhAVp+rrdhvRED9h/Tb1zFQQOELk6mCaUlAhetRuB4FRUBMN4lBYI1AQKRwPQrXQzxA/tR46SaRQkD9h/Tb1ylMQK36XG3FNkNA+aBns+pDS0Cze/KwUBtHQJ0Rpb3Bt0dAwoanV8riR0C5jQbwFlBGQLraiv1lN0RAdQKaCBtORkCJQWDl0EJGQFFrmnec0kNAkKD4MebuPkBfKcsQx1o+QBueXinLcEJAEoPAyqEtSUDjpZvEIPhCQIEmwoanl0dAVp+rrdj3QUAK16NwPdJCQH/7OnDOGEFADk+vlGXwT0Aydy0hH3xHQDcawFsgcUlAofgx5q4VQkDKVMGopD5DQNiBc0aUTklAVn2utmJPPEA5RUdy+Z9JQIj029eB20dAeHqlLENUSkBSJ6CJsPlFQGiR7Xw/PUBAliGOdXFbQ0AqqRPQRMhFQLFQa5p3hEZAJXUCmgjDR0AUrkfhekxKQPcGX5hMXUlAArwFEhQPS0Bos+pztS1AQLfRAN4CMUdA/tR46SbpQEClLEMc64pBQHL5D+m3F0tAyJi7lpAHSkCIhVrTvFtBQIMvTKYK3kdAAwmKH2NOR0BJnYAmwp5BQMDsnjwstERADJOpglGpR0AnoImw4ZFGQKFns+pzvUFAlkOLbOcTRUBSSZ2AJopHQJ5eKcsQ30JAP8bctYS8QkB3vp8aL7VIQNPe4AuTWUdAXdxGA3ijQ0BI4XoUrkdHQOVhodY0F0dAT6+UZYizTEDkFB3J5R9EQKMjufyHFERA5/up8dJFREDo2az6XG1BQI9TdCSXb0VAeqUsQxyzR0CLbOf7qfFBQP7UeOkmmUZAtvP91HiFUECq8dJNYlhMQFYOLbKdv0VAOwFNhA0PSkBxGw3gLTBFQHzysFBrskZAzqrP1VY8SkDRItv5fiJHQEmdgCbCtkdAHVpkO9/XRkDF/rJ78uBLQDXvOEVHgktAhlrTvOOEQUAMAiuHFlFDQFXBqKROEEFAnMQgsHJYQUBJnYAmwtY9QIlBYOXQqktA5WGh1jR3T0B9rrZif0lCQMSxLm6jIT5Avw6cM6JkTUAibHh6pVxQQGEyVTAqEUpATDeJQWDFR0Cxv+yePDxKQL8OnDOi9EJAhjjWxW2sRkBrmnecokNEQPyp8dJNqkZAYhBYObQoRUANcayL24hCQG3n+6nx6kdAQxzr4jY6QkCYTBWMSspGQLKd76fGc0dA1CtlGeJ4QkAbDeAtkHhEQJhMFYxKGkpAV+wvuycnQ0DSAN4CCeJGQNQrZRniAEhAoWez6nNNQ0Dbiv1l93Q3QAskKH6MWUdAwhcmUwUTQUBSJ6CJsBFLQGHD0ytlkUVA7FG4HoV7SkCh1jTvOM1IQAfwFkhQtERA7Q2+MJnKR0D1udqK/RVFQNxoAG+BnERAdEaU9gZ/RkAnoImw4dlMQHicoiO5XEJAxEKtad7ZRkApyxDHunhKQBniWBe3+UNA6Nms+lwFQEDBOSNKe9tDQDj4wmSq6EhAc9cS8kF/SkClTkATYYtKQKYKRiV1AktATmIQWDn8SUCSy39Iv0VMQFafq63YB0tAwTkjSnvrT0CY3ZOHhTo8QGIQWDm0OE1AqDXNO04JTkArGJXUCVBKQACRfvs6oEVAfh04Z0SJQ0D+1HjpJglDQFafq63YX0ZA2qz6XG2NQkBOYhBYOfxBQDY8vVKWyUNAEFg5tMgWR0A17zhFRzJFQPvL7snDwkhAjSjtDb7ISkAIPZtVn1NHQCS5/If0e0pAldQJaCLsRUCL/WX35EFMQBb7y+7Jq0xAvjCZKhjNQUAPnDOitCdJQPH0SlmGsEVAaCJseHo1PEDEsS5uo+E9QG+BBMWP4T9A/mX35GHxREDarPpcbX1DQIC3QILiV0lAW0I+6NlsRUBmZmZmZo5AQPAWSFD8aEVAQxzr4jbaPkAlBoGVQ9tKQKFns+pzZURAhslUwaj0O0AxmSoYlfREQCBB8WPMRVBA1XjpJjHYQ0CkcD0K16tFQPd14JwRRTVAMQisHFo0R0DEsS5uo/lPQEOtad5xUkRA845TdCTnQ0ACK4cW2aZGQDY8vVKWQT1Aih9j7loCP0BpAG+BBP1EQNCzWfW5mkZArrZif9nFQUDyQc9m1e9BQIts5/upCU1ArfpcbcXWR0DKVMGopE5FQPMf0m9ff0VAq8/VVuxPR0ARx7q4je5GQFD8GHPXwkpAhXzQs1ndSkB/+zpwzohGQBE2PL1S1kJAkKD4MeZ2RUCVZYhjXXw9QMdLN4lB4EZAQmDl0CJ7RUDvOEVHcvFDQPmgZ7Pq80hA8tJNYhCgRkB90LNZ9Tk9QAK8BRIUZ0ZAC0YldQKiQEATYcPTKw1HQLdif9k9gUdAdZMYBFa2SEDUK2UZ4nBBQGWqYFRSD0hA+n5qvHTDQEC1N/jCZGJFQPCnxks3qUlA5q4l5IOmR0DQ1VbsL1NGQMoyxLEutkZAp3nHKToaRkC30QDeAklMQDLmriXki0ZAGQRWDi0SRkAr9pfdk09FQM3MzMzMlEFAsHJoke1MPUBa9bnaiiVDQArXo3A9OkZAryXkg55NR0BCz2bV56o5QH/ZPXlYkE1Au7iNBvBmRUDChqdXytJHQJhMFYxKGkZAUkmdgCbqQkBcj8L1KGRAQAfwFkhQ9EdAw/UoXI+iSEAy5q4l5CtIQK8l5IOe1UhArkfhehQ2SkAi/fZ14NRPQAFNhA1Pb0hAmggbnl7JR0CcoiO5/IdEQIbJVMGoFENAZapgVFL/RkDaG3xhMpVCQILix5i7RkhA4lgXt9EITEBeS8gHPWNGQGDl0CLbSUZAZDvfT40vRkB7FK5H4YpCQJ88LNSafkJA2IFzRpT2R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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"319\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"320\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"324\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"327\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"328\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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Wak0TGkBzol2FlJ8cQHkB9tGpKwxAjNZR1QTxF0DAeAYN/YMgQEMc6+I2OiVAniRdM/lGE0Cfq63YX7YiQO0NvjCZaiVACtejcD3KGkBjtI6qJggeQMvW+iKhzRlAJNbiUwB8I0AVkWEVb0QbQPn3GRcOJB9AYFlpUgrqI0D76NSVz6IgQKkT0ETYkCVAiPTb14GTKED2l92ThzUhQBHkoISZliBAsOYAwRw9EkDecYqO5HIkQFCNl24S4yhAFw6EZAFTIUCOklfnGNAdQATnjCjtrSZApgpGJXVCHkA0LhwIyQIUQHuDL0ymaiRAcT0K16MQIUADfSJPkm4dQG3F/rJ7kiJAoblOIy31HUC0ccRafKogQILn3sMlNyBAe4MvTKbKJUBVpMLYQlASQBPVWwNbxRpAsVBrmnd8JUD9pNqn4+EhQL99HThn1CBA7+GS406JHkDhfyvZsZEYQOzAOSNKWyVAjV2iemvAHUDUDn9N1tghQAfOGVHaGyVAU+i8xi7BIUBqpKXydjQgQI/C9ShcLyhAtRX7y+7JJ0DYgXNGlLYkQKCJsOHpRSBAkIgpkURvIUAFo5I6AQ0kQLJLVG8NnCJALzTXaaSlIUDf4AuTqSIlQNvcmJ6wpCBA4umVsgzxJ0Ap7Q2+MLkkQDAS2nIuJSBAbcoV3uVCEkDThy6ob9kbQLvtQnOdRh5ACp3X2CVaI0DuCKcFL/oaQAVu3c1TvSNATrSrkPJTIEBkXdxGAzglQKMBvAUS9CdAw/UoXI9iLEA2qz5XW/EhQCUjZ2FPGxZAJ2vUQzRqI0BOKETAIbQaQDmX4qqyzxVAPdUhN8PNHEB3oblOIy0cQJhp+1dW+iNAzEV8J2Y9IkAJ4dHGEWseQKnBNAwf0RxAcqd0sP7vHkBkzF1LyGciQIv9ZffkYSZAQlvOpbiaI0Cd19glqrcbQECk374O/BxA/+xHisiAI0C/mgMEczQeQPJBz2bV5x5Ab57qkJshHECRLGACt44fQK6BrRIs3iBAcoqO5PJvIECA8Qwa+rcgQHSYLy/ADiFAHVVNEHVfIEClvcEXJnMYQCpvRzgtmBBAPIOG/gn+IEDElEiilzEYQEmFsYUgByBAlGqfjsdcIEBO7ncoCuQjQOQs7GmHbyJAK2owDcPnIUDwxKwXQxkgQMtneR7cPRBAWDm0yHbeEEBMbD6uDUUhQJeQD3o2SxhAMlUwKqlzI0CzmNh8XIshQDyInSl0/iNAJ4Oj5NUZIECFQgQcQpUiQANgPIOGfhdAfjUHCOZ4IUA5RUdy+e8nQCZTBaOSeh5A5BQdyeX/DkAGEhQ/xtwnQAXAeAYNfRlATfOOU3REJkDsF+yGbYseQDbNO07RUR9Ap8tiYvMhI0ArE36pn3cbQLfu5qkO+R5A8Irgfyu5HkCyne+nxsslQBh47j1ckhtAnl4pyxBnJ0A8g4b+CR4iQGXkLOxphxRAVRhbCHKAIEB3Z+22Cx0hQLYQ5KCE6SFAMzMzMzOzF0CQ96qVCV8hQO/Jw0KtKSFAzxQ6r7G7IkCvsUtUby0eQAStwJDVTRVA/ACkNnGSI0BEi2zn++kWQK6ek943vgtAvrwA++hUHECjBtMwfCQgQGa9GMqJxiNA5bM8D+6OI0B+xoUDIRkiQC/dJAaBdSJA4Zf6eVNRHEDS4/c2/RkfQEoMAiuHFihAp+hILv8hIkAz/n3GhYMVQG/YtiizISFAyXa+nxqPHkBvu9Bcp5EcQCYeUDbl6h9AxXJLqyGRI0AqkUQvoxgiQCHIQQkzjRBAgJ9x4UA4IkCKyLCKNzIhQA1Uxr/POBpAKdAn8iTJGkB/TdaohygbQHjRV5Bm/CFAObTIdr7/F0Bz1xLyQZ8iQH+kiAyrmCBA4/xNKEQgFEAebRyxFr8eQMlxp3Sw/hxAyJi7lpCPI0D35GGh1pQlQKhXyjLEcR9ARUdy+Q9pF0CRCmMLQU4fQCeIug9AahtADwu1pnkHJECJ0t7gC3MbQF3cRgN4axlAXhH8byVLIUB0JJf/kL4lQE2EDU+vlB9ASIrIsIo3H0CqYFRSJwAkQLMkQE0tyyBALJrOTgYXIUCbVZ+rrdgbQJ7Swfo/Rx5AD9HoDmL3IkCgibDh6XUkQC1gArfuZh1AjukJSzwAFEC/t+nPfiQbQLMMcayLmydAE9VbA1slI0DAPjp15aMgQHGsi9to4CRA3xrYKsHCIUBLdmwE4nUgQPhT46WbZCVAuAGfH0aoH0CsHFpkO98lQIqw4emVUh9AGmmpvB2BHEAZxXJLq3EjQACuZMdGACBA7N0f71XbIUDGxObj2tAhQGuad5yiwyRAgEi/fR1YHkC7fsFu2NYdQLoxPWGJFyFAwFsgQfFTIEA+P4wQHo0iQNrhr8katRpAlE25wrv8H0DK/Q5Fgf4fQGtI3GPpYxhA6PaSxmhtIUC+E7NeDCUZQJCg+DHmbiRAvFetTPjVIEAqqRPQRBgUQDeOWItP0SNAu9Vz0vuWIkDrxVBOtEseQNwRTgtedBlA3uUivhOTIkB0JJf/kJ4mQCJUqdkD7RRAFR3J5T8EJ0CQSUbOwt4XQOLkfoeikCBAi3H+JhSiH0AYldQJaDIjQJ3X2CWqByBAUPwYc9dyGkByv0NRoA8jQIxK6gQ0MSRAIjfDDfg8H0AcX3tmSUAcQLUV+8vu6RtAVg4tsp1vJEDZlCu8y+UaQPkUAOMZFCFA+u3rwDnjJ0CJ6q2BrVIZQFZl3xXB3yFA63O1FfsrJkDufD81XvokQP28qUiF0RVAJO6x9KEbI0BWfa62Yr8fQL3GLlG9lRhAONvcmJ5QHEDufD81XhocQB1yM9yArxZApUkp6PaSD0CL/WX35CEPQISB597D9SBAiIBDqFJzIECP39v0Z88hQM/3U+OlWwVA1GUxsfn4E0Dn+6nx0o0lQAfwFkhQXCNA8WPMXUsoKEAs8YCyKXcRQBH8byU79hpALSEf9GwWE0BDrWnecSonQM1YNJ2dTCBA1EhL5e0oIEBcd/NUh9wfQEzD8BExhR9AGqiMf58RG0Df+NozSxIhQGEyVTAqySZA7kJznUZ6HkDDtkWZDdIeQH4dOGdEaSVACVBTy9ZaFEBu+rMfKQIcQEkRGVbxxgNAoaF/govVHEAw2A3bFgUjQNQrZRnimCdA9P3UeOlmFkD1udqK/aUYQPn3GRcO9CJAVOOlm8QwIEA7x4Ds9T4hQGkAb4EEJSZAkpGzsKf9F0A57pQO1h8eQLByaJHtHClACKwcWmRrIkCzzY3pCdsgQEJ4tHHE2iJApdqn4zEjIkAOhGQBE0ghQJOpglFJHSdA3bWEfNCTKUBKtU/HY+YbQKW9wRcmcyJAFD/G3LVEH0ALDFnd6jkiQM4ZUdob/BdAGEM50a5CHEAiGt1B7CwTQEPFOH8TCgdApn7eVKSiIUDMKJZbWk0gQFHaG3xhkiVAvTrHgOw1HkAydy0hH/QhQFjKMsSx7hxAk8ZoHVUNHUAg0m9fB+4ZQNJvXwfOORRAP8bctYTcHEDOiNLe4CslQPJBz2bVhyRAE/JBz2a1G0D7XG3F/iIjQKMBvAUSFB9A001iEFgZJ0Dg1t081aEaQERpb/CFSSpAFCLgEKp0FkCn6Egu/6EnQCTusfShix5A29yYnrAUI0CQ96qVCf8WQJ612y40NxJAKnReY5eIEkA/jBAebXweQFd4l4v4ThpANbVsrS9CIUBd3EYDeMslQDGUE+0q1CNAPq4NFeNMIUBzgGCOHv8RQBueXinLcCNAY7ml1ZCYIkDgSnZsBAIeQLWmeccp+iRA+tUcIJizIUAnpaDbS6ogQNO84xQdSRxArP9zmC8vHkCmJyzxgNIbQMaFAyFZUCNA81SH3AyXGUDGbTSAt2AkQNtQMc7fpBZAdqbQeY2dG0Cad5yiI0kjQDxO0ZFcviZAYi0+BcCoIEBKDAIrh7YjQOrKZ3ke/BtAiUFg5dDCJEDhehSuR+ElQG8Sg8DKoSdAxJRIopcxIkB6jV2iessjQNbFbTSANxhAgqj7AKQWI0CIY13cRmMkQOutga0SDCJAg6Pk1TkGH0DSAN4CCaokQP28qUiF8RFABaOSOgENG0DqPgCpTdwUQHrf+NoziyBAgufewyXXIkAJ+aBnswoeQIsyG2SSgSJAwOyePCxUJEAVdHtJY3QeQKUsQxzrwilA8PlhhPDIG0BfmEwVjKonQOtztRX7yx5Ah8Q9lj5kIEAf9GxWfW4pQEYldQKa6CZA91j60AVVHkAM5US7CokhQPCK4H8rGRVACi5W1GBaGUBjKCfaVagbQCV1ApoImyVAWyVYHM4cH0AtlbcjnBYgQLzoK0gz9hxAsKw0KQU9IECm7V9ZafIaQGDq501FqhhADqFKzR6oEkDd0mpI3KMbQKOSOgFNBCRAteBFX0F6F0A7cM6I0t4gQHL5D+m3bxtAlltaDYlbI0AWTWcngyMfQFRvDWyVkCNAjX+fceEAFkCz0qQUdOshQFuU2SCTbB5AMqzijczjG0CgVPt0PMYSQKrx0k1isCRAL8A+OnVlHkB4eqUsQwwgQEn0MorlFh9AAB3mywtwF0Bhpu1fWekYQLMMcayLyyJAOQt72uFvD0BYrUz4pb4iQODb9Gc/8iBAMjhKXp2jHECwPbMkQN0jQHbDtkWZjR9Auk4jLZV3HUCMSuoENAEiQMIXJlMFQyRAdjdPdchNDUCg4GJFDUYeQHS1FfvLrhlAlKRrJt/cIEC28/3UeGkkQAywj05deRlAAG+BBMVvJEDgZ1w4EMIgQOOlm8QgsBlAFvvL7sljHkAwL8A+OhUgQNpVSPlJlR5ARyBe1y/YI0A5fxMKETAcQC/dJAaBNSdALjnulA7WF0A9uDtrtz0aQGDq501F+iBAb/CFyVRBJUBrfZHQlkMiQNogk4ychRZAw552+GvSI0CCc0aU9uYXQPLSTWIQGCdA5WGh1jTvJEClLEMc60InQOiC+pY5nSNAvjCZKhg1EkA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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"333\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"338\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"340\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"342\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"343\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"344\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"346\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"351\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"352\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"356\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"358\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"359\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"363\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"364\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"368\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"369\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"370\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"371\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"L26jAbylFkBKtU/HYxYiQOl942vPDCBAF0hQ/BjzFkC9jGK5pUUjQPmgZ7PqEyRAf2q8dJN4JkAJM23/ymobQOtztRX76yRA++jUlc8yHUB4eqUsQ/wnQKEQAYdQxRdAyQImcOtOIUD4iJgSSRQVQI4j1uJTACFAumbyzTa3D0DPLAlQU8sfQH8w8Nx7+BpAkIMSZtqeGEAZc9cS8kEoQMnlP6TfHixAhetRuB4F/j/gLZCg+HETQH/7OnDOKCdAGRwlr84xGECVDtb/OWwXQJ2AJsKGBypAMC/APjqVI0C3lzRG6ygLQMfXnlkSoPc/XyS05VwKAUCQoPgx5i4rQMzuycNCTRtAYcPTK2U5FUCyLm6jARwZQACpTZzczxxAayv2l93zJEAsvMtFfGcFQGxblNkgUxVAIhrdQezsF0DQ1VbsL1slQLKd76fGqyZA/IwLB0LyA0C8kXnkDxYgQAvvchHfqRtAguLHmLsmMECbIOo+AKkgQD81XrpJ7CdAuXAgJAu4F0B8D5ccd6oeQHtJY7SOag9A0ZFc/kOKIECbWrbWFwkdQOlILv8hPS5AC5jArbv5IUCDbi9pjLYdQPZiKCfaBSFA+rMfKSKjH0C0jqomiHoiQB04Z0RpbzFA/FI/byoSC0DX3TzVIRciQAKfH0YIrxZAd9Zuu9CcDUDswDkjStsoQCS5/If0GyRASnuDL0zGJUD5FADjGbQiQH/eVKTC+CNAgLdAguIHK0ArMGR1q0cYQARz9Pi9DSNAR1oqb0cYGkBV9l0R/G8iQC5zuiwmpiJAEOm3rwMnEUDhRV9BmpEbQAisHFpkex1ARdjw9Eq5JEC5jQbwFugXQE34pX7eNCNA16NwPQoXFUBmTpfFxCYhQH/Bbti2uCFA/DVZox6CGUA8iJ0pdB4UQEcDeAskKC5ARN0HILVJI0BNhA1PrzQmQD0s1Jrm/TFAmpmZmZmZKEB7gy9MpsonQOV+h6JAPxNAK/aX3ZPnKUC/t+nPfvQiQOXQItv5/ilAswxxrIubKUBhVFInoEkfQD81XrpJrCdAOnr83qZ/CEBNhA1PrzQmQBkEVg4tcjFA5fIf0m8fJkB63/jaM2shQCNKe4MvLCZAAG+BBMXvKEBeonprYHshQF5LyAc9eylA+FPjpZvkMUAJUFPL1joXQAUXK2owrRxA9zsUBfpEFkCqglFJnWAwQA4QzNHj1xtANjy9UpbhKkCxpx3+mnwhQFkXt9EAvi9AzCiWW1oN+T8urYbEPUYhQOPCgZAsYA5AL26jAbxFKEBAE2HD0yssQIDxDBr6hx9Aj8L1KFzPJ0A3GsBbIMEkQIhjXdxGwyRAQYLix5i7JUCc4QZ8fvgSQJzEILBySC5AyY6NQLyOIUD3OxQF+kQfQKWD9X8O8yBAZvfkYaEWJEAnvW987VkPQAskKH6MSTNAL4uJzccFIEBbXyS05VwbQIYDIVnARBpAUPwYc9fSKkCyne+nxosoQNGRXP5DmjBAStI1k282E0DM7snDQi0kQJ4kXTP5FiBAOiNKe4NPK0Ap7Q2+MJkwQCb8Uj9vahdAOGdEaW+wNED0bFZ9rvYkQF8pyxDHWiVA/kP67eswIUAuymyQSeYiQEMc6+I2CiBA54wo7Q0eKEDItaFinD8gQHQMyF7vHhlAC0YldQI6JkD0piIVxrYgQKg1zTtOETBAjnVxGw2AJUD0N6EQAQcUQOM2GsBbwDRA8x/Sb1/XI0ADfSJPki75PzPEsS5u4yRAgSbChqeXEUBNhA1PrzQlQNV46SYxiCZA+MJkqmC0J0AnwoanVwolQL8OnDOiZDBAt2J/2T05FkCKjuTyHxItQDdxcr9DUf0/eV2/YDe8IkDUK2UZ4hglQDcawFsgoSFAVRNE3QfwI0Csrdhfdu8tQLh1N091yCNA46qy74qAE0Bjf9k9eWg1QB7EzhQ67xtAeqUsQxyrKEAdcjPcgI8RQI2XbhKDwCpADk+vlGWIJUAZkL3e/ZEZQNCbilQYGwhAVOOlm8QgLEDDZKpgVFImQFc+y/PgHiNAzojS3uArEUCKH2PuWkIuQLpJDAIrZy9ArMq+K4L/1r9Ra5p3nCIqQL8OnDOidC5Au/JZngfXIkDPvYdLjisiQL2pSIWxZRZAVyHlJ9W+I0AkufyH9LsrQD7o2az6bDFA+Q/pt69jJ0Cp9ul4zBAiQDbknxnEh+s/Fw6EZAFTIUDh7qzddrEjQNJvXwfOmShAV+wvuyePMUBE+u3rwCkgQIuJzce1cSJAW9O84xSdKkAwKqkT0EQjQCVATS1bqxtAeHqlLEMcJUAB3gIJit8pQJ7vp8ZLVylAzNHj9zY9B0AqOpLLfygkQECk374OXCxALbKd76dmKkAAkX77OjAkQGE3bFuU+SFAUHCxogYTIEB2cRsN4I0pQKCJsOHpdSpA1QRR9wFIAkBsPq4NFUMZQK1p3nGKri1A+1xtxf7yK0D5Zpsb0/MhQKAaL90kxhRAE2ba/pVVIEDzqzlAMOcXQOQs7GmHfyFAjgbwFkgQK0DcRgN4CyQxQF8pyxDHqjBAMUJ4tHFEIkBoImx4euUmQDoGZK93LyNAbRyxFp9CHkDdmJ6wxIMQQERpb/CFKSxA1zTvOEXnLkBg5dAi2xkmQNbFbTSAlyZAFNBE2PB0JUAlQE0tW8sXQPmgZ7Pq0yRA2QjE6/oFIUCI9NvXgYMwQPrt68A5YydAMzMzMzMzJEByUMJM2x8YQMdGIF7XfyBAlWWIY128KkB6/N6mP9sTQHh6pSxD/CpA2sngKHkVI0C4rwPnjCglQN/gC5OpojFApN++DpyzLUAVAOMZNMQgQPMf0m9fpypAC0YldQJKIEDNr+YAwdwRQIBIv30dCCFAHHxhMlVQJkDDDfj8MOIeQDXvOEVHMilAOL72zJJAGkDi6ZWyDDEtQDT0T3CxkiFAgQTFjzGXJkCYLy/AProZQGb35GGhtitApU5AE2EjEkDUDn9N1rggQBueXinLkCdAZeQs7GmHHUDBOSNKe4MqQKjGSzeJkTFAR1oqb0eYIkD2Yign2pUhQKAaL90khh1A9ihcj8J1JUB1zeSbbc4YQIofY+5agixAGa2jqgkiI0AFxY8xd00kQHv3x3vVChtAcT0K16MwJEDMf0i/fV0nQHgLJCh+7CtAgGWlSSkIF0Bj7lpCPogsQNNNYhBY+TBA+u3rwDljJUANGvonuLgUQFMFo5I64SdA/TBCeLThIkC3Yn/ZPXknQFQ6WP/n8BpAYeC593BZIUAkfzDw3KsiQPCFyVTBSC5AXwfOGVGqMEDT3uALkwkaQK5H4XoUjihAcCU7NgKxG0BPQBNhw3MlQH0iT5KuORZAIbByaJFNL0CjI7n8h3QpQCRFZFjFmxtA5gXYR6euCkC3f2WlSakZQHctIR/0bClAH7+36c9eHkAkl/+QfhsUQIhjXdxGYyZAuAa2SrC4FUDMXUvIB50cQI9TdCSX3y1AcRsN4C0QJEA0orQ3+KIrQJtVn6utGCZAI0p7gy/MK0AO2xZlNlghQMKGp1fKsiZArkfhehR+N0AibHh6pYwkQHCUvDrHoCFAn6ut2F/2LEAvbqMBvGUtQFdbsb/sPiVAgxd9BWlmIkDACYUIOOQZQGZmZmZm5ihA3lSkwtiCC0DyQc9m1UclQGrBi76CNPy/1GUxsfm4DUCe76fGS7cmQGQGKuPflyNA/yH99nUAKkCkNnFyv6MXQJ6Y9WIop/Y/nu+nxksXK0BfDOVEu/ojQMPYQpCD8hxAS+oENBFWJkAzxLEubgMrQF9GsdzS+iBAIEHxY8wNOUDpSC7/IZ0mQIv9Zffk4ShADk+vlGWoLED8qfHSTWImQE1nJ4OjVCBAoBUYsrpFIUA9m1Wfq80kQM6I0t7gqxBAtKuQ8pOKEED3WPrQBXUbQNEi2/l+qi9AXI/C9Si8J0BvgQTFj4EzQC9RvTWwFRxA8WPMXUtILEAaUdobfKEkQBfZzvdTgytA30+Nl26CN0CHFtnO91MmQDVj0XR2UhdAZhTLLa1mGEBL6gQ0EVYyQO/Jw0KtiSZA5gXYR6cuHkAW+8vuyUMoQAN4CyQoviVATdaoh2i0I0ADCYofY44vQApoImx4eihARGlv8IWpJ0B0tRX7y64qQIv9ZffkAStApHA9CtejH0DXEvJBz0YnQOjZrPpcbRtA+5EiMqwSIEATYcPTK0UoQB4Wak3zri1Abef7qfESKUBfmEwVjKomQBzr4jYaICtAyeU/pN8+JkA+6Nms+nwnQA6EZAETWBtADXGsi9tYMkD99nXgnPEpQChJ10y+WRVAo5I6AU2kKUBHPUSjO8gZQD2bVZ+rDTJA5q4l5IO+KEB6xyk6kusRQHDOiNLegCRAZ0Rpb/DFJUCR7Xw/NX4uQPCFyVTB6ArAnUZaKm83I0DecYqO5HIIQD81XrpJjCRAj1N0JJevNEBnLJrOTnYjQFvTvOMUHSxAMCqpE9AEGUA1RuuoaqIZQL3jFB3JxShA+z+H+fKCFEBkO99PjacxQETAIVSpGSFAW9O84xS9JUCad5yiI7n6v7N78rBQiyZA5fIf0m//LUCV1AloIuwaQDC7Jw8LNSBAMqzijczjHUC2+BQA4/kdQAaBlUOLjChAO1PovMYOE0CMuWsJ+UAmQGDl0CLbGSRAak3zjlN0KUDGbTSAt6AZQBBYObTIRjNACMkCJnBLH0CUh4Va03wrQJ4MjpJXZyFA8BZIUPzYLUDCFyZTBaMcQMHKoUW2AzBAuXAgJAsYG0B0RpT2Bv8bQKyt2F92byZA/tR46SaRKUBPQBNhw/MTQOVhodY0rzBAkwA1tWxtB0Cze/KwUOsqQIqO5PIfsjBAvVKWIY41LUCV1AloIrw0QI20VN6OsBVAdLUV+8uuJkCA8Qwa+mcLQJT2Bl+YvDFAB/AWSFC8K0AE54wo7a0iQFQdcjPcECJAaOif4GIFFkCad5yiI6kzQMKGp1fKkjFA63O1FfurLUB+xoUDIdkdQNAKDFndihtAO3DOiNLeK0B56SYxCLwwQJyKVBhbCCFAOGdEaW/wJEBeukkMAusiQAIrhxbZ/jFAxHdi1ouhEUAVjErqBFQzQCMVxhaCnAdA6gQ0ETY8LEA0v5oDBHMFQJT2Bl+Y7CRARkJbzqV4GUCxbVFmg8whQIKLFTWYhgdAfZbnwd35I0Dr4jYawHspQM7Cnnb4qxpAbmk1JO5RFUDuWkI+6LkfQE60q5DykxlA7+GS404pB0B+HThnRIkpQAkbnl4pSxVAQmDl0CILIEAeG4F4XZ8TQNpyLsVVpQZAsI9OXfnsIUBWDi2ynU8sQPcGX5hMtSVAT135LM8DHEDqCUs8oCwFQJIiMqzijRxAs3vysFBrKkBLWYY41iUnQAw89x4umR1ARpT2Bl94J0DqBDQRNrwvQBKlvcEXRi1AUiegibAhJ0C/fR04Z2QoQFX7dDxm8CFAV+wvuyevGkB56SYxCMwlQB1aZDvfby9AXW3F/rILMEAnwoanV2okQLwFEhQ/hiVAM1AZ/z4jB0Bv8IXJVOErQF8pyxDH2idA6StIMxYtI0CqYFRSJ+ApQOzAOSNKWyVAXMmOjUDcH0B0tRX7y+40QNc07zhFJzFApBmLprMzIUAcsRafAmD6P/iqlQm/VCFANxrAWyABJ0Dv/nivWhkcQDSAt0CCAihATRWMSurELUCKdhVSfnIWQE8GR8mrcxlAb/CFyVThJEC6awn5oFczQLZKsDicSSJASOF6FK5nLUCGG/D5YbQjQNcS8kHPhh9AhXzQs1kVLEA3bFuU2cAdQNZW7C+7NzBAke18PzW+KUAVjErqBDQmQFg5tMh2PipAZ0Rpb/BlLkCoV8oyxHEkQEGfyJOkeyJAEce6uI2G9z9Ke4MvTPYgQE6c3O9QtB1An6ut2F+WL0CKPEm6ZsIjQK3CZoALst+/waikTkDzIEA1DB8RU8IfQPVKWYY41ixAXBsqxvkbH0Cu00hL5a0EQGTMXUvIhyxAZOlDF9R3IUDqlbIMcewlQPj8MEJ4NAtA6pWyDHFsLEDSqSuf5fkJwGnGouns5AtA9ihcj8IlM0AOvjCZKhgpQNB+pIgMCxhAR8mrcwxIHEBxrIvbaGAnQL8OnDOi9ClAO+RmuAGfGUAnwoanV8okQOM2GsBbACxAroGtEiyO5r+IhVrTvKMvQD0s1JrmXStAofgx5q4lFECt+lxtxW4xQFrwoq8gDQNAEHo2qz63KUBNSkG3l1QcQKpgVFInYC9AFYxK6gQ0LkDACYUIOFQiQGiz6nO1dS5Ahhvw+WFEGUBfmEwVjMomQNqs+lxtpSZAwaikTkBTJUChZ7Pqc1UqQDKs4o3MwxlAmrZ/ZaWJDUDDKt7IPDINQPW52or95StAMLsnDwuVLEBt5/up8RIqQCJseHqljCpAiEZ3EDtTE0CgibDh6XUeQNiBc0aUVixA1lbsL7snKkAaUdobfOEkQIenV8oyVCJA/Knx0k2CJkBsIchBCXMEQFmGONbFDShAu2HbosymI0CamZmZmbktQLwFEhQ/xi9AaJHtfD9VJUD1SlmGOJYkQFmGONbF/TNAr5RliGP9KkAs1JrmHdc0QPW52or9RShAg8DKoUUWK0A0ETY8vSIwQNatnpPetxNA9GxWfa62J0CaJQFqavkbQIiAQ6hS8yFA7FG4HoUrKkBSD9HoDoIWQIGyKVd4RyFAEhQ/xtyVHECDwMqhReYwQFXBqKROwC5AB84ZUdobJ0Cu2F92Tx4nQFvTvOMUXSVAKe0NvjBJM0AibHh6pfwwQBueXinLEBxAS+XtCKeFH0AbDeAtkIAYQLPqc7UVWx1AHLYtymxwEEAofoy5awkxQDLmriXkIyRAVRhbCHKQI0DiWBe30UAqQPwYc9cSsiRACKwcWmT7JkCz6nO1FUsxQKMjufyHpDBA/kP67esAJEBkzF1LyMcrQApoImx4miZAUDblCu9yAkD3deCcEQUoQKAaL90kJjBA9wZfmEzVLkCqYFRSJxAxQHEgJAuY4BtATpzc71CUIkDONjemJ6wTQDC7Jw8L9StAOdbFbTTgL0DzAuyjU9cdQEax3NJqWCFAtFn1udqKKEDjNhrAW6AwQBdIUPwYky1AoDL+fcYFGkCHM7+aAwT2vybkg57N6idAUfcBSG1iF0BUdCSX/0AxQNMTlnhAaSFAAmVTrvAOHED7XG3F/jIyQILix5i7pjFAN4lBYOWQJEB06spneZ4jQCxlGeJYVylA1sVtNIC3JEC62or9ZdcmQH/Bbti2SCNAEw8om3IlFEDpSC7/If0vQL6fGi/dVDJAtaZ5xynaMEABNbVsra8GQI/k8h/SDyZAmEwVjEq6MUCRD3o2q/4bQMVVZd8VsSBACJRNucIbH0CeJF0z+cYVQP2C3bBtERlAjUXT2cngEECU9gZfmCwuQPrt68A5IzVAP8bctYR8KUAPC7WmefcwQO5aQj7omTFAbTmX4qpyI0Ba9bnaii0wQHbgnBGlPSlAo1uv6UFB4j988rBQaxotQDbNO07RMSxAiIVa07wDJUC8lpAPejYtQED2evfHuxtAW0I+6NlMMkDsL7snD6ssQBb7y+7JQytA0A8jhEd7IUAVHcnlP8QlQFKbOLnf4QpA/Bhz1xLSKUDpSC7/Ie0gQO58PzVeOjRADAIrhxZ5JEDWrZ6T3mcgQPYoXI/CFSpAflcE/1tJ9j86QDBHj58fQDaTb7a5sRNAZED2evcnHkB6whIPKJv2Pzy9UpYhritAx0s3iUFAGEALJCh+jBk0QJvmHafoSCdAdy0hH/S8MEDeVKTC2HIiQPFjzF1LSCxAodY07zjFJUApBd1e0igjQApoImx4Oi5AGw3gLZDgLUB+HThnREkyQFioNc07biRAg4b+CS7GIED6fmq8dHMoQHKKjuTyvyZAYcPTK2XpOkAxCKwcWiQkQBwlr84xwCBAO+RmuAG/HUDBxYoaTLMhQIPAyqFFdh5Af9k9eVjoNEAzUBn/PkMaQHuDL0ymqi1A8bp+wW6YDkAMAiuHFpkoQBNhw9MrpSVAkst/SL/dKkAkC5jArVshQNSa5h2nODZAB1+YTBVsK0CQMXctIR8tQFwgQfFjbCtAFakwthBkF0CLprOTwdEEQJZDi2znuylAhJ7Nqs8VKUCcvwmFCAgjQNNNYhBY+ShAi2zn+6lRJkBpqbwd4bQhQHzysFBrOipAufyH9NvXLUBGmQ0yyRghQLhAguLHOC1AZ2FPO/y1C0D67evAOQMsQFpkO99PLShAqAAYz6BhIUBh/Z/DfBkTQNBE2PD0aipANh/XhooxCkCnrnyW56EjQMGQ1a2eUxZAYKsEi8O5G0Dv/nivWpkHQA4tsp3vhy9A/MbXnlmSI0DayeAoeVUcQB8RUyKJfhhALjiDv1/M7r9cj8L1KIwwQIleRrHcoiBAMEymCkZlLECoqWVrfbEgQIJzRpT2hiBAmN2Th4VaKkDVeOkmMcgpQEaU9gZfmCJAsvShC+pb8j9hMlUwKmkrQDBMpgpGxSdAkbjH0ocuF0ALRiV1AtoAQD2bVZ+rbSlANKK0N/iyMkDZzvdT4yUmQFfsL7sn7yZAqoJRSZ2A/j+1FfvL7gkmQKs+V1uxHxdA6+QMxR1v1r9R2ht8YbInQK0XQznRDhZA+1xtxf7SJkBTliGOdXEpQL5Nf/YjRRxATmIQWDk0LUAcfGEyVeAyQNPe4AuTaSlAm1Wfq63YHkAPC7WmeUcUQC1DHOviViZAuycPC7VmJUBNEHUfgBQVQHJQwkzbDyNAJLn8h/QbJEDRItv5flojQOELk6mCMSlALv8h/fa1KEA7qpog6t4RQPcGX5hMVS1AHqfoSC7fLEAgY+5aQr4pQCBj7lpCPiRA4umVsgyxJEALmMCtu7kgQN4CCYofIy1AZK93f7y3GkAdyeU/pF8vQOQUHcnl3ydAufyH9Nt3MECmRBK9jHIgQBH8byU7FhtAETY8vVK2JEC8AQsFEU62v1Fmg0wyMg1AOdGuQsqPH0DUK2UZ4qgwQOFFX0GaMQNAtHbbheZaHkBPHhZqTZMpQA6hSs0eiCFAufyH9NvXJ0CkcD0K16MeQKT8pNqngxBA0gDeAgkqJEB0JJf/kP4oQHnMQGX8KyBAER5tHLFGIUDIBz2bVZ8kQJF++zpwbipAeVioNc07JUB1ApoIG/4uQOOlm8QgkCpAz/dT46X7JUDGbTSAtwAtQLsnDwu1JiZA0ZFc/kO6LkAWak3zjlMxQGZrfZHQthlAUU60q5BSH0C0WfW52gokQF9GsdzSSh1AW9O84xRNMUCt+lxtxZ4wQO0NvjCZyiBABYvDmV/NH0CGWtO849QrQKK0N/jCFDNAoBUYsrrVI0BUjPM3oaAgQCUGgZVDCyxACyQofozZJ0BX7C+7J480QM7fhEIEXABAN6YnLPGgHEDHaB1VTRANQECH+fICHCNAW3wKgPGcIEDkFB3J5Z8kQI51cRsNYClAyAc9m1VfJ0CKjuTyH7IkQI/C9Shc7zBABrth26IsEUCRD3o2q44yQJkqGJXUmTNAyuAoeXUeI0BHA3gLJLgiQKwcWmQ73yRA5/up8dLtLkBrK/aX3RMkQO/+eK9aeRtAKgDGM2joIUC+nxov3WQoQB1aZDvfDypAtFn1udpKFkCpE9BE2HAxQH5v05/9mCFAXD0nvW+8DkBsCfmgZ9MuQPbRqSufxSBA7uvAOSMqJkAhH/RsVk0wQArXo3A9CiZAArwFEhQ/JEDgvg6cM8IlQPIk6ZrJdxRAHVpkO98vFkBEhlW8kVkiQLAD54wo7SlAS+oENBFWK0CdEaW9wbcqQIM0Y9F0xiNAwoanV8piNEBuizIbZIIgQMrDQq1pHilAoijQJ/IkDUAmUwWjkjojQJYEqKlleyFAHcnlP6TfJEC8y0V8J+byPxUA4xk0tBJAYOrnTUWq+z+PU3Qkl58mQLEWnwJgvCNADhXj/E0oHEBrgqj7AEQTQMHKoUW2MyZAPSzUmua9K0BuowG8BVIqQFfsL7snryRAa5p3nKLDHUDXL9gN2yYjQB6n6EgufytAm/7sR4rIIUB9y5wui6khQGHD0ytl+S1ATUpBt5c0F0DysFBrmtcqQO/Jw0KtCSlA21Axzt8EIkCXkA96NusmQEaU9gZfOCtARrbz/dS4JkDowd1Zu20iQOwvuycPqyZAUPwYc9fSJEBYkGYsmq4QQIGVQ4tsJyJAPzVeukk8MkApyxDHusg4QJ+OxwxUBh9ADr4wmSpYGEDkFB3J5b8dQMlxp3SwPhFA4XoUrkchK0DNzMzMzMwrQAU0ETY83StAtRX7y+4JJUBzaJHtfB8tQAspP6n26QjARbsKKT+ZIUCNKO0NvjArQKjGSzeJkTBAUAEwnkGjFUDXo3A9CrcnQPOOU3QktyxA097gC5MJK0DByqFFtnMwQN3vUBTosxxAJo3ROqqaHUDH155ZEkAYQGdEaW/wlTFAodY07zgFJ0D+ZffkYcElQLgBnx9GqBVAl3MpriqrIkDTE5Z4QCkhQFuxv+ye3CZAqvHSTWKQJUAeFmpN824pQJ1LcVXZlxpAK6T8pNqnDUAWE5uPa6MhQDPEsS5uYxpAs5jYfFw7I0AAb4EExc8sQCDvVSsT/htAsDic+dWcAkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"372\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"375\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"376\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"377\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"381\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"383\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"386\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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IenV8oyNDpAj8L1KFwvOkDwp8ZLN/k5QIPAyqFFxjpA07zjFB3ZOkDZX3ZPHoY6QEtZhjjWhTpAKVyPwvUIO0Csrdhfdl86QNEi2/l+ejlAXCBB8WNMOkCTOgFNhK06QGFUUiegOTtAnRGlvcEnOkD/snvysAA7QCqpE9BEeDpA9P3UeOk2O0Df4AuTqXI6QNIA3gIJ2jtA9dvXgXNWO0AwKqkT0DQ7QBZqTfOOczpAxty1hHxgO0Dl8h/Sb787QNSa5h2nqDpAaQBvgQQVO0A4Z0Rpb9A6QBrAWyBB8TtA+1xtxf6yO0Cn6Egu/2E7QGB2Tx4WSjtAf9k9eVhoO0DIBz2bVW88QOJYF7fRsDxA8kHPZtWnO0BZF7fRAF47QDVeukkMgjxAqaROQBPhO0D+1HjpJtE7QMIXJlMFAzxAJLn8h/T7O0AxCKwcWiQ9QJSHhVrT7DxA16NwPQo3PEBoke18PzU8QP7UeOkmkTxA/kP67eugPEAkufyH9Ks9QOlILv8hvTxAjSjtDb7wPEAgY+5aQp48QAIrhxbZfj1ASnuDL0ymPEBuNIC3QCI9QH6MuWsJuT1AidLe4AsTPUBfKcsQxxo9QLsnDwu1hjxAXI/C9SjMPEDPZtXnans8QOCcEaW9YTxAvw6cM6IkPUB56SYxCKw8QGb35GGhxj1AcRsN4C0wPUBBguLHmGs9QLaEfNCz+TxAEOm3rwPnPUCHFtnO94M9QAWjkjoB/T1A3+ALk6liPkAZBFYOLRI9QFioNc07zj9ATx4Wak1jPUCGyVTBqPQ9QLG/7J487D5AaW/whclUPUApyxDHuig+QDLmriXkcz1AmG4Sg8AqP0D5MeauJSQ+QHh6pSxDLD5A+Q/pt6+zPUAwTKYKRqU9QGwJ+aBnUz9Aayv2l92jPkCDL0ymCiY+QG3F/rJ7sj1AEoPAyqG1PUA+6Nms+gw+QLTIdr6fuj5A9bnaiv2FPkAvbqMBvHU/QOlILv8hrT5ABhIUP8ZcPkB3LSEf9Bw/QO58PzVeij5AeekmMQiMP0DGbTSAt8A+QLx0kxgEBj9Ab4EExY9RPkD1udqK/aU+QFFrmnecOkBAMLsnDwsFP0A6kst/SH8/QH3Qs1n1WT9A5WGh1jRfP0AdOGdEaa89QBB6Nqs+5z5AK/aX3ZO3P0ClTkATYXM/QP5l9+RhwT9AUkmdgCZSP0DOGVHaG+w+QKCJsOHpjUBAQYLix5ibPkBI4XoUrhc/QOVhodY0Xz9AgEi/fR3IP0BFR3L5D2k/QGZmZmZm5j5AejarPlcrQEDbiv1l9wRAQEMc6+I22j9ANe84RUciQEDUmuYdpwhAQHKKjuTyT0BA+THmriVEP0BSuB6F6xFAQI/C9ShcTz9AcayL22iAP0DGbTSAt4BAQAu1pnnHyT9Ac9cS8kHvP0DjpZvEIOA/QCEf9GxWDUBA3NeBc0YcQEDvOEVHcolAQI51cRsNyEBASnuDL0yWQEArhxbZzkdAQCGwcmiRHUBAhslUwagsQEAg0m9fB15AQAU0ETY8dUBA7Z48LNRyQEAkKH6MuZNAQFpkO99PTUBAG55eKcuQP0BTliGOdaFAQBniWBe3SUBAZMxdS8ifQEAJG55eKfs/QNqs+lxtPUBA7nw/NV6SQEDY8PRKWdY/QKkT0ETYUEBAT6+UZYgLQUDWVuwvu89AQBB6Nqs+R0BA93XgnBG9QECsrdhfdt9AQGTMXUvIv0BA93XgnBGdQEDJdr6fGpdAQPLSTWIQOEFANV66SQz6QEC/fR04Z9RAQDqSy39Iz0BARiV1AproQEBm9+RhoSZAQHPXEvJBR0BAw2SqYFTyQEBPr5RliItAQEtZhjjWRUBA001iEFh5QEClLEMc68JAQJEPejarjkBA3+ALk6myQEAydy0hH2xAQHzysFBrwkBAJQaBlUOzQEC7uI0G8GZBQG+BBMWPoUBANjy9UpaxQECFfNCzWQ1BQE+vlGWIc0BA8BZIUPxYQUDu68A5I8JAQL1SliGOPUFAP1dbsb/sQEAU0ETY8CRBQLpJDAIrx0BAQj7o2ax6QED6fmq8dDtAQBBYObTIxkBArK3YX3YHQUBpAG+BBA1BQH3Qs1n1QUFAcvkP6bfXQEBRa5p3nKJBQMnlP6TfTkFAejarPlc7QUAKaCJseKpBQPyp8dJNQkFAidLe4AvrQEDImLuWkHdBQLn8h/Tbb0FArfpcbcVeQUB6xyk6klNBQJhMFYxKWkFADwu1pnkXQUCY3ZOHhaJBQKyL22gAh0FASS7/If3eQUCitDf4wgxBQPaX3ZOHBUFAPSzUmua9QUAgQfFjzCVBQOAtkKD4iUFAkxgEVg4lQUBGtvP91OhBQCNKe4Mv1EFA/kP67esoQUDXNO84RYdBQLgehetRWEFA9dvXgXOeQUClvcEXJmNBQH/ZPXlY+EBAXynLEMfKQEAYldQJaBJBQCgPC7WmaUFA07zjFB1JQUBZhjjWxS1BQPRsVn2udkFAM8SxLm6bQUDgvg6cM8pBQCxlGeJYR0FAj8L1KFyPQUC62or9ZVdBQOhqK/aXRUFAgLdAguKHQUBkXdxGAzhBQPT91Hjp/kFAHThnRGkPQkDJ5T+k35ZBQPAWSFD8EEJAQ61p3nEKQkCQMXctIYdBQEOtad5xMkFAuycPC7WuQUCBlUOLbJdBQBsv3SQGgUFAAAAAAADQQUAX2c73U7NBQHxhMlUwckFA9P3UeOm+QUDrc7UV+/NBQOeMKO0NdkFAfGEyVTCyQUAOT6+UZbhBQKg1zTtO4UFAzczMzMzMQUBd/kP67fNBQMrDQq1pjkFAm1Wfq62wQUA2zTtO0cFBQG/whclUmUFAfdCzWfXJQUClvcEXJntBQMe6uI0GyEFA2qz6XG3lQUAHzhlR2gNCQFJJnYAm2kFAO3DOiNL+QUCsi9toAAdCQLfRAN4CYUJA7uvAOSPKQUCrPldbsc9BQFMFo5I6uUFAGJXUCWi6QUDXo3A9CmdBQERpb/CFIUJAxLEubqOpQUA5RUdy+UdCQAAAAAAA0EFA001iEFg5QkAxmSoYlQxCQKJFtvP9/EFAS1mGONY9QkC94xQdyb1BQFwgQfFjvEFAcvkP6bcHQkCY3ZOHhXJCQKW9wRcmu0JAImx4eqXUQUC/DpwzonxCQOJYF7fRoEJAwaikTkBLQkBKe4MvTE5CQOXQItv5BkJAEoPAyqH1QUAKaCJseFpCQLn8h/Tbz0FArkfhehSGQkC/DpwzogRCQC/dJAaBPUJAZmZmZmZGQkDQs1n1uVJCQCnLEMe6KEJAwOyePCw8QkD8qfHSTTJCQOXyH9Jvx0FAm+Ydp+gYQkDiWBe30VBCQHbgnBGldUJAXwfOGVEKQkD4wmSqYExCQCnLEMe6SEJAMnctIR+sQkCDL0ymCr5BQPCFyVTB2EFAMnctIR+cQkBxrIvbaFhCQLx0kxgE1kJAnYAmwoZnQkDOGVHaGyRCQA5Pr5Rl8EJAlrIMcazzQUBWfa62YidCQNUJaCJs0EFAt9EA3gKBQkAQejarPt9BQHEbDeAtqEJAJzEIrBxaQkCBlUOLbOdBQFafq63YN0JARiV1ApqAQkDpJjEIrJRCQFK4HoXriUJAPZtVn6ttQkA7cM6I0qZCQEymCkYlrUJAGeJYF7d5QkCIY13cRptCQNxoAG+BVEJA24r9ZfdUQkDdtYR80INCQM07TtGRbEJAvAUSFD8uQkAYldQJaIpCQNc07zhFv0JA5j+k376eQkAPnDOitF9CQAyTqYJR4UJABcWPMXcVQ0Ap7Q2+MBlDQAIrhxbZnkJAUI2XbhLTQkDmP6Tfvq5CQApoImx4qkJAZohjXdwuQ0Ay5q4l5HNCQFyPwvUozEJAD5wzorQfQ0B/+zpwztBCQBb7y+7Jw0JAQKTfvg68QkB90LNZ9VlCQHxhMlUwqkJAwFsgQfHDQkBN845TdCxCQPRsVn2u7kJA5dAi2/mOQkD3Bl+YTDVCQM/3U+Oly0JAnl4pyxCXQkAwuycPC61CQPp+arx0g0JAXCBB8WOEQkC1pnnHKYJCQDsBTYQNB0NA5fIf0m+vQkAv3SQGgZVDQAu1pnnHuUJA48eYu5awQkD9h/Tb19FCQHzysFBrKkNAhjjWxW0kQ0DAWyBB8StDQMsQx7q4/UJAHHxhMlUQQ0CL/WX35CFCQMe6uI0GEENA9UpZhjg2QkDgvg6cM/JCQGN/2T15IENAVHQkl/+oQkDkFB3J5S9DQBTQRNjwXENAZ0Rpb/AFQ0DZzvdT4xVDQHRGlPYG70JAseHplbJkQkDJ5T+k3y5DQPs6cM6I4kJAx0s3iUF4QkA7AU2EDZdCQI0o7Q2+gEJAm+Ydp+joQkCvJeSDnk1DQK36XG3F/kJAEFg5tMheQ0AYJlMFo+JDQPAWSFD8iENAPujZrPpsQkA8vVKWIaZCQDQRNjy9gkJA4QuTqYLpQkApXI/C9chCQJoIG55esUJAs+pztRXTQkCVZYhjXWRCQC2yne+n/kJA4zYawFsAQ0CcM6K0N4BDQOcdp+hIVkNAfh04Z0SxQkCXkA96NrtCQDqSy39Il0JArfpcbcXeQkCGyVTBqGRCQMDsnjwstEJAuycPC7X2QkDbiv1l9xxDQM4ZUdob/EJArfpcbcUGQ0DXo3A9CudCQHNoke18T0NALNSa5h1XQ0CL/WX35ClDQJ2AJsKGf0JAFYxK6gS8QkAFxY8xdxVDQEMc6+I2MkNAP8bctYTMQkBgdk8eFmJCQKMBvAUSTENADXGsi9tQQ0CPwvUoXIdDQOQUHcnlP0NAK4cW2c6vQkDXo3A9CvdCQIzbaABvUUNAo5I6AU1MQ0BJnYAmwmZDQEaU9gZfSENAwaikTkALQ0BQjZduEttCQDhnRGlvqEJAO3DOiNJ2Q0CGONbFbTxDQET67evAgUNA+8vuycPSQkALJCh+jKlCQHxhMlUwGkNASL99HThHQ0CeXinLEDdDQM4ZUdobLENATx4Wak3DQ0BpAG+BBNVCQA8LtaZ5/0JAGQRWDi2CQ0CV1AloIpxCQI2XbhKDMENAY3/ZPXmIQ0DQ1VbsL/tCQBBYObTIzkJAs+pztRULQ0BI4XoUrjdCQH6MuWsJIUNAliGOdXFzQ0CC4seYuxZDQBTQRNjwbENAveMUHcl9QkAbnl4py7BCQA5Pr5RlmEJAf/s6cM6AQ0C62or9ZT9DQM/3U+Oly0JACYofY+7yQkDChqdXyiJDQHQkl/+QvkJA5/up8dIlQ0BJLv8h/e5CQCZTBaOSckNASZ2AJsL+Q0BHcvkP6b9CQJayDHGsM0NA3pOHhVprQ0BseHqlLPNCQHlYqDXNG0NAQBNhw9MLREDkFB3J5Y9CQECk374OtEJAJQaBlUMjQ0CTqYJRSaVCQL99HThndENANIC3QIIqQ0BQ/Bhz15pDQBZqTfOOk0NAPQrXo3AFQ0BEi2zn+wlDQI51cRsNiENAMZkqGJVcQ0DT3uALkyFDQPRsVn2udkNAMQisHFpcQ0BPr5RliJtDQHzysFBrCkNAXrpJDAKLQ0B/2T15WDhDQPW52or9/UNAuK8D54zoQkB7FK5H4QpDQE+vlGWIe0JAj+TyH9JvQ0AOT6+UZUBDQMBbIEHxM0NAGlHaG3yhQ0Ck374OnPNCQMPTK2UZWkNAtRX7y+5JQ0AYldQJaFpDQGHD0ytlKUNAkxgEVg6lQ0BZhjjWxYVCQL4wmSoYhUNACmgibHgyQ0DMXUvIB81CQEtZhjjWjUNAjnVxGw0IQ0AFo5I6AQVEQPs6cM6I4kJAJ8KGp1ciQ0DKMsSxLj5DQGB2Tx4WSkNALSEf9GxGQ0APC7Wmef9CQK36XG3FXkNAJQaBlUObQ0DkFB3J5cdDQIv9ZffkWUNA0m9fB86BQ0AOLbKd7/9CQOSDns2qP0RAzO7Jw0L9QkCoV8oyxOlDQHGsi9tooENA7FG4HoWrQ0B3LSEf9MRCQOVhodY0j0NAINJvXwfeQkAAb4EExYdDQA8LtaZ5v0NAp+hILv/hQkDmriXkg+ZCQKFns+pzZUNADk+vlGXIQkBDrWnecTpDQIJzRpT2NkRAGQRWDi0iQ0A8TtGRXEZDQM6qz9VWTENArthfdk/+QkC7uI0G8HZDQMWPMXctwUJAUPwYc9eqQ0A4Z0RpbxBDQOF6FK5H2UJAc9cS8kE/Q0CjAbwFEhxDQHbgnBGlvUNAkDF3LSF3Q0CTOgFNhG1DQAMJih9jzkNAwFsgQfGbQ0BIUPwYc9dDQHGsi9to6ENAw/UoXI8yQ0CpE9BE2NhDQME5I0p7Y0NA5BQdyeXXQ0B4nKIjucRCQF3cRgN4S0NAT0ATYcM7Q0Dek4eFWqtDQMP1KFyPMkRA8kHPZtX3Q0CIhVrTvCNDQJJc/kP6xUJAiIVa07xzQ0AgQfFjzHVDQDQRNjy9IkRAI9v5fmpEQ0B4nKIjuYRDQFCNl24S60JAdCSX/5A2Q0BcIEHxY0xDQE+vlGWIg0NAm+Ydp+hoQ0AAAAAAAJBDQGrecYqObENAZohjXdx2Q0B4eqUsQzRDQEp7gy9MzkJAWRe30QB2Q0BuNIC3QBJDQDxO0ZFcHkNAqMZLN4kBQ0A+eVioNZ1DQET67evAoUNAE2HD0ysdQ0CoV8oyxAlDQNxoAG+BRENAJzEIrBxSQ0CjkjoBTYxDQM/3U+OlY0NAQYLix5gLREBmiGNd3IZDQOcdp+hIvkNA6pWyDHEkQ0CI9NvXgbNDQBBYObTIXkNAP1dbsb8MQ0AdWmQ735dDQLraiv1l/0JAB1+YTBUMRECF61G4HrVDQDarPldbUUNAjNtoAG9xQ0ApXI/C9RhDQGHD0ytl8UNAhxbZzvdrQ0AxmSoYlUxDQDVeukkMAkNA845TdCQPQ0DQs1n1uZpEQIts5/upiUNAdQKaCBs2Q0B90LNZ9blDQFtCPujZvENAryXkg55dQ0BsCfmgZwNEQDSAt0CCwkNAx7q4jQbIQ0BuowG8BZJDQGZmZmZmjkNACfmgZ7OSQ0BJnYAmwrZCQIzbaABvkUNACRueXilbQ0APC7WmeedDQGFUUiegmUNAB84ZUdqLQ0C1pnnHKTpEQNzXgXNG1ENAtRX7y+75QkAXSFD8GJtDQHo2qz5Xo0NAiUFg5dCSQ0BvgQTFjwFDQC9uowG81UNAs3vysFBbQ0CutmJ/2fVDQA8LtaZ5D0RA2V92Tx5WREAzxLEubhNDQMHKoUW2e0NATKYKRiW1Q0CIhVrTvJtDQIV80LNZtUNARIts5/spQ0C5/If02+9DQOjZrPpcrUNARUdy+Q+RQ0DCFyZTBXNDQD55WKg1fUNACKwcWmSzQ0BGlPYGX5hDQJSHhVrTtENA3SQGgZWDQ0BlqmBUUn9DQP5D+u3roENAPL1SliEuREAgQfFjzL1DQOjZrPpcPUNATKYKRiWVRED6fmq8dCNDQKrx0k1icENAWKg1zTsOQ0Ar9pfdk7dDQI/k8h/Sv0NAiUFg5dByRECDL0ymCpZDQECk374O9EJAj8L1KFyfRECDL0ymChZDQKmkTkATwUNA/fZ14JyhQ0CPwvUoXF9DQOauJeSDtkNApHA9CtdrREA+eVioNU1DQJf/kH77ykNAbHh6pSyDQ0ClTkATYTNDQAkbnl4pA0RAHcnlP6QPRECJQWDl0FJDQHo2qz5Xg0NAvsEXJlOVQ0APnDOitHdDQLByaJHtHERAXkvIBz1jRECad5yiI0FDQOSDns2q30NAjNtoAG8pRED5MeauJRxEQEymCkYlRUNAIo51cRslREBHcvkP6Z9DQPLSTWIQkENAvVKWIY6VQ0BYObTIdn5DQKmkTkAT6UNAc9cS8kGPQ0CASL99HThDQLhAguLHQERAbHh6pSybQ0D129eBcyZDQG1Wfa62ikNA7uvAOSPCQ0AZ4lgXt7lDQKOSOgFNvENAGCZTBaPyQ0AtQxzr4l5DQNDVVuwvq0NAAiuHFtl+Q0BO0ZFc/jtDQOXyH9Jvx0NAO99PjZeGRECGWtO84zxEQLmNBvAWkENAg8DKoUV2Q0BGlPYGX/hCQI4G8BZI4ENAMnctIR+EQ0Bpb/CFyRREQM6I0t7gu0NAI0p7gy/0Q0BApN++DnxEQLAD54wo9UNAQs9m1efCQ0A2PL1SltlDQGEyVTAqwUNAgQTFjzHXQ0BhVFInoKFDQEaU9gZfyENAldQJaCIsREAVHcnlP9RDQNejcD0KL0RAXf5D+u1LQ0AOLbKd7/dDQGb35GGhjkRAoBov3STWQ0DnHafoSE5EQEMc6+I2ckNAFYxK6gTEQ0CC4seYu45DQO7rwDkj8kJAGJXUCWgKREAXt9EA3mJDQG1Wfa62skNA/Knx0k1aQ0CPwvUoXIdDQNxoAG+BJERAwhcmUwVTQ0CGWtO84+xDQG+BBMWP8UNArK3YX3YfRECJ0t7gC4tDQOELk6mCgUNA6pWyDHEcREA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"388\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"392\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"393\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"x0s3iUFgKUA/xty1hHwmQI51cRsNoCpAn6ut2F+2LEB7gy9MpkoqQC9uowG85SZATKYKRiU1LUAX2c73U6MpQMwolltarR9ASL99HTgnKEAzMzMzM5MrQJhMFYxK6itAT6+UZYijKUCNKO0NvtAoQMPTK2UZAi9A+zpwzogyK0Cad5yiI7kuQHPXEvJBLypA/fZ14JzRKkBlGeJYF9crQPaX3ZOHRSxAGy/dJAZhKUDG3LWEfNAwQLsnDwu1ZiVAxty1hHzwK0CkcD0K1xMwQHE9CtejUCtAsAPnjChNLEBm9+RhoXYpQLIubqMBXClAaJHtfD+1K0BFR3L5D4ksQK8l5IOeLSlAAU2EDU+PLUBFR3L5D7kwQIC3QILiRy5AIbByaJEtLUDOqs/VVowlQGHD0ytl2SpA/Bhz1xJyJ0Bm9+RhofYuQOM2GsBb4C5AEoPAyqHFKUDHuriNBrAuQIhjXdxGQyxAdy0hH/QcMUCXkA96NrsxQJkqGJXUSSVAc2iR7XxfLkCzDHGsi3ssQCSX/5B+eypA1xLyQc9mJ0AGEhQ/xpwtQLdif9k9WSdAKH6MuWvpLUAAkX77OoAxQPOOU3QkZzBAZF3cRgNYMEDKw0KtaR4sQKCJsOHpNTBAeAskKH4sKkCsrdhfdq8qQMxdS8gH/SlAJJf/kH67LkDJ5T+k344yQArXo3A9KixAqFfKMsSxKkChZ7Pqc7UqQKpgVFInYDFAX5hMFYwKKUA6kst/SL8tQEdy+Q/pNzFAlrIMcaxrL0C62or9ZQcyQDC7Jw8LtStAE2HD0yuFK0BTBaOSOnEyQAfwFkhQ/C1Aj+TyH9LvLEDQs1n1ufowQNO84xQd2TFAryXkg57tL0D0/dR46TYwQA6+MJkqGDFAzF1LyAd9LkBdbcX+snsvQGuad5yigy1AdQKaCBu+L0BYyjLEse4xQH/ZPXlYSCtAPzVeukkMMUDecYqO5JImQAn5oGezKipAs3vysFBrKUCq8dJNYjAvQHbgnBGlDTBATKYKRiW1KUB2cRsN4O0uQDJVMCqp8y5AJ8KGp1eqMkAVjErqBBQvQPd14JwR9TFANs07TtEBM0ACK4cW2V4zQH0/NV66CS9A3GgAb4G0MUDvOEVHcnkqQDJ3LSEfNCxA2/l+arzkMECn6Egu/wEwQMNkqmBUgjNAl/+QfvvaKUALtaZ5xwkwQOoENBE2nC9AzojS3uALMEBNhA1PryQwQPjCZKpgdDBALNSa5h1HKEAJG55eKfswQLWmeccpuipAYqHWNO+IM0DD0ytlGWIvQMUgsHJosS1Ar5RliGOtMkA2zTtO0SEwQLPqc7UVmy1Al/+Qfvv6J0CfPCzUmiYrQDPEsS5ukzFAdQKaCBs+LEDP91PjpTsuQDtwzojSHi1AF0hQ/BiTMUACmggbnp4tQAskKH6MiTFAw9MrZRkCK0Atsp3vpzYxQG3n+6nx8i1AYcPTK2X5LED2l92Th/UwQAWjkjoBTSxArIvbaAAvMEDjpZvEIDAsQKjGSzeJoS5Aq8/VVuwPL0DhehSuR3EzQA1xrIvbKDBAxf6ye/KwMEAkl/+QflsrQIqw4emVsi9AObTIdr7/KkBxPQrXo3AqQGN/2T15KDNA7lpCPuj5KkC4HoXrUXg2QJSHhVrT3C5A9pfdk4clLEAGEhQ/xhwtQBkEVg4t8ipAzhlR2hscLEARNjy9UkYwQNPe4AuTKS5AliGOdXGLMECOdXEbDTAwQP5g4Ln3cCBAObTIdr4/MEBMpgpGJRUpQEvqBDQRFjBAIo51cRtNMUC8lpAPelYyQNuK/WX3JC9AINJvXwfuLUBQ/Bhz1/IsQPYoXI/CRTRAYhBYObToM0Ctad5xig4uQLRZ9bnaii1AOdbFbTSAMEBFR3L5D+kxQBiV1AloAjNA5dAi2/k+K0CrPldbsZ8uQHuDL0ymKi1AqmBUUieAMUCJQWDl0MIqQELPZtXn2jBAKcsQx7q4KUA17zhFR/IrQDeJQWDlcDRATmIQWDm0L0DarPpcbRUyQF5LyAc9mzFAak3zjlMkMUBkzF1LyCcvQNxGA3gLRCpA7uvAOSOKLEBL6gQ0EbYsQBzr4jYa4CtAGJXUCWgSM0C4HoXrUcgwQFHaG3xh0jFAHhZqTfPOLED4U+Olm8QpQDvfT42Xbi5ACRueXik7MEBa9bnaim0xQCL99nXgHC1APL1SliEOMUADeAskKP4oQKyt2F923zBAqRPQRNhQLECBJsKGpycyQELPZtXnKjFACfmgZ7NaMUAc6+I2GsAsQDQRNjy9ci9ACtejcD2KLkD99nXgnDEwQAIrhxbZ7ipAqvHSTWKwMUAfhetRuP4yQBUdyeU/pC1AXI/C9SjcLEDM7snDQk0uQDj4wmSqwClAoImw4el1LEDcRgN4C/QwQJZDi2znuytAaW/whclkMUAZBFYOLfIsQAMJih9jzjBAMQisHFpUMECxUGuad1wwQB6n6EgubzNAf/s6cM4oMUCP5PIf0i8uQBE2PL1S9i9AqMZLN4nBMEAkufyH9BspQFvTvOMUXTFATYQNT68EM0BEi2zn++klQMBbIEHxozJATKYKRiVlIkB6xyk6ktswQFXBqKROIC9AB1+YTBWMMUALtaZ5xwkvQFR0JJf/8CtAaQBvgQTFJUCR7Xw/NV4rQCSX/5B+mzJAfoy5awlZMUDbiv1l94QsQDY8vVKWcTFAkKD4MeauJ0DUK2UZ4sgwQDsBTYQNfzJAQs9m1edKMEBhw9MrZdkyQHo2qz5XWyxAsVBrmndcMUAtsp3vp2YsQLbz/dR4KTFAKcsQx7q4MEA0gLdAgpI1QAN4CyQobjNAXwfOGVFqMUDHKTqSy38pQI2XbhKDgCdAf/s6cM64MUC9UpYhjgUwQFafq63YbzBAn82qz9U2NEDsUbgehTsxQGx4eqUs4y5AKqkT0EQYMEBTBaOSOgEmQO2ePCzUmixAm+Ydp+goL0B4nKIjuVwtQFg5tMh2nitAuK8D54yYMEBIv30dOEcuQDcawFsgMTFA48eYu5YwMkDzjlN0JNcyQIXrUbgexS1ADJOpglFpLkB0tRX7yw4pQG3F/rJ7Mi5Ake18PzUeLEAYJlMFo+IwQOPHmLuWUC1AVg4tsp0vLEBfB84ZUQozQGrecYqORC9AZohjXdxmLkCOBvAWSDAvQDbNO07R8S5AlrIMcawLLUCamZmZmbkwQP5l9+RhISlAklz+Q/rtMkBGJXUCmsguQNv5fmq89DJAINJvXwcuLEAp7Q2+MPkvQGgibHh6JSlAf/s6cM5oMkD+1HjpJnEwQDlFR3L5by9A3GgAb4GUMEBPQBNhwxMyQPVKWYY4tipA+MJkqmBULUAZc9cS8qExQArXo3A9SjRAQxzr4jbqMkB24JwRpT0tQAKaCBue/ixA2ht8YTKVLkBDrWneccozQEtZhjjWxTBAGXPXEvIhLUAFxY8xd/0xQJayDHGsSydAPQrXo3AdLEBR2ht8YVIqQCegibDhiTFAZapgVFJnMUDLEMe6uO0sQJhMFYxKKi9AbHh6pSwjK0Dbiv1l95QwQAYSFD/GnCtAdk8eFmotLUAT8kHPZjUsQJ/Nqs/VVipAObTIdr4fMUAaUdobfEEvQP7UeOkmMTNAXdxGA3hrMUDJ5T+k3z4xQO58PzVemjJA6SYxCKysMUA/V1uxv6wtQHsUrkfhmi9Aak3zjlP0L0DHKTqSy98wQGdEaW/wdTFAGsBbIEERMEDDZKpgVHIwQJyiI7n8VzJAVcGopE5AKkC62or9ZfcsQHDOiNLeEDFAFR3J5T8kNUBiodY076gwQBx8YTJVkCxAdQKaCBveL0DNO07RkcwxQOcdp+hI7i1Ar5RliGM9KUDpJjEIrJwqQAWjkjoBDS5AF7fRAN5iLUD/If32dWAwQNUJaCJs2DJA3nGKjuQiMkD+ZffkYaExQBB6Nqs+ZzBAAG+BBMXPLUCxv+yePMwxQOoENBE2nC5Asp3vp8a7MEAbL90kBgEvQJvmHafoyC5AS8gHPZulMEASpb3BFwYuQKAaL90kRipAgEi/fR0YMUBTliGOdfEpQHE9Ctej8CxAhlrTvOOkMEAeFmpN8w4mQPfkYaHW9C5AidLe4AvjMEDUK2UZ4ngwQJf/kH77GjBAQxzr4jaKMUAhsHJokW0wQBKDwMqhpS1AS8gHPZtFMkDEQq1p3lEvQPhT46WbBCxAfa62Yn8pMUBJLv8h/RYsQMNkqmBUIjBAke18PzWeKEDl8h/Sb98vQDBMpgpGhTBAldQJaCJMMkB4nKIjuVwrQGKh1jTvGDBA4JwRpb0BMECP5PIf0i8kQPrt68A5wy1AWYY41sUtMEDBqKROQFMwQMuhRbbzHTBA30+Nl25yMUDyQc9m1acxQJZDi2znWzBAL90kBoE1MEAibHh6pawyQKg1zTtOETJAm+Ydp+goMUBL6gQ0EUYxQBsN4C2QwCxAj1N0JJefLkB/+zpwzvgyQK7YX3ZPvjBAtoR80LOZLEA6I0p7gx8xQOeMKO0N/jFA8KfGSzeJLkCF61G4HmUzQH/ZPXlYKDFAgQTFjzEHMUDtnjws1DoyQKqCUUmdgC9AL90kBoFVNUBeS8gHPRspQG3F/rJ78ixAzF1LyAd9LUC/DpwzotQxQD55WKg1jSpAcM6I0t7gL0C0yHa+n+owQGWqYFRS1zJAkst/SL/NMUDjNhrAWxAyQAaBlUOLrC9AduCcEaUtMEDNzMzMzIwrQEXY8PRKuSpAyJi7lpDvKkDl8h/Sb38rQCUGgZVDizBAHThnRGmPKECfq63YX9YsQOqVsgxxrCdADi2yne9HMkCtad5xis4tQD55WKg1TSxAd76fGi+dMEDImLuWkF8yQDBMpgpG5S5AzH9Iv339LkAkl/+QfrsuQDQRNjy9EixAzTtO0ZGcLkD5MeauJcQxQFRSJ6CJwDNA4QuTqYKRLUB/2T15WEgrQH/7OnDOyClAZvfkYaHWLUCY3ZOHhaowQNxoAG+BBDNA0ETY8PRqKkD8GHPXEmIxQFZ9rrZiPy9Ay6FFtvN9MUByio7k8p8uQPs6cM6IMjFAzczMzMwMMkD0/dR46UYvQIY41sVtFDRAumsJ+aCnMEDRkVz+QxotQPkx5q4lRCpA/mX35GHhLECY3ZOHhVopQLWmeccp6jBAfa62Yn8ZMUA3iUFg5TAsQGN/2T15WClA7Z48LNTaM0Ck374OnNMvQDBMpgpGJS1APE7RkVweLEDHSzeJQYAtQP5D+u3rwC5A78nDQq2pLEB1kxgEVk4xQAmKH2PumidAEhQ/xtyVM0DdtYR80LMxQBgmUwWjsiZAUPwYc9ciMEDoaiv2l50wQLIubqMBbDFAApoIG56eLkAfhetRuK4yQEdy+Q/ply5AUI2XbhIjLkBEi2zn+1kxQHo2qz5XOytA8IXJVMHYMEAT8kHPZsUxQJjdk4eFui9AaW/whcnUK0CjI7n8h9QuQHlYqDXNGzVAQs9m1ecqK0C7uI0G8GYxQMDsnjwsdDBAA3gLJCg+LEDy0k1iEAgxQK5H4XoU/jFARpT2Bl8oMkCGyVTBqAQwQCBB8WPM/TBA4JwRpb3BLUAnwoanVyotQLivA+eMCDJAEHo2qz53MUCsi9toAG8rQIPAyqFFNitASZ2AJsKGLkCeXinLEBczQAskKH6M+TBAWYY41sVNLkCYbhKDwIovQPvL7snDYjNAtvP91HjpK0Aj2/l+anwpQK1p3nGKbi1AWYY41sXtLECPU3Qkl18xQGHD0ytlWS5AescpOpKrMECwcmiR7WwxQNk9eVioRTBAf2q8dJPYKkDDZKpgVHIwQKfoSC7/IS5AHHxhMlUwMkAzxLEubiMrQIqO5PIfcjBAUkmdgCbiK0AyVTAqqYMyQJZDi2znGzNAdZMYBFZeNEDChqdXykIwQLAD54wobS9AHHxhMlUAMEB1kxgEVo4xQLn8h/TbNzBAVg4tsp1fNEA2PL1SltEwQK+UZYhjfSpAoBov3SSWMUDdtYR80PMnQFdbsb/sHjBACmgibHj6J0DhC5OpgpExQGuad5yioy1A/fZ14JwRL0CBJsKGpxcyQPyp8dJNYipA1QloImyIMEDTvOMUHQkuQFfsL7snryxAOUVHcvlvL0AKaCJseGowQDbNO07R0S1AOPjCZKrgL0CQoPgx5k4wQJ0Rpb3B9zNA6Gor9pddLkD1udqK/cUtQJAxdy0h/y9AdQKaCBs+MUBa9bnair0rQJEPejarni9Adk8eFmptKUAOvjCZKlgzQGkAb4EEhS5A6Ugu/yF9MkDJdr6fGo8pQK36XG3FnjVArrZif9n9MEDGbTSAt1AxQJ0Rpb3BJzBAgZVDi2yHKEAtQxzr4nYsQOXQItv5DjFA+aBns+pTMUCI9NvXgfM1QGlv8IXJpDFA1sVtNID3KECfq63YXyYwQEtZhjjWJS5AaCJseHrlLkCyne+nxussQApoImx4eixAwFsgQfFDMEBxrIvbaAAxQLUV+8vuSS5AFmpN846zL0Ar9pfdk4ctQFwgQfFj7C1AVg4tsp1PL0ACmggbnt4uQLaEfNCz+ShAduCcEaXtMECBJsKGp0cyQPCFyVTBuDBA5BQdyeV/K0AEVg4tsg0xQAn5oGezCjFAS8gHPZvVL0BXW7G/7N4tQNbFbTSAlzNAcvkP6bevMkDOqs/VVmwuQF5LyAc9qzFA6pWyDHHcMEBm9+RhoVYtQNQrZRniSDNARiV1AprYMUChZ7Pqc3UvQGb35GGhZjBABFYOLbJdMUDOGVHaG1wwQLgehetRiDFAFYxK6gQULUDxY8xdSygxQEi/fR04RzFA5dAi2/l+LkCneccpOtIlQOY/pN++7ipA9bnaiv1lLkAqqRPQRPgzQAMJih9jfjFAfT81XrqJL0BF2PD0StktQPkP6bevYzBAayv2l90TKkDZPXlYqHUnQM4ZUdob3C1AEHo2qz53MkDqlbIMcYwwQI51cRsNoC5AWmQ730/9MUDXEvJBz8YpQLprCfmgdzBAmN2Th4U6LkBQ/Bhz1/IvQAXFjzF3LTFAejarPldLM0CfPCzUmqYrQOCcEaW9AS9AkzoBTYRdMUBn1edqK5YzQPaX3ZOHJTFAWRe30QDuMECsrdhfdi8yQEMc6+I2CjFAdCSX/5DeLkAIrBxaZBssQH4dOGdEGTFAqMZLN4mRMEBkO99PjbcwQCcxCKwcOilAP8bctYQ8MED+Q/rt68AtQCnLEMe6uCtAu7iNBvAWMUDtDb4wmaouQLTIdr6fGjFA5/up8dKtL0A3GsBbICEsQEMc6+I2+itAguLHmLtGMUBOYhBYOWQwQPH0SlmG2DNADeAtkKAoMEBPHhZqTbMxQFOWIY51kTBANe84RUfyMUBcj8L1KHwsQCgPC7WmyTFA4zYawFsALUA4Z0Rpb9AwQEXY8PRKWS5AtaZ5xyn6LED3deCcEYUsQLraiv1lly5ARUdy+Q+pL0DpSC7/Id0qQFioNc07bipAAG+BBMUPK0BGtvP91JgvQNuK/WX3RC5AdQKaCBsuMUC2hHzQs9kuQL4wmSoYlS1AXynLEMe6MEBxrIvbaAAwQK7YX3ZPni9AYVRSJ6BJMkCF61G4HiUuQLu4jQbw9iZANqs+V1vRLkAEVg4tst0tQMe6uI0G8CtAgZVDi2wHLED67evAOWM0QPYoXI/CJTBASL99HThnLkA51sVtNCAzQF8pyxDHejBAhXzQs1n1L0CamZmZmbkwQAfwFkhQXC5AHcnlP6SvMEBDHOviNvouQK+UZYhjXTJA2T15WKjFMEARx7q4jQYuQKhXyjLEgTJAsVBrmndcM0DMf0i/fW0xQBgmUwWjAjBAppvEILCyMED1SlmGOJYqQLbz/dR4OTRAu7iNBvA2MEA+6Nms+vwyQMoyxLEuDjBAx7q4jQZwMkB6pSxDHDsyQIxK6gQ0sSpAx7q4jQawLEA7cM6I0n4sQKOSOgFNhCtAZvfkYaGWKEDM7snDQr0yQFRSJ6CJIDBAnu+nxks3JUCq8dJNYrAtQI/k8h/SDzJACYofY+4aMUDJdr6fGi8xQNV46SYxKC9AZmZmZmZmLkCM22gAbyEzQCqpE9BEODJAKe0NvjD5MkCOBvAWSFAuQFtCPujZLCpABOeMKO1NNEAYldQJaAI0QDXvOEVHUi5AirDh6ZWyL0CppE5AE+EsQLyWkA96ljNAApoIG56OMUDaG3xhMlUuQAAAAAAAwC1A5/up8dLNLUCyne+nxkslQBE2PL1SJjFArWnecYrOLEAUrkfhenQwQDSitDf4Yi1AgQTFjzGXKkCiRbbz/ZQxQAtGJXUC+i9ApN++DpyTLkACmggbnh4qQFXBqKROkDBA5x2n6EhOLkAUrkfheoQwQOqVsgxxDC5A+u3rwDnjLUBIv30dOJc0QDj4wmSqAChABFYOLbIdMkAAAAAAADAxQGQ730+NBzFAuK8D54wILUBbQj7o2SwxQGrecYqOtDJAWMoyxLEOL0DysFBrmmcxQK+UZYhjvStA4lgXt9HgL0AAb4EExc8zQJayDHGsazBAxm00gLfALEAs1JrmHQcxQFfsL7snDzFAJXUCmghbMUAVHcnlPyQrQJ5eKcsQxzFAf2q8dJOoMkBa9bnail0wQDhnRGlvQDBAp+hILv8hM0CV1AloIuwvQI2XbhKDkDBA1xLyQc8WMEDysFBrmrcpQClcj8L1iC1AsVBrmnd8LkBfB84ZUfovQGRd3EYDyDFAiUFg5dCiL0CV1AloIowvQIbJVMGo5C1AUrgehevhMEAawFsgQfEtQNXnaiv2VzNAa5p3nKKDL0CBBMWPMTcrQAK8BRIUnzBAz2bV52oLMECLbOf7qXEvQLG/7J48/DJA1sVtNID3MUCoNc07TnErQJkqGJXUeTFAW9O84xQtMkC/fR04Z6QuQO2ePCzUqjFANBE2PL3yJ0BMpgpGJWUzQDnWxW00ACpA3pOHhVoTKUBNhA1PrxQyQMWPMXctITBAdZMYBFauL0A51sVtNMAsQOXQItv5DjFAM8SxLm5jKkBaZDvfTz0xQIj029eBIzJAUWuad5yCMEB6pSxDHNsyQLRZ9bnaSjBAuECC4sf4L0BGlPYGXxguQB1aZDvfry9ACRueXilbMUDBqKROQHMxQIMvTKYKBipALbKd76cGKkCKjuTyHwIyQKJFtvP9lC9AEOm3rwOnMUCLbOf7qZEnQHh6pSxD/DBAklz+Q/otL0Ch1jTvOLUwQMiYu5aQTy5AgZVDi2zHKkDXEvJBz5YwQGWqYFRSxzBAFNBE2PBULUAHX5hMFewxQIQNT6+UFTBAg1FJnYA2MUBIv30dOBcxQBueXinLkC1AYOXQItt5LkDM7snDQq0uQEku/yH9FitAHhZqTfMOMECOdXEbDdAwQAWjkjoBbS5ARiV1ApoIL0BhMlUwKikxQPJBz2bVpypA+zpwzohCMUBDHOviNrosQJhuEoPAii5AGJXUCWgiLEBiodY07/grQGx4eqUsoy9AQmDl0CJ7MUARx7q4jUYtQCqpE9BEmCtAKcsQx7oIMkBR2ht8YXIyQF3cRgN4SzBA8KfGSzepL0CBJsKGpzcyQNxGA3gLJDJAAwmKH2PuMEAeFmpN8+4wQNIA3gIJCi5A4QuTqYLxLEBxGw3gLdAsQM6I0t7g6ylAbjSAt0DiLUDoaiv2l50wQJSHhVrT3CpAxLEubqOBMUAJih9j7notQJOpglFJXS5As+pztRXbJ0CSy39Iv50qQBNhw9MrBTFAAG+BBMXvK0AldQKaCJsqQF3+Q/rtuzFAO3DOiNJeL0BHA3gLJEguQAfwFkhQPDRAylTBqKSOMEAqqRPQRHgrQAwCK4cWKTRAwOyePCy0L0AgQfFjzO0wQOjZrPpc7S1AiIVa07yDMEDy0k1iEJgwQBgmUwWjsi9AsVBrmnecLEC3Yn/ZPVkvQGWqYFRS5yxAcoqO5PI/L0BHA3gLJGgwQGPuWkI+CDFABOeMKO1dMEBkXdxGA9gvQJEPejarvixAFYxK6gQUM0BKDAIrhyYxQIcW2c730y9APnlYqDUNL0A+6Nms+pwsQESLbOf7iSxAc2iR7XwPMUDRItv5fgoxQMpUwaikzi9Ady0hH/QsLkBjf9k9eZgsQFTjpZvEoDBAdQKaCBs+LkCpE9BE2CAwQFg5tMh2vihAnKIjufxHMUCFfNCzWdUwQN21hHzQYzNAfoy5awlpMEBCz2bV52oyQBrAWyBB8TFAke18PzWuMUDhehSuR4EyQGPuWkI+KC5AXdxGA3hLMED99nXgnNEqQK8l5IOe7S9AiPTb14GjMEAv3SQGgaUzQDxO0ZFcfjBAqz5XW7E/MECQMXctIR8wQF3cRgN4Cy1An6ut2F8mM0CDwMqhRXYuQL99HThn5C1AWRe30QD+L0CYTBWMStowQAfOGVHaWzBAzTtO0ZH8J0BBguLHmCswQMGopE5AIzFANs07TtFhNEBbsb/snrwsQBdIUPwYUzBApb3BFyazL0DIBz2bVZ8wQHo2qz5XGy5AS+oENBH2LkDKw0Ktab4qQIC3QILiZzBA4umVsgwRLkDEQq1p3nEsQIzbaABv4SxAh6dXyjKELkBGtvP91JgvQNuK/WX3tDRAoBov3SSmLkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"394\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"395\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"396\",{\"typ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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"397\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"398\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"400\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"401\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"402\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"403\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"4Zf6eVMR/z9bXyS05dwAQDvHgOz1bvw/WK1M+KW+A0DPvYdLjjsBQHh/vFetzPk/HVpkO9/P+z8jhEcbRywAQILF4cyvZgNA4GdcOBCS/T+XxcTm49oBQGTrGcIxS+8/c2N6whKPAEDSUnk7wmn/P921hHzQcwFAX3tmSYDaAEB4uYjvxKwEQBCv6xfsBvs/4uR+h6JAAEDwbfqzH+kBQNhHp658FgFAHJlH/mDgA0B6/N6mPzsFQCgPC7WmOQRAHVpkO9/PA0Dwoq8gzVj/P7x0kxgEVgJAnZ0MjpLXBkDHaB1VTVABQAq6vaQxGgdApyIVxhYCBUBbzqW4qmwCQNXsgVZgiAVAI/jfSnasAUB40VeQZuwAQP+ye/Kw0AVAgsXhzK+mA0Cb5h2n6AgEQD8AqU2c3AhAKgDGM2hoAEBeS8gHPRsGQKVOQBNhwwFAUz9vKlIhBEBybagY528DQCkiwyreyAJAUn5S7dMxB0AX1LfM6bIGQBbe5SK+UwNAaAWGrG41B0C4dTdPdQgKQDz3Hi45rgdAY2LzcW2oB0Aj88gfDPwHQOXtCKcF7wBAuw9AahMnBUCD+pY5XRb8P1ioNc07jgdAUN8yp8viAkAZraOqCeILQG40gLdAggpARs7Cnnb4BkByxFp8CsALQD81XrpJDAhANKK0N/jCCEBMiSR6GcUIQNUmTu536AZA1XjpJjEIAEDY8PRKWQYPQJtyhXe5CAVAxVVl3xUBB0Bt4uR+h+IIQD6WPnRBPQtA1QloImy4DEBV2XdF8H8NQDi+9sySAA5AmSoYldTJBkDPg7uzdlsLQJp3nKIjeQtAx53Swfq/CEA0uoPYmUIEQHR7SWO0zgxAaMu5FFdVDEAF+kSeJF0FQE4LXvQV5AZALq2GxD1WCkBRZoNMMhIVQPXb14FzRgxAldQJaCKsDUBBt5c0RqsMQErvG197pgtAq1s9J72PEUB1sP7PYf4NQFnABG7dDQ1AYYkHlE15DEAqb0c4LTgNQNl8XBsqxg9Ajq89sySACkBmoDL+fQYIQBKgppat9Q1AhbGFIAdlBUCqmiDqPsAOQHkB9tGpyxNAYr68APtoDEC21hcJbfkRQJnTZTGx+QdANBE2PL2yEkBJhbGFIMcHQI/C9ShcDxBAhuY6jbQUA0B2/YLdsA0RQK+ZfLPNzQxAZDvfT42XDEAnvW987VkRQCegibDh6QxAsvShC+rbDkAY7IZti7IOQMfXnlkSIAhAp5GWytuRCUDrrYGtEmwNQOEoeXWOgQ9Aqz5XW7E/DkDecYqO5PIQQE60q5DyExRAptB5jV3CEkBnCp3X2AUSQLFQa5p3/BBABOJ1/YL9EkCvfJbnwR0RQARz9Pi9DRRAsmMjEK+rFEArE36pn/cQQIZa07zjNBBAZapgVFJnFEBUbw1sleAPQLg7a7ddKBNAOC140VfQCkDXhopx/iYWQAte9BWkORRA+WabG9MTEECpMLYQ5KAOQHTv4ZLjTg1Aayv2l91zEkCjHqLRHcQJQCS5/If0GxJA3sg88gcDD0Bv8IXJVIEGQFM/bypSARNAbAn5oGfTEEBGCI82jlgPQCp0XmOXCBRA+vIC7KPTCECIaHQHsTMSQHe+nxovfRJABWnGoulME0AkRWRYxZsTQCAkC5jArQ9AV3iXi/huEkDlszwP7o4RQCaqtwa2qhBAmdNlMbHZEkAczvxqDjAUQD6uDRXjnBFAIqtbPSe9EkDG3LWEfNAVQDS/mgMEkxBA5xiQvd79EEC2vkhoy3kPQM78ag4QbBVAsyRATS0bFUBDBBxClToSQEMEHEKVWhZAf03WqIeIE0BSSZ2AJqIUQME5I0p7Qw9AfXkB9tEpEEDLviuC/20VQARWDi2y/RFAc51GWirvE0Ak0csolvsRQN1B7EyhkxNAu0T11sAWE0BBSBYwgdsVQIC3QILiRxFAyNKHLqgvEEBWKxN+qX8TQA/R6A5iRxVAAFKbOLn/EECjzAaZZMQUQN+mP/uR4hdA9b7xtWfWE0C5/If02/cVQPg2/dmPNBVAnu+nxkvXEUC5GW7A58cRQP/KSpNSMBNAIk+SrpkcEkDkSdI1k28PQE9d+SzPoxZA+yKhLefyEEDlRLsKKb8UQOcdp+hIThZAd6G5TiMtEkBuNIC3QEIUQDPhl/p5kxdA10y+2ebmEUDy0k1iEDgcQEgWMIFbtxJAYJM16iFaFEB3EDtT6JwSQIDUJk7u9xBAN4lBYOWwEUDy7zMuHIgUQKEQAYdQxRlAqn06HjMQFEA9m1Wfqy0NQH2utmJ/mRNAM9yAzw9jE0DiI2JKJDEWQN/DJcedUhVAlltaDYk7E0C2hHzQsxkXQAdCsoAJPBtAYHZPHhaqFkCI1/ULduMWQFioNc07zhVAie/ErBdDE0AZraOqCaIUQAXFjzF3LRZA7FG4HoULGUBVpMLYQnAXQLn8h/TblxRAO3DOiNKeGEC9APvo1FUZQEa28/3UWBRAxebj2lCxF0CBW3fzVEcXQPQVpBmLRhlAjukJSzzgGUAEOShhpq0XQP/sR4rIsBlAvFetTPilF0AzMzMzM7McQKOSOgFNhBdA8KKvIM0YFUBhcTjzq5kTQDS/mgMEsxlAWvCiryAtEkCmft5UpMIcQO2ePCzUGhRAmGn7V1b6GECTUtDtJU0aQDUpBd1ekhhAv/G1Z5akHECSIjKs4o0WQFOWIY51cRtAeJyiI7mcGEAbnl4py5AXQB7cnbXbThZAbAn5oGfzGEAqV3iXi/gYQOXyH9Jv3xJAz72HS44bHkBkBirj38cdQIpZL4ZyYhlAXmiu00jLC0CNCwdCsgAfQFuZ8Ev9XBVAIqZEEr3MG0BN845TdEQaQDhnRGlvsBdAwCZr1EOkIUDB/1ayY0McQIV80LNZNRVAmMCtu3mKGEBXJvxSPw8eQOviNhrAexZAXI/C9SgcGEBYVpqUgi4dQKgd/pqsMRlAcvkP6bdPH0ADlfHvMw4eQIJzRpT2RhlAx53SwfofHUAu51JcVdYaQF3Ed2LWSxtAM4rlllaDF0DqBDQRNvwWQONrzywJUBlARKhSswdaE0BbmfBL/RwcQI/f2/Rnvx1A6UMX1LfMIUCOzCN/MDAXQFaalIJuLxVAmggbnl6JHEDDKt7IPHIZQOAQqtTsgRxARwN4CyRoHkByFva0w38bQCNKe4MvzBxAhqxu9ZzUHUBcj8L1KNwWQBdlNsgkwxpAkIMSZtp+GkDImLuWkE8ZQGkdVU0QtRpARyBe1y/4GkCyne+nxusaQA74/DBCOB9AVryReeSPF0Aep+hILr8fQCKOdXEbbRhAd4TTghedF0D8qfHSTYIgQHSYLy/Avh1AI0p7gy8sH0C5GW7A5yceQG9HOC14cRxAzeSbbW7sFEB6pSxDHCsgQI6vPbMkgBZAApoIG57+GEBcPSe9b5wcQDNt/8pK0xtALbKd76emGkBzY3rCEm8fQCe9b3ztaSJAOnr83qZfFkDgLZCg+MEgQMmOjUC8zh1AEHUfgNQmH0DYZI16iFYhQARWDi2ynRtAjLlrCfngIkBrZcIv9dMiQCOERxtHbCFAbRyxFp/yI0CWPnRBfasdQIczv5oDRBVAKCzxgLLpHEBbCHJQwuwgQFFmg0wyEh5AGjT0T3DxIUBrSNxj6WMdQDEIrBxaNCFA8Z2Y9WJYIUAg71UrE54cQGiu00hLBRtAD9b/Ocy3G0CzQSYZOYsfQG40gLdA4hhACcTr+gXrIkB3hNOCF50hQMoV3uUiviJAxHdi1othIkDWHCCYo7ciQNPe4AuTqRtAhhvw+WGEIEDjjcwjfyAgQPNUh9wMNyBAN+DzwwgRIECz0qQUdBsdQHugFRiyehFAvHmqQ24mHkBo6J/gYuUXQFTGv8+4kCFA8SkAxjOoHUBYObTIdl4hQGXfFcH/FiNACacFL/oqF0DZX3ZPHrYhQPphhPBoUyBA4X8r2bFxHkCyYyMQrzsgQNUhN8MN2BtA2lVI+UmVI0BxPQrXo8AjQFq77UJzHRlAUWuad5zCHEAZBFYOLZIZQGg/UkSG9RxAS7A4nPnlIEA+IqZEEl0cQHIW9rTDjyJApU5AE2GjHkCAK9mxEdghQLR224XmiiNA64uEtpzLIkA9CtejcC0hQJ30vvG1pxxAXANbJVj8IkAnvW987ckgQFQ1QdR9YCFAQ5CDEmYKIkCSs7CnHX4dQGGm7V9Z+SBANuUK73KRI0Cq1OyBVkAjQGDq501FqhhAXhH8byWbIUB5knTN5PsdQNc07zhFlyFAUps4ud8hHEDAs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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"406\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"407\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"408\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"411\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"413\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"414\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"419\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"ychZ2NMOFkCKsOHplXIfQOZ0WUxsnh1AhNiZQue1HUBl3xXB/yYjQP94r1qZUBtA0LNZ9bm6JEBrZcIv9bMYQOz6BbthexhAuECC4sf4J0BFniRdM/kfQM+9h0uOOyFABRcrajAdIUCdY0D2eqchQKNAn8iT5CJAeNFXkGZ8IUBv8IXJVGEkQG3i5H6HwhdA8tJNYhDoIECjdVQ1QXQiQOFdLuI7kSFA+IiYEkk0IEBYkGYsml4jQOY/pN++7iVATE9Y4gEFHEDtZHCUvOojQIenV8oypChAhetRuB6lJUBpb/CFyaQjQLx0kxgEFipAvjCZKhi1J0BV2XdF8F8bQMzR4/c23SFAj1N0JJffKUAXt9EA3qIlQG3n+6nxcitArBxaZDtfJkDCo40j1kIgQPRsVn2u1ihAldQJaCIsJUB3LSEf9EwmQEku/yH9NiVAARjPoKHfHkCtad5xio4kQDhnRGlvoCBAob5lTpcFIUAtQxzr4jYiQLAD54worSdA8tJNYhA4KUDvA5DaxDkjQN4CCYof4yVAoyO5/Ic0J0D1SlmGOLYYQInS3uAL0yRAnzws1JrGKkA2PL1SluEpQG8Sg8DKISlAT6+UZYhDLUBxPQrXo3AtQCL99nXgvCtA93XgnBGlJ0Cz6nO1FZspQNXnaiv29ydAtoR80LOZLUA9CtejcL0lQCUGgZVDSy5AAwmKH2OOJ0AmUwWjkrooQPYoXI/CtSxAC7WmeceJKkBZhjjWxa0kQBIUP8bcVShAppvEILBSJEDarPpcbQUvQE3zjlN0hCpAEFg5tMgWKUDhl/p5U/EiQCS5/If0WylAu7iNBvAWKEDHuriNBnAlQEdy+Q/pNy5AGlHaG3yBKEAT8kHPZnUnQLTIdr6fmi9A71UrE36JIUBSSZ2AJmItQGKh1jTv2ChAH4XrUbheMkCGyVTBqEQvQMx/SL993SxAcvkP6bdPLUAr9pfdk8ctQL7BFyZT1TJASZ2AJsIGKkCaCBueXqkrQDnWxW00IClAfoy5awn5KEDn+6nx0o0xQCV1ApoI+ytAqvHSTWIwJEDnHafoSG4sQGlv8IXJ9CxAnl4pyxA3MEAjSnuDL+woQHBfB84Z0ShANV66SQyCLEBlGeJYFzcsQJayDHGsaylAt9EA3gJ5NkBfKcsQx2owQOC+Dpwz4i9APnlYqDUNK0Ag0m9fB84nQMiYu5aQjypA1xLyQc+GMUAg0m9fB+4wQOPHmLuWYDBABFYOLbLdKEAc6+I2GsAmQFmGONbFjTBANs07TtGBMkB6Nqs+VxsuQDeJQWDlECZAkzoBTYRNK0CamZmZmZknQLTIdr6fKjBAMlUwKqkTMEDsUbgehWssQE9AE2HDYzBAj+TyH9IPNUBX7C+7J68lQLhAguLHyDBACD2bVZ8bM0Aofoy5a6krQNXnaiv21y5AIGPuWkI+LUCsi9toAK8yQIJzRpT2ZixAwOyePCxUKkC2hHzQswk0QPcGX5hMtSxAwoanV8qSLUDA7J48LHQzQM07TtGR3DFA8fRKWYZ4LUBQjZduEoMlQLgehetR2CRAtvP91HhJMkASFD/G3FUtQMdLN4lBQCpA3gIJih+zMkB4CyQofowyQLmNBvAWyDNAw/UoXI+iLEBJLv8h/TYoQHqlLEMcKzZAB1+YTBXcMEAW+8vuyXMwQBDpt68DBy1AS1mGONZ1MEB5WKg1zes1QCL99nXgjDFAmG4Sg8DKMEAOLbKd79czQB/0bFZ9jixAETY8vVL2LUCitDf4wkQoQGUZ4lgX9zBAV1uxv+yeL0CKH2PuWvIzQNxGA3gLhC5ADJOpglHJLUB1kxgEVv42QNbFbTSAdzFAPZtVn6ttLUDarPpcbfUwQDlFR3L53zVAMuauJeTzP0AbL90kBsEzQBB6Nqs+xzRAeJyiI7mcL0CZu5aQD2o2QKMBvAUSlCtArkfhehRONkBDHOviNloqQJYhjnVxyzJAKA8LtaZZLUCyLm6jAVwyQLu4jQbwJjVAbHh6pSzjMUCqYFRSJ1AxQPaX3ZOHpTZAlkOLbOfLM0BnRGlv8OUpQBNhw9MrhTBAcayL22jAL0BO0ZFc/iMxQO58PzVeWjBAvw6cM6JEM0Bpb/CFyQQ2QCBB8WPMbTNAZapgVFJHK0CBJsKGp6cwQI2XbhKD8DRAhA1Pr5Q1MEBa9bnain0xQJVliGNdXDRA07zjFB0ZOkAU0ETY8KQ3QNuK/WX3hDpAnKIjufxHMkDQRNjw9Fo5QMDsnjwsBDdA8kHPZtUHNkC1pnnHKdoyQFpkO99PPTBA9pfdk4e1OUDmriXkg243QISezarPBTtAd76fGi+NPECp3hrYKlEjQEymCkYlVTJAj+TyH9K/NECrPldbsX84QJM6AU2EjTdAB/AWSFBMMUB2cRsN4K0xQBdIUPwYMzFAXI/C9ShsM0BeS8gHPfsnQMcpOpLLDzZA+1xtxf5CMUDByqFFtsM5QClcj8L1ODdA2PD0Slk2NEB4nKIjuYwzQGEyVTAqaSRACYofY+7qO0DM7snDQg0kQDJVMCqpozdAUWuad5ziNEBfB84ZUYo2QC/dJAaBFS5A0ZFc/kMaOEAukKD4MaY5QJJc/kP6LSlAGy/dJAYhOUD4wmSqYGQ3QJyiI7n81zNAYVRSJ6A5NkBBguLHmLszQJvmHafo2DhAtMh2vp8KNEB/+zpwzkgqQMZtNIC34DJAfGEyVTC6OECcoiO5/Ic0QOm3rwPnPDdAEFg5tMiWOEAtIR/0bJY6QE2EDU+vBDRATKYKRiWlMECRfvs6cC43QO58PzVeOixAOGdEaW8gM0CfPCzUmvYyQECk374O3DNAw/UoXI/iOUAnMQisHGo5QLdif9k9mSpAGw3gLZBwNkD8qfHSTYIzQLbz/dR46ShAIR/0bFZ9M0AAkX77OjA+QHbgnBGlLTNA8fRKWYb4MEBuowG8BdIyQNQrZRniGDRAcayL22hgNEAdWmQ73283QI2XbhKDUDBAy6FFtvNNPEBwXwfOGRE6QNZW7C+7hy5ADAIrhxZ5NkCk374OnBM3QGuad5yiUzdAA3gLJCgeNkCsi9toAA87QCo6kst/iDJAWYY41sX9M0AIPZtVnwswQOF6FK5HcTdAArwFEhS/MUBcj8L1KJw5QBzr4jYaQDVAt9EA3gIpNUCcxCCwcmg9QDcawFsgAS9ASL99HTjnOUAGEhQ/xsw1QP+ye/KwID9AA3gLJCjeM0CdgCbChtc6QEcDeAsk6CxAIGPuWkL+N0CneccpOnI8QCL99nXgjDtATfOOU3TkNUDAWyBB8eMwQKvP1Vbs3z5A+aBns+qzOEDpt68D53wzQL6fGi/d9DdAjSjtDb4AMUD3Bl+YTJU3QIY41sVtFDVA+Q/pt6+DOUAX2c73UyM5QAn5oGez2jhA6Gor9pedO0AyVTAqqZM4QLsnDwu1JidALbKd76emM0CAt0CC4mctQHGsi9tosDlAArwFEhQfOkCyLm6jAWw6QK7YX3ZPjjJALv8h/fYFNkDD9Shcj0I0QGN/2T15mDBAyAc9m1WvN0BdbcX+sms9QD9XW7G//DFANxrAWyABN0CL/WX35KEtQJhMFYxKejJAnMQgsHIIMUAzMzMzM/M0QGdEaW/wRTxAIGPuWkIONEC+nxov3SQ4QBHHuriNtjRAB84ZUdp7NkBd/kP67cs5QOY/pN++XjlAtRX7y+6pNUBO0ZFc/kM5QCntDb4waTZA63O1FfsrN0B2cRsN4J0wQF3cRgN4CzVAFK5H4XpUNkCwA+eMKJ02QGEyVTAqSS9AcF8HzhnhM0BvEoPAyjE+QPwYc9cS0jhApHA9CtdjOEC6SQwCK9c0QLdif9k9eTxA7MA5I0pbMkCQoPgx5g44QP5D+u3rkDlAkst/SL/dMkCJ0t7gC2M3QEa28/3U2DpAMEymCkaVQEAdyeU/pO85QM6qz9VWnDxALpCg+DEGMkDpt68D56w5QHbgnBGlvTlAd76fGi/9OEDb+X5qvMQ6QNiBc0aUVjZAwhcmUwXjOEDvycNCrfk2QARWDi2yLThANqs+V1shPEAXSFD8GPM3QCL99nXg7DlArkfhehQuOUDKw0KtaU4+QNDVVuwvE0JABTQRNjy9N0DJdr6fGm8rQO2ePCzUGj9AumsJ+aAnPUCcM6K0N8g8QK8l5IOeLTZAD5wzorR3NUDsL7snDxswQOXyH9JvDzNAdnEbDeDtPUBSSZ2AJqJDQIEmwoanRzdAJCh+jLlLN0BUdCSX/0AzQDcawFsgGUBAeAskKH4cOkCiRbbz/SQ3QOoENBE2rDJAS1mGONbVOkClvcEXJpM3QPVKWYY4BjZAmbuWkA9KPkA4+MJkqiA6QO58PzVeyjZA2c73U+OlNkDMXUvIB507QLfRAN4CSTZAbVZ9rraSN0CppE5AExE0QHUCmggbfjRAklz+Q/rNKkCuR+F6FA4zQL3jFB3J9ThAMzMzMzOTKkDRItv5fho2QPMf0m9fxy9AFK5H4XoEN0DSb18Hzpk+QPCFyVTByDlAPZtVn6tNNEBqvHSTGMQ1QLx0kxgEnkFA5x2n6EhOOUBy+Q/ptx85QAisHFpkez5AsHJoke18O0Af9GxWfY4/QNejcD0K1zRAr5RliGPdN0APnDOitEc4QGiR7Xw/1TpARUdy+Q8JPUACmggbnm47QD55WKg1/TJAL90kBoE1JUDV52or9uc2QIzbaABvITRA30+Nl26yQEBeukkMAps4QPwYc9cSojtAQBNhw9NLOEAZ4lgXtyE4QILix5i7BjxAHHxhMlUQN0BU46WbxJA9QJHtfD81/jhAgLdAguLHOUAPC7WmeSc+QHRGlPYGLzVAiIVa07wzMkBhVFInoFk1QK1p3nGKXjJAXwfOGVGaO0AgY+5aQi40QEOtad5xKjNAkDF3LSG/LkAj2/l+akw7QJF++zpwrjhAIo51cRs9NkDQs1n1ueo3QD0K16Nw/TFAqRPQRNigNkB56SYxCMw4QD0s1JrmrTRAmN2Th4UaOkCyLm6jARwxQPFjzF1LqDZAZMxdS8g3MUDmriXkg54yQCKOdXEbzT1ATYQNT6/kPkAHzhlR2qs2QEw3iUFghTRAO3DOiNJOPEA+eVioNS1AQJjdk4eFujpAmpmZmZlpP0Df4AuTqSI3QLfRAN4CSThANs07TtEhNUBSuB6F68E9QOPHmLuWkDpAyAc9m1UPN0D6fmq8dFM2QLraiv1lpz5AutqK/WVnNUACmggbnl44QMWPMXctQT9AejarPleLOEBmiGNd3PY3QO0NvjCZ4kBAyAc9m1X/P0CBlUOLbAcwQL4wmSoYhTJAldQJaCLsOUCfPCzUmpY1QD2bVZ+rzTRAINJvXwdeO0BMN4lBYDU1QLn8h/Tb9zVAdy0hH/SsP0Dl8h/Sb085QKyL22gA3z5AW0I+6NmsPEADeAskKE44QOjZrPpcfTlA8x/Sb1/nN0CmCkYldSI3QN21hHzQgzdAfa62Yn/ZOUBwzojS3qA0QGpN845TJDZAJCh+jLk7NEBR2ht8YeI5QBKlvcEXFjlAXkvIBz1rNkCvJeSDnn07QAMJih9jPjJAMLsnDwsVO0DTTWIQWMk6QOqVsgxxjDlAdEaU9gavN0A9LNSa5jVAQMl2vp8a3z9AZohjXdxmPED67evAOfM1QEvqBDQRhjpAZ0Rpb/DlPUDNzMzMzOw/QN/gC5OpkjRA5fIf0m9vOUCTOgFNhG07QOjZrPpcLTlACD2bVZ8bO0DVeOkmMagrQHL5D+m3rzpA5fIf0m8POkC4QILix/gzQGq8dJMYFDpAHThnRGnHQEA3iUFg5WAwQHzysFBr2jxAeHqlLEN8K0Bn1edqK8Y4QNlfdk8elj1AcT0K16NwPEC6awn5oCc9QLwFEhQ/JjhAfh04Z0S5PUAep+hILt83QAYSFD/GbDdAliGOdXEbN0CXkA96Nis3QHDOiNLe8DdAufyH9Ns3PkAEVg4tsl01QPKwUGuaVzlAR3L5D+m3PkA4+MJkqiAuQFUwKqkTkDlAeVioNc0rPkDl8h/Sbx88QBueXinLADZA0gDeAgl6PECWIY51cRstQDMzMzMzAzNAZvfkYaEWPEC8lpAPerY8QFfsL7snbzZAEoPAyqHFMkBpb/CFyQQwQO7rwDkjWjJA78nDQq3pOEBSSZ2AJrI9QHo2qz5XqzdA5x2n6EhOPkAmUwWjkjo6QOOlm8Qg0DtAc9cS8kHPOUBCPujZrIJBQPXb14FzVj5Adk8eFmq9NEDEQq1p3nE/QJvmHafoeDhA6Ugu/yFNOkBQ/Bhz1zpAQFZ9rrZiDzdA0LNZ9bkaNUAAb4EExd88QNEi2/l+ijlAt2J/2T0pNkDUK2UZ4qg5QME5I0p7QzpAF7fRAN7iNEAu/yH99uU3QLprCfmg5zZAPnlYqDWNNUCI9NvXgaM8QHh6pSxDbDNAsi5uowF0QEBrK/aX3YM6QBrAWyBBIThALv8h/fZlPEAmUwWjkgo2QIPAyqFFVjdAKH6MuWvBQEBPr5RliIM7QNIA3gIJKjtAeVioNc3bNkBeukkMAks2QGdEaW/wBTlAc9cS8kFvOkC0yHa+n4o3QAIrhxbZ9kJArK3YX3bvNUDjNhrAWyA3QDEIrBxalDpALUMc6+ImMUA3iUFg5TA1QDarPldbIT1ADr4wmSrAQUBjf9k9eRg5QOJYF7fRIDtAsHJoke0cP0DHuriNBuhAQHxhMlUw+j9AUkmdgCbyOUASFD/G3HVAQMbctYR8OEBA9ihcj8KFOkDf4AuTqWI5QBe30QDe0jlAQYLix5g7O0A4Z0Rpb2BAQOf7qfHSDTxAqmBUUifQN0Csrdhfdl83QMsQx7q4XT9Aklz+Q/qNOUCh+DHmrvU3QDMzMzMzEz1AZohjXdyWQUBYqDXNO64zQLfRAN4CiTZALpCg+DHWPEA9LNSa5p0/QDqSy39IJ0FAy6FFtvO9OUC+MJkqGKU+QM/3U+OluzxAnMQgsHJoPEAwuycPC+U2QGfV52ordj5At2J/2T3pOED8qfHSTdI9QFD8GHPXkj9AsAPnjCidN0ALJCh+jFk7QMSxLm6jATlAmpmZmZmJOUC8dJMYBHY8QFRSJ6CJkDpA/tR46SYhQkB+HThnRIlAQCNKe4MvHD9A3SQGgZVDOEC30QDeAtk6QOY/pN++bjxAaJHtfD9FOkDWxW00gKc+QG3F/rJ7AjBAO3DOiNLON0AdWmQ73484QESLbOf7KTpA0ETY8PQaOEAIrBxaZJs0QI0o7Q2+GEFAqRPQRNhgPkBKe4MvTIY3QJYhjnVxA0BA3GgAb4FkPkAsZRniWOc4QPCFyVTBaD1An6ut2F92PED2KFyPwpU9QBueXinLsDVADk+vlGWoOkA51sVtNDA8QBKlvcEXNjxAgy9MpgpGNEBxPQrXoxA8QKW9wRcmEzlAOPjCZKrQMUAdyeU/pN86QEOtad5xGj5AC0YldQKqN0BMpgpGJRU5QKhXyjLEcUFAZmZmZmY+QkAwTKYKRuU5QGiR7Xw/NTlAJJf/kH4LOkCSy39Iv209QNxGA3gLRDRAXCBB8WNMM0CKsOHplZI2QEymCkYldThADXGsi9sIQUDxY8xdS0BBQPp+arx0EzhAObTIdr4POEA730+Nl849QMnlP6Tf3i9A4C2QoPjpQEAyVTAqqdM8QA4tsp3vtztA7zhFR3JZLkB5WKg1zWtAQMgHPZtV3zxAwoanV8qSQECOBvAWSHhBQBniWBe3oTdAEFg5tMg2QkAfhetRuC41QF+YTBWMOkRALSEf9GyGM0AijnVxG/06QCUGgZVD20BAJQaBlUM7N0BRa5p3nOI7QHZxGw3gfThAF9nO91MDOEA4+MJkqsA7QPXb14FztjRAm1Wfq62IOkArGJXUCfg6QOAtkKD4UTtAGQRWDi1iQUAZBFYOLWI/QOELk6mCQT1AK4cW2c5HPkBeukkMAis7QLhAguLHSDlA0NVW7C9bOkCRD3o2q644QEmdgCbCBj1AvAUSFD82OECGyVTBqLQ0QAkbnl4pC0BAzH9Iv31NOEBlqmBUUsc1QF3+Q/rtmzVAOUVHcvnPQEATYcPTK7UzQKhXyjLEgTxAzojS3uCjQECcxCCwcsg5QAg9m1Wf+z5AB1+YTBWsPUCDL0ymCpY6QDMzMzMzMzdA/tR46SaRL0A17zhFR5I4QBkEVg4tsjxATYQNT68EQECYTBWMSvo9QNDVVuwv2ztAUWuad5wSOUBWDi2ynS83QE+vlGWIw0BAd76fGi9tPUBvgQTFjwFBQJYhjnVxqzRAQs9m1eeaOkBLWYY41hU1QNPe4AuTCT1APZtVn6tNOUDByqFFtmMzQCegibDhuTNAiGNd3EZzPUBX7C+7Jx82QOf7qfHSPTpAbqMBvAWCMkBMN4lBYIU4QAaBlUOLHDtAeekmMQg8OEB24JwRpV0+QGiz6nO1hTZA/mX35GFxOUArGJXUCUg5QJCg+DHmnjxAQ61p3nHKOEDwFkhQ/BgzQMnlP6TffjpAMEymCkYVPkAOT6+UZRg5QJVliGNdbDFAhXzQs1mVPUDjx5i7lmA7QCNKe4MvfD1A5IOezaofO0CjI7n8h0QwQBsN4C2QcD5Afoy5awlxQUA4Z0Rpb0A2QMZtNIC34C9AK/aX3ZO3OUDqlbIMcdw4QMNkqmBUkjpA5q4l5IO+OUA/NV66Saw6QIEExY8xtz9A+u3rwDmjOkAEVg4tsl0zQNO84xQdiTNAZF3cRgNYPkDf4AuTqQpBQKVOQBNh4zhAZRniWBfXP0As1JrmHQcyQJkqGJXUST9AB84ZUdoLP0BkXdxGA5hAQPcGX5hMtTpAQj7o2ayaM0AxCKwcWsQ6QKvP1VbsDzZAUiegibDRPUAXt9EA3uI4QOoENBE2zEBAxm00gLfwMUBd3EYDeOs8QCDSb18H7jdA48eYu5ZwNkDaG3xhMs1AQFg5tMh2HjdA9dvXgXNWQkBZhjjWxd0yQM6I0t7gSypATx4Wak0zNUDpt68D52w+QK7YX3ZPHkBAnDOitDcYPEC8BRIUP4Y5QDojSnuDfzpAE2HD0yuVN0BUdCSX/8A5QNlfdk8eRj5A+1xtxf6SNkAqOpLLfyhAQBlz1xLyATtAokW28/20NEBAE2HD0+NAQFUwKqkTsD1A+1xtxf4yNkBtxf6ye6I5QAtGJXUCqkJAPujZrPrMOkAtIR/0bIY7QDarPldbgT5AZ9Xnaiv2M0CsHFpkOz80QOM2GsBb0DtA8KfGSzf5N0C3Yn/ZPWk2QM3MzMzMHDRAMZkqGJXkOED3Bl+YTKU8QO58PzVeyjdAi/1l9+RhOEB6Nqs+Vws3QABvgQTFnzxAYcPTK2WpOEA3iUFg5UA5QOcdp+hIlkBAUI2XbhKjOkB4eqUsQxw/QGkAb4EEZTpArK3YX3YvQkCZKhiV1Dk4QP8h/fZ1kDdAAwmKH2NONUBYObTIdmZAQP5l9+RhYTNAZapgVFLHOEA8TtGRXFZAQJzEILByEEBAZMxdS8inPUAgY+5aQm4+QPOOU3QkNzlA+8vuycMyOUDmriXkg74vQEJg5dAiez5AFR3J5T9UOkDLEMe6uKVCQE5iEFg5REFA4C2QoPjxQEAmUwWjkto6QI51cRsNsDxAt9EA3gJ5PkCjkjoBTcQ5QNJvXwfOGT9AAU2EDU+vNUCBBMWPMQczQO84RUdyWThAEce6uI0WPEBHA3gLJKg0QPfkYaHWpDVAYhBYObT4M0CIhVrTvPM8QD9XW7G/bDNAiGNd3EYTM0B/2T15WKg5QF3cRgN4iz5A0ZFc/kN6NUCutmJ/2e04QDMzMzMz4zhAUI2XbhJTOEDXEvJBz5YzQCZTBaOSSjlABOeMKO3tNEDnOo20VP4jQJ/Nqs/VNkJAescpOpLrLkAtsp3vp7Y3QMPTK2UZIjhAbef7qfEiPUAwuycPCyU/QCQofoy5SzZAEoPAyqGVNkCze/KwUDs0QMrDQq1pHjlAzojS3uC7O0BkXdxGAxhAQJhMFYxKmjtAzO7Jw0KdPEDByqFFtsM3QLraiv1lNztA5/up8dJdNUA8vVKWIU41QAK8BRIU7ztA63O1FfvLNkDqBDQRNiw8QN/gC5OpUjxAGsBbIEGxNUBI4XoUrjc7QG+BBMWPyUBA4lgXt9EwPkBWfa62Yk89QM/3U+Ol+zZALbKd76c2P0ArhxbZzrc7QLwFEhQ/lj9Ab4EExY/ROkBO0ZFc/vM/QK7YX3ZP7jVA8kHPZtXnMUDhC5OpgrErQO84RUdyaTlApSxDHOvCM0Bd/kP67Zs4QHzysFBrKjZAnRGlvcG3N0BmZmZmZsY8QMPTK2UZYjBAPnlYqDVdOkCuR+F6FM46QNJvXwfOEUBAih9j7loyN0AKaCJseGo/QJqZmZmZeUJAPZtVn6stO0CF61G4HnUyQMBbIEHxYzhAU5YhjnXRPEDOiNLe4Ks6QG3n+6nx+kFAHHxhMlUwNUC/DpwzokQ/QG3n+6nx8jNA6Nms+lyNMUAFNBE2PL03QLUV+8vuiTlAf9k9eVjoOUDF/rJ78lA4QIMvTKYKhjBAXdxGA3grQUBeukkMAps5QGsr9pfd8yZAb/CFyVSRM0Df4AuTqUI+QHsUrkfhWj5AImx4eqUsP0A=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"420\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"aW/whck0JEAVAOMZNOQiQEurIXGP1SJAUwWjkjohJEBBguLHmHskQIbJVMGoxCRAzczMzMzMJECWIY51cXslQEMc6+I2eiVAJ8KGp1cqJEDIzXADPg8jQDm0yHa+LyNA+n5qvHSTJkAZ4lgXt1EnQCZTBaOSOiZAZRniWBdXJkCTGARWDq0mQP8h/fZ1YCVAK/aX3ZNHKUBRa5p3nKIpQIC3QILihyhAz/dT46UbJ0CV1AloIgwoQJT2Bl+YbCZAD5wzorSXJ0A4+MJkqgAnQK36XG3FHidAwOyePCx0KUBX7C+7J68oQJwzorQ32ChAzojS3uBLKEB4CyQofkwmQAisHFpkeylAY+5aQj5IKEAeFmpN8y4pQCxlGeJY9yZArkfhehQuKUDvOEVHcvkrQH3Qs1n1eShAcM6I0t7gK0BcIEHxY6wnQFmGONbFTSlAZMxdS8gHLUCpE9BE2PAsQCPb+X5qXCxAQ61p3nEKLEBvgQTFj/ErQBB6Nqs+ly1AXynLEMfaKkAwTKYKRiUtQI4G8BZIECxAgLdAguJnKECPU3Qkl18wQATnjCjtTS1AXynLEMeaKUD7XG3F/tIuQGDl0CLbGStAOPjCZKoALkB/+zpwzogqQDsBTYQNDypAD5wzorTXLkAJG55eKastQEvIBz2b9S5A+aBns+rDMEDxY8xdS6gvQOF6FK5HASpAyAc9m1W/LUCGyVTBqIQtQBb7y+7JIyxA9wZfmEwFMEBN845TdMQuQGB2Tx4Wqi9AeAskKH6ML0AAkX77OjAvQJVliGNd3C1AMEymCkZlMUBJnYAmwiYwQNPe4AuT2TBAM8SxLm4zMECqYFRSJwAvQJ7vp8ZLdzFAowG8BRJUMUBZF7fRAO4wQE5iEFg5FDJAUkmdgCayMUBVwaikToAvQEGC4seY+y9A6Nms+lwtMkDoaiv2lw0yQBHHuriNdjFAUwWjkjphMkBCYOXQIusyQFwgQfFjvDFAL26jAbx1M0BvEoPAypExQBKDwMqh1TFAjZduEoOwMUCM22gAbzEyQJp3nKIj6TJAKVyPwvXYMUADeAskKL4zQOOlm8QgsDFA7MA5I0qbMUDLoUW2800yQGWqYFRSlzJA0NVW7C8LNEDKVMGopC4zQJCg+DHmTjNAcT0K16PgMkByio7k8h8zQJ0Rpb3BNzNAt9EA3gJJMkC8dJMYBIYxQCntDb4wKTFAiIVa07wjM0CQMXctIV81QGKh1jTveDNAuK8D54x4MkAXt9EA3jIzQN6Th4Va4zJAio7k8h+SMkAp7Q2+MJkyQMBbIEHxIzVAXf5D+u0bNUCWQ4ts53syQBKlvcEXhjNA+n5qvHRTM0Cz6nO1FTs1QNO84xQdOTVAlPYGX5i8NkDtnjws1Jo2QJHtfD81HjRA3SQGgZVTN0DWVuwvu2c2QDY8vVKWgTZATfOOU3TkNkDNO07RkXw3QAMJih9jTjVAE/JBz2aFNEAkl/+Qfks2QAwCK4cWuTZANe84RUdyNUBYqDXNO542QNXnaiv2ZzdA3SQGgZWjN0AdWmQ73881QFioNc07fjhAGlHaG3xBNEDr4jYawMs3QFHaG3xhIjdADeAtkKDYNkDA7J48LHQ0QP5D+u3rYDdAFvvL7skTNkClLEMc62I4QAn5oGezujRAY+5aQj7YNkCIhVrTvJM5QME5I0p7QzVAINJvXwdeNkDsL7snD2s3QBSuR+F6pDdADr4wmSp4NkDUmuYdp0g2QJhuEoPAejdARiV1ApoIN0Bd3EYDeLs6QFMFo5I68TpA/fZ14JzxNUBrmnecohM3QJM6AU2EPTdANs07TtHhOEBB8WPMXes1QLmNBvAWCDtA9GxWfa6GNkA8vVKWIU45QNO84xQdiTpAR3L5D+mnN0ApXI/C9eg1QLprCfmghzlAT0ATYcMDNkDImLuWkB88QJp3nKIjqTpAbHh6pSwDOEDJ5T+k3644QBgmUwWjojlA4XoUrkexOUBlGeJYF2c5QNEi2/l+2jpAMEymCkb1OEBiEFg5tBg4QEGC4seYyzlAgSbChqcXOUDSAN4CCdo5QKMBvAUSlDtA46WbxCDQOUA9CtejcB06QOlILv8hPTlAjZduEoMQOUDFILByaME5QEVHcvkPKTtAjnVxGw2AN0BkO99PjTc7QC0hH/RsVj1AkzoBTYSNO0A/NV66SRw7QFFrmneckjxANV66SQzCO0BEaW/whUk7QKyt2F92/zhA+MJkqmAEOkDZPXlYqBU4QCcxCKwcejtAcayL22hQOUD+1HjpJqE5QMUgsHJoQTpAbef7qfEyN0DUK2UZ4gg6QMBbIEHx4zdAayv2l90TN0D1SlmGOFY5QLAD54woTTtAn6ut2F/WO0Aofoy5a8k8QNlfdk8e1jxARPrt68DJN0CMuWsJ+bA8QAfOGVHaeztAPzVeukmsPkDzjlN0JOc4QGuad5yioz1A+MJkqmAkPUDy0k1iEJg8QN4CCYofYz1A3SQGgZVzOUAKaCJseFo9QBE2PL1SljxAFK5H4XoUOkB6xyk6kqs+QCBB8WPMDT5ACfmgZ7OqPUBE+u3rwAk8QIGVQ4tsJz1ArBxaZDtfPkDT3uALk4k+QJayDHGsiz9ARPrt68CJPkDhC5OpgiE9QOhqK/aX/T1A+aBns+qDPkBos+pztcU+QKd5xyk6ckBADJOpglHpPUCoxks3ifE8QGKh1jTveEFAG55eKcvwOkDAWyBB8cNAQLn8h/TbBz9At2J/2T3ZO0CHp1fKMkQ7QNcS8kHPRjxAETY8vVI2QEDwp8ZLN0k8QB1aZDvf7z1AKjqSy3+oP0DmriXkg34+QBNhw9MrNT1A9ihcj8J1PkBkzF1LyAdAQHicoiO5PD5AFYxK6gQEPkAs1JrmHZ9AQPFjzF1LaEBAB1+YTBWcP0DZX3ZPHiZAQLRZ9bnaaj9AUiegibBZQEAJih9j7so8QM07TtGRBEBAnRGlvcE/QED0bFZ9rsY+QGlv8IXJrEBAswxxrIv7PkDXEvJBz8Y/QIZa07zjpEBAwTkjSnvjQEDnjCjtDYZCQMNkqmBUUjxAg1FJnYD2PkA9CtejcK0/QP5l9+Rh4TtAr5RliGNNQUBVwaikTnBAQIXrUbgehUBAgnNGlPbWQUD129eBc05BQK5H4XoUtkBAYTJVMCoJQEBvgQTFj8FAQIPAyqFFlkFAx0s3iUGwQUCjI7n8hwRAQIY41sVtpEJAbVZ9rrZyQECR7Xw/NSZCQMWPMXct0UBAC0YldQISQUB4nKIjuWw/QGwJ+aBnkzxAGQRWDi1aQEBUUiegiXhAQOhqK/aXdUFAhetRuB41QUD5oGez6itAQJwzorQ3SEBAcM6I0t5AQUBpb/CFycRBQLaEfNCz2T9A4umVsgxRQkAYldQJaBJBQFyPwvUoZEBAN4lBYOU4QEA7AU2EDb9AQHDOiNLeUEBA2/l+arxcQUC94xQdyX1BQMSxLm6jQUFAfPKwUGsyQEDqBDQRNqRAQDqSy39Il0FA2PD0SlmOQEBhMlUwKsFBQPvL7snDIkFAX5hMFYyqP0Atsp3vp3ZAQOwvuycP00BAAJF++zooQkAr9pfdk19CQGPuWkI+cEFADAIrhxaJQ0BXW7G/7B5BQHctIR/0nEBAZ0Rpb/D1QUA0orQ3+AJCQBsv3SQGoUNAqDXNO065QEAOT6+UZXhBQOC+DpwzqkJAbAn5oGf7Q0Cz6nO1FVNDQEI+6Nms6kFAB1+YTBWsQUDT3uALk+FBQOqVsgxxzEVAj8L1KFxPQUDZX3ZPHsZCQMBbIEHxu0FA0m9fB84pQkB6pSxDHHtCQACRfvs6oEFAAwmKH2PWQEC8BRIUP25CQEdy+Q/pj0FA2c73U+PNQ0BuNIC3QKpCQLG/7J48bENAXCBB8WMsRED7XG3F/lJDQP5l9+RhAUNAiIVa07x7QkAUP8bctaRAQPXb14FzLkNAGlHaG3wRQ0BN845TdMxCQGlv8IXJBEBAaLPqc7VtQkCI9NvXgVtDQIofY+5aEkNAIbByaJF9QUD1SlmGODZCQCqpE9BE8EJATtGRXP6rQEDKVMGopPZBQNlfdk8elkFAbAn5oGeDQkAGgZVDi8xCQFCNl24S+0FAWvW52op1REAibHh6paRCQGFUUiegIURAdLUV+8ueQ0C7Jw8LtSZCQP8h/fZ1MEFAZ9XnaivGQkAbL90kBglCQOlILv8hzUNAz2bV52r7QUDF/rJ78mBDQNIA3gIJqkJAylTBqKTeQEAbDeAtkKBDQEMc6+I2okNAUiegibAZQkDlYaHWNNdCQIqw4emVckVA8rBQa5rPQ0DFILByaJFCQLByaJHtPENAjZduEoOwQkCOBvAWSAhCQNk9eVioTUNAx0s3iUHQREBrK/aX3ftDQP+ye/KwmERA7Z48LNSqQEDLEMe6uK1CQO2ePCzUCkNApSxDHOuiQ0DMXUvIB21DQPMf0m9fT0NAgSbChqdHRUAnwoanV6pBQNuK/WX3HERAH4XrUbguQ0ALJCh+jFFEQBb7y+7Jy0RAm+Ydp+hQRUDChqdXyoJDQDQRNjy9ykNA0m9fB875Q0DOGVHaGzRDQFuxv+yeFEVAmggbnl5JREAFo5I6Ab1EQKFns+pzBURAPzVeukl0RECYTBWMSiJDQLWmeccpGkRA2V92Tx6uQkBvEoPAyqlDQOjZrPpcDURAyeU/pN9eQ0Ay5q4l5KtEQPJBz2bVZ0JAuK8D54wgRUAofoy5awlFQLWmeccp0kRAK4cW2c5vRkCLbOf7qZFEQJqZmZmZYUJAak3zjlNEQ0DsL7snDytFQE3zjlN0lENAP1dbsb9MQ0AAkX77OkhEQJZDi2znO0NAwoanV8pyRUBOYhBYOSRFQHctIR/01EZASgwCK4fWREAFxY8xd8VEQNGRXP5DAkVA5/up8dLNRUDo2az6XHVCQO2ePCzUIkNAS8gHPZt9REBIUPwYc7dFQC0hH/RsPkRA1sVtNIA/REDbiv1l9xxBQJtVn6utuERAGCZTBaMiRECSy39Iv91GQCS5/If040NAMnctIR+0RkAbDeAtkGBDQAU0ETY8NUNAxyk6kssvQ0ClTkATYcNEQAaBlUOL/ENAGy/dJAaJREDtnjws1HJGQNiBc0aUTkVAylTBqKRuRUB/arx0kzhFQFRSJ6CJUENAXkvIBz3TRUDOGVHaG1xEQJF++zpwdkVAEFg5tMiGREAE54wo7aVDQD/G3LWEbEVAjnVxGw3IRUCx4emVsvxDQDAqqRPQjERAkDF3LSFXQkDA7J48LAxKQCgPC7WmSUZAFD/G3LWkQkAgY+5aQmZGQL4wmSoYJURA845TdCTXRUCAt0CC4ndGQBpR2ht8EUZAsb/snjxMQ0C3Yn/ZPVlEQGiR7Xw/9UNAxY8xdy3xQkAc6+I2GrhDQHqlLEMcu0RAxSCwcmiRRUAZBFYOLcpFQHzysFBrKkVAx7q4jQaoREApXI/C9YBFQCbkg57NckVAUI2XbhLLRUDgnBGlvUlDQOSDns2q/0RAeVioNc1DQUBZhjjWxXVFQFTjpZvEeEVAyxDHuri1RECQMXctIS9FQK1p3nGKFkdAG55eKcvYQ0DfT42XbmJHQBIUP8bcDURAysNCrWkWREAkufyH9PtGQPLSTWIQSEdAPQrXo3CVRUBuowG8BZpGQBWMSuoEjEdAaCJseHrtRkB3LSEf9JRGQEcDeAskIEZAl5APejYbRkDXEvJBzzZFQK1p3nGKHkVAjSjtDb5oRUBkO99PjR9FQNPe4AuT8URAH/RsVn3OREAwTKYKRiVGQMKGp1fKkkJAhJ7Nqs/FRkAAAAAAAGhHQABvgQTFH0VA+8vuycO6RkDoaiv2l8VGQIy5awn5cEhA4C2QoPi5REAZBFYOLdpFQDxO0ZFcBkZAn6ut2F92RkBHcvkP6ZdFQC6QoPgxbkVAMCqpE9DMQ0DswDkjSkNFQI9TdCSXz0VAUI2XbhKjRkD2l92Th6VJQBTQRNjwpEJA+1xtxf4CSEDgLZCg+NlEQOM2GsBbmEZAIGPuWkLeRUBYqDXNO3ZGQCh+jLlrgUVAf/s6cM5gREAJih9j7jpGQBzr4jYaiEdAY3/ZPXmoRkA17zhFR+pGQOOlm8QgMEVAN4lBYOWIRkDjpZvEIMhFQCV1ApoIi0dAqz5XW7EPRkBSuB6F66lFQOm3rwPndEVAysNCrWkeRUCU9gZfmBxGQFJJnYAmwkhAObTIdr5vRkDQs1n1uUJHQBfZzvdTC0ZAVOOlm8SwREBfKcsQx/JGQHDOiNLesERA8tJNYhBoRkCsHFpkO69GQBrAWyBBGUZABaOSOgFdR0AN4C2QoOhGQAK8BRIUf0dAwaikTkAjSEC94xQdyR1GQB1aZDvfx0VASFD8GHMnRkCDUUmdgCZJQOqVsgxxpEZAhjjWxW2ER0CIY13cRqNGQCBB8WPM3UdABhIUP8b8Q0AwKqkT0CxIQNBE2PD0gkVAy6FFtvNNR0BkXdxGA8BGQOeMKO0NNkVAYVRSJ6BxRkAHX5hMFaRGQF3cRgN4U0hAKxiV1AkYRkDV52or9udHQCKOdXEbxUZAyJi7lpCvRED/snvysAhFQLsnDwu19kVAdnEbDeCVRkAOvjCZKkBHQGRd3EYDmEdA6pWyDHHsRkC8dJMYBD5GQBPyQc9mDUVAYhBYObRIR0DHKTqSy89JQNxGA3gLtERArfpcbcVeRUBoke18P4VHQJYhjnVxO0ZA1CtlGeIYRUDgvg6cM1JGQBueXinLmEdAeVioNc2rRUCEns2qz3VEQI4G8BZIeEdA6pWyDHHMR0B6Nqs+V8tGQJM6AU2ETUdAH4XrUbi+R0BL6gQ0EVZIQF5LyAc900hAJ8KGp1dqRUANcayL21hIQLFQa5p3REdA4L4OnDNKRUCkcD0K17tHQOeMKO0NpkZAQmDl0CKbR0Bb07zjFMVFQD7o2az6LEdA1CtlGeJoRUBq3nGKjkxHQDGZKhiVxEZAYHZPHhZyR0A17zhFR6pJQKqCUUmdyEZABFYOLbK1SEAOLbKd7w9JQMpUwaikFkZAio7k8h+aR0D5MeauJTxFQIqO5PIfSkdAL26jAbz1RUC5/If02zdHQDC7Jw8LzUZAUI2XbhKbSkD9h/Tb1xlHQLFQa5p3/EdADXGsi9vwRUB7gy9MpiJIQNPe4AuT8UdAOGdEaW+wQ0CBJsKGp3dHQD55WKg1VUdAo5I6AU3ERUBUdCSX/5hFQHKKjuTyf0hAhxbZzvezRUCrPldbsf9GQLhAguLHQEhAPL1SliHOSUBpb/CFyaRIQDvfT42XjkdA8BZIUPwwR0C0yHa+n6JEQPW52or9JUlAT0ATYcPTR0Cx4emVslxJQKYKRiV1GklAhslUwagkSEAW+8vuyWNHQOqVsgxxVEdAXynLEMeyRUCutmJ/2fVGQNbFbTSAJ0hAeekmMQisRECKjuTyH4JHQEXY8PRKIUZAZmZmZmYmRkDwp8ZLN3FEQGKh1jTvCEdA+aBns+rLRUACmggbns5KQHZxGw3gXUdAjZduEoMwR0AijnVxG/VGQEHxY8xdC0hA845TdCS/R0B0tRX7y5ZHQL4wmSoYtUZAA3gLJCiGSEDtDb4wmRpFQGb35GGhPkhAYHZPHhaaRkAmUwWjkmpHQILix5i7hkhAaLPqc7WNSUBNFYxK6sxJQLFQa5p39EdAc9cS8kH3SEBbQj7o2SRFQGpN845TrEZA16NwPQr/SkB2cRsN4HVHQCPb+X5qLElAJ6CJsOF5RkDOqs/VVuxIQEATYcPTc0pA0ETY8PRiR0Bt5/up8eJJQEJg5dAii0ZAeqUsQxzbREC1FfvL7plKQFFrmnecakhA3gIJih/jSUDlYaHWNLdGQKqCUUmdgEZAC7WmecdJSECC4seYuzZHQG6jAbwFikhAKjqSy3/AR0DKVMGopIZIQE0VjErqxEZA/Bhz1xLSRkAH8BZIUJxIQNv5fmq8FEhA1edqK/aPSEBos+pztT1MQB3J5T+kV0VAG55eKctISEDjpZvEIMhHQGB2Tx4WskZAq8/VVux3SUDCFyZTBZtHQG3F/rJ7YkVAliGOdXEjR0Dn+6nx0sVFQGb35GGhJkhAQmDl0CITR0Ar9pfdk99IQP5l9+RhkUdAp3nHKTrSSEDD9Shcj7JFQNSa5h2nKEZAguLHmLuOSEDu68A5I4pFQKFns+pzzUdAguLHmLvOSkA2qz5XW5FIQOhqK/aX7UhAgy9MpgqmSECjI7n8h8xHQLaEfNCzcUdANqs+V1spSEBy+Q/pt1dJQERpb/CFIUtAf2q8dJPoSUA730+Nl9ZIQGrecYqOrEdAC0YldQLSR0AgY+5aQm5IQPLSTWIQSEhAJ6CJsOGhSEAg0m9fB65GQJ2AJsKGt0dAduCcEaVFS0DKw0Ktaa5HQNBE2PD0MkxAF7fRAN66R0CfPCzUmrZIQAskKH6MKUhAw2SqYFRySEB8YTJVMBJIQFFrmnecqklAjgbwFkhoSEAofoy5a6FJQCBB8WPMpUhAb4EExY9ZSEBTliGOdXlIQFInoImw+UlAkKD4MebOR0BYObTIdg5KQE8eFmpNI0dAVn2utmKXSEA51sVtNJhHQPVKWYY4FklA8KfGSzepSUBd/kP67TtHQGKh1jTvaEdAPnlYqDUFSUBKDAIrh85IQJm7lpAPgklAuECC4seASUChZ7Pqc9VHQAFNhA1Pf0pA+THmriW0SUA9CtejcCVGQJ2AJsKG90lAyjLEsS6ORUCSy39Iv21KQNXnaiv2P0lAIEHxY8y9SUCKjuTyH4pHQMSxLm6jIUlAw2SqYFSCSEBdbcX+sotHQL3jFB3JNUlAqaROQBPZSUAYJlMFo+pGQAn5oGezckpAEqW9wRdWSUDHSzeJQZBHQOM2GsBbGEtAgnNGlPbmR0BvEoPAyolKQP7UeOkmYUhAqaROQBPxRUCHFtnO98tIQCL99nXgVEZAcM6I0t4wSUCPwvUoXM9HQKVOQBNhS0lA7Q2+MJmaSEBUdCSX/8BJQGFUUiegYUhAWYY41sWVSECPwvUoXOdKQHL5D+m350hAS8gHPZstSEA0gLdAgjJKQGsr9pfdc0lAZohjXdzORUDLoUW2851IQNk9eViodUdA3nGKjuQyR0AFxY8xd41IQMHKoUW220hAwTkjSntTSEBxPQrXo+hKQF8HzhlROkdAWmQ7308dSECdEaW9wY9KQLTIdr6fskdAarx0kxicSUCRfvs6cA5LQJ88LNSabklA78nDQq2ZSkDM7snDQv1HQFuxv+yeBEpA8KfGSzcJR0D35GGh1sxIQGdEaW/wRUtABaOSOgGFSkAX2c73U2tJQDlFR3L5X0hAak3zjlM0SEB5WKg1zfNFQBlz1xLycUxAsHJoke30SkDc14FzRqRHQGaIY13c/khATfOOU3SUR0B5WKg1zYNJQFuxv+yezEdAYqHWNO8wTEBm9+RhoW5JQGPuWkI+IElAtaZ5xylKSEA0orQ3+BpJQCcxCKwcKkdAzqrP1VaUR0AFo5I6Ab1JQCGwcmiRxUpAt9EA3gIJSUB/arx0k4hHQNUJaCJsoEdAnzws1JpeSUCTqYJRSf1IQNcS8kHP3kxAXrpJDAJjSUAp7Q2+MHFIQMP1KFyP0kZAwhcmUwXbRkBB8WPMXWNJQPCnxks3KUhAeqUsQxzbR0Aj2/l+akRGQLdif9k9eUpAb/CFyVTJSUA4+MJkqrBJQGfV52orNktAUkmdgCZ6SkBq3nGKjoxIQLfRAN4CiUlAoBov3STuSkCxv+yePKxIQDXvOEVHcktAvHSTGAQWSkDdJAaBlTtKQC0hH/RsFklALbKd76euSkD5D+m3rzNIQKMBvAUSXEhAP8bctYTkSkA7AU2EDW9IQNJvXwfOAUtAcM6I0t7wSkAJG55eKctJQEku/yH9nktAfoy5awkRR0DgnBGlvRlGQLn8h/Tb10hArfpcbcUmR0DFILByaPFHQBiV1AloIktAC0YldQLSRkCxUGuad8RIQMBbIEHxM0hA1sVtNIAPR0A6I0p7gy9HQDvfT42XXkdANqs+V1uRSkDf4AuTqdJIQGuad5yik0ZA1CtlGeJASkDl0CLb+dZIQG3n+6nxwklA7Z48LNQySED3deCcEeVIQHL5D+m3J0pAbxKDwMrZR0DZPXlYqCVJQFdbsb/snklAHThnRGkXSEDNzMzMzJRHQEGC4seYO0hAg1FJnYBOSUBLWYY41q1IQHL5D+m3F0hAguLHmLvGR0CBlUOLbPdFQNzXgXNG3EhAGy/dJAZxRkCaCBueXuFHQFJJnYAmqktAJCh+jLnDSUBUUiegifhIQLn8h/Tbl0pAfPKwUGvqSUAGgZVDi5xJQDAqqRPQBElAvVKWIY5dSkBRa5p3nMpIQP8h/fZ12EpAEce6uI1GSUAhsHJokQVKQNuK/WX37ElA4L4OnDPCSEBWfa62YhdJQCfChqdX2klAlWWIY11sTUCPU3Qkl99MQBB6Nqs+J0hAzhlR2hukSUBjf9k9eShIQPvL7snDakdAnDOitDf4R0CGONbFbZxIQO5aQj7oYUtAylTBqKS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sKG9zBA5q4l5INOMEAy5q4l5AMwQLsnDwu1pi5AYOXQItsJMEBlGeJYF9ctQERpb/CF2TBAutqK/WUnMUBR2ht8YQIxQHuDL0ymyjBAescpOpIrL0Cu2F92T94sQDojSnuDjy9ArIvbaADvLkBSSZ2AJiIxQNiBc0aUdi5ADJOpglGpLEB3LSEf9EwsQNjw9EpZtjBAryXkg57NLkCxUGuadzwxQHbgnBGl3S9AWmQ730/tLkCRD3o2q24wQGfV52ortjBAtvP91HjpLUAFNBE2PB0sQCntDb4weS1AFNBE2PD0L0CcxCCwcjgwQLRZ9bnaujBAUiegibDBLUDPZtXnamswQNGRXP5D6jBAXW3F/rKbLEAMAiuHFtkqQKs+V1uxTzBAc9cS8kEPL0ASFD/G3NUpQCEf9GxW3S1AQxzr4ja6MEDLEMe6uE0wQFvTvOMUPS9AcvkP6bcvMEBm9+RhodYuQACRfvs64DFAR3L5D+lnMEDT3uALkwkvQDvfT42XDi5AK4cW2c73K0BLWYY41kUuQIlBYOXQQjFAqaROQBNhMEDOqs/VVqwvQGWqYFRSBzBAAd4CCYrfMUCASL99HQgxQMWPMXctcTBA1xLyQc8GL0BGJXUCmlgwQBWMSuoEFDBAl/+QfvvqMECmCkYldQItQHZxGw3gbTBAGsBbIEFxL0BmiGNd3GYsQKAaL90kljBA8BZIUPzYLkCP5PIf0q8wQK8l5IOebTBA5fIf0m9/LUAqOpLLf3gwQPyp8dJNMjFANxrAWyBhMEAy5q4l5HMxQMiYu5aQby9AR3L5D+kXLUB6Nqs+V/stQNzXgXNGNC5AuECC4sd4MUBLyAc9mzUtQFyPwvUoXDBAS8gHPZu1L0A0orQ3+AIwQCcxCKwcWi9AApoIG54eLkBmZmZmZsYsQIZa07zjlCxAw/UoXI/iLkDhehSuR5EwQC/dJAaBpTBAYhBYObRoMEBHA3gLJGguQLFQa5p3TDBAzhlR2hvcKkAX2c73U0MvQJ/Nqs/VNi5AZRniWBc3MEDSAN4CCSovQD0K16NwDTBARdjw9ErpMUCfPCzUmuYrQJkqGJXUyS5ArWnecYpuLUD8GHPXEjItQOSDns2qTy5A+8vuycNCLkA5RUdy+Y8vQIy5awn5oC1As3vysFALMkCEns2qz7UuQHRGlPYG3y9AejarPld7L0Cz6nO1FRsvQM3MzMzMDDBAxf6ye/JAMEDByqFFtjMwQLTIdr6fCjBAQmDl0CLbL0BWfa62Yi8wQN21hHzQ8y1A8KfGSzdJL0B/+zpwzjgwQEa28/3UKDJA9P3UeOlmLkC2hHzQs7kuQOqVsgxxTDBAWDm0yHYOMEAr9pfdkycvQCDSb18HTjBAhetRuB6FK0BPr5RliOMvQNejcD0KZzBAXkvIBz0bLUAOLbKd7ycwQHgLJCh+DDBAJ6CJsOGJLEDNO07RkfwtQAXFjzF3vTBA0NVW7C9bMEASg8DKoTUwQNO84xQdCStA1lbsL7unLUAm5IOezYosQHo2qz5XKzBAP8bctYS8MECbVZ+rrRgwQJ+rrdhfVjBA0ETY8PRKL0CYTBWMSkovQJtVn6utSDBAMZkqGJWUMEDQRNjw9EoxQOkmMQisfC5AorQ3+MLkL0CMSuoENDEtQEtZhjjW5S5AIo51cRsNL0AwKqkT0OQtQN/gC5OpIjFA8rBQa5qXLUC4rwPnjEgvQCfChqdXKi9AEce6uI1WMkAXt9EA3mIvQKhXyjLE8S1A+u3rwDnDMEAjSnuDL4wvQMBbIEHxoy9AZF3cRgN4MEAB3gIJin8vQKMBvAUSNC9AZF3cRgP4LkCHp1fKMkQtQHL5D+m3vzBAZ0Rpb/BlLkA8TtGRXB4vQPYoXI/C9S9AEHo2qz43LUClLEMc6wItQM4ZUdobXC1AgZVDi2znK0COBvAWSBAtQFJJnYAmAi9AbcX+snsyMEBWDi2yne8tQAu1pnnHqSxAt2J/2T2ZL0Btxf6ye6IxQH6MuWsJuS9A3bWEfNBTL0COdXEbDYAsQFfsL7snDylAE/JBz2ZVLkBmZmZmZiYuQIy5awn5gC9Akst/SL+dMEDT3uALk/kwQE2EDU+vpDBAwaikTkATL0AHzhlR2tsuQK62Yn/ZnS9AMCqpE9BELkCM22gAb8EtQJ/Nqs/VZjBAW0I+6NkcMED129eBc8YwQF3cRgN4SzBA8BZIUPz4MUBGJXUCmhgxQFZ9rrZi3y9ARpT2Bl+4LUAEVg4tsl0vQHuDL0ymqixAnYAmwoYHMEBwzojS3jAwQIMvTKYKhjFAW9O84xT9LEBg5dAi23kwQBfZzvdTYy5Aq8/VVuwPMkC7uI0G8NYuQEGC4seYGytAsi5uowHcLUBWn6ut2J8vQAIrhxbZ7ixAeVioNc2bMEDufD81XooxQLbz/dR46S5Adk8eFmptL0C0yHa+n1osQO0NvjCZii9A+FPjpZtELkBrmnecoqMwQIqw4emV8jBAJlMFo5J6LkA2zTtO0XEtQGiR7Xw/5TBAvAUSFD/mLUCh+DHmrnUwQBPyQc9mZTJAGCZTBaPSLkCEDU+vlGUtQMe6uI0GMC9A1QloImzYLkB/2T15WIguQCcxCKwcui1AQKTfvg5sMEDA7J48LNQyQHRGlPYGfy1AhXzQs1k1MEClLEMc60IuQLwFEhQ/BixAg1FJnYAmL0ClvcEXJpMwQAisHFpkWzBAXkvIBz07MEDImLuWkE8uQPLSTWIQSDBAc9cS8kEvLkB0RpT2Bj8uQL4wmSoYtS5AMnctIR/0LUBdbcX+svssQCV1ApoIuzFAKqkT0ERYMEDi6ZWyDEEwQKW9wRcmUy9Anu+nxkvXL0BGlPYGX1guQBkEVg4tci1A8BZIUPxYMEBzaJHtfD8wQHZPHhZq7S5AuY0G8BZIMEDdtYR80FMvQNZW7C+7BzFA9P3UeOmmLkDTTWIQWLkxQJjdk4eFCjBAOiNKe4NPLEAOLbKd74cwQI0o7Q2+UC9A/mX35GGhMEAW+8vuyTMwQLyWkA96BjFA6Nms+lwtLkDEQq1p3iEwQIts5/upATFA48eYu5bwMEBmiGNd3OYuQIiFWtO8QzFAqvHSTWLQMED0bFZ9rtYvQCUGgZVDqy5Aklz+Q/oNMUDLEMe6uG0tQM9m1edqazBAqMZLN4nBLkAkKH6MuQsxQDJ3LSEfNC5AcRsN4C1QLUANcayL2wgvQJwzorQ3qDBA8fRKWYY4MEAYldQJaGItQDSitDf4Ai1ADXGsi9s4MECutmJ/2V0tQLivA+eMiC5AJ6CJsOFJLUAnoImw4QkqQBIUP8bcNTBA8kHPZtXHKkAYldQJaDIwQJ/Nqs/VNi5AUwWjkjrRMEDLEMe6uC0xQKjGSzeJYS5AzO7Jw0IdMkBN845TdGQuQBgmUwWj8i9AkxgEVg5dMECHFtnO9yMwQGdEaW/wxS5AzF1LyAc9L0DKMsSxLu4sQNV46SYxqC5AIR/0bFZdLkDAWyBB8UMxQAHeAgmK3zBA/Knx0k3CLkB4eqUsQ2wwQAu1pnnH6S1AuECC4scYMED1udqK/UUvQEJg5dAiOzBA8BZIUPx4LkABTYQNT08uQMGopE5AYzBAmggbnl5JK0BhMlUwKokwQFD8GHPXYjBArIvbaABvLkAhsHJokU0rQBb7y+7Jgy9AzczMzMwcMEAQ6bevA8cuQFXBqKROAC9AQKTfvg68LEDtnjws1MowQF3+Q/rtiy9AjErqBDRxLkAcfGEyVbArQEOtad5xyi5AJuSDns3KL0D8GHPXErIxQDBMpgpGBTBA/Bhz1xIiMEA9m1Wfq+0sQEtZhjjWhS1AFNBE2PAkMEDyQc9m1YcwQDGZKhiVJDBAjNtoAG9BLkAfhetRuN4vQNzXgXNGJDBATDeJQWA1MkCGyVTBqOQvQC1DHOvi1i9AzqrP1VZML0BseHqlLKMxQEoMAiuH1i1A2c73U+MFL0A9LNSa5h0vQEhQ/BhzBzBAlrIMcayrLkAqOpLLf7gwQIMvTKYKRi9AmnecoiN5MEACK4cW2e4sQCsYldQJyCxA001iEFg5L0DNzMzMzHwwQM3MzMzMXDBACtejcD1qLkCrPldbsb8wQDm0yHa+fzFAqMZLN4mRMEC7uI0G8HYvQMDsnjwsJDFAp+hILv+hLEA5RUdy+Y8uQHUCmggbXi5Aofgx5q61MEBxrIvbaDAxQL6fGi/dxCtAXrpJDALrL0DeAgmKH8MuQNUJaCJseDBAf9k9eVgILkAlBoGVQ8svQK5H4XoU7ixArthfdk+eLUCBBMWPMXcuQJtVn6ut+C5AUI2XbhLjK0DXo3A9CpcuQJayDHGsezFAiIVa07yjK0A+eVioNa0uQPMf0m9fZzBA2V92Tx42L0B90LNZ9bkwQDC7Jw8LFStAbjSAt0ACL0DpJjEIrNwuQB/0bFZ9zi5AIGPuWkLeLUAMk6mCUakvQJ/Nqs/Vdi9AuECC4sf4LEANcayL2xgzQC2yne+nJi9AEqW9wRcmMUDMXUvIB10wQO0NvjCZqi1AJ6CJsOEpMEB/2T15WGgvQDojSnuDfzFAvsEXJlNlMECitDf4wuQuQJ7vp8ZLVy9AejarPlfbLkAm5IOezUovQE7RkVz+4y1A/Yf029eBLkD9h/Tb12ExQPs6cM6IUitAL90kBoF1L0DhehSuRyEwQAn5oGezCi5AysNCrWk+MUCEns2qz7UtQMgHPZtVDzBAi/1l9+QBMUAU0ETY8FQvQDqSy39Ify1AFNBE2PCkMUBtxf6ye7IwQESLbOf7KTBAb/CFyVShMUBrK/aX3bMuQDJ3LSEfVDBAuECC4sdYMUDnjCjtDV4tQHgLJCh+jC1An82qz9U2L0DRkVz+QwoxQGWqYFRSJy9AGQRWDi0SLUD+Q/rt66AvQKmkTkATwS9A5IOezapPLkBF2PD0StkvQLdif9k9STBAZohjXdwWMUBmiGNd3PYwQGpN845TJDFA0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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"424\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"426\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"427\",{\"type\":\"ndarray\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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"431\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"432\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"433\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"437\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"442\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"1qiHaHQHF0CDF30FaYYDQLw/3qtWRhNABJDaxMndF0CR1a2ek94ZQIDxDBr6BxlAoImw4enVD0CP/MHAc68QQGnGounsJB9AgbIpV3i3EkAA4xk09H8gQPFL/bypyBJAAG+BBMWPDEC9UpYhjpUeQLCPTl35DBpAaMu5FFeVGkDUghd9BSkHQNFXkGYsmhtAOnr83qa/F0B0mC8vwN4cQNOkFHR7CQ5AEXAIVWo2HECGyVTBqMQeQEXY8PRKuRpAiC6ob5nzGUCKk/sdiqIdQOOlm8QgkB5Alj50QX0LBEBSD9HoDgIWQJtyhXe5CBlA845TdCS3J0A9D+7O2q0FQFcJFoczDyBAl5APejYLHUAjZ2FPO/wWQBAjhEcb5x1AWaMeotHtIEDiWBe30YAcQPIHA8+9ZxpAUu3T8ZihGECcxCCwcsgUQIWxhSAHNSNAlpUmpaCbGkCnrnyW58EaQJvmHafoCBhAk6mCUUk9G0A/V1uxv6wlQLZKsDicWSFA0sYRa/FJGUAr9pfdk0cSQJp3nKIjOSZABcWPMXdNHECqglFJnaAnQF5jl6je+iBAnfS+8bUHHkDRV5BmLHoZQCUGgZVDSyhASS7/If0WJUBmvRjKibYgQGsr9pfdMyBAz04GR8lrGkBMT1jiAeUbQL5Nf/YjBSFAo0CfyJOEFUBxyXGndDAjQO84RUdy2SlAZapgVFKnJUA4LXjRV6AgQGiR7Xw/VSVAUaVmD7SiIEAIclDCTAshQOQs7GmHDyNADkqYafs3E0BzuiwmNu8hQNPZyeAomR9AhlrTvOPUK0AzxLEubuMRQKjGSzeJISVAuVM6WP9nHUBPHhZqTfMnQN8yp8tiQh9AbLJGPURTIkCPU3Qkl38kQL01sFWCBSNAJ9pVSPlpF0Aep+hILp8kQDlFR3L5jyVAFhiyutXTIEBYc4Bgjh4cQEtZhjjWBSRAP8bctYScEkCCixU1mEYfQCfaVUj56RhAhqxu9Zx0IUAH8BZIUFwvQHugFRiyGhpAbxKDwMpBJEBz1xLyQe8lQMIXJlMFQylANjy9UpYBKkBR2ht8YdIpQJoIG55eaSRANL+aAwRzI0Cg4GJFDUYgQCKOdXEb7S1Aaoe/Jmt0HUAlBoGVQ+slQMTOFDqvMRRAT0ATYcOzKkBCPujZrNohQC7/If32NSRAWDm0yHb+JkD/7EeKyHAeQOtztRX7qyRAHvmDgedeHEAYldQJaGIpQC140VeQRh9A+KV+3lRkI0C+nxov3aQlQJHyk2qfDhZASL99HTgHJUDyXrUy4bchQPOTap+ONyJA8fRKWYaYJkCoV8oyxFErQBNhw9MrxShA+u3rwDnjJkDwFkhQ/BgVQHNoke183x5AjBU1mIbxI0BDxTh/E6obQOJYF7fR4CVA8IXJVMEoJkDvycNCrQkmQMUgsHJoMSpAlMFR8upsIUAq499nXEgjQOjZrPpczSdAOwFNhA3vKUBGJXUCmugmQDOK5ZZWcyFAU1xV9l1xFkDek4eFWpMpQErvG197hiNAz2bV52qrK0C1N/jCZMolQHpTkQpjaxhAwhcmUwUDJUB4CyQofvwxQL68APvo9BpAc2iR7Xz/LUBuowG8BdIvQLTIdr6fWihAaJHtfD9VJ0Di6ZWyDHEoQJf/kH77mi5AGlHaG3xBLEC8BRIUP8YuQA+cM6K0ZzBAATW1bK2vH0D9h/Tb14ExQLMMcayLqzBA/+xHisggIkBmZmZmZoYvQGFUUiegKSdA5L1qZcJvIECeXinLEMcqQPkx5q4lZC5AzojS3uBrNEAkKH6MuaswQK5H4XoU3jBARGlv8IUpLkAw9fOmIoUjQL7BFyZT5SpA2ht8YTIlNUDB/1ayY2MbQJAxdy0hfyxAqaROQBNBJ0BEwCFUqekgQBb7y+7J4ypAhJ7Nqs+1L0DgnBGlvXEyQJwzorQ3aDBAh6dXyjJUPEDYR6eufGYhQMnlP6Tf7jRAJLn8h/SbKUCh+DHmrsUpQKc/+5EiEhpA+1xtxf6CMkAhsHJokU0qQEht4uR+1yFA0ZFc/kOaMEBtVn2utqIxQO58PzVeujJArIvbaABfMUC0WfW52noyQEmFsYUglyBAmnecoiNZK0AHzhlR2ts2QP7UeOkmUS1ADi2yne+nMUCutmJ/2T01QN0MN+DzIxVA2qz6XG0lKEBhVFInoKktQL4wmSoYFSZA16NwPQoHMUAVkWEVb2QWQJSHhVrT3CxAduCcEaVdMUBSJ6CJsOEvQLN78rBQqylAV+wvuyefMEACK4cW2c4xQI4G8BZIkC9AzF1LyAf9LkCYTBWMSqowQJEPejarHiRAWOcYkL0eE0Cu2F92Tz4yQGRd3EYDuCRAKe0NvjC5MEA4Z0Rpb/AsQIiFWtO80zRAg8DKoUXWJkC4HoXrUfglQM6I0t7gKzNAXynLEMd6NEDLEMe6uI0lQGq8dJMY5C5AX5hMFYyqOEBB8WPMXTswQIPAyqFFFjFAbypSYWxhFEAOvjCZKugxQDSitDf4gipA1xLyQc8WNEDvOEVHchkkQBSuR+F65DNARGlv8IUpM0A3iUFg5VAmQGsr9pfdYzFAzczMzMzsNUDn+6nx0u0pQI4G8BZIUCVAJlMFo5LaNUDnjCjtDd44QHicoiO5XCxALNSa5h0nJ0ATYcPTK+UzQBZqTfOOIzFAKnReY5cIHUBVMCqpE3AvQFg5tMh2LjBAIR/0bFatMkC4HoXrUVguQG1Wfa62IihA4L4OnDPyMUDsL7snD0ssQGEyVTAquTNANxrAWyDBNECyne+nxksuQPmgZ7PqUzBA5WGh1jQvM0B1ApoIG84wQEmdgCbCZjJAZvfkYaE2MkAHX5hMFRwwQFCNl24SwztAGw3gLZAgN0Aep+hILl8xQI/C9ShcHzNAq8/VVuxvLkDaG3xhMvU1QBkEVg4t0jVAjSjtDb5IQEB7gy9MppowQJayDHGsqy5AWmQ730+tNUBHA3gLJMg4QPYoXI/CZTlAylTBqKQOMUBxrIvbaKA0QPW+8bVn9iNAldQJaCIsL0Coxks3iQEhQOCcEaW9gTBA8rBQa5pXNkBy+Q/pt78yQBfZzvdTMzJAVFInoImwMEDjx5i7loA1QLHh6ZWyLCpAVOOlm8TwOEC2hHzQsxk1QNJvXwfOCTNAGQRWDi1SNEANcayL26g3QDSAt0CCsjVAfPKwUGuKNkDufD81XvovQDC7Jw8LNTVAB84ZUdq7JEAmx53SwbojQFkXt9EAPjlAveMUHcm1MUA0ETY8vRI1QF66SQwCKzRAyjLEsS7uJkDr4jYawHs0QLAD54woHT1A78nDQq3pMkCIhVrTvIMoQLprCfmgNz1AdZMYBFauMkDQ1VbsLxs4QPhT46WbtDRAtaZ5xyl6J0CIhVrTvEMrQN/gC5OpgjJAhslUwagUN0B/+zpwzjg6QGRd3EYDeDpA7uvAOSPqMkD4U+Olm5Q3QEJg5dAiizZAfT81Xrr5MUBR2ht8YWI1QEXY8PRKGTNApHA9CtfzOUDBOSNKe6M7QE5iEFg5tCdAmG4Sg8AKO0BlqmBUUgcuQC7/If32lTVANjy9UpZBJEBIUPwYc0c8QMDsnjwsZDBAeekmMQhMOUCz6nO1FRszQIqO5PIf0jZATmIQWDk0N0B/arx0kyg6QGlv8IXJpDdASS7/If2mNkCASL99HZgtQFdbsb/s3g3AKcsQx7oIPUDV52or9hc1QBzr4jYaoD9AFD/G3LUUNkBZF7fRAA45QLN78rBQizBAs3vysFA7O0AqqRPQRBg0QCQofoy5azlAVRhbCHJQ9D/Mf0i/ff0tQFjKMsSxXkFA7zhFR3JZLkD2l92Th2U1QE+vlGWIwzJAsi5uowFcJUAGgZVDi/w2QF+YTBWMSjBAEhQ/xtxVP0B90LNZ9fk6QIlBYOXQQjpA7lpCPujZMkD9h/Tb12EtQO/Jw0KtKTFAFK5H4XoEPECL/WX35PEyQFpkO99P3T1AYqHWNO94MUDKMsSxLt40QG/whclUkThA8fRKWYY4PUDOGVHaG4w/QAaBlUOLLCdAuECC4sfYMkBwXwfOGVEyQFkXt9EA/jxAsHJoke2MOkDAWyBB8WMvQGq8dJMYlDlAYqHWNO+4OkAoDwu1pvkxQE8eFmpNwzhAIR/0bFaNNkDyQc9m1RcxQB+F61G4bjRAjLlrCfmAOkC0yHa+n0JAQG6jAbwFoj5AVOOlm8TgOEDBOSNKezM4QF+YTBWMAkJAduCcEaVNOkAB3gIJik80QIQNT6+UdTBAwFsgQfGDQ0CfPCzUmsYyQH2utmJ/qTdA3nGKjuTyMkADeAskKN42QIPAyqFFxjhAhetRuB6VPkDek4eFWrM7QEoMAiuHRjlAhA1Pr5QlOUDrc7UV+ztCQIofY+5awjtAryXkg54tPUCBJsKGp1cwQEI+6NmsAkJAeekmMQhsPkAqOpLLf/g2QH/ZPXlYWDNAt2J/2T0pOUASFD/G3OUxQBA7U+i8RgRAE/JBz2aFPUBwzojS3tA7QFvTvOMUbTpAzojS3uBbPUDEsS5uo5FBQKabxCCwQjxA6Nms+lx1QUC6awn5oPc/QLPqc7UVmz1A2ht8YTK9Q0CzDHGsizs4QOY/pN++ZkRAdQKaCBseOUB/2T15WKgyQIcW2c730xVAsp3vp8Y7M0Bbsb/snjwwQAHeAgmKjzlAJ6CJsOEBQECNKO0NvhA5QAK8BRIUrzJAx0s3iUEoQkDHKTqSy9dBQH2utmJ/CTpAliGOdXGLO0DZX3ZPHlYxQFXBqKROqEFAguLHmLvOQEALJCh+jOkyQMBbIEHxo0NAw9MrZRmSQECKsOHplQI+QHgLJCh+1EBARwN4CyQ4OEClLEMc62I7QAMJih9jzj1A07zjFB35MUAeFmpN8649QMP1KFyP4kFAdy0hH/R8MUCWIY51cXstQK62Yn/ZHTZA5j+k375eOUDRkVz+QwoxQGpN845TxD9AvsEXJlMFM0COBvAWSPA8QLN78rBQez5AaW/whcn0Q0ACK4cW2b4+QPrt68A5Yz9A+THmriUEOkBa9bnainVCQILix5i7tjtAN4lBYOVgPUA17zhFRzJBQKkT0ETYgDhAaCJseHqVQECneccpOvI7QB04Z0RpbzxAbxKDwMqBMUAMAiuHFjk1QG40gLdAEjdAlIeFWtPkQUAVHcnlPyQqQLvurUhM0Oa/kX77OnDOLkC6awn5oMc4QISezarPBT5ALNSa5h13PUAQ6bevA9dAQFUwKqkTsCxAvw6cM6IkOEAwuycPC8UwQGlv8IXJxDlA5WGh1jRfN0CVZYhjXXw1QPyp8dJNkjJATKYKRiUFNkBB8WPMXStCQL8OnDOi3EBAa5p3nKKjP0C9UpYhjpUrQEoMAiuH9j5Afa62Yn9ZQkA4Z0Rpb5BBQOQUHcnlr0JAz2bV52pbREC1N/jCZDJBQOELk6mC0TFA0NVW7C87PUCJQWDl0CJJQMDsnjws9D5AgnNGlPbGQUCsrdhfdp8xQD9XW7G/lEJA/7J78rCwM0CHp1fKMsQ3QDBMpgpG1ThATmIQWDn0J0CJQWDl0EIrQLn8h/Tb10JAbef7qfEyPUDwFkhQ/Og8QOOlm8QgwEBAb4EExY8xRUDwhclUwTBBQCv2l92TH0BA0gDeAgmKKkDjpZvEIFA8QBB6Nqs+B0BAf2q8dJNIQUC4HoXrUYg9QKVOQBNhg0BAb/CFyVQZQEA9CtejcB0xQLIubqMBjDVAGw3gLZCgPUC1FfvL7vk9QAisHFpk+zZAg1FJnYC2N0CjI7n8h7Q5QAisHFpk+y1AejarPld7OUDUK2UZ4sg6QDY8vVKWsURAQmDl0CKrNkBkXdxGA2gzQLprCfmg1zdAtaZ5xylqOUBcj8L1KHw1QG3F/rJ76kFAIv32deC8QkA9m1Wfq/VKQKH4MeauhT1AduCcEaU9O0CKsOHplepAQFjKMsSxTi5A8WPMXUtoL0DYgXNGlGYzQLaEfNCziUNADr4wmSpoPkA2qz5XWxE+QD7o2az67EFAW9O84xTdQ0DQ1VbsL1s5QGgibHh6HURAAG+BBMU3QUArhxbZzhc5QG6jAbwFykZABFYOLbJ9QEDr4jYawMtBQD0K16NwnUZAQBNhw9N7QEAdyeU/pN82QG40gLdAgjZAjSjtDb4YQkDjNhrAW1A1QIV80LNZpT1AMzMzMzOjNEA8TtGRXP40QPtcbcX+8ipA001iEFhZMkAHX5hMFRRGQGgibHh6TUNAfT81XrqJP0Bos+pztTVAQKRwPQrXk0hAiGNd3EYzQUAHX5hMFRw3QC2yne+nxkBAnl4pyxAHN0Ap7Q2+MGk+QPhT46Wb1DdAcvkP6bcvPUCcxCCwchg/QNPe4AuTMUpAJXUCmghDQUDImLuWkM9EQJAxdy0hJ0NA7zhFR3LhQEDrc7UV+3tBQOhqK/aXDThAejarPlfLPUADCYofY25HQIMvTKYKFjNAwFsgQfHLQ0BvgQTFj8E1QKg1zTtOIUBAWYY41sXNNECQMXctIZdHQBsN4C2QsDlAK/aX3ZPHPEAp7Q2+MOkxQGiR7Xw/BTlApHA9CtfDLUAQWDm0yHY1QFR0JJf/YDRA9P3UeOmeRUACK4cW2d41QGFUUiegOT9An82qz9XWOUBvgQTFj6E5QKhXyjLEIT1AV1uxv+yORUCcxCCwciBAQEmdgCbCTkpAUkmdgCZSNUCP5PIf0n88QG3n+6nxEjhAxyk6kssvNUBB8WPMXXtDQAwCK4cWqUZAF9nO91MTP0AAAAAAAAAyQC/dJAaBDUJA16NwPQpXSkAJG55eKSswQPwYc9cS8jZAgLdAguK3QEBYyjLEsT5BQMP1KFyPMj1AyeU/pN9uQkBX7C+7J99DQPCnxks3KUJAz/dT46X7OUCLbOf7qUE8QDAqqRPQ/ERARpT2Bl+oSEAMAiuHFuk8QAWjkjoBLUFAUiegibABSEDecYqO5PIuQM4ZUdobjENAhJ7Nqs/FQEBGtvP91NhDQPkP6bev4zxA6spneR78HkA8vVKWIYZAQFK4HoXr8SFATDeJQWCVNUC9UpYhjtUoQP+ye/KwMDpA/7J78rDgQ0Aydy0hH2RBQHS1FfvLZkNAd76fGi9NQUBcj8L1KKRCQPH0SlmGgEVAvsEXJlMVP0CHp1fKMtxFQMDsnjwsZDBAxY8xdy2hIUBeS8gHPQNCQAMJih9jbkJAPnlYqDWlS0BFR3L5D9kyQPYoXI/C1UFAJuSDns0iR0BDHOviNvo2QKvP1VbsPzZA/fZ14JxhS0BIv30dOIc6QEku/yH9xkNAWDm0yHbeK0AWak3zjotAQPOOU3Qk30JASL99HTh3PUAKaCJseDosQEXY8PRK+UBAYOXQIttBQECIY13cRuM3QJF++zpwtkJAxY8xdy0ROUBX7C+7JwdCQPCnxks3mTpA16NwPQqPQ0DUK2UZ4ihGQIofY+5aikJAxY8xdy0JRUBmZmZmZo5AQJM6AU2EHT9AXI/C9SisIkDx9EpZhuBCQPmgZ7PqQ0RA9bnaiv2VO0C7Jw8LtU5CQMxdS8gHfUZA4XoUrkdBL0C9UpYhjpU0QFafq63YD0dAvHSTGARmQEBlGeJYFz9EQDSAt0CCsjBAmEwVjEoCRUA2PL1SltFDQI51cRsNgDVAd76fGi9tRUBg5dAi2zFCQKOSOgFNdD9Afoy5awkBSEA7cM6I0oZFQMWPMXctcUZAOpLLf0jfQUBApN++DsRHQHgLJCh+jDNAXW3F/rKrR0AlBoGVQzNHQJqZmZmZSTBAbAn5oGczQkD7OnDOiApAQGPuWkI+uDdAnDOitDdYLEAJ+aBns8pEQDnWxW0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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"444\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"445\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"447\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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coZQJzc71AUKB5A9u6P96p1GUCR7Xw/NV4ZQO5aQj7o2RNAQdR9AFK7E0CxbVFmg+wbQHQMyF7v/hNASddMvtkmHUCvfJbnwZ0dQIUIOIQqFRdA61bPSe97FEBQU8vW+iIUQIMvTKYKJhpAMlUwKqlTHUASoKaWrdUYQIWxhSAHZR1A9+RhodY0FEBQcLGiBnMWQAXAeAYNvRpA3V7SGK2DF0BaKm9HOK0XQDmc+dUc4BtAVpqUgm5vHEC/ZU6XxcQZQJ0ui4nN5xhAZTbIJCPHH0BtVn2utsIUQIqT+x2KghlAMIFbd/PUGEAO2xZlNqgUQIKo+wCk9hRAKCzxgLLJHkAPnDOitDcJQI3ROqqaYBlA7yB2ptAZFUBApN++DnwXQARz9Pi9zQ9An3b4a7JGG0A26iEa3eEbQGdhTzv8NRZA8tJNYhA4HEC+vAD76BQaQIOG/gkuZiBA8RExJZLIGkAhPNo4Ys0hQOp4zEBlXBZAE/JBz2aVFECtad5xiu4aQN/gC5Opwh1AVIzzN6FQFUCXi/hOzDoZQOpb5nRZDBlAFAX6RJ4kGkDHgOz17s8QQD6uDRXjvBFAl3MprioLIEDCacGLvsIdQFmjHqLRvRpAI/PIHwzcFUDecYqO5FIgQCScFrzoyxdAWK1M+KUeGED7ljldFtMRQBghPNo4Ih5AIQIOoUoNHkBLH7qgvqUeQKpla32REBpAFVeVfVeEG0AiGt1B7KwSQPqbUIiAoxpAPtAKDFl9GEAZxXJLq2EUQAxZ3eo5aRZAUBn/PuMCGEBZox6i0V0ZQEKygAnc+hJAxm00gLcAGUA5Yi0+BQAcQII5evzeZhFAdCmuKvtOE0DVlc/yPFgWQNrmxvSERRdAVFInoIlwF0Bmg0wychYVQL/Uz5uKFBpA6UMX1LesFUC8V61M+KUaQPQau0T1Nh1AvFetTPglGUDRlnMpruoXQOc1donqbRZABHP0+L1tGUC9qUiFsSUYQBqojH+fkRdAwFsgQfEjGUAqb0c4LfgYQA0a+ie4uBNAAkht4uTeGkD4U+Olm4QhQINMMnIWdhhArBxaZDufEkDSNZNvtrkaQO3YCMTrWhVADMhe7/6YEEBYrUz4pR4cQOp4zEBlvA9ACqLuA5D6IUADz72HSw4RQL0d4bTgVSBAIEYIjzbOHUBnmxvTE3YVQDRo6J/gQh9Au9Bcp5FWIUB9lufB3VkbQFNcVfZdURlALIL/rWSHGEBoImx4esUXQAWLw5lfjRZAJEVkWMW7EECOrz2zJOASQN7lIr4TM/E/zQaZZOTsD0AhWcAEbh0XQFqeB3dnzRBA+grSjEXTD0DAz7hwIAQTQPfkYaHW1BdAyTzyBwOvHEA+P4wQHi0WQFvri4S2/BZAlWWIY11cE0DVITfDDVgSQCswZHWrpx1AXTP5Zpt7GUBpqbwd4TQDQA9/TdaoxxVAQ8pPqn26FUAJUFPL1roaQIts5/upURdAizIbZJIRGUD9h/Tb12EXQE2h8xq7tCBAxRuZR/7gGEDv/nivWtkZQGYUyy2tphhA1lbsL7uHFUBsBOJ1/cIaQLOY2HxcWw9Ah1ClZg90G0DXo3A9CrcWQFitTPilnh5AJt9sc2O6GkAgRgiPNk4SQNO84xQdqRtAmfViKCf6EkA17zhFR7ILQHP0+L1NHxdA2NMOf02WFUAmjdE6qrocQNS3zOmyOBhA9wFIbeIkGkBvKlJhbKEgQP5IERlWkRtAPzp15bO8F0ACgjl6/D4WQJbnwd1ZOxdA8YCyKVc4FkBJnYAmwuYaQOohGt1BLBZAL1G9NbB1IEARNjy9UvYYQMHFihpMAxdAL2mM1lHVGEAR5KCEmbYbQM11Gmmp/BBARWRYxRtZGUBtHLEWn0ITQNIYraOqqRpAAB3mywtQE0DvOEVHcvkXQBnnb0IhIhBATb7Z5saUG0BqEyf3OxQSQKSl8naEsxdACks8oGzKF0C5cCAkC9ggQHr83qY/GxdAApoIG55eHEAMyF7v/ngfQM9r7BLVOxNAI/PIHwx8FUBeEfxvJXsZQM6N6QlLvA9AlZ9U+3ScGkDGFoIclNAcQDJyFva0IxVADcNHxJSoH0BTliGOdTEYQAq/1M+bihBAqYdodAfxGEBKmGn7V/YWQH5v05/9KBJAj9/b9Ge/FkCGWtO84xQRQJz51Rwg+BZAJVgczvzKE0AGgZVDi2wZQF5LyAc9GxlAAFKbOLn/FUB4nKIjudwYQKZ+3lSk4hZASOF6FK7HGEBTXFX2XbEbQMBbIEHxQx1A4BCq1OyBEEBXW7G/7N4VQIzWUdUEcRZAjV2iemvAF0Bv8IXJVOEZQPmgZ7PqMxhAFw6EZAHzHUAcsRafApAgQDUk7rH0gRhA5dAi2/l+DkDWxW00gJceQDUMHxFTIhdAPnlYqDXNF0AP1v85zHcfQMjNcAM+vxNAS5NS0O2lIkB5dY4B2asZQJSHhVrT/B5AWFaalILuFUDQm4pUGFsOQKgd/pqs0RpA/wkuVtTAHUBvRzgteHEVQJlk5CzsqRxApz/7kSIyFkAJxOv6BXseQLJLVG8NbBZASMSUSKKXGkDUK2UZ4tgKQLdif9k9OR1AskY9RKPbE0BQ/Bhz11IYQEiKyLCKVx5AJa/OMSA7EECk374OnBMWQJ+OxwxURh1A30+Nl25yHkBpAG+BBCUaQED2evfHOx9ALWACt+6GFUAOhGQBE5gWQMSUSKKXcRdAR1UTRN1nHkC+wRcmUwUZQHqNXaJ6CxNA845TdCTXFUBxGw3gLeAgQCWvzjEgmx5AR6zFpwAYFkCmRBK9jMIZQM+9h0uOCyBAZapgVFLHFUAV4/xNKMQWQKyQ8pNqXxRA63O1FfvrEEBvEoPAyiEcQJSHhVrTPBZAVfZdEfzvFEDLnC6LiU0RQILK+PcZNx5AY3/ZPXl4GUB5I/PIH2wcQPryAuyjkxNAvmplwi91HUBIUPwYc7ceQAH20akr3w1A81SH3Ax3FkD+mqxRDxEUQOkrSDMWLR1A/1vJjo2gHUAgtYmT+50eQEtZhjjW5RJAPWGJB5SNFkBkQPZ69+cUQInqrYGtchlAKETAIVSJF0D2I0VkWMURQDkoYabtHxZA0vvG1545GUAAkX77OlAZQMMq3sg8EhtA7BLVWwObFkCxogbTMJwXQErvG197phZAw2SqYFSyE0CKyLCKN5IVQGfttgvNVRtAQE0tW+uLIEB7FK5H4VoZQCDvVSsTHhpAWMoyxLHuGUC/t+nPfiQZQDG2EOSgRBxAhNiZQue1HkDnxvSEJT4WQDl/EwoRsBdAx53SwfpfHECP5PIf0o8WQKyowTQMnxdAlMFR8up8FEBrt11orlMWQKd5xyk6shBAwZDVrZ7zG0ASpb3BFyYcQHIz3IDPzxhATx4Wak0TGkAs8YCyKRcXQIwtBDkoYQ9AZcdGIF4XH0DmkT8YeC4dQO/mqQ65eRZAkwA1tWyNFUCzB1qBISsPQAK37uapThlAUORJ0jVTGkARcAhVahYWQGqkpfJ2pBxABp57D5c8F0ApBd1e0ngYQOaRPxh4LhZAmYHK+PcZE0CX/5B++3oPQDI4Sl6dAxRAWUxsPq7NFEB8LH3ognoYQDvkZrgBXxlAlWWIY10cHECl942vPVMWQP/nMF9eIBVAtI6qJoj6D0BI4XoUrkcMQDZZox6icRVASnuDL0yGGUChvmVOl0UYQLMMcayLWxVAa5+Oxwx0IEDOUx1yM9wUQD8AqU2cPBtAADrMlxfgGUDgnBGlveEbQChEwCFUiRFAiEuOO6XjGUAUIuAQqpQTQB1VTRB1vxlAilkvhnLiGkB15bM8D84cQKQZi6az0xJAq8/VVuxvFUAfSx+6oE4gQPBQFOgTGR1AT0ATYcMTF0Cg4GJFDUYaQEzD8BExBR5APNo4Yi2eF0AW+8vuyQMdQDI9YYkH9BZAXW3F/rJ7F0CZ2HxcG8ogQGHD0ytlmRRA+Q/pt6/jFkAbEvdY+lAXQMxFfCdmnRhA2c73U+MlG0AK16NwPQoVQEht4uR+ZxxAo3VUNUHUDkBxPQrXozARQGEaho+IiRVA1T4djxlIFkBtqBjnbyIXQMFu2LYo0xZAJ6Wg20v6FkBPr5RliIMWQIeiQJ/IMxdAG7tE9dbAHUD76NSVz9IYQC9RvTWwVQ9A1QRR9wHoG0DkLOxph78SQCPzyB8M/A1AcQM+P4ywE0CXqN4a2AodQLVPx2MGahJAL/oK0oylEkAA4xk09C8YQMlxp3SwvhZA+5Y5XRZzGkBTkQpjC0ETQAb1LXO6jB9AopdRLLd0EED0wwjh0eYRQML6P4f5MhVA+3lTkQpjHkDzyB8MPHcXQFk0nZ0MTghARs7CnnZ4B0CNXaJ6a0AbQC+jWG5pNRZA3UHsTKFzGEAQI4RHG6cdQN+mP/uRIhlAlX1XBP/bEEAgKSLDKn4YQEzD8BExxRNAcxHfiVkvHkBBZfz7jOsRQKDgYkUN5hVAbvqzHymiF0DfwyXHnXISQC140VeQxhdAhNOCF32lHkAYCW05lwIfQO5fWWlSahlAXmiu00grE0BTP28qUkEZQED7kSIyrCBAdQKaCBseEUBs7BLVW0MfQGGm7V9ZyRRAMPDce7gEE0CFJR5QNoUUQIhGdxA7sxdA18BWCRZHFkAh6j4Aqa0RQA+0AkNWdxJAaoe/JmvUHEAydy0hH7QVQEHxY8xdSxNAuAGfH0ZIIUA1e6AVGDIbQEyJJHoZBRNAY5y/CYUoG0CTOgFNhI0VQHE486s5oBBAx2MGKuP/E0BlNsgkI2caQGnjiLX4VBxAvW987ZmFFkBGlPYGX9gVQDDw3Hu4JB9AbsDnhxHCHUAu51JcVfYTQHdn7bYLDQhA6ZrJN9t8EkADlfHvM+4ZQAspP6n26RZAVACMZ9CwGkDcLjTXaWQZQKkT0ETYEBZAn8iTpGtGGEDvj/eqlSkdQFNcVfZd0RBALv8h/fb1GUDjcOZXcwAhQFAZ/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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"451\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"457\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"462\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"463\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"464\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"467\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"468\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"e2ZJgJr6F0CinGhXIWUUQD0P7s7ajR9AIzKs4o0MBEATDyibcsUWQP6arFEP0RpA2sngKHnVHUDt2AjE6zofQJzc71AUyBJA21Axzt9kGkBnRGlv8IXwP5tz8ExoEus/c2N6whKPG0C4zOmymJgRQA034PPDaBlAq8/VVuzPJEAVV5V9V0QIQLHc0mpInA1AlPYGX5hMB0DeVKTC2OIaQNIA3gIJ6iFAsVBrmnf8KkCMvoI0Y5EZQPrVHCCY4w9A4WJFDaaRIUDHYwYq4x8dQJeL+E7MqiBA8KfGSzfJEECk5NU5BiQZQO1kcJS8uhRA0SLb+X4qIkASpb3BF8YlQH/eVKTCGCBA16NwPQp3FEB3LSEf9IwYQLzLRXwnphJAkwA1tWytIkBma32R0NYaQDVeukkM4h9AHF97ZkngI0AOSphp+xciQPqzHykioyBAEhQ/xtx1KkD6fmq8dNMkQBeCHJQwgyFA9mIoJ9qVG0AhsHJokW0oQFqBIatbvRpAEtpyLsUVF0BqGD4ipgQXQBDpt68DZyRAKGGm7V8ZIkCc4QZ8fjgWQO/Jw0KtqSRAjgHZ693/FUDvOEVHcvklQGwJ+aBn8whAL90kBoF1JUD+1HjpJhElQNc07zhFJxJAI/PIHwz8F0CppE5AE2EpQGZmZmZmZiVAw/UoXI9iJUB7FK5H4foTQGItPgXAeCBAbosyG2TSCkAsZRniWDcmQFw4EJIFjAlAuk4jLZX3DEAaho+IKVEeQDC7Jw8LtSlAijxJumayIEDCUfLqHAMbQLQ8D+7OGgdAdjI4Sl6d+j/SAN4CCaoeQD1hiQeULRBA9pfdk4dFKUA8vVKWIY4sQA/W/znMtxxAXaeRlsrbGED0/dR46aYnQIdQpWYPtAVAKPIk6ZrJIUBmZmZmZgYoQLX9KytN2iNAGoums5NhGEBfKcsQx7okQCL99nXgXCVAppvEILAyJ0C6ZvLNNncQQDtwzojS3jBA8u8zLhyoFUCwcmiR7RwvQFABMJ5BYxRAzR5oBYZsH0BsIchBCbMBQOw00lJ5GxpA0LNZ9bn6K0BmSYCaWpYcQM3MzMzMLCRAVdl3RfA/FUBt5/up8dIsQL4wmSoYtStACfmgZ7MqLUBR9wFIbUIbQEUSvYxi+RxAtWytLxJaHUCCVmDI6rYaQPd14JwRZS9AIeUn1T49HECTqYJRSf0nQL68APvoBCNAMZkqGJV0JkBsByP2CaDfP3Qkl/+QnitAQN6rVibsIEDc14FzRnQrQGR1q+ektxdA9aEL6lvmG0CcxCCwcngiQDIDlfHvoyJA0hito6rpH0CjI7n8h7QnQKmkTkATgShAZDvfT41XL0DHKTqSy58pQI2XbhKD0DVAINJvXwfuLUAofoy5a1k0QD0K16NwDTNA/U0oRMCRIUDHuriNBvAnQPFjzF1LaC9A6Gor9pcdJUBV+3Q8ZoAdQIqO5PIfgjBAsb/snjzsIkDIBz2bVT8yQHwsfeiCSiBAAyLElbN32z+jkjoBTcQmQBlW8UbmkRVADwu1pnk3MEBFR3L5D9kxQAw89x4uqSFAvalIhbEVIUCP5PIf0i8sQOik942vPQ1A3nGKjuTCIEClvcEXJtMsQCgPC7WmCTJAVp+rrdi/L0BEUaBP5DkjQL6fGi/dlDBAfnTqymfZIkDhehSuRzEzQNZW7C+75yxAtFn1udr6M0BGzsKedjgOQJEPejar3iVARdjw9Er5JkBoImx4ekUZQBpR2ht8QTRApN++DpxDMUDrkJvhBhwgQNO84xQdSSRAH4XrUbieHkDQYb68AJshQFmGONbFjS1AGy/dJAbBKECWsgxxrPsxQC9uowG8pTFAHEKVmj3QFEAUP8bctcQvQCbl7nN8tNI/tMh2vp86J0CqQ26GG1AjQDX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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"469\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"duJyvALR5z/caABvgYTxP4lFDDuMyec/wf7r3LSZ5z/S/3ItWoDsP1+2nbZGhOo//+cwX16A8j+CPLt868PsP1SM8zehEPA/wqIiTidZ7T841zBD4wnmP3WPbK6aZ+8/mmA41zBD5T+e76fGS7fsP7TIdr6fGuc/G76FdePd5j+h2uBE9OvrPzihEAGHUO8/Io51cRuN8j8Fi8OZX03wP1X2XRH8b+8/cHhBRGra5T87p1mg3aHqPwkWhzO/GvI/qUvGMZK94D+utmJ/2b3zP0q1T8djBvA/eVp+4CpP7D+LpUi+EkjpPyf6fJQRF+0/2T7kLVc/6j+2+BQA45nxPwk4hCo1e/M/eO49XHJc8D9GQlvOpTj1P+vhy0QRUuI/mfViKCfa8z/IXYQpyqXqPyx96IL6lvI/KA8Ltab58T+JJHoZxfLyP/7xXrUy4fM/93XgnBEl8z/cupunOuTwP0w0SMFTSO8/EeD0Lt4P6z9xAz4/jJD3P7MpV3iXC/I/ApoIG57e8D8+XHLcKR3xP/gZFw6EZPM/T6+UZYjj8D8Id2fttovzPxlz1xLyQfE/BcWPMXct+D9yUMJM2z/0P54MjpJXZ/E/XI/C9Shc8D9MiSR6GcX1P091yM1wg/A/HhZqTfOO8z9W8UbmkT/6P9wpHaz/8/I/BmSvd3889D/l1M4wtSXvP8L6P4f5cvk/kx0bgXjd9z/3Bl+YTBX0P8nlP6TfvvQ/mdh8XBuq/D/v4ZLjTunyP3o2qz5X2/8/SkbOwp728T9agSGrWz3oP1jiAWVTrvk/iqvKviuC+j+oHf6arNHxPy4AjdKlf+w/NBE2PL3S9z/kSdI1k+/1P5Z4QNmUK/w/1PGYgcr4+T/I6lbPSe/6PwXAeAYNffI/RPrt68C58z8FTraBO1DuP5s4ud+hKPY/yLWhYpw/8T+yaDo7GRz9P1uZ8Ev9PPM/T1jiAWXT+j/9vKlIhbH0P451cRsNYPk/0lJ5O8Lp/D/2QCswZPX4PxIUP8bctfY/flcE/1tJ9T9A3qtWJnz3P+oJSzygbPQ//3ivWpnw+D8kYkok0Uv7P+IGfH4Yofk/Di2yne8n+D/j32dcOBD5P811GmmpPP4/ZkmAmlo2+D9RTrSrkPL7P9oDrcCQ1fc/nu+nxku3A0DAJmvUQ7T+PwRWDi2yHfI/URToE3lSAUCjryDNWLT5P3CxogbTMPo/r84xIHu9+j8qUmFsIUj8P0ku/yH9dvo/cSAkC5gAAUDpQxfUt8z4P5fFxObj2vs/pfeNrz2z8z/ek4eFWlMBQGFPO/w1WfU/eLRxxFr8/j8GnnsPl5zxP+wvuycPC/0/+n5qvHQT8T8J+aBns+r8P3l1jgHZa/k/XdxGA3iL+T9XIeUn1b4CQNuF5jqNNPo/OnXlszyP9T8JG55eKUv6P2k1JO6xNAFAApoIG57e+z/xun7Bbtj5PxA7U+i8xv0/nuqQm+GGAEATfqmfNxUCQBL3WPrQBfw/uHU3T3XI/D9v2LYos0EAQHVZTGw+rv8/8IrgfyuZAEC/8bVnlkQAQCsTfqmfN/4/dmwE4nV9AUD0FaQZi6b/P0NWt3pOugBAj6omiLoPAECPpQ9dUN/3PyLgEKrU7PI/wa27eapD9z+p9ul4zIAAQEsfuqC+5f4/UtUEUfcB/j+PpQ9dUN/7PyC1iZP73QNAaTo7GRwlAUDv5qkOuZkGQMPTK2UZYgJAt3pOet94AEBd+SzPgzsBQK0vEtpyLgdAb7vQXKfRBECkpfJ2hBMCQAwHQrKACQRA+ptQiIADBEBwlLw6x0AAQF70FaQZi/0/5ssLsI9O8z/p8Xub/uwGQOtunuqQWwJAZcdGIF5X/j/q501FKswAQCyf5XlwdwdAEHo2qz5XAEAnwoanV4oHQMUbmUf+oAFAE36pnzcV/T8npaDbSxr3P0G8rl+wmwBAXaeRlspb/D9VavZAKzD9P2Kh1jTveARAjL6CNGPR/D/83qY/+9EEQFcE/1vJjgFAVdl3RfA/+j9HrMWnABgDQErSNZNv9gNA2ZlC5zX2AUBwd9ZuuxAAQKz/c5gvr/g/cRsN4C2QAEDNAYI5evwIQIBIv30dOAVAGCZTBaPSA0CbG9MTljgHQAmnBS/6CgFAS5NS0O0lA0CCVmDI6lYEQCvZsRGIFwVADFnd6jkpBEC+9sySALX3P0op6PaSRv8/Uz9vKlJh+j8CK4cW2Q4LQALxun7BrgRAYM0Bgjl6AEDfMqfLYmL9P6bydoTTggpAHtydtduuBEDRP8HFiloDQKbydoTTAgVAjGfQ0D8BBkBrn47HDBQFQMx/SL99HQVAK8HicOZXBUBsCfmgZzMJQDP+fcaFg/4/LnO6LCb2AUB9Ik+SrlkEQGDI6lbPSQRAMqzijczjBkBpAG+BBEUDQOLMr+YAQQRAZVOu8C4XBUDzk2qfjscCQExsPq4NFQZAn8iTpGum/T9uwOeHEcIFQIrlllZDogJANQwfEVOiAkCxogbTMLwBQCl5dY4BGQhAgUOoUrPHBUDjpZvEILD/Pz4FwHgGDQRA2LYos0EmBkAs1JrmHacCQOvFUE606wJAHXIz3IAPAkDj/E0oREAHQNxGA3gLJAVAH/RsVn2uBUDnb0IhAg7/P4LK+PcZFwBAObnfoSiQAkB4CyQofswEQIzbaABvQQdAnG1uTE/YA0Bn1edqKzYCQNXnaiv2FwpArrZif9l9BEBI/mDgubcHQH1cGyrGeQNAJQaBlUPLC0AbZJKRszACQKHbSxqjNQRAchb2tMMfAUARje4gdmYEQOaWVkPingBAc/T4vU2/A0ApyxDHuvgHQPqbUIiAQ/g/smg6OxncDEAn2lVI+ckJQEpGzsKeNgdAWwhyUMJMCEAxCKwcWmQHQBn/PuPCQQVAOBWpMLZQBUA8a7ddaG4BQNb/OcyX1wNAB1+YTBWMAkAwDcNHxFQHQMuEX+rnjQZA9S1zuizmDEBwXwfOGVEFQDcawFsgAQhAtTLhl/r5CUC5NlSM8zcHQGe4AZ8fRg1AWhKgppbtCECwIM1YNF0CQKOSOgFNBApArg0V4/xNCkABamrZWt8CQCTW4lMAzAZAeJeL+E7MAEBB8WPMXYsFQLkZbsDnhwZAaqSl8nbEA0B7a2CrBMsHQPsFu2Hb4gdAjNtoAG8BB0AZyol2FZIDQNZuu9BcpwdAI/jfSnYsCEAebRyxFh8HQHlYqDXNuwdAcT0K16NwC0Db3JiesAQKQIuJzce1IQNAgnNGlPaGBUD2tMNfk7UBQNLj9zb9WQhAZohjXdyGAkCGrG71nPT+P//sR4rIcAtAGedvQiECD0AVxhaCHNQLQISB597DJQtAYHZPHhaqA0DkZrgBn98LQBb2tMNfMxBArIvbaABvCkDR6A5iZ0oCQEZCW86leA9AmpmZmZlZCUBubkxPWCILQMLdWbvtAgVA0CfyJOkaB0DZJaq3BvYEQKneGtgqAQ5AniRdM/nmD0D4iJgSSXQQQFPovMYu0QlAn47HDFTGCUCwrDQpBV0HQOrKZ3ke3AFA96+sNCmFBkBfQZqxaDoGQJHyk2qfrhBAnKc65GY4D0B+42vPLEkLQKkT0ETYMBFAFK5H4XrUC0Bg5dAi2/kRQJjArbt5KglA2GSNeohGCEBFEr2MYrkKQAjJAiZwqwpAd2fttgtNDUC28/3UeGkFQINMMnIWNg9A+rg2VIxzCUASMSWS6GUCQKdc4V0u4gpARs7CnnZ4A0A5tMh2vl8OQLHc0mpIHAtArW71nPS+CEC8rl+wGzYMQFeVfVcEPwhA1sVtNID3A0Bi+IiYEgkFQK6ek943Pg1AJ2vUQzR6E0B5O8JpwSsQQBtMw/ARsQ5AcF8HzhmxEUB/+zpwzkgJQHk7wmnBCxBAoS3nUlxVBUBo6J/gYoUDQLAbti3KbAJA9gt2w7aFAkCpvB3htAATQEw3iUFghRBAjgHZ692fC0Amx53SwfoHQHuDL0ymihBAT+lg/Z/DCkCiemtgqwQQQGCrBIvDGRBAoS3nUlzVB0DgZ1w4EDIQQE+Srpl8MxBA7WRwlLw6DEAXDoRkAdMMQJW3I5wWvA9AmwMEc/Q4C0D1SlmGOJYFQEok0csoFg1ADOpb5nRZ/z8eM1AZ//4MQPPlBdhH5w5AE0n0MoqlBkCxbVFmgwwNQH3Qs1n1uRJAUYNpGD6iEUCtTPilfh4IQLbbLjTX6RNAn5PeN74WEEB+42vPLAkPQDuqmiDqvgpAkE5d+SwPE0DghEIEHAIMQF8HzhlROhFAYr68APvoCEAR34lZL8YMQDrpfeNrzw5AJUBNLVsLEEAIlE25wnsKQF5jl6je2g1AFFysqMHUEECloNtLGmMMQPuuCP630gtAAfvo1JWvEEBAMEeP33sQQOZciqvKvghAodtLGqNVEEDx9EpZhjgGQHr83qY/Ow9A499nXDgQEEAUeZJ0zWQRQDSFzmvsUgpAdlQ1QdR9DUBXIeUn1f4NQJJc/kP6bRBA3ZiesMTDDEBy3CkdrH8PQMe6uI0GsBFAilkvhnKiC0Bpqbwd4bQSQHAIVWr2QBFA9P3UeOmmEEDGounsZNATQMCV7NgIBBFAbmk1JO7xEUAXnwJgPMMSQPFG5pE/mBRAdY4B2eudCkDDgZAsYAIPQFD8GHPXkg9AaqSl8nYkEUBT6LzGLlETQLjpz36kyAtAkIMSZtr+DUCfyJOka4YWQMbctYR88BBAXoWUn1R7B0ACDqFKzV4RQFMFo5I6wRBAcTjzqzmADUC8s3bbhaYSQLn8h/TblxBAyy2thsS9DECWeEDZlAsSQKbQeY1dIgxAkfKTap9OCkARqtTsgTYRQJZDi2znew5AIeUn1T4dDkAlkuhlFIsQQDZ2ieqtARNABaipZWt9DEB9PzVeukkOQKKXUSy31BBAHqfoSC5/B0AZraOqCSIPQH3LnC6LSRFAfVwbKsa5CUBNvtnmxvQOQBL3WPrQJRBAwmnBi77iEUBqMA3DRyQVQGLWi6GcKA9AVn2utmI/E0B324XmOk0PQFFmg0wyUhBALZW3I5wWE0AYz6ChfyIRQG8vaYzWkQtAeuQPBp77DECKjuTyHxIVQFeVfVcEPxFA51JcVfZ9EEBTIoleRnERQNcS8kHPJgZAL4Zyol1FCUB5WKg1zbsPQD+p9ul4LBBAMZkqGJVUE0CvCP63kh0QQAjJAiZwaxRAMEymCkbFEkCPpQ9dUB8TQGFUUiegaRNAvvbMkgB1CUAtCVBTy3YTQIAr2bER6BNAbmk1JO7RFEBFniRdM9kTQAXAeAYNPRJAvHSTGARWDUDwv5Xs2OgUQPN2hNOC1xNAMPDce7hEE0Ap0CfyJOkPQFch5SfVfhFA3NeBc0Y0FUDHKTqSy/8IQIaPiCmRJBFAgH106spnE0CeQUP/BBcUQKG5TiMtlQ9Ac9cS8kEvF0DUmuYdp+gQQGjLuRRXlRVAqfbpeMygE0Avi4nNx1UVQBBdUN8y5xFAMc7fhEJkFEBY4gFlU44SQN9sc2N64hBAA5Xx7zMuE0C62or9ZfcYQJZDi2zn2xdAlGqfjsfME0D9vKlIhfEVQNWVz/I8GBFAbM8sCVDzFkAR5KCEmdYSQPfMkgA1FRJAApoIG56+EUD5MeauJaQJQPWEJR5Q1hVASaKXUSx3G0AeUDblCg8RQK98lufB3Q9AjZyFPe3QEUBjYvNxbWgVQPgZFw6EJA9A7C+7Jw8rFEDHLlG9NTAUQBeCHJQwsxRAzQaZZOSsDkBtVn2utiIUQGpq2VpfhBtAxlBOtKuwF0BORSqMLYQYQEaU9gZf+BlA9GxWfa62DkCkcD0K1wMUQDFfXoB9NBNANXugFRiSEUBFZFjFG9kTQF6dY0D2+gVAkuhlFMuNEkCuga0SLC4XQJaVJqWg2xNAldQJaCLMEUDVPh2PGYgRQPERMSWS6BBA1bK1vkioE0AG2EenrnwQQBIUP8bclRRAGcVyS6sBFUDb+X5qvLQWQDElkuhlFBdA7+GS406pF0DmriXkg74SQDbIJCNnoRBAt3pOet8YEEAXDoRkAVMOQOik942vvRBAjq89sySgG0Aaho+IKVESQFLy6hwDkhFAzZIANbXsFECDUUmdgEYVQA7z5QXYBxFA26fjMQMVFECthsQ9lj4TQOlg/Z/D3BJA5bM8D+7uFECUTbnCu1wOQEZfQZqxSBlA7Eyh8xo7D0Aychb2tOMTQO0qpPykehlAYmcKndeYDkCz0qQUdHsVQOgTeZJ0TRdArVEP0eiOFkCSeeQPBr4ZQHgLJCh+7BJAA2A8g4Z+FkDAstKkFBQVQF3Ed2LWKxZAkst/SL/9EkBU46WbxOAPQKIL6lvmNBNAZK93f7yXEkBPdcjNcCMXQF4R/G8lWxJAbhea6zTyFECH+fIC7CMXQKhvmdNlERhASkbOwp5WHEBkO99PjXcSQERRoE/kiRNAG2SSkbOwFkBzaJHtfD8SQJzc71AU6BJARfC/lexYFkBlcJS8OmcQQGHD0ytl2RhA0ZFc/kOaEUAqUmFsIYgMQO4ljdE6ihRAAIxn0NCfGEBXJvxSP48TQLlwICQLOBJADB8RUyLpFkDon+BiRa0RQN7IPPIHwxNAHVVNEHWfE0DTTWIQWDkVQMbhzK/mIBhAOh4zUBkfGUAvaYzWUVUSQKTC2EKQAxdAsoAJ3LobGUDChqdXynIQQBnFckurYRVAFeP8TShkGUC3XWiu00gVQA9iZwqd1xNAtJPBUfJKFkASFD/G3LUZQFwgQfFjzBpAzNHj9zb9E0B/9iNFZJgPQI8ZqIx/Hw9ALbKd76fGEkBdxHdi1gsUQDUk7rH0YRlAONvcmJ7wHECeQUP/BBcaQLgehetROBhA/Knx0k2CF0AVUn5S7dMZQDkoYabt/xpAs82N6QlLFkAMsI9OXXkVQE2EDU+vNBhAy74rgv/tG0Dja88sCfAZQLd/ZaVJiRlAXyS05VzqFUDCacGLvkIRQFk0nZ0MzhxAtVTejnAaE0CXxcTm4zoWQPlmmxvT0xBATnrf+NoTHEBx5ldzgOATQC9pjNZR9RRAGXPXEvLBEkCskPKTar8ZQH7ja88saRZAi8OZX81BHUBbttYXCW0aQMhBCTNtPxdA1VsDWyXYGEBdp5GWyjsXQPRsVn2ulhVA8BZIUPx4H0Akl/+QfvsWQJkqGJXUKRhAajANw0fkEUDja88sCRASQOBnXDgQkhNAF7fRAN7CFUCSeeQPBp4ZQDm0yHa+HxRAGHjuPVzSFkDBbti2KJMTQDGZKhiVdBhAwaikTkDTGkATRN0HIPUaQEHxY8xdqxdA7Sqk/KQaEkBqpKXydkQZQL9gN2xb1BVAhlrTvOOEIUAJ4dHGEWsYQIKtEiwOBxdAW0I+6NnsFEDhQEgWMIEYQK71RUJbLh9A6N7DJce9F0DJk6RrJh8XQAhagSGr2xpAZB75g4EHHkDmeXB31m4QQFJhbCHIYRlACJRNucIbFECwOJz51XwdQGoTJ/c71BhALspskElGGUDcLjTXaaQaQJynOuRmGBhAOX8TChFQF0Bi+IiYEskYQKJinL8JRQ9AX5hMFYwqHEDbM0sC1FQZQLJoOjsZ/BJAcxHfiVnvFUD4a7JGPYQaQGOXqN4aWBJAmPp5U5GqGUAUlnhA2dQTQAX6RJ4k/RpAQE0tW+trHUBqTfOOUzQaQJBJRs7CXhlAlNkgk4xcGEBhjh6/twkUQLN78rBQKxlAHxFTIol+G0D27o/3qnUaQK6ek943XhNA1SE3ww04GkAc6+I2GkAWQPFL/bypiBlAx53Swfp/GUDRXKeRlgoYQNjw9EpZJhRAYvNxbahYGEDIQQkzbd8SQGYUyy2tphFAJJf/kH77GECif4KLFRUWQJYhjnVxuxlAeHqlLEPcFUCyLm6jAZwQQIl7LH3oAhFAIEHxY8wdGkBKDAIrhzYWQNhHp658FiBA9kArMGS1GkBdbcX+slsbQOXQItv5nhJA+mGE8GijGkBBZfz7jOsXQDs2AvG6nhtAEOm3rwOnD0Csi9toAM8ZQBPyQc9m1RlACObo8XsbFUBeukkMAusQQA9FgT6R5xdAatlaXySUEkD1nPS+8ZUdQKlNnNzvEBtAT1jiAWXzFkBaEqCmlm0YQJCg+DHmbhVAychZ2NMuGkAng6Pk1RkcQL9DUaBPpBhA86s5QDBnGEADJnDrbv4eQFxV9l0R/BdATUpBt5dUFUA2AvG6fqEeQN0HILWJsxtA8L+V7NioF0CU2SCTjBwXQLMHWoEhyxxAW86luKqMHEAGTODW3bwbQOuLhLacSxVAxqLp7GSQGUCcUIiAQ2gTQOuLhLacKx1ApfeNrz2zGEDdtYR80NMaQEt2bATiNRVA38Mlx51SF0AbL90kBkEeQG5RZoNM0hVApyIVxhYiG0AbTMPwEREZQPMC7KNTByBAbosyG2RyHEDI7236sz8aQLEWnwJg/BZAfAqA8QyaF0Bj0XR2MhgXQJs4ud+hiBdAtMh2vp+6GUBJopdRLNcTQKFKzR5opRJABP9byY4tF0ARx7q4jUYeQNuizAaZJB9AH9eGinEeFUAeG4F4Xd8VQJ4MjpJXhxtA3bWEfNCzHECUh4Va05wYQJwWvOgrCBxAcXK/Q1FgFUBD5zV2iWoYQPjfSnZs5BJAJgFqatn6IUCNf59x4UAcQGagMv59xh1AfeiC+pa5IEAhk4ychX0XQGrecYqOpBlATrSrkPLzH0BdxHdi1ksUQPVKWYY4lh5AjzaOWIuvHEDtmSUBaiobQAX6RJ4k3RhAEAaeew93GUB5WKg1zVsaQBBYObTIthhA4UBIFjCBGEBA2ZQrvKscQDZZox6icR1AKjqSy3+IGUBvZB75g2EYQCWS6GUUaxNAbRyxFp8iFUDJsIo3Mg8hQJKzsKcdnhtA5NpQMc4/IEAQ6bevAwcdQKkwthDkgBtAr1qZ8EtdGECyYyMQrysbQBhgH5268hhAaAWGrG7VH0BCsoAJ3DoaQJbnwd1ZuxtAdv2C3bC9IUBMjjulg7UYQP2fw3x5ESBAz9ptF5prHUDja88sCVAZQIv9ZffkAR1Agy9MpgpGH0CdY0D2ejcfQAHeAgmKfyBAh9wMN+BzGEDnOo20VF4fQE34pX7eVB5Ar1qZ8EudF0AS91j60AUfQKZh+IiYEhlAK/aX3ZNHGEDhfyvZsdEYQH+HokCfSBlA3ze+9szSF0AAAAAAAAAfQE/MejGUwyFAo5I6AU3EGkDwp8ZLNwkcQF35LM+DexZADY6SV+c4HkB3Z+22C+0YQI1donprABpAlYJuL2nsFUBzY3rCEs8YQBzTE5Z4gB9AGEM50a7CG0DpDmJnCj0aQFG9NbBVYh9Arrt5qkNOFEDrkJvhBhwgQGCTNeoh+htAo0CfyJNkHkBZNJ2dDM4aQEPiHksfuh1AVfZdEfxvHUAHCObo8XsZQFoNiXssXSBAn3b4a7KGHkAhByXMtL0XQCV1ApoI2xdA0lJ5O8IpF0AuBDkoYbYgQFr1udqKvRtAdTxmoDLeFkDde7jkuBMUQHehuU4jTR1AtJPBUfLqG0DdmJ6wxHMiQOnxe5v+LBxAokW28/0UF0BsW5TZIIMgQORmuAGf/xZAsi5uowEcHUDmllZD4h4eQEBqEyf3uxZA0oxF09kJIUArhxbZzvcdQOXQItv5riBAAAAAAADAHUCpwTQMH/EhQHva4a/JOhVA6WUUyy2tIUC4WFGDaeghQK1p3nGKzhlAUkSGVbyRG0C4I5wWvOgaQEUqjC0EGSBAtoR80LPZH0DHaB1VTZAdQCv7rgj+lx5AjSjtDb4QHUD9ag4QzBEdQHUfgNQmDhpAzO7Jw0KNGUCERxtHrGUWQMgMVMa/Lx5AIZOMnIV9F0ClSSno9rIbQLSOqiaIOhhA8s02N6aHHEDN5JttbjwhQPtcbcX+ch5AQQ5KmGnbFUB7vfvjvQoaQB1aZDvfLxVAl8XE5uO6HkB7gy9MpooYQEDeq1YmLCFAVG8NbJXQIkBsJt9sc8MaQI/C9Shcjx5Avmplwi8VI0B+Oh4zUFkgQLahYpy/OSBA+KV+3lREIUDBkNWtnmMgQEmAmlq2Nh5A9dvXgXMGHkD/snvysBAkQNWVz/I8mBZAmpmZmZnZJUBrfZHQlhMaQE9Y4gFlEx9AcQM+P4zwEUB65A8GnpsWQO2ePCzU2hlA8rVnlgQIGkAep+hILt8aQIzWUdUEMR1ACwxZ3erJIECoHf6arNEeQK9fsBu2jRtAsylXeJfrIUCbcoV3uagZQGU2yCQj9yFAc4V3uYiPHkCPqiaIum8eQLNBJhk5iyBAQpWaPdDKHEDXNO84RYchQF3hXS7iCyFAY+5aQj6IIUAKur2kMVofQBYTm49r4yFASiTRyygWHEClvcEXJnMbQP2C3bBtURhA7fDXZI1qIUC/YDdsW7QdQMtKk1LQbRxAfhghPNrYHUD3OxQF+mQaQOSghJm2XxZAeqUsQxwrGkBaZDvfT60bQHKndLD+TyBAFK5H4XrUIUCCyvj3GfcaQPN2hNOCtx5A24XmOo0EIUDgufdwyaEgQHCZ02UxQSBABg39E1wMIUCrCaLuAxAfQEUNpmH4aBpAlPsdigKtIkBIUPwYc3ccQLPqc7UV+xdA0jqqmiCaIEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"470\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"471\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"475\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"476\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"478\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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AoyO5/IekPkCcM6K0N7goQKRwPQrXwzhA7nw/NV6qM0CjAbwFEgRCQFR0JJf/UCpAaLPqc7W1L0D9h/Tb1zE7QDEIrBxanEVAYVRSJ6DJKkDNzMzMzCw0QDtUU5J1OOi/ZDvfT42HOUDJ5T+k37ZHQLQ+5Zgs7sG/OnXlszxPGkD35GGh1nQyQOauJeSDTjxAseHplbLsF8A51sVtNJA+QHGsi9toYD5AlPYGX5jEQ0BXz0nvGy8jQI2XbhKDAC1AaLPqc7WlM0CkcD0K16MqQIts5/up8QNAsHJoke1cN0D5Zpsb0/MTwERpb/CF+T5Ac9cS8kHPM0AxmSoYlVQ/QOY/pN++DjJAcT0K16OoQ0B88rBQa4pBQHo2qz5XM0BAescpOpLLJEAJ+aBns8oTQIj029eBoz1AGQRWDi3yLEDWrZ6T3ucgQAEwnkFDnxJAtFn1udqyR0CDL0ymCsYyQGWqYFRSlzVAJQaBlUMzQkDVPh2PGagjQHY3T3XIbRvAjgbwFkhAPECnzM03ovvrvyZTBaOSmjtA/Yf029dBR0AawFsgQYE0QDxO0ZFcLj1AaW/whcm0N0D5MeauJWQkQFmGONbFTSpABOeMKO1tQEB9PzVeunk0QFk0nZ0MTiFANBE2PL3CQkAn9zsUBToOQB04Z0Rp7yhAD5wzorRnPkB6Nqs+Vys1QNCzWfW5ukFALNSa5h23MUA5RUdy+WdAQPyp8dJN4jZACyQofowpREDHKTqSy79HQNobfGEylTZAr5RliGPtOUBYObTIdn4nQC7/If32xTxAIVnABG5d97+TGARWDk1AQNZW7C+7hyVAJJf/kH4LQUAj2/l+ajxFQLwFEhQ/xiZAaJHtfD9VN0DAlezYCMQSQCi7mdGPht6/2nIuxVXl6b/PZtXnaostQLAD54woDTBAwcqhRbZzOUCn6Egu/5E+QCgPC7Wm+QHA1JrmHafIJ0DByqFFtoNBQPCnxks36TVAiV+xhovc7j8DeAskKB4zQJVliGNdBEJAYHZPHhaKKUBhMlUwKlFBQHZxGw3gdUFAIEHxY8xNP0C3Yn/ZPfFJQMxdS8gHDTtA0gDeAgmSQUCXytsRTqsiQFyPwvUoTDZAdQKaCBt+PUAxzt+EQoQRQA9FgT6RBxlAidLe4AvTL0AsfeiC+tYZQFInoImwQTZAqdkDrcBwG0CTOgFNhO00QEw3iUFgvUVAuycPC7UGOEAm5IOezQJAQFpkO99PnTJAYOXQIts5PkC7uI0G8DYtQCQofoy560BA63O1FfvLOkBoImx4en1BQHzysFBrSjJAV1uxv+ymQEAyVTAqqWM8QK7YX3ZPTjBABoGVQ4vMOkCjI7n8h3QpQH2utmJ/aTlAf2q8dJM4P0CCHJQw0zYTQFTjpZvE8D1AUtUEUffBB0DMf0i/fR32P9uF5jqNdApAgq0SLA5XI0D0FaQZiyYPwCHqPgCpzRdAeVioNc0bQUCcoiO5/PcyQNbFbTSAlzlA4uR+h6JgEcD3deCcEeU3QAU0ETY8hUlA4zYawFtANUAMzXUaaanxPyV1ApoIWy1A8WPMXUuIK0BbYI+JlGbTP6cFL/oK0vS/mEwVjEoqPEDP2m0XmssawJ+T3je+1htAjnVxGw3gKkDzWZ4Hd6cFQHfWbrvQXCNA24r9ZfcEMkAqqRPQRPgpQJhuEoPA6jNAI0p7gy8sEEBmMbH5uEYgQM6I0t7gazdAAiuHFtm+PkDlYaHWNH9EQHGsi9to8DFA+n5qvHQjNUCBJsKGpxcoQHqlLEMcOzdAhetRuB6F/j/V52or9pcaQHS1FfvLTiZAXB5rRgY54D+4I5wWvOggQLIubqMBHCZAu9Vz0vvWI0CfzarP1fY6QPmgZ7Pqgz1ACYofY+66LEAj2/l+aqwyQACRfvs6QEFAysNCrWkOM0CxUGuadzwmQJSHhVrT3EFA3+ALk6liQkBvgQTFj4EzQNcS8kHPVjhAu2HbosxmEUBiodY073ggwMRCrWneITNATfOOU3REGkCasWg6O/kfQESLbOf7uSNACFqBIat7EMDZPXlYqNUiQO3YCMTr+h7A2c73U+PlQUDFjzF3LfExQE8eFmpN4zBAEqW9wRdWM0CoNc07TsE5QINRSZ2AfkhAHcnlP6SPMkCamZmZmVkpQNDVVuwvC0FAukkMAiuPQUCVZYhjXaw6QIKQLGACpyFAdQKaCBt+NkAdOGdEaW8+QJ268lmeBxdARwN4CyQ4MEAHzhlR2rs8QPH0SlmGiD1A7Q2+MJmKPkCcoiO5/Jc+QDj4wmSqYDxAzCiWW1rNAMD/If32dYAxQIlBYOXQ4kBAJQaBlUO7N0CneccpOmJAQKK0N/jCZC1AeqpDboZbEcAhsHJokR02QCSX/5B+WzNA845TdCQvQEB24JwRpd03QPaX3ZOH5SVATmIQWDmEREA2qz5XW7EoQKjGSzeJoSlAg8DKoUXWRUDpQxfUt8wFwJtVn6utaDJAvp8aL93sREB9rrZif9kxQHhi1ouhvBLAG55eKcvwLEAMc4I2Ofzqv65H4XoUjihAV+wvuycnQEAwnkFD/+QYwJCg+DHm/jdAw/UoXI/SOkCoNc07TjFDQM3MzMzMDDpAEHo2qz5HNEAVHcnlP/Q3QNJvXwfO2T9A0jWTb7Y5GEAKaCJseKowQLprCfmgxzNAc2iR7Xw/KUDD9Shcj6pAQMX+snvyAEBAQfFjzF37NkCh+DHmrqUyQCntDb4wQUFA/kP67eugP0CSXP5D+nVFQIlBYOXQYjFAejarPlf7HsDo2az6XMVAQPkP6bevIzNAIGPuWkJONkAeUDblCi8hQARWDi2yvTRAqz5XW7G/L0CwA+eMKC03QDGZKhiVVDJAfPKwUGu6OUCwA+eMKP00QCNKe4MvLDZAih9j7loiKUAxmSoYlTQ4QN4CCYofs0RAaLPqc7VVM0DIBz2bVYdGQJ1GWipv5yJAsAPnjCiVR0ANiXssfVgjwBIUP8bcNTNAiGNd3EYjLUD+Q/rt64hFQDJ3LSEfRDFAdy0hH/TcOUBWfa62Yl8sQCS5/If0exbADAIrhxaJMkCBlUOLbNc+QK1p3nGKPj9ApU5AE2HjLkCoNc07TrFEQGpN845TtAtA5x2n6EguJ0B88rBQa/o1QIts5/upoUdA6gQ0ETZURkB7FK5H4SozQD2bVZ+rjSVAJnDrbp6qIUAhH/RsVl0vwFpkO99PNUFAUwWjkjqxPkAfhetRuK47QGq8dJMYBEBAXW3F/rLbL0DzjlN0JBc8QJCg+DHmHjRAJlMFo5LKPEC/fR04Z9Q2QLN78rBQmyBAPujZrPq8O0BoImx4ekU+QNXnaiv21yhAJzEIrBz6HMAU0ETY8FxDQGFsIchBCQtAbf/KSpPSH0Btxf6yewI0QI4G8BZIADdAi2zn+6kxNkCn6Egu/4EtQPkx5q4lXENAImx4eqXUSkBWSPlJtU8BQEGC4seY40VAX5hMFYxaNECIug9AapMMQCJseHqlDEVAsylXeJeLHUAVHcnlPzQ3QEku/yH9ljBAZMxdS8iHNEBPQBNhw1MqQGZmZmZm/ktAMQisHFoMQ0AqdF5jl0gfwBx8YTJVID5AR1oqb0d4DsCVn1T7dJwXQGiR7Xw/5TpAkQ96NquuMED3deCcEZU8QCV1ApoIG+k//Knx0k2iPEC6SQwCK/dEQOcYkL3e3RBAxEKtad4ZREAZ4lgXt6FJQO84RUdyGSVAFvvL7smzMUCJQWDl0CIpQCKOdXEbrSdAwhcmUwWLQEDiWBe30dAzQEYldQKa6CZAeAskKH6MMUAAOsyXF2AHQCNKe4MvxENA2IFzRpR2O0CIS447pcMEwLMMcayLqzVAYOXQIts5O0DlYaHWNJdEQDcawFsgYTdAhA1Pr5TlNkAfnbryWR4cQD24O2u33RZAW5TZIJPcIUC9GMqJdnURQA8LtaZ5JzRAdk8eFmrtJ0CuR+F6FK45QHPXEvJBjwvA0m9fB87ZP0BxrIvbaKAvQFmGONbFLSfArd12obkOAUD67evAOUMxQHDOiNLeiEFASS7/If0GMkDQRNjw9MJDQCsYldQJqDNAvw6cM6KUS0DY8PRKWXY5QBwXH7C89a+/rK3YX3avJEDVCWgibEg/QDtwzojSbjdA/kP67evAKEAtQxzr4mY1QDPEsS5uEzhA7Z48LNQKPEDvycNCrcFFQBJOC170lRNAarx0kxhkPUAFxY8xd/VCQIEExY8xJzVAJXUCmgjbSkCYbhKDwAowQEdy+Q/ptzVAXdxGA3hbMUB6U5EKY2sgQBYwgVt3MwFApSxDHOsSOkCOBvAWSHAxQKD9SBEZFhBAexSuR+FaLECEDU+vlEUpQEATYcPT2zpA1JrmHacIMkCdEaW9wZc/QDsBTYQNPzhAaOc0C7Q72T8tsTIa+bzoP/yp8dJNEj9ATKYKRiUVNEAAb4EExf81QHrHKTqS2zJA+zpwzog6QUChhJm2fwURQO7rwDkjKitAwaikTkBTN0ALtaZ5x4k0QFkXt9EAPhhAqz5XW7FPNkBxGw3gLbAoQKqCUUmdQCdAoBov3SS2PEDFVWXfFYEgQFdbsb/sHjNAh6dXyjKEK0CbVZ+rrZBAQBnFckurYSBA5BQdyeV/O0Bd3EYDeAskQFGlZg+0Atc/v30dOGfkKkBGJXUCmogvQJT2Bl+YHDZA9pfdk4flL0Cn6Egu/0EyQMbctYR8QD5AI0p7gy+MM0DswDkjSotCQK3AkNWtngFAuECC4sdwRUBbQj7o2exJQCSX/5B+uzxAgEi/fR34LUD9h/Tb15E4QBlz1xLycTFAXrpJDAILO0BMw/ARMSXxP/tcbcX+iktAowG8BRJcREBX7C+7J18xQFg5tMh2/jVAz/dT46WbOkAzMzMzM3NDQGWqYFRSNztA3pOHhVqrS0D+ZffkYaE9QDtwzojSriHAPL1SliFOMUC7Jw8LtW5DQLfRAN4COTVAcRsN4C1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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"482\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"486\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"487\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"488\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"489\",{\"type\":\"ndarray\",\"array\":{\"type\":\"byte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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"491\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"493\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"495\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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jcD0KV0VAzF1LyAcdQkBy+Q/pty9CQOXQItv5vkNAXdxGA3irQ0A6kst/SKdEQBueXinLuENAodY07zhFQEB/+zpwzohFQKJFtvP9dEFA0NVW7C9DQ0DtDb4wmfJBQLyWkA96TkVAJXUCmgjzRUAgY+5aQj5FQBKDwMqhfUVAi2zn+6mhQ0C4HoXrUUBCQD7o2az69EFANBE2PL0qQkCDL0ymCmZDQAHeAgmKx0RAfa62Yn8xRUC4rwPnjIhFQKAaL90kFkNADXGsi9voQEDYgXNGlOZFQDGZKhiVjEZA93XgnBHNREDYgXNGlO5FQKyL22gA50NARGlv8IUBR0BPQBNhwwtDQK+UZYhjZURATmIQWDmMQ0CI9NvXgdtBQEa28/3U8ENAxm00gLdwRECz6nO1FetFQBlz1xLySUNAqvHSTWIAQ0C/fR04Z4RCQIcW2c73s0NA1QloImx4Q0CWIY51cUtEQMsQx7q4zUNAUkmdgCZqQkD2KFyPwi1FQCPb+X5qPEdAZ0Rpb/C1REAbnl4py6hGQC1DHOvitkRA845TdCRnREDV52or9q9BQCzUmuYdL0JAW9O84xTtREDdtYR80CNGQEXY8PRKKUVALv8h/fZVQ0AOvjCZKthBQLu4jQbwRkJAVg4tsp1vQkDP91PjpctDQO58PzVeOkNAufyH9NvPQUBMpgpGJQVFQBDpt68Dh0VArK3YX3ZHQkCRfvs6cN5BQEYldQKakEVANV66SQzqQ0BsCfmgZ6NCQAYSFD/GlEFAgQTFjzG3Q0B7gy9MpspDQCnLEMe6EEVA0gDeAgmKQ0DM7snDQqVDQNIA3gIJukVAwOyePCzsQkBWfa62Yt9BQH0/NV66GUZALpCg+DG+Q0C1N/jCZGJEQISezarP7UBAYHZPHhYiRECvlGWIY0VEQGEyVTAqIURApN++DpyLQ0DqlbIMcURDQJT2Bl+YzEBAxSCwcmiZQkCHFtnO90tAQIxK6gQ0KUJAS+oENBGOQ0AdOGdEaRdDQC6QoPgxJkZA0ETY8PSiREDV52or9pdCQDLmriXkU0VARGlv8IXRQkDJdr6fGjdDQHEbDeAtCERAGQRWDi0aRED1udqK/T1EQEJg5dAi40VAmG4Sg8AaRUDTvOMUHdFCQHDOiNLekEVAtoR80LOJREBYqDXNO7ZEQG/whclUYUNAGlHaG3zRRECR7Xw/NRZEQK1p3nGKHkJAM8SxLm5jQkByio7k8gdFQLUV+8vuyURA5WGh1jQ/Q0DXEvJBzw5FQDVeukkMckdAfa62Yn/BQ0BpAG+BBDVCQLByaJHt5ERAK/aX3ZMnREDSAN4CCapDQJ2AJsKGV0VAWRe30QDWQkC7Jw8LtbZEQJtVn6ut0ENAArwFEhSXRECY3ZOHhRJEQJwzorQ3MERAtvP91HjxQkAZBFYOLdpEQGEyVTAq2UNA6pWyDHGcQUCxUGuad7xDQLUV+8vuAURAak3zjlOsREAOT6+UZfBBQPs6cM6ISkNAIGPuWkLGRECwA+eMKJ1FQBDpt68Dv0FA2/l+arwMQkCdgCbChs9DQBDpt68DL0FA1lbsL7vHREBq3nGKjlRFQHlYqDXN00NAVn2utmKvQkC1FfvL7tFDQA4tsp3v10JAgQTFjzEHQ0AbDeAtkFhDQP7UeOkmSUNAEHo2qz6PQkAukKD4MZZCQLyWkA96RkRAYTJVMCrpQ0CkcD0K17tCQEATYcPTQ0RAufyH9NvvQ0AJG55eKbNEQAyTqYJR8URAM8SxLm6zREDzH9JvXzdDQF+YTBWMSkZA1edqK/YfSECsi9toAGdFQJMYBFYO3UNATRWMSur8Q0DgnBGlvZlBQD0s1JrmbUZAZMxdS8gfRUDDZKpgVIJDQIQNT6+UnURAD5wzorQnQkAnoImw4TFDQA8LtaZ5j0NA+8vuycMqQ0BhVFInoBlDQIiFWtO8k0VA+aBns+pbQ0BDHOviNtpDQKabxCCw2kNAuB6F61HQQ0AGEhQ/xhREQPjCZKpgLERAowG8BRLUQkDPZtXnarNDQDY8vVKW+URAWRe30QB+RUC6SQwCK2dGQAyTqYJRmUZAjErqBDTxRED/If32dRBFQMWPMXcteUJAxm00gLcQRUBDHOviNjJEQMrDQq1p/kJAmnecoiMpQ0BDrWnecZJIQAKaCBue5kJAXCBB8WOkREDF/rJ78mBEQFpkO99PtURA+aBns+qLQkDGbTSAt2BEQDJ3LSEfHEJAvw6cM6IsQ0B5WKg1zQtEQIMvTKYKbkVAuycPC7WmQ0CxUGuadwRGQOAtkKD4OURAXkvIBz3LRUBzaJHtfO9DQCzUmuYdh0RA5dAi2/k+R0BI4XoUrudCQEcDeAskAEVAGXPXEvIxRUCU9gZfmCxHQNCzWfW50kRAPzVeuknUREAYJlMFo1pDQG8Sg8DKQUZAOPjCZKr4Q0APnDOitAdFQGTMXUvI90RAcT0K16PIQ0D6fmq8dPNDQKmkTkAT2UJAFD/G3LXsREDarPpcbX1CQJ0Rpb3BX0VAHVpkO9+fQkD0/dR46d5DQBdIUPwYo0NAvsEXJlO1Q0BTliGOdZFGQFfsL7snt0JAWYY41sVFR0AwTKYKRsVEQAg9m1Wfa0NAOwFNhA0HRUClLEMc66pFQFCNl24S20RAg1FJnYC2Q0ARNjy9Uu5EQHe+nxovBUVAmpmZmZkJQ0DgLZCg+LlEQLFQa5p39EFAY+5aQj4wRkBLWYY41rVGQKJFtvP9fENAE2HD0ytNRUCNKO0NvvhEQDcawFsg+URAGsBbIEGxQ0DtDb4wmYpEQGkAb4EEdUVAcayL22gAQkAJ+aBns5JEQBzr4jYaaENAjSjtDb6QRUDjx5i7loBBQAfOGVHam0RAXynLEMdKRUBm9+RhoSZEQGIQWDm0MEZA+THmriU8Q0DufD81XkJDQOXQItv5bkVAT6+UZYiLRkBO0ZFc/rtFQGwJ+aBn60RADXGsi9sQRUBvgQTFj9FDQBniWBe3qUVA/Bhz1xLiREB0RpT2Bm9EQGIQWDm0AENAsp3vp8ZjREDzH9JvXz9GQBgmUwWjokRA2c73U+NNQ0CVZYhjXfxBQHS1FfvLzkFAk6mCUUmlREAX2c73U0tHQNXnaiv2D0JAA3gLJCg+REDXEvJBzw5EQCGwcmiR5URAzhlR2hvMRkCBBMWPMY9EQCBB8WPMlURA0gDeAglaRkC28/3UeClHQI/C9Shcv0NAnl4pyxA3Q0DXNO84RUdFQFioNc07nkVAQj7o2awSRkB+HThnROFDQH6MuWsJcUdAjNtoAG/BQ0BMpgpGJY1GQDQRNjy9KkNAZF3cRgMYQ0CFfNCzWWVGQFvTvOMUFUVA/kP67esAQkDkFB3J5UdDQDlFR3L5d0JAc2iR7XwvR0DvOEVHclFFQJ0Rpb3BL0ZAidLe4AuLQ0AhH/RsVr1CQHDOiNLeeEFAS1mGONZNRECC4seYu15CQMIXJlMFS0VAPSzUmubdREADCYofY/ZGQGN/2T15CEBAOUVHcvn/QkCM22gAb1lDQEOtad5xmkNA8WPMXUvgREC8lpAPeqZHQL4wmSoY7UJAZohjXdweQkDjNhrAW5BCQL4wmSoYNT9Af9k9eVgoQkArhxbZzm9DQI0o7Q2+QEhAr5RliGNdREDqlbIMcdxEQLIubqMBvEJAVFInoIkoRUBU46WbxOBCQOhqK/aXHURADJOpglHRQkA2PL1SlrlEQC7/If325UJAHqfoSC6fRECIY13cRvNFQKhXyjLESURAF0hQ/BgzRUAGEhQ/xvREQK+UZYhjNUNAqFfKMsRRRECsHFpkO4dDQKTfvg6c40RA2IFzRpTWQ0Dek4eFWjNFQF66SQwCG0RAn6ut2F9eREBqTfOOU3xDQGfV52orHkZA9dvXgXM2RkB7gy9MphpGQERpb/CFGURAkQ96NqsGRUBg5dAi21FEQB+F61G4pkVAliGOdXH7QEAwuycPC0VDQFOWIY51yUJADJOpglHpRUCL/WX35OFDQNbFbTSAV0JARIts5/uxQEBEaW/whalDQEymCkYl1UNATYQNT6/0RkDpSC7/IY1HQNPe4AuT8UVAmN2Th4W6RUAofoy5ayFFQHctIR/09EFAgSbChqeXRECC4seYuzZHQPwYc9cSckVAq8/VVuyfQ0CKjuTyH4JFQF8pyxDHSkJAuycPC7W2RkB+HThnRBFFQJF++zpwlkRAjgbwFkiARUCyLm6jAQRDQAaBlUOLrENAUPwYc9fqQkBJnYAmwo5DQKYKRiV1ykVA9+RhodY8Q0BqTfOOUwRFQHuDL0ym+kVA9ihcj8JtREB2cRsN4AVEQDVeukkMMkRAL26jAbxdREDvOEVHcvlEQOSDns2qP0RA7C+7Jw8LRUApyxDHughEQL99HThnVERAmnecoiNRRECZu5aQD2pFQLPqc7UVA0ZAMZkqGJUkRkB0JJf/kCZFQGaIY13c/kJA46WbxCCoQEAg0m9fBy5GQGlv8IXJzEVAQj7o2ayiQUCQoPgx5n5GQJT2Bl+Y7ERAU5YhjnXRRUAaUdobfFFDQLTIdr6f2kJAZohjXdyuRUDc14FzRnREQM9m1edqM0VAlWWIY12EREDG3LWEfIhFQDxO0ZFc1kdABaOSOgHlRECGyVTBqOxFQJp3nKIjyUVAhXzQs1n1REBGtvP91NhCQBKlvcEXFkZA8BZIUPzoRUAijnVxG+1CQHqlLEMc00dAn6ut2F8+QUBX7C+7JydDQGrecYqONENAFR3J5T/0Q0CYTBWMSppCQEymCkYlZUJAHThnRGmPQkBTBaOSOgFFQMuhRbbz5UNAs+pztRVDSUCdgCbChldEQFfsL7snt0RA2PD0SlluQkCfq63YX35FQEp7gy9MBkZAxLEubqOhRUCxUGuadzxEQFyPwvUoZEdAZ0Rpb/AFQ0DHSzeJQUBFQKs+V1uxJ0NA/mX35GF5RkBEi2zn+7FEQO58PzVekkR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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"498\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"yjLEsS7+OED2l92Th6UxQG3n+6nxki1AtTf4wmRqLUAFNBE2PP02QDvfT42XrjpAWMoyxLGuOkBFR3L5D0kwQAYSFD/GHDZAliGOdXF7O0BxrIvbaJAwQDhnRGlvUDNA8kHPZtUnO0DarPpcbWUmQEMc6+I2qjxA001iEFhZOkC+wRcmUzU9QLIubqMBrDRAT6+UZYjrQ0BAE2HD06s3QHzysFBr2ixAyXa+nxrPMkBApN++Dhw3QBniWBe3sSFA6+I2GsCrNEArGJXUCegpQESLbOf7SUFAWKg1zTu2QUDzH9JvX/c9QPs6cM6I4jZA4dHGEWsRFsC8dJMYBHYtQJeQD3o26zxAFR3J5T9EQkAVjErqBEQ7QGKh1jTvuCxAseHplbIcQ0BaZDvfTz06QK+UZYhjvTBAbcX+snu6QEDu68A5I3JAQN/gC5Op0jlA+8vuycPqQkCrz9VW7G86QMzuycNCHURAaQBvgQQ9QkA9LNSa5g06QFkXt9EATkFARWRYxRvZHUDgLZCg+PE4QDhnRGlvkCpAI0p7gy+8N0CfPCzUmkYzQP7UeOkmkTtARGlv8IWZMkAEVg4tss09QLpJDAIrJzdAc2iR7Xw/P0B06spneZ4AQJ7vp8ZLtx5AD5wzorQ3P0CRD3o2qx5HQL4wmSoYlTlA2V92Tx7WN0CPU3Qkl+8+QP2H9NvXIUVAcvkP6bfPPkCpE9BE2HA+QDPEsS5uMzpA4JwRpb3BNECHp1fKMsQzQGDl0CLbiTxAHqfoSC5fJ0BUUiegichCQJjdk4eFyjlAxLEubqMROUDG3LWEfNAsQEYldQKaWDVAaQBvgQSlPUAGgZVDi1wyQF3cRgN4ezRAMEymCkalQEC2hHzQs6lAQPH0SlmGuDdAn6ut2F+mPkD+1HjpJtFBQGZmZmZm7kZAbVZ9rrYSO0CBlUOLbKc+QJtVn6ut6DFAqFfKMsQBNUB6Nqs+V1syQN21hHzQ0zhAz9csl43O7D9KDAIrh5Y1QABvgQTFbzdAqaROQBMBQECP5PIf0u8vQKFns+pznUFAgSbChqdHMUDQ1VbsL+szQH9qvHST4ERAE/JBz2YlOUAQWDm0yBY6QKAaL90kNjVAJ8KGp1fqQkD1SlmGOI5BQNDVVuwveztAF7fRAN5yOUDFILByaKFFQBKlvcEX/kNAaLPqc7UlP0D+ZffkYTFBQOwvuycP+0VA54wo7Q0ONkBQjZduEiNCQA3gLZCgWDJAWDm0yHa+D0CYTBWMSopFQK36XG3Fzj5A2PD0SlmGOECmCkYldUI7QGgibHh6FTNAzTtO0ZE8PUAqqRPQRJgqQMbctYR8ADlAg8DKoUX2SUAkufyH9As1QNV46SYxiCpAeHqlLENsMUBcIEHxY7xBQGZmZmZmJjdABhIUP8b8PkCs/3OYL68WQD2bVZ+r/UNANBE2PL0yQkBTBaOSOlEzQFuxv+yeNENALv8h/fbVPEAm5IOezRpKQPs6cM6I+kNAPL1SliFuL0AxCKwcWjxPQBb7y+7J8zNANBE2PL1SPkAofoy5a+FBQJ+rrdhfDkZAUwWjkjrxTUC4HoXrUYhMQARWDi2yzT5AjgbwFkhoRkD0bFZ9rtY9QJQT7Sqk3CJA7lpCPuiZQUBmZmZmZvY0QK36XG3FNkVAw9MrZRmCPkAc6+I2GkA6QKpgVFIn0EJAJuSDns0qPED7XG3F/vI3QHL5D+m3zzlAMLsnDwvtQEBlGeJYFx9CQJqZmZmZqUJAak3zjlOUOEChZ7PqczVIQH/ZPXlYiExAQmDl0CKLQkCHp1fKMkQ8QB/0bFZ9TklAyJi7lpAPKkAwR4/f2/TkP7x0kxgE1ilAY3/ZPXmIPEDLoUW28804QARWDi2yXTJAT6+UZYiTP0BrK/aX3aM9QD2bVZ+rrSpArfpcbcWuPUCpE9BE2OAyQAskKH6MSUNAzojS3uB7NkCEns2qz/1CQCuHFtnOf0JAuECC4seARkA0gLdAgipDQAN4CyQoVkpAc2iR7XzHQEA/NV66Sew3QKTfvg6cM0VAxLEubqMxMEB+HThnRAFOQLPqc7UV+y9Anl4pyxCXQkAaUdobfAlBQCZTBaOS+kVAgSbChqeXNkDVeOkmMTg9QHNoke18PydA+1xtxf4iQkAKur2kMdoJQFyPwvUoVEFAmbuWkA+SQEAtIR/0bBZIQP5D+u3rcEBAnYAmwoavR0C0WfW52uJHQPp+arx0q0BAgnNGlPYWMUArGJXUCTg9QM9m1edqKz5AOwFNhA0fNEAijnVxG008QFioNc07DktAf9k9eVg4IMALtaZ5x1lHQCcxCKwcmkBAnMQgsHLIKEBGlPYGX9hEQDJ3LSEfnEBAS1mGONaFT0ArhxbZzo9FQCKOdXEbfSBAfGEyVTDKK0DKw0Ktad5JQGDl0CLbmSdA0LNZ9bkaPUA4+MJkqsBGQJCg+DHm7kFALbKd76dGSUBLyAc9m2U4QPaX3ZOHtUBA9dvXgXOWP0CrPldbsb88QGZmZmZmDkhAG55eKcuYRkCneccpOkpKQFXBqKRO4DBABTQRNjytOUB2Tx4Wak0lQEp7gy9MnkhAy6FFtvPdJ0D/If32dQAYQNNNYhBY4UdA8BZIUPwoN0ChZ7Pqc/U6QOF6FK5HIUBArfpcbcWuT0Di6ZWyDPFAQLG/7J48PD9AgZVDi2xHR0AK16NwPco+QIqw4emV8itAxty1hHzAOEAv3SQGga1EQCS5/If0Cz5A5x2n6EiuMED35GGh1vxDQMrDQq1pDjlAEoPAyqGtQ0Aep+hILu87QNqs+lxt7UxAUiegibBRQkCppE5AE0FJQGIQWDm0CEFAGCZTBaMyN0Ce76fGS4cwQKMBvAUSxD5A+THmriX0SUBWDi2yna84QGB2Tx4WskVAqz5XW7GPPUAN4C2QoIBCQGfV52orVkNAr5RliGMdQ0AE54wo7QVKQEymCkYltUBA7MA5I0qbN0D8qfHSTRI0QPtcbcX+YkNAqRPQRNgQR0Dr4jYawFs2QGUZ4lgXNz5A/+cwX14gE0D+Q/rt6xhBQO/Jw0KtOT5AjLlrCflwMUCtad5xiq4lQGx4eqUsM01AGsBbIEE5SED/If32dbBGQME5I0p7e09AZDvfT43XKEA2PL1SlgEyQDSitDf4gkVATRWMSuo0RUAR5KCEmVYiQKmkTkAToUdAVOOlm8QQSEA1XrpJDNI9QPAWSFD8IERAsHJoke1sPEC62or9ZQdHQPhT46WbrElA1JrmHae4PkCP5PIf0odNQNGRXP5DGjNAMQisHFo0OEAhH/RsVt02QDojSnuDb0NAgLdAguIHOUAUP8bcteQrQE5iEFg5nEFANV66SQzCQ0BpAG+BBJVBQESLbOf72UJA7zhFR3JhQ0DmriXkg65FQPaX3ZOHUVJAsp3vp8bLPkBOucK7XKQTQI51cRsNUE1A5BQdyeV/PUBeukkMAms/QKFns+pzlTdACtejcD1CRkABTYQNT0dDQOcdp+hIXkRA5BQdyeUvP0AFxY8xdxVIQP2H9NvXkThADAIrhxaZOkD3deCcEfU1QB4Wak3zrklAkQ96NqsuREDTTWIQWIk/QF+YTBWMmjFAq8/VVuzfRUACK4cW2d5AQPkP6bev40NAoyO5/IeEQEBxPQrXo5hGQMP1KFyP6kJAcy7FVWXf5j/F/rJ78hA6QFdbsb/sXkJAPujZrPpsNkB8YTJVMEJBQDbNO07RYUJAPujZrPpMQEAd5ssLsO8eQGDl0CLbYUNABFYOLbIlQ0CRD3o2q047QIXrUbge9UVAObTIdr4POEC2hHzQszFKQAqA8QwaGiBA7MA5I0pjQEBJnYAmwu5OQEvqBDQRRkNAA3gLJChuM0CNKO0NvjhIQGFUUiegAUJAkst/SL89MkBvEoPAymE9QPtcbcX+cjRANKK0N/iCLEDRkVz+Q7o7QBsv3SQGgUBAW7G/7J48N0CGONbFbTQ9QECk374OrEtAkDF3LSGfKkDWxW00gI9HQDy9UpYhnkJAC0YldQLKRUAdA7LXu28jQPMf0m9fpy1AKe0NvjDZKkCHFtnO94NHQCcxCKwcajhAvp8aL91EOEBrmnecoktIQCxlGeJYlzlA7Z48LNTaPkAbnl4py6A+QNhHp6581ghAvsEXJlPdQ0AZc9cS8uEqQDcawFsguUVAqDXNO05RJUAOvjCZKngXQNcS8kHP1jpAbAn5oGfDQEBfB84ZUUoyQCS5/If0e0JARiV1ApqYMUDJ5T+k3xZQQJEPejar/jNA8IXJVMFQRkA2PL1SlplJQFioNc07fkVAYOXQItupOkB/+zpwzjBEQOkmMQis7DBA+RQA4xmEIEDWxW00gMc7QK36XG3FRkVA5j+k377uOkA+eVioNVVIQOPHmLuW6EpAEoPAyqGVTEAOLbKd7wc5QFuxv+ye1ENA8kHPZtU3SEDkg57Nqq9DQIY41sVt5EBAWKg1zTvuP0D3deCcEU1HQJHtfD81hkJAdy0hH/RUQECh1jTvOP1CQJf/kH77GidAzhlR2ht8LEB88rBQa0o3QLFQa5p3LENAysNCrWkmQUB+HThnRAlDQAU0ETY8PUJAfh04Z0TZREDMXUvIB/08QEOtad5xuj9AXI/C9ShkQ0Dl8h/Sb69JQF1txf6yY0ZAEce6uI3eTUDuWkI+6GFFQDm0yHa+K1BADAIrhxZJQkAijnVxG804QDPEsS5uIz5ANBE2PL0aSUCjI7n8h8xDQJwzorQ3WDtAeAskKH4sMUDEsS5uo4E/QJp3nKIjUUJAqmBUUidASUCF61G4Hj1MQMPTK2UZwjtAeekmMQhESkADeAskKO5CQIZa07zj9C9A8BZIUPxwQ0AAkX77OvAkQHxhMlUwMkRAVFInoIkIRkAydy0hH/QxQCsYldQJcENAo5I6AU2kQUA7AU2EDfdAQG+BBMWPsTdAXdxGA3j7N0B88rBQaypBQGWqYFRS1zhAXI/C9Sh8K0ADCYofY3ZDQDqSy39I10NAz2bV52oTSEAgY+5aQr44QMrDQq1pdk5AsHJoke1MRkBR2ht8YRJDQAmKH2PuMkJAwFsgQfEjQEDA7J48LOQ6QNnO91PjXUZAEhQ/xtwdREBnRGlv8A1BQMPTK2UZ2kFArrZif9llSkAYldQJaKpIQM3MzMzMLCpAaCJseHpFLkC0yHa+n6pAQGQ730+NJzVAQxzr4jayTkCWsgxxrIsxQIxK6gQ0kR3AhxbZzvejMECiRbbz/URBQET67evA8UVABcWPMXcFRUCXkA96Nks+QOSDns2qPzRAXW3F/rIbSUBlqmBUUocvQIzbaABvUTVAM8SxLm7jPUCNl24Sg6A4QCDSb18HDjhALbKd76dGRUDhC5OpgolAQDarPldbsTlAo5I6AU0EO0BJnYAmwrYyQNXnaiv2VzpAoBov3SSuQUDkFB3J5V86QJ88LNSaxkdAMzMzMzMzKUABTYQNTy9LQN4CCYofYzZA2V92Tx4OQ0A3GsBbIMEyQCEf9GxWFUVAukkMAitvQkCM22gAbwFLQK+UZYhjXT1A+u3rwDkjOUAYJlMFo4JKQNZW7C+7lzhA/Yf029chPkAyVTAqqcNOQHh6pSxDTDBAF9nO91ODLkAXt9EA3hI0QAdfmEwVvDtAAd4CCYq/NkD8qfHSTZJDQM/3U+Olez9AMLsnDwvlN0CTqYJRSVVDQKTfvg6cI0lAVOOlm8RQO0BGlPYGX9g2QGiz6nO1nUlAMlUwKqn7RECad5yiI8k0QBpuwOeHcR9A24r9ZfdENUBApN++DuwwQLaEfNCzEUdAkzoBTYRNTEB/2T15WMg8QH/7OnDOoERAKVyPwvVYQkCTGARWDm1HQCS5/If0mypAsVBrmnfcKEB5Xb9gN2z0v77BFyZT5UpAeJyiI7l0SUDQ1VbsLytNQHctIR/03DtA07zjFB0pRUCTOgFNhKVJQCh+jLlrQUNAF7fRAN5ySEDiI2JKJNEGwBe30QDegj1AGeJYF7fxNEDufD81Xio/QMx/SL99NUBAQxzr4jbqRkBy+Q/pt59GQLHh6ZWylEFAMlUwKqnzPkCoxks3ibFNQL6fGi/dpEtA9+RhodYUT0D1udqK/S1GQCJseHqlpEBAgy9MpgqmRUDrkJvhBnwTQBZqTfOOky1AE/JBz2a1JEDWVuwvu/c+QCBB8WPMPS9APE7RkVyWREDLEMe6uM0tQPqzHykicyBAz/dT46UbKUCfq63YXxYlQJMYBFYObUJAfGEyVTB6P0AtIR/0bIZCQABvgQTFn0dA54wo7Q2uMECbVZ+rrSg/QPs6cM6IsjpA93XgnBFdQEASg8DKoYU2QP5D+u3rwDdAY+5aQj4oOUCGyVTBqORAQO/Jw0Kt+TZAFNBE2PBcQUDQ1VbsL+NDQO2ePCzUYktAJ6CJsOH5PUBqvHSTGLRBQIhjXdxGw0RA9+RhodZ0KkBfKcsQx4JDQN/gC5OpmkJACp3X2CUq/z9qTfOOUxROQDqSy39IPzpACtejcD2qLEAp7Q2+MJFMQE7RkVz+4zJAE/JBz2bVPUBLWYY41l1HQPaX3ZOHLUpAPE7RkVxuPUDZzvdT49U+QGaIY13cPkJAYOXQItsBQkAqqRPQRJBKQA6+MJkqgEJAJQaBlUN7MEDeAgmKH+tBQPKwUGuav0RA8IXJVMEILEDA7J48LKxIQDtwzojSfjpAyAc9m1WfQ0Akl/+Qfss7QAyTqYJRuUNAc2iR7XyvMkDKVMGopH5IQGpN845T1C1ArkfhehQ2RkApyxDHulhCQMWPMXctMTZAcayL22jwOkB0tRX7y9ZCQOOlm8QgOExAd76fGi/dMkDLEMe6uP0zQJm7lpAP4kBANBE2PL2iTEDx9EpZhsg5QCS5/If0GztAdZMYBFbuL0CNl24SgxhEQHRGlPYG30VAKH6MuWsJKUAv3SQGgTUwQJm7lpAPSklAO3DOiNKuPUBF2PD0Srk5QPp+arx0i0VAorQ3+MLMRUA51sVtNKA4QCbkg57NyklAokW28/08Q0BmZmZmZvZNQEku/yH9BkdAIR/0bFYlQkAqqRPQRIg/QHNoke18D0JASgwCK4dGOkAX2c73U0NDQOzAOSNK6z5AtRX7y+4hREAaUdobfAE2QG+BBMWPCUdAswxxrIuLNUCh1jTvODU2QNGRXP5DwkBAx7q4jQbwQ0DsL7snDxtDQHrHKTqSU0xA3NeBc0b0OEDVeOkmMXg4QKvP1VbsHzdA4L4OnDOyPUBUUiegiRhJQLmNBvAWQEFAmpmZmZnZRUBMpgpGJf1JQN6Th4VaYzVAmbuWkA+aPUDUK2UZ4gg5QKyL22gAn0VAoWez6nO1RUB+jLlrCZk/QKd5xyk6ykFAih9j7lqiQEAN4C2QoPxRQBx8YTJVUElAWMoyxLE+Q0ALJCh+jFlFQKs+V1uxn0JAhJ7Nqs+1QkB+HThnREFBQBniWBe3WUNALSEf9GxWJ0CjAbwFEsxFQGuad5yiS0ZALSEf9GwuRUDByqFFtqNSQDGZKhiVFEpAXdxGA3gDQEAi/fZ14DwmQBWMSuoERERALSEf9Gy2QUBb07zjFMVFQFyPwvUorD5Aw9MrZRnCNUC7Jw8LtVY+QA3gLZCgGEFA7MA5I0prMECitDf4wpRKQApoImx4eilAHcnlP6TnQUAsZRniWCdAQN/gC5OpIjtA0gDeAgm6QED4U+Olm3Q6QPFjzF1LqC9A3nahuU4TIsCZKhiV1AlCQCUGgZVD+yBAak3zjlMkRUAhH/RsVk03QCegibDhgUJAHVpkO9+PQ0Ctad5xirZCQJLLf0i/HT5Asb/snjzcQUANcayL23g2QKUsQxzrYjFACtejcD1KOUDVeOkmMRhJQJM6AU2EnThA4JwRpb1RS0C8BRIUP6ZAQIts5/upqU1ALUMc6+ImPEB3LSEf9Pw/QHo2qz5Xi0VA8kHPZtW/UUDsUbgehQs/QBiV1AlogkdAPSzUmuZFRkC5jQbwFqhNQNIA3gIJmjhA2T15WKjNQUB/+zpwzrhIQAMJih9jzkFAmSoYldSJO0A/V1uxv1xKQH3Qs1n1gU5A6Gor9pcFQ0BSuB6F6zE5QPUQje4g9iFA9dvXgXOGJkB4nKIjuZxDQME5I0p74y1AexSuR+EyRUCAt0CC4r9MQDBMpgpG5T5APSzUmuaNOED8qfHSTapIQJTeN772zApANV66SQxSOEDpJjEIrGRDQFMFo5I60UxANjy9UpbBQ0CmCkYldbJJQF1txf6yKzhAUdobfGGyQkA/xty1hKw/QOF6FK5HYTVAzTtO0ZGMNkCfzarP1UY2QOhqK/aXrUVAAG+BBMUHS0B4eqUsQ0xAQEvqBDQRDkVAzqrP1Vb8PECgibDh6R1GQEGC4seY40hAlWWIY11sRUC+MJkqGLFRQGuad5yiI0xAqoJRSZ04R0DufD81Xro/QH0/NV66KThAEqW9wRfWMkBQ/Bhz1+I8QEvqBDQRvkJAWKg1zTteSUBSSZ2AJupBQLsnDwu1VjhAyjLEsS7+OUCneccpOsJDQP2H9NvX0UBAyJi7lpA/NUC1N/jCZKo2QCh+jLlrmTNAmbuWkA+aOUB6pSxDHFNMQCh+jLlrWUlAC0YldQK6OEDChqdXytJNQLx0kxgE1j5AKqkT0ERYNkDLEMe6uH05QAFNhA1P10RAI0p7gy/EQ0BuNIC3QIJFQOELk6mCQTJA0SLb+X7CR0B4eqUsQ3w9QOPHmLuWEERAwTkjSnuDRUD99nXgnLlHQBTQRNjw5ElAdLUV+8uuNEAtIR/0bM5KQBPyQc9mpUNA0SLb+X5KJkCad5yiI2FHQLAD54wozSZASnuDL0zmRkDXNO84RRc+QK36XG3FnjNAW9O84xQtREAZ4lgXt/E5QOJYF7fR6ERAJ6CJsOGZMUCVDtb/OUz5vwWjkjoBjTVAat5xio7MS0DQRNjw9PpFQJ5eKcsQRzdA1zTvOEVXPkAMk6mCUalIQLKd76fGOzxA6SYxCKxkQkDPZtXnakNIQPkP6bevIzFA4C2QoPhxN0ADCYofY8ZAQMuhRbbzJUVA2qz6XG1lQkA/NV66SVRIQKhXyjLEAURABoGVQ4scO0Cx4emVstwzQCUGgZVDi0BAk6mCUUndOUA0ETY8vZI5QEaU9gZfIENAsVBrmnfsPkApXI/C9Tg+QPFjzF1LWDRAX5hMFYxKSEA+6Nms+pRDQKyt2F923z9AK/aX3ZO3S0CC4seYu6YxQJp3nKIjsUJARGlv8IXpNkA4Z0Rpb3BEQGKh1jTvuC1ANxrAWyDhNkDnjCjtDZ5PQJ5eKcsQhyhAoyO5/Ic8RUDpSC7/IZVIQCJseHql3DtANV66SQwqUUA+eVioNQ03QAXFjzF3/UNAH4XrUbiOPkA/xty1hDw5QECk374OJE1AswxxrIu7RkDswDkjSus/QKCJsOHpNTtAUI2XbhJ7Q0BCYOXQIpNGQGx4eqUsk0NA+u3rwDnDNEC+nxov3VRAQKjGSzeJgT1A8rBQa5rXJUDD0ytlGeIwQOCcEaW9KUVA+Q/pt68TQkBTBaOSOqFGQCzUmuYdR0VAArwFEhRPMkDf4AuTqUpJQM6I0t7gq0VAXaeRlsqbGEAUrkfhehxFQJ88LNSapjdAr1+wG7bdIEAB3gIJih8zQMzuycNC1UFAdCSX/5BePUC+wRcmU4VJQMrDQq1pXk5AwFsgQfGzPkDl8h/Sb+8+QN0kBoGVm0lAH4XrUbh+P0BHA3gLJPg+QOJYF7fR0D9A+aBns+pLQkDQ1VbsLwNAQECk374OPEJATtGRXP6jOEAbnl4py/A6QCqpE9BEUEFAtaZ5xynKN0CSXP5D+k1EQPtcbcX+IjhA5dAi2/leTEASg8DKof1CQLN78rBQi0lAzO7Jw0KFQEBpAG+BBIVCQCuHFtnOL01A1QloImxYO0DA7J48LAQzQKCJsOHpFTlARpT2Bl8oP0BCPujZrJpKQE8eFmpNq0ZA5j+k375OFEAy5q4l5ONPQAmKH2PuuixArK3YX3bXREAdWmQ7348+QCnLEMe6yENAjgbwFkiwNUBSSZ2AJopKQEJg5dAiA0xAkxgEVg7tK0BX7C+7J286QPkx5q4lnEVA1XjpJjGwSkBwXwfOGTFAQBWMSuoEXElAZvfkYaEWL0Bos+pztRU8QA1xrIvbmDhA9ihcj8LVNUD/If32dWA9QGwJ+aBnq0JASS7/If1WSEBn1edqK/Y+QHctIR/09E9AIEHxY8ztPECqglFJnbhEQOXQItv53jRA5IOezaqvQ0AMk6mCUUk6QN0kBoGV60FAklz+Q/odRkBnRGlv8O1BQIbJVMGobEFAEHo2qz5XSkDBqKROQKtBQFmGONbFHUBAbHh6pSyDOkDecYqO5IJIQM/3U+Ols0hAxyk6kst/PUBiodY078BDQHE9Ctej0D1AArwFEhR/QUAyVTAqqatFQJayDHGs80ZA7zhFR3LJP0Am5IOezWo2QA1xrIvb+DtAppvEILCSQEAdWmQ73+9FQKfoSC7/+UJAS+oENBFmQkBz1xLyQY9HQLbz/dR4WTtA63O1FfvbPED3deCcEUU3QPcGX5hMzUdAfdCzWfVpOEBa9bnait0/QKpgVFInsEJARiV1AprYMEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"499\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"dQKaCBseMUADeAskKN4mQG1Wfa62QiZA7nw/NV7KNUCDL0ymCnY0QL6fGi/dZDJA0gDeAgmKOECsi9toAP8wQOviNhrA+ydA/yH99nWAMEB2Tx4Wao0qQAwCK4cWqTJAP8bctYR8NUBSSZ2AJuIrQDEIrBxapCxAdk8eFmq9NUBtxf6ye4IyQATnjCjtzStA0NVW7C9LNkA9LNSa5q01QFFrmneccjRA5WGh1jSfNUDjx5i7ltArQNc07zhFVzdABTQRNjyNOEAgY+5aQt4wQGq8dJMYtDhACyQofoxZM0DHKTqSy280QKrx0k1i8DBAdLUV+8suM0CIY13cRsM6QJMYBFYODTNAE2HD0yv1OUD0/dR46aY2QH4dOGdEGTBANs07TtHhOkCmm8QgsPI0QCEf9GxWPTBAGCZTBaMiM0AhsHJokc0vQNUJaCJsOC1ADXGsi9voLEDarPpcbZUxQCZTBaOSOjRA9UpZhjiGNkCsHFpkO789QE5iEFg5NDlAVp+rrdjvOUD4wmSqYCxAQD2bVZ+rzTZA46WbxCDwMUAHzhlR2ls2QKhXyjLEcTRAWDm0yHaONUB88rBQa4o2QG8Sg8DK8TZAnzws1JpGN0Af9GxWfa42QFafq63YPzdAGw3gLZDAN0ClvcEXJtM3QIGVQ4tsJzBAeJyiI7l8M0BiodY075g8QP5l9+RhcTZA7zhFR3I5OkDqlbIMcXwzQNUJaCJsKDpAcayL22hwOEBhw9MrZbk3QOhqK/aXPTZAn6ut2F9WM0BFR3L5D2k3QAkbnl4p6zlAqmBUUiegOEDJ5T+k3443QDojSnuD/zpAZRniWBfHOUDnjCjtDZ40QEp7gy9MxitAQmDl0CIbNUAwTKYKRjU0QJkqGJXU2TdAB84ZUdpLNEDxY8xdS6g0QCGwcmiRvTlAaCJseHo1M0Cn6Egu/9ExQMrDQq1pPjFA+8vuycNiPED+ZffkYQE1QHgLJCh+7DpA+MJkqmAkNEB/+zpwzog4QE8eFmpNczZAW7G/7J68N0C0WfW52oo7QLpJDAIrBzpAUI2XbhIjN0Boke18P2U6QFUwKqkT0DNAbcX+snvyOkAlBoGVQ5syQMZtNIC3sDtAutqK/WWnNkCDUUmdgHYxQIC3QILi1zxAz/dT46VbM0B3vp8aL206QJp3nKIj2TlAwoanV8piN0CGWtO84+Q7QNIA3gIJyjRAnMQgsHIYNkDZPXlYqHU4QFpkO99P3TZAWMoyxLF+MUDByqFFtuM3QN21hHzQ4zJAorQ3+MJkMUALtaZ5x4kvQDMzMzMzQz9AZMxdS8h3OUDSb18HzrktQHEbDeAtoDRA5IOezaqvQEBrK/aX3RM7QNbFbTSAxzVAGsBbIEGhPUDSb18HzpkzQLx0kxgE5j1A3+ALk6miP0DhC5OpghEyQG1Wfa62IjlAjSjtDb4gN0AcfGEyVaAzQIlBYOXQAjpA4XoUrkchM0DzjlN0JIc4QLPqc7UVuzpAak3zjlNkN0Ac6+I2GgA+QFr1udqKLTpAj1N0JJcPNEBYqDXNO542QKkT0ETYgDhA7Z48LNRqOkB/arx0k7g7QFafq63YrzhAWmQ730+NNUDjpZvEIFA4QEOtad5xijhAyxDHurhtN0Cz6nO1Fas5QOcdp+hIbjxA+zpwzojCOEBrmnecomM2QPtcbcX+kjlA8IXJVMHoNkDSb18HzhFBQAwCK4cWyTpA2/l+aryENEDHSzeJQZA3QJtVn6utqDtATx4Wak0jPkDF/rJ78mAxQJyiI7n8ZzlAqoJRSZ0wM0AIPZtVn8srQKjGSzeJ4TpAYhBYObSYPUC/fR04ZxQ6QMpUwaik7jxAjNtoAG8xNUDiWBe30YA/QNCzWfW5+jtAt9EA3gKpOkDEQq1p3pFAQGuad5yiAz9A54wo7Q3eO0D/snvysLA7QOQUHcnlrzVAMzMzMzMTN0DNzMzMzEw1QK1p3nGKzj1AWvW52oqNOUAldQKaCGs3QI/k8h/S7ztAAwmKH2PuPUA+6Nms+vw1QNO84xQdiTxAB/AWSFAcOEBVwaikTnA5QJkqGJXU2TZA097gC5N5PkCneccpOkI4QOxRuB6FmzxAQKTfvg5cO0BSSZ2AJlI7QFtCPujZ3DpAjnVxGw2wNkBy+Q/pt+86QJMYBFYO3TFA2V92Tx5GNkCdgCbChgc7QFioNc07vjxAB84ZUdpbQEDrc7UV+wNCQDarPldbKUBAeJyiI7k8OkCxUGuad5w2QJvmHafoODlABhIUP8bcPkBrK/aX3TMvQMdLN4lBEDJA+u3rwDmjN0DOqs/VVvw2QMWPMXctETtADr4wmSoIMkDo2az6XL01QA5Pr5RliD5AQs9m1ec6N0CRfvs6cM4+QJzEILByKD9AgEi/fR2oO0AAAAAAAJA0QLaEfNCz2TFAQYLix5jLOUAIrBxaZNs7QJwzorQ3CD5AB/AWSFDsNEDCFyZTBWNAQBx8YTJVQD1AqDXNO06hMUDtDb4wmXoyQFdbsb/sTjZA30+Nl25iN0DKw0KtaY48QJMYBFYOnTlA0LNZ9bmqM0BFR3L5D4k8QPaX3ZOH9TxA9bnaiv11NUCPwvUoXG82QKVOQBNh40BACKwcWmR7MUBCPujZrKo6QH/7OnDOWDJA93XgnBH1NEAB3gIJij83QKFns+pzlThAZRniWBfHPkCbVZ+rrXg9QET67evAKT1ALGUZ4ljnNkCad5yiI1k2QKW9wRcmgzRAKqkT0EQoN0CDUUmdgDY4QHctIR/0TDlAgEi/fR3YMkAoDwu1prk7QM6qz9VWbD1AB1+YTBV8N0AKaCJseLpAQPwYc9cS8jRAgLdAguLXOkBkO99PjYc5QBB6Nqs+BzRA/Knx0k2iNUBhMlUwKgk9QLIubqMBnD9AbxKDwMpBNUBQjZduEhM0QIiFWtO8szhACmgibHhKO0Db+X5qvIQ+QEku/yH9pjxAwcqhRbaTNkBcIEHxY9w3QGHD0ytlyT5AR3L5D+n3OkBeS8gHPVs9QCfChqdXqkBAsHJoke3cQEDF/rJ78kAzQHqlLEMc6zdAeJyiI7lsNECn6Egu/2E6QF8HzhlRSjJAKA8LtabZOkB2Tx4Wat06QK5H4XoUfjNA8x/Sb18PQUA17zhFR/I1QFvTvOMUrTVA+MJkqmA8QEBpb/CFyVQ6QO84RUdyiTtAr5RliGNdO0BAE2HD0/NAQIV80LNZhTlAIo51cRutOkBqvHSTGMQ+QP5l9+RhsT5AnYAmwoY3N0DqBDQRNkxAQGEyVTAqqThAxf6ye/JwNkDqBDQRNrw5QDarPldbsT9AwhcmUwVzPEBJnYAmwqY1QHUCmggbTjVAtRX7y+5pOEBX7C+7J387QJT2Bl+YbDhAsVBrmne8N0BFR3L5D5k8QLmNBvAWuDtAI0p7gy+8OUDwp8ZLN7k4QJAxdy0hr0FAaLPqc7U1PUB56SYxCKw8QEI+6NmsujtA/tR46SYBP0ASpb3BF0Y0QOCcEaW9AS9A/yH99nXwNUCbVZ+rrdg7QPyp8dJNEjtAYVRSJ6BpOEBI4XoUrgc1QInS3uALczhAjnVxGw0ANkCkcD0K1yM6QH9qvHSTKDlAbVZ9rrYCLkCUh4Va0/w5QHzysFBr+jxACD2bVZ+bOEA7cM6I0qZBQDPEsS5ugzhAxSCwcmhhOUACvAUSFK8/QKOSOgFNpDNAR3L5D+l3QEAbnl4pyyA/QLyWkA96pjtAZF3cRgN4NUDEQq1p3rE2QPd14JwR9T1ATx4Wak0DPUBxGw3gLSA3QG40gLdAMjBANBE2PL2COkCdgCbChjdAQPcGX5hMNTxANKK0N/giOUCoNc07TrEzQG3F/rJ70i9A/mX35GGxNEAcfGEyVZA8QBQ/xty1BC1AeJyiI7kMNEBbQj7o2cw+QJvmHafoiDxAo5I6AU1kPUAdOGdEac82QJhMFYxKSjlAF7fRAN5CM0BsCfmgZ2MyQGpN845TZD9AyJi7lpA/O0BRa5p3nBpBQD2bVZ+rXTpADr4wmSooNUD35GGh1rQ/QHxhMlUwKj1AS+oENBEmPUCn6Egu/6E5QKyt2F92H0BAHqfoSC4vO0B/+zpwzog3QCDSb18HTj1AKcsQx7rIPEDBOSNKewNCQEhQ/BhzN0FATDeJQWBlOEB/+zpwzogwQBBYObTIVjhAsi5uowHcOEDOGVHaG4w5QKRwPQrXEzhAW0I+6Nn8QUArhxbZzlc2QKwcWmQ7vzxA5dAi2/kOQUCWIY51cYs9QFK4HoXr8TpAZRniWBeXKUASg8DKoZU0QCDSb18HXjpAMLsnDwulOkAbnl4py7A2QAkbnl4pCzNAjnVxGw2QOUA6I0p7g28wQGdEaW/wzUJA4JwRpb3BN0CDUUmdgPY4QLgehetRyDxAeVioNc3bPkArhxbZzsc9QF3+Q/rtqypAP8bctYSsPEAibHh6pQRAQOauJeSDHjJAvjCZKhjFOUDf4AuTqRI7QFkXt9EA3jdAxY8xdy0hO0C4HoXrUWg0QIj029eBIzZAPSzUmuadOUAMAiuHFmk+QCv2l92TxzFAJLn8h/SrOkBkzF1LyCc+QAtGJXUCMkVA7Z48LNS6OUB0JJf/kB4+QL8OnDOiNDRAKcsQx7qIOkCDL0ymCoYxQPW52or9pUFAF9nO91MDQUC6awn5oPc+QN/gC5OpkjdAT0ATYcMTKUDswDkjSns/QHe+nxovDTdA+1xtxf7CMUAnMQisHBo8QOlILv8hnTlA63O1FfvrNkDP91PjpYs1QCL99nXg7DVAhxbZzvfzOUCcoiO5/Pc4QKmkTkATITdAYTJVMCopPECb5h2n6Eg+QGx4eqUswzZAJuSDns2KP0CF61G4HpU2QO/Jw0KtcUJAJuSDns3KPECBJsKGpzc0QFUwKqkTADhA1JrmHaf4MUD99nXgnJlAQKK0N/jChDxA3+ALk6liNUDUmuYdp9gzQOJYF7fRADFAarx0kxjUN0BYObTIdi48QD0s1JrmbTtAnl4pyxBnOkB6xyk6kqs+QA4tsp3vNzhAHThnRGl/NkDDZKpgVIpCQEJg5dAiOzlAGQRWDi2SOkBd3EYDeAs5QG1Wfa62sjlAB/AWSFCsPECcxCCwcig+QMDsnjwshDdAWKg1zTseNECLbOf7qVE+QLRZ9bnaaj5AH/RsVn0eMkAU0ETY8LQ5QOM2GsBbYDxA5/up8dK9PECKjuTyHyI+QHrHKTqSSzxADr4wmSpoP0CpE9BE2PA2QKK0N/jClDxAmG4Sg8A6OECuR+F6FC49QJOpglFJPTtAJJf/kH77NkCMSuoENCE2QOXQItv5VkFA+u3rwDmTOkAFxY8xdy0/QEp7gy9M1jxAC7Wmecc5NkA+eVioNR1AQNXnaiv25zpA07zjFB15O0BZF7fRAGZAQCKOdXEb/TtACfmgZ7PKNUDgnBGlvfE9QGfV52orhkJAPSzUmuZ1QUCqYFRSJ7AwQMWPMXctMT9AtFn1udqKN0D5D+m3r3M7QC9uowG8ZTdAvjCZKhhVMkBHA3gLJAg/QOxRuB6F6zlAKjqSy3/oOUDmriXkg+44QDMzMzMzAz1A6SYxCKxcPEB4eqUsQyw6QNUJaCJsGD9AWKg1zTv+MkDrc7UV+4s7QP8h/fZ1ADRAJ6CJsOG5O0Akl/+Qfss8QKwcWmQ7jzpA7lpCPui5NUC28/3UeFk7QIy5awn5IDxAw/UoXI8iPUCY3ZOHhYo9QLwFEhQ/5j1AgQTFjzFXNkBuNIC3QDI/QNXnaiv2dzxAuK8D54wYPEBSSZ2AJmI4QHuDL0ymWjpAqaROQBNBQEAU0ETY8FQ6QPcGX5hMNTRAOPjCZKqAOkAqqRPQRAg8QJwzorQ32DpAa5p3nKIjPUDmP6Tfvu46QLgehetR6DdARwN4CyQ4O0Cfq63YX8Y7QP32deCcwTdASS7/If1OQED1SlmGONZAQKmkTkATAT1A4JwRpb3BPEAkl/+Qfjs6QFkXt9EAFkFAWKg1zTseOkBMpgpGJXU3QKabxCCwIjFA6SYxCKy8OUC62or9ZTc9QNZW7C+79zpAoImw4ek1N0B/arx0k/g8QPYoXI/CtTlA0m9fB87JNUDByqFFtqtBQCfChqdXSjZApU5AE2GjOUAQejarPqc5QEGC4seYizlAaCJseHrlOEBuNIC3QOI0QMIXJlMFMz9AOiNKe4OvOkAOvjCZKsg9QBQ/xty1ZDpAeAskKH6sPEDGbTSAt7BAQD9XW7G/XEBA3bWEfNBjOEA51sVtNKBBQDLmriXk8zRAqDXNO07hNEAtQxzr4jY1QOauJeSDHjFATKYKRiWFN0ARNjy9UoY1QOF6FK5HMTVAhjjWxW10O0CQoPgx5n4/QLKd76fG2z5A3gIJih8zOkCcoiO5/Ec2QKAaL90kRj5ApN++DpyzMEDD0ytlGeI5QJf/kH77SjlAKH6MuWuZNECYTBWMSpo7QHGsi9tocDZAqoJRSZ1AN0Bn1edqKyY7QHQkl/+QnjlAi/1l9+S5QEBkzF1LyKc+QFmGONbFPTlAgQTFjzF3PUCOdXEbDUAyQFyPwvUobD5AL26jAbzFOUCwA+eMKO08QPhT46WbVD1AMLsnDwtNQUCfq63YX+Y3QHxhMlUwGj1ARUdy+Q9ZOkBhw9MrZQk5QOCcEaW9oS5AC0YldQJKNkCWIY51cVs2QHS1FfvLPjtAIv32deDsNUDMXUvIB903QAHeAgmKL0BA54wo7Q2+O0DOiNLe4As/QE+vlGWIwzlAf9k9eVh4PkAsZRniWEc3QA+cM6K01zNAcF8HzhlJQECwcmiR7Yw7QOf7qfHS/TpAHcnlP6S/PEDcRgN4C6Q6QOELk6mCgTZAlkOLbOeLOkDKMsSxLt49QBNhw9MrlTNAArwFEhSvN0BfmEwVjAo1QIlBYOXQMjZAhlrTvOOEN0AcfGEyVTA6QCSX/5B++zRAwTkjSnsTNEA730+Nl44tQPmgZ7PqS0FAArwFEhT/O0CgibDh6UUwQEYldQKaqDhAklz+Q/ptNkCad5yiI4k3QLyWkA96tjhAVFInoIkAOUBgdk8eFso+QHctIR/0DDpAkQ96NquePkBvEoPAytE0QKW9wRcmMzRAiGNd3EbTNEDxY8xdS7g9QHZxGw3gHT5A2PD0SlnWOUA3GsBbIDE/QPOOU3Qk9zZAF0hQ/BjDOECDL0ymCtY9QNZW7C+7pzpACfmgZ7MKNkCY3ZOHhco6QINRSZ2A5kFA9dvXgXOGOEBApN++DrwyQAg9m1Wf2z5AFmpN844TPkBMpgpGJbU8QMrDQq1pfjpA4QuTqYIxOkALRiV1Aho3QAKaCBuePj1A9ihcj8LVPEAzMzMzMwM5QLbz/dR4GTxAYTJVMCrZOEDzjlN0JJc4QP5l9+RhYT9AeJyiI7mMNUCV1AloIvw8QJXUCWgiTDRAhJ7Nqs8VP0AQWDm0yIY3QLRZ9bnaSj1AlrIMcawrNUCoxks3iQE2QAdfmEwVLDxA9pfdk4cFPkCTOgFNhA03QKTfvg6cM0FAf9k9eVjYOUCjAbwFEhQ9QCJseHqlTD1AXI/C9Sj8NkCTGARWDp04QIofY+5agjZA6Ugu/yH9M0DzjlN0JLc5QOXQItv5HjJAexSuR+GCQUD35GGh1tQwQPYoXI/CdT1Anl4pyxA3NkBlqmBUUkcwQGfV52orRjdA8BZIUPwYL0CUh4Va0ww0QFr1udqKTT9AXdxGA3ibPUD+1HjpJjFBQJF++zpwnj1ArIvbaAB/O0AhsHJokZ03QIy5awn5wENAxty1hHygPkCneccpOqI9QOwvuycPWzRAkQ96NqsuQkB6xyk6koszQJT2Bl+YjDRAmSoYldQJNkCMuWsJ+bA3QIC3QILixzVAs3vysFALNEAcfGEyVVA6QM4ZUdob7DpADr4wmSoAQkChZ7Pqc1U8QLwFEhQ/1jdAt9EA3gLZO0BHA3gLJNg0QCDSb18HjjRA78nDQq0JOkDQs1n1uao2QFR0JJf/UDhAseHplbJ8REDxY8xdSzg7QB6n6Egux0FARpT2Bl/oOEC/fR04ZyxAQKHWNO84BThAC0YldQICQECtad5xih41QM/3U+OluzVAVHQkl/8wOUDVCWgibNg4QOOlm8QggDpA9bnaiv2FMUD5D+m3rwM9QC7/If32NTdAJ6CJsOEhQkAtQxzr4tY3QCbkg57NGjxA6Ugu/yENOkDLEMe6uI01QD7o2az6zDZA1JrmHadIL0AQWDm0yOY/QAXFjzF3TTlAEFg5tMgGMUDCFyZTBUM3QG3n+6nx4jxAw2SqYFSCQEBxGw3gLVA5QIBIv30dqEBAnl4pyxB3NEAf9GxWfe43QEjhehSuxzJAE/JBz2Z1M0DSb18Hzmk3QIMvTKYKhjVA6gQ0ETY8OkCC4seYu6Y0QGTMXUvIBzpA4QuTqYJRQEBLWYY41uVAQOqVsgxxTDlAF0hQ/BjDOEBxrIvbaAAyQF5LyAc9CzlALpCg+DHWPED8qfHSTcI7QGFUUiegGTtAdLUV+8vuMEB88rBQa3o9QDJVMCqpYzlAz2bV52prM0BxGw3gLYA6QGsr9pfdA0BApHA9CtfzOUBqvHSTGGQ6QD0s1JrmLThAZDvfT413L0CneccpOoI3QCNKe4MvLDlAqmBUUicQM0ApXI/C9Zg+QLIubqMBjDtALNSa5h33NkB/+zpwzuhAQMcpOpLLTzhA7zhFR3L5Q0DOqs/VVgw/QGsr9pfd8z9AdCSX/5BuO0ArhxbZzpc2QNBE2PD0WjtA5/up8dJNNUAj2/l+apRBQOAtkKD4MT9AQ61p3nH6NkAqOpLLfxgwQNjw9EpZdjJAHqfoSC4PPkBUdCSX/5A2QDhnRGlvsDtAW9O84xRdPUCSy39Iv300QKyt2F92zzlALv8h/fZFPkCAt0CC4m9CQKs+V1ux/zdAaLPqc7VVN0Bq3nGKjjQ7QGIQWDm0WDVAMEymCkYVPkCPwvUoXA9BQLx0kxgEBjdArkfhehSuM0BcIEHxY0w5QJCg+DHmnjlAwhcmUwXDOEDnHafoSG45QCJseHqlTDlAoBov3SSGN0AdWmQ7309AQOC+DpwzEkBAaLPqc7WVNUBGtvP91Ng2QDQRNjy9sjtAgZVDi2wnOkC1FfvL7nk3QDnWxW00wD5A4XoUrkeBPEBPr5RliOM9QEHxY8xd80BAFmpN846jOUAOT6+UZcgyQNnO91PjxTlAiPTb14FzMUAtQxzr4kYzQMRCrWneUT1Aio7k8h+iPUA+6Nms+mw6QBKDwMqh5T1AQBNhw9MbO0DXo3A9Coc/QNNNYhBYyT9ANqs+V1sBOEA4+MJkqmA9QMUgsHJowTdA8fRKWYboNEA730+Nly44QIGVQ4tsRzxAzH9Iv339QkCamZmZmYk0QP+ye/KwcDdAdQKaCBuePEDpSC7/Ie07QGx4eqUs8zRAgZVDi2wHNUCJ0t7gC4M/QC9uowG8pTBAzF1LyAfdOUAj2/l+auw7QECk374OHDlAKA8LtaZJQEC/fR04Z8Q4QKjGSzeJoTxAYTJVMCopO0CVZYhjXQxBQCKOdXEbTTVAuycPC7X2NUBSJ6CJsFE8QET67evA8UJARwN4CyQIO0CIY13cRtM/QKpgVFIn8D5AGQRWDi1CNUDChqdXyqIyQHlYqDXNKzVAZMxdS8gHOUCuR+F6FG47QIxK6gQ0oTZA0NVW7C8rO0CIhVrTvNM6QBZqTfOOAzVAFD/G3LU0PUAp7Q2+MBk6QL1SliGOhTpAlrIMcazLOUDu68A5I+o5QOwvuycP00FACD2bVZ8DQEDWxW00gNc3QCuHFtnOl0FAzqrP1VZsOUAPC7WmeTc9QCUGgZVDizlAP1dbsb/8O0CQMXctIc86QE7RkVz+czhAumsJ+aCnN0DXEvJBz2Y7QMcpOpLLB0BAF0hQ/BgzN0A8TtGRXF49QIJzRpT2ljVAXkvIBz3rOEAGEhQ/xswzQNGRXP5DQkFAd76fGi89LkAhsHJoka0xQCegibDh+TZAFD/G3LW0PEDqlbIMcawyQGIQWDm0iDpAXwfOGVEqNUAijnVxG8VAQGrecYqO1DdADeAtkKBYO0DY8PRKWXZEQBx8YTJVADNAHcnlP6RfPkD8GHPXEsI3QHicoiO5bDpARiV1AppYPUBmZmZmZqY3QHPXEvJBHztAYVRSJ6BJPkBvgQTFj9E4QIqw4emVCkRAY3/ZPXkYOECHFtnO95M1QNPe4AuT2TpAO3DOiNIuNEB/+zpwzrg4QLUV+8vuyThA/fZ14JxRO0A4+MJkqoA+QIC3QILitz1ARwN4CyQYPEAPnDOitFc7QGPuWkI+aDhACD2bVZ/bNEDPZtXnattCQAkbnl4pqzVAaQBvgQT1NkCmCkYldWI2QLbz/dR4iTRAw/UoXI8COUAv3SQGgZU8QApoImx4ijxA4JwRpb2hLUBJLv8h/cY4QAIrhxbZnjdA001iEFi5OkANcayL21g9QEvqBDQRNjxAXkvIBz07MkBKDAIrhxY3QHqlLEMcmz5AVFInoIkQNEBPr5RliBNAQPKwUGuaNzRAW7G/7J5cPEBKDAIrh3Y+QOSDns2q/zdA3GgAb4FUPUBn1edqKwY6QJSHhVrTLDlA+THmriU0NkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"500\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"eTvCacEbIkDImLuWkI8rQHWTGARWjiRANIXOa+yyF0B2VDVB1L0JQCQofoy5myJAlrIMcawLMUCNXaJ6a+AWQL6fGi/dlDlA1lbsL7vHL0CASL99HdgtQClcj8L1ODdAINJvXwfOKkD67evAOSMxQMzuycNCnTNAxLEubqNhJ0CsqME0DL8bQLx0kxgEhjZAG55eKctAMkAWNZiG4QMeQNqs+lxtBSpAEFg5tMgWKkASpb3BF8YvQKabxCCw8iVAqoJRSZ0wMUD/z2G+vIAXQIofY+5aoiRAJGJKJNFbIkCbVZ+rrTgwQP2H9NvXsTNANV66SQyCJEDx9EpZhtgoQN4CCYof8zFAmSoYldTpKkAAb4EExe8zQHNoke18XzhA6+I2GsBbFEARNjy9UtYpQMLc7uU+Od8/ayv2l90DIECRRC+jWI4iQOtztRX7ywdAP1dbsb/MJkDu68A5I0oyQHPXEvJB/zFAbjSAt0DiKUCjAbwFEjQ0QPW52or9ZSVAXHfzVIf8IUDnqQ65GW4UQJVliGNd3ClAFvvL7smjL0Bd/kP67SswQBNhw9Mr5ShAs3vysFBrNkAmjdE6qmohQGiR7Xw/hTNAv30dOGfkNEAldQKaCFsvQO5Cc51GmiNAIbByaJENKUBfmEwVjEogQFr1udqK7TJA+FPjpZukMECDUUmdgPY2QHBCIQIO4RdA+aBns+qzJkBHcvkP6VcuQISezarPlSpAF7fRAN6iLkAhzVg0nR3+PwouVtRgaiBABaOSOgENJEClTkATYaMuQMcpOpLL7zZAA7LXuz++H0DXNO84RacsQA9FgT6RxxtA30+Nl27yM0DeyDzyBwMQQHbgnBGlnTNAxY8xdy0BM0Bm9+RhoVY7QDLJyFnY8xpAQN6rVibsIUCoV8oyxDEzQPNZngd3ZyFAl5APejarJkDd0mpI3GMjQDBMpgpGxTdAdEaU9gbfF0Coxks3ibExQJ/Nqs/VVidAhXzQs1mVK0B7ZkmAmloQQJm7lpAP+jFAxm00gLegJ0Afv7fpz04jQOY/pN++vjRAb/CFyVRB9z8T1VsDW6UfQI9TdCSXTzJAj8cMVMb/G0BN845TdLQxQMl2vp8abw1AE5uPa0PlEkACmggbnv4kQPT91HjphipAObTIdr7PMECPwvUoXE8mQAaBlUOLLDVAfxMKEXCoHUCgw3x5AQYhQKMjufyHVDRAK/aX3ZOnOEA3cXK/Q7EjQIbJVMGopCpAZapgVFKXIEDBxYoaTAMSQOQUHcnljzBA8fRKWYa4MUBQATCeQaMgQDGZKhiV9C5ATRWMSur0N0CjI7n8h1QtQL7BFyZT1TBAJJf/kH6bKEDRyyiWW1rxPzcawFsgYSlA5WGh1jQfM0D0/dR46VYxQKAaL90kZiJA9wZfmEy1NEAep+hILt8nQISB597DBRxA9+RhodbUJUAOLbKd76cxQLecS3FVaSFAlPYGX5g8M0BB8WPMXQspQMRCrWnekSVA+YOB595DF0APC7WmeecwQPVKWYY41ipA6bevA+fMJUDT3uALk0kpQP5l9+RhIS1AOPOrOUDgI0DarPpcbYUvQFXBqKROYChAuB6F61EYHkD/If32dQA1QEku/yH91i5AtyizQSbZGEA730+Nl64wQFwgQfFjrDRAwhcmUwVjJ0DmriXkg141QIGVQ4tsZy9AryXkg57tMEDQ1VbsL1skQAK8BRIUPypA3gIJih9jMECz6nO1FSs3QOoENBE2vDRAc4Bgjh5PI0B6xyk6kostQLdif9k9GS1AeJyiI7m8LECasWg6O1kJQOF6FK5HATJAnu+nxkv3MECwA+eMKC0oQIZa07zjlCdAU5YhjnURLEDUK2UZ4lgpQNcS8kHPhidARwN4CyS4MUDRkVz+QxovQIts5/upISFAy74rgv+NE0DMf0i/fW0wQIGVQ4tstzFAxLEubqPhK0Ast7QaEncjQATnjCjtjTFAIuAQqtSMG0COBvAWSLArQOtztRX7yzlAvp8aL90UM0C/DpwzotQyQIC3QILixyhAKA8LtaZ5JUDttgvNdTogQGuad5yi8zVAswxxrIsbM0CBBMWPMYc5QNoDrcCQ1QPAuycPC7VWNUD8qfHSTaI6QCY2H9eGqiJAUI2XbhJjJ0BcIEHxY8wmQAtBDkqY6RlAIR/0bFa9LECmCkYldSIwQClcj8L1mD9A2ht8YTK1KEC6awn5oMc3QBNhw9MrZS1AcRsN4C2wJEBgdk8eFgozQNxj6UMXFAhAETY8vVImMkC0yHa+nxooQKHWNO84ZThAZ5sb0xOWHUDgnBGlvQEvQE5FKowtRBlAQj7o2ayaMEB5WKg1zRsnQPkP6bevIzJAGEM50a6CDUDS4/c2/bkXQIts5/upITdAZvfkYaFGN0C6vaQxWscEQMBbIEHxIzJAo5I6AU3UO0CGcqJdhfQdQE8eFmpN4zVAFvvL7snDLkD4ja89syTTv6xzDMheTx9Axf6ye/KQHEBZhjjWxe0zQG40gLdAAi1AvjCZKhi1KUD4pX7eVOQhQLgGtkqw+BVA3CkdrP9TI0ATYcPTKwUuQMZtNIC3ADJALGUZ4liXK0APnDOitPcwQIj029eBUydAoyO5/Ic0JEAOSphp+1cjQPp+arx0ozFAi/1l9+ShLECwA+eMKF0wQFQ1QdR9IBZAsAPnjCidOECrPldbsY8wQGx4eqUsYzJAQfFjzF2rLkA730+Nl24bQO58PzVemipALGUZ4linNUD+DkWBPnEgQHxETIkk+hNAXynLEMe6JEDOGVHaG8wwQOvFUE60axxAeAskKH5cMEDTTWIQWFkrQHZxGw3gzTFAqvHSTWKwL0DXNO84RScuQPCFyVTBeDlAGw3gLZCAJUAoDwu1pvkuQJq2f2WliRVAfcucLouJG0CU9gZfmIw0QM9m1edqCylAtLCnHf4a8D8wKqkT0AQoQJYhjnVxizFAqyaIug9ABcDTvOMUHckmQHGsi9toQClAf/s6cM4IJ0CLGkzD8DEfQAvSjEXTmRxAjErqBDSxLkDtnjws1FoqQAWGrG71HPC/BhIUP8Y8L0Dv5qkOudkTQBDpt68D1zhAh9wMN+BzB0DQs1n1ueoyQMBbIEHxgyVAbxKDwMqhNkBn7bYLzUUhQPXb14FzxitAOWItPgUgI0DeAgmKHzM2QFWH3Aw3QCFAXW3F/rKbE0B4eqUsQ5wvQEn0Morl1hlA9P3UeOnGN0AibHh6pQwqQH0iT5KuORBAvsEXJlNlKkDVeOkmMSgyQMRCrWneESdAp+hILv9hJUDy0k1iEDg3QEHxY8xd6y1AZfz7jAuH9D/LoUW28x01QNjw9EpZJiVA6znpfeO7IEBWfa62Yl8wQO/Jw0KtiStA097gC5PpNkArGJXUCfgzQG3n+6nxMhlAChFwCFUqH0CMuWsJ+aAnQEGC4seYGzFAO3DOiNLOMEBU46WbxAA3QF8HzhlRmiZA24r9ZfdEMUCQMXctIR8rQGQ730+NJzFAHcnlP6R/KkBl3xXB/xYcQJrrNNJSORtATtGRXP6zMkDAWyBB8aMtQIGVQ4tsdzBAQKTfvg6MMEB/+zpwzsgwQInS3uAL8y5AF7fRAN6iMUDmP6Tfvg4lQFkXt9EA/iZA2SWqtwb2GUBHA3gLJIgoQHzysFBrOi5AHHxhMlWAPEDFyf0ORSEcQEATYcPTizBAx9eeWRJAG0AZ4lgXt1ErQIXrUbgelTFAlrIMcawLNUA3iUFg5RAkQNv5fmq8BD5ATmIQWDlUKUCWIY51cfslQL8OnDOiFCZA8IXJVMGINEDIBz2bVf8kQMpUwaikfjdAx0s3iUEgMkDecYqO5PIlQKrx0k1iwDNApgpGJXXCLEBbsb/snrwxQFoqb0c47Q9AZkmAmlq2EkAdVU0QdQ8jQHuDL0ymejBAJzEIrBzaA8Csi9toAA8VQPCFyVTBiChAoRABh1CFEUAQkgVM4NYjQA6+MJkq+DNABmSvd398G0BEi2zn+9kzQCbkg57NqjJAvHSTGAQWKkCNXaJ6a+AVQGaIY13cRidA3bWEfNAzLUBuF5rrNDIeQFQ1QdR9gCFAeqUsQxyrNUAwnkFD/xQhQLIubqMBvDJAEHo2qz6XLUBz1xLyQc8vQB4Wak3zri9AHLYtymzQD0AE54wo7b00QJm7lpAPWi5A/yH99nVALEALRiV1AgoxQB/0bFZ9ziZAglZgyOqmI0Bj7lpCPlgyQAK8BRIUnzZAIsMq3sgsI0A1RuuoakIcQEp7gy9M9jRASL99HTgXMEDgLZCg+AEyQH/ZPXlY2DFA8bp+wW4YHECTqYJRST0/QLgehetR+C5Av2VOl8VEAkAPC7WmeQcpQO5aQj7oWSZAEqW9wRfmMUCVn1T7dBwQQKMBvAUSJDVAIR/0bFZNMEDCFyZTBSMpQK1p3nGKrjBAh9wMN+CjIkBiEFg5tOgmQJSHhVrTTDNAdQKaCBuuNEBxrIvbaNAxQC4EOShhJv0/uK8D54yoK0AqqRPQRJgYQLgehetRGC1AKETAIVRpIkC5/If02/cmQEymCkYlFSVAKcsQx7p4JUBPQBNhw7M2QED7kSIyrBdAirDh6ZWyKUDpt68D56wrQDY8vVKWgS5Ad76fGi9NIUCWQ4ts52syQMIXJlMFoy5AnYAmwoaHJ0A6I0p7g08tQL6fGi/dJDJAF0hQ/BjTJkD+YOC591AfQOELk6mCcShAlkOLbOeLMkAzbf/KSlMiQBPyQc9mRTlAtaZ5xynKM0CMSuoENHEsQJG4x9KHDiBAk4ychT0tG0B2Tx4Wag0pQOxph78mKxRAD5wzorT3NkCh1jTvOHUzQO58PzVemi5AirDh6ZWyLEAukKD4MRYyQFZ9rrZi/y5AhA1Pr5RlKEDLoUW2890lQF66SQwCqzRAQ5CDEmZaI0DLEMe6uE0wQMe6uI0GsC9Aho+IKZEkIUDFjzF3LcEtQGHD0ytlGTNA1JrmHaeYMEBdbcX+sjsmQEJg5dAiuyhAyXa+nxp/N0CA8Qwa+kcaQB04Z0RprzFAObTIdr6fMkAKaCJseHopQE2EDU+vRDVA0/avrDQ5IkCGWtO847QvQJ+T3je+Nh1AtoR80LOZM0D1SlmGOLYpQDj4wmSqACpAGy/dJAaBK0B1ApoIG94oQIyhnGhX0SFArIvbaACfNUDNzMzMzAwtQKvP1VbsryhAJ8KGp1eqLkArGJXUCUgkQBniWBe3ATlA5/up8dLNMEDNzMzMzMwkQCzUmuYddzFA3pOHhVpDMUCbVZ+rrdgqQAOV8e8zjh9A8rBQa5q3MECwcmiR7RwnQNO84xQdiTJA3nGKjuSyK0BbQj7o2Vw3QDuNtFTeHiFADwu1pnnHM0B2Tx4Wao0xQIDUJk7u9/s/utqK/WUnN0Dd6jnpfWMUQDVeukkMAiRAu7iNBvC2LkCY3ZOHhXovQHRGlPYGTzdAuY0G8BboKEDr4jYawPstQLprCfmgBzRA08H6P4d5HEASg8DKoYUyQDMzMzMzsyVAK4cW2c5XKkAfhetRuL4vQH4AUps4WSNACtejcD0aMkAlXTP5ZlsBwPaX3ZOH5SxAhZm2f2XlA0AQ6bevA4crQKqaIOo+oB5AsAPnjCidNEDyQc9m1cclQOOlm8Qg4DBAJ8KGp1dKNEDImLuWkG8yQNk9eVioNShAGJXUCWhCKEDzjlN0JHcvQL6fGi/dBChAdjdPdciNEkCdgCbChscnQOELk6mCMTRAPujZrPq8KkBOKETAIVQeQPyp8dJNwi5A2qz6XG3lLUBEi2zn+/k3QGIQWDm0mDBAUiegibCxNUCASL99HQgxQFr1udqKHTNAFmpN847jNkCDwMqhRfYnQPj8MEJ4dABArIvbaAC/OUBVMCqpE8A1QHrHKTqSCylAVOOlm8RgP0AVjErqBMQyQCh+jLlrySlAP1dbsb9cOEA8vVKWIa4lQF1txf6yOzJAD5wzorQ3KUApXI/C9SgvQB1aZDvfrzpA3CkdrP9zI0DAstKkFEQjQIGVQ4tsZzFAAB3mywswAUBuNIC3QDI3QGiz6nO1JTFAe0ljtI4qGUB/pIgMq5gcQN1e0hitQyJAkDF3LSEfCUBB8WPMXYswQHh6pSxDXChAseHplbL8MkAN4C2QoPg1QNk9eViodTRA0ZFc/kMaMUD0bFZ9rnYvQDtwzojS7iNAu7iNBvB2JECyLm6jAQwzQL99HThnJDFAw9MrZRniKUC4HoXrUbgtQBTQRNjwpDNAwcqhRbbTLEBkQPZ690cEQDm0yHa+rzZAtwvNdRrJHkBCz2bV51ozQPp+arx0Uy5AVg4tsp0vM0DBbti2KNMeQMWPMXctIS1AFvvL7skzMUCh1jTvOEUpQOC+DpwzQiJAr1+wG7ZtHEAc6+I2GuAuQJC93v3x/iNAIZOMnIWdHkASpb3BF3YwQNV46SYxKDZAgSbChqeXJEDtnjws1NoxQFvTvOMUXS9ATDeJQWC1MEBlqmBUUkcsQKMBvAUSNCRARyBe1y+YBUDek4eFWlM0QNXnaiv2tyxAA3gLJCieJEBg5dAi28kyQFUwKqkTcBdATmIQWDn0L0AzMzMzMxMsQDojSnuDDzFA30+Nl24SOUAqOpLLf0gqQEvqBDQRdg1AmbuWkA+aKEB1H4DUJk4bQCQofoy5Ky9AGsBbIEFBMUBWfa62Yt8oQKpgVFInIC9A/yH99nUgKECtad5xiu4pQEaU9gZfqDBAQxzr4jbaNkC0jqomiNodQJtVn6utGDFAJXUCmgi7MEBv2LYoswEcQIlBYOXQwiZAhjjWxW2UL0CEZAETuPUTQOXVOQZkTx1AyJi7lpCvK0BF2PD0SukyQMpskElGfiFAaJHtfD9FOEDxY8xdS8gqQJCg+DHmXjVAOUVHcvn/MUBxrIvbaOArQMkCJnDrviBAdnEbDeANJkCQoPgx5g4UQNcS8kHPBitA9wZfmEx1MECb5h2n6OgmQNGRXP5DmitA7dPxmIEKIkDU1LK1vighQAB0mC8vABxATRWMSuoELUCoxks3iaEtQCntDb4wGS5AQj7o2ax6JkCWsgxxrKsmQNKpK5/lGRJAuK8D54woJEB7oBUYsjoiQERpb/CFeTBATihEwCHEIkDdJAaBlaMxQNNNYhBYeRpAgEi/fR2YK0BOYhBYOaQwQEymCkYlJTBAOiNKe4OPGED3deCcEcUnQMnlP6TffjJAX5hMFYyKMEBNhA1Pr7QyQEfmkT8Y6CBA5q4l5IPeJ0CV1AloIowoQJm7lpAPuiZAnKIjufznNkCY3ZOHhToqQLyWkA96ZjtAwsBz7+FSAkDl8h/Sb98qQLpJDAIrxzFAkX77OnAOK0CZEkn0MqodQO/Jw0Kt6TFAowG8BRKkO0ANN+Dzw9ghQBx8YTJVsCpAnKIjufy3NUCkcD0K18MnQDhKXp1jQBVAQ+IeSx/6CECk374OnPM0QOSDns2qTzRAuycPC7W2IUD4wmSqYPQlQKVrJt9s8whA/iYUIuAQIEBRa5p3nKIwQI/HDFTGfyFA+MJkqmB0KkAoDwu1pvkxQCntDb4wGSpAoImw4ek1JUCu2F92T34kQLN78rBQmzBADat4I/MoG0BYObTIdr4tQHRGlPYGvzNAO/w1WaPeEECCc0aU9uY5QNejcD0KNyhAqMZLN4kBJEAv+grSjEUIQMvbEU4LniJAZDvfT43XLECKsOHplfInQPhT46WbFDZAV1uxv+wOMkCO6QlLPGAhQPtcbcX+EhdA9+RhodaULEBBSBYwgdsOQCfChqdXOjRAIEHxY8y9JUDvA5DaxJkiQDGx+bg2FBBANs07TtHRJEAPC7WmeccnQDUk7rH00SNAXrpJDAKLHkAnMQisHEozQLn8h/Tb9yBAlPYGX5h8NEDUDn9N1ogbQB6n6EguLzlAcT0K16OQK0AukKD4MWYmQJp3nKIjGSxAVRNE3QeAG0AjSnuDL+wsQL9lTpfFBAtAmdh8XBvqHkA3GsBbIFExQB1aZDvf7yZAqoJRSZ3AM0Au/yH99lUpQOf7qfHSjStAufyH9Nt3KUD27o/3qmUiQBzr4jYaQChA5L1qZcIPHEDMXUvIB80wQBBYObTIBjRAukkMAiuHJECze/KwUMswQJAxdy0hn/g/MZkqGJVULkBE+u3rwLkoQA8LtaZ5hydAb4EExY8hPEDrc7UV+0swQNiBc0aUtiZANKK0N/jiMEANcayL2+grQNrhr8kaVSNAdZMYBFaOKUCiRbbz/fQ2QHgLJCh+zCtAlrIMcazLKEDCFyZTBdM2QIPAyqFFNi5ALv8h/fYFIkDQbA1baQipv1pkO99PDSRAZRniWBd3NUCcM6K0N9gnQLbz/dR4iSVAtvP91HiJJ0AT8kHPZnUvQLAgzVg0PSNA8x/Sb18HJkC0WfW52somQJqZmZmZeSZABcWPMXcNJUDGounsZNAcQNv5fmq8hDBA2PD0SllWNEB90LNZ9RkyQLpOIy2V1xBAYqHWNO+oNkA0gLdAgqIkQHuDL0ymyitAOKEQAYegIkA3ww34/DAjQODb9Gc/giBAFTqvsUsUGECX/5B++7o2QEHxY8xdqydAQxzr4jaqMUCM1lHVBJEKQLKd76fGyyhAnzws1JrGMECEns2qz9UqQCV1ApoIGyVAoYSZtn9FH0B4CyQofowKQLMMcayLGzpAw7ZFmQ0SG0CH+fIC7KP7v6mkTkAT8TpAS1mGONYFOkCZ2HxcG2oSQBgJbTmXAhdADJOpglG5NkAkufyH9LsfQEVHcvkPWTVAX5hMFYxKNEBcdLLUej/tP/yp8dJNEjBAKxiV1AmIJUAHzhlR2tsyQAvvchHfuSBA46WbxCDwJECYbhKDwMolQJEPejarDjdAgLdAguInMUD3Bl+YTPUuQLU3+MJk6jJAoWez6nOVJ0B4CyQofuwnQKAaL90kpjpA8KKvIM0YI0A2PL1SluEqQOs56X3jKwRAOPjCZKrgJUD0bFZ9rrYsQARWDi2yfSRAHm0csRYvIkATYcPTK8UmQI51cRsNgCtA63O1FftrOUDWxW00gMcwQK8l5IOejTVAMuauJeQDNUAPuRluwKcdQFR0JJf/cC9A+zpwzoiCM0AIVWr2QGsXQBfZzvdTwyZAC0YldQLaLEBsCfmgZ1MnQJtattYXqSBAmzi536HoG0BvEoPAyvE1QOF6FK5HUTBA7MA5I0o7GkB/+zpwzng0QJzhBnx+eBZAQBNhw9O7MEAFNBE2PP0zQIo8Sbpm0hlAXCBB8WPsIkBYqDXNO94zQH3Qs1n1mSNAE2HD0yulKUDsUbgehSssQC7/If32tSVA9+RhodYEM0A+6Nms+ow3QPvL7snD4jBABYasbvUMIEDwiuB/KxkjQKmkTkATwShA5zV2ieoNH0BeS8gHPRs0QOif4GJFDSJAorQ3+MIEJEB/2T15WFgxQO317o/3aiJAVoLF4cxfIECOdXEbDWAxQJoIG55eSSdAy9b6IqENIUAZ4lgXtzEwQLAD54wojS1A0lJ5O8KpIEBXz0nvG38VQFlMbD6uLRlAxLEubqMBKEDRkVz+Q/ooQAK8BRIUHy5AveMUHclVOUAkufyH9Ls4QMbctYR8kC9A8G36sx/pIkBZF7fRAJ4uQDQRNjy9UitApHA9CtfDK0DXEvJBz2YxQCqpE9BEuBxAUI2XbhITMUD+ZffkYUEuQLWmeccpajNANqs+V1vhMkDi6ZWyDLEsQJvmHafoKDBApgpGJXXiJ0CWQ4ts5/ssQKd5xyk6EixAnKc65GaYI0Au/yH99jU0QJLLf0i/HTRAqoJRSZ0AMUDGbTSAtyAnQCzUmuYdRy5At11ortOoF0DPZtXnaks1QJSHhVrTvChAw9MrZRlCNUCsi9toAM8xQBUA4xk0VBpAXI/C9Si8LEBaZDvfT80jQB2PGaiMTyNAMxZNZydDHEAnwoanVwosQLaEfNCzmS1AyjLEsS5uNECJQWDl0AI2QPmgZ7PqozZAOiNKe4MvLEDd71AU6BMgQFZ9rrZibzJAcxHfiVkfIkA9J71vfJ0gQAwCK4cWWSdAWvW52or9IkCUh4Va0zwmQHlYqDXNO/U/OwFNhA0PJ0BVwaikTuAvQKs+V1uxHypAguLHmLu2JEDLEMe6uI0wQP7UeOkmESVAswxxrIvbKUAoRMAhVOkZQI4G8BZIUChAXI/C9Sj8LkBvRzgteDEdQLdif9k9KTFAxr/PuHBQIUAnMQisHPotQIzbaABvoRxAd76fGi9dNECIhVrTvKMrQEYldQKaKC5AF9S3zOnyDUBiodY07xgwQFFrmnec4jJAgZVDi2wnLkAyVTAqqSM1QHTv4ZLjTgRA8x/Sb1+HLECFfNCzWdUtQBiV1AloIi5ATrSrkPKDI0D+1HjpJjEnQBUdyeU/1DhAp3nHKTqyNUAu/yH99nUnQJhMFYxK2jVAXI/C9SjMMECamZmZmbkxQJSHhVrTzDVAukkMAivHLUByxFp8CmAcQEJg5dAiOydAkxgEVg6NKUCitDf4wgQuQGKh1jTv+C9ANe84RUciMkDXo3A9ChceQOtztRX7CzRAVn2utmJfOEC3Yn/ZPWkwQJ88LNSaljNAkzoBTYTdMED0GrtE9RYfQHNoke18fzdAeqUsQxw7NkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"501\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"504\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"505\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"506\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"510\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"512\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"513\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"516\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"518\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"521\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"524\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"525\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"526\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"528\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"sHJoke3cJEBdv2A3bHscQHdn7bYL7RJAv0hoy7lUHECnlq31RTIgQA/W/znM9x9AtmeWBKgpHECmD11Q35IeQLx0kxgE5iBABhIUP8acJkCA1CZO7jcZQJJc/kP6zRtA0hito6pJHUBG66hqgugeQKLuA5Da5B9AUYNpGD6CIkCoNc07TqEgQAisHFpkWylAOh4zUBl/IUCcoiO5/GcpQAKaCBue/iVAAd4CCYq/JkA2k2+2uTEhQD0s1Jrm/SRAbATidf1SIkDp8Xub/gwiQHBCIQIO4RtAjNtoAG+BJ0CwA+eMKC0kQPuWOV0WkxxA0SLb+X7qGkCrWz0nvS8cQLyzdtuF5g9AgZVDi2xHJEB/arx0k/gnQPfkYaHWhCBAswxxrIvbIUBK0jWTb9YjQF8HzhlRWiZAgGWlSSkoIkBtc2N6wuIiQEi/fR04JyVAZ9Xnais2JkBLdmwE4vUfQF5LyAc9myhAZtr+lZUmI0BmZmZmZmYmQPiqlQm/tCJAirDh6ZXSIUAkKH6MuUsnQJ9x4UBIthxAVWr2QCsAI0CDwMqhRXYpQJqxaDo7SSFAOUVHcvnPIECBlUOLbAcmQBnKiXYVEiBA5q4l5IO+KUC3tBoS90giQPMf0m9fRyVAu37BbtgmIUAXSFD8GPMqQJvmHafoyCZAxty1hHxQKEBRZoNMMlIeQAMJih9jLiVA4xk09E9gIUD8qfHSTeIpQB3J5T+kny5AZmZmZmZGJEDD9Shcj4ImQI51cRsN4CRA2V92Tx5WJEBNhA1Pr3QhQOhqK/aXvSZAk1LQ7SXNGkBE+u3rwFklQP5l9+RhISlAwOeHEcIDHkD1LXO6LAYfQGB2Tx4WqiRAqMZLN4mhLEB9s82N6ZkjQJaVJqWgayBAUrgehevRJECvCP63kp0hQPEuF/GduBtA8tJNYhC4KUBL6gQ0EXYkQL7BFyZTRShAE/JBz2bVKECSeeQPBi4gQLZnlgSo+SBAWvW52opdJEBzaJHtfN8oQBSuR+F65CFAmN2Th4W6LEAMHxFTIpkiQC3saYe/5iJA8KfGSzeZIUAGgZVDi4wlQGrecYqORC1AJLTlXIrLHkBNFYxK6iQoQAeZZOQsbCFAVn2utmLvI0ChZ7PqczUmQHaJ6q2BrSJAseHplbKMJEAIILWJk5sdQEdy+Q/pVyVAdZMYBFZOJkCUvDrHgIwZQJVliGNdvClAMnctIR90KEDuWkI+6BklQDXvOEVH4iNAn82qz9X2JUDKMsSxLm4nQHgLJCh+LCpA1/oioS1HI0CpTZzc73AiQLWmeccp+ihAGy/dJAaBJ0CVZYhjXXwqQPRsVn2udidAlkOLbOc7JkDvOEVHcnkoQIyEtpxL0R1A6N7DJcfdIEC62or9ZTcqQJ5eKcsQByRAezGUE+0KIkAAb4EExf8gQAkbnl4payZA3+ALk6miKEBRa5p3nGIqQDJVMCqpgyBAbEPFOH/jIUBKe4MvTEYqQP5l9+RhYSdA2V92Tx4WJ0CdEaW9wRcnQCMQr+sXrCFAsDic+dW8I0D7y+7Jw+IpQAJlU67wziFArrZif9n9JEDHgOz17s8cQEj5SbVPtyJA7Z48LNSaJ0CeXinLEAcoQAIOoUrNfhVAxLEubqPhKUDr4jYawKshQCh+jLlrWSBAeQYN/RO8IkBlGeJYF5ckQDMzMzMzkyRA7nw/NV46KkBIisiwircZQL3jFB3JhR9AkKD4MeYOJECt+lxtxZ4dQOM2GsBboCRAmZ6wxAPKH0CrIXGPpU8eQIIclDDTRiBAzhlR2hu8KECbVZ+rrdgdQNXKhF/qJx9ASMSUSKInIUDMf0i/fb0rQA/W/znM5yNAHqfoSC6/K0BI+Um1T1cgQCYBamrZyiNAlkOLbOc7JEAdOGdEaQ8nQNuK/WX3JCVA/g5FgT7RHkAOoUrNHsgYQC1DHOviFihAexSuR+F6JUDpJjEIrFwrQPlOzHoxNCFARpT2Bl+YKED1udqK/WUqQO2ePCzUGiZAdjdPdcjtH0DRXKeRluocQOgTeZJ03SJA4XoUrkeBIUClvcEXJrMnQEG3lzRGWyFAPzVeuklsKEBeukkMAssoQDMbZJKRwyFAAyZw624eIEAc8PlhhFAgQCo6kst/SCBAkDF3LSF/JECcvwmFCFgTQNCzWfW5+iRA8kHPZtVnJEBOYhBYObQqQLaEfNCzeShA2NMOf02WI0CthsQ9lh4hQIV80LNZ9SpA73IR34l5I0DZzvdT46UmQAU0ETY8HSZAWmQ730+tJUAMdsO2RTkiQPjCZKpg1CdAbqMBvAWSJ0CGONbFbTQnQBqLprOTQR1A5q4l5IP+KUAErcCQ1e0jQCOERxtHHCNAtTf4wmQKJ0CXkA96NisnQFg5tMh2/i5AjGfQ0D8hIUDQYb68AJsbQM3MzMzM7CVAb/CFyVQBKkB0B7EzhY4ZQINRSZ2ApiZAAAAAAAAAKUDjpZvEIHAlQCegibDhySRAZapgVFLHJkB/wW7YthgiQF97ZkmAKiNAfbPNjen5I0AEHEKVmg0iQCgPC7WmSTBAG2SSkbPQH0CRfvs6cM4aQGNi83FtCCJAbHh6pSzDIkCjkjoBTQQlQP2H9NvXgSxAUrgeheuBIUA486s5QPAjQHicoiO5PC9ApwUv+gpCIUAu/yH99tUnQDjzqzlAMBRAWDm0yHY+KEAVV5V9V6QiQGgibHh6pShAQbeXNEa7I0AaNPRPcPEfQJF++zpwbidA0ZFc/kO6KECdY0D2escjQLn8h/Tb9yVAaam8HeFUHED/If32daAkQMP1KFyPAilAk4ychT3NHUDrbp7qkDsiQOf7qfHSzSZA1uJTAIxHE0Bbsb/snvwmQBdIUPwYsydAKSLDKt6IHEAc6+I2GiAoQJbP8jy4ux5AApoIG54+JECbVZ+rrTgnQAdfmEwVDClAO6qaIOoOI0AU0ETY8HQlQNjw9EpZJihApWYPtALTIUDP91PjpfsoQIhjXdxGoyRALnO6LCbWI0C8dJMYBFYoQAPPvYdLzh1A9UpZhjiWK0CX/5B++9onQM9m1edqKydAZDvfT403J0CCxeHMrwYaQAyTqYJRSSxA3+ALk6kiJkCu2F92T34pQHPXEvJBjyRARPrt68D5JUDLEMe6uI0lQIJzRpT2hidA662BrRIMIEBg5dAi27kfQMqmXOFdriNA5j+k374OLUA1e6AVGFIiQJHtfD81PhdARrbz/dTYIUD20akrnyUfQDBMpgpGZSpA48eYu5ZQKUDhehSuR6EkQINRSZ2AZiZA3gIJih/jKUA/xty1hDwlQIofY+5aAiRASkG3lzRmIEDEJced0uEjQJ2dDI6SRyFAw9MrZRmiJUBJLv8h/dYmQIyhnGhXYRhATfOOU3QEJUDDZKpgVLIsQCpXeJeLGCNAf9k9eViIKEDgLZCg+HEqQCsYldQJCCdAD9b/OcwXFkDr4jYawOshQD9XW7G/7CZAke18PzX+J0BQjZduEkMmQDJVMCqp0yRAyXa+nxqPE0BpjNZR1fQgQJCg+DHmLiVA2ht8YTKVKUA+lj50Qe0iQNDtJY3RmiFAEHo2qz7XJEDDtkWZDVIcQMDPuHAgNCBAmggbnl5pJkBNFYxK6sQlQDJaR1UTxCNACfmgZ7NKJEBJLv8h/QYhQGgibHh6pSVASIrIsIpXHEArhxbZzlcfQOJYF7fRAC5AJQaBlUMLJkDYDdsWZcYgQI4j1uJTACNA1xLyQc+mKkDKMsSxLo4lQEVHcvkPCSZAX0GasWjaI0Bd3EYDeGsoQPgZFw6EFCNApU5AE2GDJkCXkA96NosmQEsC1NSylR9AV1uxv+y+JUDb+X5qvHQlQGPuWkI+aCRA7C+7Jw/LJ0AVHcnlP8QmQLpJDAIrByZAAiuHFtluJkBN845TdOQqQCGwcmiRzSlAFmpN846zJECb5h2n6CgoQF8HzhlReiRA+BkXDoREIUCHp1fKMgQkQKCJsOHpVSNAEFg5tMhWKkCL/WX35MEoQDbIJCNn8SFA3NeBc0b0JkCgw3x5ASYiQAkbnl4paydA1CtlGeKYGEDqBDQRNnwlQLG/7J48zCZAgJpattZ3I0DU8ZiByhgYQHKKjuTyPydAF7fRAN4iK0BYObTIdn4mQMuhRbbzHSlA1QloImwYKkATJ/c7FFUiQIkpkUQvgyJAveMUHcmFL0Bdp5GWypsgQDSAt0CCYixAOq+xS1TPI0COO6WD9S8hQFhzgGCOTiNAaJHtfD91KUDwhclUwQgeQK62Yn/Z3SZA9GxWfa7WKEBi26LMBpkjQBx8YTJVACNASFD8GHOXKUAawFsgQVEmQNuK/WX3JClA4JwRpb3hIkBCW86luKohQFmGONbFzShABTQRNjwdJ0CR7Xw/NX4nQPmgZ7PqEylA9P3UeOkGJkASpb3BF4YnQAdfmEwVTCtAAwmKH2NuJECRD3o2q34lQJG4x9KHDiBAUkmdgCZiJUB+jLlrCVkgQKjGSzeJQSFAn8iTpGsGIkDxY8xdS0gtQNO84xQdySdAXwfOGVF6KkAv3SQGgRUlQKkwthDkICJAWaMeotF9IEDtDb4wmWonQGcKndfYpRlAqFfKMsRRLEBGtvP91PgbQPd14JwRxSpAFK5H4Xq0JkDjjcwjfxAcQNv5fmq8NCdAs3vysFCrKEB90LNZ9QkgQMX+snvysCpA2XdF8L9lI0Al6ZrJN0shQJ/Nqs/V9iZAdNL7xteuI0AJ+aBns4orQCKOdXEbbS1A1sVtNIC3JEDek4eFWlMkQOqVsgxx7ClAnMQgsHJIJEATRN0HIBUeQHh6pSxDPCZA2Ls/3qu2I0DBqKROQOMhQM6qz9VWjCVAwcqhRbbTJEDOUx1yM6wgQNTUsrW+mCBAZ9Xnait2KUBXPsvz4G4SQNxj6UMX9CNAv0NRoE80IUDsL7snD+skQMpUwaikLiRAyXa+nxpvKUCuEiwOZ34bQHxhMlUwKiVAswxxrIubJUCbj2tDxagiQBE2PL1SFiVAVKnZA62QIECBlUOLbIclQBb7y+7JQylA+64I/reiIECFJR5QNoUjQHRBfcuczhlATgte9BUEIUC77UJzneYhQIOG/gkuViBAp+hILv+hLEDkg57Nqi8sQKhXyjLEsShAorQ3+MJEKEAXt9EA3qIlQOFiRQ2mISNAxSCwcmhxJUDLEMe6uO0kQJqZmZmZWSpAGeJYF7dRJUCgibDh6ZUqQBwIyQImQCFAKe0NvjCZJECq8dJNYhApQEtZhjjWxSdAt11ortM4I0Aiq1s9Jy0iQIiFWtO8gylAVg4tsp1PJ0CtUQ/R6D4iQNUJaCJsGCVAWtjTDn/tIkDfT42XbnIoQGUZ4lgXdylAmbuWkA86LEDHKTqSy18mQOxMofMayyJAQs9m1efqJUBnRGlv8CUqQOwvuycPiyRAoWez6nO1J0BHIF7XL8ggQB04Z0RpzyVAsAPnjCgNJUDsL7snD2skQFyPwvUovC1AoyO5/Ie0J0COQLyuX7AZQH2utmJ/OSVAx0s3iUHgJkCt+lxtxR4kQIbJVMGohC1AGJXUCWgiJkD+JhQi4DAWQEjhehSuxypA78nDQq3pJUDnHafoSG4lQN9PjZduEixArIvbaADPJUC05VyKq7oiQF66SQwCSylAPGu3XWhuHEAHzhlR2lssQNIA3gIJCixAryXkg54NJkAUP8bctSQlQNO84xQd6SVAi/1l9+RBLEBYObTIdp4qQOXtCKcFTx9APzVeukksJkADCYofY04pQJc5XRYTqyNAF9nO91PjJUAeFmpN824mQGK+vAD7mCNA0oxF09l5IUC7Jw8LtWYmQOXQItv5LiJAUI2XbhKDJUDHSzeJQUAnQOQPBp57byNAEwoRcAhlI0CwyRr1EJ0jQNCzWfW5uipAHXdKB+s/IkDVyoRf6uciQOSDns2qbyVAAd4CCYofKEC30QDeAokkQNSa5h2nSCZABTQRNjzdJEA+6Nms+twpQLpm8s02NxtAb/CFyVTBJ0CGyVTBqMQmQBgJbTmXYiBAB/AWSFBcKUD+DkWBPhEVQMnlP6TfvixAFNBE2PC0KEB+42vPLGkhQJYhjnVxeypAxY8xdy2BKECV1AloIiwmQCAMPPceriFA2SWqtwa2G0Au/yH99qUjQHmvWpnwqxxAKowtBDkoFkBi83FtqNghQCxlGeJYlytAxqLp7GRgIEDiWBe30QAkQNCzWfW52iVAukkMAitHJUAX2c73U8MlQDSAt0CCAjBA1JrmHadIJEBGlPYGX7gpQMpUwaikriRALxfxnZg1HkCX/5B++zolQAfr/xzmqyJAy5wui4kdIkDMf0i/fZ0lQLMkQE0tKyJAdnEbDeAtJUAE54wo7W0oQLYQ5KCEySJAukkMAivHJkD/BBcrapAdQPAWSFD8eChAzt+EQgQMIkDxgLIpV3gfQGN/2T15uCdA4Sh5dY4BIEAHtkqwODweQB04Z0RpPyJAWYY41sVNJ0AukKD4MQYnQEHxY8xdqylAV+wvuydvLUChZ7Pqc9UnQK7YX3ZP/iVA4C2QoPhRKEBaZDvfT+0jQI4ev7fpHyNAJ6CJsOHpJEDcKR2s/2MiQPJBz2bVByRAm1Wfq63YJkCO6QlLPIAfQL+aAwRzFB5AfbPNjelJHkB0JJf/kN4nQLJjIxCvuyJA5q4l5IMeK0DRkVz+Q5okQDy9UpYh7iZAvD/eq1YGIkBcj8L1KAwhQNS3zOmyGCNAKsb5m1CoI0DKbJBJRk4iQLmNBvAWCC1AW9O84xQ9JEAdyeU/pL8qQCnLEMe6eCZAw9MrZRliJkCGWtO849QmQFRSJ6CJ8CpAy6FFtvPtIECeXinLEOcpQA3gLZCguCRALGUZ4lh3JkBzgGCOHk8jQAkbnl4pyyVAFO0qpPwEIkC7uI0G8HYoQKH4MeauZSZAV1uxv+z+JUDSUnk7wskhQBNhw9MrpSdAodY07zjFJ0CjI7n8h6QwQDlFR3L5DytA/3ivWpmgIEDsNNJSebsjQAIrhxbZ7ilAGw3gLZAgJkAI5ujxe4shQO7rwDkjaiRAB0KygAksIkDMf0i/fd0kQPT4vU1/9h5AqWqCqPvAIUD8qfHSTSIrQNvcmJ6whBZAOPOrOUCQFUAdOGdEae8pQHe+nxovnSVAFvvL7slDJEDpJjEIrFwrQNIA3gIJSiZApdqn4zHDHEBv8IXJVJEhQP5D+u3rICtAMzMzMzNTJEDiWBe30aAmQFFmg0wy8iBA5WGh1jQPJUAJih9j7pokQA+cM6K0VypAL2mM1lElIkAVjErqBFQqQCKmRBK9TB1AGy/dJAahJ0CIhVrTvPMhQNxoAG+BZCVAT0ATYcOzJkC5/If027ckQOOlm8QgsCRApSxDHOsCJkDMXUvIBz0lQIbmOo20lCJACRueXinLKECWsgxxrGsiQFYOLbKdDyZAVpqUgm7PH0DT3uALk4kmQOjZrPpcjSVAXCBB8WOsJ0AqqRPQRNgsQAYSFD/G/CpAFva0w1+THkCvJeSDni0oQDarPldbUSdAUDblCu/CIEBGJXUCmoglQKVOQBNhgyRAxSCwcmgxJkCBJsKGpxcpQAAAAAAAICRAGVbxRuaRIUB6Nqs+VxsqQBqjdVQ1ASBA5j+k377uKEDJHww89/4iQJXUCWgijChA2ZlC5zU2H0Bu3c1THZIeQCxlGeJYRyJAnMQgsHJoJ0DqlbIMcUwmQIhodAexMyNAm1Wfq62YG0CpwTQMH1EfQHNoke18vyVAk6mCUUndJ0CJ0t7gCzMcQMJM27+ysiFAyXa+nxpvJkBGtvP91DgkQKp9Oh4z4CBAM8SxLm4jJEDcRgN4C2QqQOZXc4Bgbh9AYqHWNO9oI0AdcjPcgM8VQIsyG2SS0RtACfmgZ7NKJkDwFkhQ/NguQBB6Nqs+FydA8tJNYhD4GkDu68A5IwolQCegibDhiS1AG55eKctQKEDEQq1p3vEkQKyt2F92TyRA3o5wWvCCI0D0/dR46YYnQK36XG3F/iZAIR/0bFadKUDoaiv2l10pQIqw4emV0i1Agxd9BWk2IUAKaCJseNokQOeMKO0NvilAj1N0JJc/J0AZc9cS8sEoQNlfdk8eViVA2qz6XG1lJkARNjy9UjYnQCPb+X5qvCNAq8/VVuyvJUBl/PuMC3cjQF3+Q/rtiydAUrgeheuRJUBVMCqpE3AnQN6Th4VaUyFAs3vysFDrK0DJdr6fGq8mQBObj2tD9SBAHPD5YYQQE0Dl8h/Sb18wQH0/NV66qSRAPujZrPocJkBos+pztfUmQNlaXyS0lSFAfjUHCObYIkD+1HjpJjEnQPMf0m9fJyVAvHSTGAQWJUCkGYumswMiQPfkYaHWlCVATmIQWDlUJ0BoBYasbvUfQAfr/xzmOyJAW7G/7J7cJEBVGFsIchAhQMiYu5aQryRAaCJseHpFJkDjx5i7lhAaQESGVbyRORlAT3XIzXBDG0AwuycPC7UkQBQ/xty1ZCZAxLEubqPxIkAkl/+QfnsmQMe6uI0G0CZAb4EExY8xKkA17zhFR7ImQMe6uI0GECpAqmBUUicgJ0DRkVz+QzolQMNkqmBUYiFAysNCrWkeJkDE6/oFuyEjQEHxY8xdaxhA6E1FKoztIEB1kxgEVu4kQMP1KFyP4i5A5wDBHD1eF0Aydy0hH7QkQP/KSpNS0CFAhlrTvOM0JkBUUiegidAmQEzg1t08FSBAexSuR+GaKECrPldbsV8lQJT2Bl+YrCVAarx0kxjkJUBWn6ut2H8kQFsIclDCTB5AfVwbKsa5HECze/KwUCsmQGx4eqUsgylA30+Nl27SIkDKVMGopM4nQNv5fmq8dCxA66hqgqiLI0CZKhiV1AkoQJ88LNSaliBAtRX7y+4JL0B4l4v4TswiQE+Srpl8YyNAvjCZKhgVLkDpt68D5+wlQIRHG0es5R5A2ubG9IRlIUC6SQwCK2ckQOCcEaW9oSRAtMh2vp+aKUDVeOkmMegpQBniWBe3sSdAmyDqPgBpH0AFxY8xd60nQKn26XjMwCNAzczMzMxsJkC/ZU6XxQQaQGebG9MTpiJAhEcbR6xlH0DRItv5fgorQMl2vp8aDyVA2/l+arxUK0DXhopx/qYhQCKOdXEbvSJASOF6FK4nKUA730+Nly4oQI9wWvCiDyJApU5AE2HjJkDuQnOdRnoaQJHtfD81Xh9A1CtlGeL4J0B4eqUsQ3wkQI2XbhKDICZAp+hILv8BIEBIUPwYczckQJp3nKIjuR5A2/l+arz0JEDvA5DaxAkgQEUNpmH46CJAWp4Hd2d9I0BsCfmgZzMsQA4tsp3vxydAkL3e/fG+IEDhQEgWMMEjQFR0JJf/UCdAoWez6nOVHEAsK01KQVcaQDnWxW00ICRA9x4uOe60IUBrn47HDHQjQPd14JwRJShAJH8w8NwLI0D99nXgnBEnQA1xrIvbiCpA/+cwX16wIUAychb2tHMgQHicoiO5nCZAZohjXdymK0BzLsVVZb8hQLjM6bKY+CNALSEf9GwWJ0AMAiuHFtkmQJ1oVyHllyJAxSCwcmhxJkAcmUf+YBAgQHB31m678CNAXI/C9ShcK0DvOEVHcmkjQLFQa5p3/ClA1edqK/a3JUDDZKpgVPIfQOCcEaW9IStADJOpglFJJEC5jQbwFmgjQCegibDhaSRADr4wmSqYJEBVMCqpE3AkQEHxY8xdSyhAqvHSTWKwJUD04O6s3cYgQABvgQTFDytAsVBrmnf8JEB5WKg1zTslQG1Wfa62giVAAFeyYyOAIkBO0ZFc/gMpQCPb+X5qfChAQYLix5h7KEB6xyk6kqsmQNnO91PjRSxAXI/C9ShcJ0CGj4gpkaQjQG+BBMWPESZAI9v5fmqcKUA8TtGRXB4qQOviNhrAqyBAt2J/2T2ZJkBpb/CFyRQpQNcXCW05VxlAEce6uI3GLEDkFB3J5X8qQPkP6bevYydAxf6ye/KwJkDRXKeRlloiQMpUwaik7iZAFD/G3LWkKUAPnDOitNcmQF+YTBWMSilAaQBvgQQFKUAzMzMzM7MlQL6kMVpHRSNA5X6HokB/HECthsQ9lv4aQAqA8QwaWhZAvVKWIY71K0AAkX77OpArQC4cCMkCZiNAnKIjufwHJUAQdR+A1GYZQOQUHcnl3y1A66hqgqgLI0BJnYAmwgYlQBBYObTIlilAMzMzMzOzJUB9XBsqxvkiQG5uTE9YoiNAevzepj/7HkCiRbbz/dQfQEGC4seY2yRAw4GQLGCSI0DJdr6fGg8oQAmnBS/6yiFA8WPMXUsIKkC0AkNWt3oiQPXWwFYJth1AvTrHgOzlIkAbL90kBqEmQBsN4C2QoClADeAtkKAIIkCutmJ/2R0mQHEbDeAtcClAs+pztRUbIEA0hc5r7PIXQNY5BmSvNyJAz6Chf4KrGEDRItv5fkomQLmNBvAWeCJACHJQwkx7IED2l92Th0UlQAfwFkhQXCVAB1+YTBWsJUCNl24Sg4AmQKyL22gAzyZASZ2AJsLGJUB8LH3ogpobQG3n+6nx0iZASZ2AJsImJ0DtR4rIsKojQCV1ApoIWylAEoPAyqFFJkDSb18HzlknQP2C3bBtUR5AwcqhRbbjIkCXi/hOzAojQFUwKqkTMCVAVp+rrdh/KEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"529\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"530\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"531\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"532\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"538\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"539\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"542\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"543\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"547\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"RYE+kSepGkD0wwjh0aYiQC5zuiwmdhdA9ODurN22H0BXlX1XBM8iQDNt/8pK8xZAI0p7gy+cIEAkRWRYxXsXQKhvmdNlcR9A2xZlNshkHUCGj4gpkRQhQAfTMHxEPCFAtKuQ8pMqIUAmjdE6qjoaQCv7rgj+lxpAFjWYhuFjH0B1ApoIG14mQK62Yn/ZHSRA58b0hCV+F0BA3qtWJiwhQG/Tn/1IcRZAoOBiRQ3mIUA+XHLcKc0gQH3LnC6LiRVA6MHdWbsNGkBDHOviNgohQPYjRWRYxR9AIGPuWkL+JECSeeQPBj4WQFHaG3xhUidAI2dhTzv8DEAc6+I2GmAfQNE/wcWKOh5A2/l+aryULEAD7KNTV+4hQEpBt5c0NiNANh/XhopRG0DXEvJBzyYmQGtgqwSLYxNAkIMSZtpuI0BkWMUbmUcOQNuF5jqNNAdAHQOy17vfI0CJ0t7gC/MoQLr3cMlxByFATFRvDWy1E0DIDFTGv68VQEmil1EsFyJAb4EExY9RKUCcM6K0N/gkQI/C9ShczyRA0lJ5O8LpIEDD2EKQg5IEQJJc/kP6DSVA56kOuRlu/D9xOPOrOcAXQMWsF0M5MR9AR3cQO1NII0Al6ZrJN3sjQKMBvAUStCZAW+uLhLY8IEBtVn2utuIsQGrecYqOZCVA7uvAOSPKJkCcxCCwcqgnQKyL22gAryVAWW5pNSTOH0DhehSuRyEZQEOQgxJmGiBAaw4QzNGzIUBPr5RliOMlQGnGounshBdAHThnRGnPHEA2qz5XW5EkQK6BrRIsjiBAI0p7gy+MJkCy9KEL6rseQGLzcW2oeBVANSTusfQhH0DmP6Tfvo4kQEHxY8xdmyFAryXkg55NFUBuUWaDTPIhQGlSCrq9hBpAvTrHgOz1I0AtJjYf14YjQN3NUx1y8xtAVWr2QCsQI0BzgGCOHt8RQHo2qz5X+yVAJCh+jLmrKEBPHhZqTZMlQAb1LXO6zBhA1uJTAIwnIED0+L1Nf2YhQD0K16NwHShA2c73U+MFJkAvhnKiXeUgQAdfmEwVzCZAyjLEsS6uJkCJJHoZxRIVQEjcY+lDNxNAA3gLJCheKECvJeSDnm0nQGq8dJMYZCVAIsMq3sicGkATRN0HIBUTQJjArbt5qiNAsAPnjCgtKEBJgJpatnYcQHcQO1PoPA1AqTC2EOQQIUBjYvNxbTggQJyiI7n8ZypAby9pjNZxIUCZu5aQD/okQMNHxJRIgiNAPUm6ZvJtHEBmvRjKibYXQCR/MPDc+yNAF9nO91MjKEBcWg2Je8wcQBV0e0ljFCBAtRX7y+5pJ0BO0ZFc/iMoQJTBUfLqHAdAUAEwnkEzI0A0gLdAgoIfQOp4zEBljCBAiXssfejiH0Aep+hILv8UQFXBqKROQCVA+kSeJF3zF0CW58HdWWsiQB4Wak3zTi9A5bM8D+6eI0DGpwAYz6AdQFmGONbFzSZAKVyPwvVoJUC7Cik/qZYdQNejcD0KFyhALA5nfjX3IEBsCfmgZ/MiQK62Yn/ZPSpAXynLEMc6JUCyne+nxuskQOC+Dpwz4iRALQlQU8s2F0DWVuwvu+ceQOqVsgxxjCZAYKsEi8NpIkC5cCAkC9gbQHicoiO5nCZA9b7xtWdWEUAOvjCZKrgcQE2+2ebGlCBAUwWjkjoBLUBA+5EiMuwjQLVsrS8S2htAz2bV52qLHEDkg57Nqg8jQN9PjZdu0iRAS8gHPZtVJkDHuriNBvAnQH/7OnDOaClAseHplbJMJECcvwmFCDgjQFZl3xXBnxlAFJZ4QNl0GkD9TShEwKETQL6fGi/ddCNA/cHAc+/BH0Cm8naE00IbQMaFAyFZYCBA46WbxCAQJEDByqFFtrMmQKvP1VbsjylA3bWEfNDzKEC8dJMYBPYrQJZDi2znuydAUiegibCBKEBPr5RliGMlQF66SQwCCydAp+hILv8hLkDQRNjw9CocQACRfvs6sBZAHXIz3IB/IkAQ6bevA+cgQGfyzTY3FiJAtRX7y+7pJ0C5jQbwFigmQJjdk4eFuilA4IRCBBwCHkCZu5aQD7omQMuhRbbz3SpA+IiYEkmkIkBpAG+BBAUlQPwYc9cSYiBAttsuNNf5I0Bi+IiYEukjQJrOTgZHKR9AL26jAbxFIkDVeOkmMagpQCGwcmiR7SZAYhBYObSoKUAFo5I6AS0tQEz9vKlI5RNAF0hQ/BjzJ0BCPujZrBomQH0/NV66SR9An82qz9WWLUB90LNZ9TkkQBzw+WGE8BlArd12obnuI0Ar3sg88mcXQIiAQ6hSQyFANxrAWyAhF0A2PL1SlkElQOI7MevF8B9AjZduEoNgJkBtxf6ye/InQNjw9EpZBi1AqmBUUifAKEBHcvkP6fciQCGwcmiRDS5A5nlwd9Y+I0BZF7fRAJ4mQPIk6ZrJtxdAwARu3c1DI0D6fmq8dHMlQGx4eqUs4ytAveMUHck1IkBB8WPMXcslQJ5eKcsQ5yBARRK9jGK5FkC0dtuF5nogQIcW2c73QyFAR1UTRN23IUCZ8Ev9vCkdQPs6cM6IMiZA+5Y5XRbDIkAHzhlR2vsqQLbbLjTXaRtATihEwCGEI0B4YtaLoTwgQG3F/rJ7UiRAAU2EDU9vKEDnAMEcPf4dQJT2Bl+YrCVAm+Ydp+jIJEBN845TdGQpQKhXyjLEkTNA/mDguffwH0CMvoI0Y3EfQLzoK0gz9hZAX5hMFYxKL0BIv30dOAcnQE+vlGWIYyZAYtaLoZzIG0ArhxbZzjcwQH/ZPXlY6CVA3bWEfNBzLkCNKO0NvlAuQO0NvjCZyi1Ap3nHKTrSJ0DL+PcZF84XQBgmUwWjEiRAndfYJaoXIEDJ5T+k374pQMDPuHAgpB1AJQaBlUMLFkCY3ZOHhToqQIZa07zjtCdAnMQgsHKoJUC8V61M+MUVQOmayTfbHBxAICQLmMAtI0DWxW00gNcnQGItPgXAWB9AFD/G3LVEJ0CDL0ymCsYnQJUrvMtFvB9AsAPnjChtJUDjpZvEINAeQHWTGARWbiVAgy9MpgoGJUBy/iYUIiAcQEcDeAsk6B5AKe0NvjB5JEBzgGCOHr8iQNCzWfW5GiRAV1uxv+yeHUA0gLdAgmIqQNJSeTvCGSFAoijQJ/J0IkCiRbbz/YQgQM4ZUdobrCBACCC1iZM7I0Bx5ldzgEAhQG+BBMWPsSVA1QRR9wEYIUBW8UbmkX8XQJp8s82NCRpAke18PzVOIkCWCb/Uz4sgQKRwPQrXgx9A1pC4x9JXI0BKRs7CniYiQD81XrpJDCRAdqbQeY09HUAbgXhdv6AFQMX+snvyUBtAe4hGdxD7HUA1tWytL9IUQLn8h/Tb1yxAl5APejZrH0ARx7q4jcYEQEMc6+I2WiZA0m9fB875KECh+DHmrgUdQPW+8bVnliBAyeU/pN9eLUDsUbgehUsvQCnLEMe6WCJAQKTfvg7cKEAGgZVDiywsQMvz4O6s/SNAWDm0yHYeHkAwuycPC7UqQNcS8kHP5hVArkfhehROJUD8AKQ2cSIiQCGwcmiRLSRA/pqsUQ+RGEAWTWcng5MhQI4B2evdPx9A6DBfXoB9G0CiRbbz/VQbQCzUmuYdpyhANxrAWyAxIkBTliGOdZEqQHgLJCh+DA5AX5hMFYxKLUCfPCzUmgYqQG/whclU4RxAXW3F/rK7LEDABG7dzbMeQBIUP8bcFSZAC5jArbu5HECQ2sTJ/c4aQL7BFyZT5SRAc9cS8kHPLEDXo3A9CpcqQBWpMLYQJBlAeAskKH7MHkARNjy9UvYpQMpskElGjh9Af9k9eVioJ0A82jhiLf4ZQPp+arx0Ey9AO+RmuAGfIECVDtb/OSwQQE4LXvQVRCFAQs9m1edqLUCk5NU5BrQgQH1cGyrGGR9Anil0XmPXI0CcM6K0NxgnQAmKH2PuuiZAY5eo3hq4IUBSYWwhyKEbQIidKXRe8yJATDeJQWDFJkClg/V/DjMfQGYxsfm4lh1ALv8h/fY1KUAoYabtXxkhQMxFfCdmXRxAJcy0/St7IUC8eapDbqYhQDawVYLFoSFA2qz6XG3lJECV1AloIiwkQK36XG3F/iZAYY4ev7dpFECoV8oyxHEnQJynOuRm+CBAms5OBkf5IkAe/pqsUa8fQAmKH2PuGjRAqmBUUiegKEBd3EYDeOsdQDy9UpYhbiZASS7/If2WJkCx3NJqSPwcQPJBz2bVhyRANbVsrS9yIUCVZYhjXZwnQFABMJ5BQyNA3bWEfNCTJEAhsHJoke0uQKJFtvP9VClAl5APejYrLUCb5h2n6MguQLlTOlj/ZyJAINJvXweOL0CP5PIf0m8oQCgPC7WmOSRAjIS2nEvRI0BcVfZdEUwiQMPTK2UZ8iFA2PULdsPGIEDW/znMl/chQFw4EJIFjB5AE2HD0yslJkAEVg4tst0nQNAn8iTp2hdAP28qUmG8IUBD5zV2iXojQJf/kH77+hpAA5Xx7zOuIEBy+Q/pt68mQNTUsrW+KBhAINJvXweuJEAxCKwcWgQnQC6QoPgx5ipAT3XIzXBjIkCatn9lpekYQET67evAeSRAEhQ/xtzVJEBqatlaXwQYQLQfKSLDih9AlWWIY12cKEBOKETAIZQaQN21hHzQcylA7C+7Jw/bIEBwXwfOGTEkQNWVz/I8SCFAFVJ+Uu2zF0D7OnDOiDIrQONw5ldzQCBAx2MGKuOfH0AwuycPCxUoQHS1FfvLjh5AvJaQD3rWJUDIBz2bVV8pQKVOQBNhIydA2GSNeogmHkBlqmBUUscmQGQe+YOBhx1A7lpCPug5JkCHFtnO9/MrQFt8CoDxbB5AWoEhq1sdFEBNhA1Pr/QmQFwgQfFjDCdAF/GdmPWiIUBXPsvz4H4jQBzw+WGEcB9Ad76fGi+9JUD+ZffkYWEkQGNFDaZh2CFAmSoYldRJF0D3deCcEQUkQOc1donqDRRAUN8yp8uiH0Bd3EYDeIsrQJ30vvG1ZxdAonprYKt0IkAYYB+dujIiQGlSCrq9dCBAO3DOiNLeKkC94xQdyWUmQLSwpx3+yiNAS6shcY9lI0Di6ZWyDFEfQLMMcayLSyNAGQRWDi1CMEDG3LWEfLAuQBCSBUzgBiJAHVVNEHWfA0D3Bl+YTBUkQLSTwVHy6hxAsi5uowHcKkA+6Nms+nwoQE8GR8mrMxRAGlHaG3xBJEAgJAuYwG0GQBYwgVt3sxZA16NwPQqXLEBNEHUfgGQjQOviNhrAey1A0QX1LXMaIkB0e0ljtC4fQBzr4jYagCRARPrt68BZJUCu00hL5S0hQM6qz9VWbChADXGsi9uoJkDdJAaBlUMkQLhAguLHiCBAYYvdPqtM678lzLT9K0sgQPkx5q4lBB5Anu+nxkvXK0BxrIvbaGAqQEQX1LfMuSFAg1FJnYAGKEADeAskKP4lQC7iOzHr5SNA8iTpmsl3IkB3LSEf9AwhQLByaJHtHCZApHA9CtejJUCzB1qBIcsaQKyL22gAzydAv0hoy7nkIkA8ZqAy/h0iQO0NvjCZSidA+1xtxf7yJUCaQuc1dmkfQDtwzojSHidAE/JBz2Y1KkDPZtXnamskQABvgQTFDyRAYJM16iFaD0BbQj7o2WwmQAyTqYJRCSdAYFlpUgoaIUDzH9JvX4coQOPfZ1w4YCFAVaTC2EKwHkDEsS5uo8EpQPZ/DvPlBSJA1lbsL7vHG0BwtrkxPTEjQPVKWYY49ihANh/XhorxHUDBHD1+b1MjQO+s3XahWRhAKCzxgLKJGUDKGvUQjU4eQGkAb4EEZSZA0SLb+X5qJEDir8ka9RAiQBrAWyBBgTFAj8L1KFxPJkDf+NozSwIdQALU1LK1/hVAjBAebRxRF0BPHhZqTdMrQN21hHzQsyhAEFg5tMiWLUBWDi2ynW8oQOQUHcnlXzBAgq0SLA7XIkC/gjRj0eQgQIEExY8xdxxAE0n0MooVIkBGtvP91LgdQDhnRGlvMCVARiV1ApqIGUD1EI3uIHYjQI4G8BZIkCZAUwWjkjpBKUAJG55eKZsiQCo6kst/KClAby9pjNaRHkAcsRafAgAiQPqbUIiAEyJAPBQF+kReG0Ah6j4Aqf0iQAXAeAYNnSNAy6FFtvN9JEBuUWaDTOIjQJWCbi9p7BxAysNCrWn+JUA/V1uxvywkQHpTkQpjmyJA4Ln3cMkBIECjI7n8h9QeQNRDNLqDGB5Az04GR8m7IkBkXdxGA7glQAzNdRppCRtAbEPFOH9TCUAwTKYKRjUyQBfZzvdTIyVArhIsDmeOI0By+Q/pt+8mQCnLEMe62B9ANZiG4SMCF0Bn1edqK3YrQGVwlLw6RwtAeNFXkGYsI0A2zTtO0TEkQKCJsOHplSRA+Q/pt6+jJkBM/bypSLUiQPFjzF1LKCdAiIBDqFJzIUAHzhlR2rshQEw3iUFgBShA1jkGZK+nIkAr9pfdk0coQMDPuHAgRBxAuAGfH0boFkB+HThnRIkoQFJJnYAmIiVAkX77OnBOL0AzxLEubqMqQEhQ/BhztyFAke18PzVeLkBdiqvKvgsiQDKP/MHAUyJAFNBE2PBUJEB1ApoIG94oQO9VKxN+SRVAylTBqKTOLEALRiV1AponQJ7vp8ZL9yRAFNBE2PBUJ0DD9ShcjyIpQGrZWl8kdBNAyCQjZ2EvG0DNHmgFhowbQF/SGK2j6h5AlWWIY118LUDY8PRKWcYnQFRSJ6CJcCBAEOm3rwOnJkAVHcnlP2QkQGXHRiBetxhAVOOlm8SgJEB7SWO0juodQJhuEoPAaidAcoqO5PKfJUBn1edqK3YnQB6n6EgunxpAOh4zUBn/8z8lBoGVQ6skQDVB1H0AsiNAEhQ/xtwVJ0C4O2u3XbgiQNBE2PD06iRAaCJseHrlJ0CX/5B++3ooQO0NvjCZ6iVAWRe30QA+JkC+nxov3QQpQIeKcf4mtBhAyXa+nxoPJkBOYhBYOfQqQO3T8ZiBShBArvVFQlv+IkAKv9TPmzoiQOQUHcnlHyRAN/3ZjxQRI0DfwyXHnWIhQDy9UpYhDidAqaROQBNhJkBxWvCir0AaQF3+Q/rtKyVAuAa2SrDoIUDq501FKgwaQD7L8+DuLCJAJCh+jLlrJEA6XRYTmy8hQPyp8dJNQiRAdy0hH/ScMEAGgZVDi8wnQMai6exkQCFAiSmRRC+jHEAG9S1zuiwiQMoyxLEuLidAHThnRGlPIUAFxY8xd40lQHkGDf0TnCBAQmDl0CJ7IEBZaVIKul0jQCPb+X5qHBxARrbz/dS4JkB1ApoIG74qQBJr8SkAdiNAasGLvoLUG0ClLEMc66InQF+YTBWMqiJAETY8vVKWE0BuNIC3QCIpQPZdEfxv5RxAn7DEA8pGFEDUmuYdpygkQBppqbwdQRxA/Bhz1xJyEkCEns2qz9UpQGXfFcH/thdAJxQi4BBaIECBW3fzVEccQFx381SHPBpAU5YhjnVhMUAp7Q2+MHknQOQPBp57LyBAjZduEoPAKkA9RKM7iK0hQLu4jQbwViVATMPwETElIUBHyatzDEgfQGiR7Xw/hTBACfmgZ7PKFUBLWYY41oUkQEvqBDQRlilACvSJPEm6+j85tMh2vv8nQO5aQj7oOSpAVz7L8+COEEAOMsnIWfghQKVOQBNh4yVAs3vysFArJkDHaB1VTTAgQN6Th4VaEyxA1JrmHacIJkCoHf6arFEUQNRgGoaPaBdAK97IPPLHDUD4qpUJv1QdQGN/2T152BBA8KfGSzcpLEAB3gIJil8oQFFmg0wyEhFA28TJ/Q4lHkD6m1CIgAMcQNNqSNxjiSNAOiNKe4PvKEDkg57Nqk8lQA5Pr5RliCJAg8DKoUVWLEDHKTqSy/8lQNUmTu532CBAWYY41sUtH0Ao8iTpmkkhQEymCkYlNS1Af2q8dJMYKECU9gZfmGwlQM07TtGRfCdAZ341BwhWI0CDL0ymCqYqQFGIgEOoYiFAowG8BRLUDkACK4cW2e4qQGyyRj1EkyNA3GgAb4EkGUClvcEXJlMoQLaEfNCzOShAHHxhMlUwJkDVyoRf6nchQGKE8GjjqBlAh/4JLlZ0FkCBW3fzVMciQEMc6+I2eitANrBVgsUhIECqYFRSJ0AoQAzqW+Z0aSBAMlUwKqnTDEDg2/RnP6IiQDawVYLFQSBA2jhiLT4lHED3AUht4gQiQDPcgM8PYxBAUPwYc9eyKECjkjoBTWQpQNobfGEytS1Asp3vp8ZrJkCFCDiEKqUgQFq77UJz/SFA5dAi2/meJUD7kSIyrFIjQFPQ7SWN0R5AzO7Jw0LNJkCaX80BgtkhQMsQx7q4LSxAorQ3+MIEKUBW8Ubmkd8eQJEPejarXi9A3ZiesMTjIkCEu7N22yUfQGrecYqOxCRA7ginBS96IECcM6K0NxgkQJqZmZmZeSZA3GgAb4HEJEA730+Nlx4hQK4SLA5n7iFAteBFX0HaIUBBfcucLnsjQMLAc+/hwiBArfpcbcU+JUBKJNHLKNYbQP4mFCLg8CBACfmgZ7MKK0AnwoanV+okQKneGtgqwR1AUPwYc9cyJUBKJNHLKDYSQK+UZYhj3SlAzqW4quybI0CLVBhbCHIWQNwpHaz/EyBAti3KbJCpFECM22gAbwEkQAXdXtIY3SFAUz9vKlLBHUDfGtgqwZIiQPkP6bevYy9ADk+vlGVIJ0BATS1b6+seQLKd76fGqytAlPYGX5jMJ0AaUdobfEEpQJVliGNdHCNA1c+bilTYH0CL/WX35IEnQPSJPEm6RhxAeHqlLEP8HEB2w7ZFmS0SQJHtfD81vipAeHqlLEMcH0BvKlJhbCEKQCv2l92TRyhALlbUYBrGFkAZ4lgXt5EmQB6n6EguHx9An47HDFTWI0BK7xtfe1YjQADGM2joXxRAGoums5PhE0DBqKROQFMnQJhMFYxKKhZAl5APejbLJkAAUps4ud8IQBea6zTS8iFAklz+Q/rNK0DFyf0ORbEiQB+F61G43jBAs82N6QkrFUCalIJuLykRQAX6RJ4k3Q1A3bWEfNBTIUDpYP2fw/wcQJvmHafoaBtAAJF++zoQJkCQvd798X4dQAVpxqLp3CNAuHU3T3UIF0CalIJuL/kjQMf0hCUesCFAFR3J5T9kKkDxRuaRP3gQQIts5/upMRBAEtpyLsVVD0B4CyQofuwwQPw1WaMeQh9AVwT/W8keIUDVeOkmMUguQBe30QDewipAPSe9b3zNIUBvEoPAyoEkQAvvchHfGSNAcqd0sP7vIUDEd2LWi2EdQDjb3Jie8BxAU5YhjnURJ0BdbcX+sjslQAN4CyQofihAtaZ5xykaJECZ2HxcG2oeQPkUAOMZBCJAL90kBoH1I0D1udqK/cUlQN4CCYofYy5AH/RsVn1OLEAVjErqBLQhQHMR34lZLx1AzqW4quwLIkB7gy9MpmoaQJI/GHjuXSBAf9k9eVjYIkCcxCCwcsgoQGmpvB3hNCJAR3L5D+nHIkCiC+pb5jQbQLWmeccp2itANNdppKVyGEBRTrSrkPIEQKqCUUmdICdAT0ATYcMTKkA17zhFRzIJQA/W/znMFxZAcJnTZTFRHEBpNSTusVQTQJiG4SNiigZAmpmZmZnZKkC7m6c65MYbQKwcWmQ7vytAmN2Th4VaIkAfaAWGrE4RQJeL+E7M2h9Ag1FJnYAGJ0CKH2PuWoIuQOxRuB6FSxtAIbByaJGtJkCzDHGsi1snQBTQRNjw5CFAXf5D+u2LKkABTYQNT28lQCS5/If0uyVA0SLb+X5qJkA/HY8ZqBwjQE2EDU+v1CpAB0KygAncHkA09E9wsUIhQAdfmEwVDChAz0nvG197H0CPwvUoXM8uQApoImx4eiZATb7Z5sYUFUALJCh+jBkmQOkrSDMWnSFAufyH9Nt3JkA8vVKWIX4jQG1zY3rCYiFAKGGm7V95GkDd6jnpfeMgQP4mFCLgkPo/+ie4WFHjFEB0JJf/kH4eQH2W58HdmRtATfOOU3RUIkDWVuwvu2ckQM7HtaFinBtAlYJuL2nMIUC4dTdPdWghQKlNnNzvUCNAZOlDF9T3IECaCBueXsklQEn0Morl1iFA48KBkCxQI0AYldQJaEItQIiFWtO8QyRAE2ba/pVFIUDBqKROQDMpQFFrmnecQi1ASS7/If12KEAUP8bctQQkQFr1udqKPSdA9Wc/UkTWIUCsyr4rgq8iQPuRIjKsQhpA5BQdyeXfJECI9NvXgXMdQJ88LNSaxihA93XgnBFlJUC1GhL3WDoiQPJBz2bVByVA8fRKWYY4KkAFo5I6AU0mQF5LyAc9OxRAWK1M+KWeIUCjryDNWHQZQI/C9ShcTylA4lgXt9GgJ0DZ690f79UgQCS5/If0myZAj8L1KFxvK0DUK2UZ4lgmQB04Z0Rp7yNALUMc6+LWJEBJaMu5FIchQObLC7CPPiFAuY0G8BbIJEB6qkNuhtsYQPs6cM6IEipAh6dXyjKkJkB0Ka4q++4ZQNlfdk8e1h9ANBE2PL0SJ0AqUmFsIVggQJiG4SNiSiBAiBHCo41TIEDU1LK1vkgcQPCnxks3CSdAQ61p3nEKK0CXkA96NosnQKG+ZU6XRRlAgZVDi2wnJEBd/kP67SslQFrwoq8gzR5AEhQ/xtx1IUCRLGACt04dQAM+P4wQPiJABi/6CtJsF0A=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"548\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"549\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"550\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"552\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"553\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"555\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"556\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"557\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"558\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"8gwa+ie4DkCcFrzoK0gQQFExzt+EAg9ABg39E1zMEEC+E7NeDEUQQFvri4S23AxApvJ2hNOCDkD7eVORCoMQQBJOC170FRFAml/NAYJ5EED3r6w0KWURQE6XxcTmwxFA9E9wsaJGEkBmSYCaWhYRQMYWghyUEBFAou4DkNqkEEDdQexMoZMTQLCPTl35DBNAO420VN4OEkCMoZxoV4ERQF5ortNIyxFABJDaxMldE0Bv05/9SBESQPoK0oxFsxNAzqW4quy7EUD129eBc6YTQDy9UpYhDhNAhlW8kXmEEkDzk2qfjicTQCScFrzoSxNACeHRxhGLEkByio7k8p8RQKAVGLK6tRNACfmgZ7NqE0DLoUW28/0SQJ7qkJvhBhNAa32R0JbTE0D6fmq8dLMSQFoSoKaWDRRA3ZiesMTjE0D5Zpsb01MSQDRLAtTU0hRA7uvAOSNKFUDNWDSdnQwVQGtlwi/1sxVArthfdk/+FEANq3gj88gWQIF4Xb9gFxZAq8/VVuyPFUBl/PuMC6cTQP63kh0bYRVAR3cQO1MIFkDIDFTGv28UQGPuWkI+KBdAbEPFOH8TFUAwKqkT0GQUQKG+ZU6XRRdA1xLyQc/mFUDNkgA1tYwUQA/uztptVxVAcT0K16MwFUBIisiwihcVQEzD8BExxRVAhIHn3sNFFEASTgte9JUWQBFTIolephZAYeC593DpFkCHM7+aA4QVQHr83qY/OxVAyEEJM21fF0D8AKQ2cdIVQI+qJoi6zxRAvRjKiXYVF0BD5zV2iQoWQNXPm4pU+BdAZmt9kdDWFUCjI7n8h9QXQBCSBUzgNhZAP1JEhlUcFkA5tMh2vh8XQCHIQQkzLRZAKQXdXtJYGEDGpwAYz+AXQLth26LMphZAPsvz4O4MGEBenWNA9joXQK5kx0YgfhhAba0vEtoyF0Cu9UVCW84VQD/jwoGQ7BdAN2xblNkAF0DNWDSdnawYQAu1pnnH6RdA5x2n6EhuGEDboswGmWQXQD6uDRXj3BdA5BQdyeW/GEBN845TdGQYQOtztRX7qxZAKT+p9um4GEDIQQkzbV8XQLu4jQbwthdAIlSp2QMtGUAMHxFTImkXQB0gmKPHLxlA2ht8YTLVFUA2donqrYEbQG0csRafYhlA21Axzt/EGUActi3KbFAZQFrwoq8gzRhANxrAWyAhGkDoaiv2l10aQB5tHLEWPxpA8fRKWYaYF0DnAMEcPV4ZQFjKMsSxLhlAibX4FAADGUDye5v+7CcYQL0A++jU1RhAgJ9x4UDIGUDJjo1AvK4ZQDMbZJKR0xtAoDcVqTBWGEAJih9j7noYQFQAjGfQcBhAt0WZDTLpGUCIRncQO1MaQJwzorQ3+BZAO8eA7PXOG0BgyOpWzwkZQLJGPUSjuxpACtejcD1KF0AAOsyXF8AZQK6ek943PhtAroGtEixOHEAXSFD8GFMaQNjYJaq3BhpAHebLC7CvG0Au/yH99vUWQDOny2Ji0xlAjq89syRAG0CD3bBtUYYXQDBMpgpGBRhAWKg1zTsOGUAZc9cS8qEcQNDyPLg7SxpAuVM6WP+nHEAT1VsDWyUbQHBfB84Z8RlAcqd0sP4vGEBQx2MGKiMZQFJEhlW8URtAlxx3SgdrGkB3hNOCFx0bQKBU+3Q8Rh1AyqZc4V1uGkCil1Est3QbQEGasWg6WxtAotEdxM40HEAs8YCyKRcZQIBgjh6/NxxA5IOezapPGkCzmNh8XDsbQJpfzQGCGRlAO/w1WaP+GUBwlLw6x4AZQOQs7GmHPxlAvVKWIY4VG0Az3IDPD6MbQLt+wW7YlhhA7Sqk/KRaHkBUqdkDrYAdQB7cnbXbDhhAdLUV+8tuGkAZ529CIYIcQICfceFAaBlAJNbiUwDMGkCiXYWUnxQcQPiqlQm/9BtA5ZttbkxPGkADYDyDhn4bQJUO1v857BxABBxClZr9GkCh20sao3UcQDDw3Hu4BBpAYLAbti3qGkA0gLdAgoIbQJDaxMn9jhtANjy9UpbhG0AWE5uPa0McQNbFbTSAtxxApn7eVKQiHkAGR8mrc4wbQOPCgZAsABpAFva0w1+zGkBcd/NUhxwcQORJ0jWTbx1ASWO0jqqGGkDn+6nx0g0aQMhe7/54jxxAPtAKDFm9GEBF2PD0SrkaQPGdmPViSB1AQMHFihosG0A66X3ja88cQHtOet/4GhtAgQTFjzHXGUBjtI6qJmgdQD0K16NwnRtAi8OZX83BG0CP39v0Zx8cQO1Hisiwah1ArOKNzCO/G0AgmKPH700dQPwdigJ9QhxAHThnRGlvHUD+fcaFA+EZQBk5C3vaoRtAio7k8h8yHkA8MevFUO4cQGaIY13cphxAMUJ4tHEEHEC/YDdsW7QcQMU4fxMKsRhApz/7kSIyHkBD4h5LH5oZQF3+Q/rtSxtA2CrB4nCmHEB6whIPKBsbQNZW7C+7pxpASu8bX3vGHUCM22gAbwEeQHO6LCY2nxtAuTZUjPM3G0DEfHkB9lEdQH9N1qiHCBtAa5+OxwxUHkBbttYXCe0aQIo8SbpmUhxAo0CfyJPkHUDfpj/7kWIcQLA9syRATR1AoBov3SSGG0CkpfJ2hDMcQNo4Yi0+JR1AJemayTebG0CtF0M50a4cQPQyiuWWlh1AJh5QNuXKHUBvnuqQm+EZQK+UZYhj3RtAGeJYF7exGkA+BcB4Bu0ZQGRYxRuZ5x1Aw0fElEhCHUD0MorlltYbQJ268lmehxtAxY8xdy1hH0AB9tGpK38aQFqBIatbHRxAXHfzVIdcHUCfdvhrsqYbQF0z+WabOxxAUiy3tBqyHEAj88gfDBwaQA8om3KFdxtAuK8D54zIHUCBPpEnSRcdQPKYgcr4lx5A2sngKHlVHUBxrIvbaOAaQP4ORYE+kRxAbhea6zQSG0CwVYLF4SweQJlH/mDgeR1AD9HoDmJHHEC1MuGX+lkfQNc07zhFxxpAVz7L8+CuGkCS6GUUy40bQK1M+KV+XhxA93XgnBHlG0CRm+EGfB4bQPg2/dmPtBtAIGPuWkKeHkAyj/zBwFMbQH2W58Hd+RpAM6fLYmKTHUAP7s7abWcgQA9/TdaoRx5AwmnBi77iHEDsaYe/JmsfQE/MejGUEx9A/YLdsG1RG0D+t5IdG0EeQA3DR8SUCB9ASkG3lzRGHUAOSphp+1ccQJMANbVsDR5ARbsKKT+JHECrPldbsd8bQFk0nZ0MzhlA499nXDhQHUBkWMUbmacaQMIXJlMFIx1AMlUwKqkzHkAYeO49XJIcQJEPejar3hpAYviImBIJH0A7wmnBi34dQPWhC+pbJh5AryXkg56NG0AEVg4tsj0cQI5Yi08BcBxAy9sRTgteHEAEHEKVmh0aQDD186YitRxAvLN224UGHUDHuriNBrAdQPryAuyjUxxABmSvd3/8HkB5Bg39E7wdQAQ5KGGmzRtAvsEXJlPlHUDzWZ4Hd4ccQJG4x9KHzhxAwRw9fm+zHEBhw9MrZTkdQLoxPWGJ5x1AEyf3OxTFG0DzcW2oGGcbQAhVavZAax1Ap7OTwVGyG0Aao3VUNQEdQEeP39v0xx1AmpSCbi/pHEB5QNmUK3wcQGd+NQcIhh1A4QuTqYKRHEB0Ka4q+44bQNu/stKk1BxAHM78ag6QGUAsSDMWTYcdQEYIjzaO2BxAhEcbR6zFH0DHndLB+v8dQFTjpZvEAB5ARZ4kXTNZIUCKsOHplbIcQGlv8IXJ9BxAbAn5oGcTHUBSRIZVvPEbQKgAGM+gwRxA1eyBVmCIHECPqiaIuq8dQHrf+NozKxxASS7/If0WHUA1tWytLxIcQLOY2Hxc2xxAMnIW9rRDG0Cgw3x5AdYaQOT3Nv3ZLx9AKT+p9ulYHECAgosVNZgbQF66SQwCyx1Ag0wychb2HUB9Ik+SrjkdQCb8Uj9vahpA3EYDeAvkHEB4l4v4TqwaQKz/c5gvrx1AO8eA7PVuGkCskPKTar8cQOVEuwopvxxA68VQTrSrHEAAOsyXF8AdQHdn7bYLjR1AzJcXYB8dHEADeAskKN4bQC0JUFPLdh9AgSbChqeXHUDzqzlAMMcdQN0MN+DzkyBAm/7sR4oIG0AAkX77OvAeQI4B2evdfx1Aw9hCkINSG0COklfnGDAdQB7EzhQ6Tx1ALLzLRXxHHUDHRiBe168cQGFUUiegiR5A3Esao3U0HUD0T3CxoiYdQLtE9dbAVh1AH4XrUbi+HECAZaVJKSgcQH/2I0Vk+B1AICQLmMCtHEAgXtcv2C0eQD+RJ0nXzBxA18BWCRanHED4cMlxp5QcQOi8xi5RPR9APNo4Yi3eG0CM+E7MepEbQCo6kst/SB1ArfpcbcUeHEAwL8A+OlUeQAQhWcAETh9A+rg2VIxzHkDdzVMdchMdQLDmAMEc3R5Ady0hH/TMHEA+IqZEEn0fQCMVxhaCHB9AnL8JhQjYHUCu2F92T54cQBJOC170tR5AAfbRqSv/GkDopPeNrz0bQNydtdsuNB1ABwjm6PFbHUCif4KLFfUeQJBmLJrOjh5AX7Uy4Zc6H0DxRuaRP5gbQDP+fcaF4x9APwCpTZw8HkBortNISyUdQNFcp5GWCh5Ac7osJjZfHkCze/KwUOsZQOp4zEBlfB1AmC8vwD4aHUBF9dbAVskeQF66SQwCix5AHHxhMlVQHkBWgsXhzK8bQPlJtU/HwxxAhc5r7BKVHkBwlLw6x4AdQBTLLa2G5BtAM+GX+nlTHkDswDkjStsZQBAjhEcb5xxA4nX9gt1wHUDXL9gN21YdQG9kHvmDAR1ArfpcbcUeHUBUNUHUfUAdQLgGtkqwOBxAGhcOhGThHUBxAz4/jBAeQLcos0Em+RlAmFEst7S6H0CgMv59xuUbQGDq501FyhtA5EnSNZOvHUB5Bg39E3weQNcv2A3b1hxANJ2dDI5yHEDZsRGI1xUfQMoa9RCNzh1AFvvL7slDHUAhsHJokU0bQPfHe9XKxB1AfJv+7EcqHUDXhopx/mYdQAn5oGezChtAl3MpriobH0D5oGez6nMfQP+VlSalgB9A6DBfXoBdHkBU46WbxAAeQN/DJcedkhtAJuSDns0KHkAeM1AZ/x4dQIJzRpT2Bh9ARKhSswc6HEBrYKsEi0McQGQ730+NFx1AOnXlszxvHUDzjlN0JNcdQLKd76fGKx1An8iTpGvGHEBagSGrW90aQAETuHU3rx1AqWqCqPsAHUABTYQNT68dQMGQ1a2eMxxAAfvo1JWvHUBd/kP67WscQM+9h0uOmxxAvCL430qWHED+fcaFAyEeQFGIgEOoch9AZMxdS8hnHUATYcPTK0UdQFyPwvUoPCBAkElGzsKeG0CPNo5Yiy8cQHHmV3OAAB5AqDXNO05RHEDpDmJnCr0gQAxZ3eo5KR9AkgVM4NadHkAE/1vJjg0cQE2h8xq7xB1Ax0YgXtevHUCwVYLF4WwcQJTZIJOM/BxArcCQ1a3+HkBcyY6NQPwfQJg0RuuoyhtAn7DEA8qGHkDysFBrmhcdQM/3U+OlOx1APzVeukkMH0ALe9rhr2kdQAYN/RNcDB5A1QRR9wGIGkB2ptB5jd0cQJZbWg2J2xxAUaBP5EnSG0DM7snDQu0bQNY5BmSv1x5AFO0qpPwkG0B324XmOs0dQMMq3sg8Mh5A6gQ0ETa8H0CgVPt0PKYfQJjArbt5Sh5AbTmX4qoyG0BcVfZdERweQK+ZfLPNzR5A3h/vVStTH0CVmj3QCuwdQP/PYb68oB9A9GxWfa62G0CasWg6O5kcQF7XL9gN+yBA+8vuycNiG0AczvxqDtAcQCv7rgj+dxxAdsO2RZkNG0BO7ncoCpQdQEyOO6WDVR1A/dmPFJFhHUDAJmvUQ5QeQFCqfToeMxtA9+l4zEBFHkAwnkFD/4QaQBQi4BCqtB1ADAIrhxa5HEAJbTmX4qobQLD+z2G+HB5AMevFUE70HkDVBFH3AWgfQLqgvmVOlx9Aa32R0JaTHEBeukkMAusZQFdgyOpWjx1AB9MwfERsHEDXTL7Z5kYdQNrJ4Ch51R1A7/54r1rZG0AYYB+dujIcQL5Nf/YjhR1AMJ5BQ/+EH0A57pQO1p8fQJlk5CzsSR5AdbD+z2F+HkBLqyFxj4UfQEhQ/BhzNx1AeSPzyB9sHEDzyB8MPDceQA2Oklfn2BxApBmLprOTHUD3x3vVysQcQO2ZJQFqKh5AOPOrOUBwH0CamZmZmdkfQCy3tBoStx5ApHA9CtdjHUB6/N6mP7sdQAxZ3eo5KR1AQKTfvg68HUAZ4lgXt3EeQE0ychb2tBxAnYAmwobnHEASoKaWrVUdQM9r7BLVGx5AoFT7dDzGHkCBzw8jhCceQCMVxhaC/B9A0oxF09npGkC0jqomiNodQNMTlnhAmR9AmC8vwD5aHECdnQyOkpcdQIl7LH3oQhxAxuHMr+YgHkBgyOpWz8keQOauJeSD/hxAu0T11sA2HkBv8IXJVMEdQMRafAqAcR1ARYE+kScJHUAjSnuDL2wfQLL0oQvqOyBAWrvtQnO9G0BKJNHLKNYfQOw00lJ5GyBAh78ma9RDHECWQ4ts53sbQD0K16NwnR1AlNkgk4ysIEDxnZj1YmgeQLA9syRAzR5AVIzzN6FQH0DbbRea63QeQIsyG2SSsR9AVn2utmK/G0BCIQIOoWoeQGwE4nX9AhxAtmeWBKgJHkDi6ZWyDPEcQL99HThnxB1AucK7XMQXH0Blwi/18yYcQJRqn47HLBxAdAexM4XuHUANVMa/z/gcQAiUTbnCmx9AzNHj9zb9HEDa5sb0hAUdQDgteNFXsB9ArOKNzCP/HUDRV5BmLJodQNi7P96rlhxAKVyPwvVoHUArweJw5hccQKmfNxWpsB5ATE9Y4gHFH0C/Q1GgT8QeQIqT+x2KwhxA5+PaUDEuH0BWvJF55M8cQCwrTUpBVxxAKnReY5doHUB6Nqs+V3saQMHFihpMIx9AhbGFIAflHEB0DMhe7x4cQLA9syRATRxAm/7sR4ooH0AjZ2FPO/wfQBN+qZ83tRxAmggbnl5pGkBS7dPxmEEbQLDJGvUQTR9AKA8LtaYJIEBMw/ARMcUcQPkP6bev4xpAHJlH/mAAIECjryDNWFQcQIOj5NU5hh1AWhKgppatH0CuR+F6FI4dQGLboswG2RxAaD9SRIZVHEBrSNxj6WMeQMbE5uPa8BtAFJZ4QNl0H0Dp1JXP8vweQMHKoUW20x1AX16AfXTKHEDrqGqCqFseQMOedvhr0h5APzp15bMcHkAychb2tGMcQAx2w7ZFWR9AVDpY/+fQH0CmYfiImDIeQKbydoTTQh5AnDOitDf4G0DzcW2oGAcdQK9fsBu2jR9AwoanV8oyHUA2H9eGinEdQLMpV3iXix5ADkqYafv3G0D6CtKMRXMfQEok0csoNh1AnBa86CtIHkAIVWr2QKsbQMuhRbbz3RxAkxgEVg6tHEBv8IXJVEEbQMYzaOifwBxAIchBCTPtHUD0+L1Nf3YeQPM8uDtr1xtAHEKVmj2QHkCH4SNiSsQdQHO6LCY2/xlA662BrRJMHUAoRMAhVMkdQG8Sg8DKoR1Aw552+GuyHEAurYbEPRYdQCe9b3zteRpAQKTfvg68HkA5l+Kqsg8fQEG8rl+wex9AIc1YNJ19HUAjLZW3I7weQEyOO6WDtRxAgEi/fR14HUDZ690f7xUbQCV1ApoI2x1AEY3uIHYGHUBFgT6RJ2kcQAYSFD/GDCBA+KqVCb9UIECNnIU97RAeQINuL2mMFh1AhV/q503lHEDRkVz+Q7ocQMkCJnDrLh1AEDtT6LwGH0AX1LfM6ZIdQN6Th4VasxxApfeNrz0zHEClaybfbDMeQEPFOH8TahtAmFEst7SaHUAIlE25whsdQAfr/xzmyx5Aqbwd4bSAHUCSy39Iv70dQAQcQpWaHR1Aw9MrZRliHkBVGFsIctAeQLSwpx3+Wh5AIEYIjzYOHkCgGi/dJAYfQHam0HmNXR9An47HDFQGH0AF+kSeJJ0cQLByaJHtXBlABOJ1/YKdHUBjYvNxbageQDeOWItPYR9AXBsqxvk7H0DRBfUtczofQNaoh2h0hxxAj/zBwHMvH0COBvAWSMAgQOFiRQ2mwR1A5A8GnnvPHECVK7zLRbweQILF4cyvhh5AJCh+jLkrHUDh0cYRa9EfQHrkDwaeex5ApKoJou5DHkDecYqO5HIeQImYEkn00htANpNvtrkRHkDyJOmayTceQGA8g4b+6RtAM9yAzw8DHkDwp8ZLN0kgQI3uIHamcB5A6/8c5ssrHEAfv7fpzw4gQBniWBe3MR9AbTmX4qrSHECTHRuBeN0eQNejcD0KVyBAHM78ag7wHUBETIkkevkeQGwJ+aBnEx5Ay0qTUtDdIECV1AloIgwcQFWkwthCkBtAHxFTIokuIUD8NVmjHkIbQNobfGEy1R9A1XjpJjHIH0D0bFZ9rpYcQAaBlUOLjBxACObo8Xv7HUBwtrkxPSEcQJ7qkJvhhh9AowbTMHyEG0B4YtaLoVwdQJHQlnMpzh1APPceLjnOG0DMYmLzcV0gQPhT46WbBBxAi4nNx7XBHUA+7fDXZG0dQGfV52orth1AQznRrkIqHkD4iJgSSbQdQIZyol2FFCBAnx9GCI9WH0DVlc/yPBgdQKshcY+lbx5Ap3nHKTryG0DwxKwXQ5keQAK8BRIUfx9A3C4012kkHUA4EJIFTOAeQM3MzMzM7B1AfqmfNxUpHkB798d71QodQJCg+DHmbh1AxJRIopeRH0CygAncurscQD+RJ0nXDB5AZmZmZmbGHUCADvPlBdgeQFORCmML4RtAtr5IaMsZHkDFjzF3LaEdQDuNtFTerhxAUwWjkjrhHECSeeQPBn4dQGx4eqUsQx9AhA1Pr5SlHEBm2v6VlUYgQLaEfNCzOR1A2Ls/3qv2H0AQWDm0yLYdQJHtfD81fhxAm1q21hdpHECG5jqNtLQdQMZtNIC3gBxAEtpyLsW1HkB6xyk6kmsdQPfHe9XKpB9AOnr83qa/HkCeJF0z+WYdQK71RUJb7htADqFKzR5oHUBYrUz4pT4gQLoUV5V91x5AQfFjzF1rG0BoBYasbtUdQB7+mqxRTx1ArrZif9n9G0CreCPzyD8eQHCZ02Ux0R1A/Yf029chHUCBQ6hSsyceQCJPkq6ZfBxAOIQqNXvgG0DLuRRXlV0dQO3T8ZiBSh1AQs9m1ecqHEA429yYnvAbQGcng6PktR9Atr5IaMtZHUBE+u3rwJkYQMxFfCdmXR5Af03WqIfIHkCinGhXIaUdQBv1EI3uwB1AlfHvMy68HEDeVKTC2OIbQBueXinL0B5AlfHvMy68H0CalIJuL8kZQFGIgEO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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"560\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"1m670FxHIEDek4eFWhMnQAHeAgmKbyNArBxaZDufJkAGZK93f7wiQDemJyzx8CBAgQTFjzFXJkC1N/jCZConQAgDz72HWyJA8x/Sb1/nJ0Btxf6yezImQBDpt68DRydAjNtoAG/hKECDUUmdgGYkQGwJ+aBn8yVA3+ALk6liKkACK4cW2S4tQPOOU3QkFyRA8BZIUPx4KEB7MZQT7fojQBx8YTJVcCZAW0I+6NnMKUC7m6c65JYjQLyWkA961itAQfFjzF0rJEB1ApoIG34uQAfOGVHaGy5AjErqBDRxKkCU9gZfmCwpQHe+nxovvS1AJuSDns0qLkBApN++DowxQKW9wRcmUytAe4MvTKaqIUCRD3o2qx4tQEvIBz2b9S1Aak3zjlP0K0A9CtejcD0qQEXY8PRK2TFA6gQ0ETb8KUDV52or9lcrQDm0yHa+3zFAYcPTK2VZKUC+nxov3XQzQNuK/WX3tDFA6Ugu/yGtMEB4CyQofqwuQH9qvHSTeCxA7uvAOSPKKUAtQxzr4pYuQKMjufyHZDBAio7k8h+yKkAN4C2QoNgqQJf/kH77+ixA7nw/NV66K0Ch1jTvOAUrQDnWxW00AClAc2iR7XwfL0Af9GxWfa4oQPhT46Wb5C5Aw/UoXI/iMUDcRgN4C6QwQNGRXP5DOjBAUPwYc9eSMkD7OnDOiFIyQCSX/5B+OzBAaCJseHqVMkAijnVxG20uQIPAyqFFti1ADi2yne/nK0AeFmpN8x4zQCZTBaOS+i9AmN2Th4XaMkAUrkfheiQyQMKGp1fKEixAV+wvuyePNEDXo3A9CnczQMnlP6TffjFAEFg5tMiWMkC+nxov3eQvQDm0yHa+PypAjZduEoMwMkARx7q4jZYxQLFQa5p3PDVAQfFjzF2LMkC8lpAPegYyQB4Wak3zbjJAQKTfvg7cLUD6fmq8dFMuQABvgQTF7zZAfh04Z0SJLkBxPQrXoxAxQOeMKO0N/jNAnl4pyxAnNkBXW7G/7D4xQEhQ/BhzVzFAIbByaJHdM0Dl0CLb+a4wQG/whclUgTVAGsBbIEFRNUD+1HjpJrEwQLgehetRKDRA3pOHhVrTLkCjkjoBTTQzQDAqqRPQlDRAak3zjlOUMkASg8DKocUzQJSHhVrTnDVAbjSAt0AyM0BLyAc9mzUzQH/7OnDO2DlAppvEILDSMkAH8BZIULw0QLwFEhQ/JjVAGJXUCWjiMkBwXwfOGWEzQLhAguLHODhAldQJaCK8NUB1ApoIG94zQL8OnDOi1DNAFYxK6gSUMUD2l92Th7UwQB1aZDvfXzVANIC3QIJiLkCoV8oyxOEyQPs6cM6I0jJAutqK/WXXM0B56SYxCEwyQF5LyAc9mzVAwoanV8pyNEBRa5p3nJI2QE5iEFg5FDRAF9nO91NzNUCb5h2n6Kg3QKH4MeauRTRALSEf9Gx2OkCNKO0NviA0QBiV1AlogjpACmgibHiaNEBvgQTFj4E1QO84RUdyCTZAS1mGONaVPkALJCh+jIk1QIJzRpT2ZjhA7MA5I0obNkBq3nGKjuQ4QHlYqDXNey5AfdCzWfWZN0BrK/aX3cM0QINRSZ2AhjhACmgibHiqM0DOqs/VVgw3QJ88LNSaxjVAx7q4jQagM0DNzMzMzMwzQEvqBDQRxjVAfT81XrpZNUCoV8oyxOEzQNDVVuwvmzdAIGPuWkJeO0DKMsSxLq45QPd14JwRNTNA845TdCR3MEC8dJMYBPY7QFwgQfFjTDJAliGOdXELNkC62or9ZVcxQLmNBvAWmDZALNSa5h2HOEBcIEHxYzw0QNO84xQdeTZAS+oENBGGOECkcD0K17MyQN4CCYofwzpA5WGh1jRPO0CJ0t7gC+M4QDQRNjy9cjlAJQaBlUN7OEB3vp8aLw06QD81XrpJPDFACRueXilrM0BfmEwVjJo1QMPTK2UZAjhADi2yne/HPkCHFtnO90M2QJOpglFJHTlA3GgAb4E0O0BEi2zn+5k2QHDOiNLeoDVASnuDL0xGOECamZmZmXk4QGRd3EYDKDtA2PD0SlmmMkAFo5I6Ae00QFXBqKRO4DhAIo51cRvtOkDjx5i7luAzQEvIBz2blUBAAG+BBMWPOUDl8h/Sb78zQJqZmZmZKTtAMuauJeTjOUDn+6nx0s01QFTjpZvEgDlAxyk6kssvOkCSXP5D+j00QCqpE9BEWDtAJJf/kH6LPEAIPZtVnws8QLaEfNCzmTtAKqkT0ERoPkAj2/l+aow8QGRd3EYDSDVAIo51cRvNNkBMpgpGJbU4QHqlLEMcyzdAayv2l91jPkC9UpYhjqU8QFioNc07PjpAWMoyxLEuOkBfB84ZURo6QMuhRbbznUBAHhZqTfP+OUDVCWgibFg9QB04Z0RpzzlA2V92Tx6GPEBtVn2utvI2QKd5xyk6YjpAKqkT0EQIOUB4eqUsQ2w7QIXrUbgedUBARIts5/vZPEBIv30dONc+QLAD54wotUBArfpcbcXOPEA8vVKWIb40QJzEILByGD5AZ0Rpb/CVQUA6kst/SP87QPwYc9cS4jtAw9MrZRkiP0DiWBe30RA8QDBMpgpGtTZAgLdAguInOUBvgQTFj5FAQEdy+Q/pdzFAGy/dJAYhPkCYTBWMSoo7QO2ePCzUijZAN4lBYOUwOECAt0CC4rc6QBueXinLADhAkX77OnBuNkDRItv5fuo9QEjhehSupz5A30+Nl26CPUBaZDvfT009QOm3rwPnjDxAb4EExY9hNUCoNc07TmE6QJ0Rpb3BJzZAeekmMQhcO0DQ1VbsL2s9QG+BBMWP4T9AE/JBz2Z1QUB5WKg1zTs7QFafq63YvzlA9bnaiv01NECyne+nxhs8QNXnaiv2hzlAGJXUCWgaQEDpt68D5/w9QCS5/If0+zxAkQ96Nqs+OUCsHFpkO085QBB6Nqs+NztASS7/If1WPUA0gLdAglI8QL99HThnRD9ARIts5/tZO0ArGJXUCfg9QOxRuB6F6z9AWYY41sUNOUBGtvP91FBAQOXQItv5bkJAc9cS8kFfP0BvEoPAylE3QDSitDf4kj5AZapgVFJXPEB/+zpwzlg+QB6n6EguvzVAPSzUmuYFQECsHFpkO980QNqs+lxtJTlA16NwPQonPkDZX3ZPHqY4QMxdS8gHjUFAZRniWBdvQEAdOGdEab83QCcxCKwcMkFALpCg+DGmOEAU0ETY8EQ+QHEbDeAtADtAtoR80LNZNUCcM6K0N7g4QPRsVn2uVkBA/yH99nWgPECMSuoENEFAQFOWIY51YTpAxyk6kssfPECt+lxtxcZAQJm7lpAPmj1AG55eKcugQEBI4XoUric3QPVKWYY4xjdANIC3QILSNkDQs1n1uYo4QE9AE2HD4zlAtFn1udo6PUAy5q4l5AM5QGuad5yiYzhAApoIG54+OEDVeOkmMaBBQPvL7snDsj9AgEi/fR34QUAHX5hMFdw8QD81XrpJfDpAuycPC7UWPkDBOSNKewM0QAN4CyQoTjxARrbz/dQIPkB2Tx4Wam07QBWMSuoEzEJAApoIG57OOUAfhetRuF47QCV1ApoIOzlAxty1hHxgPkBEaW/whVk7QPT91Hjp1j1AEqW9wRdWOEBO0ZFc/hM+QNJvXwfOmT9Ad76fGi9NO0ALtaZ5x2k7QJSHhVrTDDdAk6mCUUnNPkDPZtXnahtAQJXUCWgizDlANqs+V1vxOkC6SQwCK6c7QDxO0ZFcrjdAEFg5tMgGOkBxPQrXo2A9QB1aZDvfnzlAK4cW2c5XPkCqYFRSJ3A2QMdLN4lBsDxAseHplbJ8PkCYTBWMSko+QF8HzhlRqjBADeAtkKBIO0AwuycPCxVAQLraiv1l5zlATRWMSuoEPUBGJXUCmtg6QF5LyAc9OztATDeJQWAlP0CXkA96Nvs5QJHtfD81TkBAf2q8dJMgQEDx9EpZhjg/QAg9m1WfO0NAgEi/fR0oP0B2Tx4Wai02QI/k8h/S/zlAqFfKMsQhPUDo2az6XH06QKVOQBNhAzZA7FG4HoWLQED3deCcEV1CQDy9UpYhrjhAf9k9eVgIOkDsL7snD/s0QKrx0k1i8D5AD5wzorTHNkDRkVz+Q+o7QJCg+DHmbjVA6bevA+f8OUAnoImw4Sk3QNiBc0aURjtAImx4eqXMO0Do2az6XA05QEJg5dAiWz5AysNCrWl+OkBU46WbxLA7QPfkYaHWVD9AQ61p3nGqOkBxPQrXo0A/QNjw9EpZFjxA2c73U+O1PEDEQq1p3nE/QNuK/WX3hDpAC0YldQKKPUBd/kP67cs2QFioNc07HjtAodY07zj1NkCLbOf7qUE+QEcDeAskODpAgnNGlPYmPUCe76fGS+c7QIbJVMGopEFA6+I2GsCbPUABTYQNT286QAskKH6MuTpA9pfdk4cFNECHFtnO9/M+QJZDi2znWztA63O1Ffu7PECvJeSDng03QBB6Nqs+90JAPzVeukn8NEDkFB3J5W84QBB6Nqs+NzpAHThnRGmfN0Aydy0hH0Q6QOoENBE2HEBAgSbChqd3PEDF/rJ78phBQEoMAiuHdjtAF7fRAN5CREC62or9ZSdAQDJVMCqp4zZAKcsQx7ooOUCI9NvXgYM/QCntDb4wyTtA7MA5I0r7PECU9gZfmHw1QFYOLbKdbz1A0NVW7C8rPUAnMQisHBpBQJoIG55eGT9AOpLLf0hPPkAxCKwcWnQ/QH2utmJ/qTxAZDvfT433OEAr9pfdk+c9QOtztRX7qztAr5RliGPtPUDu68A5I+o6QDBMpgpGnUBApU5AE2E7QUDG3LWEfKA8QNlfdk8edjhA9bnaiv11QECoV8oyxAE4QGZmZmZmxjhAwaikTkCDPECyne+nxos5QBfZzvdTkz5A/mX35GHBPECF61G4HmU8QPVKWYY4pjtAY+5aQj6YPEB88rBQa8o7QNV46SYxSDxAaJHtfD8NQ0CYTBWMSpo1QEGC4seYa0BAQBNhw9MbQECt+lxtxT4+QJ7vp8ZLB0NA6gQ0ETZEQUBd/kP67as/QOm3rwPnVEFA+1xtxf6KQEBXW7G/7D47QPAWSFD8cEBAoWez6nMNQEAIPZtVn2s8QNEi2/l+SjpAu7iNBvBmOkCTOgFNhO1AQLivA+eMeDxAlIeFWtPsN0B2Tx4WajVAQA6+MJkqeD9ATmIQWDksQECppE5AEzlAQDBMpgpGpTtAiIVa07yTO0CdEaW9wac5QNnO91PjhTJARUdy+Q+JOkBfKcsQxyo8QGKh1jTvGD5A8BZIUPzYP0AnoImw4Xk5QPRsVn2uZj5AT6+UZYgzP0BKDAIrh9Y6QC6QoPgx/kBAGJXUCWgiO0AE54wo7X08QMIXJlMFczpAQYLix5grO0B2Tx4Wat1BQAu1pnnHSTZAdEaU9gYfO0B6xyk6khs/QIlBYOXQkkBA1XjpJjEIQEAVjErqBMRBQHsUrkfhyjlAj+TyH9IvQECDwMqhRbY2QGWqYFRSBz5AW0I+6NlMPEBn1edqK2Y6QN21hHzQkzZADJOpglHpP0DPZtXnaktAQG40gLdAIj1A7Q2+MJlaNkC3Yn/ZPQk9QFD8GHPX8j1AfdCzWfX5PkCMSuoENBE6QMKGp1fKkj5Aayv2l92DPEAydy0hH5Q3QCV1ApoIWzhA8BZIUPyoO0BVMCqpE7BCQPwYc9cScjpAbxKDwMoJQUAE54wo7U03QP2H9NvXQTpADr4wmSogQUDPZtXnamNAQLpJDAIrN0BAnRGlvcGnOkDF/rJ78nA+QIxK6gQ0YTpA3SQGgZVTNkBdbcX+sus1QAXFjzF3nT5Aio7k8h+yN0C+MJkqGN1DQCJseHqlDDtAMuauJeSTPkByio7k8v8+QPfkYaHWNDtAqFfKMsSxQUCR7Xw/Nb42QKvP1Vbsv0BAyXa+nxp/O0CGONbFbXQ5QN0kBoGVMz5A0SLb+X56NECoV8oyxCE9QHKKjuTyfzpAQ61p3nEyQEAcfGEyVTBAQH9qvHSTEEFAjnVxGw24QkBGlPYGX1g9QGPuWkI+YEJAzhlR2hu8OkDSb18HztFAQArXo3A9YkBAKjqSy38YPUC6SQwCK1c8QGHD0ytliTdAldQJaCJ8P0Dek4eFWtNCQKMBvAUStERAKxiV1Am4OkDJ5T+k30ZBQLx0kxgEhj9AkQ96NqtOPkDjNhrAWwA9QD0s1JrmHTxAE/JBz2aVP0AijnVxG807QJCg+DHmHjhAFNBE2PDkOkClvcEXJgNBQGDl0CLbSTlA0LNZ9bkKPEAldQKaCEtBQM07TtGR7DpAtRX7y+4pP0BcIEHxYyxBQB04Z0Rp/zdABTQRNjwVQEBtVn2utgI9QDy9UpYh/jRAUiegibAROkDKw0Ktad47QGx4eqUsu0FA+MJkqmC0PEBWfa62Yi88QCegibDhEUVA9pfdk4e1QUAPC7WmeR9AQBx8YTJVED1ARiV1AprgQECh+DHmrrVAQGIQWDm0GD1A845TdCQPQEC0yHa+n0o7QFD8GHPXCkJAC0YldQLKQUCvJeSDnt06QAN4CyQorjZA/fZ14JyRPEDSb18Hzgk8QBueXinLsD9AlPYGX5h0QUADCYofYz4/QMl2vp8al0FAEHo2qz73PkAGEhQ/xpw/QBsN4C2QsEJAYqHWNO8QQUDy0k1iEDhBQCGwcmiRNUJA/kP67euwP0DZzvdT4/U/QOY/pN++Pj1AliGOdXErPEBVwaikTnA1QHL5D+m3zz1AbAn5oGejNkBCz2bV5xJAQMZtNIC3ADdArthfdk+ePUCsHFpkO087QGUZ4lgXBzRA7uvAOSM6QEBb07zjFN04QOcdp+hIfjZAGQRWDi0iOkAOLbKd71c8QPAWSFD8qDVAc2iR7XyvOUC5jQbwFug+QDLmriXka0JA07zjFB2hQ0ACmggbnh44QPrt68A5EztAuK8D54zIO0DpSC7/IZ1AQN/gC5Op4jpAjNtoAG8RQUD6fmq8dKM9QEOtad5xyj5A5j+k374+PEBCz2bV52o7QGTMXUvI1z5AeqUsQxx7PkDgnBGlvXE8QL99HThnhDhAW0I+6NksQECqYFRSJ8BBQCBj7lpChkBAirDh6ZVyPkCTqYJRSb07QN5xio7kEjhA78nDQq0JQUCASL99HQg/QK7YX3ZPHjhAVcGopE7gO0DKw0KtaS4+QJM6AU2ETT5ANqs+V1txPUCDL0ymCgY9QEa28/3UwEJAMEymCkYFPkCNKO0NvghAQIenV8oyfEJAJ8KGp1fqNkD/snvysAA8QEmdgCbChkBAKA8LtabpPEDgnBGlvclBQDqSy39ILztADk+vlGV4OkDf4AuTqQJAQLAD54woxUBAgQTFjzFHPkDhC5OpgpE9QLU3+MJkyjVAm1Wfq60gQEB+jLlrCSk+QPMf0m9fJz1AOpLLf0hvO0DVeOkmMQg8QKCJsOHp5T9AWYY41sUdQECOBvAWSPA5QJvmHafoaDtAldQJaCKsPUASg8DKoTU8QP5D+u3rcDhAJQaBlUOLPECL/WX35KE7QOjZrPpcLT9AZ0Rpb/CVQkAv3SQGgdU6QB04Z0RpLz5AxY8xdy3hPECfq63YX+Y7QDSAt0CCsj9AzTtO0ZEsNUCiRbbz/RxAQFkXt9EAFkBArIvbaAAfO0BLyAc9m8U5QINRSZ2AFkFADwu1pnnnNkCGONbFbYxAQI/k8h/SLz9A7Q2+MJkaOkCKjuTyH0I/QKs+V1uxfzxA7Z48LNR6QUC5jQbwFtg9QFvTvOMU3S9AIo51cRslQUA9m1Wfq709QLG/7J48nEBATKYKRiU1QUDByqFFtmM9QFJJnYAmIjhAQmDl0CLbPkDrc7UV+0NAQEi/fR04dztAPnlYqDWdPUCEDU+vlB1BQGb35GGhBjpAN4lBYOUwN0D+1HjpJuE7QGQ730+Nb0RAF0hQ/BgjOkClTkATYYM7QFXBqKROKEFAeekmMQgsPEDtDb4wmco5QKCJsOHptT5AbAn5oGdrQUCt+lxtxU48QP5D+u3roDxAuY0G8Ba4QkA9LNSa5i09QIY41sVthD9Al5APejaDQEB3LSEf9Lw+QD81XrpJjDtAIR/0bFZNPkBfmEwVjJpAQO84RUdyqT9AqFfKMsTBPkCsrdhfdj9BQKfoSC7/YTpAqRPQRNhQN0AKaCJseOo9QHBfB84ZATxANjy9UpahQUDUmuYdp3g5QBrAWyBBgTZAU5YhjnWRPUDqlbIMcUxAQCEf9GxWnT5AHhZqTfNeQ0DUmuYdpyg6QHE9CtejgDpAYcPTK2V5NUBB8WPMXRtAQMSxLm6jwUBAXf5D+u1rOkBGtvP91PhAQCntDb4wGT1AGsBbIEEZQkBv8IXJVCE+QOlILv8hjTxAY+5aQj5IN0CjI7n8hyQ5QABvgQTFDz5AMZkqGJW0OUBN845TdDRCQFg5tMh2/jhAkDF3LSGnQEAIPZtVn+s/QJCg+DHmTjhAzqrP1VasOkBxGw3gLUA7QJLLf0i/PTxAidLe4AszP0CutmJ/2Q08QLHh6ZWybEBA1CtlGeLIP0CqglFJnWBBQBdIUPwY4zxAHOviNhrQPEBUdCSX/2A7QAK8BRIUTz9AvsEXJlOlOEDek4eFWnM4QPvL7snDUkFA9wZfmEy1OECmm8QgsDI9QNO84xQdgUBAv30dOGc8QEDEsS5uo3lDQDPEsS5uK0BAvAUSFD/uQUBSuB6F63E8QOAtkKD4sT9AfGEyVTBKO0AN4C2QoPBAQKabxCCwsjpAak3zjlN0P0B4CyQofnw8QL7BFyZTFT9Aih9j7lpiO0CqglFJnYhCQAYSFD/GPDxAokW28/0MQUAQejarPh9BQOcdp+hIHj5AuB6F61FIPUD9h/Tb15E4QPAWSFD84EFAwFsgQfHTNEB4CyQofow5QNk9eVio9TtAKA8LtaaJOkDysFBrmsc+QC/dJAaBtTtAj1N0JJdvOkB+HThnRFlAQNzXgXNGZD1AyAc9m1VvPUAofoy5a8k2QBpR2ht8wTxA4L4OnDMiOEBvgQTFj/E+QOJYF7fRGEBARGlv8IXpP0BNFYxK6uQ/QOhqK/aXTTxAnYAmwoZ3QUDnHafoSI4+QIv9ZffkgTZAjZduEoPYQUCBlUOLbL9AQHxhMlUwukFAN4lBYOWQPkDuWkI+6IkyQAfOGVHaW0BArfpcbcU2QkDn+6nx0v06QELPZtXnUkBAf9k9eVhIQUBHA3gLJKg5QIEExY8xRztA1JrmHae4P0CBJsKGpz9BQBWMSuoEZDhAih9j7lqCO0ANcayL20g6QHrHKTqSOz1AUrgeheu5QkBmZmZmZkY7QGb35GGhRjxAV+wvuyfXQUBjf9k9eXg/QN4CCYofUzhAorQ3+MLUOkBpb/CFyUQ/QKAaL90ktj9AhA1Pr5SFQUCKsOHplfI8QEp7gy9MNj5A54wo7Q1+PUB1ApoIG7ZAQO58PzVeyjxA63O1FfvbPkB3vp8aLx04QBQ/xty1JD1A+Q/pt6+LQUDYgXNGlNZAQK5H4XoUrjxAhA1Pr5TVQEAi/fZ14Aw9QPXb14FzBjtADAIrhxaJN0AW+8vuyVM/QEoMAiuHlj9AhA1Pr5TVP0DHSzeJQZhAQLU3+MJk2jhAdLUV+8suP0Ch+DHmroU4QLwFEhQ/dj5AbHh6pSyjQUDRItv5fqpBQLbz/dR4yThAt2J/2T1JO0CNl24Sg/A3QCfChqdXukBARpT2Bl/oPkDeAgmKH6NFQEXY8PRK+T9ASZ2AJsLGO0DmriXkg54/QNv5fmq89D5ATRWMSup0QUCpE9BE2CA6QHh6pSxD3EBA1CtlGeJoPUAUrkfhekxAQIv9Zffk0TZA3gIJih8DOUAhsHJokb06QBsv3SQGwTlATYQNT6/kO0BN845TdAQ/QA8LtaZ5N0FAcT0K16PAOkDaG3xhMkU2QKd5xyk6cj9AdnEbDeBtPkD/snvysPA3QNv5fmq8BD5AjErqBDSRQUDcRgN4C4Q8QAYSFD/GTEBA/Bhz1xKCPUC6awn5oOc7QGkAb4EEhT9Axm00gLdgPkDFILByaEE8QAFNhA1PJ0FANBE2PL1SPUDlYaHWNEdAQCh+jLlr2TpAukkMAiuHPECamZmZmTk+QJOpglFJPUNAfa62Yn8pP0A2qz5XW6lBQD55WKg1jUFADr4wmSoYO0BCz2bV58o3QMiYu5aQh0FAnKIjufwnOEBaZDvfT709QMbctYR8gDxAyxDHurhNP0BO0ZFc/tM1QK8l5IOevTlAxyk6ksvfPECJ0t7gC2tCQNO84xQdiTtAPSzUmuatP0Dpt68D5wRAQKabxCCwwj5AZapgVFK3QEA17zhFR1I+QC/dJAaB9TxAg8DKoUWmQkBcIEHxY4w9QAFNhA1PzzxAdEaU9gbvPEC2hHzQszk/QMl2vp8ax0JA8rBQa5rXOUArGJXUCVgzQOM2GsBbYDZAqmBUUicQPUAm5IOezTo8QGlv8IXJRDVAv30dOGfMQEA3iUFg5VhAQOcdp+hIPjxAtaZ5xyn6PUDQRNjw9Eo+QP5D+u3rwDpA3bWEfNA7QEB5WKg1zYs+QI4G8BZIaEFAGw3gLZCIQUCsrdhfds88QDPEsS5ugztAMLsnDwvVOkBApN++DsRAQJ/Nqs/V3kBAhXzQs1llPUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"561\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"562\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"563\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"566\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"567\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"569\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"573\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"575\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"578\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"579\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"580\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"581\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"582\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"583\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"585\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"586\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"587\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"588\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"589\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"591\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"592\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"593\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"594\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"597\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"5/up8dINJ0A730+Nl84mQIyhnGhXMSNAkDF3LSEfKEBbQj7o2WwmQE5iEFg5NCZAQfFjzF0LKUCRfvs6cG4qQOVhodY0ryhAuK8D54xIKECGyVTBqIQpQJAxdy0hHy5AWvW52ordI0AldQKaCJsuQKyL22gAzyhAFmpN847zJkC7Jw8LtYYlQNEi2/l+iihAjLlrCfmgKEBaZDvfT+0uQKH4MeauJS1ADr4wmSr4LkDaG3xhMrUuQF8pyxDH2i5AMEymCkZlKEDoaiv2l30qQAn5oGezSiVAvp8aL90UMEACvAUSFD8kQJOpglFJPS1AaLPqc7W1LEA9LNSa5r0tQMZtNIC3wChASL99HThnKkADCYofYw4vQF66SQwCKytANxrAWyDBLkCQoPgx5p4wQCcxCKwc6jBA4JwRpb2BLUCtad5xis4uQJ5eKcsQRy5AFD/G3LUEKkCWIY51cRsvQMNkqmBUMjBAFmpN845zLkCwA+eMKC0vQCZTBaOSei1A4JwRpb3RMEDZX3ZPHsYzQM07TtGRfDFAb/CFyVQBL0D/snvysLAvQDPEsS5uQzBA/yH99nUAK0ClvcEXJhMwQKYKRiV1Qi1Akst/SL89L0DZzvdT43UwQK5H4XoUXjFAeHqlLEO8LkCQoPgx5q4rQOauJeSDDjBAf/s6cM5oMED8qfHSTSIxQDSAt0CCAjBA3nGKjuRSKkDMf0i/fT0sQFjKMsSxnjBA+1xtxf6SMEDu68A5IyoxQApoImx4qjBAtFn1udr6M0CTGARWDi01QK8l5IOebS9A63O1FfubM0A0orQ3+MItQNobfGEy1S1Aa5p3nKLjLEDLEMe6uI0vQD/G3LWE3DFArWnecYrOMUB4eqUsQ6wwQHEbDeAtoDVAW0I+6NksK0Aofoy5axkyQO0NvjCZ2jFAfdCzWfUZMkDiWBe30aAzQOviNhrAuzBArIvbaACvNUDr4jYawJszQFFrmnecsjFAArwFEhT/MkB9rrZif2k1QFRSJ6CJMC5AFK5H4Xo0NEDImLuWkH8yQCKOdXEbLTJA4L4OnDMyM0Bz1xLyQU8wQJMYBFYObTFATfOOU3R0MEC1N/jCZOozQHUCmggbDjJAgEi/fR0YMEClTkATYTM0QKH4MeaupTVAqz5XW7GfMkCMuWsJ+TAyQMx/SL99rTJAETY8vVJWLkAMAiuHFukyQPwYc9cScjNACD2bVZ8LNEBUUiegiXAyQLdif9k9+TFA8x/Sb19HM0D5D+m3r0MyQJoIG55eaTNAzTtO0ZEMMEAU0ETY8JQwQI51cRsN8DBAJLn8h/SrMEAzxLEubrMwQCL99nXgvDRAo5I6AU1UM0Dx9EpZhrg1QOCcEaW9ETZAUiegibBBMEAFxY8xd80xQDeJQWDlcDNANBE2PL2CMEDOGVHaG2w2QB4Wak3zXjFAIo51cRt9NUAjSnuDL2wyQJ7vp8ZLxzFARGlv8IU5NkDkg57Nqp8yQBSuR+F6dDJAkDF3LSEvMkAy5q4l5CMzQLFQa5p3/DBAS8gHPZvFMECP5PIf0t82QNk9eViopTVAJ8KGp1fKM0Di6ZWyDEE1QBIUP8bcBTVAsVBrmnfMMkBkzF1LyKctQI0o7Q2+UDVACKwcWmSLMUAcfGEyVRA4QH3Qs1n1STJAEFg5tMhmNkBPQBNhw9MwQI4G8BZIIDNATYQNT68UM0Dy0k1iEIg3QC7/If321TJAZ9XnaiuGNEDmriXkg44yQPd14JwRJS9ABaOSOgF9M0Bd3EYDeIs0QJCg+DHmbjVAjErqBDQhNEBd3EYDeLs3QAkbnl4pKzJAeVioNc2bN0CEDU+vlAU1QNDVVuwvSzlA4umVsgwRNEDc14FzRrQwQBSuR+F6RDZAB1+YTBU8N0BZhjjWxX00QP7UeOkmwTZA4JwRpb3xN0AgY+5aQn4uQJhuEoPAKjRAqoJRSZ1wNkD35GGh1rQxQOXQItv5XjNANjy9UpYBMkD3deCcEVUzQE9AE2HDgzVA+Q/pt68zMEBXW7G/7A43QEymCkYllTNAn82qz9UGNUAoDwu1puk1QFwgQfFjLDRAhXzQs1lFNEAnoImw4WkyQIEmwoanFzRA7MA5I0prNkBR2ht8YdIvQFr1udqKnTRAJlMFo5JaNUD+1HjpJvE2QDxO0ZFc3jFAO99PjZf+NECIY13cRmM5QJhMFYxKijNATYQNT6+ENEAr9pfdk5cyQKOSOgFNZDlAhlrTvOMkNkCx4emVsnw3QH0/NV66iTlACyQofoypM0AFxY8xdw00QIj029eBYztAImx4eqXsNUBVwaikTvA0QLhAguLHqDVAcvkP6befMUD+Q/rt64A2QDarPldbwTZAqFfKMsQRM0C1N/jCZNo1QAHeAgmKfzRA6pWyDHH8NkD7OnDOiIIzQLMMcayLizBA5/up8dLNNEDl0CLb+a41QOqVsgxxbDRAJlMFo5K6NEDo2az6XC00QC2yne+ntjdAlPYGX5jsNECFfNCzWbU1QI2XbhKDQDZA6pWyDHE8NEC1FfvL7pkwQIbJVMGoBDlAuK8D54wYN0D0bFZ9rkYzQH/ZPXlY+DJA3gIJih9zNECYTBWMSro1QNDVVuwvGy9ACKwcWmSrNEDXo3A9Cvc3QDnWxW00EDdA5j+k377uMUDpJjEIrBw0QN21hHzQEzpAJlMFo5KaNUDswDkjSss4QI/k8h/S7zVA3GgAb4GkNUCneccpOoI3QLn8h/TbFzZAwFsgQfEzNUAH8BZIUGw4QDAqqRPQ9DRAke18PzXeNEDTvOMUHfk0QKTfvg6cozNAPZtVn6ttM0BEi2zn+5k1QGq8dJMYxDlASL99HTh3NkCb5h2n6Hg1QAKaCBuejjNAjgbwFkhQNEC+MJkqGLU2QKW9wRcmYzZAZapgVFLHMUC1FfvL7gk2QF1txf6y6zRA6Nms+lwdNkBN845TdMQ2QKK0N/jC5DVA6+I2GsBbNECXkA96Nms1QI9TdCSXDzdAxty1hHwQOkCqglFJnRAyQCegibDheTpABaOSOgGdNUDJ5T+k3041QEjhehSuRzVABaOSOgHdOkCjI7n8h9Q1QIxK6gQ0UTdAyeU/pN8uM0CCc0aU9rY4QM6I0t7gezVA4JwRpb3xOUC1FfvL7kkzQMpUwaikHjNAbAn5oGdDNkBHA3gLJHg1QHbgnBGlTTRAhxbZzveTNUDhehSuRwE2QN5xio7k0jRAnYAmwoaHM0DJ5T+k3341QC7/If32tTVAAwmKH2MON0Bd3EYDeKs1QIqO5PIfEjdAMQisHFoENkCu2F92Ty42QEdy+Q/pRzZAhA1Pr5QFNUAIrBxaZJs3QBb7y+7JUzFAZapgVFL3MkAs1JrmHUczQKfoSC7/YTNATfOOU3QUN0BYObTIdi4yQApoImx4KjZAcoqO5PLfM0ArGJXUCcg3QK7YX3ZPjjVARpT2Bl+YN0DA7J48LMQ2QA8LtaZ5lzZAg8DKoUW2NUC8lpAPesY0QLmNBvAWODdA4XoUrkdBNUCt+lxtxR45QCBB8WPMfTZAx0s3iUGwM0C+wRcmU3U0QLmNBvAWmDNAImx4eqU8NUBIv30dOHc3QCBB8WPMrTZAXf5D+u2LM0AIrBxaZOs3QCsYldQJGDZAIbByaJGdN0AU0ETY8FQ1QBQ/xty1ZDNAhlrTvON0NkDvOEVHckk5QJSHhVrTjDRAdCSX/5BeOEBsCfmgZwMzQLByaJHt/DRA7zhFR3JpNUA7AU2EDY83QPRsVn2uxjFAgQTFjzG3NUA5tMh2vq85QGaIY13cVjRAJlMFo5JKNED99nXgnBE3QGIQWDm0aDhAexSuR+EaNUDarPpcbfU2QNk9eVioRTZAz2bV52qbMUDb+X5qvIQ1QHEbDeAtMDlA2T15WKj1MkB56SYxCCw1QInS3uALczZAbHh6pSzjNUDpSC7/Ia03QOkmMQisfDVAJ8KGp1caNUDHKTqSy083QDEIrBxaNDhAYOXQItsZMkDek4eFWtM2QJYhjnVx2zdA5dAi2/kuNUBB8WPMXXs1QB1aZDvfvzhAXI/C9Sj8NUCze/KwUBs0QEcDeAskmDRAdZMYBFbeN0CwA+eMKM03QBNhw9MrNTRAImx4eqX8NUAAb4EExT81QNSa5h2nWDRA8fRKWYaIM0CRfvs6cJ40QIy5awn5cDZAvw6cM6IUNEBeukkMAos0QFpkO99PPTNA8fRKWYaYM0CkcD0K1xM3QG3F/rJ70jVABoGVQ4v8NEC30QDeAhk4QPjCZKpgJDVAEce6uI0GNUCIY13cRoM5QHQkl/+QnjZAOwFNhA3/MkA7cM6I0p44QFtCPujZnDdAx7q4jQbgOUBXW7G/7H42QPhT46Wb1DdAnl4pyxCXM0AtIR/0bFY3QGWqYFRSlzdADeAtkKBYNECXkA96Nqs2QFHaG3xhUjlAc9cS8kHPNEB8YTJVMOo1QP5l9+RhQTRAeqUsQxybNkCNKO0NvpA3QHDOiNLewDdAuECC4sd4M0ABTYQNT680QIlBYOXQgjVAat5xio6kNUDwhclUwVg2QF66SQwCizhA0m9fB84ZNUALtaZ5x/k4QDeJQWDlUDVAV+wvuye/OEDvOEVHcjk0QI4G8BZI8DBAjNtoAG/BMkDA7J48LBQ2QB3J5T+kLzhA7lpCPugJOECt+lxtxc45QOoENBE2zDdA5IOezarvM0DOqs/VVrw0QK62Yn/ZXTZAdZMYBFZ+M0AHX5hMFRw1QLsnDwu1xjZAFmpN847TNEBhw9MrZXk2QKFns+pzZTlALGUZ4lj3NkBqvHSTGMQ3QGlv8IXJ5DZAw2SqYFSiOEAbDeAtkEA0QBHHuriN5jNA1xLyQc+WOEAZc9cS8uE1QKAaL90k5jJAmG4Sg8C6OEDsUbgehSszQClcj8L1+DZAbHh6pSzjNEBlqmBUUrc2QDSitDf48jdArBxaZDtfOEDVCWgibFg4QDvfT42XvjFAqRPQRNiwM0B6xyk6kls2QJm7lpAP+jNAY3/ZPXlYOEDXNO84Rdc1QGIQWDm0uDFAl/+Qfvs6N0DP91PjpTsyQG6jAbwFUjhAh6dXyjIkOkAkl/+Qfls2QNO84xQdWTdA5dAi2/k+OEC4HoXrUXg3QGB2Tx4WujhAmEwVjEoKNED8qfHSTXI3QIqO5PIfUjRA097gC5NpNkCsi9toAO8xQD/G3LWEPDZAEHo2qz6nNUD1udqK/UU2QKhXyjLEATRAiIVa07wzOEArGJXUCfg0QDJ3LSEfNDVApgpGJXWyOUAW+8vuyTM4QK5H4XoU/jZARiV1ApqoNUC1FfvL7hk2QIQNT6+URTlA5q4l5IPuNECPU3Qkl880QOtztRX7ezdANxrAWyDxOkA730+Nl544QAwCK4cWSTdAV+wvuyffM0AcfGEyVQA3QIBIv30daDdAQfFjzF37OUBWDi2ynR84QDC7Jw8LlTBATfOOU3SUOUD7y+7JwyI2QFHaG3xh4jVAjNtoAG/hNEBvgQTFjwEzQEHxY8xdSzNAvJaQD3rWNkA/xty1hKw5QOm3rwPnDDZADJOpglHpOEC1pnnHKfo0QOLplbIMUTVAih9j7lpSNUDMXUvIB20zQPjCZKpgNDVAOiNKe4M/OkB0RpT2Bn86QIbJVMGo1DRAUdobfGHyOEBCYOXQIjsxQHe+nxovfTVA/Bhz1xKSMEAp7Q2+MHk1QHDOiNLegDdANxrAWyBRNkByio7k8p8zQJT2Bl+Y3DtAJuSDns3qM0Df4AuTqbI1QCBj7lpCHjVAxyk6ksvPOEDPZtXnaks1QGiR7Xw/lTdATRWMSurUM0B56SYxCEw3QJhuEoPACjVANjy9UpaxNkAgQfFjzK03QM4ZUdobHDdAtaZ5xym6OUCwA+eMKH05QOM2GsBbEDRAp3nHKToiNkDMf0i/fZ03QHKKjuTy3zRA48eYu5aQNEAgQfFjzK02QMuhRbbznTJA07zjFB35NkDek4eFWkM5QBiV1AlocjVAAG+BBMWvM0CvJeSDnu0yQIEmwoanRzhAutqK/WXnNkCQoPgx5r4zQBx8YTJVcDVAI9v5fmpsNkC7uI0G8EY2QHnpJjEI7DNAcRsN4C1AN0Ce76fGS5cyQOoENBE2bDNAl5APejbLOEDmriXkg743QPcGX5hMZTVADAIrhxbpNkDvycNCrdk2QECk374ObDRA5WGh1jTPMEDF/rJ78vA1QDEIrBxaFDZA8x/Sb18HNkCZKhiV1Kk0QG/whclUoTZAyxDHurjNM0D/If32dbA4QPVKWYY41jJAVTAqqRNwM0CQMXctIY83QKvP1VbsrzdAmEwVjEqKM0DzjlN0JIc0QHRGlPYGLztAMzMzMzNTM0AZ4lgXt5E3QGDl0CLbGTlAJuSDns16NUBvEoPAyuEzQGq8dJMYdDhA9ihcj8LVM0Ac6+I2GuA3QAIrhxbZXjZAXW3F/rJLNEDCFyZTBcM2QAskKH6MKTZAM8SxLm7zNkArGJXUCVgzQHh6pSxDjDJAhJ7Nqs+1N0A9CtejcI05QMbctYR84DFAXdxGA3hbOECb5h2n6Lg2QKkT0ETYsDZAPzVeuklMM0DdJAaBlbM2QN6Th4VaAzJASS7/If0mNUAFo5I6AQ01QC7/If32lTdAqDXNO06hNUD2KFyPwiU2QApoImx4ejRAxyk6ksuPNEAy5q4l5HM0QM/3U+OlmzZAbqMBvAVyOUBqvHSTGNQ0QMSxLm6jwTJAQj7o2aw6NUDyQc9m1Vc3QP+ye/KwoDVAIo51cRtNN0BOYhBYOQQ7QNjw9EpZhjVA5fIf0m+PM0CL/WX35IE3QJ88LNSaljZAHVpkO9//N0BuowG8BZI4QOJYF7fRADZAzF1LyAc9NkAYJlMFo3I3QKyL22gA/zpAOpLLf0hPN0BZF7fRAJ43QHqlLEMcazdA3bWEfNATNkCmCkYldSI1QFK4HoXrITRAyxDHurj9M0CpE9BE2IA2QL99HThn1DhAN4lBYOWANkC1pnnHKfo2QEhQ/BhztzNAvJaQD3pGNkDvOEVHcjkzQG40gLdAIjRArK3YX3ZfNUAp7Q2+MJk2QLgehetRmDVACYofY+5aMkAWak3zjkM0QP5l9+RhkTRA3gIJih8DNUCwcmiR7ewyQJwzorQ36DJA0ZFc/kNKN0DSb18HzqkxQFjKMsSxTjVAeVioNc1bOUB7gy9Mpoo0QFYOLbKdTzhANV66SQziM0COdXEbDTA0QKFns+pzBTZAVn2utmKfNEDsUbgehQs4QGpN845T1DZAk6mCUUl9NkAhsHJokV04QPFjzF1LuDVAh6dXyjKEN0AdOGdEaX81QCzUmuYdBzhAN4lBYOUANUBqTfOOUzQ3QH/ZPXlYuDRADXGsi9toOEDnjCjtDa44QPCnxks3eTFAZ0Rpb/DVNEC4HoXrUZgzQFCNl24SEzRAYHZPHhbKNUDl0CLb+d44QLHh6ZWy7DdAGlHaG3yRNEDvycNCrUk3QDvfT42XTjZAeekmMQicO0CFfNCzWSU0QNk9eVio9TFARIts5/sJNED+Q/rt62A2QD7o2az6jDpA3NeBc0akNkDV52or9ic6QEhQ/BhzNzlA1lbsL7tXN0ABTYQNT680QFioNc07DjhAguLHmLuWOUA/V1uxv6w7QIEmwoanVzRAQBNhw9M7NkDJdr6fGn81QP5l9+RhQTpAhxbZzvdjN0CMuWsJ+bAzQPKwUGuaZzZAysNCrWmOOUDTTWIQWCkzQAfwFkhQbDdAB1+YTBXcNkD9h/Tb17EyQELPZtXnmjVALUMc6+IWNkDpSC7/Ic03QK1p3nGKDjhAgQTFjzF3OkDRkVz+Qxo5QMPTK2UZ8jZAZDvfT40XNEAZ4lgXt4E3QFOWIY51UTZAJQaBlUMrNkDaG3xhMuU0QNbFbTSA5zhAG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YQP7xXrUy4R1AR6zFpwCoI0B65A8GnushQKTfvg6cky1A6pWyDHFsDkBpHVVNENUZQKTk1TkG5BBAhslUwaiELUCcxCCwcggnQGK+vAD7yB5AcoqO5PL/JECzXgzlRBsWQMDnhxHC8yFAw2SqYFQyK0Dk9zb92Y8KQP1NKETAIf8/g6Pk1TnmHEDMC7CPTn0aQMpskElGLh5AuMzpsph4FEACvAUSFF8fQFTjpZvEICJAHHxhMlXQK0By+Q/pt68sQNrhr8kaNRNAmnecoiM5IUBznUZaKn8gQEQX1LfMSR5APUm6ZvKNHUC6ZvLNNkcgQLq9pDFatyBAsb/snjzcIkAzFk1nJ2MgQIofY+5a8iFA/Yf029eBIEDLnC6Lic0dQLZKsDicmRxA0ETY8PRqJkB9y5wui0kiQOcAwRw9/vk/gNQmTu4HIkAj2/l+alwiQLEzhc5rHCJAJ07udyiqGUAW+8vuyUMlQKg65Ga4oSNAIF7XL9gtG0AcJa/OMfAgQKCJsOHpFSZAa7ddaK4zH0A/48KBkGwYQAd8fhgh/CBAn82qz9VWJ0B+b9Of/agiQE8eFmpNUyRAQ3OdRloqHUCSlsrbEc4bQK36XG3FTiNAjdE6qprgG0AHJcy0/Sv5P/RsVn2uFiNA1SZO7ncoHkC3ek5637gaQKfoSC7/wSpAbxKDwMpBK0DpfeNrzwwUQOFdLuI70RlAZcdGIF4XFUAao3VUNaEgQDQRNjy98iVAnUtxVdnHIUA+rg0V4/wjQG3F/rJ7EidAPnlYqDXtLkBLyAc9m3UtQGN6whIPSBhALA5nfjXHFUDC+j+H+cIjQNv5fmq8tCxAGH0FacZCGUCmm8QgsDIZQPLvMy4caBZAKe0NvjC5KEB2VDVB1N0gQN5xio7ksiRAi/1l9+QhMECZKhiV1MkkQAKfH0YIzyNACYofY+7aKECxv+yePCwqQHB31m670CBAcY+lD11QC0AG2EenrlwgQJqZmZmZeSxAF9nO91PjJUBagSGrW70PQDG2EOSgJCJAJJf/kH7bIECSy39Iv70nQK8I/reS3QpAPdUhN8PNCkBEi2zn+4knQPVKWYY4tilAdbD+z2H+FkAqqRPQRIgiQKK0N/jCxCpAiPTb14HzGEA429yYnjANQHuIRncQex1A9bnaiv1lCkCQa0PFOP8GQD0s1Jrm3RBAu7iNBvA2JkBOet/42nMhQElL5e0IJyNAIchBCTOdI0DuCKcFL5oUQFaalIJuDxtA0QX1LXPKIkB4eqUsQzwuQOP8TShEQB5Afa62Yn85LEBXBP9byU4fQPp+arx0IzJAaVIKur10IUAw2A3bFuUfQO7rwDkjaiVACRueXimrKEBcctwpHUwUQPYjRWRYZSJAacai6exUIkD9wcBz78EeQET67evAmStAsW1RZoNMDUC+9sySANUZQGYxsfm4diFAnl4pyxBHJ0DThy6ob3khQPAWSFD8OChAc2iR7XyfKkBrfZHQlnMaQPW52or9ZR9Agez17o83GUAIILWJk+siQEdy+Q/pNyRAppvEILCyF0BcIEHxY6wgQDj4wmSqQC5AzczMzMzMJECDL0ymCkYpQCoAxjNoCCJAIAw89x6uI0C62or9ZXcnQP5IERlWoSBADi2yne9HEECBIatbPdcjQDtwzojSvipAilkvhnIiF0CrJoi6D8APQP5D+u3r4BlAgv+tZMdGGUBIv30dOGckQJvJN9vc+BJAyeU/pN++GEDJdr6fGq8mQLH5uDZUjB9AlrIMcawLKUAZraOqCTIjQBPVWwNb9SNAn3HhQEiWBUCOdXEbDWAtQF1txf6yWxxAKm9HOC14FEArhxbZzvcrQD/G3LWE/CRAnzws1JqGEEBfB84ZUfolQPCiryDNuB1AIEHxY8ydH0CitDf4wqQkQHsUrkfh+hlApwUv+gryIUCbcoV3uSgcQATnjCjt7SZAbxKDwMoBHkCPcFrwol8iQMuhRbbzPS1ADXGsi9voJEB5WKg1zfspQF8HzhlR+ipAglZgyOr2HEAhdqbQeT0jQGLzcW2oiCBATu53KAqUGUBQ/Bhz15IpQGQe+YOB1yNAlzldFhPbHEC5iO/ErJcXQH4AUps4uR1AcRsN4C2QK0CRD3o2q14pQCcxCKwcGhxA6Gor9pcdJkB4CyQofkwpQNQrZRniOCdAz/dT46XbF0Bm9+RhoVYEQOCcEaW9YSVAnDOitDf4JECRm+EGfL4cQESoUrMHmgxA5j+k376OKUAErcCQ1S0dQMH/VrJjYwhANjy9UpYBJEAT8kHPZpUlQA+XHHdK1yJAUgq6vaQxEEDa/pWVJiUhQE0VjErq5CxA86s5QDBHI0BaR1UTRH0iQHu9++O9miNAzXUaaam8I0BIUPwYcxcrQK62Yn/Z/RZArkfhehSuK0A+eVioNU0MQDvfT42X7htAsBu2LcqsFEDX+iKhLZcgQDV7oBUYciJAuY0G8BZoKUD4U+Olm+QpQFyPwvUoXCtA7bYLzXWaHUAMAiuHFhkpQEHxY8xdayZACI82jljLGEBkXdxGA1gkQAiUTbnCOxRAHAjJAibwB0CQTl35LG8eQLfRAN4CCSVAokW28/30JkAXghyUMBMjQLFQa5p3jCFAOpLLf0hfJkBS8uocAzIMQEIhAg6hKiFAnRGlvcG3EECMSuoENDElQC1gArfuZvk//Bhz1xISH0B+xoUDIZkOQJHQlnMprvs/OGdEaW8QJEDpSC7/Ib0lQA/R6A5ihxNAKqkT0EQYH0B2bATidV0gQITYmULnlR5ABkfJq3PMIUDtDb4wmWolQEtZhjjWpSdAPzVeuklsFkDeH+9VK4MjQIts5/upUSRAuAa2SrA4FkBKXp1jQPYfQFlpUgq6TSFAINJvXwcOHECpTZzc7xAXQLdif9k9OSdA7fXuj/eKE0AOvjCZKrgZQNTxmIHKCCJAB1+YTBVMCUDayeAoeVUZQDVeukkMYiRAFVeVfVfkIUAF+kSeJF0dQLaEfNCzmRtAQMHFihpsIUBJumbyzfYKQFdbsb/s3iRAYqHWNO+YGUCeXinLEEcsQCTW4lMAbB5AGXPXEvIhJUAkKH6MuUslQPlmmxvTsxpAfdCzWfV5KUCGONbFbdQkQPfHe9XKhCJAEHo2qz43JUB5WKg1zbsVQGq8dJMYhCRApb3BFyYTJEAH8BZIUDwlQH/7OnDOKDFAbHh6pSwDJUDCNAwfERMbQCDSb18HriRAdHtJY7TuIkBNhA1Pr1QmQNCzWfW5WiVAnPnVHCB4I0DzAuyjU4cgQDsBTYQNzyVA+Q/pt69DK0CfdvhrsgYHQJhMFYxKyi1AavZAKzCEI0D7P4f58lIhQJ9ZEqCmdiFA5BQdyeUfKECGyVTBqCQuQEmil1EsRyNA+zpwzojSK0BSSZ2AJqIlQGk1JO6xlBlA9n8O8+WFIkCqYFRSJwAuQCuHFtnOtx5AesISDyjrIEBdbcX+slspQF3+Q/rtqypAgCvZsRGoGkC4QILix7gsQGiz6nO1NSdAWhKgppbNG0AukKD4McYlQM+9h0uOeyJAC0EOSpgpHUABwRw9fu/9P2dEaW/whfc/QlvOpbgqE0DOqs/VVqwZQOIBZVOu0BlANBE2PL1SMECyLm6jAZwnQOwvuycPSwxAtRX7y+6JJUCpE9BE2DAiQO7rwDkjSilA5A8GnntPGkBtxf6yexImQInqrYGtMhxAkxgEVg6tJ0CSy39Iv30oQHYaaam8XRhAlZo90ArsGkAldQKaCLscQKd0sP7PQRtAOpLLf0h/BkAge737490bQCMQr+sXrB1ANBE2PL1CIECLNzKP/IEgQE2EDU+vdClAih9j7loCJ0BETIkketkhQKVOQBNhwyhAAd4CCYrfKkDfwyXHnfIgQENWt3pOuhRAv30dOGfEJEDsUbgehasxQJp3nKIjmSdA/B2KAn1SIED3WPrQBbUWQE7RkVz+QyZAaLPqc7XVKkDRkVz+QzolQA4tsp3vpzBAH9eGinH+IUCEu7N226UjQLU3+MJkqiRA7yB2ptApIEDV52or9vcqQMHKoUW2syhAasGLvoIUGED7y+7Jw+ImQBTtKqT8JCJAl8rbEU7LHkDY8PRKWeYpQGUZ4lgXNydApI0j1uIzIUDlYaHWNE8lQJHtfD81fihADqFKzR4IGEAGEhQ/xvwiQAn5oGezKiVAqYdodAfxHUCkNnFyv2MWQF66SQwCqyVAWTSdnQyuGEAFo5I6AU0lQAKaCBueXilAk1LQ7SXNH0CSBUzg1l0hQFjKMsSxHiNAj3Ba8KKvGEAgQfFjzF0nQP59xoUD4RxAMuauJeQDKkC62or9ZfcoQDElkuhlFCNAPnlYqDUtLEB6whIPKJsZQDtT6LzGLh9ASzygbMp1IUCIRncQO0MiQK36XG3FPjFAjgbwFkigIkA/NV66SUwLQKyL22gA3yNANe84RUdyHkA3iUFg5RAcQJM6AU2EjSxADeAtkKDYJkCppE5AE6EpQKHWNO84BSVAorQ3+MIEMkDh0cYRa5EfQL0d4bTgBQ5AQj7o2ay6DkCOdXEbDQAmQMBbIEHxAypAm1Wfq604J0CeJF0z+cYYQBSWeEDZdCFAzHoxlBOtGEA2PL1SlgEZQBMsDmd+NRNAdQKaCBs+KECOklfnGOAgQBXj/E0ohBdAg8DKoUV2J0ASTgte9PUYQIj029eBcyRAzcr2IW+56L8tW+uLhPYVQCqRRC+jeB5Aacai6ezEF0CM22gAb+ErQLEzhc5rrCJAYqHWNO+4JEBgdk8eFgoYQJKumXyzHSFACFqBIau7HkC5jQbwFjggQHf4a7JG/SBAjzaOWIsvHkBKQbeXNOYZQEtZhjjWJSZAtaZ5xyk6MUBNFYxK6qQuQChJ10y+mRRAzO7Jw0JNJkBOet/42pMbQFUYWwhykCFAkKD4MeZuK0AmHlA25SoSQD/G3LWEXBlAYVRSJ6CJKUC6FFeVfdcaQH0FacaiqR9AV7CNeLKb3T/ayeAoeZUfQOXQItv5DiFAtHHEWnx6I0Dg2/RnPzIfQMuhRbbzHShA+aBns+rTGECnkZbK2xEOQEdy+Q/ptypArK3YX3YPGkBpOjsZHFUjQLRZ9bnaCi5Aj+TyH9KvJ0BRpWYPtCIbQHwnZr0YahRAejarPlf7K0CyEYjX9UsdQIB9dOrK9yFAezGUE+3KFECjWG5pNYQZQPjCZKpgVCdANsgkI2ehFUDfGtgqwRIgQAKaCBueHiZAdOrKZ3neHkDaci7FVcUiQKCJsOHptSZAMzMzMzNzJkAtsp3vp6YrQFJJnYAmIiNAkZvhBnweEkDF/rJ78tAoQFjKMsSx7iVAqKlla31BIEDOiNLe4IsHQNAPI4RHyyBAiIVa07zzIECCVmDI6vYaQEz9vKlIBfg/vVKWIY41LEBpOjsZHMUiQClcj8L1qCVAV1uxv+weJEBZF7fRAP4nQHe+nxovXSVAiZgSSfSCIUABwRw9fo8XQCZTBaOS2iZAl5APejYrJUAUeZJ0zSQWQIkMq3gjcxpAv30dOGdEJEAnMQisHHomQINuL2mMNh5A3ze+9sySCEDoE3mSdG0hQAfOGVHa6zFA5KCEmbafEUBhMlUwKmkmQNpVSPlJtdG/whcmUwUjLUC30QDeAqkzQA3DR8SUSCJALWACt+7GGUAX2c73UwMkQACpTZzcTxZAQiYZOQt7FkCOdXEbDaApQMGopE5AkyVA7nw/NV76JECz6nO1FXsjQJiG4SNiahRAy74rgv8dIkA0orQ3+IIYQJgXYB+dmhpAOUVHcvmPJEAvbqMBvMUoQARWDi2ynSpAswxxrIsbJ0DXNO84RWckQCF2ptB5jRBA+u3rwDmjKUBfmEwVjHoiQBB6Nqs+dy1ApN++DpyTJUDC3Vm77UIQQI/k8h/SbypAnbryWZ7HBEA/NV66ScwTQCbkg57NaihA3lm77UJz8z86evzepg8gQMe6uI0G0C5A7FG4HoVLLEB8YTJVMAogQI2XbhKDIC5A9bnaiv0FJkDKbJBJRg4gQDI9YYkHtB9A3gIJih8jJkDwoq8gzbgiQKHzGrtE1RZAtYmT+x1KDUBFR3L5D5khQDMzMzMzUytAmrFoOjsZI0DPvYdLjnsOQDGZKhiV1ClACfmgZ7OKKUCPU3Qkl/8mQLvVc9L7Rg1AnWhXIeUXIUCTUtDtJW0iQIcW2c73MyVAC5jArbs5DkAaNPRPcBEYQJvmHafoiCRAJ6CJsOFpGUBU46WbxBAjQNlfdk8eRiJAVvFG5pE/I0D52jNLAtQeQGLWi6GcyBtAdv2C3bDNHUDfMqfLYsIeQHgLJCh+jCFA4BCq1OxBFkATDyibcuUfQDxO0ZFc/iVAbAn5oGezIEDR6A5iZyogQD0P7s7arRVAacai6eykIUD59xkXDiQfQIzWUdUEURpA/fZ14JxxJ0D186YiFVYhQKbVkLjHkhlAqTC2EOSgFkCamZmZmZkpQOQUHcnlHytA54wo7Q2eJED1LXO6LIYYQLpJDAIr5yVAWi+GcqINI0Djx5i7lrAgQATnjCjtTS5AzqrP1VYsJECsrdhfdg8mQIGVQ4tshyVA0ZFc/kO6KEAW3uUivjMiQKW9wRcm8zFAkst/SL/9KkAnwoanV4oqQJp3nKIjmS9A/YLdsG2xGUCcxCCwcigkQMJR8uocgx5A7MA5I0qbJkAGTODW3QwiQLwFEhQ/RilArIvbaADPK0A3GsBbIEElQCZw626eih9AwZDVrZ7THkDKVMGopO4pQIqw4emVsiRA6+I2GsBbLkBbJVgczowhQLtE9dbAliJAfXkB9tFpG0BeY5eo3nogQF8pyxDHeiVAqMZLN4lhKEBN+KV+3hQhQNPB+j+HmR5AHThnRGnvJkBPBkfJqxMeQDKP/MHAsxRA/7J78rAwLUD7y+7Jw8IJQPhrskY99CFAUrgeheuRJ0Dbiv1l92QzQA4V4/xNqCFA+u3rwDnDJ0CZu5aQD9ooQJHyk2qfTiNA3EYDeAtkL0CutmJ/2f0kQMJpwYu+oh9Ai2zn+6kxKkDM0eP3Nr0iQFTjpZvEoCZAd0oH6//cGkCYwK27eeoYQLVPx2MGWiFAmC8vwD46E0DFjzF3LSElQP5D+u3rICdApdqn4zFDF0Dtnjws1DokQBHHuriNBiVA2UKQgxKGF0A/xty1hDwtQKYKRiV1YiRA5dAi2/k+KUDRBfUtc2ogQLvtQnOdhiJAigJ9Ik8yH0DG3LWEfDAlQOXyH9JvnyhAmrZ/ZaWpIUBUOlj/50AgQAXFjzF3DShABOeMKO0NJ0DF/rJ78nApQE/MejGU0yNAQ3OdRlqqC0A0gLdAgqIwQDXvOEVHcidA7KNTVz6LIkA6zJcXYN8LQK0vEtpyThNAIbByaJGtJECGWtO847QoQBB6Nqs+1yxA6pWyDHGMI0BIFjCBWwcjQNKpK5/l6SBAJQaBlUNLKUCKAn0iT/IVQCaqtwa2iiFAmG4Sg8BKJUCVDtb/OawSQPj8MEJ49ANAOwFNhA2PIUCjI7n8h7QkQOqVsgxxLCdAVtRgGoavE0Bl/PuMCycXQGhcOBCSNSNAF58CYDxzIkBiLT4FwPgYQLbz/dR4KRdAfa62Yn+ZJEBdM/lmm0shQAM+P4wQXiFA1XjpJjFIKEB8D5ccd0ojQJjdk4eFWilACks8oGxqI0CEEmba/iUiQPOOU3QkFypAkDF3LSG/J0AWNZiG4ZMiQArXo3A9yihASFD8GHPXJ0DtKqT8pLoWQOQUHcnlfyRAVn2utmIfK0ASg8DKoSUcQD0s1JrmnTBACacFL/paIkAFo5I6AQ0pQGTMXUvI5yRArWnecYrOJkDn+6nx0q0eQK7TSEvlTRdA+kSeJF0DIkAU0ETY8HQpQI/k8h/SHzBAQQ5KmGkLIkAjSnuDL+wlQA5Pr5RlyCVAvjCZKhgVEUA51sVtNAAkQCS05VyKKxtA2ht8YTIVJ0AJ+aBns0otQExxVdl3xfs/MEymCkaFMUDmywuwjy4jQCAkC5jAbRVAEFg5tMj2JkDxun7BbqghQFrwoq8gHSNAA8+9h0uOCUDi6ZWyDPEtQHQprir7ziFARpT2Bl8YJ0BEFf4Mb9bQvz/jwoGQLP0/pz/7kSKSEUCY3ZOHhVonQGZrfZHQFhRAZFjFG5lnF0BFEr2MYjkZQJDaxMn9PiJAcF8HzhlxHEA0ETY8vTIlQGb35GGhBiBARiV1ApqIKUDon+BiRa0fQFpkO99PTSNAB/AWSFBcKEBXeJeL+E4aQNZW7C+7hyZAP1dbsb9MK0DdByC1iTMgQB4zUBn/XhZA85Nqn44HFECHokCfyHMXQG3n+6nxMixAr5RliGOdEkAbL90kBgEkQJtVn6uteC9AUPwYc9cSJ0BbQj7o2UwoQJsg6j4A2SBAjgbwFkgwJ0CRD3o2qx4mQGiR7Xw/NSVATx4Wak2zLUDZX3ZPHnYmQFR0JJf/0CtArWnecYouGEDW4lMAjKcWQFlpUgq6fRhArWnecYpOKUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"599\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"600\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"602\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"603\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"604\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"605\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"606\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"610\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"611\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"613\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"614\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"615\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"616\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"619\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"620\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"622\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"623\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"625\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"626\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"628\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"629\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"630\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"gUOoUrMnG0CGyOnr+ZrqP2mpvB3hpCBAclDCTNu//r/I68Gk+PjZvxpuwOeHkQ1AsaIG0zD8GkCQZiyazs79P6smiLoPkCNA4JwRpb0hHUC5iO/ErNcZQCsYldQJSB5AhbacS3G1HUD+YOC59+AgQLe0GhL3CCBAf4eiQJ/I/T/EsS5uo4EYQEEOSphpe/M/2ubG9IRlGEBDHOviNvokQHZxGw3gjSRAdsO2RZmNI0DzH9JvX8chQGUBE7h19xtA6StIMxbdIECbG9MTljgaQGEyVTAqSRlAVOOlm8TAK0Cz6nO1FWsxQP32deCcERpAIc1YNJ39FEA98gcDzz0JQE9d+SzPww1A4QuTqYLRBED5oGez6vMHwKg1zTtOkShAG0zD8BHhIEALQQ5KmGkaQJojK78MRuO/+8vuycOiGkBDOdGuQuoiQG9HOC14EQ1ALxfxnZg1IkCsrdhfds/yv+m3rwPnjCdA1/oioS0nCkBuUWaDTHIMQGrecYqOBChAsP7PYb68GEDUDn9N1kgcQGR1q+ekFxlAqz5XW7HfLUAAV7JjI5AfQLa+SGjLuQJAwYu+gjQjDUBbzqW4qowWQAd8fhghfCNA07zjFB1J+j83ww34/JAhQK36XG3FPi1AdlQ1QdTdHkAp7Q2+MHklQLLXuz/e6x1AMCqpE9BkNUCWQ4ts5/sHQCL99nXgvCdA7zhFR3IZJ0BiFW9kHikiQOkmMQisHDdAjErqBDQxEkDpmsk323wfQBMKEXAIhSNAp3nHKToSLkBWDi2ynY8mQFr1udqKfSpA4L4OnDMCJ0DTTWIQWNkkQEd3EDtTKB9Aaam8HeF0HEDl0CLb+X4lQAkWhzO/+h1AzF1LyAftMED2KFyPwkUwQILix5i7ZjFA8WPMXUsIKUDgLZCg+LExQN6Th4VaUytAZ9Xnais2LkDMQGX8+4znP3ctIR/0TCxAlxx3SgdrCEClTkATYcP7P+zAOSNKqzBAIGPuWkK+JUDvycNCrQkqQGCTNeohKiJARUdy+Q8pKUBXW7G/7P4lQLUaEvdYSiNAQ61p3nEKOEC5GW7A5+cjQIQNT6+UBStAuycPC7VmKkC9iowOSELrP4Za07zjFDlAZOlDF9QnIUBGtvP91CgwQIlBYOXQ4iZADeAtkKB4MkAaUdobfOEmQHZUNUHUHSJAzo3pCUscIUAs8YCyKVf/PxuBeF2/AB1AfT81XropJUAEc/T4vR0jQNc07zhFxyZA8KfGSzd5MED3ArNCke7JP8rDQq1pXipACtejcD2KKkBnRGlv8AUcQEI+6NmsWiZAKH6MuWtpKkAFptO6DWrcv/yp8dJNQihAlPYGX5j8MEDvOEVHcnkoQF8pyxDHui5Ac9cS8kGvKECYbhKDwCo0QMKGp1fK0i9AjgbwFkiQJ0BSYWwhyAEgQBWMSuoEdCZAQ+c1dolqF0De5LfoZKnvP67YX3ZPbjVASL99HThXOUAYJlMFoxIlQFFrmnecYihAXYqryr7rCUBlGeJYF9cqQCdr1EM0uiFAJemayTebFMDD0ytlGQIkQKjGSzeJgTBArIvbaACPJUCTqYJRST00QC6QoPgxRitAWRe30QAONkCj6exkcLQaQB6n6EgufzVAhxbZzvdTIUCcM6K0N7gBQK36XG3FHiVAXOZ0WUxcIECze/KwUIsmQJAxdy0h/y9A2IFzRpSWK0AukKD4MYYrQIXrUbgeZSdAe4MvTKZqJUAfaAWGrE4YQHqlLEMcezZABmSvd3+8H0Cc+dUcIBgcQHe+nxov3TJAguLHmLtmMEDpJjEIrGwwQG3n+6nxYjRA63O1Ffv7MEB+HThnRMkzQHnpJjEIfDBAMlUwKqnzNUDl8h/Sb38sQO84RUdy2ShAv5oDBHP0GEDnAMEcPR4fQCGwcmiRHTBAsHJoke2cJ0B56SYxCIw1QGSSkbOwdyJAOwFNhA2vNkAAb4EExU85QHZPHhZqbTJAL26jAbxFMEADPj+MEC4iQDUHCObo0SJA1edqK/Y3MkC94xQdySUwQF6iemtg6xNATRWMSup0PECu2F92T+4xQJVliGNdbDhAJNHLKJY7IEDr4jYawPsrQLIubqMB3CxA3SQGgZUjK0DQ1VbsL2s+QC+ob5nTxR9ASgwCK4emMkC7uI0G8CYxQDMzMzMzEyVANKK0N/hiKkDarPpcbSU3QJayDHGs6zBAidLe4AuDI0CDL0ymCqYzQP2fw3x5wR9AZRniWBfHN0AsSDMWTacbQGYUyy2tFiBAd76fGi8dGUCDF30FaeYdQFfsL7snzzFAe4MvTKYKN0A+6Nms+jwlQGr2QCswpBlAHhZqTfNuNUCygAncuvscQBE2PL1S1i5AokW28/30J0Cb5h2n6Bg/QFUwKqkToDlABhIUP8bcJUCiRbbz/cRCQMUgsHJoUTdAfPKwUGtKN0BzaJHtfJ8vQCV6GcVyyyJA2PD0SlkWOUA6I0p7gz81QIEmwoanFyxA+FPjpZtkLEDJAiZw604dQF5LyAc9KyJAidLe4AvTOUCze/KwUAs2QDSitDf4Qj1AC0EOSpiZIUAFNBE2PB0mQHHmV3OAoBpAJCh+jLkrMEAnMQisHNolQCZTBaOSajFAXdxGA3iLLUAAAAAAABAzQPYoXI/CxTlAJTs2AvH6EkAGEhQ/xlwwQKpIhbGFQBVAJuSDns3qNEDcaABvgWQzQGgFhqxutRNAraOqCaJuDEDoTUUqjA0dQBE2PL1SZjJA3GgAb4HsQUAKaCJseLotQHnMQGX8OyBA5dAi2/kWQEAcfGEyVeAwQPZ698d71fm/EarU7IGWE0BSuB6F6xEvQH2utmJ/mTRAAG+BBMX/OEDG3LWEfKA4QIJzRpT2RihAF9S3zOlSI0CC597DJXcgQEw3iUFgFT9A4L4OnDPCMUCwcmiR7bw+QPcGX5hMlSlAUWuad5zSM0Coxks3iSEzQKjGSzeJQSZAkxgEVg7dP0AGEhQ/xtw0QDhnRGlvsCtAXwfOGVH6J0AldQKaCDs1QNNNYhBYeS9A7MA5I0obK0AknBa86Kv0PwaBlUOLLDdAfT81XrqJKkC4HoXrUbgxQPyp8dJN4j1Asp3vp8ZLK0CGyVTBqMQvQAzqW+Z0uRlA6+I2GsBzQEBgWWlSCqogQK1M+KV+biFAnMQgsHJoLkBHA3gLJKguQMcpOpLLjztAMevFUE4UHEAT8kHPZvUxQNv5fmq8VDBAkuhlFMvNHkCkcD0K1zM5QAouVtRgWh5AsVBrmnfsOkA6I0p7gw8vQKcFL/oK0gxA5/up8dK9MkDSOqqaIIoZwE7RkVz+wzBAQE0tW+vrGUDNzMzMzBw0QCAkC5jA7Q9AvJaQD3rGNUBA3xYs1YXpP7UV+8vuuTtAZRniWBfnMkAXSFD8GDMqQD0s1JrmVURAD5wzorR3PkAeFmpN844PwO5aQj7oGTVAGCZTBaNyLkCqglFJncAsQPtcbcX+0jRAZ0Rpb/DFPEDG3LWEfBA6QO/Jw0KtiS1AqMZLN4khMECeXinLEFc1QAFNhA1P7yhAPSzUmuY9OEAQejarPpcQQHqlLEMcSzpAXrpJDALLJ0DhZeFGJdCTP9DVVuwvOzRAW9O84xSdK0Cz6nO1FZskQO5aQj7oSTZAcy7FVWX/HUCD+pY5XZYKQAXFjzF3XTZAWRe30QDeNUC/DpwzojQkQBE2PL1SJjVAufyH9NuHOkBoImx4elUyQN6Th4VaIzJAKcsQx7roNECFX+rnTcX6P/hT46WbBCdAiUFg5dCSM0D2Yign2kUjwDGZKhiV1CdAdonqrYFdI0CHp1fKMiQtQBE2PL1S9j1A+aBns+ozJEBMjjulg/XwPyv2l92TRyhAzczMzMwMNkDmP6TfvkZCQLDmAMEcPRVAcT0K16OQK0ASpb3BF+Y5QPfkYaHW9CxAuycPC7WWNUAGR8mrc4waQDVeukkM4iVAofgx5q4VMEAxCKwcWqQ5QPMf0m9fZylAkpGzsKedIEBQjZduElMzQGb35GGhdixA2c73U+PlNEAawFsgQWEwQOONzCN/wCJADi2yne+3QUAJG55eKasuQLAD54wozTpA/+cwX17ABEDo2az6XJ03QFD8GHPX8i1A/kP67euQMEDQRNjw9JoyQATnjCjtLS5AgSbChqeXP0BWn6ut2J8vQEVHcvkP6SlAH4XrUbieKUC6awn5oIctQC0hH/RslipA5WGh1jQfOkDn+6nx0n0zQBdlNsgk4xlANIC3QILyMkAZc9cS8vEyQNobfGEyVSVAlWWIY11MPEDpt68D55wzQKrx0k1ikCtAImx4eqUMNUCrz9VW7B81QEsC1NSyVRNAyLWhYpz/EkDHKTqSyz8nQL1SliGO1S1A2/l+ary0OUAxmSoYlWQwQA+cM6K0xzZAEqW9wRcGKkB/2T15WMgmQKkwthDkIB9AXkvIBz0LOEBQ/Bhz1yI0QJHtfD81ni9A48eYu5bQLEBX7C+7J88+QIj029eBkzZABOeMKO2tMUCBJsKGp4c1QPwYc9cS4jxATKYKRiV1K0BB8WPMXZs3QEymCkYltSxAjLlrCfkgPUD1udqK/cU7QJhuEoPA6jNAF0hQ/BjTM0Aydy0hH7Q1QJqZmZmZOTJAcayL22jwMUC5jQbwFqgrQILix5i7dipANKK0N/iiN0BnRGlv8PUjQMIXJlMFkzdAtaZ5xyl6KEBZwARu3X0gQI0o7Q2+QDxAY7ml1ZC4HkD5oGez6mM8QJSHhVrTbDtAL26jAbwlKkCfq63YXwY3QDeJQWDlUDJA8tJNYhDIOkBhVFInoMkqQMpUwaikPkVA7zhFR3IpPkCqglFJnWA4QJ5eKcsQ1zlADJOpglFpQkDV52or9rctQNcXCW05xyBAo5I6AU3kLUBNSkG3lxQTQEVHcvkPqS5AOIQqNXtgIkAB++jUlS8hQHKKjuTyzyBA7zhFR3KZNUBrmnecoqMwQOPHmLuW0DRAiUFg5dBCLkDQs1n1udowQJEPejarLjFA+zpwzoiyJkDT3uALkxk5QCv2l92Th0BAhJ7Nqs9VK0BYyjLEsW4nQIv9ZffkMT5AkQ96NqsONUAZc9cS8rE5QEI+6Nms+idAGy/dJAYBJ0CHxD2WPnQFQExsPq4NlSBAXCBB8WOsIUDJ5T+k344yQPYoXI/CZTdAXCBB8WNMJkCc+dUcIBgbQDC7Jw8LVShAyXa+nxrPL0BPr5RliAM3QOM2GsBbQEFAKcsQx7qINkAQejarPhcrQN9PjZdusjNAmYHK+PeJIkCfq63YX1YmQIts5/upYT1A+1xtxf5yKEB4CyQofnRBQGiz6nO1dTJAxm00gLcQMkCfq63YX6Y5QLU3+MJkiilARdjw9Eo5KkALRiV1Amo5QIEmwoan1yhAbef7qfGCPEDKVMGopC40QF3cRgN4+zVAIEHxY8xdJkBm9+RhocYzQF3cRgN4KzFADwu1pnk3N0BtVn2utlI9QGZmZmZmBjlArWnecYomQ0AnwoanV1o0QAfwFkhQjDRA/yH99nWQOED4U+Olm8xAQLMMcayLezFA1CtlGeIYKUDbheY6jcQiQCKOdXEb3SNAbcX+snvSJkBpjNZR1YTxP9Ei2/l+EkFAJlMFo5LqOEB3vp8aLz0rQH6MuWsJuSxAf9k9eVh4O0A/V1uxv7wyQPhT46WbZB5AoblOIy1VF0BzaJHtfF8uQHWTGARWbi1ATRWMSuoENUB56SYxCLw1QG6jAbwFykBA+u3rwDlDLUDmP6Tfvo4wQMuhRbbzfUFAWKg1zTuOMUDEQq1p3qEyQBgmUwWj0ixAz2bV52qrNUC4WFGDaRjzv+VhodY0/zNAjErqBDSxJ0B4eqUsQ0wxQJhuEoPAKkFAboYb8PnhF0C1pnnHKbomQPMC7KNT5yJALNSa5h33OEBm9+RhoYY0QFcJFoczTyBAgZVDi2wnPUCoNc07ThEnQOVhodY0rx5AOdbFbTRAKkDWxW00gEc5QMbctYR8IDJANKK0N/iCN0ApyxDHupgnQOzAOSNKeyhAhJ7Nqs81OkBfB84ZUTo7QBx8YTJVQDJAqIx/n3EBFUCad5yiI7kvQOC+DpwzsjxAT0ATYcPzMUDA7J48LBQsQJyiI7n8Fz5ArIvbaABvK0Bs7BLVW2MiQKfoSC7/MTVA3lSkwthiIMCAt0CC4qcxQLFQa5p3vDRAXynLEMdqOUCjI7n8hwQyQMWPMXct8UNAcT0K16OwN0DIBz2bVU84QBMsDmd+FSBAeJyiI7nMM0ASpb3BF2YxQKfLYmLzISFAQQ5KmGk7B0CH+fIC7GMBQJLLf0i/vS9A8fRKWYYIMEDyQc9m1aclQI51cRsNADFAcEIhAg7hEkC8zLBR1u/sv+cdp+hIbhlAarx0kxiENEBg5dAi28k3QEXY8PRKEUBAVn2utmIfO0A4Z0RpbxAyQMuhRbbzfStAorQ3+MLUPEA5RUdy+T82QGIQWDm0KDlAS8gHPZt1NUCuR+F6FMZDQMxdS8gHjThAP8bctYRcLkD/snvysHA/QIxK6gQ0ES1AZRniWBenPEAg0m9fB05DQJVliGNdnDJAMEymCkbFJED1vvG1Z5YTwBiV1Alo+kBA8kHPZtUnNkC5jQbwFsgyQIV3uYjvhAJADi2yne+HJkDcRgN4C+QzQMgHPZtVvyRAHm0csRZfIEC5/If02zc8QIcW2c73UzVAwTkjSnuTNkDhehSuRyE3QGwJ+aBngz5AZRniWBfXJUDgnBGlvSEwQIiFWtO84y5AyJi7lpAfOUBAE2HD06swQLN78rBQmzJAwaikTkBDMEDrc7UV+6s2QKK0N/jCtDJADeAtkKBoRUDD0ytlGQI6QOm3rwPnLD5AwFsgQfEDMkBCz2bV54ovQMIXJlMFYy5AyxDHuri9MkBmMbH5uNYhwHS1FfvLDjpA93XgnBE1NkDEQq1p3vE2QCegibDhGTlAshGI1/XLAUBy3CkdrG8jQAskKH6M4UFAHVpkO9/fP0DcaABvgYQ1QKqCUUmdYDtAodY07zgFO0D1udqK/XU3QJ0Rpb3B9zhATx4Wak2TOUB+HThnRFFCQAtBDkqYiRxAXf5D+u2LKED7y+7Jw8I0QGpN845TtCpAOPjCZKoYRkD0/dR46TY/QAHeAgmK/0FAdZMYBFaONEA0ETY8vQIjQMSxLm6jgTRAirDh6ZWiNEASFD/G3GU1QPwYc9cSQjVAVd6OcFpw8b90JJf/kO4zQKyL22gAjzpAJJf/kH4jQEA+6Nms+ow1QLRZ9bnaCjdAQ61p3nEqMUASpb3BFyY4QJrrNNJSuRtA46WbxCCwKUBkXdxGAxgxQN9PjZducjJAF4IclDCDIUCEDU+vlDU7QDVeukkMAjhAq8/VVuzPKkBmiGNd3EYqQBea6zTSkhNA8kHPZtXHOkDBOSNKe0MtQPJetTLhF/M/FjJXBtWG4b/129eBc1YxQDEIrBxahC9Aj+TyH9LfMkAQ6bevA0cmQMl2vp8avzpAQYLix5j7O0CqDrkZbnAiQK1p3nGK7hJACTiEKjULI0Dek4eFWvMuQDsBTYQNjzlAVTAqqRMAQEArhxbZzvc3QMKGp1fKki1AJ6Wg20sa/T/vycNCrWnwP2sr9pfdcztA9GxWfa42OkDwFkhQ/JgwQBb7y+7JEzdARUdy+Q85MkCLbOf7qTE6QILix5i79ixAp+hILv/hNkDUK2UZ4jg1QMuhRbbzrTZA/Yf029fBMUBj7lpCPkg9QHMR34lZLxxAGw3gLZDALkBhw9MrZWk4QKJFtvP9NCZAduCcEaWdMUDtZHCUvPoSQEymCkYlNS9AhslUwajUIkCn6Egu/5EwQGUZ4lgXH0BAveMUHcmlPkASFD/G3LUmQB/0bFZ9njFAPZtVn6sNOkB2cRsN4N02QBzr4jYa0DhArfpcbcUOMUC28/3UeMk4QM07TtGRrDVALSEf9GzWKUAu/yH99gU+QKCJsOHpFSlAzhlR2htMNEAu/yH99t1AQJCg+DHmjjRA1lbsL7snP0Bf0hito6oaQKRwPQrXy0RAqMZLN4nhO0DnNXaJ6i0WQGKh1jTveA9AImx4eqXsKUDek4eFWuM7QKOSOgFNhC9AlPjcCfZf179Z+tAF9T0jQJM6AU2EfT1AfPKwUGvKN0Ct+lxtxV4sQN1e0hit4wBAguLHmLtWM0Do2az6XM04QF66SQwCKz1ABTQRNjwdFEBLWYY41kUwQFGlZg+0QhxAW7G/7J6sOkDbiv1l9xQ5QKRwPQrXYypAYHZPHhYqKUA0orQ3+KIzQDzaOGItTiJALUMc6+JWN0ChZ7PqcyU3QKW9wRcmky9AZvfkYaF2MED6fmq8dAMxQDMzMzMzAzZA2IFzRpT+Q0DaG3xhMmU4QJm7lpAPijdAbf5fdeTI7D+SXP5D+i0rQBE2PL1StjZA1sVtNIBnPUB6pSxDHNs4QMSxLm6j4T9AoImw4elFOUAPC7WmeQcsQJHtfD81bjVAQ61p3nHKPkCRfvs6cL49QKW9wRcm4zxAR3L5D+m3KUBgdk8eFro2QMxdS8gHDTNAVWe1wB4T2j8wuycPC5UvQOSDns2qTyhAbxKDwMpxO0DRItv5fqoxQOlILv8hPStAnIpUGFsoI0Dc14FzRlQ9QNPe4AuTyTVAGJXUCWgCSEBkO99PjZcHwHKKjuTyPy9AGsBbIEEBPEA/xty1hEw0QC9uowG8BTZAPSzUmuYdMkA5tMh2vs8xQA1xrIvb6ChA93XgnBG1MEDEfHkB9lH8vyzVBbzMsL2/KjqSy3/ILEA+6Nms+nwvQOSDns2qzzJAcvkP6bd/NEB+jLlrCYkzQGUZ4lgXVypAmpSCbi9JGUB56SYxCGxAQCxlGeJYr0BA9pfdk4eFPEA8vVKWIY4yQDSAt0CCIjlAZapgVFInNkClLEMc66IMQACRfvs6EDRA8BZIUPw4LECneccpOrpBQFtCPujZDDBACYofY+4qNUBEi2zn+7kzQEOtad5xCjJABhIUP8bsOkDa4a/JGnUYQHQkl/+Qrj1A+aBns+ozOECNKO0NvqAzQNcS8kHPxixA5bM8D+4uG0ALtaZ5x9kxQLmq7LsiOARAf03WqIdoIkBFR3L5DykwQJJc/kP6fTNAPujZrPocOEBL6gQ0ETZCQBQ/xty1lDNAM23/ykqjIkBFR3L5D2k6QK+UZYhjHTpA8BZIUPw4OEDVeOkmMUgmQCfChqdXWjVA7uvAOSN6NkAWak3zjpM5QA9/TdaoRwlAeVioNc0rPkDyQc9m1ScxQIXOa+wSNRxA/Yf029cRQ0BL6gQ0EfYtQIY41sVtVC5Asi5uowGcO0Au/yH99nU2QNxGA3gLBC9A/7J78rCwNkDMf0i/fb0pQEcDeAskyCNAYOXQIttJPkDqlbIMcfw1QMiYu5aQR0JABOeMKO3dP0BDrWnecfowQD9XW7G/TC5AM8SxLm7jJkBcIEHxY2wuQNobfGEy5TVAyAc9m1UvNkBt5/up8UI7QGXkLOxph/Y/orQ3+MLkMEC8lpAPenYmQDAqqRPQdD9A0qkrn+U5GUA7jbRU3k4hQKtbPSe9bwVAV+wvuycvN0DO34RCBDwYQCGwcmiRXTdA6gQ0ETYcN0A9LNSa5n00QOLMr+YAISNAUI2XbhIjO0DVeOkmMcg7QMZtNIC3oC9Am+Ydp+hoNEDT3uALkykyQC1DHOvi1j1Ak6mCUUmNO0CSy39Iv70pQOF6FK5HwS1ADwu1pnkHPUBYyjLEsV40QDVeukkMwjdAnYAmwoZHLECY3ZOHhVoqQOqymNh8HBpAPQrXo3ANMkCjkjoBTWRAQO2ePCzU+jpAzF1LyAcNN0AQWDm0yDY0QOtztRX72zNA16NwPQq3NUCmCkYldSI3QOzAOSNK+z1AxY8xdy0hKED35GGh1kQ6QMX+snvyIDtAJXUCmgj7JUBKe4MvTEY2QPfkYaHWlCxA1CtlGeLYL0AiN8MN+IwhQKjGSzeJITxACyQofoyZLUANcayL28gxQLTIdr6f2g5AKa4q+64IFEAZc9cS8kEpQI4G8BZIYDZAPZtVn6uNJ0AMk6mCUekvQDLmriXkcz9Ad9Zuu9CcD0CU9gZfmAwuQNnO91Pj9TtAH/RsVn0uE0DImLuWkP8zQLr3cMlxxxdA48eYu5ZwLUDzdoTTghcjQBkEVg4tkj1AmbuWkA+6JUAZc9cS8oE+QBPyQc9m1TxAOPjCZKpgM0DysFBrmvcyQNiBc0aUBjVANIC3QIJCLED1SlmGOFYyQB3J5T+k7z1ATKYKRiXFMUBNhA1Pr/Q9QOY/pN++7jFAppvEILACOUBfB84ZUfoQQFSM8zeh0CNAk2+2uTFNIkDn+6nx0g0AQCntDb4wSTZA9pfdk4e1N0AHzhlR2ms6QPhT46WbJCxAeAskKH68MUASoKaWrTUMwHUCmggb5kBAf/s6cM6oFkA3iUFg5XArQJyiI7n8RzlALv8h/fbVLkCbIOo+AGkaQJayDHGsGz5AqvHSTWKwKkCz6nO1FStAQHrHKTqSu0JA8piByvg3EkCPwvUoXBdBQE8eFmpNUzFAV+wvuyf/QEBwmdNlMVEYQKyt2F92vzlAAd4CCYqvR0AJG55eKasvQG3F/rJ7ojxAyeU/pN/uQEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"631\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"632\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"634\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"637\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"642\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"643\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"646\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"647\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"A3gLJCj+M0ApXI/C9eg5QEymCkYldThAxSCwcmiROEA2zTtO0eE9QP7UeOkmwTFAtoR80LPJNEBLWYY41nU5QP8h/fZ1IDxA9wZfmEzlOEAYldQJaDI8QIofY+5asjVAidLe4AvzNEAJ+aBnszo2QI/k8h/SzzlACKwcWmQbPUCb5h2n6Ag3QJ5eKcsQdz1AeqUsQxz7OED5oGez6vM2QEHxY8xdazxA2IFzRpQmPkDM7snDQs04QCgPC7WmCTtAat5xio4sQECk374OnKM1QINRSZ2AhjxAGeJYF7cpQ0CTGARWDm03QOoENBE2pEFAryXkg56dNkDP91Pjpes7QH9qvHSTaD9ARrbz/dRYN0AFo5I6AQ03QDXvOEVHUjZAZF3cRgOYP0A3GsBbILlAQN5xio7kgj5A/mX35GFRN0DPZtXnajs6QJ+rrdhfBkFArK3YX3avOEDf4AuTqZI1QP5l9+RhYT1AUwWjkjrRPUDpt68D59w5QOCcEaW9kTdAQ61p3nEKPkBPHhZqTWM6QPkP6bevW0BANs07TtEpQEDcaABvgWQ5QClcj8L1wEJAYqHWNO+4PUCitDf4wpRCQN5xio7kIkFA9GxWfa5OQECTOgFNhF0+QO/Jw0KtKUFA3nGKjuQqQUBmiGNd3LZAQPOOU3QkhzZAMQisHFo0P0BsCfmgZ1NAQN5xio7k0j5AnYAmwoZHQkD9h/Tb14FAQKMjufyHXEJAEqW9wRemPEAU0ETY8MRDQKd5xyk6OkBAwOyePCyUQEA5tMh2vudCQF3cRgN4E0dAEhQ/xtwlQUCoNc07TpE/QMbctYR8SEBAs+pztRWrQ0ClTkATYeM9QGIQWDm0aDxAYqHWNO+IP0D6fmq8dLNFQJ2AJsKGR0ZAPSzUmuadSUB/arx0k9hGQHPXEvJBH0NA46WbxCCAO0AQ6bevA5dFQN5xio7kykNAf2q8dJNIQEDAWyBB8WtCQOY/pN++pkBAFK5H4XpUQ0BqTfOOU7xFQLByaJHt3D1A7Q2+MJlCQkCQMXctIb9DQP2H9NvXmUNAP1dbsb9cO0D99nXgnAFEQCSX/5B+O0ZA6Ugu/yHdSEBSuB6F66FEQAWjkjoB1UdAmbuWkA+yR0Dy0k1iEIg4QGIQWDm0uEJASZ2AJsKGQUBkO99PjTdIQA5Pr5Rl2EtAF7fRAN4KREBAE2HD04tHQD81XrpJhENAnRGlvcEXSkAYldQJaMpGQPRsVn2unkZAF7fRAN7yM0CF61G4Hr1CQIxK6gQ0KURAH/RsVn3WSECkcD0K11tLQGUZ4lgXP0dAgEi/fR2YRkDfT42XblJEQIlBYOXQIkRAJ8KGp1c6S0DmriXkg1ZBQD81XrpJLEdAvJaQD3puSUDWVuwvu8dHQPMf0m9f/0VAvVKWIY6tQ0ARx7q4jQZFQO7rwDkjCkdAAAAAAADYREBWn6ut2K9AQLFQa5p3vEJAf/s6cM6gRUCNl24Sg3hDQKHWNO84bUlAV1uxv+zeT0CTGARWDi1JQF+YTBWMGkVA2c73U+NFS0B/+zpwzihGQNEi2/l+AkpAbcX+snuCSkASg8DKoWlRQLTIdr6fskRAAJF++zpgRECad5yiI0FKQCegibDhQUVAVOOlm8QoSkBfmEwVjGJMQCzUmuYdL0NAq8/VVuz3Q0AnwoanV0pSQD9XW7G/nEpAZF3cRgP4SkCmCkYldepIQDm0yHa+50VAE/JBz2adSkApXI/C9bhHQAIrhxbZ1kVAorQ3+MLEQkAbL90kBqlKQLfRAN4CiUNArthfdk/eT0ApyxDHujhIQKFns+pzbUxAcvkP6bdnQ0BFR3L5D7FLQOVhodY030tAVFInoImAT0AkufyH9DNQQKHWNO84jUlAqMZLN4kpUEDx9EpZhiBEQDeJQWDlSEZAVHQkl/8ARkDswDkjShtIQPLSTWIQuEdAQmDl0CKDSkC1pnnHKTpMQEcDeAskQEtAs+pztRULTEBVMCqpE9BPQO/Jw0KtqU9ALbKd76fuR0BkO99PjX9IQMoyxLEu7k5AXrpJDAKTTkD1udqK/aVHQMSxLm6joUlA16NwPQr3TEDOiNLe4BtQQPmgZ7Pqa0hAvjCZKhhFSUCoV8oyxBlLQFyPwvUo7EpA+1xtxf4CSkA0ETY8vRpIQNGRXP5D8kZA7Q2+MJkmUEA730+NlyZJQKMjufyHLEVAjLlrCflASkC7Jw8LtZZBQGDl0CLb1VFAFNBE2PDkT0BN845TdHhQQClcj8L16ElAmnecoiOZSUAawFsgQTFJQDarPldb6U1AYTJVMCodUEDsL7snD2tEQOf7qfHSrURAsb/snjysUkA+eVioNf1IQEXY8PRKMU5A30+Nl25aR0C/fR04Z3xKQKhXyjLEIUtA3SQGgZWDT0BL6gQ0EU5PQPCFyVTBYExAorQ3+MIIUUBTBaOSOilLQMWPMXctAU9Adk8eFmqdP0CiRbbz/SxQQJzEILByYElA3nGKjuSyRUA9m1Wfq51JQLprCfmgN0ZArBxaZDuXS0CIY13cRiNLQP2H9NvXfVBA7lpCPuhNUEDi6ZWyDHlHQG40gLdAqkhACtejcD3qS0BqTfOOU/RKQHzysFBrSkxAwaikTkCTSUDPZtXnaltGQM4ZUdobRFBAYTJVMCoJTUCOBvAWSJhPQI9TdCSXC1BAUI2XbhKLT0Ch+DHmrlVHQAN4CyQoqlNAduCcEaUFQ0ADeAskKA5RQNDVVuwvs0tAukkMAis/SEBB8WPMXXtNQDlFR3L5v0hA5BQdyeUvSEDy0k1iEJBMQFYOLbKd10RAJzEIrBxqUECQMXctIZdGQCKOdXEblUtA46WbxCDoSECTGARWDtVNQP5l9+Rh/VFArkfhehRuTECEns2qz3VKQEOtad5xSlFAIR/0bFY1TUApyxDHuhhPQKabxCCwNlBAjnVxGw3sVECDwMqhRSZJQDj4wmSq0FBAF9nO91O7T0CDL0ymCt5PQMuhRbbzZVBAHhZqTfOOQUCdEaW9wRdLQCGwcmiRdUhAfdCzWfWNUUDnjCjtDbJQQOtztRX7Y1FAJuSDns2ST0BPHhZqTftRQDhnRGlvEEhAqRPQRNisUEA8TtGRXAZNQPVKWYY4elNA/fZ14JyhTUAtIR/0bHpSQFtCPujZnExA78nDQq3JTkDpt68D57xIQA+cM6K0r0dA1sVtNIAPTkBSJ6CJsKlGQBsv3SQGaUtAl5APejYLUEB5WKg1zTtOQPLSTWIQaE5AY3/ZPXnIUUAKaCJseDJUQJhuEoPA0khAEHo2qz4PSUAVjErqBFxKQJoIG55e0U9AKH6MuWvhSkBeukkMAitQQP2H9NvXeUdAETY8vVJGT0BsCfmgZ5NSQM4ZUdobNElAU5YhjnUJTEApyxDHuqhMQLKd76fG805Ah6dXyjKsS0C4HoXrUbBNQL1SliGOwVFAqMZLN4lhTkB6xyk6kgdRQI0o7Q2+nFBA/kP67eugSkCamZmZmZFMQHPXEvJBe1FAKH6MuWsBUUDnjCjtDbpQQHUCmggb1kxAZapgVFKLUECeXinLEN9LQFUwKqkTEE5APujZrPosRkDwhclUwahNQIJzRpT2BkxA5j+k374GSEBpb/CFyTRKQKjGSzeJbVFAPSzUmuYVTEA51sVtNNhMQGsr9pfdX1RAorQ3+MK8UEDzjlN0JP9MQKs+V1uxF0lANIC3QIIqT0AZc9cS8rlQQL3jFB3J3U9AWRe30QC+TkA/NV66ScRMQN6Th4VaU1VAKqkT0ESIVECOBvAWSFBPQMgHPZtVd01Ao5I6AU1wUEApXI/C9WBPQC9uowG8dURACfmgZ7NKTkCR7Xw/Nb5GQHicoiO5JElArrZif9mNTECitDf4wsxPQG3F/rJ74k9AW0I+6NlcTkD4U+OlmyxPQI0o7Q2+CE9AbAn5oGdXUUD99nXgnIlRQJtVn6ut8E5A001iEFgxT0DsUbgehRNRQHRGlPYGi1BARiV1ApqITUB1ApoIG8ZQQN5xio7kEklAGsBbIEFpT0BnRGlv8DFQQBgmUwWjYklA3GgAb4EsUUB/arx0k0BQQFdbsb/sHk9Aih9j7lqeUkDgnBGlvc1SQCBB8WPM3U1Ai2zn+6mxUkBRa5p3nLJOQLN78rBQ71BAIGPuWkJuTkCrPldbsZdKQKg1zTtOMU5Akst/SL+1UkAX2c73U6tOQAWjkjoBkVNACYofY+7iTEDb+X5qvExRQOXQItv5nlJAJzEIrBwqR0DnHafoSAZRQNuK/WX3VE9AwoanV8o6TEDnHafoSOZQQOf7qfHSGVFAcvkP6befUEApyxDHunRTQGN/2T15GFBA/Yf029fdUECJ0t7gC9dSQGq8dJMYTFFAHhZqTfNeUkBfmEwVjLpEQBHHuriNwlFAUI2XbhLzTEDIBz2bVedPQMxdS8gH5VFAhA1Pr5SZUEAJG55eKaNQQHxhMlUwllNAxSCwcmihTEBkzF1LyE9KQLG/7J48fFVAnYAmwobvUEBSuB6F68FSQKyL22gAL0pAYTJVMCoZUUBUUiegieBRQE5iEFg51EpANxrAWyB1UEBNFYxK6nRGQJF++zpw4lFAZRniWBdzVEB2Tx4WanVPQLHh6ZWywFVADJOpglHxTUBZF7fRAE5PQPRsVn2u/k1ANIC3QIKeUkCNKO0NvphOQHWTGARWclBApb3BFyYfU0DOqs/VVkxNQGlv8IXJ7ExAMEymCkZ1UkDXo3A9ChdUQCv2l92TE1JAuK8D54xAR0Ap7Q2+MOlHQCbkg57N/lNAVTAqqRN0UkD1SlmGOAJQQCV1ApoIH1BAFNBE2PAkT0BTliGOdR1RQO84RUdyoU1Ae4MvTKb6T0Bv8IXJVGFPQMHKoUW2w05A845TdCSbU0AAb4EExTtUQDarPldbyUhAEhQ/xtwlUUCP5PIf0sNQQJXUCWgi/E1AHhZqTfMaU0DhehSuRx1QQM/3U+OlV1BAs+pztRX/UUC/fR04Z1xLQIbJVMGo/FJA1zTvOEVbUUBWfa62YmtUQK7YX3ZPNlFA097gC5OZU0ASg8DKoc1GQAfwFkhQOFJAYqHWNO9MVUCcM6K0N+hNQHh6pSxDVE5A5BQdyeWzVEBRa5p3nPpOQH3Qs1n15VJA78nDQq2BR0CDL0ymCqJQQAwCK4cWGVNAHVpkO9/3SkB9PzVeuilRQDcawFsgfVNAc2iR7XwnUUDvycNCrZlBQEdy+Q/pe1ZA3NeBc0aoU0CmCkYlde5QQLu4jQbwRkhAWKg1zTseTkBJnYAmws5RQBpR2ht8kVBAwaikTkAPUEDb+X5qvKxHQKd5xyk6MlFATKYKRiWNTUDFjzF3LYFTQCzUmuYdn0tAXCBB8WPEUECDwMqhRR5UQCBj7lpCBktAaCJseHopUkD4U+Olm0hQQLHh6ZWyXElAqaROQBOZS0AFNBE2PIlRQAfOGVHa81BAiGNd3EarVUA5RUdy+UdPQLPqc7UVG1JAhxbZzvcPUkANcayL2+xRQMZtNIC3yFJA3+ALk6n6UUCXkA96NiNRQGiR7Xw/eVBAqDXNO05ZTUCx4emVsgxUQB3J5T+kC1RAP8bctYTAUEAPnDOitH9QQD55WKg1fVFAj1N0JJe/TkB5WKg1zftSQKVOQBNhX1JAl5APejYHU0A9CtejcBFRQMrDQq1pblNAGJXUCWhaUUBWfa62YttRQOC+DpwzOk5AFNBE2PA8SUA7cM6I0rpQQH6MuWsJ6VBAt2J/2T2xSkC8BRIUPyZQQHPXEvJBS1JAXCBB8WNUUEAVHcnlPxBQQN/gC5OprlJAih9j7lq6RkBeukkMAn9RQGPuWkI+XFFAjLlrCfmkVECDUUmdgGZQQMrDQq1pBklAc2iR7XxPTUAmUwWjkl5VQDy9UpYhuldA+zpwzoiaVEB/+zpwzgxTQBrAWyBBHVVAGJXUCWiCTkA/V1uxv9xMQIofY+5amlRAjnVxGw1cUkCuR+F6FJZTQAisHFpkH1JAQxzr4jbCS0Cze/KwUMNQQCS5/If0s1BAhJ7Nqs+BU0C5/If023tTQEymCkYlFVJA3SQGgZVjTkCEDU+vlN1PQIzbaABv0UtAescpOpIfUEACK4cW2b5IQLIubqMBoFBArthfdk9KUkCxUGuad6BRQI/k8h/Se1hATKYKRiWVTkB+jLlrCQFPQMRCrWne2U1ARdjw9Ep5VECsHFpkOw9JQIzbaABv8UNAcT0K16PIT0BPQBNhwzNMQLgehetRwFFAAd4CCYq3TkC4rwPnjMRUQBx8YTJVNFNAnMQgsHI4S0BZF7fRAFpRQAg9m1Wf805AYHZPHhbiT0DgnBGlvelPQMGopE5Au0xAX5hMFYy+UEBSuB6F691SQM6I0t7ge09Anl4pyxCrVECZKhiV1KFHQOeMKO0N5kNAbqMBvAViRkArGJXUCfhRQGuad5yiC1FAEFg5tMgmSUCeXinLEHdUQHo2qz5XG0hA/kP67evATkB2cRsN4D1QQEvIBz2bSVJAqRPQRNhEVEAvbqMBvH1NQCBB8WPMaVJAt9EA3gK9UEAvbqMBvIVWQOviNhrAF1JAcRsN4C1MUUAsZRniWBtTQM3MzMzMxFFA+aBns+r/UEAtQxzr4oZFQHEbDeAtcFJAwcqhRbZHUED2l92Th51PQDxO0ZFczlFAw9MrZRmiSECrz9VW7GdQQD0K16NwRU5AeqUsQxzjTUBvgQTFj8FNQKg1zTtOqVBA7zhFR3I9UED7XG3F/upSQA5Pr5RlnFJAUPwYc9eaWEBgdk8eFtZSQNiBc0aU1k9AWYY41sX9UUCDL0ymCpZOQJCg+DHmOlBATYQNT6+UREBdbcX+sntJQA5Pr5RlRFJAfPKwUGuWU0DZPXlYqD1SQA3gLZCg9FJA2T15WKhZVUDgLZCg+AlQQNEi2/l+7lFAETY8vVJCVUBFR3L5D6lPQCntDb4wjVFAR3L5D+nLUEBbsb/snlhQQMRCrWneLVZA0ZFc/kPKSkB9rrZif/1RQFdbsb/solJA8tJNYhDcUUAydy0hH/RPQNnO91PjhU1A0m9fB84FUEBzaJHtfH9UQKrx0k1idFJA5x2n6Ej+RkArhxbZzq9OQH4dOGdEBVBA9bnaiv09SkBj7lpCPhRQQP5D+u3rJFNAUwWjkjo1U0DBqKROQB9UQFR0JJf/YFFAjErqBDRRUUDZPXlYqMVSQD9XW7G/PFRAm1Wfq60YS0BmZmZmZhpSQH3Qs1n14UdAcvkP6bdXSUBGlPYGX4BWQAwCK4cWkVBAorQ3+MKwU0A1XrpJDOJNQJeQD3o2i05Ay6FFtvORUkAQ6bevA2dUQCcxCKwcLlBAXynLEMdiUUALtaZ5x0lIQPhT46WbqFZAxyk6ksuPU0ACmggbnmpTQPjCZKpgJFBA7lpCPuihUUBEi2zn+6lSQCegibDhiVNAke18PzUmVEDTTWIQWH1SQDm0yHa+l0pAGJXUCWgaSkDLEMe6uFFSQIGVQ4tsv1JAGCZTBaOyUEA/xty1hIxRQI9TdCSXb01AMCqpE9CAU0BvEoPAyqFOQLn8h/Tb90hAc2iR7XyXUkBd3EYDePNPQOeMKO0NXlFAx0s3iUGoUUCTOgFNhN1PQGZmZmZmXlJA9ihcj8KdWkCxUGuad5RKQLyWkA96ylRAUPwYc9eqTUBLWYY41gVPQBUdyeU/xElAat5xio4IVUBXW7G/7JpRQPaX3ZOHFVVAt2J/2T0dVkB/+zpwzmhTQDarPldbkVRAMQisHFrMTkDA7J48LABRQEMc6+I2akpAXW3F/rIjUUCz6nO1FUNRQFD8GHPXok9AQKTfvg7AUkCOdXEbDXRQQMcpOpLLy1FAvsEXJlPNUkDgnBGlvbVSQC2yne+nAlFAutqK/WXXSUCASL99HWhQQJ7vp8ZLT1RAylTBqKRyUkDdtYR80OtQQC6QoPgxxkpAxLEubqMtVEB0tRX7y2ZRQNxoAG+BQFJA/Bhz1xKCU0CIY13cRn9TQOzAOSNKi09AlWWIY10kSkASFD/G3ElSQDPEsS5uQ01Axm00gLdYUEBVwaikTpxSQEmdgCbCHlNAsVBrmndsT0BYObTIdnpRQBpR2ht8+U1ABoGVQ4vAUEA3GsBbIPlJQJJc/kP6nU5ACYofY+7KSUBtVn2utsJMQGlv8IXJjFJAFK5H4XokUkBUUiegiYhPQA6+MJkqOElATKYKRiU9R0AjSnuDL9xNQL99HThnsFBANIC3QIJSUkDpJjEIrDxNQDlFR3L5/1NArthfdk8CV0CYbhKDwPpUQNQrZRniEFNAutqK/WWfU0BPr5RliPdSQIj029eBI0lA6Nms+lwRUEC7uI0G8L5LQFFrmnecdlFAYqHWNO9wREBQjZduEq9RQFwgQfFjRE9A+MJkqmCIUUCKjuTyH/ZQQJp3nKIj2UxA7zhFR3KBVUBSJ6CJsNlPQA5Pr5RlQE5AS+oENBFeUUCKjuTyH05QQNUJaCJskFNAvjCZKhidUUAu/yH99t1IQPp+arx0/1JAPujZrPrsU0DKw0KtaRJQQBzr4jYakFJAaW/whck0UUD8GHPXEoJHQL4wmSoYsVJAUdobfGFaUEASg8DKof1QQJ+rrdhfpk5AF7fRAN7aUkB3vp8aL7FRQF1txf6y01NAjNtoAG+hVUBbsb/sngBTQH0/NV66IVBACKwcWmSnVkCoxks3idFQQC6QoPgxhk5A8BZIUPzYS0AnoImw4blTQKabxCCwykBA8IXJVMGgUkAbnl4pyzBSQIiFWtO8T1VA7lpCPugNWED/snvysDBTQBlz1xLyWU5Abef7qfFSU0D6fmq8dJNLQInS3uALm1BAEHo2qz4/TUASpb3BF/ZMQJEPejarVlJAmpmZmZl1VEBkzF1LyMdSQHlYqDXNu1ZAidLe4AsDUEAUrkfheuROQEtZhjjWvVBAK4cW2c43TkBSuB6F6zVSQIZa07zjTFFAWDm0yHaOU0Ba9bnain1QQDSAt0CCykZAjgbwFkg0UkAc6+I2GpBLQA5Pr5RlaFBArK3YX3ZPU0D7OnDOiCpTQGHD0ytl9VFAIbByaJGNUEADeAskKBZRQNlfdk8e7kxAXwfOGVEiU0DUK2UZ4tRSQGTMXUvI+1BABFYOLbItVEBBguLHmB9TQBniWBe3sU9AFNBE2PCETkDV52or9t9RQFpkO99P1VNA/yH99nXgSkB2Tx4WaoFRQJ7vp8ZL11BAQs9m1eeKR0BiodY07yhOQGwJ+aBnQ0xAeJyiI7nIVkCOdXEbDYRQQEw3iUFgDVBAO99PjZfOUUAAkX77OthKQCnLEMe6hFFAdQKaCBtiUUDzjlN0JBdRQKjGSzeJ7VJAUPwYc9faT0C/fR04Z8hUQJ88LNSa7kpAq8/VVuwvTEAQ6bevA99OQEku/yH9XlNAU5YhjnWhUkCQoPgx5lZHQDsBTYQNt1FAjLlrCfnoUkDmriXkg7JRQH9qvHSTiFJA/yH99nXIUEB24JwRpTVTQG1Wfa62MlFAJJf/kH7zVEDjNhrAWzxVQA1xrIvbqFRAYVRSJ6C9UEBz1xLyQYdRQGB2Tx4WekpA2T15WKhtS0Ch+DHmrv1OQMbctYR8PFFA93XgnBHZVUCwA+eMKK1LQDhnRGlvVFNAz2bV52qLT0D9h/Tb14lKQG/whclU1VNA5x2n6Ei6UUCKsOHplcJUQDAqqRPQVE9A845TdCS/U0CSy39Iv4VOQOLplbIMKUhARrbz/dToUUAWak3zjt9QQF8pyxDHvlJARIts5/vZVkDn+6nx0i1QQMsQx7q41U9Arthfdk9WTkAkl/+QfoNQQFCNl24Sy1NAnzws1JoeV0DTTWIQWDVRQLKd76fGL1FARrbz/dToTUDo2az6XMVQQJkqGJXUiVVAguLHmLuKVEDLEMe6uM1RQAfwFkhQsFZAXynLEMeOU0A2PL1SluFQQIEmwoanJ05AOpLLf0hHUEBxGw3gLfhGQJp3nKIjTVNAUdobfGESUEB1kxgEViZTQFioNc07ZlBAIR/0bFa1SEAnMQisHFpVQGaIY13cjkdAZmZmZmamRUBLWYY41j1DQA3gLZCguEdADwu1pnk/TkC6SQwCK5tUQCDSb18HKlJAZF3cRgOwUUAoDwu1pmVSQPXb14FzzktAb/CFyVRJVUC8lpAPesZOQIXrUbgeCVJABcWPMXcRU0Djx5i7lvBQQMZtNIC3zFVAMzMzMzMrTkDUK2UZ4qhSQPkx5q4lpExAvVKWIY4VVkArGJXUCShKQFYOLbKdV1JAiPTb14HHUUClTkATYbtPQGFUUiegWVNA0LNZ9bmCSUBoImx4eqFRQN4CCYofW1JAKxiV1AkoS0DkFB3J5a9SQOPHmLuWuEpAa5p3nKIfUkCRfvs6cCZSQPfkYaHWxFBAeVioNc3TSkCu2F92T95QQA4tsp3vL1RAak3zjlP0S0B8YTJVMNJQQAFNhA1PP0tAGXPXEvL9UECNl24Sg3hQQLByaJHtTFVArK3YX3bXT0DwhclUwXRTQKyt2F92P01A3nGKjuSyU0BSJ6CJsMVSQAwCK4cWKVJAzqrP1VYUTkD6fmq8dCNMQC2yne+n6lVA097gC5M9UEAr9pfdk09NQM3MzMzMCFFA/Yf029c5S0A=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"648\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"649\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"aVIKur3kFkCkpfJ2hNPxP5z51RwgGBBA/reSHRvhGkCw/s9hvrwSQHfbheY6rRVAZysv+Z/82r/D2EKQg/IZQDzcDg2LUdG/7UeKyLBKGUBNvtnmxrQVQPsFu2HbIv4/jGfQ0D8hEUDe5SK+E3MOQMO7XMR34gBA5gXYR6cuBEA8vVKWIU4IQKoOuRluwBxA7dgIxOvaHECWIY51cVsRQKMeotEdBBBAg92wbVGmCEA26iEa3cEEQISezarP1dA/i3H+JhSiGECvzjEgex0fQM3km21uDBNA+GuyRj3EBkBLcsCuJk/bvzI9YYkHlBNAQ3OdRlqqDUAoLPGAsmkFQLu5+NueoOe/QiYZOQtbF0BV+3Q8ZmAHQPfHe9XKtCFAqoJRSZ2gH0B06spneZ4FQMU4fxMKMRxAkIgpkUSvEkDj32dcOPAbQG2QSUbO4hJA3/jaM0viFEDyXrUy4dcZQO7O2m0X+h9A0/avrDSp+j+vsUtUb80VQNobfGEyVfI/6uxkcJQcIEBSSZ2AJkInQDMbZJKR8xRAwARu3c3TFUC9UpYhjtUlQKfoSC7/oRBAaJHtfD/VJUBO7ncoCvQaQDCBW3fzdCBASFD8GHN3JkArE36pn/cGQNR9AFKbiCJADat4I/OIEUCBCdy6m2ciQBZLkXwlkMA/sTOFzmsMEkDMtP0rK90gQLk2VIzzNwlAaeOItfgEIUAGL/oK0uwRQMjqVs9JXyFAk//J372j7T8iwyreyLz6P7K61XPSKyBAPGagMv59+j+QTl35LM/fP6Wg20sagx1AWd3qOek9DkA+eVioNQ0LQAQcQpWa7SFAmWTkLOypCMD5Zpsb0wMgQPUQje4g9gVASUxQw7ew0z9yp3Sw/o8ZQDGUE+0qJP4/8IrgfytZHUBsPq4NFYMUQIhGdxA7MxRAMPXzpiKFI0BCB13Cobffv530vvG15/8/5pE/GHjuGEC+wRcmUyUkQF9egH10+iJAhlrTvOO0JkBHWipvR3gAQMo329yYriBAEFg5tMg2D0Dek4eFWlMgQPZiKCfa1QtAFt7lIr6T5r+FI0il2NHEv8L6P4f58iJAfa62Yn/Z9D9OKETAIRQJQNL7xteeWRtAw7tcxHdi8b/B/1ayY+MJQI4G8BZIMBNAlUiil1GME0BGfCdmvdgEQAwHQrKAyQFAM/lmmxvTDkC05VyKq+oYQESoUrMHWvE/iIBDqFJzF0AUIuAQqtQjQHNoke18Pw9AmN9pMuNt4z8ofoy5a4kNQB4Wak3zziVAgIKLFTWYIkAjhEcbRywXQGtI3GPpcyFAH/RsVn1uGED5LM+Du7MSQD1EozuIXRVA2ZlC5zUWFECBBMWPMRcqQE65wrtcFCNAL90kBoHVKkDmkT8YeM4YQOiHEcKjTQVAhXe5iO9kG0COO6WD9f8gQIzbaABvQStAfh04Z0SJLEC62or9ZTcmQKFns+pzJSFALSEf9GyWJkCrCaLuA9AWQKTfvg6c8yhAbcoV3uUyIEA/kSdJ10wiQJXUCWgiDCNABrth26K8IEArGJXUCSguQDLmriXkgxpA4Ep2bARiH0AxX16AfRQjQDtwzojSHilAcT0K16NQF0BDrWnecWopQHdn7bYLzRlAz/dT46X7KUCPU3Qkl38yQMjNcAM+/wlAGCZTBaOSJUCxUGuad3wmQGwJ+aBnMyhAoyO5/If0D0DS4/c2/dkTQMsQx7q4jfC/rWnecYpuJkAhByXMtF0SQAYv+grSTAVAowG8BRI0JUA+eVioNW0pQATnjCjtDSxAd/NUh9zsFkCw5gDBHF0YQLWmeccpOidA8tJNYhAYJkBGJXUCmkgwQFmGONbFzSxA6s9+pIjMEUA/kSdJ1+wSQKeRlsrbkQlAGm7A54dxF0AyPWGJB5T4v7H5uDZUvCBAxOv6BbtBHEDtnjws1NonQHS1FfvLLilAPrMkQE0tIUBjnL8JhcgDQJ3X2CWqlxdAXwg57/9j7D/CFyZTBWMMQPJBz2bVpyZAFR3J5T/0IUBMpgpGJZUkQJV9VwT/WwxA3h/vVSuTA0DVeOkmMWguQODyWDMyyOG/Rz1Eozs4I0D9vKlIhZEaQNCbilQYux1ArK3YX3avMUCkU1c+y2MgQCMVxhaC/BpAI6Et51J8FkBIxJRIorcTQBXGFoIc9CBAyy2thsTdI0C7m6c65GYYQMHicOZX4yJABaOSOgHNLEBUdCSX/zAtQK93f7xXbQ5AHcnlP6SfKkAfotEdxE4CQGiz6nO1tShAyCQjZ2HPDEDbiv1l9+QlQGaIY13ctjNAVACMZ9CAIUBkXdxGA5gnQEjhehSupy1AO3DOiNL+GUAb9RCN7vAhQF6fOetTjtQ/1NSytb6oHEAawFsgQZEkQJm7lpAPOitAr5RliGPdJkDjNhrAW8AsQPKwUGuaVyRAsVBrmndcB8DMf0i/fX0YQLth26LMxhNAYOXQItt5EUBuNIC3QCImQKCJsOHpdStAXrpJDAKrJkDgufdwyXEYQEoMAiuHVglA/TBCeLSBIUBSRIZVvJH/vzJ3LSEfNCxAXI/C9SjcJEAbZJKRs8AgQHctIR/0bCZAKH6MuWupJkD5oGez6jM2QJtyhXe5SBpAGsBbIEFhOUB1yM1wA64iQN9PjZduUiZA6UMX1LfsI0DF/rJ78nArQBiV1AloIiRAWHOAYI6+HkDkFB3J5U8hQMNkqmBUIjJAAd4CCYp/MkBcGyrG+dsTQBIUP8bc9SpAK8HicOanIECqYFRSJ8AwQJVgcTjzqxpAS8gHPZv1LUBiFW9kHjkXQE2h8xq7hB5AzxWlhGBV3T8qOpLLf0gmQO84RUdyWS1AI0p7gy8cN0DAeAYN/bMjQFbUYBqGbx5ADi2yne9HIEB4CyQofiwlQDVG66hq4htAEvdY+tDFB0AY7IZti/IRQAMJih9jLi9AqvHSTWJQKUAEVg4tsr0lQIJzRpT2RitAwOyePCx0JUBOYhBYOXQyQPG6fsFuGCBAN4lBYOVwJkCGWtO841QuQFZ9rrZivytAY+5aQj7oLEClTkATYeMoQNQrZRniuCVA9BWkGYtmIUCpE9BE2FApQC6QoPgxBi1ANUHUfQAyI0Bu+rMfKaLxv4Hs9e6PxyNAFmpN845TMUAR34lZL6YVQIWZtn9l1SJAKGGm7V9ZHkB3LSEf9AwmQDwUBfpEXhNACcTr+gW7C0B07+GS434gQBvYKsHi8BpA1zTvOEXHEkCbj2tDxdgbQH4dOGdESSpAuarsuyLYEUDt0/GYgVohQEmdgCbCZjtAIeUn1T7dDkA7NgLxuj4iQCmuKvuuCAhAaVch5SeVA0AwR4/f27QdQJWfVPt0/ANAk6mCUUn9IkDgLZCg+HEmQP32deCcMTBAzGJi83EtG0BGtvP91HglQO/Jw0KtyRJASL99HTjnDkDH155ZEgAZQFg5tMh2zjBAgQTFjzFHNEDarPpcbbUxQKMBvAUSFCtAAU2EDU/PKkCKdhVSfpIbQDtwzojSfipA/yH99nWAJEAiwyreyFwcQPFL/bypyAhAmnecoiM5LUDT3uALk2krQNaoh2h0B8O/kKD4MeY+I0B1ApoIGx4kQJbnwd1ZWxNA3bWEfNBDIEAcfGEyVbAmQIP8bOS6qe0/fdCzWfX5L0CU3je+9swUQHBfB84ZMTFAqvHSTWLwMEDaA63AkLUbQOFdLuI7MSBAGXPXEvIhHUBL6gQ0EcYwQFg5tMh23jFAdCSX/5DeJEDPMSB7vXsOwDGZKhiVtCpAITzaOGItAECVZYhjXVwkQJM6AU2ErS9A9P3UeOkGLkA/NV66SQwkQPOOU3QklyxA/mX35GHBK0BNhA1Pr3QpQFGgT+RJgiFAsAPnjCiNKkCutmJ/2V0wQOCcEaW9QSRA1pC4x9JHCMBfmEwVjEoqQLMMcayLGy1A4UVfQZpRG0BxVdl3RfD5P4zbaABvIS9AQ8cOKnEd0L/r4jYawBsoQNv5fmq8FCdA3sg88gcjFUCHp1fKMkQqQOOlm8Qg0CdAqRPQRNhwJkB8YTJVMGomQH6MuWsJGStAB/AWSFC8MEBJnYAmwiYlQA6+MJkq2AZAVFInoImQKUAwnkFD/6QhQKRwPQrXYwRAS8gHPZv1L0CkcD0K1+MsQBL3WPrQJRrAm+Ydp+g4MUB7FK5H4ZokQCmzQSYZuRdAEOm3rwOnJkCsi9toAI8sQM9m1edqCzZASKeufJZHH0Bt5/up8XIpQArcupunOgrA/isrTUohIUBMpgpGJVUlQEku/yH91jBAy4Rf6uctIED5oGez6tMsQAaBlUOL7ChAd9uF5jrNDkCk374OnOMyQCEf9GxW3SNAz04GR8krCUAeFmpN884qQEjhehSuhzFA1A5/TdbIGUBAE2HD06stQPYoXI/ClTVAkPeqlQmPI0Dy0k1iEPgrQM9m1edqSy1AVcGopE4gKEB06spnef4XQL8OnDOi9ClA3/3xXrWyB0DL2xFOC14FQMpUwaikDixAwcqhRbZTJUC8dJMYBLYkQJNS0O0lLSNAlPYGX5hsJECh20sao/UdQGfV52ordjBALpCg+DEmLECc+dUcILgXQPXb14FzljFAP8bctYQcJUAdOGdEaQ8rQFPovMYu0RRAGsBbIEFRLkBZaVIKuj0gQKvP1VbsPzVA9Pi9TX9mI0AtIR/0bGY3QN9PjZdusihAV1uxv+w+LkDdJAaBlYMuQK/rF+yGbdY/D9b/OcyXD0DOiNLe4AswQOlILv8hXSZAk6mCUUndJkDl0CLb+T4rQGQGKuPf5xFAe9rhr8mKI0Dek4eFWjMoQCTRyyiWWxdATx4Wak3TMkDKVMGopA4nQOCcEaW9QQVAGsBbIEFxLUAkl/+QfjsuQIEExY8xdzBA9bnaiv1FN0CASL99HZgpQDJ3LSEfNCRAoBov3SQ2MEDjwoGQLPAhQHReY5eojiBAJLn8h/R7FUDX3TzVITcNQHbCS3DqA8k/4xk09E8wGkCb5h2n6MgnQIZa07zjtCxAdjdPdcitFkAAxjNo6E8iQOtztRX76ydAvp8aL91kJEDWHCCYo/cjQHL5D+m3zy1A93XgnBGlKkAK16NwPQoqQPMf0m9fVzBAfjoeM1D5HUDy0k1iEFgpQMdjBirjnx9A5dAi2/neKED3deCcEcUwQAWjkjoBzS9AutqK/WWXLUAtQxzr4hY0QAvSjEXT+RRA9Bq7RPVWEUDizK/mAKEWQLyWkA969i1AXmiu00jL+D+WIY51cfs1QEOtad5xigRAmdh8XBsqE0D0bFZ9rrYvQBPyQc9mFSJATDeJQWBFJ0A3GsBbIOEpQGt9kdCWMxRA5j+k376eM0D5LM+Du1MRQIenV8oypCRA8IXJVMEo/L/W5Cmr6XrcPzvfT42XLhNACD2bVZ+LL0C/DpwzojQrQBB6Nqs+ly5AuFhRg2nYGkCVZYhjXVwJQF97ZkmAuiFAlSu8y0XcFEAOLbKd7ycxQFsIclDCTCBACW05l+KKGkAAAAAAAIAvQGLWi6GcSBJAj+TyH9KvMED27LlMTYK/P9Sa5h2n6C1AB84ZUdrLMkBfmEwVjEosQAyTqYJRKSpAXYqryr4rAkC05VyKq0obQCbkg57NyihAVTAqqRNQK0DsF+yGbSsTQGQ730+NVw7A66hqgqibH0BF2PD0SjkuQHbgnBGlfRtAb4EExY/RKkDbiv1l9wQqQNcS8kHPZitAoyO5/Ie0KEDKMsSxLu4lQJQT7SqkHBdAqd4a2CoRI0DLEMe6uO03QBueXinLQDdAj1N0JJe/LkDswDkjSrsWQNYcIJijRyNAiGh0B7Ez2z/ZPXlYqDX4P8WPMXctoSZAAwmKH2PuMkAH8BZIULwsQAaBlUOLbChAzojS3uCrJ0APC7WmeSczQEMc6+I2uipA1JrmHafIL0C3Yn/ZPXkrQF3cRgN4qzBA5xiQvd69DECWsgxxrIs0QBWMSuoE9CpAPkLNkCoK4D90RpT2Bt8oQEvqBDQRFi5AJnDrbp6KIUBvEoPAykEkQPxvJTs2EiFAEvdY+tBFFkCpE9BE2PAoQIlBYOXQQjBAcoqO5PIfMkCI9NvXgVMnQLfRAN4CSSZAO3DOiNK+MECk5NU5BvQiQOm3rwPnDC1AJt9sc2O6H0B7FK5H4Wo0QBEebRyx9iJA/cHAc+8hB0CgibDh6bUoQGZrfZHQdhZAObTIdr5/K0DWi6GcaOcjQELPZtXn6jRAFO0qpPzEI0CrPldbsW8zQNzXgXNGxDFAKsb5m1BoHEACmggbnl7yP2sr9pfd0zZAm8k329zYHUCfzarP1dYpQJYhjnVxuylA7zfaccPv7j+X/5B++5o1QBPVWwNbxRpAn82qz9WmNEAna9RDNJohQI4G8BZIMCdAv0hoy7mU8T84+MJkqrA5QAAAAAAAIDdARdjw9EqJMEA1XrpJDHIhQNhHp658dhtAwoanV8qiM0CoNc07TmE0QG3n+6nxMiNAXrpJDAJ7NUCjkjoBTcQpQFFrmnecIidAnYAmwoYHM0COBvAWSNA2QBB6Nqs+tzJAhNiZQuc14T8NVMa/z9geQH0/NV66yS1ARfC/lewoI0B8REyJJPoIwJeQD3o2yxFAb4EExY/xMUCNKO0NvrAvQLfRAN4COTZAVp+rrdivM0Df4AuTqWIYQI0o7Q2+sDBA3Xu45LgTH0BeY5eo3loHQHZxGw3gLShApb3BFyaTKEDkFB3J5Z8zQFfsL7snzyxAkIMSZto+B0ADYDyDhr4JQInS3uALMzFA8u8zLhzoFED/If32dQAkQE65wrtcRPI/BaOSOgEtJUAU0ETY8DQxQBKlvcEXNjFAokW28/20LkCY3ZOHhbowQKA3FakwlhNAMnctIR/UJkDqBDQRNpwtQCC1iZP7fRtAio7k8h9yJ0DONjemJywRQAq/1M+bCh5A9bnaiv0lJkD7y+7JwyIpQJBrQ8U4f/i/RUdy+Q/5NUD4cMlxp4QgQBE5fT1fs+E/0ETY8PRqMEB0RpT2Bt8qQD9vKlJhLCNATmIQWDnEMkApXI/C9ZgyQPwYc9cS4iJAZmZmZmZ2MEAr9pfdk5cxQPFG5pE/+CBApg9dUN/yEED1SlmGOBYsQIv9ZffkQTBAIv32deBsM0AOLbKd73cyQElL5e0IZyFA6spneR5cIkDswDkjSrsaQIBIv30dmDJA0gDeAgkqNEC+pDFaR3UVQAK8BRIUvydAJ2vUQzTKIkBpdAexMzUjQMxdS8gH/SZAgQTFjzEXJ0A/V1uxv2z2P+PCgZAsQBxAn3b4a7LG4r/f4AuTqUIpQCNKe4MvbB1Adv2C3bAtGUBLWYY41nUxQJ8CYDyDBvA/ERlW8UYmI0BbQj7o2WwqQLxXrUz41SBAcvkP6bcvL0AZc9cS8lExQKz/c5gvrxxAokW28/1UJUDsL7snD2skQO0NvjCZai5AZ0Y/Gk4Z4b89LNSa5u0wQA8LtaZ5RylA097gC5NJM0Cq8dJNYpAqQL/xtWeWFCNA6gQ0ETb8J0DRkVz+Q1omQJrOTgZHiRxAS8gHPZv1K0DTTWIQWPk2QF3+Q/rtSylAwoanV8rSKUCMFTWYhoEQQGq8dJMYBC1AXrpJDALrJECamZmZmdkwQIums5PBERBAKbFre7ul6r9xPQrXoxAuQA5Pr5Rl6ChAzF1LyAftMEAMk6mCUcn0Pzj4wmSqoCdAJuSDns2aM0B6pSxDHAswQJhp+1dWWgdAcAhVavZAGkAAAAAAACAqQFpkO99PTSpA6Ugu/yG9MUAvo1huaXUMQI9TdCSXHytAroGtEiz+IUCcxCCwcmgxQMAhVKnZoxNAPZtVn6tNKED8qfHSTeIwQHjRV5BmbBRAJlMFo5JaI0ARNjy9UpYXQK+UZYhj3RxA+1xtxf4yH0AJih9j7oo1QDlFR3L5LyhAowG8BRLUE0DsL7snD0soQIeHMH4a9+y/xoUDIVlA9D/EsS5uo1E0QIGVQ4tspy9AZmZmZmbGNEAU0ETY8LQQQKHWNO84JTBA5WIMrOP47z990LNZ9VkdQOoENBE2fB9A9ihcj8L1NECR7Xw/Nd4rQFK4HoXrsTBAtAJDVrfaEEDV52or9mc0QEtZhjjWJShA2c73U+PlL0CkcD0K18MuQH/ZPXlYyChAgNQmTu53CkDwhclUweg5QIEmwoanhzRAVn2utmJfKkD1udqK/eUHQKwcWmQ7/yZAPL1SliGuMUC+3v3xXtUhQE5FKowt5CBABTQRNjw98L+WQ4ts5/slQBB6Nqs+NzNA4zYawFtAI0CZu5aQD1o0QKpla32RUO4/E/JBz2Z1JkBrmnecoiMtQBN+qZ83tRlAUkmdgCbCLUBGmQ0yyYgXQPKwUGuaNzVAE2HD0yuFFUBs7BLVW8MGQEYldQKaaDpAejarPlfbKUAN4C2QoFgmQK5kx0YgHhJA5SfVPh2vGEDwhclUwcghQP2H9NvXoThAdF5jl6heH0DJdr6fGu8rQCKmRBK9rCBA5/up8dLtLEDA7J48LDQuQKnZA63A0A9AXkvIBz37KUDT3uALk6knQDJVMCqp0xHAQSswZHWLHUBrn47HDMQiQHzysFBrmgtAopdRLLe0AkAFFytqMI39PznWxW004DJAPzVeuklsKUD8qfHSTWInQCzxgLIptx5A2IFzRpT2LkDr/xzmy8sbQILix5i71iVAFNBE2PB0NUA51sVtNDAxQHZPHhZqHTFAbVZ9rrYiK0D83qY/+2EjQHy45LhTWiBA6X3ja8+MEkBP6WD9n8MBQBNhw9MrxSdAdk8eFmqtKUB4nKIjuQw1QGUZ4lgXtyhABW7dzVMtIUAJih9j7iozQGiz6nO1ZTBAWvW52oodKUBKDAIrh/YtQB+F61G4njNA/mX35GEBL0CfPCzUmhYwQE8eFmpNUyRAf2q8dJMIMEBSms3jMJjcP+oJSzyg7Pc/UWuad5yCMUDWxW00gJckQECk374OfChA7FG4HoX7MUCHp1fKMgQ/QMUgsHJoIT1A2nIuxVVlIUB8J2a9GOoYQOzAOSNKOy1Az2bV52orJUDvycNCrUkqQAEwnkFDPxpAsb/snjxML0A1RuuoagIGwNDVVuwv2y9AKld4l4sYGUBwd9Zuu/ATQAfwFkhQzDVAwhcmUwUzMkALJCh+jPkhQK00KQXdXiFAFR3J5T/kHUBIv30dOCc2QCzUmuYdRy5APDHrxVBOGkCPU3Qkl18rQBzr4jYaYBBAA3gLJCi+JECV1AloIuw4QLn8h/Tblx5A+zpwzoiSKEAnbD8Z40PrP57vp8ZL1y9AsVBrmndcK0BCPujZrNolQDojSnuDPzZA4C2QoPgxJ0DM0eP3Np0iQLFQa5p3vCtAmpSCbi95IEAQ6bevA2clQPAWSFD8KDFAXdxGA3jLOUAJUFPL1noNwEvIBz2bFSlAUQfDyrJxjj+/DpwzouQzQKRwPQrXQzJA6glLPKAsA0A5C3va4W8VQNv5fmq81BRA0vvG1565F0AtYAK37mYKQEp7gy9MhixAwTkjSnsDKEB4nKIjuTwnQLdif9k9+TZAPDHrxVBOE0CKH2PuWoIcQMjShy6o7wZAEr2MYrklGEAqOpLLf6goQBv1EI3uQBtAgGWlSSnoIUD7y+7Jw6IpQD0K16NwbTZAImx4eqVsL0AUP8bcteQvQCeDo+TV2R5AJ2a9GMp5IkDY9Qt2wzb6P8RfkzXqwR1A98ySADXVIUDzPLg7a4ciQOzAOSNKewFAoS3nUlwVFkCwA+eMKG0ZQJ0ui4nN5xlAGQRWDi2SKUB5knTN5Bv1Pw9iZwqd5yBA9+RhodaUKUBfKcsQx3owQMJR8uocg/M/7Z48LNQaLED8qfHSTSIzQMdLN4lB4CpA24r9ZfckB8CE2JlC50UjQFPL1voiYR1A9n8O8+XlIECRD3o2q64yQL6fGi/dxC5AMEymCkZlKUCLVBhbCNIaQIuJzce1IRxAEoPAyqGVMkBVMCqpE1A0QJyKVBhbCP8/y6FFtvP9KkBkzF1LyOcmQALxun7BHiJAOUVHcvkPLkDJdr6fGt8hQDZZox6iASBAl/+Qfvu6JkCcoiO5/AfxP7HEA8qmXB1AdF5jl6hOIkCq8dJNYjAhQMr9DkWBfgVANqs+V1vxOED4U+OlmwQxQKfoSC7/gTdAyjLEsS4eMEAJ+aBns4olQOW4UzpYf/s/nYAmwobnKkAhsHJokS0sQIenV8oyxCRAkst/SL+dN0CpaoKo+4AgQCKOdXEbbSVANjy9UpYhJUAQWDm0yEYwQKg1zTtOkTVAOpLLf0hXQkC0WfW52towQMdoHVVNEB9AqMZLN4lBLkB0JJf/kJ45QDXvOEVHcipAPzVeukmcMEDM7snDQi07QMbhzK/mMCNA4lgXt9GAJEB1kxgEVu4lQJsb0xOW+AzAc9cS8kEfMkAukKD4MRY0QE5iEFg5lCRAHVpkO9+vJEAHmWTkLOwNQCk/qfbp2CBA2c73U+OFK0CrPldbsS8yQNUJaCJsGBlAbeLkfofiGkDIQQkzbZ8awNSa5h2nODNA2ht8YTIVNUDvOEVHcrkmQCYBamrZWvO/g1FJnYB2MEBZhjjWxS01QDbNO07RUQ5A0NVW7C+7MEDswDkjSrswQJeQD3o2iypA/yH99nVgKEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"650\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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Bt5c0BiFAuAGfH0aIIkBAh/nyAmwVQNcS8kHPZiBAX3tmSYD6HkBcj8L1KHwlQNqs+lxtpRxA0NVW7C8bF0DWbrvQXGcTQATKplzhvRhAiLoPQGqTHkCKPEm6ZgIhQCnLEMe62B9A5ldzgGBOHkDhKHl1joETQD7L8+DubBhA8IrgfyvZH0AwKqkT0JQiQIXrUbgehSBACJRNucIrIEAi/fZ14HwYQPYoXI/CFSFA+tUcIJgDFkDgZ1w4EPIcQM5wAz4/nCFAQN6rViY8IEBfJLTlXKoiQCZw626eeiFAmBdgH53aH0CqZWt9keAgQJNvtrkxPR5AAfbRqSs/IUBu3c1THcIhQKrU7IFWIB5Ax4Ds9e7/IUBljXqIRvccQOMZNPRP8B5A/TBCeLQRH0DDZKpgVLIbQCUjZ2FPuxtALUMc6+J2JEBuhhvw+ZEhQH4AUps4CSNAOl0WE5vPIEC4zOmymIggQFEU6BN5Uh5A9b7xtWdGIEA5ud+hKLAaQKCmlq31RSNAHooCfSLvEkAGKuPfZ4wiQG7dzVMdsiFAz2bV52rrJEAdIJijxz8gQKdc4V0ugiNALnO6LCa2HEAN/RNcrCgfQMvW+iKhLRNAmG4Sg8BqIkBxOPOrOTAhQAIOoUrNvh5AcuFASBYwHkBmZmZmZoYgQIy+gjRj8RBAkElGzsKuI0BhTzv8NfkdQMOedvhr0hxAfSJPkq55F0B6whIPKBsfQKTH7236sxlAhc5r7BIVGEBPO/w1WZMiQD4FwHgG7RRAICQLmMAtIkC28/3UePkgQGK+vAD7CBpA8fRKWYaYGEAge7374z0fQKd5xyk6EhpAM+GX+nmzH0Abnl4py5AhQCeDo+TVmRhAKlJhbCFIIEDdzVMdcjMaQIQqNXugFQVA097gC5OpH0BkWMUbmbcjQLYQ5KCEmRtAboYb8PkRIEDOqs/VVowbQCpvRzgtuBNAK01KQbdXG0AUrkfhekQgQMR8eQH2MSJA71UrE36JGUCc+dUcIDgbQHY3T3XIzSBAxXJLqyGBI0CLMhtkktEXQPuWOV0W0w9A8gwa+if4HEA5tMh2vu8jQEpGzsKeFhpAkzXqIRpdE0DqCUs8oKwZQDYC8bp+oRVAuDtrt124IEAmGTkLe6ojQGnjiLX49B1AC3va4a/pIUBO7ncoChQiQBVSflLt4yFAITzaOGKNF0DHndLB+l8fQL7Z5sb0FCJA/vFetTIhGUD/If32dYAaQLQCQ1a3Gh1AL6NYbmm1H0CRLGACt44gQJVliGNdPBhAdJgvL8BeE0Ar3sg88jchQAWoqWVrPR5AcSAkC5igE0D7dDxmoBITQF7XL9gNWxtAhnKiXYUEI0BaKm9HOE0dQIkpkUQvAxpAnNzvUBSoHkChLedSXHUZQLlTOlj/Jx1A1H0AUptIIUCyne+nxiskQB7EzhQ6vyJAl1ZD4h77I0BGCI82jhgiQFovhnKiXRtAw552+GsSHUAOvjCZKpgYQAStwJDV3SFAjliLTwGwF0B4KAr0iXwiQAYSFD/GnCFAMNgN2xaFHkAnTu53KIobQIKo+wCkRiFAqFKzB1qBGkB4l4v4TiweQKLuA5DaRBxAl6jeGthqHkDSGK2jqmkVQL6HS447pR1AzF1LyAedGkCTb7a5Me0gQMu5FFeV3R5AxAjh0cbxHUAfnbryWe4gQDBkdavnBB9AtFn1udoKG0DXwFYJFpcgQMPTK2UZwh1AwcqhRbaTJ0Dir8ka9ZAhQJT2Bl+YPCFApN++DpzTG0BXlX1XBF8hQF6AfXTqyhlA7ZklAWoqGkCQ96qVCb8dQLD+z2G+3BhAVACMZ9DgIUDtDb4wmcoaQDI9YYkHlBxAi+B/K9mRIUDvj/eqlSkXQASQ2sTJ3R1ATtGRXP4DHUBz1xLyQU8eQEXwv5XsuB9ASS7/If3WF0AxCKwcWuQkQCzUmuYd5xxAPBQF+kT+HkCemPViKDcgQNDQP8HFih1AGXPXEvLBHEArweJw5rcjQPYLdsO2ZRtAlDDT9q/cIkD20akrn0UcQLKd76fG6x5AvW987ZmFFkA34PPDCEEjQHPXEvJBnyBA2UKQgxLGFkACt+7mqW4hQAYN/RNcDBpAxqcAGM9gIEDr4jYawBscQB04Z0Rp7yVAX0GasWiqIEAwTKYKRgUkQBx8YTJVICJApz/7kSIyIUBO0ZFc/qMUQOm3rwPnjB5AN3Fyv0NRIUBt5/up8fIaQLEzhc5rrBhASphp+1cWH0BpUgq6vcQdQC6QoPgxRiVAyXGndLC+FkACgjl6/G4iQMIv9fOmYh5Apics8YCSE0DdmJ6wxEMeQGsOEMzR4xxA88gfDDy3HEAZraOqCWITQFH3AUht4hhAzTtO0ZFMIUDbbRea63QWQGa9GMqJVh9AeAskKH5sIEBdv2A3bJsaQIyhnGhXwR1Ah6JAn8gTHkAOMsnIWZgbQOMZNPRPoCFAVOOlm8QAGUAQWDm0yLYaQNBhvrwASyJAVRhbCHLwH0Axzt+EQuQdQFQAjGfQ0BpA9DehEAHHGEDWxW00gOchQGZOl8XE1iFAmkLnNXYpFED99nXgnAEiQPZ698d7FR1AIoleRrGcFkAdcjPcgF8gQGGOHr+3GSBAh6JAn8gzG0A6kst/SB8bQBpR2ht8wRhAUu3T8ZhBIED35GGh1jQnQPrQBfUtExVANsgkI2ehHkBKtU/HY3YiQKkwthDkoB5AQMHFihrsFUAMAiuHFmkiQC7KbJBJBhdAMZkqGJXUHUBc5nRZTGwdQJ9ZEqCmZiBAs3vysFArFEBwQiECDhEgQIY41sVtVCRAFmpN846TGkAfEVMiiR4WQMi1oWKcXxhA1QloImzYF0APYmcKnScgQAZM4NbdXBxA5BQdyeW/JUDvchHfiVkgQGOXqN4amB9Ab4EExY9RIECwOJz51fwZQMcpOpLLHxFAHv6arFH/IkAabsDnhzEdQNE/wcWKiiFAUaVmD7TyIEBqGD4ipoQaQIYb8PlhRCBAPdUhN8NtIED7dDxmoDIiQArXo3A9ihdAvFzEd2JmIEB+b9Of/egjQB+duvJZriBA6Ugu/yFdHkBOl8XE5sMcQL9gN2xbNBlAhjjWxW10JEA5l+Kqsg8ZQIwtBDkosSJARkJbzqXIIUDkDwaeey8aQA2mYfiI6CFAntLB+j+HHECnrnyW58EUQJUrvMtFHBJAbt3NUx2SH0BENLqD2DkgQFK4HoXr0RhAdbD+z2EeE0COklfnGFAQQGowDcNH5BxA1ouhnGi3G0B6qkNuhrshQAoRcAhVSh5AODKP/MEwIkA+6Nms+lwcQPM8uDtrRyFA9kVCW86FGkAxX16AfVQaQFn60AX1bRdAaVch5SdVHEBwXwfOGbEUQKRwPQrXQyFAHqfoSC4fG0CyutVz0hseQE8eFmpNUyRAjh6/t+lvFEBsskY9RIMYQN6wbVFmoxdAObTIdr4fJkDJWdjTDi8gQIkMq3gjMx1AHCWvzjFgFEBj7lpCPugSQNlaXyS05RBA4xk09E8AIECob5nTZREaQAMmcOtuPhxAMbH5uDb0HUDN5JttbiwjQAMmcOtunhlAdCSX/5CeGkBTXFX2XREhQLXgRV9B+hpA5ldzgGDOFkC7YduizAYjQLprCfmgNyFAnwJgPIPmH0CyhSAHJUwhQNO84xQdqRxAHPD5YYTgIECnrnyW5zEgQFIKur2kUR5AyJi7lpD/IUBangd3Z40eQAjJAiZwixhAkzoBTYSdIEB7gy9MpmoZQKeRlsrb0RpAr+sX7IZtG0Brt11orgMgQPFo44i1eB1Ae/fHe9X6IUCSXP5D+q0aQMbctYR8kBtA+U7MejF0GUDFPZY+dMEZQGagMv59JhpA6gQ0ETY8JUAErcCQ1a0aQJGb4QZ8vh1AY+5aQj4IF0DmV3OAYI4bQB9LH7qgHiBAnG1uTE94HkC+3v3xXjUhQOlg/Z/DnBpAh6dXyjJkF0Ao8iTpmvkiQC1DHOvithRA/tR46SaxIUCPjUC8rp8cQATnjCjtLSVA5QrvchHfGEBmZmZmZiYhQGiz6nO19R9AUDblCu8SHEC5cCAkC8ggQCLDKt7InBlAayv2l91THEDu68A5I2oZQDOny2JiMyBAxF+TNerBE0DbheY6jfQcQN0HILWJsxlAm1q21hdpGEDTvOMUHekmQBwlr84xoBNAqU2c3O/gIkBGsdzSaogZQPT4vU1/dhZAMNgN2xbVIUBgqwSLw1kbQDbNO07RkSRAxyk6kssfG0ASFD/G3DUfQJdzKa4q2xhAl+Kqsu9KHkCazk4GR2kaQFw4EJIFDB9A2J5ZEqAmFkDLEMe6uA0bQH/2I0VkuB5A4uR+h6IgH0A/kSdJ1zwjQC1DHOviRiBAtTf4wmTKIECCVmDI6iYiQPjCZKpgVBtAEqCmlq01FkDQJ/Ik6doUQA5nfjUHCCJA0ETY8PQ6I0C6SQwCK8cbQNi2KLNB5h9AT3XIzXBDIkC1MuGX+jkRQHrCEg8oWx1AO/w1WaNOIEAoLPGAsikfQINpGD4iJhdApSxDHOuiJkADQ1a3es4gQBObj2tDZRRA1T4djxl4IUAs8YCyKfciQBPyQc9mNSRA8IrgfyvpIECk5NU5BgQcQJVgcTjzaxtA9rTDX5NFIEAiq1s9Jx0eQEG3lzRGSx1ALXjRV5AmHkAv+grSjIUYQF35LM+D+xlA5WGh1jSvI0AqUmFsIbggQNhHp658lhlALhwIyQLGHkABMJ5BQ18fQHOdRloqjxtAfjUHCObIGEDg1t081QEaQIEJ3LqbJx1Ab9i2KLPBHkCTxmgdVS0bQGPRdHYymBdAnZ0MjpJ3GkD8HYoCfWIhQAzIXu/+GB9APsvz4O6sIUAr9pfdkycpQF7XL9gNeyBAUYiAQ6iSGUD7kSIyrMIcQLU3+MJkih5AsI9OXfmsFkD/snvysFAhQEa28/3U+BdA10y+2ea2IUD52jNLArQZQHxETIkkmiBA9aEL6lumGUAH0zB8RMwaQKNAn8iTJBpAGTkLe9rhG0BlcJS8OscaQE1KQbeXFBlAJo3ROqo6IECfsMQDypYgQBniWBe3MSZADcNHxJRoGkCbcoV3uWgdQESGVbyRuRtAvJaQD3rWFkCy17s/3pshQFdbsb/sPh9Ap8tiYvOxGEDw3Hu45PgbQNAPI4RH2xdASgwCK4e2G0C/mgMEc3QcQODW3TzVIRRApriq7LviGUCDTDJyFrYgQLprCfmgJyRAmKPH7216G0B4YtaLoZwaQBTQRNjwNCJAVIzzN6FQHkCCkCxgAtcTQF5ortNIixtAE2HD0ytFFUBLH7qgvlUhQDElkuhl9BxAz4O7s3YbIUCHvyZr1KMYQDEIrBxaRCFAxsTm49pwG0A+eVioNY0ZQJ1GWipvhxpAwM+4cCBEGUCAmlq21rcXQPp+arx0Mx1AorQ3+MLEKECGONbFbZQgQAu1pnnH6SRAPnlYqDUNHEDkFB3J5d8dQGE3bFuUeRtA3o5wWvCiC0Bt/8pKk7IVQI3ROqqaoB5AgsXhzK+WI0DjNhrAW0AgQHWTGARWriBAqvHSTWLwG0AkC5jArXshQO4IpwUveh9AkbjH0ofuH0BZF7fRAD4bQOmayTfbLCJABHP0+L3tF0AFUfcBSP0iQBMsDmd+5SBAjGfQ0D+hE0A0aOif4IIdQMEcPX5vYyJA6fF7m/4sHUBLWYY41sUhQDUk7rH04RpACks8oGw6IED2evfHe7UbQOwX7IZtqxdAnUtxVdlnIUC78lmeB5caQJ1oVyHlhxlAbEPFOH9zGUB1ApoIG/4WQEJ4tHHEmhZAInGPpQ+9GkC7Cik/qZYgQESoUrMHmiFAbjSAt0AyIEAj2/l+ajwZQMYWghyUcA9ARUdy+Q8pIECjBtMwfEQfQMdGIF7XHyFAguLHmLtWIEC9UpYhjhUkQH6MuWsJeSRAW18ktOUcIUC693DJcecdQIyhnGhXQR9A9ODurN22IECrz9VW7A8XQGEaho+ISRRAF0hQ/BiDIUA9YYkHlJ0gQIiFWtO8gx5AIJijx++9IkDmdFlMbB4bQB3J5T+k3xpAB5lk5CzMH0B63/jaM0sYQPvL7snDMiJAUORJ0jXjIEDayeAoeZUgQK6BrRIszh9A0ZFc/kNaHECJKZFELwMVQPxvJTs2ohlAPGagMv5dFkCD+pY5XfYZQOhNRSqMjRRAOkAwR4/fIkA7jbRU3m4aQO6x9KELSh5Ao0CfyJNEGkAMk6mCUckZQEJ4tHHEuhdAVYfcDDcgHUBblNkgk+wcQLw/3qtWNiJAyJi7lpDPGEC0yHa+n9odQIxn0NA/IRBA93XgnBHlGkB+GCE82vgTQF66SQwCWyNATI47pYMFI0Ce0sH6P8cfQManABjPMCFA0ETY8PQKIECFfNCzWXUQQPIHA8+95xpASBtHrMVnG0CeKXReY4chQH3ogvqW2RxA46qy74pwIkCwVYLF4QwWQDOny2JiUx1A5bhTOljfHUC/ZU6XxYQfQJXx7zMufB9ASddMvtlmGkBvZB75g8EcQFeyYyMQbxZAu/JZnge3GUDWi6GcaDchQGJnCp3X+BtAmEwVjEq6I0Blx0YgXicgQOUn1T4dDxhATKYKRiX1IEAXvOgrSJMeQDPcgM8PMyFAYTdsW5RJIUA730+Nlw4eQNUJaCJsGB9Arwj+t5I9HUCOdXEbDaAiQCScFrzo6x5AKCzxgLJZIEBYVpqUgs4gQFiQZiyabiJADi2yne9HJUA9YYkHlE0bQPg2/dmPNB5AP6n26XjsHkBYHM78am4eQAFNhA1Prx9AjukJSzygEkDUt8zpslgfQPphhPBokyJATyMtlbfjF0BpjNZR1YQcQHhi1ouhfCNAtB8pIsPKF0AYYB+dugIhQEymCkYllRZA1bK1vkhIH0CFQgQcQuUiQC2yne+nBhtAXDgQkgWMHUAFo5I6AY0eQPzG155ZMhZAJ6Wg20t6GUA1DB8RU8IZQGqHvyZrNBtAWwhyUMJMHEDqz36kiGwUQJZbWg2JmxNAW+uLhLa8GUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"653\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"654\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"655\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"656\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"659\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"qDXNO07xF0AAV7JjI5AYQMoV3uUi3hlAeuQPBp67GkCFCDiEKnUZQNo4Yi0+5RhAfT81XrpJGUDcnbXbLlQYQN6Th4VaExlA9YQlHlCWGUASMSWS6KUYQLO1vkhoixlAPE7RkVz+GECJ78SsF2MZQKyQ8pNqXxhAr7FLVG8tGUDHKTqSy18aQEfmkT8YeBpAXyS05VxKGkCMSuoENPEZQCRiSiTRyxlAUu3T8ZhBGkBvL2mM1pEZQOFFX0Ga0RdAfZbnwd15GUAhdqbQeY0ZQOgwX16AnRhAI4RHG0esGUD5g4Hn3gMZQOBKdmwEYhlAY3/ZPXlYGECscwzIXs8YQGO0jqom6BlAAK5kx0agGUCndLD+zwEaQDtwzojSvhdAKzBkdatHGkCFCDiEKvUYQEvIBz2blRdAU8vW+iLhF0AVxhaCHDQZQDW1bK0v0hlAznADPj/sGEBzhXe5iI8YQMX+snvyEBhA5e0IpwWvGEBpHVVNEDUYQKpDboYbkBpARRK9jGIZGECMFTWYhiEaQKmkTkATwRlAmG4Sg8CKGECYhuEjYmoZQAIOoUrNPhpAz72HS467GEBwfO2ZJaEZQN+mP/uRghlAjgHZ690/GUAng6Pk1dkbQCqRRC+j2BlAaJHtfD81GkABTYQNT48ZQBN+qZ839RhAEK/rF+wmGkCcM6K0N7gZQKMeotEd5BpAr5RliGOdGEDQ7SWN0boYQI/8wcBzLxlAdjdPdcitGUDDgZAsYAIZQCdO7ncoKhlAmG4Sg8CqGUBMw/ARMQUaQAaeew+XPBpAyjLEsS6OGkCafLPNjUkZQBBYObTIlhlA3h/vVSvzF0AlQE0tWysZQGkdVU0QFRlAy/Pg7qydF0A6r7FLVC8ZQGGm7V9ZKRpAW3wKgPHMGUDarPpcbSUZQOG04EVfYRlAsAPnjChtGUC3KLNBJhkZQNpVSPlJtRpAmN2Th4WaGEBWSPlJtY8ZQJ+rrdhf1hlAa2XCL/XzGUDzPLg7axcZQFdgyOpWzxhAesISDyh7GEDReY1dotoYQH6MuWsJWRhAyeU/pN++GkCaQuc1dokZQBoXDoRkQRhAi6azk8FxF0CLcf4mFAIZQEWeJF0z2RhAMZkqGJV0GkBVGFsIcrAYQGXfFcH/thdAsoUgByUsGECyS1RvDawZQLG/7J48TBpAdjI4Sl6dGUDdXtIYrSMZQIMvTKYKhhdAIQclzLQdGUDGihpMwzAZQF2Kq8q+ixhA4NbdPNXBGUB/3lSkwlgXQEpBt5c0phtA58b0hCVeGEA+eVioNS0ZQFTGv8+48BhAc4V3uYiPGkD9E1ysqGEZQEG8rl+wGxlAb2Qe+YNBGUBC7Eyh8zoZQMrgKHl1DhhAdJgvL8B+GUAJpwUv+uoYQPZFQlvO5RhAL6hvmdOlGEB4tHHEWrwYQOvFUE60KxlAU9DtJY2xGUDaA63AkBUaQLVPx2MG6hpAnYU97fB3GEClLEMc6wIZQGzsEtVbgxpAIuAQqtSsGEAnvW987XkZQNZz0vvG9xlAO+RmuAF/GkBGCI82jhgZQGiR7Xw/NRlAGvonuFhRG0C9++O9asUYQCbHndLBuhpA4GdcOBByG0BBKzBkdesYQGjQ0D/BhRpAuOnPfqRIGkA/xty1hBwaQGK+vAD7KBhASP5g4LnXGUBrmnecosMZQNklqrcGNhlA/pqsUQ+RGkA91SE3wy0YQGDq501FihlAogvqW+Z0GkBaZDvfT+0ZQKeWrfVFIhhAoMN8eQFWGEDrc7UV+4sYQGItPgXAmBhAiPTb14HzGEA7/DVZo/4YQPZFQlvOBRhANqs+V1vxGUDl0CLb+b4YQNZW7C+7BxlAseHplbIsGkD3deCcEYUZQNieWRKghhhAARjPoKG/GUADlfHvM84YQHldv2A3TBpAppvEILCyGUAmNh/XhooaQLLXuz/eSxpAJ6CJsOHpGUBjRQ2mYdgZQMxAZfz7DBlAlialoNsLGUAeG4F4Xb8YQLYQ5KCEeRhAJ07udyhqGkBjRQ2mYZgYQNf6IqEthxpAlQ7W/zmsGkB/arx0kxgYQCy3tBoStxhAaqSl8nakGUC2SrA4nNkZQEinrnyWZxtAm3KFd7loG0B88rBQa9oXQEzD8BExJRpA+GuyRj3kGUCrCaLuA3AYQCAMPPcejhlAPGagMv7dGkAlWBzO/EoZQPfpeMxAJRlArd12obnOGUCRRC+jWE4YQGjLuRRXVRtAQPuRIjIMGUApIsMq3qgaQKLRHcTOlBhAjPhOzHqRGEDowd1Zu20ZQEOtad5x6hpA8gwa+icYGUBWt3pOeh8bQDsBTYQNLxpAiPTb14GzGUCp2QOtwFAZQEmAmlq2FhlAcSAkC5jgGUCnP/uRItIXQNWytb5IiBhAgzRj0XRWGkCYaftXVhoYQBbB/1ayIxlAYf2fw3wZG0Dg88MI4ZEYQJM16iEaPRlAvOgrSDO2GUDDtkWZDTIZQO0qpPykmhlAbypSYWzBGEBZNJ2dDA4bQFjFG5lHvhhAHLYtymwQGUCzDHGsizsaQE5FKowtpBpAL/oK0oyFGUAQO1PovEYYQMgMVMa/bxpAu/JZngd3GECU3je+9qwaQKd0sP7PARlA/wQXK2owGEBMpgpGJXUYQEvNHmgFRhpAWOIBZVMuGUBivrwA+wgYQHb9gt2wbRhADRr6J7hYGkAlzLT9KysZQFZI+Um1DxlAE5uPa0MFGkAlXTP5ZhsZQCmzQSYZuRlAroGtEiyuF0ASa/EpAGYZQKZ+3lSk4hhAVU0QdR/AGkAcCMkCJnAYQB4Wak3zzhhA7xtfe2bpF0BbmfBL/RwZQAT/W8mOjRlAet/42jNrGECJXkax3JIZQM42N6YnjBlAG4F4Xb8AGUBeY5eo3joYQN6wbVFmQxlA3/jaM0uiGUDm6PF7mx4YQCaN0Tqq+hlA7nw/NV4aGUD7dDxmoFIZQBk5C3vaQRlAqMZLN4lBGkBvRzgteFEZQAFNhA1PbxhAqdkDrcAQGEAGZK93f7waQB1aZDvfTxdAA8+9h0tOGECg4GJFDWYYQGKh1jTvGBtAUkmdgCbiGEB/EwoRcAgZQMVyS6shkRhAhJ7Nqs/1GEDek4eFWtMXQG8Sg8DKoRhABaipZWs9G0B/2T15WAgbQDuqmiDqnhhArJDyk2r/GUBoy7kUV1UaQPevrDQpxRlAt2J/2T0ZF0CQ96qVCd8ZQCBB8WPMnRlATUpBt5f0GkApIsMq3ogXQEwao3VUNRlA1uJTAIwHGkDtZHCUvDoZQNlaXyS05RhApz/7kSIyGUCzzY3pCYsYQGCwG7YtqhpAww34/DCCGEBVGFsIclAZQHqNXaJ6yxlAU67wLhcxGkD186YiFeYYQI0LB0KyoBhA7wOQ2sQJGEBKmGn7V1YZQITTghd9JRtAnWNA9np3GkA8FAX6RD4YQG0csRaf4hhAz04GR8nLGUAC8bp+wc4ZQOkrSDMWzRpAjXqIRnewGECOHr+36S8ZQHL5D+m3bxlAaD9SRIZVGkBKmGn7V7YZQHugFRiyOhlA3pOHhVpTGEBy3CkdrP8ZQNKpK5/l2RhAbqMBvAXSGUANpmH4iBgaQBHHuriNBhlAT5KumXzTGEDD8BExJfIaQLmNBvAWKBlAB9MwfERsGECGIAclzNQZQHuDL0ymKhlA+PwwQni0F0C7RPXWwBYYQPq4NlSMUxtA+Um1T8fDGUAsms5OBocYQBVXlX1XJBhA48eYu5aQGUARje4gduYYQFH3AUhtQhlArKjBNAyfGUB90LNZ9RkYQML6P4f50hZAWBzO/GqOGEDbFmU2yKQYQJ5eKcsQxxhAiSR6GcXSGUBlGeJYFzcaQC0hH/Rs9hlAowG8BRK0GECaCBueXkkZQN9PjZdu0hhAE/JBz2YVGkDwbfqzH+kZQDdUjPM3YRlAskY9RKO7GUALDFnd6vkXQLUV+8vuyRhAd/hrskY9GUAuxVVl3zUZQAETuHU3zxlA4syv5gDBF0Aw2A3bFqUZQGvxKQDG8xhAUu3T8ZhhF0DVz5uKVFgZQHhi1ouhvBhA9KYiFcb2GEDA54cRwsMaQKLuA5DaJBlAuw9AahNnGECBW3fzVKcZQPdY+tAFVRpA3SQGgZXDGUB0XmOXqN4YQMyXF2Af3RlAnbryWZ4HGUDRdHYyOAoaQM42N6YnjBlAsHJoke2cGEBJaMu5FPcYQLdif9k9+RlAS3ZsBOJVGkAC8bp+wa4aQO317o/3qhlACD2bVZ/rGUBS8uocA1IYQLecS3FV2RhAIEYIjzaOGUDikuNO6aAZQJG4x9KHzhdAcjPcgM9vGUCxv+yePMwYQHWw/s9hnhhAHy457pQuGkAJbTmX4uoYQKJ/gosVVRlAPPceLjmOGUAf14aKcZ4ZQGuad5yiYxdAbagY529iGUBos+pztRUZQIEmwoanNxlAqyaIug9AGkAtIR/0bHYaQLpJDAIrhxlABYasbvW8GEDOUx1yM5wYQJz51RwgmBpAZRniWBe3GEDvchHfiRkZQA034PPDiBlAbJVgcTjTGUCpMLYQ5IAYQBtMw/ARMRlA4dHGEWuRGkD4a7JGPYQaQOBnXDgQMhlA85Nqn44nGUBvDWyVYPEXQHrHKTqSCxlA7IZtizL7F0BbttYXCa0YQCAMPPce7hhAYmcKndfYGkAN/RNcrIgaQNFXkGYsehhA4C2QoPgRGUDayeAoebUYQKp9Oh4z0BdAJQaBlUPLGEDIBz2bVR8YQBE2PL1SNhpA9gt2w7bFGEB9rrZif7kXQOc1donqDRlAUWaDTDIyGUCnIhXGFmIZQHe+nxovvRlA7dgIxOuaGkB06spned4ZQFRvDWyVYBpAIQIOoUpNGEBS8uocA1IZQDfg88MIoRlAn5PeN752GkAK16NwPaoYQExsPq4NNRtAFmpN846TGkBJY7SOqkYYQFvTvOMUvRhArir7rgi+GkCPjUC8rv8YQEoMAiuHlhdAjPM3oRAhGkCny2Ji89EZQCvZsRGI1xpAWFaalIJuG0AAb4EExS8YQM11GmmpHBpAVoLF4cxvGUB4uYjvxEwZQHO6LCY2vxlA81meB3fHGUAEkNrEyX0XQMmwijcybxhAF58CYDwDG0AL0oxF0zkZQNmZQuc1VhdAqkiFsYWgGkDVPh2PGcgZQB+A1CZOrhlA2NglqrfGGUD9MEJ4tNEXQBV0e0ljFBlAEoPAyqEFGUCjzAaZZMQWQJ2FPe3wtxlAfnTqymdZGUCU+x2KAr0YQObo8XubHhhALVvri4RWGkDTTWIQWJkZQGTMXUvIhxpAvvbMkgAVGkB40VeQZgwZQBObj2tDpRdAbkxPWOLhGECg4GJFDcYZQCBGCI82zhlAnOEGfH7YGUDh0cYRa7EYQOMZNPRP8BpAT3XIzXDDGEDzyB8MPBcZQEJ4tHHEWhpAaR1VTRC1GUBA3qtWJnwaQCOERxtHzBlA6fF7m/7sF0BsBOJ1/cIZQCDSb18HThtAmQ0yycjZGEAfotEdxA4aQBRcrKjB1BhAMxtkkpFTGEA98gcDz30ZQPkx5q4lpBdAezGUE+1qGUDymIHK+BcZQBv1EI3uwBhAJ2vUQzT6GED430p2bMQZQOChKNAn0hhAfERMiSSaGED4GRcOhMQYQDSAt0CCQhlAC3va4a9JGUAl6ZrJN1sZQOc1donqrRhA65Cb4QbcGEDIzXADPr8ZQAKaCBuefhtADhXj/E0IGUDbM0sC1LQXQN481SE3wxhA8Irgfyt5F0CBzw8jhMcaQEymCkYlFRlA56kOuRnOGUBIFjCBW5cYQLlwICQLWBlAQUgWMIGbGkALtaZ5x0kZQJAxdy0hnxlAOkAwR4/fGEBwmdNlMXEZQP2k2qfjERhAdEF9y5yuGUBUNUHUfSAYQCYZOQt7GhlAIXam0HmtGUAZBFYOLRIZQOKvyRr1EBhA5KCEmbYfGkBE3QcgtWkZQM8sCVBTKxpAajANw0eEGkBcGyrG+XsbQH+8V61MeBlAeVioNc07GECMhLacS1EZQLivA+eMqBhAur2kMVrnF0DtgVZgyAoZQGxblNkgkxpAnUtxVdlXGUBhw9MrZbkXQIzzN6EQQRpAqB3+mqwxGUByv0NRoE8YQN9PjZdu8hlAYKsEi8N5GUCYF2AfndoYQJmesMQDShlAfuNrzyzpGUAJ+aBns8obQG2tLxLashdA7j1cctzpGEBcVfZdEbwYQE6c3O9QtBhAsVBrmnf8GEACmggbnl4YQIhjXdxGYxpATfilft50GUBzLsVVZf8ZQGQe+YOBpxlA4XoUrkfhGUA+syRATW0YQNEi2/l+ShtA65Cb4Qb8GUCU+x2KAj0ZQB0gmKPH7xhAdxVSflINGkBiEFg5tAgYQDgteNFX8BpAVyHlJ9WeF0C6TiMtlTcZQMzuycNCbRpASL99HThnGEBpVyHlJ5UYQCB7vfvj/RhAL26jAbwFGUCqZWt9kRAZQLPviuB/CxlArd12obmOGUDY0w5/TdYXQIz4Tsx6MRhAyqZc4V0uGUCzDHGsizsZQPxvJTs2AhxAVpqUgm7vGEB6whIPKHsZQK4q+64IPhhAk1LQ7SVtGUCAK9mxEUgaQC+ob5nTBRlAHCWvzjGAGECGIAclzBQYQFMFo5I6gRdAfVwbKsY5GEB5AfbRqWsaQN0HILWJcxpAXYqryr5rGEDr/xzmy0sYQMpUwaikjhhAs14M5USbGUB6whIPKPsYQDIDlfHvsxlAgqj7AKSWGkBz1xLyQc8ZQJBrQ8U43xdAJXUCmgi7GUAtCVBTy5YYQFdD4h5LPxlAt9EA3gJpG0D6J7hYUQMZQDHO34RCJBpAc7osJjafGkBmFMstrQYZQLtE9dbAVhhAdCmuKvtuGUCR0JZzKY4aQDTXaaSl8hhA/1vJjo0gGEAbTMPwEVEaQOW4UzpYHxlAdO/hkuNuGUAsn+V5cJcYQLG/7J48bBhAD7QCQ1b3GED/lZUmpcAYQJGb4QZ8/hlAd2fttguNGUDD9Shcj0IaQLjM6bKYWBpAJUBNLVuLF0ChSs0eaMUZQKA3FakwthhAZhTLLa3GGECm0HmNXaIYQJxtbkxPmBlAECOERxtnGUBa8KKvIM0aQJ30vvG1RxhA0a5Cyk/qGEAZ529CIQIYQBb7y+7JgxhAqvHSTWKwGEBsJt9sc8MZQNTUsrW+aBhAU3k7wmlBF0Asms5OBucZQNbFbTSAVxpAMBLaci7lF0AWhzO/mqMZQCR/MPDcmxlAmQ0yycj5F0COHr+36e8YQGsr9pfdExhAlZ9U+3R8GUBKJNHLKPYZQGZJgJpa1hlATkUqjC2EGUBNMnIW9nQZQPj8MEJ49BdA3/jaM0tCGUCuKvuuCJ4ZQK1M+KV+fhhABYasbvUcGUB+GCE82pgYQDG2EOSgBBpAahMn9zuUGUBOet/42hMZQArXo3A9ihhAxSCwcmgRGkBdUN8yp4sZQDUMHxFTghlAnPnVHCDYGEBdv2A3bNsWQAPPvYdLDhhAwZDVrZ4zGkCsyr4rgj8aQDDw3Hu4RBlA64uEtpxrGEAge7374z0aQEGC4seY2xdAexSuR+E6GUCKWS+GcgIYQBNhw9MrZRhAGa2jqgnCGUC/t+nPfoQZQBXj/E0ohBlAE9VbA1vFGEAPtAJDVjcZQFQdcjPcABhAZ0Rpb/CFGkAJG55eKcsYQHHJcad00BdAxm00gLeAGUDrkJvhBvwYQCP430p2bBlA1LfM6bKYGECojH+fcaEZQNY5BmSvdxlAJSNnYU87G0ApIsMq3kgZQCCYo8fvLRlA5EnSNZNvF0AaNPRPcPEaQHoZxXJLKxhAk1fnGJCdGUDJ5T+k354ZQLTIdr6fmhdACtejcD0KGECt+lxtxR4XQNo4Yi0+RRhAkj8YeO4dGUD6YYTwaMMYQKrx0k1i8BhA7fXuj/cKGUDytWeWBEgZQOjZrPpcD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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"661\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"662\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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t6AJEAAkX77OpAmQBDpt68DRyJAGJXUCWhCKUDgSnZsBKIjQLn8h/Tb9ydAbVZ9rrZCKUAQWDm0yJYnQGoYPiKm5BtAWKg1zTvOJEC2Z5YEqIkbQCNKe4Mv/CJAGcVyS6tRI0DgnBGlvSEsQKVrJt9skyNA18BWCRZHH0CsOUAwR+8gQMsQx7q4TSRA8KfGSzfJJECBCdy6m3chQAtGJXUCWilAFR3J5T8EKkA4FakwtnAXQGBZaVIKiiJA0NA/wcVqHkBTBaOSOkEkQLjpz36kGCBASS7/If2WJUDwiuB/K+kjQCHIQQkzXSJAAkht4uSuIkBAE2HD0ysmQIY41sVtNCJAMnctIR8UK0AvbqMBvCUnQGFUUiegKSZA8rBQa5r3K0C8P96rVvYhQHbgnBGlvSdANxrAWyAhJED+ZffkYWErQFMFo5I6wShAzvxqDhD8IkDNzMzMzIwpQMA+OnXlUyFAN4lBYOXQJkDWrZ6T3pcdQOkmMQisnCdAg8DKoUXWKEC6SQwCK6cnQCQofoy5iyhAvfvjvWpVIkAIPZtVn8smQOm3rwPnbChATYQNT69UJ0AT8kHPZhUkQFInoImwoSVAcm2oGOe/IEBy+Q/ptw8sQHReY5eoLiBAfA+XHHfqH0AQQGoTJ1caQKH4MeauZShA+FPjpZukJkB4nKIjudwkQGPuWkI+CCRASnuDL0xmJkB2Tx4Wau0kQOtztRX7yx5ArIvbaACPKUCskPKTav8jQOkmMQisfCdAXW3F/rK7JkBZhjjWxU0tQMBbIEHxYylAexSuR+E6JEA2qz5XW5EqQHmvWpnw2yJAarx0kxjkJUDgvg6cM4IsQF+YTBWMSilAA1slWBwOIUDY8PRKWQYpQN6Th4VaEydAUdobfGESKUBcj8L1KJwpQFQ1QdR9oCFAAFKbOLn/HUC4QILix/gkQHfzVIfczCNA/Knx0k0CKUDoaiv2l90oQLN78rBQCydAIGPuWkJ+JUCWBKipZWsiQILK+PcZ5yBABwjm6PE7IUBaZDvfTw0oQFyPwvUoXCdA6gQ0ETbcKEDcRgN4C6QpQKYKRiV1gidAcSAkC5jgHkAldQKaCNskQEQ0uoPY6SFAQZ/Ik6RrHUA8TtGRXL4lQG40gLdAIidAPSzUmubdJUCQoPgx5g4oQPkUAOMZ9CNAj8cMVMb/IkDj32dcONAdQCqRRC+j+B9AirDh6ZXyKECBJsKGp/clQP7UeOkmUSpAowG8BRJ0JUARNjy9UjYkQFgczvxq/iNA/tR46SaxJUCrPldbsb8lQC+jWG5pRSBAL90kBoG1JEAaUdobfGEpQAkbnl4pqyNAAd4CCYqfIUAK16NwPcomQNMwfERM6R9Ak6mCUUn9JEAUP8bctZQiQHxhMlUwqiRAFO0qpPzkHkCx4emVsqwmQGq8dJMYRCZAc2iR7Xz/KUA/V1uxv0wiQMcpOpLLbyNAjgbwFkhQJEB4eqUsQywiQLfRAN4CSStAz/dT46V7JED2l92Th0UmQF3cRgN4CyVAe4MvTKYqKEDshm2LMhsVQHx+GCE8WiNAke18PzVeLED67evAOUMWQHMR34lZPyBAvjCZKhi1J0ClZg+0AkMiQCBB8WPMXSpABOeMKO0tJECqDrkZbpAgQMed0sH6vyBAWMoyxLGuKEC0WfW52uorQKjGSzeJgSdAl/+QfvuaJUBbQj7o2UwtQM0Bgjl6/CNA6Gor9pcdKUDB4nDmVxMbQDF8REyJJB1A/G8lOzbCIUCiC+pb5tQfQDtwzojSvidASnuDL0zmJkBCPujZrBokQCUGgZVDSyRAvAUSFD8mKECOklfnGAAhQOcdp+hI7iZAOGdEaW/QLECWQ4ts5/snQONw5ldz4CJAI9v5fmrcI0CoGOdvQlEgQGtgqwSLkyNAYf2fw3wpIkBhN2xblCkjQDEIrBxapCtAGlHaG3yBKkDQ1VbsL3smQMr9DkWBniNA30+Nl27SJkB9PzVeuqkmQGnjiLX4FBxAImx4eqUsKEDKVMGopA4nQIZa07zjFC1ASS7/If2WKEDdtYR80NMmQLA9syRA/SFAKA8LtaYZJkCU+x2KAq0iQAisHFpkGyVAy4Rf6ueNHkAbL90kBiEnQL6fGi/dBCZAXW3F/rIbJUDRItv5fgofQNnO91PjJSpA9mIoJ9r1IkB4nKIjubwmQKhXyjLEkStAZOlDF9T3IEBlNsgkI+ceQFwbKsb5ux1Afh04Z0SJJ0DarPpcbcUmQD81XrpJLCdAjLlrCfkAKkDnjCjtDW4jQAqFCDiESiJABOeMKO0NJkB0JJf/kJ4pQD9XW7G/jCZADwu1pnknJEA/jBAebfwgQJM6AU2ELR5Anl4pyxAHJkCoV8oyxNElQF8HzhlROiVADvPlBdgnG0DJ5T+k3/4sQLmq7Lsi+CNAb0c4LXjxIkCy17s/3ksfQOXQItv5vidAEce6uI0GKkDZzvdT46UlQNV46SYxSC5AiuWWVkNiIEDjpZvEIHAwQIzbaABvQSlAseHplbKsJkDtnjws1LomQOcYkL3ejSBAFYxK6gS0JUCC4seYuxYkQLdif9k9+SRALnO6LCamIkAeUDblCs8jQDxO0ZFcvitA0ETY8PTKJkDmriXkg54oQPkP6bevcyJAGw3gLZCAK0D3x3vVygQfQJkqGJXUiSVAM8SxLm5jJUCqglFJnSAoQBsN4C2QICRASOF6FK4nKEDYgXNGlDYqQNSa5h2niCRAeSPzyB88IkDeVKTC2IIhQJgvL8A+iiBArIvbaACPI0ARx7q4jQYrQJVliGNdXCtAO3DOiNLeJUArhxbZzpclQNPZyeAoeRpA5DEDlfEvIECNKO0NvhAmQGBZaVIKmiNA30+Nl27yJ0BzuiwmNk8iQJSHhVrTfCpAy6FFtvPdJ0DzjlN0JFcpQM4ZUdobPCFAKjqSy3+ILkCvlGWIY70mQFg5tMh2fihA0SLb+X6qKkDecYqO5HIkQF3+Q/rtiyVA6gQ0ETa8KUDA54cRwvMiQAX6RJ4kjSBAl5APejbrKEBDrWnecYolQME5I0p7IyVAVcGopE7gJ0BWfa62Yj8rQF2nkZbKexxAVcGopE6gKUDwFkhQ/DgkQMQI4dHGoSFArWnecYoOJ0CLprOTwSEjQNNNYhBY+SVA8kHPZtUHI0AOvjCZKlgnQDgQkgVMsCFAOwFNhA1vJEBQ/Bhz19IiQGnGounsZB9AOwFNhA3vJEBznUZaKs8iQLzoK0gzlhhAdnEbDeBNJkDwv5Xs2LggQI5AvK5fkCNALpCg+DHmJEC+nxov3cQiQJ9ZEqCmVhxADXGsi9uoJUB81cqEX0ogQMX+snvyECRAVwkWhzMfG0AAkX77OrAlQLSOqiaIyiJADtsWZTaoG0Aq499nXFghQHY3T3XILSFA5dAi2/n+J0DDR8SUSKIcQGWqYFRSpyZARiV1ApqIJkBlqmBUUgcmQGPuWkI+CCtA499nXDiQI0BqTfOOU7QsQIhjXdxGQydAfdCzWfXZJkC6SQwCK2cmQNSa5h2nSCZA4L4OnDPCKUCwA+eMKO0nQLG/7J48DB9AlWBxOPOrHUCrIXGPpY8jQNLGEWvxSSNAi2zn+6kxKkDysFBrmtcsQKyL22gATyFAaK7TSEt1IkDqz36kiNwjQEzD8BExNSNAvjCZKhhVKEB1sP7PYY4gQKBP5EnSBSFA6Nms+lwNJEAX2c73U+MrQMed0sH6nyJA/yH99nXAJEDdtYR80JMkQMxdS8gHfSRAodY07zhlJ0DF/rJ78tAmQO/hkuNOKRpACfmgZ7OKJ0CM22gAb8EoQJhMFYxKaiVArrZif9ldJEALRiV1ArooQE/MejGUcyBA/Knx0k3iJEAgKSLDKv4jQIMvTKYKRiRAWvW52ordJkDwp8ZLN7kwQPCnxks3CSRASx+6oL5FGkCns5PBUWIjQGebG9MTZiFAb4EExY8xJkDZX3ZPHlYrQGfV52orNidAAwmKH2PuJkDTTWIQWJkrQMKjjSPWwh5A8rVnlgT4I0BiodY079gkQABXsmMjcCNAukkMAiunJ0AFo5I6Ac0lQNu/stKkNCNAUI2XbhIjKEB0RpT2Bn8mQOf7qfHSLS1ARdjw9Eo5J0Btc2N6wqIjQK1p3nGK7ihAkzoBTYS9IUA/AKlNnHwgQMrDQq1pfidAYHZPHhYKJUCASL99HTgsQF3cRgN4yypA5IOezapvJEDeAgmKHwMmQA3DR8SUiCNAY7SOqiYIHUDDZKpgVDInQG8Sg8DKAShAlbcjnBbMIkBzaJHtfL8vQEi/fR04xyRAPL1SliEuKkCe76fGS3cqQH2utmJ/OShAMPDce7iUIkD7kSIyrLIhQCHlJ9U+3R9A/7J78rBwJ0A9CtejcD0YQGrecYqOxCZAE2HD0yulKED9MEJ4tJEVQJjdk4eFeiZASaKXUSznIEC4HoXrUbgkQESLbOf7SSpAMzMzMzOzJ0C8dJMYBDYmQNGRXP5DOiZAP8bctYQ8J0DcnbXbLhQjQBkcJa/OwSNAj1N0JJd/K0DD9Shcj0InQMcRa/Ep0CJAgy9MpgpGKECCHJQw09YbQBzO/GoO0CNAP6n26Xi8IkCGyVTBqCQnQBKlvcEXhiRAY+5aQj4oJ0Dpt68D54wkQOxRuB6FSyZA54wo7Q2uIUAZ529CIbIiQKSqCaLu0yNA24r9ZfcEJUBIisiwikcgQNUEUfcB6CJAmEwVjEqqKUB2cRsN4C0sQFHaG3xhcilAHThnRGkvJkDY8PRKWWYlQMJM27+ykh5ARdjw9Eq5JkDogvqWOY0jQDBMpgpGBSdA8l61MuFHIUAS2nIuxTUbQEymCkYlFSZA1edqK/aXJUDYgXNGlFYnQPCnxks3qSNA3bWEfNAzJ0DFILByaJEkQOcdp+hIbitA9+RhodY0JkAep+hILp8nQBsN4C2QQChARfXWwFbJIUDsUbgeheskQBE2PL1SNiZAQs9m1efKKUBCz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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"665\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"iUFg5dDSMEBpAG+BBJU2QBdnDHOCNt4/8IXJVMH4MEDr4jYawAs2QJHtfD81fipAkDF3LSHPNEDVeOkmMbg7QMcpOpLL/zhAyAc9m1VfKUCDwMqhRfYRQGsr9pfd8zRA/kgRGVZhIkD3Bl+YTPUqQBTQRNjwpDNAPSzUmuY9K0DD9Shcj6I4QHzysFBrqjJADwu1pnmnLUCPU3Qklz8zQNAKDFndqh5AYY4ev7eJHUDu68A5I0orQG3n+6nxsjRAxVVl3xWxIECad5yiI3ktQPaX3ZOHdThAjnVxGw2AMEApyxDHuogxQPrt68A58zFAWvW52op9M0DZzvdT4+UqQMIXJlMFMzlARrbz/dTIMkB2cRsN4O0sQERpb/CFyThAPnlYqDVtNkCAt0CC4gc4QHXlszwPbh1Adk8eFmrNMED7kSIyrCIAwOviNhrAizJAlrIMcazLJUA+XHLcKb0YQNobfGEyxTJA/7J78rAwK0A+eVioNa0nQJ+rrdhfJjdAJvxSP29qIkD6fmq8dJMtQBSuR+F6tCRAImx4eqXsK0C+MJkqGHUkQCxlGeJYJzpAvVKWIY51M0BG09nJ4CgiQIbJVMGoVDNAIR/0bFadLUAv3SQGgfUrQN21hHzQ0y1A/yH99nVAM0Crz9VW7G8pQKd5xyk6EjNAAwmKH2OuIEDx9EpZhkg4QHKKjuTyXy5A7uvAOSOqNkASpb3BF/YzQH6MuWsJiTFAxSCwcmgBNUAr9pfdkyc1QPs6cM6I4jVAhXzQs1lFOEA2zTtO0TEoQH4dOGdEWTpAtRX7y+6pLUBm9+RhoZYvQEhQ/BhzpzVApHA9CtdTN0C8BRIUP6Y3QLwFEhQ/9jVAaQBvgQTlMECUh4Va0zwoQDarPldbQTZA4h5LH7qgCkAnMQisHJolQMnlP6TfvjNA4JwRpb0RMkC0yHa+n7o3QKyL22gArzlAi/1l9+RBL0DSAN4CCcovQPOOU3QkdzBAPzVeukl0QUBaZDvfT408QB6n6EguHyhAYHZPHhaqMECYbhKDwAolQNSa5h2nyEFAeAskKH4cM0C62or9ZdcaQA5Pr5RlGDRAyjLEsS5uNEAZBFYOLQI3QLx0kxgENidAWvW52ootOUD99nXgnNE1QIJzRpT2xi9Ay74rgv/tI0BhMlUwKjkwQA3gLZCgiDNAMEymCkaFLECM22gAb2E2QHPXEvJB3zlAZohjXdxGMECqglFJnfA9QDKs4o3MYxlAQBNhw9OrJEDXEvJBz1YxQD55WKg1LSdAUPwYc9fiN0AN4C2QoLgzQHZxGw3grStAWYY41sUdM0D0bFZ9ruY5QE9AE2HDUzRApSxDHOuiNEDjx5i7lmA+QOVhodY0Tz9AuycPC7VmKEBVTRB1H6AaQOqVsgxxzDRA9wZfmExVN0Cq8dJNYvAyQFInoImwYSpApgpGJXWCNUCGONbFbRQsQBlz1xLykTRAXf5D+u1rOEBLyAc9m4UxQNpVSPlJNQhA4lgXt9GAN0BIv30dOOc3QDJ3LSEf5DtAN4lBYOWAMEAqOpLLf4g1QIxK6gQ0AThANe84RUeyOUBzEd+JWS8XQDqSy39IHzZA7FG4HoXrPkArhxbZznc/QDnWxW004DZAhetRuB6VNkA51sVtNFA0QHPXEvJBDzRAbqMBvAUCMUAhH/RsVv03QH2utmJ/GTRAlWWIY10MNEDIBz2bVX8xQA4tsp3vNzlAtLCnHf5aFUBmvRjKiSYiQMuhRbbzfTNACtejcD0qMUAZ4lgXt2ExQO84RUdyaThA3bWEfNDTQUDnjCjtDS43QIGVQ4tsByRA3pOHhVozQEAWak3zjhMwQNcS8kHP1jFAJXUCmgi7OEAN4C2QoIg1QBiV1AloMjlAfa62Yn95M0AukKD4MQYnQLG/7J48PDJASFD8GHMXKUDeAgmKH+M1QPyp8dJNYjpALbKd76cGJEClLEMc60I0QBx8YTJVMClALNSa5h1HNUDvycNCrUkuQLpJDAIr5zdAGlHaG3yxPkCaCBueXvkyQP5l9+Rh4SNAqvHSTWKAM0C5/If024dCQCV1ApoIGzVAw/UoXI9CMEBS8uocAxIiQLe0GhL3mCNA0SLb+X4qNEDl7QinBe8OQMUgsHJooTNAvsEXJlPFMEBgdk8eFioyQLdif9k9STdAIGPuWkI+MUCzzY3pCcv2v7TIdr6fWjFA9wZfmEw1LkBWfa62Yj83QDcawFsgsTlAguLHmLtGOUD5D+m3r0tBQJOpglFJPSBAnMQgsHJoOkBWn6ut2F8rQMx/SL99DTtAqoJRSZ1AOkAPC7WmeQczQDXvOEVHEjZA4zYawFugMkCMSuoENFE8QMgHPZtVjzdA9gt2w7aFC0CfH0YIj7YZQBdIUPwYYzlAGJXUCWjCNEASg8DKoWUtQNSa5h2nKDhAS8gHPZs1J0CbVZ+rrZgyQKrx0k1iuEFA6SYxCKxMN0Djx5i7ljAxQAwCK4cWuSdAfdCzWfVJOUBj7lpCPpg4QL5Nf/YjhQ9AyAc9m1UfMEDFILByaGE5QOtztRX7KzdATtGRXP5zOkBqvHSTGGQ9QFR0JJf/wDBAWYY41sUNLUBCz2bV5woyQP7UeOkmcTZAMQisHFpkP0CMuWsJ+VA7QPCFyVTBCC5AL4Zyol3lGUBF2PD0SrkpQI2XbhKDQDNAc9cS8kEvMkCrz9VW7I8wQNIA3gIJejhAB1+YTBUsNkAbL90kBnE5QA+cM6K0lzxA6sw9JHzv2z/UK2UZ4lgnQGiz6nO1VTRAOdbFbTRQQUBfB84ZUVolQJOMnIU9jSBAcF8HzhkxNUDOiNLe4As1QBgmUwWjMihAYhBYObQ4PUBzLsVVZb8gQOXQItv53iVAv30dOGdELEAQejarPoc8QDnWxW004DJArK3YX3aPOECztb5IaOsQQL4wmSoYZTZAelORCmMrIkA8TtGRXD4wQPwdigJ9ohpAlkOLbOcbMkCeXinLEPcxQP2H9NvX8TJAG55eKcugNkBGlPYGX3gsQBNhw9MrVTtAHhZqTfOOOUCHFtnO97MlQME5I0p74ytAs+pztRU7OUAr9pfdk6csQHNoke183zBARIts5/tZM0BmZmZmZuYtQCSX/5B+GzFABFYOLbKNMkDIBz2bVW87QP5l9+RhkTBAQs9m1edKJUBeS8gHPQs1QGKh1jTvuDRAdZMYBFbOLkDvOEVHcok0QJeQD3o2iylAswxxrIsbKEB2cRsN4P00QHQkl/+Q3iRAOPjCZKqAJ0BuNIC3QIIzQK62Yn/ZLT9AHVpkO9+fNkBvEoPAyhE0QIts5/upMS9A1xLyQc/GQkBqTfOOU3Q5QC6QoPgx9jhABTQRNjw9PEBoImx4evUyQFK4HoXrUS9Axty1hHwgNUAjSnuDLwwFQDJ3LSEfZD5APujZrPpMOUCtad5xin40QOrKZ3ke3B5ApU5AE2FjOkAs1JrmHXcwQFtCPujZzDhAnMQgsHJYO0A7AU2EDQ8yQBSuR+F6hDVAmggbnl7JI0BQ/Bhz1yIxQC7/If32hTpAlIeFWtMEQEAQdR+A1CYdQNQrZRniqDZA8fRKWYYYMEAJih9j7oo5QLhAguLH2DBAy6FFtvOdMUCfPCzUmgYyQI/C9ShcDy9AOwFNhA3PJkCC4seYu1Y9QMcpOpLLrzRAyJi7lpAfNECASL99HQg3QEymCkYl9TJArIvbaADvL0DeAgmKH1M7QPH0SlmG6D1A0SLb+X4iQUClLEMc63IwQGgibHh6JTRAl5APejYLNEBkO99PjQcyQBKDwMqh1TNA3bWEfNCzM0C28/3UeNk3QAfOGVHa6zVA9ihcj8L1/r+ze/KwUDs4QKAaL90k9jZAY3/ZPXmYL0B8YTJVMBo/QEi/fR045yZAi2zn+6nBMkCR7Xw/Ne42QLn8h/Tbtz9AhA1Pr5Tl8j8hzVg0nZ0EQBKlvcEXBixAWRe30QAeHEDhC5OpgmE3QHE9CtejsCpA8tJNYhAIMEDJ5T+k3+4gQOWbbW5MzyBA6bevA+fMOUBxGw3gLXAuQIPAyqFF9iVAzTtO0ZHsOkBLyAc9mzU8QGiR7Xw/dS9A+MJkqmCUKkCiRbbz/eQ7QMWPMXctYSxAL26jAbz1P0CQoPgx5t48QABvgQTF7y9A+n5qvHRDOUC8BRIUP1Y2QGpN845T3EBAsb/snjxsL0Cad5yiI1koQIC3QILihzZAgZVDi2wHOkC2hHzQs4lAQHnpJjEI/DhASL99HTgXM0DGbTSAtyAyQEJg5dAiyz1A4C2QoPgRJkBhMlUwKkkzQFUwKqkToDZA001iEFjJPEBVMCqpE7AsQABvgQTFrylA3bWEfNBjMEBqTfOOUxxBQD9XW7G/jDRAduCcEaVtIkDBqKROQHM1QNqs+lxt9TxAfT81XropNkDG3LWEfKA7QARWDi2yvTxAHOviNhrAMEDLoUW28603QK1p3nGKbilABoGVQ4sMLEDn+6nx0k05QHDOiNLeYCZA/Yf029dRMUANq3gj80gTQHrHKTqSA0FA+THmriW0MEDjNhrAWyBBQDojSnuDHzRA1CtlGeI4JkBg5dAi2yk5QI/C9ShcvzFAIbByaJEdQkC+wRcmU6UpQEoYvJ6eLbg/Cty6m6eaEkAp7Q2+MEk8QABvgQTFjzNAVHQkl//QOUAGgZVDi4wqQOqVsgxxHDRA0m9fB85JN0AlBoGVQwsrQHe+nxov3S1A7Z48LNTKNUB6Nqs+V1s5QLEWnwJgvADAIv32deCMM0DtDb4wmdo5QIXrUbgejUNAWvW52oo9N0CBBMWPMYc6QHZPHhZqzTJAi4nNx7WRIEAQ6bevA/c5QCcxCKwcui5AzqrP1VYMM0CwPbMkQI0WQAmKH2PuMkFAe4MvTKbqOkAX2c73UyMsQAHeAgmKTzNAUI2XbhKjKkCL/WX35HE7QEJg5dAiWw1A5x2n6EguNUDNzMzMzIwyQJJc/kP6PUJAbef7qfFSNUCwA+eMKI0qQJLLf0i/HTFAbjSAt0ASMEC7Jw8LtQY1QIj029eBEzVApDZxcr+TIUCzzY3pCUsdQGRd3EYDSDdAHhZqTfOeO0Bt5/up8XI8QFHaG3xhMjNAIbByaJGNJkAFo5I6AS0lQOXQItv5njdAPSzUmuYNN0AdyeU/pP8lQEVHcvkPcUJAWRe30QBON0C7Jw8LtaYOQB+F61G4rjdAiUFg5dDyPUAwuycPC+UzQL3jFB3JdTdAj+TyH9LPK0Ai/fZ14KwyQET67evAiT1AB0KygAk8GED2l92ThyUmQA1xrIvbGDVA1sVtNICHOEAMk6mCUVkwQBDpt68DhypAMuauJeQDNUCUwVHy6mwiQHqlLEMc6z9A7C+7Jw9LOEBGlPYGX0BBQHPXEvJB7zBAIo51cRtdOUCdgCbChmc4QEOtad5x6i1ANSkF3V6iIEBGtvP91DgoQEi/fR04RzNA5IOezaqPLEAijnVxG305QHNoke18bzZA5j+k376eOUDy0k1iEKgzQFvTvOMUfS9AnRGlvcG3MEBJnYAmwiY3QGDl0CLbeTRAW7G/7J58NkBwzojS3hA5QGDl0CLbyTpA845TdCS3OkAsZRniWKc5QNPe4AuTWUBAzTtO0ZH0QUBd3EYDeNs2QMIXJlMFgytA1QloImw4J0Djx5i7llA4QHKKjuTyXzdAk6mCUUmdJUBAE2HD08stQK+UZYhjbTdASS7/If32O0CgibDh6dUpQLaEfNCzqTRAescpOpJrMUChZ7Pqc7UwQIxK6gQ0UTlAQxzr4jbKNEDswDkjSks0QLprCfmgFzVAhA1Pr5RVQUDqlbIMccwtQNc07zhFZzVAQYLix5jbKUDTTWIQWDk7QAmKH2PuajFA6gQ0ETbMNkDVPh2PGYgdQJ88LNSaZiVAfPKwUGsCQEC9UpYhjlUzQOPHmLuW8ChAysNCrWlmQkDlYaHWNM84QMiYu5aQ7y5AR3L5D+lXP0CDwMqhRdY5QNBE2PD0KjhA1JrmHaeoKUDNzMzMzAwzQILn3sMlxxtAhXzQs1nVKUDkg57Nqg8lQPkx5q4lpDtAlIeFWtO8O0CBlUOLbKcwQM6I0t7gWztARrbz/dQ4LEDc14FzRsQ1QP+ye/KwUCJAmG4Sg8BqOEDlYaHWNB8yQAwCK4cWeSBAeqUsQxyLEUCze/KwUFtDQHBfB84ZgUFA8tJNYhDYOkA51sVtNOAsQI0o7Q2+cDRA9+RhodYkPUA6I0p7g+80QGnjiLX4lB5A+1xtxf6SMECBlUOLbKcsQOLplbIMET1AiGNd3EZTN0BwXwfOGZE4QNcS8kHPVjdA9UpZhjg2OEAbnl4py/A1QJrOTgZHiQtARiV1AppoOUBCPujZrBoxQIJzRpT2VjdAduCcEaUNPEBfKcsQxzo7QBlz1xLyYSRAXf5D+u17N0AbL90kBsE2QKK0N/jCpClAzqrP1VY8Q0Da/pWVJgUfQPcGX5hM5TBA2c73U+NFQECGONbFbTQwQI0o7Q2+oDRAZRniWBe3Q0A0orQ3+HI4QPW52or9pTZAGw3gLZAgM0BLWYY41tU0QBb7y+7JgzBAXkvIBz3rM0DHuriNBuAzQK1p3nGKPkBAl4v4Tsw6G0DufD81XvoqQAYSFD/GXDRAK/aX3ZPXMUAOvjCZKhg5QOs56X3jSx5A8fRKWYYoMkBApN++Dow4QEJg5dAiqzRAmSoYldTZMUAibHh6pVw1QPkP6bevszFABcWPMXedN0B90LNZ9fkuQE3zjlN0xDpAGsBbIEGxLUCTOgFNhF02QE7RkVz+oytAd76fGi89NUBVwaikTnhBQHqlLEMc+zVAn6ut2F8WJkBeukkMAqsxQFRSJ6CJMB1AP1dbsb+sP0AoSddMvjkXQAMJih9jLjpA4C2QoPjxQkDpt68D5+wkQLAD54wozTlAGJXUCWgyP0CCc0aU9mY5QG1Wfa62wjZAqFfKMsRRNEA/xty1hLwuQELPZtXnqj9AaCJseHrFLECutmJ/2R06QIWUn1T7dAZANxrAWyABLUCmCkYldUJBQKjGSzeJoStAVn2utmKPMkC9UpYhjqU1QMbctYR80DtAwTkjSnvjOkDRItv5fno0QIC3QILi5zhA3bWEfNBTMUBQ/Bhz14IyQET67evAmTBAVFInoInQN0BEaW/whaksQAMJih9jPjFA1xLyQc9GMECIaHQHsZMRQJeQD3o26zJA07zjFB0JM0CM22gAbwE0QPkP6bevw0BAqWqCqPuwI0CGWtO84xQ4QDsBTYQNDzBAJ8KGp1cKMkCKjuTyH1IsQAywj05dORdAt9EA3gJ5NEBNFYxK6rQ5QLprCfmghy1ADeAtkKB4QkBUUiegiVAyQMxdS8gHrTpA2J5ZEqCGE0BCPujZrOo7QLfRAN4CGTVAD5wzorT3K0Bd3EYDeIs5QKgd/pqsMR5AtTf4wmQ6OEBxPQrXo6hCQDhnRGlvQDFASgwCK4duQkCsrdhfdp8wQN9sc2N6Ih5AMuauJeTzO0CwcmiR7VwrQAXFjzF3rTtAZ9Xnait2QEBXW7G/7I4jQGiR7Xw/dSlA5j+k375ePkCeXinLEHc7QJkqGJXUKTRAYcPTK2UpMkALJCh+jEk8QC1DHOviBjBAEqW9wRe2NUC7Jw8LtVYyQEku/yH9pjZArkfhehR+MkCPwvUoXO8tQIMvTKYKpjNAa0jcY+kjF0DmriXkg14yQCEf9GxWPTFAf9k9eVi4OUDIXu/+eI8UQPcGX5hMlSZAdQKaCBueKkBSJ6CJsFEwQFg5tMh2ziBAf9k9eVh4QkB+HThnRGk7QLu4jQbw1jRARrbz/dQYOEACmggbnn4zQBx8YTJV0C1AO3DOiNKON0CZu5aQD/ovQKH4MeauBTBAgQTFjzHnOUDFjzF3LQEmQOQUHcnlny1AirDh6ZVCMEC5/If022c4QC0hH/Rs9jhAArwFEhRvNkBy+Q/pt483QNnO91PjbUBA9wZfmExVM0Dc14FzRiQ2QBe30QDeMjVA8kHPZtVHOkA2qz5XW9EnQCV1ApoIGytAKjqSy39IN0D7OnDOiKI3QHWTGARWBkBAF9nO91PDLEBQjZduEjMzQOcdp+hIjiZAQfFjzF3LCkDJdr6fGh8yQJYhjnVx2yVAJJf/kH4rMkAQejarPscyQG3n+6nx8ilAWMoyxLHeNkAZ4lgXtzEwQFg5tMh2PixAgy9MpgrWPEAXSFD8GPM9QK62Yn/Z3TJAxY8xdy1hLUAv3SQGgdUzQGQ730+NFzBANe84RUeyNkDQs1n1ubo2QD7o2az67DFAzF1LyAf9JUAhsHJokU0vQMGtu3mqwyJARGlv8IU5MkBa9bnaivVAQN9PjZduki1AYqHWNO84MUBDxTh/E6oSQIcW2c73oztAPSzUmuYdM0Bb07zjFI08QAdfmEwVPDBADeAtkKB4KkDnjCjtDX5AQL99HThnhDBAidLe4AtDNkDTvOMUHVk6QM4ZUdobLDVAMQisHFo0MUAr9pfdkyc1QD7o2az6jDhAE2HD0yuFOkDH9IQlHtAbQM6qz9VW5EBAHqfoSC7fQkDEsS5uo6FCQE3zjlN05DBARdjw9ErpOUDx9EpZhqgyQHe+nxov/TRAQ61p3nHaMUCmm8QgsGI0QFRSJ6CJWEJAB84ZUdrrQkDRkVz+Q5o0QJT2Bl+YrEBAWMoyxLH+P0BDHOviNgo2QHh6pSxD7DVAa5p3nKIDKkBXW7G/7G47QFHaG3xhMilAT6+UZYizQEAeFmpN8z44QLPqc7UVWzJAayv2l93TKkA/NV66SURAQJSHhVrTTD1AVTAqqRNwMUAmHlA25YoHQJXUCWgi7ChAUdobfGFiN0B7FK5H4SowQMuhRbbzfTBAC7WmeccpJUAPC7WmeWcxQA5Pr5RlqDdABoGVQ4vEREBYqDXNO84tQFYOLbKd7zNAVHQkl//AOEAOT6+UZXg5QA6+MJkqSDVAZapgVFK3O0DwhclUwTg7QOm3rwPnDDJAqz5XW7EHQEDgnBGlvRE7QDlFR3L5vzJAbef7qfHSOUA0ETY8vVI7QIXrUbge9TVAswxxrIvrOkCVZYhjXQwwQB6n6EguTzRAoWez6nN1OEBkzF1LyGcsQG05l+Kqsv4/MQisHFrkM0DmXIqryv4gQOKS407p4B5Ao5I6AU1kJ0A9CtejcN0xQGx4eqUsYztAyAc9m1UPIEA+eVioNYVCQHxhMlUwujJAQfFjzF2LNkC/DpwzoiQ7QJkqGJXUmTlAi/1l9+QxPUAJ+aBns9o1QGgibHh6xSZAx7q4jQbQL0Cxv+yePGwzQLraiv1lb0NAuECC4sdIOUDQ1VbsLys+QNaoh2h05x9AiUFg5dBiNEBNhA1Pr1Q1QJLLf0i/vSdA6gQ0ETaMMEAc6+I2GmA2QF+YTBWMOjNAuECC4sfYMEC4QILix7glQJzEILBySDJAdEaU9ga/LEAFxY8xdx00QDhnRGlvMDVASL99HTjnMECL/WX35AE3QHE9CtejIDdAxY8xdy3BNEA5RUdy+W84QKGEmbZ/ZSJAV1uxv+yeNEA3iUFg5eA0QOELk6mCyUBA30+Nl25iOEAj2/l+avw1QBlz1xLy0T5AyxDHurhNN0CM22gAb+E4QMx/SL99vTdAB/AWSFDcJUAdWmQ73086QIGVQ4tsRyJA0m9fB86ZM0BEhlW8kZkfQCNKe4MvDC1AAd4CCYovMEASpb3BF5YwQNQrZRniKD5AvjCZKhgVKUCNKO0NvhAwQKwcWmQ7fzhAIo51cRttO0AZBFYOLQpBQBIUP8bctTlAGy/dJAbxPUC1FfvL7nk5QG+70Fyn8RZAU5YhjnUhNECV1AloIiw+QL1SliGORTBAF7fRAN5qQkDByqFFtrMqQCo6kst/AEBA+8vuycPCNUCwA+eMKO0kQI9TdCSX3zVAUWuad5zSNkAlBoGVQxs2QBTQRNjwhDVACmgibHgaK0D5MeauJWQ1QFioNc07zjlAAOMZNPTP8T9Cz2bV50pAQH0/NV66OTJAzjY3picMIEDbiv1l91Q5QIbJVMGoJDRALv8h/fY1J0D3Bl+YTAU1QMIXJlMF4zBAE/JBz2blM0BkO99PjZcmQEaU9gZf2DhAWmQ73089N0DcaABvgcQ0QJEPejarXjpAf9k9eVjYOEDP91PjpdsqQGuad5yiozBA2IFzRpSWN0CASL99HaBAQCV1ApoICzZAIv32deDcLEC62or9ZfctQK36XG3F/itANxrAWyDxMkBqTfOOU6Q0QMDsnjwsBDtAklz+Q/rtMUB+jLlrCXkqQFD8GHPXMidAuB6F61H4L0CX/5B++5ooQOqVsgxxjDRACtejcD36O0BE+u3rwJkuQLJLVG8NDBNAVp+rrdj/IEDswDkjSoszQP2H9NvXUTlATRWMSupkK0BgPIOG/jkgQFZ9rrZiDzNAxm00gLdwPEAAb4EExe8wQLN78rBQmzdAbef7qfEyPEAFNBE2PF05QLn8h/TbNydA3gIJih8DP0Dl8h/Sbz8pQDeJQWDlIDVADXGsi9uoMUBhVFInoMkkQGKh1jTveC9A0LNZ9bn6NkDcRgN4CwQtQCL99nXg7DRAKqkT0ESYOkBN845TdBxAQG1Wfa62ojpA1A5/TdaIHkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"666\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"667\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"668\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"671\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"673\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"kwA1tWydIEBq+1dWmrQaQBHkoISZVhpAK4cW2c5XJEAuOe6UDiYgQJrrNNJSySJAH4DUJk7uIEAaho+IKQEhQGnGouns5B1Ag24vaYwWH0Dh7qzddsEiQFZI+Um1Dx9AG7tE9dZAIkBoBYasbhUbQDWYhuEjkiNAL6hvmdOlIkDiOzHrxdAeQMwLsI9ObSJAmiUBamo5HUB1djI4Sn4YQKpgVFIn0CFAcm2oGOc/IkDHndLB+s8hQNIdxM4UWh5ASYWxhSBHIEAHtkqwOAwhQKJinL8JJRlAtvP91HiJJkAWTWcng+MjQIY97fDXlCJAVn2utmKfIUBgsBu2LQogQPrt68A5oyZAz4O7s3aLI0BcrKjBNGwjQDcawFsgwSVAgQTFjzEXJECh20saozUeQIi6D0BqsyBAP28qUmEsEECyne+nxusnQFBTy9b6IiNAg4b+CS5WF0Boke18PzUnQBtMw/ARgSFAhCo1e6DVIkCqmiDqPrAgQGvxKQDGoyBApgpGJXXCJkB+dOrKZ2kiQIiFWtO8YylARPrt68B5JkCamZmZmVkmQBNhw9MrZSRAu7iNBvB2JkDBqKROQFMkQDJVMCqpoyNAImx4eqXMKUDcnbXbLhQjQET67evAmSZA9x4uOe4UHkBVMCqpE/AnQLU3+MJkqihA4XoUrkehJ0CRD3o2q74mQOQUHcnl/ypAbhea6zRCI0DN6bKY2HwiQL7BFyZTpSdA24r9ZfekJ0ClLEMc6+IuQLJjIxCviyJAkxgEVg4tL0DxKQDGM5giQF+YTBWMyipA7FG4HoVrKUBy+Q/pt08lQB/0bFZ9jidAW0I+6NmsLUCpvB3htCAjQCDSb18HbihARdjw9EqpMECoxks3iUEpQFHaG3xhYiBAeqUsQxxrKEBYqDXNO+4wQKZEEr2MUiJAzhlR2hvcK0ClvcEXJjMsQFyPwvUofClAWvW52opdK0B4nKIjuSwxQMPTK2UZIiVAG55eKcswIEBPQBNhw/MwQMuhRbbz3SpA+1xtxf5yJECmCkYldWIqQN0kBoGVAy5AyXa+nxqvK0BkXdxGA8gxQBlz1xLyASZAMEymCkb1MUBcIEHxY1wzQL1SliGOFSRAYTJVMCrJLEAKaCJseFosQFdbsb/srjBA/tR46SZxJ0CNKO0NvrAxQMHKoUW28yhAYqHWNO8YL0BR2ht8YbIpQLG/7J48LC5AZDvfT41XL0AcfGEyVbAvQMSxLm6jISpA5fIf0m//LkAJ+aBns4onQIXrUbgeRStAbjSAt0CCLkAwKqkT0MQlQPp+arx08ydACD2bVZ8rNEBkO99PjZcrQA1xrIvbSCpArIvbaACPLEBSuB6F64EwQHh6pSxDjDFA845TdCR3LEDQ1VbsLzsqQA4tsp3vJzBA+MJkqmC0LUDQ1VbsL3suQKrx0k1ikDFAEd+JWS+GIUC5jQbwFvgxQFRSJ6CJIDBA+aBns+qzLkBCPujZrPovQOauJeSDPjBA1xLyQc9GMUB90LNZ9QkyQFafq63Y3ylAMuauJeQjK0ALRiV1AuoyQEmdgCbCpilAzojS3uDLMED5D+m3r2MsQBTQRNjwdCZAHcnlP6RfJ0B5WKg1zTs4QBDpt68DNzNAQj7o2axaMkA7cM6I0p4oQOXyH9JvfyxAaQBvgQS1MkCeXinLEAc4QIEmwoanNzVAvAUSFD9GNkBt5/up8QIzQELPZtXnii1AJ6CJsOHJLEDOiNLe4LsxQK5H4XoULihAGw3gLZCANEBos+pztYUxQJT2Bl+YzCpAMlUwKqlTK0AgQfFjzJ00QGB2Tx4WiilAKqkT0EQoMEDEsS5uo9E5QC6QoPgxZi9ATtGRXP6TNkByio7k8t8wQIenV8oy9DVAPzVeuknsL0A0ETY8vXIxQE3zjlN0NDBAAd4CCYqPNEBAE2HD0wswQLx0kxgEdjBAb/CFyVRRMECNl24Sg6AzQMx/SL99HS1A5/up8dItLEDhC5OpggEzQOF6FK5H4TNAW9O84xS9MEDiWBe30VA3QPcGX5hMVTRA30+Nl24yMEA+eVioNS0uQDBMpgpGJStAPzVeuklcMUBGJXUCmugrQFZ9rrZivzRAPL1SliGuKkASg8DKoSU3QAaBlUOLfDBA8KfGSzeZN0AN4C2QoJgvQKyt2F92/zNA+THmriVkNkBkzF1LyCcvQNc07zhFJzVAexSuR+GKNEAXt9EA3sItQMl2vp8arzRA2c73U+PlMUCxUGuad3wrQE+vlGWIozZAtRX7y+6JLUBrmnecouMtQEjhehSu5zFAIbByaJENOUCPwvUoXN85QLTIdr6f2jFAS1mGONalL0AhH/RsVq05QPhT46WbRDZAGQRWDi2iMUBO0ZFc/iMyQHDOiNLesDZAIv32deCsNkAXt9EA3pIwQIY41sVtxDhAYhBYObT4NEA8vVKWIe43QAkbnl4pKylAeJyiI7l8OECQoPgx5o4tQCgPC7WmOTJAT0ATYcMTNkC8BRIUPyYvQJm7lpAP6jJANqs+V1tRNkB7gy9Mpjo2QBdIUPwYkzVA/Yf029cBJ0C/DpwzogQ1QNV46SYxSDJAZ0Rpb/DFIkBvgQTFj9EqQEXY8PRKWS5A54wo7Q0eOEBxGw3gLVAxQBNhw9MrVTVAWMoyxLEOMkAXt9EA3mI0QF+YTBWMOjhA7nw/NV4aMUBGJXUCmkguQDhnRGlv0DVAuY0G8BaoLkCIY13cRoMqQKMBvAUSpDBAJLn8h/QLMECamZmZmUk6QEp7gy9MBjNAsHJoke18MECP5PIf0o8zQKs+V1uxzzxAMZkqGJUUO0B+jLlrCTk4QNJvXwfO2TFAPZtVn6tdOkDzH9JvX4c0QC2yne+npi1A8tJNYhAoNEASFD/G3LU2QCJseHql/DJAdLUV+8teNUBF2PD0SvkoQKUsQxzr8jVA8tJNYhAYOUAdWmQ7348zQH6MuWsJyTJAs+pztRXLOUDImLuWkL8wQBsN4C2QUDNAsHJoke1cNkDu68A5Iwo3QMRCrWneATFAcayL22jAM0AzxLEubmMwQELPZtXn2jNA3NeBc0bkNkBSJ6CJsME+QKOSOgFNtDhAgQTFjzFHNEC8lpAPeuYxQMPTK2UZQjhAx0s3iUEQO0CTOgFNhI01QKyL22gADzRAO3DOiNI+L0CRuMfSh04XQO7rwDkj2jZA8KfGSze5NECDUUmdgKYxQDXvOEVHskFApgpGJXVSMUC+nxov3cQ2QMpUwaikXj9AIEHxY8ytM0CRfvs6cP45QNDVVuwvazNACYofY+56OEB+jLlrCVk6QMgHPZtVXzdABTQRNjy9NEDu68A5I2o0QJF++zpw/jZAKe0NvjCZNkA4+MJkqiA3QOtztRX7yz1AirDh6ZUyPEAvbqMBvKU7QN/gC5OpUjlAIv32deDMO0DecYqO5NI6QI4G8BZIEDhAXkvIBz3LOUC4rwPnjBg5QDLmriXkk0BAHcnlP6TfNUBMN4lBYEU2QBb7y+7JIzRAguLHmLt2OEByio7k8t81QMsQx7q4LT1ADeAtkKDoMEAi/fZ14Mw7QCL99nXg3DdAkKD4MeZON0CoNc07TqE2QIPAyqFFxjtA8kHPZtW3M0D+ZffkYeE+QK+UZYhjDTpAh6dXyjLkNUALtaZ5xzk4QLyWkA96pj9AtFn1udoKOUCV1AloInw4QFmGONbFjUBAHVpkO9/vOUCwA+eMKH08QFK4HoXrcTRA7Z48LNTaKkBKDAIrh/YsQBsv3SQGEThAOGdEaW9ANUDoaiv2l51AQHe+nxovfTdAoyO5/IdENkBwXwfOGaE0QBKDwMqhBT1AOiNKe4PfQECppE5AE1E5QPwYc9cSYjJAIo51cRt9QEBmZmZmZmY6QDy9UpYhbjZAHOviNhrQOEB4nKIjuUw2QI2XbhKDUDtAg1FJnYBWP0DV52or9gc7QK5H4XoUzj1AETY8vVIGMkCad5yiIxk3QBQ/xty1VENAv30dOGd0PEDgnBGlvXE0QMpUwaik3jpA3gIJih8TNUBxGw3gLQA7QMgHPZtVbzhAjErqBDTBNEAJG55eKZs4QNEi2/l+QkNAApoIG55eO0A3GsBbIME6QIts5/upATpAn82qz9WWOEB56SYxCGwuQEp7gy9MhjlA6+I2GsCLQEBm9+RhoaYzQB04Z0RpnzRASnuDL0xmPEBpb/CFyTQ4QE5iEFg5tDhAzhlR2hvsN0Ct+lxtxa4/QJT2Bl+YzDtATDeJQWDlOUCk374OnJM9QM4ZUdobLDlANBE2PL3iMkBMN4lBYCUzQPVKWYY4RjxADr4wmSqYM0CneccpOsJFQLdif9k9+TZAzH9Iv32dO0BnRGlv8DU/QFioNc07PjtAC0YldQJqPkA0ETY8vTI6QIqw4emVykJAOdbFbTRQOUCvJeSDnkVDQPMf0m9ftzZAT0ATYcPjPUD7OnDOiFI5QOLplbIMKUBA/Knx0k0CNEDkg57Nqm89QDcawFsgIT1AW7G/7J6kQECqglFJnTA7QLgehetRCDlAuB6F61FINkChZ7Pqc21AQCKOdXEbXTlAVg4tsp1/PkCfPCzUmtY/QAAAAAAAgDNAKcsQx7oYOEAsZRniWPc+QAN4CyQoRkBAc2iR7Xw/PECcM6K0N2g1QLWmeccpKjJA7C+7Jw/DQUDOiNLe4Ls6QGPuWkI+6DdA/tR46SaBOUA+6Nms+tw8QDm0yHa+PzdAg1FJnYBGMkBPHhZqTZM3QGTMXUvIZzxAmN2Th4XaOUCad5yiI+k5QKJFtvP9RDBA0LNZ9bm6MkBCz2bV5+o8QI9TdCSXbztAseHplbK8NkArhxbZzlc4QJT2Bl+YDD5AufyH9NsHM0CI9NvXgWM5QP7UeOkmYUJA9ihcj8IFQUCWQ4ts5xs2QF5LyAc9WzVAJCh+jLn7O0AkKH6Muas4QAmKH2PuOjxA8KfGSzfZOUDZPXlYqCVDQDXvOEVHwjhAppvEILBiOkAN4C2QoPg7QG6jAbwFUjtAuECC4scoPECGONbFbVxAQNzXgXNGrENA2T15WKhlOECmCkYldVI9QHbgnBGlTURARpT2Bl8oP0BPHhZqTVNEQOxRuB6Fw0JAYhBYObTIP0DHKTqSy+83QHicoiO5TDlAB84ZUdpbPkD99nXgnIE2QK36XG3FnjZApHA9CteDOECu2F92T14wQFr1udqKjT1An6ut2F+mP0CGWtO84zQ2QIV80LNZ5T5AWvW52oq9PkAwKqkT0GQ8QFmGONbFTTJA5fIf0m+PPkA2PL1SlmE3QK7YX3ZPPjtA845TdCT3PUApyxDHulgxQBKDwMqh9T9AyeU/pN/OP0Du68A5I1o4QGUZ4lgXRzxAhlrTvOOkO0A2PL1SlgE9QOjZrPpcHT1A4zYawFtQN0CfPCzUmvY+QMZtNIC3MDVAvVKWIY4FOUBKe4MvTBY1QNSa5h2nmD9Aq8/VVuz/OkDjNhrAW2A6QKyt2F92vzhALUMc6+LmPECP5PIf0o88QPCnxks3OThACtejcD1aQUAcfGEyVeA1QJHtfD81/j1AoyO5/IdkPUC8BRIUP6Y3QJZDi2znK0FAyAc9m1WPOkCt+lxtxc41QKMjufyHJDpAyXa+nxoPQEDMXUvIB+1BQPOOU3QkRzxAdy0hH/RcQECV1AloInwwQE2EDU+vBDVAH4XrUbjuPUDf4AuTqdIyQJ88LNSapj5A9+RhodYkPEBCYOXQIis+QHicoiO5RERARdjw9Ep5NkBLyAc9m4U7QEHxY8xd60JAwFsgQfGzP0DlYaHWNP9AQOviNhrAK0FADeAtkKC4MUBos+pztfVAQK8l5IOe/UBA4lgXt9HwQkAibHh6pcxAQELPZtXnejdANe84RUeqRUCkcD0K11NCQFafq63Yvz9Ao5I6AU3EPUDF/rJ78vA/QDxO0ZFcPj1A2PD0SlmmNkADeAskKC5DQEMc6+I2skFAuB6F61G4LEA7cM6I0h44QNk9eVioxT5A6Nms+lxFQkBGlPYGX8g7QAWjkjoBTTpAC0YldQIyQECPU3Qklz8/QMbctYR8MEBAbjSAt0CaQUAxmSoYldQ6QERpb/CF+T9AYqHWNO/YOUA0gLdAgopDQA6+MJkqSDtAwaikTkDDM0AOvjCZKog0QOeMKO0NFkFAodY07ziFNkDD0ytlGdJDQLKd76fGKzhAOPjCZKoQQ0DxY8xdSwhEQCBj7lpCtkJArkfhehQ+QUBCz2bV59o8QL3jFB3JxTxATx4Wak1rQEB1ApoIGy41QD0K16NwvTpAYhBYObSIOEChZ7Pqc9U8QGfV52orZj5ApN++DpzDPEAlBoGVQyNAQDEIrBxa1D9Au7iNBvD2OEBy+Q/pt083QB3J5T+kT0BAVTAqqROIQED7OnDOiOIyQC6QoPgxJjlAj8L1KFwfO0CTGARWDgVAQEvIBz2bJTRA16NwPQqHNEByio7k8r8yQILix5i7TkBAJ6CJsOFpOkAdOGdEaa9DQKYKRiV14jdAFmpN845jOUAZ4lgXt2E6QDXvOEVHwkBAyJi7lpDPOkA5RUdy+YdEQCo6kst/2D9Avw6cM6KUPECU9gZfmNw1QPkx5q4l5D1ARwN4CyRoOkBqvHSTGFQ/QDxO0ZFcHkNAzO7Jw0I9NkClTkATYYM3QLhAguLH2DlAImx4eqVcO0C4QILixzhAQDBMpgpG/URAKcsQx7roPEBvEoPAyoE/QBKlvcEXBj1ArWnecYoGQUA7AU2EDbdAQI0o7Q2+4DhAYVRSJ6BpPUDFILByaDE6QDVeukkM+kFAjZduEoPwNkCpE9BE2EA+QPFjzF1LUEFAylTBqKSmQUCvJeSDnm0tQBfZzvdTIzhAQKTfvg6MPECjkjoBTaxCQHrHKTqSU0BAbcX+sntSQUC5jQbwFog6QFYOLbKdH0NAw/UoXI+6QUCbVZ+rrYg9QGiz6nO1rUBArkfhehSeQEC62or9ZXc8QJm7lpAPujpAd76fGi89REDufD81Xpo+QCZTBaOSyjtASOF6FK6XOEDqBDQRNvw/QGfV52orZkBAfGEyVTAqQUCNKO0NvgBDQOqVsgxxDENA4L4OnDNSPkCk374OnONDQBkEVg4tcjhA6Ugu/yHdOkCx4emVsmxBQBdIUPwYYzlAnu+nxksXQEB+HThnROlCQBE2PL1S7kRA16NwPQonO0AW+8vuyVNAQD/G3LWEbEBAOPjCZKqoQEC1FfvL7rk+QLx0kxgExjxAsi5uowHMPUBPr5RliGNBQMoyxLEu5kJAi/1l9+RROEDcRgN4C1Q+QK+UZYhjvUFAW9O84xT9O0Ay5q4l5LM7QGZmZmZm9jlAOdbFbTRoR0Csrdhfdh88QOeMKO0NVkFAqFfKMsQBO0AwKqkT0BQ9QLhAguLH6DpAowG8BRLsQkAW+8vuyatGQB/0bFZ91kFAKe0NvjCpOEBuowG8BSI7QOeMKO0NHkNA/tR46SaBP0B4nKIjuSw6QEp7gy9MRjlAq8/VVuzHQEBqTfOOU2xEQN5xio7kIkFACRueXimbQkC4rwPnjCBCQCSX/5B+Sz9AhXzQs1kFRUBfKcsQx/osQO2ePCzUaj1AGCZTBaMCOUD2KFyPws1BQJHtfD81lkNAgQTFjzHHRUBvgQTFjzE3QOwvuycP00NALUMc6+J2PEAdOGdEac80QKjGSzeJCUJAcvkP6bcfPEDcaABvgWxBQLFQa5p3fDZAkKD4MeZ2QkBtVn2utnJEQPjCZKpg1DRAppvEILCyOkBNhA1Pr7Q8QC0hH/Rs5jVAz2bV52oLNUAVHcnlP/Q2QCnLEMe6GDRA2V92Tx5GNUDEsS5uo7FAQI9TdCSXJ0dA7MA5I0qLQ0BSuB6F60E4QEJg5dAiSz5AW0I+6Nm0RUBz1xLyQd85QApoImx4YkBAq8/VVuyHQUC1FfvL7qlGQOPHmLuWYDZAGw3gLZB4QECx4emVskw8QLu4jQbw7kFAUiegibAhNkDyQc9m1UdEQLn8h/TbJz1A2ht8YTL1O0CP5PIf0v82QGb35GGhpkNA2ht8YTK1P0Bb07zjFHVAQET67evAkURAX5hMFYzKQEDHKTqSyw86QJM6AU2EnTxAHVpkO99/PkDysFBrmvc6QO2ePCzU0kBArkfhehTePkD5oGez6hMxQH6MuWsJQUJA3NeBc0bURUBX7C+7Jz89QJ5eKcsQJ0FAe4MvTKbqPkC8BRIUP+Y4QFCNl24SC0JAVTAqqROoQED7y+7Jw0pDQP2H9NvXsUBAbqMBvAXyPkAJG55eKeNDQNzXgXNGxD5A1xLyQc+WNUCdEaW9wXdEQOAtkKD4yUJAf2q8dJMoOUAK16NwPRo9QOzAOSNKi0BAS8gHPZv9QUCu2F92T843QPrt68A5Q0FAr5RliGOFQUA/V1uxv/RAQGiz6nO1tTtA9ihcj8JlQ0DdJAaBlSM4QKVOQBNhI0BAcM6I0t4gPUBd3EYDeGs/QHe+nxovjUBAwOyePCwMREC3Yn/ZPclAQNXnaiv2xzVAT6+UZYjzQEBX7C+7J98/QA+cM6K0n0JAzTtO0ZEsP0CTGARWDi1EQGgibHh6pThAgy9Mpgp2O0BSSZ2AJkJCQCNKe4MvPEVApb3BFyZTOUB/+zpwzphCQGPuWkI+CDZAp3nHKTrSREDdtYR80ONAQOPHmLuWgEBAmN2Th4UKO0CBlUOLbN9AQGpN845T9EFA+FPjpZsUPUBpb/CFyTRCQP+ye/Kw0CNATfOOU3SUOkAXSFD8GJM7QLbz/dR4QUJAxty1hHzgQECSXP5D+q00QHrHKTqSq0NAg1FJnYDWN0DdtYR80GM5QGb35GGh7kZAFK5H4XrkP0Cfq63YX5Y1QGWqYFRSh0JASFD8GHPHQEB3vp8aL007QIxK6gQ0eURAK4cW2c4HO0AwKqkT0LQ9QMWPMXctIUBA6SYxCKzMPUBqTfOOU3RCQMGopE5AS0NAJuSDns2yQECrz9VW7I89QHqlLEMc60JA9P3UeOk2M0BWDi2yncdCQKfoSC7/QURAat5xio4EP0AsZRniWLdBQMrDQq1pzj9AgQTFjzHXNUD7y+7Jw2pCQDj4wmSq8D1AirDh6ZUKQkC+MJkqGCVDQINRSZ2ApjVACfmgZ7NaQ0Dx9EpZhtg9QKqCUUmdkEZA93XgnBFNQUBn1edqK75CQL1SliGO3UNAdZMYBFZ+QED2KFyPwkVCQIj029eBoz9AWMoyxLF+PED129eBc35AQFafq63YH0FAuB6F61GQQkC7uI0G8MY+QOSDns2qPzRAWKg1zTv+REB4nKIjuZw8QKyL22gADztAv30dOGdMRECX/5B++xo8QF3cRgN4yz5AMuauJeSDQ0BYqDXNO0ZCQPyp8dJNGkNA/Yf029fhQEAX2c73UxM9QOLplbIMEURAETY8vVIOQUDoaiv2l71BQEymCkYldUBA/tR46SaRRUC6awn5oKc7QAmKH2PuqjVAFD/G3LUUQkBTBaOSOgE6QNDVVuwvC0hA8fRKWYbYPUADeAskKIZCQMnlP6TfjkBAQxzr4jbaOUBJnYAmwtZAQOcdp+hIjkNApSxDHOvSQ0CC4seYuzY8QCZTBaOSGkNABcWPMXdNQkAK16NwPeo8QEATYcPT20BAkzoBTYQ9O0AGgZVDi1w+QC/dJAaBbUNAqaROQBOJQEAjSnuDL6RAQOviNhrAU0FAyeU/pN+ORUB24JwRpR04QKK0N/jC/EFAWKg1zTseOUDjx5i7lkhBQGHD0ytlOUBAAAAAAABYQUBJnYAmwvZBQCSX/5B++z9AKqkT0ETgQ0CBJsKGpz9DQPcGX5hM9UNAObTIdr7fQkBSSZ2AJgI8QESLbOf7ST9A3+ALk6mSQUCamZmZmdk+QFXBqKROgDhAz2bV52qTQECsrdhfdo83QAwCK4cWOT9ADXGsi9uwQUCYbhKDwNpDQDPEsS5uUz9AQmDl0CKjQkCxUGuad4xCQIj029eBa0NAqMZLN4kBPEBiodY07+g6QOcdp+hIrjtAJXUCmghbPkBUdCSX/5BGQEp7gy9MJkFAcM6I0t4IQUADCYofYz45QEVHcvkPWTxAKjqSy3+AREB1ApoIG746QNbFbTSA1zxAMnctIR9kP0Dc14FzRrQ5QHUCmggbXj1AtTf4wmSiQED2KFyPwjVAQLivA+eMKD9A6+I2GsBDRECgGi/dJA5BQEMc6+I2gkBA3SQGgZXzPUCx4emVsvxCQA4tsp3vd0JAjErqBDThOEAW+8vuyXtBQMsQx7q4zT5At9EA3gKpQUBSSZ2AJkJAQB04Z0RpV0dA097gC5ORREDEsS5uo5E3QPwYc9cSekJABTQRNjxtOkAB3gIJip9AQBIUP8bcJT9AUwWjkjoRPUB9PzVeutk+QFJJnYAm4kFAwOyePCzMQkBUUiegieA9QAN4CyQo7j1AXdxGA3jjSEAEVg4tsu00QIC3QILir0RAtoR80LPBQEB5WKg1zXs9QMRCrWne0UJARGlv8IV5PkCoV8oyxPE8QL3jFB3J5UBAhA1Pr5RtQ0DXEvJBz7Y7QBzr4jYaID1AzF1LyAeNQECsi9toAIdCQH0/NV662ThAgSbChqfnPEAawFsgQWE3QJF++zpwvj1AqoJRSZ2gPEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"674\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"677\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"678\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"679\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"680\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"681\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"qFKzB1qBCUAlOzYC8ToHQGu3XWiuEw5AnYAmwoYnCECaJQFqatkKQIyEtpxL8Q1AKSLDKt4IBkDo2az6XG0CQOIjYkokEQ5A4bTgRV8hEEDDR8SUSOIDQKs+V1uxXxZAteBFX0GaEEBy3CkdrJ8QQNf6IqEtZwtAqtTsgVagCUBWZd8VwT8RQB04Z0RpjxBAKCzxgLJJEEAUIuAQqtQNQMlZ2NMOfxNAk4ychT0tBUAOZ341B6gSQFdgyOpWLxBAamrZWl8kEkAVjErqBNQWQAOy17s/nhhArYbEPZZ+C0Be9BWkGesRQB+i0R3EjhJAUWuad5wiEEA1QdR9AFIPQPNZngd3ZwtAFO0qpPxkCEAv+grSjCUSQCgs8YCyKQdAb/Wc9L5xC0Cw/s9hvrwIQD1+b9OfnRNAAYdQpWYPFUALe9rhr6kSQAStwJDVTRBAP8bctYQcEUBiEFg5tAgSQBK9jGK55QxAHPD5YYQQFECOzCN/MPD+PxfUt8zpsgtACi5W1GCaDkBQ/Bhz1xIdQApLPKBsSgtAuHU3T3VIFEB/vFetTDgVQII5evzeZhFAe737471KEUAxsfm4NpQTQM6luKrs+xRAHJlH/mDAEkBl5CzsaacaQF97ZkmA2hFAptWQuMeSF0B+dOrKZ/kPQL72zJIANR1AomKcvwmFCED5MeauJWQaQLZKsDicORlA7GmHvyZLF0CVfVcE//sSQBfZzvdTQxRA4gFlU67wHkAArmTHRqAPQM+Du7N2GxhAJAuYwK2bFUBIisiwircVQAJlU67wbhVACp3X2CVqFEDa/pWVJiUUQE563/ja8xRAyeU/pN+eE0D3OxQF+oQdQKvsuyL4nw5A/n3GhQOh/D/lRLsKKd8QQDUMHxFTQhNAz72HS477BkCHbYsyG6QUQN5xio7kMh5A7zhFR3L5E0BPHhZqTdMbQJWaPdAK7BdA2iCTjJxlHkAgtYmT+30dQMUgsHJoEQtA0csollt6G0Deq1Ym/HITQGX8+4wLBx5ANzemJyxxGkC1VN6OcBoWQB04Z0RpTxpAhxbZzveTHEDD0ytlGeIaQP5D+u3rwBhADXGsi9soB0CSrpl8sy0jQFovhnKiHRdA6WD9n8M8GUBMjjulg9UQQLmI78Ss9x1A6udNRSpMH0BQx2MGKuMZQAKfH0YIrxZAGlHaG3zhFEApyxDHuvgOQJNvtrkxXR9A+WabG9OzHkDshm2LMjsiQIOG/gku1htA81meB3enH0DKplzhXe4QQPgZFw6EJB5AkwA1tWytFECE04IXfWUjQAq6vaQxaiBA6UMX1LeMFUDCo40j1gIZQCqpE9BESCJArkfhehQOGEDsEtVbA1sWQInqrYGtEhNArBxaZDvfG0D2KFyPwrUiQKMjufyH1BVA8WPMXUsoG0Bfe2ZJgBogQKmfNxWpMBxAbVZ9rraiFUDpt68D52wbQJ7vp8ZLdxxAliGOdXFbJUBG09nJ4IgeQMl2vp8arxRA4syv5gChGECMLQQ5KFEgQDuNtFTefiBAXDgQkgWsG0CyEYjX9WsVQBTLLa2GNCBAMxZNZycDHUCOdXEbDWAfQKQZi6azUxtAd9uF5joNHEAnZr0YynkgQL7Z5sb0xB9A5NpQMc7/GkApXI/C9agkQK4q+64I3hJA5L1qZcJ/IEB4CyQofkwOQMXJ/Q5FAR1A7Q2+MJn6IUBQwkzbv/IUQKd0sP7PIRVAFR3J5T9EJUC5UzpY/2ccQF8pyxDHSiFA1PGYgcroI0AmqrcGtgoUQEJg5dAiOylAjSjtDb4QIkAe+YOB5z4VQCCYo8fvzR5AM+GX+nnTGEBWn6ut2D8pQFMFo5I6gShAbRyxFp8CH0BHPUSjOwgdQNP2r6w0yRhAeqpDbob7F0D3zJIANTUgQOeMKO0NvilAOpLLf0ifIUAQWDm0yLYkQHIz3IDP3yBAGRwlr85RI0CtF0M50X4hQDJ3LSEfFClAcvkP6bdPJ0DvrN12ofkYQB75g4HnvhRASOF6FK6HJEAgXtcv2F0gQLraiv1l1yhAmnecoiNZIkCHvyZr1KMbQAStwJDV7RZAcoqO5PJ/J0Dbiv1l90QmQJ0Rpb3BtyBACmgibHgaJ0AkC5jArXsXQNXnaiv21yhAj8cMVMYfIkA0gLdAguIgQHuDL0ymSiBAhZSfVPs0H0AQWDm0yFYbQNmZQuc1ZiNAEarU7IEWIUCRCmMLQc4jQJMYBFYOrSZAFVeVfVeUIEBR2ht8YZIkQFNcVfZdUR9AxlBOtKuwH0CY3ZOHhaohQBx8YTJVQCFAFNBE2PDEIUCCc0aU9uYmQKmkTkATwSRAayv2l90DI0CvQspPqt0aQDYC8bp+QR5AQfFjzF0rIUABTYQNT68nQB4Wak3zLiRAYwtBDkrYIkDL8+DurL0jQJV9VwT/GyBA7ZklAWqqI0AQejarPlclQLKd76fGqyVAfhghPNqoIEAgXtcv2C0RQPW+8bVnFhhAcAhVavZAF0CZKhiV1MkqQDvfT42X3iNAb9Of/UgxIED1vvG1Z/YSQBKDwMqhRSpAe7374716IkABpDZxcm8hQEdy+Q/p1ylAnpj1Yii3IUC6SQwCK6cnQBr6J7hY0SNAXwfOGVG6J0DDZKpgVCIwQNPe4AuTSSZA1xLyQc9mJEC1FfvL7kkkQARWDi2yjSFAEarU7IHWI0BiEFg5tMgqQLPqc7UVGyRATtGRXP6jKkBj7lpCPggkQIqO5PIfsiJAavtXVpqUI0C5/If02xcpQPkx5q4lZClALv8h/fZVJ0B+jLlrCQkwQFvTvOMU3SVAW5TZIJPcIEDdtYR80BMbQAFNhA1Pjy1AxLEubqMBKEDJAiZw694jQGYxsfm4NiBA1xcJbTlXHUD0N6EQAdchQNNNYhBY2ShAHcnlP6SfK0C5/If02/csQF3+Q/rtazFAf/s6cM54MEB1q+ek9z0hQDbNO07RUSlAQmDl0CLbLUB0JJf/kP4gQJzhBnx+GBhAnl4pyxDHJ0BgzQGCOVocQCBB8WPM3R9At9EA3gJpLEAwTKYKRoUxQCzUmuYdhyxAsVBrmnd8JEAJih9j7vomQE7RkVz+YylA6+I2GsCbJED7y+7Jw0ImQL1SliGOJSFAE/JBz2bVLEB7gy9MpgosQC/dJAaB9TFAGCZTBaOSIUDjNhrAW2AmQI/C9ShcrydA3SQGgZXjJkDcY+lDF8QiQKUsQxzrQi1AeAskKH7MI0A5RUdy+Y8qQATnjCjtPTJA+n5qvHRzLkDG4cyv5hAgQIKQLGAClx9A9wZfmEz1JkASa/EpAGYcQNzXgXNGlCdA/Bhz1xKSJUCP5PIf0s8vQNPe4AuTySVAat5xio70MEBIUPwYc/cmQFUwKqkTcCxA7FG4HoVLJUC5/If02zckQP2H9NvXgSRAWDm0yHYeJUBBguLHmBslQBhDOdGuYh9AKjqSy38oLECB7PXujzchQJkqGJXUaS5AV+wvuydPL0BaZDvfT20lQO58PzVemidAeJyiI7kcLUDiWBe30cAoQJyKVBhbuCJArkfhehTOKUCWQ4ts5zszQDlFR3L5byNA8IXJVMGIJkB7gy9Mpro0QNobfGEy9StAveMUHclFJECOBvAWSBAtQEGC4seYOxtAOL72zJLAIkAkl/+QflsnQGuad5yigytA54wo7Q0+K0D6fmq8dLMrQIMvTKYKJh5A3pOHhVpzMUAHX5hMFawlQPRsVn2udiJAQ61p3nHqK0B8YTJVMCorQFAZ/z7jUiNA3nGKjuQyKUDKMsSxLm4nQPH0SlmGuClAodY07zhFLEAKaCJseFomQLpJDAIr1zBAkSdJ10z+IUAkl/+QflsmQCV6GcVySyJAxm00gLeAK0AVdHtJYyQgQIhjXdxGIy1A2lVI+Un1IUBKDAIrh4YyQB/0bFZ9LilAak3zjlP0K0A51sVtNIAqQJHQlnMpjiBA+FPjpZtkKkAJG55eKZszQPRsVn2uti5Al/+Qfvt6JECz6nO1FVslQOXQItv5/itAIbByaJEtLEBszywJUMMgQF1txf6yiyBAofgx5q5FK0BEi2zn+/kwQGHD0ytl+SZAPujZrPr8KEBmZmZmZgYnQMSxLm6joTBAy6FFtvNtMEC5iO/ErKchQK36XG3Ffi9APfIHA8+9I0Cze/KwUGsnQHE9CtejUClAZvfkYaH2KUAkKH6MucsmQFRSJ6CJUCtAIEHxY8xdM0DdtYR80PMzQLfRAN4CiSRAEHo2qz43LUDmriXkgx4vQEjhehSuNzFA/tR46SbhMkCndLD+z2EjQPH0SlmG2DFAw2SqYFRSKkBVMCqpE1AqQC+ob5nTlSJArBxaZDvfKEDP91PjpfswQOwvuycPGzBAz/dT46W7K0CkcD0K10MuQDLmriXkwyZAQmDl0CI7K0DmriXkg94wQMP1KFyPAjRAklz+Q/rtLUC+nxov3eQzQNBE2PD0SjJAodY07zilKEBqTfOOUzQwQKJFtvP91CtAI9v5fmq8K0Ab2CrB4lAiQHctIR/0zCZASzygbMrVFkBrmnecotMwQHKKjuTyfyxAoyO5/IeEN0AgY+5aQj4xQLAD54wo/TBALpCg+DFmKEADeAskKF4qQHBfB84Z8StAH/RsVn2eMUA0gLdAgsIxQIv9ZffkAStANIC3QIKCNED6CtKMRdMiQECk374O/CZADeAtkKA4L0DVCWgibJgkQLivA+eMmDFAbCbfbHOzIUD5D+m3r6MyQFr1udqKnTRAuB6F61E4M0AfSx+6oC4hQHQkl/+Q/iZAIo51cRu9M0C4QILix6gxQAfwFkhQPDBAhslUwaiEJ0DvOEVHclkyQDUHCObosRlA1xLyQc8mMUDqlbIMccwpQA4tsp3v5y9AqMZLN4mhLkCNl24SgyAlQAyTqYJRaSZAbqMBvAXyL0CrCaLuAxAgQNBE2PD0yi1AMLsnDwt1JECDwMqhRdYsQMNkqmBUgjBAXdxGA3jLMUDwp8ZLN8kjQERpb/CFiTJAsI9OXfmMIkDnHafoSO4sQGUZ4lgX9zFAs3vysFArMUAMB0KygKkYQIqO5PIfQjJAsi5uowFMMEAFo5I6Aa0pQDGZKhiVJDVAzO7Jw0KNKEDY8PRKWYY4QLahYpy/iRxADeAtkKBoMUAAb4EExQ83QJEPejarPi5Al/+QfvsqPEDXEvJBz5YwQE+vlGWIAypALNSa5h3nLUAE54wo7Q03QPp+arx08zNAf/s6cM7IMkAeFmpN804xQMxdS8gH3TJAKqkT0EQ4NED6fmq8dBMlQJeQD3o2uzRADAIrhxYZKEBtxf6ye7IoQLu4jQbw9itAHOviNhpAL0B8YTJVMOo0QLx0kxgERiJAqaROQBMhKkBcj8L1KHwzQHRGlPYGHzJAcayL22jALECDwMqhRdY1QNuK/WX3NDpAu7iNBvD2M0AcCMkCJnAZQLdif9k9uSZA2qz6XG2FKkCuR+F6FC4vQCQofoy5SzBAvw6cM6K0K0B1ApoIG84wQNNNYhBY+TBA+Q/pt6/jLEA51sVtNBAwQDAqqRPQ5CpAsVBrmnfcNUBuNIC3QHIxQMuhRbbzHTRAcvkP6bcPNkDZX3ZPHvYnQFtCPujZTDVAeHqlLEMsMEBmiGNd3KYvQB+F61G4bjFAR3L5D+nHOEBJ10y+2WYDQOELk6mCUTJAfh04Z0TJLkCe76fGSxcvQBHHuriNxjdAHOviNhrgKkBpAG+BBBUxQC7/If32ZTZA1zTvOEVHN0AZBFYOLTIwQIOG/gkuNiNAQKTfvg48LEBiEFg5tAg3QPkP6bevAzlAUI2XbhJjO0B/+zpwzngyQNIA3gIJOjFAyeU/pN+OOkDy0k1iEPgnQHe+nxovfSdA8tJNYhCIMkB4nKIjuSwxQHS1FfvLbjVAOUVHcvmvN0CHFtnO91MxQFmGONbFrSxAofMau0T1HkD6fmq8dIMyQPhT46WbRDdAfGEyVTCqMkAJG55eKZs5QFYOLbKdbydAVOOlm8QQN0A/V1uxvww4QKvP1VbsDzBAtRX7y+7JNkBcj8L1KFwtQM6qz9VW7CtAnYAmwoYXM0Bm9+RhoRY4QEYldQKaqCZAcF8HzhmhN0DcaABvgVQwQMdLN4lB8DBAw2SqYFSiMEC0k8FR8kojQLByaJHt/DVA0SLb+X5KOEDHuriNBhAzQBBYObTIdjBAw/UoXI+iLkCASL99Hcg1QMPTK2UZcjpAlWWIY108J0AdyeU/pB8tQPXb14FzBjRAKcsQx7pYMkCqYFRSJ4AyQHo2qz5X2zJAdEaU9gbPMUD8qfHSTfIwQH9qvHSTWDRAGlHaG3yxMEDY8PRKWSYnQE9AE2HD8zFA0LNZ9blaJkCIY13cRgMxQM/3U+OlKzdA7FG4HoUrN0D35GGh1sQxQMKGp1fK4jJAwFsgQfEDJ0AB3gIJii88QO0NvjCZ+jZAGxL3WPogIEC7uI0G8PYuQBToE3mSlB5AuK8D54wIN0BrmnecolM1QMoyxLEuHjlA/yH99nVwN0D2l92Th+U5QJyiI7n89zZAvJaQD3rGNUB7gy9MpsosQH6MuWsJKTZAY3/ZPXkoOUBaZDvfTx00QJM6AU2EjS5APZtVn6t9MkB+HThnRKklQMrDQq1pXjJAY3/ZPXkoNkDV52or9rcyQDY8vVKW4TNA6SYxCKxMNkDD2EKQg3IdQJ2AJsKGxzpAqvHSTWLwM0AGgZVDi2w2QMx/SL99/TJA+zpwzoiiNED8GHPXEvI3QCh+jLlr6S5A6Nms+lydNkCh1jTvOEU1QBrAWyBBUTVAbcX+snvSNkDJ5T+k314wQLPqc7UV+zNARGlv8IUZNUA2zTtO0fEpQF5LyAc9izFAlkOLbOdbMECmCkYldXI1QJSHhVrTHDdAoWez6nPVJ0DtDb4wmco6QPXb14FzpjVArIvbaACPNEDswDkjSgs1QCnLEMe6mDRAdEaU9gavM0CHp1fKMmQwQJ7vp8ZL9y5AGsBbIEGRMkAWak3zjhMsQKkT0ETY0DlAvw6cM6IUN0BhMlUwKhk0QLsnDwu1tjlAbqMBvAViPUD3Bl+YTDUtQDlFR3L5HzJAgnNGlPYGM0Aep+hILo84QFjKMsSx/jpAt2J/2T0ZKkClvcEXJgMzQK36XG3FTjRARUdy+Q+pNED7y+7Jw2I9QCPb+X5qrDJAkst/SL8tM0C7uI0G8PY4QKhXyjLEMTVAqvHSTWJwLEDf4AuTqQI1QD81XrpJ/DRAFK5H4XpENEBTBaOSOiEwQE0VjErqJC9ARPrt68ApMUBvgQTFj2ExQEmdgCbCRjpAgnNGlPYmMUC9UpYhjuU0QGsr9pfdozdABaOSOgFtQEBO0ZFc/nM4QJJc/kP6zTxAaJHtfD+FNEBiodY079guQM7HtaFi/CJAMEymCkYlL0AdOGdEaV87QAkbnl4pazVA54wo7Q1eN0Byio7k8i8zQEku/yH9hjJAmbuWkA9KNUAHzhlR2ss6QGWqYFRShzdAAwmKH2OeM0AwKqkT0MQvQIv9ZffkAShAg1FJnYAmNEBoke18P4U0QC6QoPgxBjtAKjqSy3+oM0BB8WPMXbs0QC2yne+n1jZA5BQdyeV/OEC/fR04ZyQ5QE8eFmpNUypAXwfOGVGaLkD8GHPXElI5QIy5awn5sDVATx4Wak0DM0BApN++Dlw6QD2bVZ+rbTxARrbz/dRYLkCamZmZmVkzQB4Wak3z7jdAz/dT46WbNkCxv+yePLw0QERpb/CFCSxAsb/snjz8MkBHcvkP6cc0QKRwPQrX4y9AbqMBvAXiP0Dx9EpZhig0QLFQa5p3PD1Aofgx5q5lM0DqlbIMcZw5QG6jAbwF4jFAvjCZKhiFNECU9gZfmOw4QLG/7J487DpA3GgAb4GENkCEns2qz+U6QLMMcayL40BABhIUP8Z8KUCvJeSDnj0wQKyt2F92nzBAHHxhMlVAOEC1FfvL7gk1QLIubqMBXDJAk6mCUUkdOkDXo3A9CpcxQLN78rBQaylAK/aX3ZO3MED+Q/rt6xA2QNejcD0KtyxAxY8xdy1BLUC8dJMYBPY/QGx4eqUsszlAMlUwKqkTJECoNc07TtE/QP5l9+RhsThARGlv8IXJNUBos+pztYU4QFr1udqKrTlAofgx5q4lOkBHA3gLJEg0QBiV1AloYjBAC0YldQL6MUDswDkjSgs0QKOSOgFNRD1AdEaU9gb/NkDi6ZWyDDEuQHctIR/0XDRAhslUwaikM0B1kxgEVl47QJ7vp8ZLJzhAbAn5oGdDMEBZF7fRAH4zQNDVVuwvyzVABOeMKO2tMUA7cM6I0p40QM4ZUdob3DVA/Knx0k2iLUCjAbwFEtQzQHL5D+m3PzJAjLlrCfmgNkB7gy9Mpjo1QMrDQq1pHixAat5xio5kOEBI4XoUrkcvQIV80LNZdS5A+MJkqmCUL0B7FK5H4WoxQG/whclUQSxA7uvAOSOKO0C6awn5oAc+QA3gLZCgqDhAbqMBvAVSKEC0yHa+n9opQP8h/fZ1QDBA1/oioS3nI0Cazk4GR9khQNlfdk8eBjVAhjjWxW00OUALJCh+jNk5QEjhehSuNzFATfOOU3RkOkARx7q4jYYoQHWTGARWjjhALNSa5h1HM0AT8kHPZqU5QMiYu5aQrzZAWMoyxLEOPEAAb4EExf8xQMIXJlMFAz1A8IXJVMEIL0Cfq63YX9Y0QMKGp1fKYjJAKqkT0ESoM0BL6gQ0ETY5QD0s1JrmnTVAzH9Iv339M0BxPQrXowAyQJm7lpAPOj1AeAskKH7MNUDgvg6cM6I5QEXY8PRKOTlAcM6I0t6AN0BwXwfOGaE1QL99HThnVDdA5fIf0m8XQEDDnnb4a2IjQCDSb18HnjRAF9nO91MzQEAyVTAqqSMwQPmgZ7PqMy1A38Mlx53yG0D+Q/rt66AzQG3n+6nxAjNACtejcD1KOUDImLuWkE80QGiR7Xw/hTxAQfFjzF0bNkD5oGez6rMxQE3zjlN0RDZAi2zn+6mhOEDwp8ZLNykuQLPqc7UV+zdAqoJRSZ3APkA9m1Wfq904QGq8dJMYJC9Axyk6kstfOEBcj8L1KCw+QPAWSFD8WChArK3YX3YHQEAU0ETY8ARAQLmNBvAWyDRAKH6MuWtpOEA5tMh2vs8xQEoMAiuHtj9AZDvfT413NEBQjZduEtM4QMZtNIC3OENAh6dXyjKEM0DvOEVHcikwQFjKMsSxrjhADAIrhxaZN0Dgvg6cMxI7QE3zjlN0hDFA2c73U+N1P0DysFBrmoc6QOeMKO0NvkBAGQRWDi2COUCxUGuad1wnQOcdp+hIjjxApHA9CtfDM0BoImx4eqUwQKkT0ETYsC9AAwmKH2OOOkDV52or9kc7QDY8vVKWMSBAGy/dJAYROkB8YTJVMCo7QAdfmEwVDC1ASgwCK4dWOUADCYofY/44QD/G3LWEbDJAMuauJeTzQECF61G4HlU4QA3gLZCguCxAOPjCZKogNEBwXwfOGdEzQH3Qs1n1aTBA7Z48LNS6KkBjf9k9eQg1QBNhw9Mr1TdA0ZFc/kNKPUBLWYY41oU6QMzuycNCjTZALUMc6+JWMkBq3nGKjoQ0QEw3iUFgnUFAL90kBoGlNkCC4seYu+Y3QHe+nxov3T5A54wo7Q3eOEDo2az6XE03QAdfmEwVzDZAtFn1udrKNECqglFJnaAvQD/G3LWEbDVANqs+V1vBNEClvcEXJrMwQPYoXI/ClTRAfT81XrrJO0AMk6mCUUkxQN0kBoGVMztAbef7qfECNUCASL99Hfg2QDxO0ZFcDjxATRWMSurkLED+ZffkYWEzQJF++zpwnjRA3GgAb4FkM0C+MJkqGPUyQB1aZDvfjypADAIrhxZ5LkCneccpOpIqQI51cRsNUDRADi2yne8HKUA4+MJkqsAvQCv2l92TxzhAT0ATYcMzPUDcaABvgfQxQKK0N/jCxCVAvJaQD3rWQEA6kst/SO81QA3gLZCgKDdAoBov3SQGNEC8BRIUP9Y7QKs+V1uxHzNAvJaQD3omO0CTGARWDq04QPLSTWIQGDZAjErqBDThPkBvgQTFj7EwQGrecYqOtDVAHVpkO9/vMEAnMQisHJo7QNxGA3gLFD1A1zTvOEVXPEDG3LWEfNAvQPp+arx0kzFA8BZIUPxYOUBQjZduEgMhQLHh6ZWyvDxA7FG4HoU7PkBpb/CFyUQ7QPyp8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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"684\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"687\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"691\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"692\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"1a4JaY1B7T9D5V/LK1ftP0sfuqC+ZfE/7iWN0Tqq+T+MvoI0Y1H4P8xB0NGqFu8/f4Y3a/C+7D9Mjjulg/XuPyTUDKmieO0/S+XtCKeF9j+MhLacS/H5P768APvo1PM/3Zp0WyIX7D/QJRx6i4frP9gN2xZlNvI/OzjYmxiS7j+JB5RNuUL0P5MdG4F4Xeo/Ht/eNejL7j+MhLacS3HxP5SHhVrTvPI/OdbFbTSA4j+kwthCkAPsP88vStBfaOg/GZC93v1x8D+vJeSDns37P0X11sBWCfM/61bPSe+b+j+FmbZ/ZaXxP5s4ud+hqPc/4jsx68XQ8T/xnZj1Yij3P4UGYtnMIec/VU0QdR8A9z9TrvAuF3H2PxcrajANw/c/O+RmuAGf+D8UrkfhepT9P5ZbWg2Je/o/B0KygAnc8T/W/znMlxf5P6p9Oh4z0Pw/VRNE3Qeg8z9N845TdKT/P4syG2SSkfc/18BWCRYH+T+GyVTBqKQAQEdVE0Tdh/Q/05/9SBGZ9T9SuB6F69H8P9dMvtnmRvk/XCBB8WNM8T8/kSdJ18z/P4KQLGACNwFATGw+rg2V/z9LAtTUsjXwP636XG3F/v4/Ub01sFWC/j8QkgVM4NbzPwdfmEwVzAFAqd4a2CpB/z+atn9lpcn5P+rKZ3ke3P8/lzyelh846D8knBa86KsAQDxO0ZFcfvE/kdWtnpPe9D92/YLdsO39P54kXTP5Zvo/EQGHUKVm+T8rNXugFZj9P00tW+uLhPQ/gxd9BWlG8T+mm8QgsHICQJ0ui4nNR/w/Dmd+NQeI/z9zLsVVZV/xP2HgufdwSfw/+FPjpZvE+j/usfShC+r4Pzc3picscfg/1hwgmKPHAEDmV3OAYA7/P7t+wW7Ytv4/GvonuFhR/D8G9S1zuqzqP5nTZTGxeQBAPwCpTZzcAUCdvTPaqqTuPzSitDf4Qvw/RWRYxRtZAUAWMIFbd3P+P9oeveE+csk/bD6uDRXj/z8Spb3BFyb+P4syG2SSkQhAxxFr8SkA/D+KPEm6ZrIEQGTpQxfUt/Q/YTdsW5RZ+j96pSxDHOsBQDJyFva0QwJAixpMw/AR/z+XOV0WExv3P3kB9tGpawNAhJ7Nqs9VB0DR6A5iZ4r6P+FiRQ2mYf8/6ZrJN9tc9z/APjp15XMAQG40gLdAAgFAQBNhw9Or+j+g4GJFDaYFQJWfVPt0PAZAAFKbOLkfAEDPvYdLjrsCQHEgJAuYQPw/cr9DUaDP+T98YTJVMKr+P7RxxFp8igNAtaZ5xym6AkAKSzygbMoKQEmdgCbCBgBARIts5/sp9z8uOe6UDpYAQNdppKXytgdAM+GX+nlTCEB1zeSbbW79P/YjRWRYhQpAVDpY/+ew9j9hTzv8NRkHQFRSJ6CJsPc/SG3i5H6H9j9rSNxj6cMFQD81XrpJDPw/IF7XL9gNBkCK48Cr5U7pP7osJjYfV/I/9aEL6lsmAECWJqWg2wsAQEuwOJz5Vfk/Zwqd19jlCkBjesISDygIQCUGgZVDi/w/gbIpV3jXDUABTYQNT68BQBR5knTN5ANAZK93f7zX+j/gufdwyfECQCkiwyreiANAP+PCgZAs/j+oqWVrfREEQEHUfQBSGwFAcQM+P4wQB0AsZRniWBcCQDmX4qqyLwdA+n5qvHQT/T9lwi/18+YBQDcawFsgQf0/gez17o/3+z/Bc+/hkmP/P/sFu2HboglAMQisHFrkAkBW1GAahs8LQAM+P4wQXgBAh78ma9RDBEBWt3pOeh8BQEm6ZvLNdgpAIQIOoUoNB0Ar3sg88of5P26jAbwFEglAW86luKrsBUDFrBdDOdELQOyGbYsymwtAdbD+z2H+BECTV+cYkL0GQLfRAN4CiQxAnpj1YignBEDajxSRYZX9PxDpt68DJwhAVmXfFcG/BEDqPgCpTZz+P8SZX80BAglACr/Uz5sKBUCdEaW9wRf/PyzUmuYdpwZArDlAMEcPAEDmV3OAYE4EQNNqSNxj6QdA5pZWQ+LeAUDLSpNS0O0MQOhNRSqMrQVAQiYZOQs7B0BDkIMSZhoLQHlYqDXNO/4//mDguffwBUARje4gduYGQL6fGi/dZAhAvhOzXgwlD0BNEHUfgBQGQEDBxYoaDAlAJ8KGp1dKAUDumLoru2DkP6rU7IFWIARAZAYq49+nCUD/7EeKyLAKQBtMw/ARMfs/ofMau0S1CkBn8s02N6YFQFbUYBqGDwdAgqj7AKQ2/j8EVg4tsp0QQLvVc9L7RgFAZVOu8C4XCkCXVkPiHosIQOviNhrA2wxAK4cW2c43BkBLzR5oBUYOQCxlGeJYFwRA+I2vPbMkB0CQZiyazo4EQFYOLbKd7wtAVkj5SbUPAEBFL6NYbqkEQOXtCKcFr/Y/nzws1JomBEAIyQImcOv/P8mTpGsm3whAarx0kxgEC0CIhVrTvOMKQAVu3c1TXQRAdjI4Sl4dEEDqCUs8oMwQQG/whclUQQpA/U0oRMChEkC/fR04Z8QIQP34S4v6JO0/BYasbvX8EEAprir7rgj2PzPcgM8PYwdAuHU3T3WIC0A8TtGRXD4BQGr2QCsw5PU/on+CixW1/z/FckurIbEFQCDvVSsTvg9AJ2a9GMrJBUDzqzlAMMcJQGTpQxfUN/g/KNU+HY8ZD0CJ0t7gC7MWQNcXCW05dxBAOBCSBUygC0D2QCswZLUNQDSFzmvsUgZATODW3Ty1EkB324XmOi0QQEYIjzaOmBNAT6+UZYijDEAJFoczv9oRQObo8XubPgJA/YLdsG2xEkDAIVSp2YMPQEWeJF0zOQNA06QUdHuJDEBxyXGndLARQCS05VyKKwtArmTHRiAeDEDQYb68ALsPQHNoke18/wpAMuauJeSDC0BTIoleRnEMQLRxxFp8iv4/v5oDBHP0EEDiOzHrxVAIQANbJVgcDgVA+Um1T8fjFkBq3nGKjuQPQL9DUaBP5AxAkKLO3ENC6j+X/5B++3oOQNu/stKk1AVAgc8PI4QHBUDeVKTC2MIPQGJnCp3XWBJAwoanV8pyC0Ac6+I2GiAQQO4IpwUvGhBArYbEPZZ+EUDmIr4Ts17+P3juPVxyHAhAdhppqbwd+T90JJf/kP4KQDzaOGItvg1AQkP/BBdrCUBMVG8NbNUMQLbbLjTXyRdAumbyzTb3AEAydy0hHzQMQJMYBFYODRNAje4gdqbQEkBmoDL+faYQQKJ6a2CrpBJAnOEGfH44E0CAfXTqyucRQNSCF30FaRBAsRafAmB8EkAwEtpyLmUQQE3WqIdotBFAmdh8XBuqDkB+xoUDIRkQQC3saYe/pghAX0GasWg6CkA3/dmPFFENQMoV3uUivhVAMGR1q+fEEEAR/G8lO3YFQI+lD11QPxJA+U7MejFUEkBpb/CFyTQQQC140VeQJhZAx2MGKuMfFECtUQ/R6O4QQAtGJXUCGhJA0zB8REzJBkDbbRea63QXQLecS3FVWRRAu5unOuRmEkCLprOTwZEKQEvNHmgFhg1Adhppqbz9EUC5pdWQuAcQQK4NFeP8jQRAuOnPfqTIDUCWJqWg2wsNQH3Qs1n1GRhAD+7O2m2XEUCcilQYW8gMQNQrZRniGAZAPbg7a7ddDUBZNJ2dDM4RQCHNWDSdnRVAcjPcgM+vE0C/K4L/rUQTQKA3Fakwtg1Ay6FFtvNdF0ANjpJX53gSQNmZQuc1FhBApN++DpwTFkAU6BN5kjQMQLhYUYNp2AVAkUQvo1jOEkDogvqWOf0VQGNi83FtaBFAwLLSpBT0F0DD2EKQg9IPQNtQMc7fRBNAsW1RZoNsEkCvJeSDno0RQEyJJHoZRQxAXtcv2A27GkDjqrLviuARQOChKNAnchFAzVg0nZ1sEkDmriXkg94RQFqeB3dnbRNAoRABh1AlCUAj+N9KdqwQQCF2ptB5TRFAgc8PI4THFEBTy9b6IqEMQBgJbTmXIhRA8UbmkT9YE0D2KFyPwvUMQOif4GJFbRZA/Knx0k3iA0DAstKkFHQSQLMHWoEhqxNA6X3ja88sG0DzAuyjU1cPQMUgsHJokRNAYmcKndc4F0CTjJyFPS0UQGufjscMNBRA7GmHvyYrCkBXz0nvG58VQL2pSIWxxQxAis3HtaFCEUDSOqqaICoRQDG2EOSg5BBA0lJ5O8LJEED0GrtE9RYYQLbbLjTXqRBAqyFxj6UvE0BcWg2Je0wQQHXIzXADXhVAn5PeN752EUANjpJX53gZQP4mFCLgsBRAITzaOGLtFUDVBFH3AagRQE+vlGWIYxBAgc8PI4RnEkDovMYuUV0XQOVEuwopvxVAS8gHPZvVGEB8fhghPBoNQBRcrKjBdAlAtU/HYwYqGUBJERlW8cYXQKkT0ETY8A9Ap+hILv/BE0BHIF7XL9gCQKYPXVDf8hRAE0n0MoolCEDcgM8PI6QUQK00KQXdngxAluzYCMTLFEDgLZCg+DEMQLA9syRAjR9Ax2gdVU1wFEDCTNu/slIPQC5zuiwm9hNAEtpyLsUVFUDSOqqaIOoUQEKygAncGhBAy0qTUtDNF0BseHqlLMMAQL9IaMu5FBJA5WGh1jQPFUDAIVSp2WMTQGaIY13cRgNAtHHEWnyqEkArhxbZzjcLQHf4a7JGfQ1AJqq3BrZKF0AzxLEuboMXQEa28/3U2BNArMq+K4I/DkAVOq+xS9QaQFaCxeHMTyBAOUVHcvmvF0BNLVvri6QcQMlZ2NMO/w1A7ginBS9aG0DY0w5/TZYTQEWeJF0zuRNACRueXikrFEBiSiTRy2gPQGebG9MT1hdA+ie4WFEDC0AKhQg4hAoZQDgQkgVM4BRAQBNhw9OrDUAAOsyXFyAGQF2/YDdsOxBAx9eeWRJgF0A7qpog6j4dQLPviuB/yxRAmYHK+Pd5EEAd5ssLsI8QQGBZaVIKmhxACoDxDBpaFUDvVSsTfqkSQDVG66hqghJAXrpJDAKrFEBF8L+V7NgTQB8uOe6UrhVATzv8NVnDEkBi1ouhnKgKQMFWCRaHUxRAAyZw626+IUB7FK5H4boZQPWEJR5QlhlAPL1SliEOGEBRZoNMMnIaQJEKYwtBDhhA+64I/rdyFkDLSpNS0G0PQMTr+gW7YQtAOPOrOUBQFUBoXDgQkiUcQKfLYmLzMQ1An1kSoKbWB0DIXu/+eG8LQM6I0t7gCxZAjNtoAG/xIEBBfcucLgsWQGuad5yioxNAtB8pIsOKHEC/fR04Z2QXQE2EDU+v1AVAYtaLoZyIEEA6BmSvdz8LQGnGounsRBxAJGJKJNEbIkDxLhfxndgKQJ5eKcsQhxRALhwIyQJmGUAAdJgvLwAPQKxzDMherxRAAiuHFtluEUAYsrrVc5IOQPNZngd3hxlA/G8lOzZCE0Aydy0hH3QOQBVXlX1XZBVAO/w1WaM+GEDqPgCpTXwjQPJ7m/7s5xpAa2XCL/XzFkCjQJ/IkyQNQJnwS/28CRxAchb2tMN/HEAvaYzWURURQHRBfcucDhFAvQD76NRVEEDQJ/Ik6foYQNz0Zz9SJBNAICQLmMDNGkATfqmfN7UaQBMn9zsUtSJA9n8O8+VlFUBSJ6CJsEEdQLTIdr6f2g5AYf2fw3wZF0DUSEvl7egWQJvJN9vcuBdAinYVUn5SG0Cmft5UpGIWQNR9AFKb2BRAlkOLbOebEEDTn/1IEXkfQD1hiQeU7RVAvodLjjuFHkDzk2qfjicZQKhvmdNl0R1AjBU1mIahFkDhYkUNpsEZQDSdnQyOUhlA+1xtxf5SEkC4AZ8fRsgNQESLbOf7SRJA4V0u4juxGUB1djI4Sp4WQExUbw1s1Q9AmyDqPgCpGEAaNPRPcPEEQCKJXkaxXCBAMCqpE9BEJEB+AFKbOPkgQBgmUwWjkhpAHM78ag4QFEAQI4RHG8cYQCmWW1oNCQ5A7ZklAWoqFEAqHaz/c9gaQNWVz/I82B1ALWACt+5GGkDswDkjSpsdQBh9BWnGAhpAmGn7V1ZKIECSy39Ivx0lQGL4iJgSaSFArUz4pX6eG0BCJhk5CxsZQL+CNGPRVBxAm6xRD9FIGkDOpbiq7NsaQFN5O8JpgRpAOgZkr3f/E0DkDwaee88PQA2Oklfn+BNAaNDQP8ElG0A3iUFg5VAUQFzmdFlMzBRAxEKtad6RHUC5cCAkC/gfQMrgKHl1bhJAP3RBfcs8GEBVpMLYQvAYQDCeQUP/hBxAopxoVyFFFkBI3GPpQ0chQPK1Z5YEKCJAtaZ5xyl6HECqQ26GG9AiQCDSb18HbiJAyeU/pN8+HEC2uTE9YYkNQJZbWg2JWxVA74/3qpVJGkBHIF7XL9gSQGWqYFRSZx5AQmDl0CJbD0Bmg0wycjYjQHS1FfvL7h1AlGqfjscMHkB07+GS404bQPz7jAsH4hFA2nIuxVWlFECJ0t7gC8MgQPNUh9wMNxJAYeC593BpEEAkl/+QftsgQOS9amXCTx9AC2MLQQ6qGEDd6jnpfaMeQBppqbwdoSBAd9uF5jotF0CMLQQ5KGEdQM7Cnnb46xRAD5ccd0qnE0BZbmk1JE4WQERMiSR6mRlA91j60AV1F0CGyVTBqFQgQHYyOEpefRhAumbyzTZ3FUDXo3A9CrcYQIUlHlA2RRRA7IZtizIbF0BgqwSLw9kbQG/Tn/1IISBArW71nPQuI0DdmJ6wxMMWQE1KQbeXFBxAT8x6MZSTCEClLEMc60InQLjM6bKY2AxAwJXs2AjkEEBaEqCmlk0eQFJEhlW80RZA3nahuU7DFkDSAN4CCYoYQIEmwoan5yFAf6SIDKv4FkDMlxdgH90cQADGM2joHxdAje4gdqawGUB/+zpwzmgbQEaU9gZf2CRAHuG04EWfE0CdS3FV2RcXQDeOWItPwSJAPujZrPo8JUDikuNO6SAgQMv49xkX7hRA6WD9n8OcEkD2evfHe3UeQMbE5uPaMBFAUWuad5wiI0C2oWKcvzkhQO2BVmDIKhhAHtydtdtuHEDqymd5HlwfQB04Z0RpLyNAIEYIjzaOEUBnCp3X2CUeQL/Uz5uKNBVAuarsuyLYHkBFniRdM1kbQBMPKJtyZSBACAPPvYdrIUBCW86luModQLUV+8vuuSFAOul942tvG0AwEtpyLiUUQExsPq4NlSJAUMdjBiqjEEDwFkhQ/FggQD55WKg1zRxA7BLVWwP7IED1SlmGOHYZQNuF5jqNhCBADhXj/E3oGkAk7rH0ocscQBb2tMNfYyBAbCHIQQnTGkAEOShhpi0hQEi/fR045xxAkxgEVg4tG0D8byU7NuIWQOuLhLacSxxAs82N6QkLH0DVeOkmMQggQNXKhF/qJx9AqFKzB1rhIkB88rBQa5ogQFbxRuaRTyBA9iNFZFjFDkAv+grSjIUdQALU1LK1XiNAIhrdQezsF0CCc0aU9kYYQDmX4qqyTxhAuqC+ZU5HIEDz5QXYRwcZQDtT6LzGTh9AN/3ZjxSRH0DKGvUQjd4gQHo2qz5Xex1AVFc+y/OgDkDn+6nx0m0bQJ92+Guyph1AiPTb14FzI0D8+4wLBwIfQN6OcFrwYh5A+vIC7KMDIkCcvwmFCDggQFUwKqkTkCFADYl7LH1oA0AJOIQqNfseQJJ55A8GPhdA9aEL6lvWIkBxrIvbaOARQDxrt11oHiJAHuG04EV/GEC8kXnkD2YbQA2mYfiIWB9AuCOcFrzIF0CrPldbsW8iQLml1ZC4hxZA0O0ljdE6GUBBvK5fsFsfQPtcbcX+sg5ARYE+kSdJFUAFo5I6AS0mQJZDi2zn6yBAJuSDns1KJkCs/3OYL48eQCuHFtnO5yFATx4Wak0TJUCk374OnDMbQBeCHJQwAyFABCFZwAT+IEBOKETAIcQgQN9PjZduMiFAOIQqNXvgHkDmeXB31i4jQLU3+MJk+iNARiV1AproH0BFgT6RJ6kVQO6x9KELSiBANuUK73LRHkCtTPilfr4eQDJaR1UTBBpA3/jaM0sSIEBrYKsEi+MWQHrCEg8oyyJAF7fRAN5yIkDJAiZw6+4ZQAFqatlaTyBADRr6J7iYG0CIhVrTvGMfQEurIXGPJR9Ap3Sw/s8BHkDwp8ZLN2kkQEUvo1huGSJAxlBOtKtwHUAH6/8c5vsgQL9lTpfFJB5AOGdEaW+gIUCph2h0B/EiQN0kBoGVYxRA63O1FfurJkDRBfUtc1oiQLu4jQbwdiNA0hito6pJHUBmg0wyckYiQA2OklfnCCJA0ZFc/kO6J0CUh4Va07wmQFUwKqkTMCZAINJvXwdOHUBB8WPMXQsQQNIA3gIJKilAV5V9VwSPIEAjSnuDLzwgQN0kBoGVgytALJrOTgaHFUB9rrZifxkkQCcxCKwcWhlAETY8vVKWJkCGONbFbdQmQFr1udqKjSFAXqJ6a2BLFkD/7EeKyDAhQMUgsHJocSVAw0fElEjCHkBPQBNhw7MkQECk374OfCZAOgZkr3ffHkCpMLYQ5CANQKSl8naEExxATx4Wak2zJEDri4S2nAsgQFtCPujZrCZAP28qUmF8IkCxbVFmgwwYQHrCEg8oOxhAJ4Oj5NU5G0DXwFYJFgciQAaeew+XHApAA3gLJCh+JkDtDb4wmYojQEzD8BExJR1AFK5H4XrUJED8471qZYIXQPfkYaHWFCZArK3YX3bvIEA9YYkHlK0gQHdKB+v/zCNA+zpwzoiSJEB47j1ccvwgQOQxA5XxbyFAXi7iOzFrIUAiGt1B7IwSQImYEkn0UiBAilkvhnICGkBLsDic+TUgQFAZ/z7jYhpAa7ddaK4zE0Bbsb/snnwoQBkEVg4tkiZAo5I6AU2kKUBoke18P7UmQEjElEiiZyJALpCg+DEmJkAN4C2QoNgkQMjNcAM+zyFAxm00gLeAJUBdxHdi1psgQPVKWYY49iRAFjCBW3dTEkBGfCdmvQghQMxdS8gHvShAEK/rF+wGIkAzxLEubmMlQPhwyXGnJCJAPnlYqDUtJUCCkCxgAhcaQJIiMqzijR9A6Ugu/yFdH0BbmfBL/WwiQOwS1VsD+xpAJh5QNuWaIkBPIy2Vt2MTQOHRxhFr8RdAS8gHPZt1JUCGyVTBqGQoQBsN4C2Q4CdAc4Bgjh4vIkAPuRluwEcbQEKVmj3QuiJAzsKedvgrGkAT8kHPZkUjQG40gLdAgiZANrBVgsUBG0AdrP9zmH8hQHuDL0ymKiVAxf6ye/LwGkBwtrkxPUEeQINuL2mMFhxAoWez6nOVJED8HYoCfWIbQGnGounsxBxAgQTFjzHXKUBpjNZR1UQZQENWt3pO+h1Ax0s3iUHgJEBt5/up8fIgQK3AkNWtvhdAFD/G3LUEJkCk374OnDMqQN4f71UrcxVAJemayTe7IkCSXP5D+i0pQInqrYGtEh9AH4XrUbi+IUDy0k1iEDgkQMi1oWKcPxhAgq0SLA5HGUB56SYxCOwnQB/0bFZ9biVAwt1Zu+3iH0A5fxMKEdAUQGRYxRuZtyJAqMZLN4nhKUAi/fZ14NwoQHgLJCh+bCVA+FPjpZvEJkDkMQOV8U8ZQFyPwvUovCVAj8cMVMY/GkCUh4Va05wkQE7RkVz+QxpAgEi/fR0YKUBWfa62Yt8mQIj029eBcyVA5/up8dKNJ0CLw5lfzYEiQBXGFoIc1CBAyAc9m1VfHEBZi08BMP4aQFslWBzOvBFA07zjFB2pKUAs1JrmHScnQJF++zpw7hxA8WPMXUtIJECmuKrsuyIhQBPyQc9mFStAHxFTIonOI0D3Bl+YTDUkQGuad5yiwyRASZ2AJsLmKUBuowG8BfIkQE2+2ebGVCFAXFoNiXtsH0By/iYUIhAiQO84RUdyuSZAOUVHcvlvJEDJ5T+k344iQO/Jw0KtySZA0h3EzhS6IEA/xty1hPwnQOgTeZJ0DSBA9bnaiv1FJ0AO2xZlNugeQF1txf6y2yVAGeJYF7fBIkD+mqxRD5EgQE8jLZW3UyNAfZbnwd3ZFEBX7C+7J68nQDbqIRrdgR9Ag2kYPiKmIkBeS8gHPTsmQCRFZFjFWwJANSTusfQBGkBdbcX+spskQNDVVuwvOylAt3pOet9IIUCWQ4ts51slQJKRs7CnvRxAaW/whckkIEAmUwWjkhoYQG3n+6nxciZA/yH99nUgKUAFhqxu9bwcQAN4CyQoPitAtRX7y+7pGEChhJm2f0UXQC3saYe/xh9AJnDrbp5qHkDMXUvIBx0kQJV9VwT/ayNAObTIdr7fJkA6OxkcJW8fQEYldQKaaCZAGa2jqgkCIkAGZK93f1wfQOrnTUUqfCBAQpWaPdCqIUCaX80BgukiQM07TtGRvCdAAYdQpWbvGkBLWYY41mUmQOM2GsBbQC9ArTQpBd0uIUAuVtRgGrYgQHaJ6q2BTSBAx7q4jQagI0AjSnuDL8wlQDfg88MIYSFAaQBvgQRlL0CneccpOnIlQAHBHD1+nyJAbHh6pSzjJUDXhopx/kYcQIEhq1s9RyFAyEEJM23PIEBF2PD0SnkfQI4j1uJT4BpAppvEILASJ0CIhVrTvGMWQEXY8PRKOSZA5dAi2/l+JkClTkATYUMdQNGRXP5DWipA5QrvchEvIkCygAncuvsgQPZiKCfatSNAyjLEsS4uFkCjI7n8h1QlQLmNBvAWKCZAnu+nxksXKECZ2HxcGyojQCC1iZP7/SJAEFg5tMiWKkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"693\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"696\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"697\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"698\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"li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gp2NEAj2/l+ajw1QKH4MeauVTVAUI2XbhLzNEDGbTSAt6A1QERpb/CFSThACmgibHg6N0BGtvP91HgzQEXY8PRKSTdAQfFjzF27NUDTTWIQWFkzQHQkl/+QfjJAyXa+nxpvNECUh4Va03w0QDtwzojSHjRAwhcmUwVTNUDImLuWkL81QB3J5T+kPzNAVg4tsp2PNkCsHFpkO/82QKs+V1uxrzZAfGEyVTBqNkD67evAOWM1QG6jAbwFIjVAIbByaJEdNkCMSuoENHEzQMX+snvyUDlAE2HD0ysVNEDP91Pjpds2QDojSnuDnzRAh6dXyjJ0MUDG3LWEfCAyQNPe4AuTCTVAXrpJDAJ7NUBJLv8h/eY1QIy5awn5kDRAwoanV8oiNUBR2ht8YeI0QMgHPZtVXzhA48eYu5agNEBtxf6ye8I1QNEi2/l+ajZAIGPuWkIeNUDUK2UZ4gg0QHZPHhZqjTZAxEKtad4BNUCt+lxtxT4zQAg9m1WfSzZA+8vuycOCNUAy5q4l5DMzQOjZrPpcDTRAXCBB8WM8NUAZc9cS8oEyQDAqqRPQJDVAsb/snjwsNECh1jTvOIU1QJJc/kP6XTVAJ8KGp1cqNkDuWkI+6IkzQH9qvHSTODpAkzoBTYQNMkBwzojS3rAzQBPyQc9mxTVAPQrXo3BtN0AxmSoYlbQ0QG40gLdAojVAnzws1JqmMUCitDf4wgQ0QEvqBDQRJjZAZ0Rpb/C1OEA7AU2EDZ8yQJF++zpwTjJAMCqpE9AkN0D0/dR46TY0QOXyH9Jv7zJAKH6MuWvpM0CqglFJnRAyQCv2l92TJzdAkKD4MeYeN0DHSzeJQXA3QJp3nKIjaTVA4JwRpb3RMkA9CtejcJ0zQDlFR3L5bzNAqMZLN4mhNEBKDAIrh2YzQJSHhVrTPDJAtvP91HjZNUCfPCzUmiY1QC6QoPgxpjRA4C2QoPhBNkDjpZvEILA0QNGRXP5DujVA2qz6XG1VOEC/DpwzokQ0QKd5xyk6IjJAQj7o2awaN0CF61G4HgU2QCNKe4MvvDVAK/aX3ZM3NkDwp8ZLN7kwQNPe4AuTCTJACKwcWmS7NUDoaiv2l100QDm0yHa+vzRA4L4OnDNiN0DImLuWkE80QNIA3gIJOjRAvp8aL92EN0DQ1VbsL3s2QMDsnjws9DRAnRGlvcHnMUDy0k1iEMgyQMUgsHJosTVAt2J/2T2ZNEAqqRPQRJg1QA8LtaZ59zVAx0s3iUEAMkCX/5B++xo3QHL5D+m3LzRA4L4OnDOyNEDjx5i7lsA3QPW52or9JTNASnuDL0wmOEDZX3ZPHmY1QKH4Meau5TNAnMQgsHJoNEA6I0p7gw81QIts5/upoTZABhIUP8asMkCyne+nxts2QMPTK2UZcjZAUI2XbhLDMUCfPCzUmhY1QIBIv30dKDJAvp8aL93ENEDHKTqSy083QH3Qs1n1+TRAyJi7lpDvNEBvEoPAykE0QMP1KFyPIjhAarx0kxj0NkDIBz2bVb81QLKd76fGyzVARwN4CyToNEA6I0p7gz82QPFjzF1L+DRAHOviNhpANUCjI7n8h8Q1QEXY8PRK6TRAkQ96NqtON0BbQj7o2dw2QGrecYqOdDRAVn2utmKfNUD9h/Tb11E0QCh+jLlrCTRAFmpN846TNEDl0CLb+d41QHnpJjEInDNABaOSOgHtNUCNKO0NvtAzQMWPMXctITVAexSuR+HaNECxv+yePMwzQF5LyAc9WzRAS+oENBH2N0B6pSxDHCs0QDj4wmSqIDRAeVioNc2LNkDKw0Ktac40QKjGSzeJITZAkxgEVg69NUDAWyBB8cM1QK62Yn/ZLTNA/fZ14JxxNECiRbbz/YQ3QLsnDwu1tjJAx0s3iUHwNECSy39Iv400QAdfmEwVLDdAVOOlm8QQM0A5tMh2vp80QNuK/WX3NDJAWDm0yHZuN0C8dJMYBKYzQMgHPZtVnzFAXW3F/rKbNkDKMsSxLn41QDQRNjy9UjNAH4XrUbhuNUBRa5p3nKIxQLyWkA96djdAnl4pyxA3N0C28/3UeHk0QBe30QDeEjdAIv32deB8NkDtnjws1MozQKd5xyk6MjBAVp+rrdhfM0ARNjy9UrY1QJF++zpwPjNA845TdCT3MkBWfa62Yq80QBKDwMqh1TRA/Knx0k0yN0Du68A5I4o1QCJseHqlTDhAJQaBlUOLNUCDwMqhRTY0QNXnaiv2RzRAfT81XropNUCNKO0NviA0QK62Yn/Z3TVAN4lBYOWwNkALRiV1AqozQI9TdCSX7zRA4XoUrkeBM0AFNBE2PJ02QGUZ4lgXdzZA7lpCPugpN0A/NV66Sbw4QNk9eViotTVAMlUwKqmTNUBhVFInoOk2QB04Z0RpbzNArrZif9mNN0BBguLHmJsyQJ7vp8ZLRzZAMEymCkbFNUDo2az6XJ01QF+YTBWMmjdA0ZFc/kNaNUAsZRniWPcyQBBYObTIpjZAPSzUmuYdNkBaZDvfT202QLwFEhQ/FjNAW0I+6NkMMkCFfNCzWRU3QBe30QDekjRAZDvfT42XM0CyLm6jAWw0QNUJaCJs+DRAB/AWSFA8NkAfhetRuO40QISezarPlTRAXdxGA3gLNkC2hHzQs0kyQDnWxW00wDZAbHh6pSyjNEBPQBNhw1M1QKrx0k1i4DVAiUFg5dACN0DLEMe6uA01QNQrZRnimDNAbjSAt0DSM0Bm9+RhoaYyQAskKH6MuTZA1zTvOEWnM0C0yHa+nzozQHPXEvJBXzZAgZVDi2yXM0APnDOitHc3QKJFtvP9hDRAldQJaCJcNkDek4eFWtMzQOoENBE2DDVA+FPjpZtUNUDPZtXnansyQCBj7lpCPjVAY+5aQj5oM0DChqdXylIzQAg9m1Wf6zRAqvHSTWLQNEClTkATYXM0QN5xio7kYjRADJOpglF5NkAE54wo7U02QN5xio7kMjRAU5YhjnUhNUDJ5T+k3/41QIqw4emVYjRAC0YldQJqN0CPwvUoXC80QC1DHOviRjNAhetRuB6FNEA3iUFg5eA0QN5xio7kwjRAKqkT0EQoN0DfT42XbiIzQLprCfmgJzdABcWPMXf9M0DwhclUwegyQKmkTkATwTRAhXzQs1m1MkCTqYJRSd03QDsBTYQNPzVAArwFEhQ/M0BhVFInoJk2QCh+jLlr2TVAylTBqKQuNUD0/dR46cY0QK8l5IOejTdAFD/G3LUkNkAFNBE2PP01QMUgsHJoYTZAZMxdS8iXNUDCFyZTBRM1QHE9Ctej0DdAU5YhjnXBNEAeFmpN8y41QFFrmneccjVANV66SQxiN0CASL99Hag2QO/Jw0KtOTdAAU2EDU9fNEBUUiegiRA0QDxO0ZFcTjVAhxbZzvdDNkBVMCqpE1A2QGPuWkI+aDNA0LNZ9bnKNUA51sVtNHA1QHGsi9tooDVA+MJkqmCkMUC+nxov3ZQ2QKH4Meau5TRApN++DpyjNkDKw0KtaT4zQFvTvOMU/TRAeAskKH6sNEBBguLHmLsyQMbctYR8YDdAwFsgQfHjNUCpE9BE2HAzQJayDHGsezRA0NVW7C9LM0DXEvJBzwY1QEOtad5xejJAOiNKe4MPN0AHzhlR2js0QPXb14Fz9jVA6pWyDHEcMkCIhVrTvDM2QIPAyqFF9jRAKe0NvjC5NUCQoPgx5s42QMIXJlMFkzRAeJyiI7m8M0Dl8h/Sbx83QInS3uAL0zNANKK0N/hyNEBrK/aX3dM4QCfChqdX2jNAUkmdgCZCM0BNFYxK6pQ1QILix5i7hjJAH/RsVn1+M0DwFkhQ/Dg3QE8eFmpNozZAzH9Iv31NNEAawFsgQfE0QEcDeAskuDVALGUZ4lgXNECTGARWDu01QG6jAbwFMjNAGCZTBaPyN0AOLbKd7wc2QFyPwvUofDRAfh04Z0R5NkCNKO0NvhA0QNqs+lxt5TZABOeMKO3dMkC1FfvL7hk3QIbJVMGoFDZAGw3gLZDgNECze/KwUCs1QO7rwDkjGjRAIEHxY8xdNkCqYFRSJ9AzQJkqGJXUSTNAryXkg54dMkA/NV66SVwzQKfoSC7/4TRARiV1ApqINED+Q/rt6/A2QJwzorQ3SDNASL99HThXNkALtaZ5x3k2QKYKRiV1EjZAysNCrWnuM0AAAAAAAEA2QHWTGARWjjNArIvbaABPNECamZmZmek0QAtGJXUCyjhAKVyPwvVYM0AfhetRuP40QEHxY8xdKzFAkxgEVg49N0DdtYR80NM0QGpN845T1DVAoBov3STmM0AUP8bctRQ2QGHD0ytlKTZAeVioNc0LNUBd3EYDeDs3QOkmMQisbDZAoyO5/IdENkAxCKwcWhQ1QGFUUiegOTZARpT2Bl+IM0D4wmSqYBQ3QH/7OnDO6DNAlWWIY13sMkBCYOXQIks2QP5D+u3rQDZAArwFEhQ/M0CASL99HVgyQF3+Q/rtWzRA0LNZ9bmaNkA3iUFg5bA2QO2ePCzUCjNAZmZmZmZ2NEAFo5I6AS01QAaBlUOLfDZAsVBrmndMN0AUP8bctWQ0QGRd3EYDiDNAsi5uowEcN0AtIR/0bMY2QKpgVFInIDVAWmQ7308NNkBVwaikTuA1QB4Wak3zvjZAGCZTBaPCMUDqlbIMccw1QOPHmLuWIDRA+THmriWUN0Dn+6nx0u0zQGb35GGh5jNAM8SxLm6DNEDrc7UV+9s3QIqO5PIfojRAFR3J5T9UOECmCkYldYIxQGuad5yiQzRAnl4pyxA3NEBnRGlv8AU0QABvgQTFjzRAQ61p3nGqNUC1FfvL7pk1QHbgnBGlfTRAbAn5oGeTNUDT3uALkxk0QGZmZmZm1jJAYhBYObT4MkCX/5B++6o4QDxO0ZFc3jVAF0hQ/BhjN0BWDi2ynS8zQOkmMQisPDJAzojS3uBLM0BWfa62Yq80QM6I0t7g+zRA8fRKWYZINECYTBWMSjo3QJMYBFYO/TZAO99PjZduNUCdEaW9wZczQMDsnjwstDNANe84RUcSNUCQMXctIR8wQA+cM6K0FzRATKYKRiXFNkAzMzMzM/M1QDm0yHa+vzZATDeJQWAFM0C6SQwCK+c2QDY8vVKWwTRAuK8D54w4NUDOqs/VVow0QCEf9GxWLTRAjgbwFkgwNUCKjuTyH2I0QP5l9+Rh4TRAO99PjZeONUCkcD0K19MzQDsBTYQNDzZAYVRSJ6CpNEBGJXUCmpg1QHGsi9toYDRAidLe4AtTM0DswDkjShs0QIcW2c73QzNAuY0G8BZ4NEB9rrZif3k0QIcW2c738zRANBE2PL3SM0ApyxDHupg0QDY8vVKWgTRAjgbwFkjgMkBv8IXJVPE3QMx/SL99LTVAih9j7lpyMkBWfa62Yi80QCDSb18HXjNAKA8LtaaZNkCoxks3iWE4QIy5awn5YDRA0ZFc/kOaNUCV1AloItw1QKK0N/jChDRAyeU/pN/+M0AnwoanV9o1QB04Z0RpTzRAkzoBTYQ9NUB56SYxCEw0QFfsL7snbzVA7FG4HoUrNECAt0CC4nczQG+BBMWPQTJANqs+V1vBNEBtVn2uthIzQCKOdXEb7TNABhIUP8YsNEDl8h/Sb98xQPJBz2bVlzNALNSa5h0HM0AH8BZIUEw2QABvgQTF3zNAhJ7Nqs/1NkBNFYxK6iQzQBb7y+7JUzNATfOOU3SUNEBJnYAmwmY0QGrecYqORDhAkst/SL8tNUBmZmZmZrY1QBHHuriNZjNAp+hILv/BNED/If32dVA2QKYKRiV1YjRAZohjXdwmMkDBqKROQFM0QNejcD0KNzdAbxKDwMqxNkAX2c73U1MzQLUV+8vuuTBAKe0NvjDpNUD+Q/rt61AzQHh6pSxDjDhA8KfGSzcZN0BeS8gHPXs0QP+ye/KwwDZAI0p7gy+8NkC4rwPnjCg0QOY/pN++zjRAg8DKoUU2NUDlYaHWNP8yQPyp8dJNYjVA3EYDeAvkM0AZc9cS8uE0QKW9wRcmMzRAx0s3iUEwNEAydy0hH/Q1QB+F61G4njNAzH9Iv32tM0DvycNCrUk3QDEIrBxatDNA63O1FfuLM0CqYFRSJyA0QDPEsS5ugzVA9dvXgXOWNUBos+pzteU2QI/k8h/SvzVAs+pztRVLNEAgY+5aQp41QPjCZKpgRDZA4lgXt9HQNECZKhiV1Dk2QPaX3ZOH9TJAAd4CCYqvNkACvAUSFD80QJhuEoPAmjlAMZkqGJVENEAyVTAqqaM3QEku/yH9VjdAnDOitDeoMkAOLbKd71czQP+ye/KwoDZAuK8D54z4M0D0bFZ9rnY2QN/gC5OpsjJAB/AWSFAsOEAVHcnlP4QzQKAaL90kNjNAmN2Th4UKNUBcj8L1KBw1QHqlLEMcyzVArkfhehSeNkANcayL21g1QNc07zhFpzdAVp+rrdiPNEDSb18Hzik1QIj029eBEzZA1xLyQc8WNkBYObTIdv42QKH4MeauxTNAeAskKH68NUBBguLHmLszQH/7OnDOyDNAJ8KGp1cqNUB5WKg1zeszQJkqGJXUSTNASS7/If22M0AX2c73UyM4QFpkO99PnTZAGCZTBaNiMUCfq63YX+Y1QGRd3EYDCDZArBxaZDv/NEBBguLHmJszQEHxY8xdqzZAs+pztRUrNEAJ+aBns5ozQE7RkVz+0zVAzTtO0ZEsNUCM22gAb+EyQFkXt9EAjjVA1zTvOEV3NkCmm8QgsKIyQBniWBe3ATRAUdobfGFCNUCcoiO5/Ac2QPp+arx0szVAjNtoAG+RNkDFILByaME4QIy5awn5EDdAJQaBlUMrMkDlYaHWNA81QBHHuriN5jVAOUVHcvm/NkBNFYxK6rQ2QNSa5h2nmDZAih9j7lpyNECutmJ/2T01QOVhodY0/zJAz/dT46XLNUAnMQisHPo0QHUCmggbjjVAufyH9NsXNEChZ7Pqc9U2QGPuWkI++DBAjErqBDShMUBOYhBYOVQ0QOJYF7fREDRAz2bV52qbOEACvAUSFF8tQIofY+5acjJA097gC5OJNkC4HoXrUYg2QLbz/dR4GTVACfmgZ7PKNEDJdr6fGi8zQAU0ETY8TTNAUWuad5xSM0CppE5AE5E0QJyiI7n8RzRATx4Wak0zNUDOqs/VVpwzQCEf9GxWfTVAA3gLJCiuNEAIPZtVn7s0QPCnxks3KTVAs+pztRXbNEDeAgmKH9MyQPd14JwRpTJA7FG4HoXLMkDF/rJ78jA3QIiFWtO8ozRAu7iNBvBWNEANcayL25g0QBgmUwWjQjRA845TdCSHNUByio7k8n81QGDl0CLb2TNAhxbZzvejNUARx7q4jVY0QLmNBvAWeDRAyjLEsS5uNkDnjCjtDU43QMX+snvy4DVA7zhFR3L5MkCvJeSDnn0yQOauJeSDrjVA3bWEfNCDNkCdEaW9wRc3QCnLEMe6GDZA6Gor9pftN0BQ/Bhz10I2QCGwcmiRHTZAPZtVn6sdNEDxY8xdS/gzQEvqBDQRZjRA8tJNYhD4NkBQ/Bhz1xI0QHQkl/+QfjRAa5p3nKJDNUBU46WbxCA0QE3zjlN0BDZAUiegibBxNUCP5PIf0t8yQMe6uI0GsDVAorQ3+MIkNEC3Yn/ZPTk2QC6QoPgxBjRAJCh+jLkbMkCgGi/dJPYzQP32deCcwTZAfh04Z0TZM0AIPZtVn+syQPAWSFD8+DZAgZVDi2y3NEDdJAaBlTM1QPH0SlmG2DRAqDXNO04RNECyLm6jAQw0QP5D+u3rkDNAT0ATYcNjNUDImLuWkJ84QBTQRNjwJDVARGlv8IXJNUAibHh6pdw0QCPb+X5qTDNALpCg+DFmNkATYcPTK+UzQGUZ4lgX1zVATtGRXP4zNUBDrWnecQo3QJT2Bl+YrDVAZDvfT43nNkA9m1Wfq004QMDsnjwsRDhAA3gLJCiOMkBiEFg5tJg2QPFjzF1LuDVAVg4tsp2PN0AB3gIJiq80QGq8dJMYFDNASnuDL0w2NEDEQq1p3uE0QJayDHGs6zRAQBNhw9PrNkBQ/Bhz1zI2QLmNBvAWODNAObTIdr5PM0D6fmq8dEM2QJ0Rpb3BhzhAyxDHuridNECTqYJRSY02QCgPC7WmWTRACfmgZ7N6N0DEsS5uo2E1QOauJeSD/jJAHOviNhoANkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"704\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"705\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"708\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"4UVfQZqRIEAijnVxGw0yQKOSOgFNhCZAvjCZKhiVJUCV1AloIkwrQE7RkVz+wyZAmfViKCeaIkA/jBAebWwhQA9FgT6RJyBAd4TTghcdIEB/vFetTEgiQN5UpMLYMiJAgSbChqf3K0D+Q/rt68AnQFwbKsb5OxVA1sVtNIDXL0DFjzF3LWEpQKd5xyk68i9AfGEyVTAKJ0DEmV/NAZIgQPQyiuWW1h1AFNBE2PA0KUD3deCcEWUpQOf7qfHSLSVAnu+nxku3KEA9m1Wfq60vQMuhRbbz3SlAliGOdXH7JUClLEMc6wIyQG8vaYzWwSBAB7ZKsDhcHUAlBoGVQ5sxQKgY529CoRNAnMQgsHIIJEC30QDeAikiQBkEVg4tsixAbqMBvAWSK0DFILByaDErQNUJaCJsuC1A8KfGSzdpKUD/If32dVAxQFg5tMh2vhlAFmpN845zGUBQjZduEkMrQHxhMlUwCi9AJ6CJsOEJJUB1ApoIG441QP3ZjxSRoRhAURToE3myFEBWn6ut2J8nQIMvTKYK5iRAXdxGA3grKUA0ETY8vRIrQDeJQWDlMClAJlMFo5J6MEBoImx4emUvQFTjpZvEYCtARUdy+Q9pKkDm6PF7m14iQHQkl/+QPjBAxHdi1osBH0AUP8bctSQsQAN4CyQo3jNAnKIjufwnJEDLEMe6uO0wQKg65Ga4YSJAB7Ezhc57I0BwXwfOGbErQAdCsoAJ7CJAx0s3iUFgLUD0/dR46eYpQMxdS8gHnSxAt2J/2T35MEAB3gIJit8rQBNhw9Mr5ShAkQ96Nqs+LEC2hHzQs7kpQGTMXUvIpzBAOnXlszz/I0BHcvkP6VcpQH7ja88s2SJAgnNGlPZmJUCQoPgx5r4wQBWRYRVvZCNAvp8aL91kNEAyrOKNzOMdQO58PzVeajNAqz5XW7EPMkAvbqMBvFUjQNAn8iTpmhBA9+RhodYUJkDBqKROQHMnQK+UZYhj/S9ArIvbaAAPJUAldQKaCFsxQAFqatlanyJAfT81XrqpKkD7OnDOiJIqQLR224XmugRA1EM0uoN4IkDl8h/Sb78mQE5iEFg5dC9AswxxrIv7LkA/xty1hPwwQIv9ZffkoSxAYLAbti2KIkB0RpT2Bh8vQPVKWYY4li5AAtnr3R8vF0CDL0ymCuYrQDJVMCqpszFAqoJRSZ0gJUCDwMqhRRYmQGHD0ytl2S5AGJXUCWgiJEC4QILix/g0QAisHFpkWyFAufyH9NsXKUAB9tGpK68hQBtHrMWnYCNAx7q4jQZQJkCutmJ/2Z0qQBQ/xty1xDBAaW/whcnkIkCiRbbz/VQuQBea6zTSQiBA1JrmHafIKkCmm8QgsLItQEi/fR04Zy5A6Nms+lzNH0CNKO0NvkA0QHNoke183y5AEce6uI0mK0CXkA96NsslQCs1e6AVOBxAYHZPHhYKJUAhWcAEbt0fQFyPwvUonClAI0p7gy+8MUAfhetRuP4wQGwhyEEJ4yNAke18PzW+KEBvgQTFj8EwQCp0XmOX6CNA/Yf029fRMED/snvysLAmQF1txf6y6zRAb/CFyVShG0AxmSoYlcQxQFX2XRH8bwNAD5wzorS3LUBrDhDM0bMgQA4tsp3vpytAs7W+SGhLC0BXPsvz4G4fQGZmZmZmhidAPL1SliHuJUBR2ht8YZIzQFr1udqKPShA+MJkqmAULkCbVZ+rrbglQMl2vp8azy1AMEymCkblKEB/arx0k5goQHzysFBr2iZA7Z48LNRaJ0CLbOf7qeEiQIvDmV/NoRFAU5YhjnVxL0BHOC140ZciQF66SQwC+zNAq8/VVuyfO0DcaABvgUQvQGKh1jTveCZA/fZ14JyxKkAFFytqMC0jQCsYldQJuDFAMZkqGJW0J0DqBDQRNlwyQOLplbIM0ShAD5wzorTXKEAJG55eKUsmQJJc/kP6TShAvcYuUb1VEUBK7xtfe/YiQLu4jQbw9idAaFw4EJKlGkAJ+aBns0ovQJVliGNd3CdAnYAmwoYHJ0Drc7UV+6suQBfZzvdTgypAS1mGONYFL0Ag0m9fBz4xQI1F09nJMCNARrbz/dRYJkBhVFInoIkiQL4Ts14MFSJAqoJRSZ2AMUCkcD0K10MsQI4G8BZIcCdAX5hMFYwKLkCDL0ymCgYmQJ2AJsKGpydAGlHaG3xBLUAOEMzR45cgQIF6M2q+Sr6/CVBTy9b6I0AijnVxG502QA+cM6K01yZAXkvIBz27KkD+KytNSqESQBsN4C2QQCVA1zTvOEUnMkD35GGh1vQpQPLSTWIQGCpAaCJseHoFKkDpt68D50wbQOG04EVf0SNAUiegibBhJEAFo5I6Ac0rQEmdgCbCJi1Aur2kMVo3I0D2KFyPwiUiQHLcKR2svxtAT135LM+jHUDXNO84RacrQOXyH9JvXy5AOGdEaW/QM0BwzojS3oAuQDv8NVmjnhRA46WbxCBwLEBmZmZmZqY2QMNkqmBUkipAvjCZKhgVKEDVeOkmMagxQD81XrpJDCRAD0WBPpGHE0BIv30dOKcyQD0s1JrmnS1AXCBB8WO8MUAqxvmbUMgWQAmKH2Pu+itAfsaFAyHJIUAVHcnlP9QyQINuL2mMth5AFvvL7snDLkBzS6shcU8VQKbydoTToh9AxqcAGM9wI0A0aOif4KIVQC9uowG8xSlAqDXNO06RJkDarPpcbQUlQLaEfNCzGStAy6FFtvOdLUBhw9MrZVktQGWqYFRSJzJAfoy5awkZKED5MeauJQQuQI/C9ShcTy9AF7fRAN7iPEDc14FzRpQxQKJFtvP9VCdAS8gHPZuVKEA/V1uxv0wpQFg5tMh2Hi5ApgpGJXWiKECCrRIsDlciQJYhjnVx2yRADJOpglHpKED0bFZ9rvYoQDSitDf4gihAcoqO5PKfBECsrdhfdq8mQIzbaABvISxAmyDqPgBpF0CiRbbz/ZQmQArXo3A9CixArthfdk+eJEBeukkMAgsuQOVhodY0zzNAejarPlc7KkC94xQdyWUqQKkT0ETYsC1A8rBQa5q3LUCneccpOnIlQOPfZ1w4wCFAkst/SL/tMEA9LNSa5v0qQHZPHhZq7SpA2/l+arw0KUABTYQNT68pQCbkg57Nqh1Axf6ye/LgIUAbnl4py9ArQNy6m6c6JB5A1XjpJjHILUAK3Lqbp/ogQBwIyQImoCJAgy9MpgpGLECRD3o2q34lQOjZrPpczSxAa5p3nKITMEBmZmZmZsYvQMRCrWneESlA/Bhz1xICMEAofoy5a0kpQJtVn6uteCpA7MA5I0r7LUBd3EYDeNsxQLUV+8vuiTJAKVyPwvXYNkAm5IOezcopQIhjXdxGQyxARUdy+Q8pJEBlqmBUUocoQGIQWDm0qC1Abef7qfHyLUACvAUSFI8xQPiqlQm/pCBAkQ96NqvuIkAqqRPQRAg0QKUsQxzrYitA1QloImz4L0DOqs/VVqwmQM3MzMzMrCxASMSUSKIXF0DXFwltOQcgQOQUHcnl3ypA8KKvIM3oIUCHFtnO9zMzQOELk6mCsSpAFD/G3LXEJEC4QILix7gtQHctIR/0LCZAkX77OnDuJEBYyjLEsa4xQNGWcymuqgxAAtnr3R9PGUBR2ht8YZIrQFr1udqK3SZAIR/0bFbtMECKjuTyHxIoQLx0kxgEtjNANBE2PL1SKUA6kst/SH8pQOauJeSDfiVAMzMzMzMjMECh1jTvOOUoQNxoAG+BhCRA+MJkqmB0KEAHX5hMFawtQOqVsgxxzDBAnu+nxksXKUD4wmSqYPQqQOoENBE2/C9Ap3nHKTqyLUDHuriNBhAlQLPqc7UVeyZAFD/G3LXkK0ADeAskKN4zQLFQa5p33DdA1sVtNICXJ0CJQWDl0MIkQCv2l92TpypA9GxWfa5mM0AHX5hMFQwuQJ612y409x5ALNSa5h1HMEAdlDDT9u8jQE9AE2HDUy1AGeJYF7cBMUBhMlUwKnkwQMRCrWneES1AqaROQBOBLUAbL90kBkEkQEmil1EsdxpAQ61p3nEKIkBRa5p3nIItQK5H4XoUTiZAEqW9wRcmLkBqvHSTGOQuQFfsL7snfzNAkQ96NqteLkCQoPgx5s4mQNxoAG+BZC1Ad9uF5jptGkBseHqlLLMxQEw3iUFgpS1AqvHSTWLQKkBXW7G/7A4zQKyt2F92ry5AAAAAAABgJEDKw0KtaX4mQKpgVFInwClAsVBrmnf8KUC94xQdyWUmQNobfGEyVTNA4XoUrkfBJ0DgLZCg+LEpQJhp+1dWmv4/f/s6cM5oK0DYgXNGlLYqQBpR2ht8YQhAXkvIBz27JUAUrkfhevQbQDMWTWcnMyJADwu1pnnHJkAFxY8xd20qQBUdyeU/pChACHJQwkzrI0B24JwRpd0wQF3cRgN4WzNAYM0BgjkaG0A7cM6I0r4kQJ0Rpb3BVwRAlIeFWtM8KUBqwYu+gpQgQN21hHzQAzFAYHZPHhaKLUDvycNCrQknQEa28/3UOC1AhjjWxW20J0A8TtGRXD4nQO/Jw0KtqTJA7MA5I0obLEBHyatzDEgfQFcm/FI/7xZAOGdEaW+QK0BhMlUwKkkkQEOtad5xqilA7C+7Jw9LKkC6SQwCK2crQMbctYR8kChAeqUsQxyLJkCjI7n8hzQkQFSp2QOtECBAYM0BgjnaFUDAWyBB8YMxQJSHhVrTfBdAmEwVjEqKJEAgQfFjzP0sQPqbUIiAYx5ADFnd6jmJI0CWsgxxrEsoQISezarPtSBAV+wvuydPLEBTliGOdVElQPmDgefewyFAS+oENBF2MkCsrdhfdm8zQHxhMlUwiihAb/CFyVRBL0D5MeauJeQpQBSuR+F6FChAUrgeheshMUBbzqW4quwQQG3F/rJ7siVASaKXUSw3EkCuZMdGIB4fQHSYLy/AfiBAEOm3rwMXMUC6SQwCKycmQNIA3gIJujJAt2J/2T2ZHkBLWYY41sUkQOohGt1BrCJAtaZ5xyl6K0AzMzMzM9MjQB5QNuUK3yNAtTf4wmRqMUDV52or9ncvQIlBYOXQwi9AMsnIWdiDIEAFxY8xd20kQFZ9rrZiny5AE/JBz2aVJ0CDwMqhRfYpQIj029eB8ytAYabtX1mJHUDtnjws1LoyQIGVQ4ts1yFAvAUSFD8GMEAlBoGVQ6smQOQUHcnlPyVAl/+Qfvt6KED/z2G+vJAjQMX+snvyMDFAqyFxj6XfIkBxcr9DURAiQLivA+eMyDJA/5WVJqXgIkBeS8gHPVswQKMBvAUS9CpAW0I+6NnsKEDx9EpZhjgpQCdr1EM0ughA2XxcGyrmIUBWgsXhzA8hQMIXJlMF8yFAF0hQ/BizK0A4Z0Rpb3AlQIC3QILiRy1AdF5jl6g+E0AJih9j7rotQMP1KFyPQilAOxkcJa8OIECwcmiR7dwdQJp3nKIj+SRA0ETY8PQ6MkDkg57Nqi8lQHAlOzYCgSJABkzg1t1sIUDTvOMUHekpQPVKWYY41jBA8wLso1PnIkAFo5I6AY0nQKOSOgFNZC5AZMxdS8hnKkDgLZCg+FEpQDEIrBxaRCxAYqHWNO+oMUDLLa2GxC0jQEvIBz2btSpAEOm3rwOHKUBB8WPMXQsrQKfLYmLzwSNA/Knx0k0CLUDSAN4CCYosQAU0ETY8PS5AX5hMFYzqJkAs1JrmHXczQMiYu5aQbydA9ihcj8IVLkB/arx0k3guQChJ10y+eRpAqvHSTWLQJUDzjlN0JBcqQKkT0ETYcDJAD5wzorRnMkAkl/+QfjswQEvIBz2bdSpAWMoyxLFOL0C5/If021ciQAH76NSVLx1A7iWN0TrqHkCxogbTMKwiQHxhMlUwGjBAKAr0iTz5IkDM7snDQo0QQA8LtaZ5RydA2IFzRpQmM0Bpb/CFydQuQD55WKg1jTFAHy457pRuIEAaUdobfGElQKK0N/jCRCtAiGNd3EbjLECq1OyBVtAiQP+ye/KwsDFAfERMiST6IUBE+u3rwKkxQJ88LNSaxidA/kP67esAL0AwTKYKRmUnQO0NvjCZ6ipAEhQ/xtyFM0C5x9KHLhgiQH/7OnDOaCpAcT0K16MwHEBrK/aX3dMkQG/Tn/1IQSNARdjw9EoZLEB90LNZ9TkpQNlfdk8eFipAqDXNO05xLUBUUiegiVApQF3cRgN4CyxABhIUP8ZsMUD1udqK/SUmQG/whclUYTRAWp4Hd2dt/T9kO99PjbcsQLivA+eMyCZAk6mCUUl9K0BsCfmgZ8MxQAyTqYJR6TRA8x/Sb1+nMkAbL90kBqEnQAisHFpk+ytAUI2XbhIDLUCtLxLaco4eQGO5pdWQuARA+rg2VIwzGECEDU+vlMUnQMGopE5AUy1A3+ALk6niL0DxY8xdS6grQLjM6bKYOCFACObo8XtLIEAOT6+UZQgqQNxj6UMXRCBA2c73U+NlLkD35GGh1nQfQHL5D+m3LypA7j1cctwpI0ABTYQNT88mQI+M1eb/Ves/3GgAb4EELkCIY13cRsMqQIv9ZffkIStA9P3UeOk2MkC1FfvL7ikwQHzysFBrujFAc9cS8kFPKkDl8h/Sb08xQHDOiNLeoCxAVn2utmJfJkCskPKTah8TQBPyQc9mtTBA6Ugu/yE9JEAqjC0EOTgjQJJc/kP6/SNA3pOHhVozL0DLEMe6uC0wQILix5i7FiVAZ9XnaivmNEBd/kP67QsyQLKd76fGKy9AW7G/7J78J0CqglFJnWAmQJT2Bl+YLC9A6Nms+lytIEAGgZVDiwwsQOhqK/aXPSxAb7vQXKfRH0B1kxgEVo4lQPCnxks3ySZAHqfoSC4fIkCY3ZOHhfotQJJc/kP63SFAm49rQ8VIIkAK16NwPYooQHctIR/07CxAVOOlm8QAKUCGIAclzJQfQPfkYaHWlChAK6T8pNqXIUCSy39Iv90ZQP1NKETAARBAj6omiLrPI0DElEiil1EiQCZTBaOSKiBAVFInoInwJ0DFILByaHEnQOqVsgxxDBxAeHqlLENcJEB6whIPKKsgQBNhw9MrxShARdjw9EqZJkCq8dJNYuAwQC7/If329SZAObTIdr4fM0CFfNCzWdUoQIqw4emV8i5Aayv2l90zK0AOLbKd72cnQLbz/dR46TBAldQJaCLMJEAHX5hMFfwzQN21hHzQUyhAaW/whclUKEDOiNLe4GspQM3MzMzMjCtAnl4pyxBHKkDwhclUwQgnQJVliGNdHCRAZRniWBfHNUCQoPgx5i4nQLaEfNCz+SVAMCqpE9AELEA7AU2EDf8xQGKh1jTv6CNA3QcgtYkTH0DttgvNdTofQFRXPsvzgBRASS7/If1mNUBbsb/snvwqQEi/fR04tzJAC7WmeccpLEAknBa86KsjQB/XhopxDiNA+u3rwDnjL0CNnIU97VAhQMHKoUW2UyZAApoIG54+KkBm9+RhoYYxQLsnDwu11jBArJDyk2qfGECI9NvXgRMqQHO6LCY2fxxAvjCZKhgVLkA3iUFg5XAlQM9m1edq6zJAjnVxGw0gLUAVHcnlPyQtQMiYu5aQ3zBAvHSTGATWMUA51sVtNCAxQK7TSEvlzR5ASnuDL0wmMEAOLbKd77cyQINRSZ2AJilA6pWyDHGsKUAu/yH99oUxQERpb/CFyStAKA8LtabZJkBVMCqpE3AmQJLLf0i/XS1AXI/C9Sg8JkBI4XoUrqclQPmgZ7PqcyxA5j+k376uK0Crz9VW7I8yQILix5i71ipAgosVNZgmI0AqUmFsIbgjQEHxY8xdyyVA5IOezaqPJUDD0ytlGdI2QFQdcjPcgCBAqvHSTWJQKUChuU4jLXUWQJ+rrdhfZjJAnG1uTE+4IUBDrWneceojQIKo+wCkNhpAs3vysFCLKkBHcvkP6TcnQKkT0ETYUDFA8KfGSzepLkDr4jYawFsnQI4G8BZIcChA+MJkqmAEMEBUdCSX/zAmQPrVHCCY0yFAAU2EDU8vL0CkwthCkNMjQFPL1voioR5APZtVn6stLUAbnl4py9AqQEI+6NmsajNAi/1l9+TBL0AEVg4tsl0nQFYOLbKdLzFAfdCzWfXZLEBseHqlLCMwQC7/If32NSZAvHSTGASWJUCpE9BE2BAmQPqzHykiYyBAZvfkYaE2N0B2cRsN4C0tQM9m1edqyyRA001iEFhZKkA6kst/SJ8sQLWmeccpGi1ASgwCK4fWJECCc0aU9qYrQPcBSG3idCJAGJXUCWgiLEDecYqO5BIkQDQRNjy9MipAHVpkO99PK0DGbTSAt+AtQKwcWmQ7/yVA6PaSxmhdIUBUdCSX/5AuQMUgsHJocSdATRWMSupEKkDzH9JvXwctQHnpJjEILCpAtaZ5xymaMEBDyk+qfWogQLu4jQbwlidAj8cMVMY/H0Csrdhfdu8qQP6arFEPgSBAQs9m1ef6NEC+wRcmU0UkQIlBYOXQEjJARUdy+Q/ZMkA26iEa3XEjQAIrhxbZjiNA/kgRGVbxG0BortNIS5UgQMuhRbbz/SRA1H0AUpsoIUAp7Q2+MMkzQOhqK/aXvS1AHOviNhoAL0AW+8vuyRM1QI4G8BZIADNAyxDHuritK0CxbVFmgxwgQCegibDh6TFAfAqA8QxaG0CVZYhjXVwsQBzr4jYaoC5AmSoYldTpLkA8TtGRXB4lQNGRXP5DyjRAvVKWIY61LUCIhVrTvKMrQMnlP6TfLjZAz2bV52rLLUDyQc9m1UcrQH6MuWsJmSZAYqHWNO+YJkBmvRjKiRYgQLWmeccpmi5A8KfGSzf5M0CjkjoBTWQsQJyiI7n8py9AMjhKXp0jI0AvbqMBvFUyQMQlx53SMSFAI9v5fmrcIkCzDHGsiyswQL2pSIWxlSFACRueXikrJ0CI9NvXgbMuQFK4HoXrESRASS7/If0WJUAoDwu1ptkvQMZtNIC3IDJAou4DkNrkIEDLoUW28/0pQM4ZUdobPCZAXI/C9SicJEAFxY8xd80tQAFNhA1PPzVAY+5aQj7oJED/7EeKyPAiQPOTap+OhyJAAU2EDU/PKkCAn3HhQKgVQIp2FVJ+0h9AIR/0bFa9J0BkO99PjZckQOauJeSDzjJAnu+nxks3LkBwXwfOGZEmQKhXyjLEATBAs7W+SGi7IUBXW7G/7L4nQNxGA3gL5CpAy9sRTgseHkCKH2PuWoIkQEMc6+I2WihATKYKRiU1L0BhMlUwKikoQJvmHafoKCVAWtjTDn8NI0AwuycPC3UqQFr1udqKrSFAvHmqQ27mHkBd3EYDeCsmQL99HThnJC5AqDXNO04xJUAOvjCZKsgxQDP+fcaFgxJA1m670FwnI0B56SYxCIwpQE2EDU+vdDFAirDh6ZVCMkAOT6+UZQgkQGQ730+N1yVA+THmriVELUCX/5B++3omQNJvXwfO2S1AfGEyVTB6M0CIhVrTvEMrQNejcD0KNy1Amggbnl5JJkDhehSuR1EzQPFjzF1LKCdAaW/whcmULkCSeeQPBo4gQEGfyJOkmyNAmSoYldSpFEDZPXlYqJUSQKg65Ga4MSJA1xLyQc8mLECrPldbsT8rQFcm/FI/jyFAJ6CJsOHpKkB6xyk6kmsnQLMMcayL2ylAgQTFjzG3LUDQs1n1uUoxQFQAjGfQ0BxAQmDl0CJ7KUD2l92Th+UyQFYOLbKdzy9A1GUxsfkoI0AfhetRuJ4bQHFV2XdFUCJA0NVW7C87JEBEozuInWkgQDSitDf4AjNAofgx5q4FMkAdWmQ7308nQBniWBe30StA3nGKjuQyK0D/lZUmpbAgQEVHcvkPGThAMlUwKqkzJ0BPO/w1WXMiQMcpOpLLnyRAvJaQD3q2KUDvycNCrcktQG+BBMWPMS9AswxxrIv7KECpE9BE2EAwQE9d+SzPwxZAz/dT46VbLUDUmuYdpwgsQBsv3SQGITBA/reSHRtBIUAnoImw4dkwQNcXCW05txhAOUVHcvkPK0AwKqkT0AQtQFkXt9EAHixAGxL3WPpQIEBIv30dOOcuQPn3GRcOhAVA3bWEfNBjN0Cxv+yePCwvQLByaJHtvCpANNdppKXCI0BLWYY41iU0QPyp8dJNYi5A6Nms+lydMUDvj/eqlZkgQPW52or91TFANs07TtGRJUApBd1e0ighQLhAguLHKDRAArwFEhQ/LEDmP6Tfvm4kQKJFtvP9dChA4L4OnDNiJEB9PzVeumktQCo6kst/CC1Ai/1l9+ShL0Avi4nNx+UiQF3+Q/rtKzRAEmvxKQDGI0BXIeUn1Z4YQAfOGVHamzZAnKIjufyHJEDXNO84RUcpQKH4MeauRSdAdY4B2etdHUBWn6ut2J8vQAKaCBuePi5A8WPMXUvIKUBnJ4Oj5PUaQNxGA3gL5C9AC0YldQJaLUC+nxov3QQtQHGsi9toICxA8BZIUPzYKUCEns2qzzURQLgehetReCtAf8Fu2LZ4IkBCz2bV5yo1QJM6AU2EHTFArIvbaACPLEC/DpwzorQpQJ2AJsKGRyZADjLJyFk4H0Byio7k8n8kQAfOGVHamypACMkCJnArGUDbxMn9DmUjQOeMKO0N/itAJCh+jLnLJUDRkVz+Q9oqQGlv8IXJdB1AT0ATYcMDM0AzxLEubmMsQKjGSzeJISlA+SzPg7tTHUAep+hILn8lQG40gLdAgiZAGy/dJAaRMkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"709\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"CyQofoy5JED+ZffkYeEkQDhnRGlvsCRAUPwYc9dyJEDUmuYdp+gkQPvL7snDoiRAsHJoke38JEDPZtXnaqskQHwnZr0Y2iNAS8gHPZsVJkD5MeauJYQlQBe30QDegiVAEOm3rwOnJUD4U+Olm6QlQIj029eBMyVAoWez6nNVJkCdgCbChkclQL99HThnBCZAFmpN845TJkAgQfFjzP0lQG1Wfa62wiRAOiNKe4MPJkCb5h2n6CglQPCFyVTByCVAhetRuB4FJkB1kxgEVm4mQINRSZ2AhiZA001iEFi5JkDsUbgehWsmQEjhehSuBydAXI/C9Sh8J0CuR+F6FI4mQKrx0k1iUCZAQ61p3nHqJkArGJXUCcgmQCGwcmiRLSdAp3nHKTpyJkC5/If02/cmQE0VjErqJCdAPQrXo3A9J0BGlPYGXzgnQE2EDU+vdCdAKqkT0EQYKECh+DHmrkUnQMIXJlMFAydALSEf9Gw2J0A3GsBbIOEmQGgibHh6pSdAQBNhw9PLJ0A0ETY8vXInQNk9eVio1SdAGeJYF7cxJ0B6Nqs+V5snQDqSy39InydA0ZFc/kNaKEAWak3zjrMnQA4tsp3vZydAb4EExY/RJ0DWxW00gHcoQEa28/3UuChAmEwVjErKJ0DwhclUwUgoQGx4eqUsIyhA9ihcj8KVKEAQejarPlcoQL3jFB3JRSdALGUZ4ljXJ0BfmEwVjKonQKHWNO845ShAdEaU9gZfKEDVeOkmMSgoQEoMAiuHdidAg1FJnYCmKEAqqRPQRFgpQEmdgCbCJilAArwFEhR/KEDAWyBB8WMpQPT91HjpJihA4lgXt9HgJ0ALtaZ5x4koQBUdyeU/5CdAYcPTK2U5KUCz6nO1FZsoQDPEsS5uwydA78nDQq1JKUCV1AloIswoQHZPHhZqTShAVFInoInQKECrPldbsX8oQFuxv+ye3ChAgSbChqc3KUC5jQbwFkgoQGpN845T1ChADAIrhxa5KEDaG3xhMrUoQFK4HoXrkShA1XjpJjGIKEBjf9k9eRgpQLpJDAIrByhAdZMYBFYOKUAu/yH99nUoQARWDi2y/ShALpCg+DHmJ0ADeAskKP4oQGiR7Xw/tSlAh6dXyjJkKUBIUPwYc/coQF66SQwCCypA/7J78rDwKECV1AloIkwpQE2EDU+vVClAEhQ/xtw1KkCSXP5D+k0pQOzAOSNKWyhAC0YldQLaKUARNjy9UhYoQMx/SL99fSlAlrIMcazLKUA/xty1hFwpQE9AE2HDMylAeAskKH7MKUDvycNCrQkqQDC7Jw8L9ShAKxiV1AloKkCSXP5D+k0pQOQUHcnlHypArrZif9ldKUCOdXEbDUAoQKyt2F92TylAKjqSy3+IKUBMpgpGJXUpQIiFWtO8AylAhA1Pr5TlKECZu5aQD1opQOwvuycPaylAS+oENBF2KUBSJ6CJsKEoQD55WKg1bSpAEce6uI0mKUCIhVrTvAMpQHicoiO5XClAEqW9wRcGKUBEi2zn+6kpQOviNhrAuylA2IFzRpT2KECaCBueXgkpQLTIdr6fWilAuECC4se4KUBtxf6ye3IpQCSX/5B+OylAZF3cRgPYKUBGtvP91NgoQAMJih9j7ihAeekmMQhsKUD+Q/rt66AoQHGsi9togCpAvVKWIY5VKkBVMCqpE7ApQAN4CyQonilABaOSOgENKkBeukkMAmspQATnjCjtzShARrbz/dQ4KUAQejarPrcpQN6Th4VaEylAo5I6AU2kKUA0gLdAgmIpQHuDL0ymiilAf9k9eVhoKUCCc0aU9iYpQOY/pN++TilA2c73U+MFK0C1N/jCZCoqQF5LyAc9WylA78nDQq1JKUCVZYhjXdwpQGHD0ytlOShAWYY41sWNKUCaCBueXqkpQAu1pnnHySlA7lpCPuj5KUDT3uALkykqQHxhMlUwSipAseHplbJsKkDc14FzRvQpQM9m1edqaylAU5YhjnXRKUBrmnecooMpQAkbnl4pqylA/7J78rBQKkBDHOviNropQNV46SYxaClAO99PjZcuKkDUK2UZ4hgqQCntDb4wWSpAAU2EDU9PKkAUrkfhepQqQOLplbIMsSpAq8/VVuyvKUBd3EYDeEsqQFpkO99PjShAPnlYqDXNKEBEi2zn+ykpQPp+arx00ylA0ZFc/kO6KUBuNIC3QEIpQDeJQWDlsClAoImw4elVKkCZu5aQDxoqQAN4CyQo3ihAaLPqc7V1KkD9h/Tb1+EoQO58PzVe+ihAPQrXo3DdKUAxCKwcWkQpQD81XrpJzCpAVcGopE6AKkCmCkYldcIpQEcDeAskSCpAJCh+jLmrKUCSy39Iv10qQBHHuriNBipAIv32deBcKkDLEMe6uA0qQP7UeOkmMSpA9bnaiv3FKUBos+pztVUpQPtcbcX+kilATDeJQWBFKkDUmuYdp2gqQN21hHzQMypAo5I6AU2EKkB56SYxCCwrQB+F61G4vilAV1uxv+xeKkBKe4MvTIYrQFyPwvUoHCpA8KfGSzfpKkD2l92Th0UpQPMf0m9fxylALv8h/fY1KkC+nxov3eQpQA1xrIvbKCpAu7iNBvDWKUBUdCSX/5AqQM4ZUdobXCpARpT2Bl/YKkCyne+nxmsqQI4G8BZIUCtAM8SxLm7jKkAZBFYOLVIpQGN/2T15+ChAqMZLN4mBKkA9CtejcN0oQGHD0ytlGStABcWPMXcNKkCppE5AE0EqQKrx0k1i8CpAy6FFtvM9KUB+jLlrCRkqQDGZKhiV9ClAGeJYF7dxKUCcxCCwcqgqQPT91Hjp5ilAbjSAt0CCKkAukKD4McYqQM6I0t7gqypA5IOezarvKUAnoImw4QkpQJjdk4eFuilArWnecYpuKUAcfGEyVZApQJkqGJXUySpAb/CFyVRhKkAYJlMFo1IqQJoIG55eySlATx4Wak1TKUA/xty1hLwpQI/C9ShcbypAmnecoiM5KkAnoImw4SkpQHKKjuTyPypAKA8LtabZKEBlGeJYF1cpQN21hHzQ0yhAqDXNO06xKkAW+8vuySMqQI4G8BZIsCpAm1Wfq634KUC4QILix3gpQLbz/dR4iSlARdjw9Eq5KUB6xyk6kgsqQPW52or95SlAh6dXyjIEKkClLEMc66IpQLdif9k92SlAPnlYqDXNKkDeAgmKHwMqQGiR7Xw/dSpAVg4tsp1PKkCTGARWDs0pQEku/yH91ihAJlMFo5I6KkD3deCcEYUqQAu1pnnHaSpAvJaQD3oWKkBYObTIdp4oQGgibHh6BStA+aBns+rzKUBVMCqpE1AqQEmdgCbCZipA7lpCPuj5KkC+wRcmU+UpQNZW7C+7ZypAQBNhw9NrKUDdJAaBlSMqQJHtfD81/ilA/Yf029dhKkDkFB3J5b8qQDMzMzMzkypA7Z48LNQaKUCF61G4HsUpQLyWkA969ipA9UpZhjj2KUBSSZ2AJiIqQGHD0ytluSlA8kHPZtWnKkC94xQdyUUrQE5iEFg5VCpAFvvL7snjKUAofoy5a8kpQMNkqmBUEitAn6ut2F92KkA9m1Wfq+0qQIPAyqFF9ipAC7WmecdpKkB4nKIjuZwqQCQofoy5SytA0m9fB855KkCeXinLEIcpQNv5fmq8FCpAqaROQBPBKUAH8BZIUNwqQIGVQ4tspypAMlUwKqnTKUCdEaW9wfcpQLaEfNCz2SpAOPjCZKpgKkAWak3zjpMpQN21hHzQcylAylTBqKQOK0AxCKwcWuQqQDxO0ZFcHipANjy9UpYhKkDM7snDQg0qQAmKH2PuuilA1QloImw4K0CneccpOlIpQPvL7snDIipAKqkT0ES4KkAdOGdEaU8pQD81XrpJLCtARGlv8IXJKkCLbOf7qdEpQI0o7Q2+ECpA30+Nl26yKUCneccpOhIqQGx4eqUsoypA4JwRpb1BKkCu2F92T94pQGsr9pfdkypAWKg1zTuOKUCKjuTyH5IqQHnpJjEIbCpAMuauJeSjKUBkO99PjfcpQMIXJlMFgylAiGNd3EaDKkDcaABvgQQrQLn8h/TbNypAImx4eqWMKkDXNO84RScqQArXo3A9iipAeekmMQjsKUACK4cW2a4pQAyTqYJRSSpAC0YldQIaKkAf9GxWfc4qQCBj7lpC/ilA7Z48LNT6KUC8BRIUPwYrQDtwzojSfipA8rBQa5o3KkDcaABvgYQqQBsv3SQGISpAHVpkO98PK0BBguLHmDsqQGx4eqUswylADJOpglGpKUAwTKYKRmUqQPwYc9cSEipALUMc6+L2KUBYObTIdr4qQO7rwDkjqipAuB6F61HYKUBZhjjWxW0qQFjKMsSxDipAio7k8h+SKkDEQq1p3tEqQI0o7Q2+UCpALSEf9Gx2KkA1XrpJDGIqQNXnaiv2dytAXW3F/rI7KkA5RUdy+S8qQEjhehSuxyhAHThnRGmvKkCV1AloIuwpQDtwzojS/ilAak3zjlOUK0D+1HjpJtEpQPyp8dJNIipANs07TtFRKkDKVMGopG4qQBSuR+F6FCpARdjw9EoZKUDFjzF3LYErQHL5D+m3jypAw9MrZRniKkCYTBWMSioqQPH0SlmGuCpAqmBUUicgK0AOvjCZKpgqQIqO5PIfkipAGCZTBaMSKkDIBz2bVd8qQIZa07zjFCpAI0p7gy8sKkDWxW00gHcqQCPb+X5qfCpA5j+k377OKkADCYofY+4pQNxoAG+BxClAWMoyxLEuKkD99nXgnJErQMoyxLEu7ipAfGEyVTDqKUB2cRsN4O0pQPhT46WbRClALGUZ4lhXK0CSy39Iv50qQLHh6ZWyDCpAjLlrCfkAKkBsCfmgZ3MqQA4tsp3vZypAR3L5D+lXKkAbnl4py7AqQGaIY13cpilAfa62Yn85KkD+1HjpJtEpQIofY+5agipAbxKDwMqBKkDo2az6XC0rQCV1ApoIGypA8IXJVMFIK0D+1HjpJnEqQJjdk4eFWipArkfhehSuKkAijnVxG80pQFdbsb/s3ilAKqkT0ES4KUArGJXUCSgqQNzXgXNGVClAzqrP1VZsKUAqqRPQRLgpQJeQD3o2SypAeJyiI7k8K0ADCYofYy4qQGkAb4EE5SlARUdy+Q+pKUBnRGlv8IUqQOlILv8hHSpAY3/ZPXmYKkAYJlMFo/IpQJtVn6utmClAliGOdXH7KUDhehSuR4EqQJVliGNd3CpA8x/Sb19nKkBQjZduEgMqQP5l9+RhASpAyAc9m1VfKUCze/KwUMsqQAKaCBuevipAxEKtad4RKkCTOgFNhI0qQPjCZKpgVClApN++DpwzKkCPU3Qklz8rQCPb+X5qHCpAdQKaCBu+KkAE54wo7e0qQB3J5T+k3ylAduCcEaW9KUBlqmBUUkcqQE9AE2HDEypADJOpglHJKkBmiGNd3EYqQIj029eB8ypA5fIf0m8fKUDsUbgehespQKOSOgFNpClAHhZqTfOuKkA/xty1hPwoQAKaCBue/ilAzF1LyAe9KkDnHafoSE4qQMpUwaikzilAzojS3uBrK0CjI7n8h1QpQDtwzojSnipAGlHaG3zhKUDIBz2bVR8qQNjw9EpZhitAbqMBvAXyKUB2Tx4Was0pQG3F/rJ7MitAutqK/WV3KUBMN4lBYGUqQDGZKhiVlCpAIGPuWkKeKkDM7snDQm0qQP+ye/KwsCtAio7k8h/yKUCqYFRSJwApQGfV52orNipAb4EExY/RKkBSSZ2AJoIqQOQUHcnl/ylA/yH99nWgKUCM22gAb6EpQD55WKg1DSpAINJvXweOKkCR7Xw/NX4qQPkx5q4lJCtAgnNGlPZmKUCaCBueXikrQEcDeAskSCtAQKTfvg5cKkB56SYxCGwqQGuad5yioylAXkvIBz3bKUAp7Q2+MPkpQIV80LNZdSpAzH9Iv339KUCfq63YX7YqQKMBvAUSVCpAOpLLf0h/KkDLEMe6uE0qQEcDeAskaCpAysNCrWn+KkBI4XoUrscqQDbNO07RMSpARdjw9ErZKkBoImx4eoUqQFr1udqKPStA4JwRpb3BKUC7Jw8LtcYqQN4CCYofAytA2IFzRpS2KkARNjy9UtYqQG8Sg8DKASpAD5wzorR3KUDlYaHWNE8qQOeMKO0NXilAMlUwKqlTKkDQs1n1udopQJVliGNdXCtAxEKtad4xKkAW+8vuycMpQPAWSFD82CpAJXUCmgibKkAZBFYOLfIpQOauJeSDnipA/Yf029cBK0Djx5i7ltAqQLAD54woLSpAW0I+6NmMKkAg0m9fB24qQNqs+lxtBSpAkst/SL99KkACvAUSFP8pQPvL7snDIitAQs9m1eeKKkCGWtO843QqQHh6pSxDfCtAvHSTGAQ2KUAVjErqBBQrQO7rwDkjqilAdk8eFmrNKkAYJlMFo9IpQP5l9+RhASpARIts5/tpKkCWsgxxrEspQEhQ/BhzNypA24r9ZfdkKkDsUbgehQsqQDPEsS5uIypARPrt68AZKUBwzojS3gAqQA3gLZCgOCpAUwWjkjrhKUCeXinLEMcpQAfwFkhQXCpAS8gHPZt1KUBz1xLyQe8pQGN/2T15uClAukkMAivHKUCz6nO1FfspQE8eFmpNEypA3gIJih+jK0BNFYxK6qQqQA3gLZCguCpA4umVsgwRKkC2hHzQszkqQGiz6nO19SlAoBov3SRGK0Ay5q4l5OMqQH4dOGdESSpAQmDl0CJ7KkA7cM6I0l4qQGN/2T15mClADwu1pnmnKUAVjErqBLQqQDVeukkMYipAqmBUUifAKUAibHh6pSwqQOxRuB6FCypAyeU/pN+eKkDjx5i7lhAqQNjw9EpZRilAyxDHurhtKUDgvg6cM2IqQEXY8PRKGSlAwOyePCy0KkAf9GxWfY4qQB6n6Egu3ylAJuSDns1qKkBpb/CFybQpQOlILv8hXSpAWvW52oqdKkAVjErqBHQqQLgehetR2CpANV66SQyCKUB/+zpwzggrQJayDHGsqylAnl4pyxDHKUA+6Nms+vwpQGgibHh6hSlAKqkT0EQYKkAj2/l+ahwqQIxK6gQ00SlATKYKRiUVK0Ay5q4l5GMqQJT2Bl+YLCpAxSCwcmjRKkBLyAc9mzUqQD/G3LWEvClATRWMSurkKkDP91PjpZspQKg1zTtO0SpAOGdEaW+wKkAgQfFjzP0qQJHtfD81HipAhetRuB7FKkBWDi2ynU8qQFFrmnecwilAZMxdS8gnKkDKVMGopM4pQD7o2az6HCpAzTtO0ZE8K0BlGeJYFzcqQG/whclUYSpAzO7Jw0ItKkAT8kHPZtUqQMbctYR88ClArfpcbcXeKkBFR3L5D8kpQD9XW7G/LCpAXI/C9SicKkDtDb4wmcopQKkT0ETYMCpAeAskKH7sKkBqvHSTGIQqQHE9Ctej8ClAWvW52opdKkBeukkMAkspQHo2qz5XOypAmpmZmZn5KkCwA+eMKE0qQAkbnl4pqylAhA1Pr5TFKkAoDwu1pnkqQF8pyxDH2ipAiUFg5dCCKEAkKH6MuQsqQNxoAG+B5ClA7lpCPug5KkDXo3A9CpcqQPJBz2bVZylA7nw/NV5aK0D+1HjpJnEqQKYKRiV1AipA8IXJVMEoKUCWsgxxrKsqQE7RkVz+gypAZmZmZmZGKkBj7lpCPggqQA+cM6K0FypAxY8xdy1hKkByio7k8t8qQCqpE9BE+ClAaLPqc7W1KkDWVuwvuwcqQC6QoPgx5ihADJOpglGpKkAbDeAtkOApQE0VjErqJCtAB1+YTBWsKkC4HoXrUTgqQKUsQxzrQipA/fZ14JyxKkCQoPgx5o4qQAFNhA1PzylABcWPMXfNKkDrc7UV+8sqQJAxdy0hXypAxty1hHyQKkCYTBWMSooqQGWqYFRSRypAHVpkO98vK0AukKD4MQYqQGwJ+aBnsylAm1Wfq63YKUCFfNCzWVUqQHDOiNLegClAqmBUUifAKUBB8WPMXWsrQJSHhVrT3ClA8fRKWYZYKkC62or9ZVcqQE8eFmpNcypAt9EA3gIpK0Boke18PxUqQAYSFD/GnClAhxbZzvezKUDXNO84RQcrQHQkl/+Q3ipAb/CFyVThKkAJih9j7voqQGQ730+NlylA3nGKjuTyKUAbDeAtkIAqQLivA+eMCCpAkDF3LSFfKkDVCWgibDgqQNBE2PD0KipAuB6F61HYKUCY3ZOHhfoqQKrx0k1iECpABTQRNjz9KUDXo3A9CjcpQPVKWYY4FipAtaZ5xyk6KkBwzojS3mAqQInS3uAL8ylAvp8aL93EKUBkO99PjdcqQD2bVZ+rrSpAgQTFjzE3KkBCz2bV5woqQOOlm8QgUCtAn82qz9XWKUB/+zpwzigqQKW9wRcm0ylAf/s6cM6oKUDn+6nx0q0pQCcxCKwcGipArthfdk/eKUCEns2qzxUpQE+vlGWIIypAxyk6kstfKkC0yHa+nxorQAYSFD/G/ClAjNtoAG+BKkDAWyBB8YMqQJzEILByKCtAYTJVMCrpKkDtnjws1DoqQJoIG55eCSpAS8gHPZuVKkAaUdobfCEpQMZtNIC3ACtAofgx5q4lKUBQjZduEuMpQL4wmSoYFSpA5BQdyeW/K0B4eqUsQxwrQKabxCCw8ipAX5hMFYwKKUCfPCzUmgYqQLraiv1lFypAOdbFbTTgKUAQejarPtcqQG40gLdAIipAT0ATYcOzK0CI9NvXgZMpQNV46SYxaClA6+I2GsAbKkB+jLlrCbkqQD9XW7G/jCpA2T15WKgVKkA5tMh2vn8rQN21hHzQEytAKcsQx7pYKUCRD3o2q94qQKHWNO84hSlAdLUV+8tOKkDP91PjpTsqQLhAguLH2CpAqFfKMsTxKkAr9pfdk4cqQB3J5T+kvylAkDF3LSGfKUABTYQNT48qQDnWxW00gCpANBE2PL3yKUCC4seYu9YqQA8LtaZ5JypACD2bVZ9rKkCWsgxxrOsqQGaIY13chilA4lgXt9HgKkDFjzF3LUErQEMc6+I2WipAmEwVjErKKUB/2T15WAgpQNQrZRniGCtARiV1ApqIKUCsrdhfdm8qQHbgnBGlXSpANBE2PL0yKkCxUGuad7wqQFK4HoXr8ShAak3zjlOUKkBa9bnain0qQMSxLm6jISpAB/AWSFDcKUB/2T15WOgqQLTIdr6fGitAWvW52op9KUBxGw3gLTAqQIts5/upkSpAkX77OnDuKkCcxCCwcggqQNc07zhFJypAkQ96NqueKkBkzF1LyCcqQIXrUbgepSpA1QloImz4KUB56SYxCEwqQMx/SL99/SpAz/dT46WbKUDV52or9jcqQMX+snvysCpAbAn5oGczKkBwXwfOGfEpQPcGX5hMlSpAOGdEaW9wKUABTYQNTw8qQMIXJlMFYypAdCSX/5AeKkDD0ytlGQIrQOf7qfHSbSpArK3YX3aPKkAMk6mCUWkqQDXvOEVHcipA9GxWfa6WKUAZc9cS8sEqQEymCkYlVStAo5I6AU2EKkCjI7n8h/QpQK7YX3ZPvipAm1Wfq634KUCY3ZOHhdoqQG+BBMWP8SlAfT81XrrJKUAtsp3vp+YqQFwgQfFjbCpAjgbwFkhwKkALJCh+jLkqQEi/fR04hypAFNBE2PBUKkC4QILix1gqQKTfvg6cUypAnMQgsHJoKkCrPldbsR8qQGq8dJMYxCpAnl4pyxCnKkA2zTtO0ZEpQINRSZ2AxilATmIQWDl0K0A3GsBbIAEqQCKOdXEbjSlAjZduEoMgKUCNl24Sg4ApQDbNO07RESpAV1uxv+y+KUCWsgxxrCsrQJM6AU2ErSlAoyO5/IeUKkBEaW/whekpQF66SQwC6ylANKK0N/hCKkC30QDeAskqQAfwFkhQnCpA3EYDeAvkKkASg8DKoYUqQJf/kH77WipA2qz6XG1FKkD2l92Th0UqQI51cRsNwClAKxiV1AmoKkCWIY51cZsqQOXyH9JvHypA3GgAb4FEK0CxUGuad7wqQBfZzvdTgypAnl4pyxDnKkDdJAaBlWMqQKwcWmQ7nypAY3/ZPXkYKkB/2T15WGgqQKhXyjLE0SpAGlHaG3xhK0D1udqK/cUpQEHxY8xdiypAMZkqGJWUKkBkO99PjRcrQLAD54wozSlAnYAmwoYnKkBI4XoUrqcpQLpJDAIrRypAryXkg57tKkDeAgmKH6MqQMe6uI0GkClANqs+V1tRKUAAkX77OlApQKrx0k1isCpAvjCZKhj1KkCgGi/dJOYpQO0NvjCZCitAxyk6ksufKUC0WfW52moqQJ88LNSaBipAowG8BRK0KUARNjy9UhYqQDlFR3L5jylA8kHPZtWnKkD6fmq8dPMoQP8h/fZ1gClAiIVa07wDK0CPwvUoXC8qQGiR7Xw/dStABhIUP8b8KUBR2ht8YZIqQAK8BRIUfypAjgbwFkiwKkDb+X5qvHQqQBE2PL1SdipApHA9CteDKUBxrIvbaEAqQIv9ZffkoSpAqz5XW7EfKkB8YTJVMCoqQDSAt0CCIipA4L4OnDPiKEAep+hILh8pQPhT46WbhCtAGeJYF7cRKkA7cM6I0v4pQGlv8IXJ9ClAfa62Yn+ZKkDVeOkmMQgqQE9AE2HD0ylAcM6I0t6gKkAWak3zjtMqQEVHcvkP6SlAuECC4sc4KkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"710\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"711\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"712\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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kGjJA0ETY8PRqMkDD0ytlGbI0QCegibDhiTNAFR3J5T8ENUBlqmBUUscxQA1xrIvbaDNAINJvXwdeM0COBvAWSOAzQOoENBE2nDNAWYY41sVNNUAc6+I2GuAyQHWTGARWPjZAf9k9eVjYM0CgibDh6bUxQFFrmnecYjFAyeU/pN+ONEB6Nqs+Vxs0QGx4eqUsUzFA1lbsL7sHM0DDZKpgVJIxQJCg+DHm7jVA6Ugu/yGtNEBYyjLEsc4xQBPyQc9mVSpAtRX7y+7ZNkDSAN4CCYoxQPtcbcX+QjRAJLn8h/QbM0AeFmpN8240QNobfGEydTBA9wZfmEzFNUBU46WbxPA1QA5Pr5Rl+DRA3pOHhVpTMkBDrWnecdoyQL3jFB3JhTRA6pWyDHHsMEAc6+I2GgAxQG/whclUoTZAGXPXEvKBNECWQ4ts5ysyQL99HThnhDJAyJi7lpBvMUCZu5aQDxoyQKg1zTtOsTFAAU2EDU9vNECIhVrTvOMrQOCcEaW9ITJAq8/VVuwPNUBEaW/whWk1QJ+rrdhfpjFALGUZ4lhHM0C0WfW52no0QIenV8oydDJAveMUHckFOEDarPpcbfUzQLMMcayL+zNA6bevA+csMEAdyeU/pM8yQPOOU3Qk5zFAokW28/00MUBd/kP67VszQMoyxLEuvjNAXI/C9ShMNEB1ApoIG94yQPAWSFD8GDVANqs+V1sBMkDHKTqSy58uQLKd76fGmzRArK3YX3avNEDecYqO5OIzQJkqGJXUiTJAxty1hHzwMEDgvg6cMyI0QAAAAAAAoDRAB1+YTBUsMkB0RpT2Bu83QA4tsp3vVzNA/fZ14JyhM0BlGeJYF0cyQJhuEoPA+jNAx0s3iUHgMUBkzF1LyMcwQAmKH2Pu6jFAeqUsQxz7M0DAWyBB8aMwQC7/If32pTJAx0s3iUGwM0AK16NwPeoyQOCcEaW9sTNAiPTb14GTMkBhMlUwKpkyQCQofoy5Sy9ADk+vlGXoNUC+MJkqGMU1QEJg5dAiSzJAyXa+nxrvM0DnHafoSB42QPvL7snDYjZAF0hQ/BhzMkDzjlN0JIczQK5H4XoUzjBA3NeBc0bUNUAibHh6pawuQMX+snvysDdAGlHaG3yBM0AB3gIJiv8zQP5D+u3rkDJAqoJRSZ3gM0Cze/KwUJsyQKg1zTtOQTRAA3gLJCjeM0Cyne+nxrsyQJoIG55eOTNA2c73U+NlNECdgCbChscrQMUgsHJooTRAJ8KGp1dKMUC0WfW52gozQOQUHcnlPzRAHThnRGn/MEBMpgpGJWUzQEoMAiuHBjBAfdCzWfUZMkAJ+aBns0o0QKvP1Vbs7zFAn6ut2F9GMUDhC5OpgnEyQBE2PL1ShjJA4zYawFuQMUAJih9j7nozQNejcD0KFzVArthfdk+OMkAy5q4l5LMyQEYldQKamDJAv30dOGeENEDeAgmKHxMxQPmgZ7PqozJAOwFNhA0vM0BfKcsQx2oyQDY8vVKWsTNAIv32deBsNEDqlbIMcTw0QC6QoPgx5jFAih9j7loyNUAi/fZ14Jw0QKqCUUmdwDVAXf5D+u3LNEAvbqMBvCU1QBKlvcEXFjRAmggbnl5ZMUCHFtnO98M0QIbJVMGoxDJAqz5XW7HfM0DOiNLe4MsyQGQ730+Nty1A+MJkqmBkMUDecYqO5NIxQHbgnBGl7TdAMLsnDwuFMkCBBMWPMQcwQPKwUGuaVzNA+zpwzoiCM0AkKH6MuYszQCPb+X5qHDFABaOSOgGNM0B1ApoIG641QHWTGARWjjRAVg4tsp2vMEAj2/l+arw0QDj4wmSqsDNAm1Wfq61oMkDcRgN4C0Q1QIzbaABvwTBA24r9ZfeUMkDl0CLb+W41QDVeukkM4jJA+zpwzohCNUCF61G4HkU0QDMzMzMzEzBAVOOlm8TgL0DvycNCrYk0QOY/pN++TjJAG55eKcsANEC1N/jCZFoyQDxO0ZFcvjJAXCBB8WP8M0B5WKg1zdszQOXyH9Jv3zFAJLn8h/RrNUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"715\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"716\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"717\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"718\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"721\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"723\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"724\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"725\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"727\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"730\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"732\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"733\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"734\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"735\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"736\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"737\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"740\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"741\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"743\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"746\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"748\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"750\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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c1bG0BiodY079geQLubpzrkBh9ASL99HThXIUB7a2CrBDsiQGRd3EYDKCFAkPeqlQnvIEAJ+aBnswoXQOZXc4BgXiFAnYAmwobHGUAfaAWGrO4YQNj1C3bD9hpA5nlwd9b+IUAvbqMBvIUhQLU3+MJkuiBAL90kBoE1HUAq499nXFgUQBniWBe38SBAjWK5pdVwIkAbL90kBoEUQAKaCBuePhdALjnulA4WHEB4RfC/lQwVQHztmSUBKh9A+1dWmpRiIEA75Ga4AZ8dQE/MejGUMyNACTiEKjUbHUCYLy/APhodQMNkqmBU8hVARKhSswfaIECKyLCKN1IdQKn26XjMYBVA7fDXZI3aHkAHJcy0/esfQOJ1/YLdEB9AI0p7gy+MH0DXFwltOXcVQP2k2qfjERhAr84xIHu9GUCFtpxLcVUhQMKjjSPWgiFAHJlH/mBwIUBMVG8NbDUdQJYJv9TPGx9A6WD9n8MMIUDrrYGtEswaQPryAuyjkx9ACYofY+46IkDW/znMlxcZQG+BBMWPkR5AotEdxM50IkDU8ZiBytghQBcOhGQB8xZApHA9CtcjIECXkA96NisgQBzO/GoO8B9AXtcv2A2bIkCvzjEgez0cQPKwUGua1xRAy4Rf6ucNF0An9zsUBZofQGe4AZ8fdiFA2zNLAtR0IkDFILByaPEYQEljtI6qhiJAv0hoy7n0IEDKGvUQje4gQDS/mgME0xxAh6dXyjKkGUC9b3ztmaUjQCECDqFKbR9AKuPfZ1zYGEC78lmeBzcYQBk5C3vaQR9ADwu1pnnnEEA66X3ja48fQCeDo+TV+RpAhA1Pr5RlHkA3cXK/Q1EYQBdIUPwY0xRACacFL/p6IECu00hL5U0YQFExzt+EMiFAelORCmOrGEBiZwqd17geQP4ORYE+ERtAG55eKctwHEAr3sg88scYQAHBHD1+jxlAsTOFzmuMHUAVb2Qe+aMeQBlW8Ubm8RVAXD0nvW98I0CamZmZmTkaQC4cCMkC5iFAGD4ipkSSHkDttgvNdVoiQOaRPxh4bhZAEywOZ34lIEDBi76CNIMWQAXFjzF3zRRAGXPXEvKBIECGONbFbXQXQJayDHGsCx5Aa/EpAMYzIEBcyY6NQHweQLa5MT1hySFAOdbFbTQAHkC3f2WlSSkgQGYUyy2tBh5AY0UNpmH4HUCTOgFNhA0kQN/gC5OpQiVAxxFr8SnAFkCrJoi6D4AgQIums5PBMR9AMdP2r6x0IEAlI2dhT+sgQKcFL/oKEh1AhslUwahkHUDyBwPPvVcgQHwsfeiCehtA/reSHRvRIEBl/PuMC8caQDyDhv4JThdA1c+bilTYHUAGL/oK0swaQJ7Swfo/xx9AHjNQGf9OIUD04O6s3VYcQJ1LcVXZlxlAxVVl3xVhG0AGZK93f4wiQD6zJEBNbRpAICQLmMDNG0AcJa/OMeAeQL8rgv+tRCFA5L1qZcIPHUBIv30dOAclQKQ2cXK/QxtAtmeWBKh5IUBdFhObjysaQMaFAyFZQB5AEywOZ371DUAVjErqBDQnQFJ+Uu3TUSBASrVPx2OWIkBzEd+JWX8gQNyAzw8jBBtAFHmSdM2kHEDBHD1+bzMdQDo7GRwljxlAIAw89x4eIEBBfcucLisfQCegibDhaRxAc4V3uYhPIkAe3J21214hQFQdcjPcACBAJ4Oj5NV5HEC/mgMEc+QhQLHc0mpIfCBAPKWD9X/OIECxv+yePHwhQJpfzQGCuRlAQj7o2ayaHEDuztptF1ogQKLuA5DaRCBA8S4X8Z0YH0A6HjNQGV8cQJpC5zV2eSBAOZz51RyAIUBLH7qgviUUQISezarPtSFAs++K4H+LHUA012mkpXIdQAK37uapTh1AXFX2XRE8I0DSOqqaIDogQEi/fR045x1AeQH20amrHUCbj2tDxdgfQAYN/RNcjB5AImx4eqVMH0Cp2QOtwAAhQJvJN9vc2B5Aj6UPXVAfHUDKMsSxLm4kQEOtad5xShxApu1fWWlSH0BS1QRR9+EWQIQSZtr+dR9A3Esao3XkIEAUIuAQqhQYQGAfnbryGRhAXmiu00h7IUBo0NA/wbUgQF97ZkmA2h5AkIMSZtpeIED04O6s3ZYbQLgBnx9GyCBAieqtga1yHEAoJ9pVSJkbQLaEfNCzWR5AuDtrt13IHkBPr5RliEMkQKMG0zB8RB5AUwWjkjohGUDC+j+H+aIhQA9FgT6R5yBA8iTpmslXI0DCwHPv4QIhQMk88gcDLxVARS+jWG6pIEA4+MJkqgAeQIW2nEtxpSBABWnGoukMGkB4RfC/lQwZQKhvmdNlgSJAdAexM4W+IEB4RfC/lUwgQL0d4bTgtSFAVfZdEfwPGUBzaJHtfP8aQIi6D0BqMxZAvMtFfCfmG0C1iZP7HeogQNBE2PD0WiFAlSu8y0U8IEBPIy2Vt6MXQLDJGvUQXSJA9RCN7iC2I0DL2xFOC34ZQECk374OHCRAVOOlm8RAGUB5r1qZ8IsgQEDZlCu8Kx1AsAPnjCj9IEBJopdRLLcZQFd4l4v4Th1A6udNRSocIUDOpbiq7LsYQMLAc+/hUhpAPX5v058tIkCXkA96NlsgQN3vUBTocyBAyol2FVKeH0DgnBGlvaEdQMXJ/Q5FYSJAWOcYkL1OIED5D+m3r+MfQD0s1JrmvR1AEQGHUKX2IEBsPq4NFcMXQPwYc9cSchhAO3DOiNI+EkCILqhvmZMaQPrQBfUt0xhAj3Ba8KJvHEDi5H6HomAeQC5zuiwmNhxArK3YX3avI0B7a2CrBGseQCo6kst/SB9A6LzGLlHdG0Df4AuTqWIiQGa9GMqJ1h5AW18ktOUcHkDjNhrAW2AeQLxXrUz4xRlA6DBfXoAdIUDQuHAgJIsdQM4ZUdob/CVA3+ALk6mCHEAK16NwPUoaQCb8Uj9vOiNA0O0ljdHKI0CO6QlLPIAXQBToE3mSBCFAQiECDqG6IUDQ7SWN0SogQOdSXFX2fSNAoYSZtn+lGEBI3GPpQzchQPIHA8+9Jx1A+Um1T8dzIUCAK9mxEagaQBSWeEDZNCBAm1q21hepHECm7V9ZafIWQHLhQEgW0B5A+64I/rfyGUDl8h/Sbx8kQEoH6/8cxh5ATGw+rg0VH0BQNuUK71IeQB6KAn0ijx9A4iNiSiTxIECmJyzxgBIbQAiPNo5Y6yJAbATidf1yIEDUZTGx+VgbQMx6MZQTrRNA02pI3GMJIkDfMqfLYgIfQJPjTulgXSFAgVt381SnIkDZQpCDEpYiQCMQr+sXrB5AexSuR+FaJ0DK/Q5Fgd4XQIp2FVJ+0h5AxVVl3xWBHkDo9pLGaG0iQE65wrtcpBxAVryReeQPH0CQgxJm2u4hQDnRrkLKHyJA0ZZzKa6qGkDVz5uKVHgXQPAWSFD8+CBAI/PIHwxcIEDk9zb92f8iQD1EozuIzSBAKETAIVRpGkB8REyJJLodQGzsEtVbQxpA48eYu5awIECgw3x5ATYaQE9d+SzPgyNAHooCfSJvIkAmjdE6qnodQKuy74rg/xtACwxZ3eo5HkBrn47HDKQiQOiHEcKj7SBAEvdY+tDFH0AqdF5jlzgjQMJR8uocoxxALc+Du7NWG0Cil1Est1QZQHoZxXJLCyJASbpm8s0WGkBvDWyVYJEYQM+Du7N2GxhAtmeWBKjJHECV1AloIqwZQL06x4DsdRtAuiwmNh+XGkDjjcwjf2AgQBdlNsgkAxxAtf0rK00KIUDZd0Xwv4UhQDv8NVmjPh5A/G8lOzaCH0DVlc/yPBgeQMdoHVVNkB9AH/RsVn1+I0AkC5jArTsiQAiUTbnCmyBAV1uxv+y+HkBEi2zn+ykhQNrhr8kaNRdA1IIXfQXZIUAQQGoTJ5cbQE34pX7eFBhAP6n26XhsIECIS447pbMhQHY3T3XITSNAZY16iEZ3FEBD/wQXKyohQAOy17s/Ph1ArrZif9ndHUAHCObo8XsZQGzPLAlQMx9AmBdgH51aIUCP39v0Z18iQAqFCDiE6hdAeH+8V61MGkCM1lHVBKEhQErSNZNvdiBA5lyKq8qeG0CBJsKGp1cZQDWYhuEjAhhA7xtfe2aZIEAj88gfDJwdQNwpHaz/8x1ApN++DpzzG0D8HYoCfcIdQB4bgXhdnx5Au0T11sDWH0BlcJS8OqccQAE1tWyt/yFAKowtBDmoHUCVZYhjXbwiQCeloNtLehRAi4nNx7UhGkAJUFPL1uohQMIXJlMFAxZAzHoxlBMtIUCob5nTZYEgQAAd5ssLkCFAvTrHgOy1H0DWrZ6T3jceQDgVqTC2ECBAQYLix5iLIEBpb/CFyWQiQKwcWmQ7jyJAIZOMnIVdHEAJ/reSHXsWQLvtQnOdphxAgJpatta3GUAc0xOWeOAbQCwrTUpBVxVABmSvd3/MIEDLoUW2850YQGpq2Vpf5BhAMJ5BQ//kGkAaqIx/n1EZQCVATS1bKx5AdcjNcAOeHkBJnYAmwhYhQH6pnzcVqR9ARs7CnnZoIUC70FynkdYfQDSAt0CCIhdAcF8HzhnRHEDfFcH/VhIgQDMbZJKRoyFACp3X2CVKFkCrIXGPpR8jQJbs2AjEax9AO8JpwYu+HED5LM+DuxMjQL8rgv+thBxA98ySADU1HEDeq1Ym/NIcQOF6FK5HgR9AlPYGX5iMG0DP2m0XmosZQHP0+L1NjyBAOZfiqrIfIEAsvMtFfMcgQL99HThnBBRASgfr/xwGF0BmvRjKiZYhQC+ob5nTNSBAyjLEsS7OJUDRlnMpruogQPZFQlvOxRlAN6YnLPEwIUDmdFlMbH4cQCSX/5B+2xpAIZOMnIV9H0DLLa2GxJ0WQMqmXOFdPiNAYcPTK2X5GEA5nPnVHMAfQKAVGLK6dRRApYP1fw6THEBDBBxClZoYQMB4Bg39Mx9ABOJ1/YJdGkA8pYP1f24eQPDErBdDeRxAxsTm49owIEDWxW00gNcVQGUBE7h1NyFABp57D5ecG0DP9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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"754\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"755\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"758\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"759\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"760\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"761\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"762\",{\"type\":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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"764\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"765\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"766\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"767\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"768\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"771\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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csQx9o4QE3zjlN0pDlA3pOHhVrTNkDXNO84Rbc4QHnpJjEIfDZANjy9UpbxN0AwKqkT0MQ4QA6+MJkq2DhAC7WmeccpO0ALtaZ5x/k5QNJvXwfOKTlAxyk6ksv/OUA6I0p7g784QJf/kH77ajdASFD8GHO3N0DqBDQRNlw7QGdEaW/wtTlANs07TtEBPEA6I0p7g585QF5LyAc9OzZAyeU/pN+eOECdgCbChgc6QDtwzojS7jZABOeMKO0dOkC6SQwCK6c9QFtCPujZ/DhAhjjWxW0EN0Bm9+RhofY3QLAD54wo7TpAd76fGi8tOkCcxCCwckg5QKvP1VbszzlAS8gHPZtlNkC4rwPnjDg3QBBYObTIVjhAj+TyH9I/OEDb+X5qvBQ5QHKKjuTyDzZANs07TtGxNEBMN4lBYDU6QG6jAbwF4jlAHqfoSC7/OEAMAiuHFuk4QA3gLZCgCDxA78nDQq3ZOUBrK/aX3UM2QPjCZKpg1DlA7Z48LNQqPEBKDAIrh0Y7QO84RUdyiThAEhQ/xtwFO0B2Tx4Wam06QGIQWDm0iDpA1JrmHaeoOkDbiv1l9+Q4QOxRuB6F6zhAIEHxY8ytOEDT3uALk6k6QF66SQwCuzZA3bWEfNCjN0D3Bl+YTHU3QIJzRpT2pjlAuK8D54zIOUANcayL2yg3QAaBlUOLjDhAyjLEsS7eOkBt5/up8UI5QGlv8IXJRDZAVTAqqRMQOEBmZmZmZoY4QJf/kH77+jhAKcsQx7roN0AawFsgQUE8QMrDQq1pfjdAZ9Xnais2NUA51sVtNHA7QGWqYFRShzlAQxzr4jY6O0Ch+DHmrtU6QGWqYFRShzlAUWuad5yyOkCNl24Sg2A5QB+F61G4rjdANjy9UpZBO0BJLv8h/bY4QCnLEMe6KDlAw/UoXI9yOEB6pSxDHAs5QKabxCCwcjpAcvkP6bc/NUBkXdxGA1g4QNV46SYxODtAaLPqc7VlOUDMf0i/fe03QOkmMQisTDxAuECC4sfIOUD5D+m3ryM7QAKaCBuebjdAkst/SL8dOUAkufyH9Hs4QJZDi2znuzZA2qz6XG0FOECutmJ/2Y05QHlYqDXNazlAU5YhjnWBOkAqOpLLf4g6QMbctYR8IDZAs3vysFCrO0BxPQrXo9A5QMrDQq1p/jZAih9j7lpyO0AtIR/0bPY6QM6I0t7gCzlAVTAqqROwNkAy5q4l5FM6QDeJQWDlQDZAysNCrWkeOECh1jTvOCU4QMRCrWneoTlAsp3vp8bbOkAep+hILq85QN/gC5Op8jxA5dAi2/k+N0AmUwWjkvo3QEhQ/Bhz9zhARUdy+Q8pOEApXI/C9Tg6QNk9eVioRTtAqRPQRNigN0BCz2bV5wo6QLsnDwu11jlAarx0kxhkOkCq8dJNYkA5QNejcD0KJzRAnYAmwoZnOEC0WfW52oo3QO58PzVeKjhALUMc6+IWOkA/xty1hHw4QPOOU3QkhzlAirDh6ZXyOEBB8WPMXSs2QECk374OPDlA+n5qvHQDN0BF2PD0Sqk6QHgLJCh+XDdATtGRXP6jN0BUdCSX/8A2QCntDb4waTlAhxbZzvfTN0B56SYxCCw1QGpN845T1DhAINJvXwduOUCneccpOsI5QE5iEFg5dDdAvHSTGATGN0BE+u3rwLk8QOwvuycP2zlA0LNZ9bnqN0DxY8xdS9g3QB04Z0RpXzlAUdobfGFiO0BPQBNhw5M3QM07TtGR/DhAjErqBDQhOkDT3uALk+k5QKyt2F92zzdA3GgAb4HkOEAsZRniWLc5QPCnxks3CThAexSuR+H6NkADCYofY047QJeQD3o2SzlAtoR80LM5OkDjx5i7lvA4QAYSFD/G7DhAm+Ydp+g4NED2l92ThyU5QHRGlPYGnzlAuY0G8BYYPUAy5q4l5BM4QNQrZRniiDhARPrt68B5O0Cze/KwUMs5QI9TdCSXDzpAGQRWDi2iOEDbiv1l9/Q4QEoMAiuHxjVAyJi7lpDvO0D2l92Th+U3QFZ9rrZi/zhA7nw/NV7KNkD1udqK/cU7QFdbsb/sTjZAXCBB8WMcN0AGEhQ/xtw3QJJc/kP6fTVAXdxGA3j7PEC5/If022c3QPJBz2bV1zhAVp+rrdhPOkAJ+aBns2o4QMWPMXctITdA7FG4HoXLO0CneccpOiI5QCuHFtnOpzlAKjqSy3+oOEBiodY07+g3QPH0SlmGWDhAmnecoiOZOEDJ5T+k3/45QLKd76fGmzZAFvvL7snDPEB1kxgEVo46QK62Yn/ZvThA4XoUrkchN0DdtYR80EM5QGWqYFRSdzVADwu1pnlnN0CBBMWPMac5QO7rwDkjCjNAOGdEaW9ANkDr4jYawNs7QMbctYR8cDlA7MA5I0orOEB0JJf/kB45QBTQRNjwZDdA2c73U+M1OkDMf0i/fR05QLHh6ZWyXDdAmG4Sg8A6OEC/fR04Z9Q6QBrAWyBBYTNAHVpkO9/fNkDl0CLb+a42QDm0yHa+DztAE/JBz2aFN0AQejarPoc1QPjCZKpgpDlAQxzr4jYKN0DSAN4CCTo3QCuHFtnOpzhAeHqlLEOMOEDqBDQRNuw5QN0kBoGVoztAO99PjZe+NkBv8IXJVNE2QOY/pN++rjdAnu+nxktXOEBTliGOddE5QC/dJAaBtTZA8rBQa5rnOED1udqK/VU4QHL5D+m3PzhABOeMKO19OED4wmSqYBQ3QKpgVFInwDlAklz+Q/p9N0BSSZ2AJkI0QEJg5dAiOz1ABTQRNjzdOUCoNc07TrE5QM6I0t7gWzhADr4wmSooN0DF/rJ78vA4QFafq63YXzdA9pfdk4flN0DNzMzMzEw3QMnlP6TfLjhAj1N0JJefOUDBqKROQGM5QHrHKTqSSzpAApoIG55+OEBBguLHmOs4QA5Pr5RlWDlA001iEFjpO0D0bFZ9rmY3QCNKe4MvPDlAhlrTvONEOEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"772\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"778\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"779\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"S1mGONbFIUDgvg6cMyImQHOAYI4eDyNACAPPvYe7I0Dn+6nx0q0mQI47pYP1TyJAeJyiI7lcJUD7XG3F/rIlQLaEfNCzmSRAJ8KGp1fqKEBxrIvbaKAlQIts5/upgSNATx4Wak0TJkBjf9k9eTgkQCsYldQJ6CVAG2SSkbMwI0ALtaZ5xwkkQDj4wmSq8CNAmbuWkA+6JkBR2ht8YfIlQNNNYhBYuSVACyk/qfZJI0AbR6zFp3AiQF5jl6jeuiNAzF1LyAcdJEDKw0Ktaf4kQEGC4seYeyVA0SLb+X7KJEArGJXUCWgmQDeJQWDlECdAZmZmZmYmKEDHndLB+j8jQCnLEMe6+CVAIo51cRttJkAgQfFjzN0mQGTMXUvIxyZA2XdF8L+VIUBmZmZmZgYnQGfV52orViVAOdbFbTQAJ0BR2ht8YdIoQAu1pnnHSSZAZohjXdyGJkA51sVtNGAoQBx8YTJVUCVA7UeKyLCaI0Bb64uEtuwiQBlz1xLyYSVANBE2PL2SJEDgvg6cM0InQHxhMlUwKiRAjSjtDb4QJkB0tRX7y+4mQG8Sg8DKwSZA0NVW7C+bKEAHX5hMFQwmQKmkTkATwSRAv30dOGdEJ0AjFcYWgrwjQDY8vVKWoSdAUrgehesRI0AkKH6MucskQAskKH6MOShA16NwPQp3JkAa3UHsTBEjQOXQItv53iZAx7q4jQawJEBWn6ut2L8pQAn5oGezCiZAaJHtfD91J0BQjZduEkMqQA8LtaZ5BydAfT81XrppJkApXI/C9cgkQDjzqzlA0CNAcM6I0t6gJ0AQejarPtclQGx4eqUs4yhAF0hQ/BiTJUCvJeSDno0lQCuHFtnO9yVARwN4CyTIKEAeG4F4XY8gQPjCZKpg1ChAkQ96NqseJkDWxW00gDcoQFFrmnecwiRAmnecoiO5JECKk/sdinIjQLx0kxgEliZA7lpCPugZKECBBMWPMdckQLPqc7UVmyZACKwcWmR7JkB56SYxCGwnQMoyxLEuriZAvsEXJlMlKED5LM+Du6MjQLWmeccp+iRAH/RsVn3uJUAQ6bevA8cmQMGopE5AsyVAE/JBz2b1JkBxPQrXoxAoQJAxdy0hvyZAXW3F/rL7J0BNhA1Pr3QnQJjdk4eFGihAcF8HzhlRJEAqOpLLf0gkQIXrUbgexSlAsp3vp8ZrJ0Cyne+nxqsnQLsnDwu1hiZAo5I6AU2EJ0DA7J48LDQnQOm3rwPnjCVAG55eKctwJkBBguLHmDsmQN/gC5Op4iJAeHqlLEN8KUAaUdobfIElQHUCmggbvidAAG+BBMVPJUCoV8oyxDElQHZPHhZqbShAcvkP6bePJ0BGJXUCmsgjQM/3U+OlmydAs3vysFCLJkBwzojS3gAlQI9TdCSXfyZARUdy+Q/JJkBBguLHmHsmQOgwX16A7SJAYqHWNO/YJEBgdk8eFkomQI/C9ShcDyZAj1N0JJdfJECyLm6jAbwoQGpN845TtCpAv30dOGfEJUDVlc/yPHgjQNO84xQdiSVAyXa+nxpvJUChZ7Pqc1UpQHrHKTqSCyVA7zhFR3K5JEAMAiuHFvkoQGDl0CLbeSZAkxgEVg5tKEDek4eFWpMnQOqVsgxxDCZAyeU/pN8+J0ChhJm2f+UiQK8l5IOeTShAy6FFtvM9J0Ctad5xig4pQEYldQKaSCVAhjjWxW0UJ0CppE5AE2EoQLRZ9bnaSiVAz/dT46U7KkB+HThnROkmQA4tsp3vhylALSEf9GzWJ0BCz2bV58opQHBfB84Z8SVAMZkqGJU0J0Bjf9k9eTglQNv5fmq8FCVATRWMSupkJEBvgQTFjzElQMxdS8gHXSdAgZVDi2wnKkC8lpAPerYmQM4ZUdobHCZAK4cW2c4XKEBeukkMAssmQGZmZmZmBilA/kP67eugJkB8YTJVMEomQOCcEaW9wSZAzO7Jw0LNJkA1XrpJDAIlQAFNhA1P3yJAm+Ydp+jIJEAH8BZIUNwmQNGRXP5DeiZAZDvfT423KEA0orQ3+KInQFjKMsSxjiZAEHo2qz73JkBtxf6ye1IoQHZPHhZqjSVA4QuTqYLxKEApyxDHungoQMBbIEHxgyhAeAskKH6sJkDpt68D54wpQIEExY8xNypAyXa+nxoPJ0DjNhrAW2AlQGiR7Xw/lSRAAd4CCYofKEAtQxzr4pYkQD0K16NwHSRAJLn8h/Q7JkDtnjws1BonQBniWBe3ESpA91j60AU1I0BsW5TZIEMiQK7YX3ZPHihAaLPqc7UVKECdgCbChkcnQO0NvjCZqiVAbHh6pSxjKEAbDeAtkMAlQAfOGVHa2yZAjgbwFkgQJ0AcfGEyVRAmQGiz6nO1VSlA2PD0SllGJkAldQKaCFspQG8Sg8DKQSZAXI/C9Sj8J0Bh/Z/DfNkjQCbkg57NKiVAn82qz9WWJUAQ6bevAycnQOSDns2qLyVANV66SQyCJECmD11Q35IiQM9m1edqCylAyAc9m1V/JUAu/yH99hUmQMrDQq1pfiZA+n5qvHSTKUD0T3CxoqYjQLmNBvAWSCdAWDm0yHaeKUACvAUSFF8oQLFQa5p3nCVAFmpN844zJ0Ce76fGS7coQLAD54wobSZAl/+QfvsaJ0Atsp3vp2YmQOY/pN++7iVARUdy+Q/pKEA6kst/SP8mQGkAb4EExSlAOPjCZKrAJEAxmSoYlZQmQFZ9rrZifyFAhxbZzvfzJkCEns2qz3UpQOF6FK5HISdA16NwPQoXJkBm9+RhofYoQCuHFtnONyVA0SLb+X7KJkCb5h2n6OgnQKYKRiV1gidAMuauJeRjKUCC4seYuzYqQOQUHcnlnydA4L4OnDPiJEC7Jw8LtWYmQMFz7+GS0yJAgEi/fR2YJkB3vp8aL10pQBNhw9MrpShAXW3F/rL7KECcxCCwcoglQKZ+3lSkAiNA4zYawFvAJ0B6pSxDHKskQHZPHhZqDSRAzczMzMzMJ0A/V1uxv8wlQIy5awn5gCRAYTJVMCoJJkDQCgxZ3aoiQD/G3LWEPCVAUI2XbhIjJ0CqglFJnUAnQGb35GGhtidAZ9XnaisWKkD8GHPXEpIqQOhqK/aX3SZA8fRKWYaYJ0D129eBc2YpQEoMAiuH1iVA6pWyDHFsI0AjSnuDL+wmQCsYldQJ6CVAih9j7lqCKEDysFBrmhcmQKg65Ga4sSNAXynLEMfaJkDWxW00gLcnQEMc6+I2eilAeVioNc2bJEB3vp8aL30kQLivA+eMyClAvsEXJlPFJUBaEqCmlt0iQHZPHhZq7ShAH4XrUbieJUBlGeJYF9cpQLPqc7UVOyZAnzws1JqmJ0C/DpwzonQnQGh5HtydxSJAj+TyH9IPJ0Ck374OnPMlQL8OnDOi1CRA54wo7Q2eKEDa/pWVJpUjQMiYu5aQ7ydA8x/Sb18nJUA3iUFg5TAlQI/k8h/SryRA24r9ZfcUIUBOYhBYOTQpQOM2GsBbACRAWvW52oqdJkDgLZCg+NEnQCQofoy5KyZAgZVDi2znJkDG3LWEfFAnQM4ZUdobfCRAjLlrCfngJUBWn6ut2P8lQC6QoPgxJiVAWKg1zTtOJ0BMpgpGJVUlQEATYcPTSyZAldQJaCIsK0AvbqMBvIUkQKg1zTtOkSZApgpGJXUCKkAy5q4l5IMnQHzysFBr+iVAf/s6cM6oJEAzMzMzMxMmQCh+jLlrySpAsAPnjCjtJEDuWkI+6DklQM4ZUdobnChAuB6F61H4JUAp7Q2+MBkmQOXQItv5/idAcF8HzhnxJkAFxY8xd+0nQM9m1edqSydAnKIjufzHJUDtgVZgyCojQOqVsgxx/CJA4zYawFtAJUAJih9j7pomQI/k8h/SbyVA5dAi2/leJUAFNBE2PH0kQB6n6EguHydAjnVxGw1AKkAfhetRuP4kQCuHFtnO9yZAyAc9m1W/JkBl/PuMC5cjQFr1udqKfSdAEoPAyqFFJkAnwoanV6okQKmkTkAToSVArfpcbcVeJkBVwaikTgApQAn5oGezSidAwcqhRbazKkDXo3A9CjcpQPVKWYY4FiZAxf6ye/JQJUC9UpYhjjUnQBNhw9MrxSRARUdy+Q+pJ0D3deCcEQUnQACRfvs6sCVAhxbZzvczJ0Al6ZrJNzsiQFmGONbFTSVA9UpZhji2JkAy5q4l5KMoQNjw9EpZpihAsAPnjCjtJ0DiWBe30eAlQFafq63YXyVAZOlDF9T3I0BhVFInoCklQDQRNjy98iZANBE2PL1yJ0COBvAWSBAoQCGwcmiRLShAIR/0bFZ9JkBrK/aX3dMlQNDVVuwveyRA63O1FfuLJ0AvbqMBvIUlQFg5tMh2niZAgnNGlPbmJkDgnBGlvWEmQKabxCCwUidAOpLLf0hfJkDjx5i7lrAmQCNKe4MvLCZAuB6F61E4JkAydy0hHzQlQFfsL7snzyVAe4MvTKZKK0CM22gAb4EnQAYSFD/G3ChAKjqSy39IKEBB8WPMXSsoQBHHuriNpiZA/mX35GHBJUC8BRIUP4YpQLHh6ZWyzClAaW/whclUJUA730+Nl04oQHKKjuTy/ydA2c73U+OlKECDwMqhRRYnQD8AqU2cPCNA1zTvOEVnKEB1kxgEVm4oQLAD54worSRASnuDL0yGJkBCz2bV5+omQBNhw9MrZShAyeU/pN9eJUAibHh6pYwkQP5l9+RhwSZA+FPjpZuEJECx4emVsuwlQPMf0m9f5ydA3SQGgZWjJ0Ce76fGS3cmQOwvuycPSyRAZMxdS8iHJUCvlGWIY10mQLyWkA96FihA8tJNYhBYJkCb5h2n6OglQDarPldb0SRAgLdAguKnJ0BlqmBUUgcnQIQNT6+U5SdA5BQdyeVfJUBCz2bV56onQBpR2ht8YShAW7G/7J6cJ0AYJlMFo7InQILix5i7VidAGlHaG3xBJECyLm6jARwpQJhMFYxKCidAzczMzMzsJkBZF7fRAN4kQOCcEaW9ASdAY+5aQj7IKECHp1fKMuQkQFr1udqK3SRAqDXNO05xJ0DKVMGopK4lQJm7lpAPOiZAXW3F/rIbKEDZPXlYqNUnQF1txf6yKyNAXW3F/rJ7J0CGONbFbXQlQGB2Tx4WqiVAxvmbUIhwI0AUrkfherQlQMcpOpLL3yVAfdCzWfUZJkClLEMc68IlQESLbOf7qSVAQj7o2ay6J0DByqFFtrMoQMDsnjwsFCVAcM6I0t6gJ0CgGi/dJEYoQI7pCUs8ICNAcvkP6bcvKEAHX5hMFcwoQPKwUGuaFylA7uvAOSMqKUAOvjCZKhgmQHgLJCh+rChA0ETY8PRqJ0BxPQrXo/AkQMoyxLEurihAgLdAguKHJkA8vVKWIU4lQCo6kst/6CVAmpmZmZlZJ0Ar9pfdk4clQK7YX3ZPPilACRueXilLKUA6kst/SF8nQBQ/xty1JChAXwfOGVE6KUAlBoGVQ6spQO/Jw0KtSSZAxEKtad7xJ0BSSZ2AJoImQOF6FK5HISZA+aBns+pTKUDi6ZWyDPEkQNu/stKklCNAklz+Q/pNJ0AvbqMBvIUnQCJseHqlLCdAIo51cRttJEBCPujZrBonQGTMXUvIhyhAJlMFo5KaJkDlYaHWNG8qQJ+rrdhfViVAs3vysFArJkCQMXctId8oQK8l5IOebSdAsb/snjzMJUABTYQNTw8mQOzAOSNKGylADJOpglHpJ0CkcD0K1wMnQB0Dste7vyNA+Q/pt6/DJEBGlPYGXxgnQIqw4emVkiRACRueXinrJUBIv30dOCcqQLTIdr6f2idA1sVtNIC3JkAp7Q2+MBknQCegibDhKSZABoGVQ4ssKECIhVrTvEMmQGFUUiegiSlA5BQdyeVfJ0CiRbbz/dQmQLU3+MJk6iVAHOviNhqgJ0AEVg4tst0nQInS3uALsyZA7zhFR3LZJ0BdbcX+spsmQI4G8BZIEChAIv32deC8JUB4CyQofownQJzEILByCCVAg1FJnYBWIkA0orQ3+MInQBTQRNjw1CZA78nDQq3JJUC3Yn/ZPRkqQMZtNIC3wCRAMnctIR8UJ0Ct+lxtxb4lQFXBqKROACZASS7/If0WKUCoNc07ThEpQI51cRsNQClAT0ATYcOTJkBIv30dOAclQMx/SL99fSdAhxbZzvczJUCBJsKGp9cpQBiV1AlogiRA6bevA+csJ0AhH/RsVp0lQO2ePCzUmiRAbcX+snvyJkDgLZCg+PEmQE0tW+uLtCNA+u3rwDlDJ0BuNIC3QGIlQJ88LNSaJilAQs9m1edKJUAOvjCZKvgmQCNKe4MvLClA3SQGgZUjJkAGEhQ/xpwlQGN/2T15eCZAwTkjSnvjKEAQ6bevA4coQOcdp+hIriZA4L4OnDPiJUDek4eFWtMoQBTQRNjwVChAMzMzMzOzJUDSb18HzlkmQOhqK/aXfSlAlIeFWtO8J0BbCHJQwpwjQDeJQWDlsCdAsb/snjzsJEC+nxov3UQkQGKh1jTvmCdAJLn8h/SbJkDKw0KtaR4oQJSHhVrTfCRA3pOHhVozJEB56SYxCIwnQB3J5T+k3yRArir7rgjuI0DyQc9m1YclQFjKMsSxziZAP8bctYTcJkBmiGNd3IYpQLwFEhQ/xiVAak3zjlPUJkBWt3pOei8jQDbNO07RUSlAApoIG54+JUD35GGh1rQnQIEExY8xVydAU5YhjnWxJkDEQq1p3hEkQIv9ZffkQSVAn82qz9W2J0Djx5i7ljAnQFkXt9EAPidABhIUP8Y8J0AmUwWjkjomQBHHuriNBidAWvW52oodJkBUUiegibAoQCZTBaOSmixASL99HTiHKEDUmuYdp4glQIQNT6+UxShA46WbxCCwJ0Cq8dJNYhAoQNobfGEytSZAPSzUmuZ9JUDZX3ZPHhYoQFjKMsSxjidAn82qz9VWJkDx9EpZhjgnQJwzorQ3eCRAEoPAyqGFJUAQejarPtcqQDC7Jw8LNShARrbz/dS4JkDx9EpZhpglQCv2l92T5ylAmG4Sg8CqKEAqOpLLf4gmQKHWNO84pSRAzH9Iv31dJUBiEFg5tCgkQD7o2az6XCZAw9MrZRkCKEAbDeAtkIAoQIv9ZffkAShAexSuR+HaJ0CPwvUoXC8mQIGVQ4tshyZANKK0N/hiJ0AVHcnlP8QkQFkXt9EA3iRAofgx5q4lJUDAWyBB8UMpQKwcWmQ7vyZAAAAAAADgJECMuWsJ+eAlQCPb+X5qHClAYqHWNO/YKEB0JJf/kJ4lQJLLf0i/fSZAseHplbKMJkAGEhQ/xjwkQNk9eVioNSRAU5YhjnXRJEARNjy9UnYmQKOSOgFNhCdAJ6CJsOHJJEAQejarPnclQM/3U+Ol+yZAo5I6AU0EJkAxCKwcWoQoQI/C9ShcDyZA1edqK/aXJ0Ar9pfdkwcpQB4Wak3zTiVAvsEXJlOFKEAT8kHPZhUoQKvP1VbsrydAGQRWDi1SJkCaCBueXkkkQMDsnjwsVClAfoy5awn5KECgw3x5AWYjQGN/2T15eCZA46WbxCCwJUCRD3o2q34lQP7UeOkmcSdAwoanV8oyJ0B6pSxDHAsoQBNhw9Mr5SVA1edqK/Y3JkAN4C2QoLgmQAhVavZAiyJAl5APejYLJkDUmuYdp8gpQKpgVFIn4CpAeJyiI7ncJ0C5jQbwFigoQLMMcayLWyVAd76fGi9dJEBt5/up8TIoQD/G3LWEvCZA8IXJVMEIKUAX2c73U6MnQF1txf6yOyVAKxiV1AnoJUB4tHHEWowjQJwzorQ3WCtAQs9m1eeKJkCRD3o2qx4lQBBYObTIliRAFD/G3LWEJkANcayL22glQMWPMXctISdA6bevA+esJkAj2/l+avwmQOJYF7fRQChAAd4CCYq/JUCRD3o2q34mQH2utmJ/WSdAUPwYc9cSJUA2zTtO0bElQKhXyjLEMShAUI2XbhIjKUDMf0i/fV0oQHrHKTqS6yZAqaROQBMhKkAGEhQ/xrwlQJBrQ8U4vyNAiIVa07wDJ0Dek4eFWpMmQPwYc9cSkiZAtFn1udqqJkB90LNZ9VkoQFOWIY518SVAKVyPwvUoJUCJ0t7gCzMmQCEf9GxWPSZALUMc6+L2KEBt5/up8ZIkQGIQWDm0SCdAT0ATYcMTJkDImLuWkI8lQKHWNO84hSdA6Nms+lwtJkABTYQNTy8oQE9AE2HDMydAAiuHFtmOJUA17zhFR7ImQNV46SYxiCVAqoJRSZ0gKUAX2c73U8MnQGUZ4lgX1ydAMZkqGJW0J0C+MJkqGHUoQATnjCjtDSRAx7q4jQbQJEBPr5RliEMlQI/C9ShcbyZAiGNd3EZjJ0CaCBueXikoQG6jAbwFEitAVp+rrdjvI0DSAN4CCSolQDpdFhOb3yJAJ07udyj6I0AnMQisHNopQM4ZUdobHCVASFD8GHN3JUBoke18P3UkQEXY8PRKOSlA/kP67evAJEDkFB3J5d8lQPVKWYY4NihA6bevA+cMKUAdOGdEaS8oQPYoXI/CVSZAnRGlvcGXJEDQ1VbsL3smQNejcD0K1yRAJXUCmgg7JEDmP6Tfvi4lQIGVQ4ts5yVAMCqpE9AEKUBuowG8BXImQJM6AU2ErSVA6Nms+lyNJUDbiv1l98QmQAU0ETY83SdAhxbZzvcTJUC30QDeAskqQH6MuWsJmSVARpT2Bl9YJkCMuWsJ+QAnQM/3U+OlmydA6bevA+fsJUBUUiegiXAnQA1xrIvbyCVAUkmdgCZCJUANcayL20glQB+F61G4PiRA2IFzRpRWKUAyVTAqqRMlQECk374OfChAb/CFyVQBKkAhsHJokQ0mQBB6Nqs+dyZAMCqpE9CEJkDwhclUwagmQGEyVTAqySVA8KfGSzfJJ0AxmSoYlRQnQEmdgCbC5ihAhJ7Nqs+VJUCAt0CC4scnQH2utmJ/WShAxLEubqPhJUDEQq1p3hEpQIqw4emVkiVAfT81XrqpJkCJQWDl0GIoQKyt2F92TyZA8x/Sb18nJUAwuycPCxUmQFg5tMh2PidATmIQWDl0J0Bz1xLyQS8mQOzAOSNKOyRA5/up8dItKEDkg57Nqi8oQBlW8UbmkSFAiPTb14FzKEBKDAIrh7YkQFRSJ6CJUCdAfPKwUGsaKkDZX3ZPHtYnQDsBTYQNjyVAFQDjGTQUI0BBguLHmHsoQNPe4AuTqSVAZmZmZmbGKEABTYQNT68kQAisHFpkmyVAzTtO0ZGcKEAW+8vuySMnQHxhMlUwKidAjZduEoNAJkBuNIC3QEImQB04Z0RpDyZA2NglqrfmI0Cmm8QgsBIpQA6+MJkqmChAliGOdXG7JUBZF7fRAL4lQJOpglFJvSpAOiNKe4OPJkCpE9BE2FAqQEYldQKa6ClAgSbChqfXJ0BuNIC3QOImQAtGJXUCOiZAmnecoiPZKECe76fGS7cmQOlILv8h/SVA1JrmHafoJ0DcaABvgeQmQE5iEFg5lCdAE2HD0yslK0CeXinLECcpQGiz6nO19SRAnl4pyxBnJUAFNBE2PN0mQOzAOSNKeyVAS+oENBFWKUDyQc9m1acmQCPb+X5q/CVAwaikTkCzJ0DXEvJBz4YmQKqCUUmdYChALpCg+DHGJkBiodY075glQGfV52orNidAduCcEaUdJUDf4AuTqWInQPhT46WbJCVA/Yf029eBJ0DOiNLe4AsnQLFQa5p3XCVAKVyPwvWIKkCsi9toAA8oQLIubqMBfCdAJLn8h/R7JUDWxW00gJcnQAXFjzF37SxA3+ALk6miJ0DRItv5fkolQDhnRGlvkCdABhIUP8Z8KEAOLbKd78clQCbkg57NyiVAlPYGX5jsJUBPHhZqTXMoQN9PjZduMidAvAUSFD+mKEC3Yn/ZPbklQAWjkjoBDShAwoanV8oyJEBd3EYDeIskQPLSTWIQ+CZA6gQ0ETacJUAAb4EExa8nQJ88LNSaZiJAeHqlLEOcJkAZc9cS8oEmQGTMXUvIhydA1edqK/YXJ0C1N/jCZKonQMe6uI0G8CVADr4wmSp4JED1udqK/aUoQJp3nKIjuSlAwaikTkCzJEDXNO84RackQIPAyqFFdidAf/s6cM6IJUDMXUvIB90nQHL5D+m3bydAYqHWNO9YJ0DXNO84RUcqQHh6pSxDXCVA8x/Sb1+nJ0BB8WPMXasoQDtwzojSvidAgy9MpgoGJ0BHcvkP6fclQAg9m1WfSyhAZohjXdzmJUAnMQisHPokQI4G8BZI0CRA845TdCRXJ0BR2ht8YVIkQATnjCjtTSdA0NVW7C/bKkC0yHa+n1onQLbz/dR4SSdAPzVeuklMKEBE+u3rwBknQJF++zpwziZA/Yf029eBJUDc14FzRjQmQGB2Tx4WaiZAio7k8h/SJUBKDAIrh1YkQKg1zTtOsSdAswxxrIt7KEByio7k8j8lQL/Uz5uKJCJAnYAmwobnJ0Bv8IXJVCEkQHsUrkfh2ipAPQrXo3BdJ0BgsBu2LUoiQDSAt0CCoiVAuHU3T3W4I0DXEvJBzyYmQAK8BRIUfydAf2q8dJO4JUACmggbnn4oQOviNhrAeylANjy9UpYBJ0BxrIvbaIAnQEcDeAskKCZASgwCK4e2KECxUGuadzwqQClcj8L1KChAnYAmwobHJkBVwaikTqApQJ5eKcsQRyhA6Gor9pc9JUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"780\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"784\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"785\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"786\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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Y6BAEBZF7fRAF7/P6KcaFch5fE/XynLEMe6+j8Ec/T4vU33P9fAVgkWB/c/y0qTUtBt/j+ASL99HTj7PzarPldbsf8/IAw89x6uAEAaUdobfGH4P4leRrHcEgBAke18PzVe+j8QQGoTJ/f6P8TOFDqvMfI/JlMFo5K6+T++h0uOOyX8P5vJN9vcGPk/mz3QCgzZ+z9uwOeHEQIBQBSX4xWIHu0/yuAoeXUO8j+JJHoZxfL2PxY1mIbhowFAgQncupun/j8aqIx/n3H6PwEYz6ChPwFA/IwLB0Ky/D+2LcpskMn5P8e6uI0G8Po/c0urIXEP/T/186YiFQYBQJsg6j4AqfQ/ZXCUvDpH+z/2Yign2tX0P53X2CWqN/Q/YXE486u5/T/l0CLb+X71Pwn+t5IdG/8/BmSvd3+87j/6sx8pIsP1P5LLf0i//fM/Jcy0/Ssr/j8oSddMvln8Pw6hSs0e6AFAyHvVyoQfAECHinH+JpTxPw/R6A5iZ/4/PKWD9X+O9j9gPIOG/gkAQPsjDAOWXOo/swxxrIvbAEBGmQ0yycj3P7sKKT+p9v4/b9Of/UgR+D8hByXMtL0AQNQrZRni2P0/ntLB+j/HAEAf8wGBziTtP2tgqwSLw/E/Pzp15bM8+D/Y2CWqt4b0PzvHgOz1bgFAfSO6Z10j6D9j7lpCPmj9P9un4zEDlf0/9+l4zEDl/j9q3nGKjqQAQF/v/niv2gFATtGRXP7D9D9oP1JEhtXzPw4QzNHj9wFAvAUSFD/G/z8vUb01sJUBQHK/Q1Ggz/0/fCdmvRjKA0CWPnRBfUv7P4YgByXMdAJAwOeHEcIj/j+LVBhbCHL+P5Gb4QZ8fvo/jh6/t+nP/D8=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"788\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"791\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"793\",{\"type\":\"ndarray\",\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"797\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"799\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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Ax7q4jQbQLkAz/n3GhQMiQGFUUiegySxAw9MrZRmiL0A3/dmPFDEfQINRSZ2AZjFAhetRuB6FJUDT3uALk6kqQEOtad5xqiVAhslUwagEMEBhVFInoFkwQOfj2lAxTiFA4zYawFsAJkCDL0ymCmYqQOauJeSD/i9A4nX9gt2gI0Ctad5xig4rQAn5oGezSi1AdZMYBFZuMkB324XmOr0gQCuHFtnO9yxApN++DpxzKEDb+X5qvNQnQKTfvg6cEyxAW9O84xRdJkBzaJHtfL8qQIC3QILihylAHhZqTfOOKUD99nXgnBEoQBDpt68DpzRAZk6XxcTWI0AwuycPC1UqQIZa07zjlClAtMh2vp/6KkDxaOOItTggQGrecYqOZCZAyAc9m1UPMEBQjZduEsMsQMdLN4lBYC5AY3/ZPXk4KUBDrWnecUooQACRfvs6sB9ARiV1ApoIJUCsHFpkO58zQCDSb18HjjNA0egOYmeKGEDTvOMUHQknQMsQx7q4zTBASS7/If0WMED0/dR46WYnQOS9amXCTxpAY+5aQj4oJEA1XrpJDMIoQE+vlGWIAyRAW7G/7J68KEB6Nqs+Vzs1QPcGX5hM9SlA5/up8dLNK0C4rwPnjMgsQFfsL7snzzBAjnVxGw2gKUCKsOHpldIvQPjCZKpgNCpAayv2l91TJkCAt0CC4qclQPjCZKpg9DFA001iEFjZL0CwcmiR7dwpQPXb14FzhiZArWnecYqOJ0CHp1fKMuQlQD0K16Nw/S5Aak3zjlMUKEAU6BN5ktQeQHxhMlUwSjJAMzMzMzNDM0Bgdk8eFhojQLn8h/Tb9yRA4XoUrkchMkBDHOviNkohQNEi2/l+ai1AV+wvuyePJEBxrIvbaEAqQJ88LNSapihAK4cW2c5XJUAaUdobfCEwQIenV8oyxChA54wo7Q0uMEAp7Q2+MDkmQAtjC0EOSh5A8x/Sb1/HJUA+6Nms+twmQDMzMzMzkyZAK4cW2c7XKUBxrIvbaIArQBKDwMqhpS5AMlUwKqkzLkBnRGlv8MUqQLIubqMBfChArWnecYrOKkCVZYhjXbwsQKUxWkdVExRArrZif9m9EkBwzojS3kApQNO84xQdmTJAW9O84xQ9J0CdgCbChicvQPfkYaHWJDNAOwFNhA0vJUCvlGWIY30sQM3MzMzMbCFAC0YldQL6KEDF/rJ78lAtQOM2GsBbgCtAwhcmUwWDK0CqK5/leeAgQA6+MJkqWClAkX77OnCuKkBPr5RliIMpQDPEsS5uYyxAmpmZmZlZJUAgY+5aQh4nQMcpOpLLnzBA7lpCPuj5LUDGbTSAt6AmQJEPejarfitAw/UoXI/iLUARx7q4jSYsQOwvuycPyyRAm1Wfq624L0AawFsgQZEvQDtwzojS3ilA+aBns+pzKUDA7J48LGQwQEJ4tHHE6iFAV+wvuycvJEDZX3ZPHjYpQHwnZr0YmiNAzczMzMzMLECVZYhjXZwtQKmkTkATYS9AWKg1zTt+MUAgY+5aQp4sQMHKoUW2My5AbVZ9rrYiKUBfB84ZUTopQO0NvjCZiipAZRniWBdXLkDzH9JvX+cqQFR0JJf/0CtAfoy5awlZMkBR2ht8YTIoQDj4wmSqkDBAs3vysFBLLkCKH2PuWkIvQARWDi2yHSZABcWPMXftJkB2Tx4Waq0pQI/C9ShcDydAi2zn+6lRMkBuowG8BbIuQDdPdcjNMBtABoGVQ4tMK0AnMQisHPoqQFvTvOMUvSdAkxgEVg7NJEDesG1RZnMiQC7/If32NSpA8rBQa5r3LUBX7C+7J48mQCSX/5B+KzFAsDic+dW8H0AvqG+Z01UiQELPZtXniixAlSu8y0U8DkCaCBueXoksQFdbsb/sfjRAaW/whcm0K0Ac6+I2GqArQM+Du7N2exVABaOSOgEtNEC94xQdyXUwQL8OnDOi9CVAjnVxGw1gKkB3vp8aLz0oQCPb+X5qPCZAnKc65GaII0DA7J48LDQwQOC+DpwzIiVAAwmKH2MOLkA2qz5XW3EbQEhQ/BhzVyVADk+vlGXoKkDChqdXylImQFMFo5I6ASxAZRniWBeXKUDo2az6XE0sQPkP6bevYy1A1QloImx4KEDbiv1l94QmQOELk6mC8SdAMEymCkYVMED0bFZ9rlYkQMgHPZtVPy1Aj3Ba8KLPIkDarPpcbeUpQKK0N/jCZCVAFYxK6gS0KkCJXkax3DIgQMBbIEHxYy5A3GgAb4EkKUD4U+OlmyQqQCyf5Xlwlx9ATtGRXP4DKkC7uI0G8PYkQLEzhc5rnCNA+Q/pt69DKUB+jLlrCRkoQF+YTBWMiiRAYqHWNO/YKUAs1JrmHUcvQIqw4emVMi9AUN8yp8tyIkAUP8bctYQoQDrMlxdgjyFAwoanV8qSLkArhxbZztcrQM07TtGRvCJAxEKtad4hMkBSSZ2AJnIyQPkx5q4lBChAX5hMFYwKLkB7FK5H4TomQKH4MeauJS5AdEaU9gY/JUAhsHJokU0wQERpb/CFaSZAzqW4quwbIUBNFYxK6iQ0QAAAAAAAwCdA4JwRpb3BLkApXI/C9YgeQH/2I0VkOBtA9GxWfa6WJUAxmSoYlfQxQDqSy39IfydAyJi7lpAvJkA2qz5XWwEyQPwYc9cSUiRA6/8c5strIUA2zTtO0ZEuQAu1pnnHiSVAysNCrWleJ0Akl/+QfvspQIbJVMGoZCtAi3H+JhTSIEBeukkMAnswQDLmriXkAy9Av0hoy7n0EUAUP8bctUQvQGdEaW/wxSpA5BQdyeXfK0A9m1Wfq40YQK7YX3ZPfixAQkP/BBcLI0Atsp3vp6YnQF1txf6yuzJAsHJoke2cKEDaG3xhMnUoQKqCUUmdAClATtGRXP5DLkC6awn5oDcwQAd8fhghLCJAJXUCmgibJUAlr84xIHseQJCg+DHmHjFAXwfOGVE6LED1Zz9SRLYjQMZtNIC3YCtAfh04Z0SJLUDbv7LSpNQgQPkx5q4lxCRAaCJseHpVMUC1pnnHKXoyQMx/SL99PSlAumsJ+aBnKkDdJAaBlWMrQNzXgXNGdCdA1XjpJjHIJkCh+DHmroUrQKTfvg6c8yxAXwfOGVGKMEAawFsgQREpQH3Qs1n1WSdA9GxWfa62KkDFjzF3LSEnQBueXinLcCZALUMc6+JWKEBZUYNpGE4iQHsUrkfhWjJAPujZrPo8KkDkg57Nqo8pQJ5eKcsQ5zRAryXkg57NLkAAkX77OrAuQOOlm8QgcCZA0NVW7C87L0D0/dR46QYfQJayDHGsSypAY+5aQj4oKUACgjl6/O4gQFkXt9EA3iVAlIeFWtOcJEDuWkI+6NkmQFCNl24SAydAjnVxGw0gK0ABTYQNT88yQGfV52orVihASgwCK4d2KECA1CZO7ncVQHicoiO5HChAufyH9Ns3JUDKiXYVUl4jQE3zjlN05CRA7C+7Jw9LJkDqBDQRNrwmQCbkg57NeiNAZohjXdzWMkDReY1dopojQIEExY8xVy1AV1uxv+w+K0Acti3KbDAgQAYSFD/GHCpAqd4a2CrxIEBIG0esxccUQCxlGeJYty5AwoanV8qSJ0BseHqlLCMsQJPGaB1VTSBAYhBYObRIIUCKjuTyH5IqQECk374OfCpAPujZrPocKUArGJXUCcgkQEymCkYldTJA1edqK/bXJEC2hHzQswkgQGrecYqOBC9AObTIdr7/I0BGJXUCmmgvQOVhodY0TzBArrZif9kdJUBpAG+BBCUxQLHh6ZWybCpAKH6MuWspKUDY8PRKWQYxQOkmMQisPClAz2bV52rLKEC1GhL3WHogQPAWSFD8OCtALpCg+DHmKkBzaJHtfL8nQJjdk4eFuihAzqrP1VaMKEA3GsBbICEuQAfOGVHaGzBAMZkqGJWULUBXQ+IeS/8jQABvgQTFTzFAxyk6kssfL0CGyVTBqKQlQMUgsHJocSpAsVBrmnd8MECq1OyBVsAYQFK4HoXrcShAVp+rrdh/K0AFNBE2PH0qQIEExY8xdzBAoWez6nNVLkCoNc07TtErQOY/pN++DixABFYOLbIdM0BGlPYGX6giQMjShy6oDyNA7lpCPuipMEBWn6ut2J8nQHBfB84ZUS5AbxKDwMrBJ0Di6ZWyDFEuQFUwKqkTEClAnzws1JrmLkB4nKIjubwrQJvmHafoiCZACTNt/8q6IkB0RpT2Bj8yQDSAt0CCQiZAQfFjzF3LMkBb07zjFL0kQN0kBoGVwzFACfmgZ7PqLkAtQxzr4qYwQAhyUMJMmyNAnMQgsHIYM0DV52or9hcrQKJ6a2CrJCFAOGdEaW+QKkA2qz5XW5EqQHO6LCY2jyNAaR1VTRDVI0D8GHPXErIuQHuDL0ym6iVAcRsN4C2wLUDgvg6cMwIpQME5I0p7Yy5Ab4EExY/xH0D6fmq8dFMtQHi5iO/ELBlAhXzQs1mVJkDufD81XhowQN0kBoGVozNAcayL22hAK0A5RUdy+e8qQF70FaQZ6yJAW9O84xQ9JkDF/rJ78kAxQIwVNZiGMSFAjLlrCfkgKkADQ1a3em4hQBV0e0ljdB9AZmZmZmamKUAbnl4py7ApQNy6m6c6NCJAsi5uowHcLEDpSC7/IR0pQMP1KFyPYipAm1Wfq60YM0ASg8DKoeUoQLmNBvAWSDNApb3BFyazM0AbDeAtkEAqQPyp8dJN4jFAxLEubqPBK0AW+8vuycMrQHPXEvJBfzBAk6mCUUm9J0C30QDeAmkwQMHKoUW2MyZAGeJYF7dxK0C4QILix9gpQPH0SlmGuC9AaW/whckULUCHp1fKMmQmQBBYObTI1ixACfmgZ7OqLUAhyEEJM20VQH/7OnDOCDVA07zjFB1JKUCaCBueXskxQKK0N/jCxCNALLzLRXxXIkDYgXNGlJYpQIXrUbgeZTJAhA1Pr5QFKEAFhqxu9XwcQIY41sVtNDBAwFsgQfHDLkDFILByaEEwQDj4wmSqgCRA/Knx0k3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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"802\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"803\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"804\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"805\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"kq6ZfLMtFEBsskY9RKMUQC5zuiwmNgtA+grSjEXzFEAYldQJaKIPQNkIxOv6BRFAN4lBYOWQE0Ac8PlhhBATQF6AfXTqKhVAp1zhXS5CE0BNhA1Pr9QSQLraiv1l9xhAizIbZJJRDEC5pdWQuIcQQJC93v3x3hRAJUBNLVvLE0C9NbBVgkUYQJQT7Sqk/BJATu53KApUEECGj4gpkSQUQNxGA3gLhBNA+5EiMqxiDkAYJlMFo/IVQGVTrvAu1xZA6X3ja88sG0BZF7fRAP4WQEZCW86l+BZAoUrNHmhFEEAvhnKiXcUWQGw+rg0V4xFA1SE3ww0YFUA4Sl6dYyAVQHDOiNLewBRAp3Sw/s+BFUAB++jUlQ8SQPJ7m/7sZxVAV89J7xv/EkAtlbcjnLYRQKWD9X8OExhAKCfaVUg5E0AvbqMBvCUVQLN78rBQKxFAaR1VTRC1FECDTDJyFnYQQLddaK7TCA9AQni0ccQ6EkAw8Nx7uOQWQAYq499nPBJAY7ml1ZCYEkAqjC0EOegXQNU+HY8ZiBFAgJpattbXF0AVjErqBJQYQKzijcwj/xZAIHu9++N9F0A9Sbpm8u0RQIUlHlA2RRdAeEXwv5VsFUB7FK5H4XoUQH41BwjmyBNA+3lTkQpjFkCMuWsJ+UAdQIKo+wCkNhVA9S1zuiymC0AIclDCTLsSQO49XHLciRdAMEeP39t0DUAEOShhpq0WQOrnTUUqDBVAmbuWkA96F0CwA+eMKG0VQBUA4xk0lBNA3nGKjuRyF0ABpDZxct8RQDv8NVmjfhpA4bTgRV/hFEDgufdwyRERQHQprir7bhpAl6jeGtjqFUCVK7zLRdwYQHZxGw3gDRdAWipvRzgtFEAqjC0EOcgUQGN6whIP6BRAYB+duvJZGUD27o/3qtUZQEDeq1YmvBRAuAa2SrAYHEAOZ341B6gaQDlFR3L5rxRACf63kh3bHkBbzqW4qmwQQFQ1QdR9YBxAVFInoIlQFUCwj05d+SwXQEKVmj3QyhdAiEZ3EDuzGUAxzt+EQiQUQI3ROqqaoAxASl6dY0AWGEAwR4/f23QUQDOny2JiMxdAJ2vUQzSaGkBznUZaKi8TQEymCkYl1RVAQpWaPdDqE0DMRXwnZj0KQBjshm2LMg5AA2A8g4ZeFEBgkzXqIVoWQNwRTgtetBFAzF1LyAf9EkD0piIVxvYYQFoqb0c4DRhA/fZ14JyRFEAPRYE+kUcZQEXY8PRKORRA+U7MejGUF0DRrkLKT0oVQGsr9pfd0xNAgpAsYAIXFEB1zeSbbS4YQOLkfoeioBxAjUXT2ckAGUClFHR7SUMXQCveyDzypxRAis3HtaGiFUDkLOxph78ZQLr3cMlx5xJAZvfkYaF2FECyYyMQr+sRQPevrDQpxRJAcY+lD13QEkBRa5p3nMIXQIofY+5aYhpAtJPBUfKqG0BCJhk5C1sVQGO0jqom6BZAUwWjkjohEEBu+rMfKQIVQAa7YduijBhAPtAKDFl9GECfk943vrYTQP7UeOkm8RJAy/Pg7qxdEECl942vPdMUQBR5knTNpBNAPj+MEB5tD0CSdM3km20bQDyInSl0PhlAxJlfzQGCEkCU3je+9owWQECH+fICLBlAgVt381SHEUDbv7LSpDQQQMRafAqAURpAz0nvG1+bE0BR2ht8YRIRQCC1iZP7/RZAs++K4H+LEECXqN4a2EoWQBN+qZ83lRZA8BZIUPzYEUAeG4F4XX8SQOQxA5XxTxZAJ4Oj5NUZF0Cv6xfshg0TQMjvbfqzPxNA+ie4WFEDFkCXi/hOzLoUQC6QoPgxRhRAtAJDVrcaFkBQ3zKny0IXQPmDgefegxNAfNXKhF9KEUDIXu/+eM8VQMQI4dHGcRNAKld4l4s4GEA6kst/SF8TQFcm/FI/bxBASl6dY0C2E0BFDaZh+EgbQIkMq3gjMxRAtwvNdRqJF0CBsilXeLcYQLe0GhL3mBZAx4Ds9e4PFkBfmEwVjOoUQGXHRiBelxRA7Eyh8xp7GUB4l4v4TmwWQFPQ7SWNURdAFAX6RJ4EF0C8dJMYBJYVQLd/ZaVJaRZAQWX8+4xLEkC2vkhoyxkUQDKs4o3MgxRA7Z48LNQaFEB1zeSbba4RQIW2nEtxNRRARtPZyeBIFUCT407pYP0YQGVTrvAu1xdAN1SM8zfBHUBdUN8yp2sUQEdaKm9HOBVAjGfQ0D+BF0BwCFVq9uAUQDfDDfj8sBpAa4Ko+wDEEkAWpBmLplMZQBfUt8zpshRA6uxkcJQ8F0ArGJXUCQgTQPp+arx0sxhARnwnZr2YIEB+qZ83FekYQIC3QILihxhAmDRG66iKGUAOSphp+1cZQMbE5uPasBZAXMmOjUD8FkDrqGqCqDsYQORO6WD9nxhAnMQgsHIoF0BJumbyzfYUQAVpxqLpLBlAdjI4Sl7dF0DTwfo/h9kZQIl7LH3oghZAJTs2AvFaF0B1H4DUJk4cQH15AfbRKRdABfpEniSdFkBY5xiQvd4MQL4Ts14M5RdAtvP91HiJGUD8+4wLB6ISQJhMFYxKKhhA8Z2Y9WJIFECWQ4ts5zsQQCpvRzgtWBdA83aE04KXEUDzH9JvX4cYQNxj6UMXNBpALuI7MevlGkDR6A5iZyoaQKNYbmk1JBVAJ07udygKFEC0Hykiw6oZQHZUNUHUfRlA1GAaho/oFkD/BBcranAbQLjkuFM6+BNAA5Xx7zOuFUDQJ/Ik6XoXQMcRa/EpQBNAuhRXlX0XFUDsF+yGbUsUQKH4MeauZRpAB9MwfEQMFUCHinH+JhQWQNcXCW05lxRA8l61MuH3FkDcgM8PIyQUQDi+9sySoB1A8KKvIM24EkCkjSPW4vMeQLIubqMBPBhAw9MrZRkiFUACt+7mqQ4XQKVJKej2chJAkBSRYRWPGEDpSC7/If0UQIhGdxA78xNA5L1qZcLvGkDcaABvgUQZQJijx+9tmhVAV7JjIxAPFEAWhzO/moMdQHUfgNQmrhVAa0jcY+kDFUC3f2WlSYkUQGDl0CLbeRVAKQXdXtLYFUBDBBxClToUQCpSYWwhyBdAozuInSm0FUB15bM8D84cQOAQqtTsARdA+Q/pt6+DHkAnMQisHBoYQOc1donqDRdAC7WmecepFkCZ9WIoJ3oYQFwgQfFjzBZAF4IclDDzFUCAK9mxESgTQGfttgvNtRZAuVM6WP8HEkAPf03WqGcbQK6BrRIsDhtAIo51cRstGECBW3fzVCcSQGagMv59JhdAgpAsYAI3GEAb9RCN7mAWQCqMLQQ5SBVAyatzDMg+FEAtQxzr4nYSQGUBE7h11xBAEHUfgNSmF0CT407pYN0WQNxGA3gLJBNAgA7z5QXYFkBQwkzbv5IcQEBNLVvrCxdA9UpZhjgWHEBznUZaKo8WQGGm7V9ZKRpAKA8LtabZEkAvbqMBvIUYQD+p9ul4DBpA+kSeJF3TGEDHgOz17q8UQPIMGvon2BJAInGPpQ99F0CnBS/6CjIVQOS9amXCTxpA7DTSUnn7HEB+NQcI5igUQFTGv8+4UBdAUrgeheuRFkDQJ/Ik6ToYQGO5pdWQeBVA662BrRKsG0CrJoi6D8ATQPc7FAX65BNA3qtWJvwyGUBPHhZqTdMXQLe0GhL3uBdATP28qUjlF0DPTgZHyYsWQJ2FPe3wVxRAKowtBDmoE0Bbsb/snrwXQB4bgXhdHxJAlN43vvbMF0Cm0HmNXWIXQL+CNGPR1BhAbf/KSpOSEEDUt8zpsngTQLzLRXwnZhNAH5268lmeFEDT3uALk4kYQCyC/61khxFAs7W+SGirE0Dwoq8gzZgUQIs3Mo/8wRNAs82N6QmLFUBtrS8S2rISQOSDns2qTxVALEgzFk3nF0DyDBr6J3gWQD3yBwPPXRRALLzLRXynFUAW3uUivpMYQNF5jV2iGhJAxooaTMPQEkDayeAoeRUWQMx6MZQTDRRAHvmDgee+EkDpSC7/IR0ZQMMN+PwwwhZATnrf+NpzFkDkMQOV8Y8ZQPIHA8+9RxlAie/ErBeDFkDulA7W/zkZQKcFL/oKchRAgXhdv2AXFEB5dY4B2YsWQGzsEtVb4xlAG/UQje5AFkCBeF2/YDccQFWH3Aw3ABpAd6G5TiOtF0BSYWwhyEEXQO5fWWlSChhA38Mlx53SGUDsNNJSeRsWQPLqHAOy9xdAJo3ROqo6F0DtZHCUvLoTQD1hiQeUjRVAVg4tsp0PGUAZHCWvznEbQHke3J21Ox1APX5v0589FECGcqJdhXQSQKcFL/oKEg1Axr/PuHAAFkA+y/Pg7gwZQDvkZrgBHxhA0lJ5O8KpFUDZ690f79UZQPWEJR5QNhlAIZOMnIVdF0B2bATidV0VQEW7Cik/iRpASx+6oL4FFkA+0AoMWf0ZQKEt51Jc1RFA/MbXnlmyGECKPEm6ZnIXQMk88gcDzxBAGm7A54dRFkActi3KbDAZQCuHFtnOdxlABaipZWsdF0CcpzrkZngSQEPFOH8TyhZA9BWkGYumFkD1EI3uIJYZQDDYDdsWRRZA86s5QDCnF0CwrDQpBf0YQGUBE7h1FxVAa5+Oxwx0FUAYPiKmRHIZQERMiSR62RRAvJaQD3p2FUDiAWVTrjAVQI9wWvCizxFAaMu5FFe1E0BUUiegiRASQFDfMqfLYhdAlzldFhN7GUCP5PIf0s8aQHB31m678BVAAvG6fsEOGUCg4GJFDQYaQHEbDeAtcBRA3pOHhVqTGUBg6udNRYoYQM9m1edqyxFAH2gFhqyOGEDJHww89/4YQNHLKJZbuhhAPwCpTZx8GUAfhetRuH4YQL4wmSoY9RdA7wOQ2sSJFEDu68A5IwocQPH0SlmGeBdAq7LviuDfFEDuWkI+6JkTQDLmriXkgxdAH/RsVn2uFUBq2VpfJHQWQOmayTfbnBRAucfShy5oD0D2KFyPwrUZQH4dOGdEqRpAhetRuB6lEUBjf9k9eTgaQCMtlbcjPBlAUAEwnkGDEUA6BmSvd78XQC7FVWXf1RlAAHSYLy/gFEDo3sMlxx0aQEG3lzRGqxdAKowtBDnoEkCDhv4JLjYTQFbxRuaRPxVAPbg7a7e9FkA57pQO1v8PQOi8xi5RPRdA0PI8uDurFEA75Ga4Af8QQLSwpx3+WhVAZAYq49+nGEDTwfo/h7kZQHXlszwPbhlA6s9+pIjMFUAIrBxaZNsYQBhbCHJQghZADk+vlGXoFkDS4/c2/ZkYQOfG9IQlXhtAieqtga3SFUDwxKwXQ/kTQJkqGJXUCRtA7j1cctzpFUB4l4v4TqwbQIhodAexExRA5dAi2/l+FUDNI38w8LwWQLZKsDicGRRA3lSkwtgCFED2QCswZDUSQFLVBFH3oRhAFvvL7sljHECJeyx96EIYQPN2hNOCFxhAtTf4wmTqF0AhdqbQeU0UQIvgfyvZ0RtAAJF++zqQGUCdaFch5UcdQDliLT4FABZAflLt0/GYFUDuPVxy3OkTQLaEfNCzmRRAxJlfzQEiFUAKur2kMToVQIGyKVd4NxJAJJwWvOgrHEBM/bypSOUWQCpvRzgtuBNAmbuWkA86GkDrkJvhBhwdQH/eVKTC2BhAyHvVyoQ/G0CCVmDI6pYVQJyKVBhbqBZAoblOIy21EkBxVdl3RbAUQEbOwp522BlAAaQ2cXJfGEDXL9gN2zYVQEvqBDQRFhtA2ubG9IRlFUCZZOQs7KkYQIyEtpxLcRVATRB1H4B0F0CeDI6SV8cVQNttF5rrdBNAD7kZbsCHFUASFD/G3FUSQNlCkIMShhVAB7ZKsDgcHEB1kxgEVg4VQDmc+dUcwBxATdaoh2gUEEBKmGn7V3YVQL4Ts14MBRhAOnXlszxPF0A9fm/Tn/0YQBniWBe30RBAzse1oWK8HEDC+j+H+ZISQMhBCTNtXxdAEEBqEyfXF0A7wmnBi54eQL4Ts14MZRpAmPp5U5HqEkDso1NXPksTQDpAMEePHxVAJt9sc2MaFkCVSKKXUQwaQDAqqRPQhBdAFTqvsUv0GEBuowG8BZITQFlMbD6urRZA/5WVJqVAGEAVxhaCHFQVQPM8uDtr9xZA7fDXZI3aFUBfB84ZUboXQEGasWg6mxNAr5RliGMNIEB0DMhe7/4TQOc1donqzRVAb2Qe+YNhE0CVtyOcFjwVQPIMGvoneBlAXW3F/rIbGEDbv7LSpBQUQEWeJF0zuRhA74/3qpXpFkAyA5Xx7xMTQJFEL6NYDhNATBqjdVT1EUB/EwoRcCgUQD+p9ul4zBdAmdNlMbG5FUC70FynkXYTQOz6Bbth+xZA6njMQGWcFUDDu1zEd4IbQANgPIOGXhhAm6xRD9GoG0DjUwCMZ7AUQERuhhvwGRNAm49rQ8W4F0DdByC1iVMWQPvL7snDIhhANNdppKWSFUCXrfVFQjsZQIJWYMjqlhhA32xzY3oiF0B0B7EzhS4ZQBYwgVt3kxRAUtUEUfeBE0D/eK9amfAeQMxiYvNxzRRAiQeUTbniFkDSb18HzrkaQHHmV3OAIB9Ayol2FVLeGkBwCFVq9kAZQH3Qs1n1mRRAUmFsIcgBFECILqhvmXMUQFOWIY51sR9AKpFEL6PYFECB7PXuj9cQQCO+E7NezBZAxooaTMMwGUBS1QRR96ESQI20VN6O8BdANBE2PL0SFEDZzvdT48UTQBk5C3vagR1ANSTusfShGUAW9rTDX7MWQNKMRdPZaRlA30+Nl24yF0BO0ZFc/uMXQF9egH10ahpAyO9t+rP/EkD6J7hYUYMOQMxAZfz7DBFAyEEJM23fEEBUOlj/5zAVQB2s/3OYrxRAoUrNHmgFF0C8dJMYBBYdQLX9KytNyhNA2qz6XG2FFkBVwaikTiAZQARz9Pi97RNAFO0qpPzkFkA89x4uOW4WQFbxRuaR3xZAcTjzqzlgFUBMw/ARMYUVQDgteNFXUBRAwOyePCxUF0CqYFRSJ6AZQPJ7m/7sRxZAptB5jV1iEUA9CtejcD0RQEbrqGqCKBxAWOIBZVPuG0DV7IFWYIgWQGnGouns5BVATrSrkPKTGkB+dOrKZ/kVQDs2AvG6HhVA3xrYKsGiGkD3ksZoHRUVQKm8HeG0wBlAJGJKJNErG0BXPsvz4M4XQDxmoDL+vRVA7pQO1v8ZF0Cz74rgf6sUQJIFTODWvRpA3bWEfNBTGEC7uI0G8FYaQCswZHWr5xVA4KEo0CdSFUDU8ZiByvgWQLx5qkNuBhhA9E9wsaKGBkCI1/ULdmMRQP2fw3x5wRZA1/oioS1nFUCsOUAwR28YQFt8CoDxrBZA34lZL4ayFUDQfqSIDMsTQDoGZK93XxdASaKXUSz3GEBeEfxvJfsNQLvQXKeRNhJAArwFEhRfGUBjRQ2mYTgZQBPVWwNbpQ9AFYxK6gQUFUDtmSUBasoXQG76sx8pAhVA/cHAc+9hF0C9APvo1NUWQI7pCUs84BVA/reSHRuBFUB2bATidZ0XQMSxLm6jQRpATwZHyavzFEBu+rMfKSIZQLqD2JlCBxZAUBn/PuOCFUC6LCY2H9cVQNo4Yi0+hRdAbFuU2SATGUA7wmnBix4eQL+aAwRzFBpAR1oqb0dYGUBBmrFoOrsVQKs+V1uxvxdA9E9wsaKmFUDAz7hwICQYQLivA+eMyBdAPfIHA899F0CZgcr497kTQB1aZDvfzxlAVfZdEfxvGUAL73IR32kdQLPviuB/axlAYTJVMCpJFUC5wrtcxJcbQFafq63Y/x1Aob5lTpcFH0BHcvkP6RcRQOj2ksZofRdA6/8c5suLFUAgXtcv2G0ZQPNUh9wMNxpAGa2jqglCF0A1XrpJDMIYQE5FKowtpBZAEd+JWS8GF0DqIRrdQWwZQNr+lZUmhRlAbeLkfoeiFUCsHFpkO58aQG3/ykqT8hZAyF7v/ngvFEDNzMzMzGwWQCsYldQJyBVA5lyKq8q+FUBvnuqQm+EVQFEU6BN5EhRAgH106sqnFUB3oblOI00dQGU2yCQjRxRALv8h/fa1HkD430p2bEQUQJp8s82N6RNAnfS+8bXnHEDHndLB+h8aQEa28/3UuBlAUwWjkjoBFkC7m6c65OYWQAWLw5lfzRZAHHxhMlUQFUCqQ26GGzAVQMbE5uPa0BdA+dozSwJ0EEADQ1a3ek4aQENWt3pOmhVA0VeQZizaFkBYkGYsmo4LQH3ogvqWORdAZw+0AkM2FUDfFcH/VlIXQEW7Cik/KRtA81meB3eHGEBKXp1jQLYWQJOpglFJPRlA5fIf0m9/GUD3AUht4mQXQLJoOjsZ/BdA6Ugu/yH9GUCxxAPKphwYQFvOpbiqTBlAidLe4AtzE0BxOPOrOaAcQEcDeAskiBhAqBjnb0KhF0ACZVOu8A4YQNI6qpog6hJAGRwlr87REEBZox6i0b0ZQAywj05d2RdATb7Z5sY0HkDZJaq3BjYXQBIUP8bclRNAVFc+y/OAGUDvOEVHcrkXQG8NbJVgkRJAVfZdEfyPF0BenWNA9toaQKg1zTtO8RhAmkLnNXbJF0CWJqWg24sTQKipZWt9kRNAIlSp2QPtFUDt0/GYgSoYQECH+fICjBdAIjfDDfhcFEDHaB1VTZAWQEDZlCu8yxRA/tR46SYxE0AqV3iXi7gVQFGlZg+0ohdAEVMiiV4mGUA2WaMeolEVQIIclDDTlhVAvRjKiXaVFUAsfeiC+nYTQMeA7PXuTxVA2Ls/3qv2GEBjuaXVkJgZQKZEEr2MYhlA9KYiFcY2GEA6kst/SJ8XQJkNMsnImRNAbATidf0CHUDPZtXnausUQMKjjSPWYhlAvRjKiXa1GkD27o/3qpUSQCs1e6AVuBdALpCg+DFGHEDnAMEcPd4UQDT0T3CxohFAjV2iemsAFEByv0NRoK8XQHva4a/J+hZANXugFRgSFkCiRbbz/XQbQL9DUaBPBBZAlzldFhN7F0C5/If02zcZQF3hXS7iWxdA5ssLsI+OEUDvj/eqlWkWQLTlXIqrihpAQWX8+4zLHUCdRloqb2cYQMi1oWKcHxlAPnlYqDUtFUBtqBjnbyIWQL72zJIAtRNAi6azk8HxG0CcpzrkZlgaQMPTK2UZYhlADhDM0eN3GkDeWbvtQnMTQBhgH526UhZAxqcAGM8AGUCSdM3km20cQDGx+bg2lBZAsylXeJeLDkDFrBdDOTEUQGqkpfJ2RBFAKETAIVQJFkBagSGrW90TQKJinL8JZRhAzTtO0ZGcGEA8a7ddaC4XQK5H4XoULhlAopxoVyHFEUB9y5wui8kWQCC1iZP7XRJAZyeDo+T1FEDAstKkFPQXQB09fm/TPxJAKdAn8iSpFkC+TX/2I0USQAqFCDiE6hRAN4lBYOVwFEBagSGrWz0cQExPWOIBBR5A8DMuHAhJGUDQDyOER3sVQMfXnlkSgBNAtFn1udrqFkC8rl+wGzYUQD1+b9OfPRdABhIUP8acE0C0ccRafEodQGkdVU0QNRRADJOpglFpFkC2Z5YEqKkYQCNnYU87vBdAPGu3XWiuFUC9qUiFseUaQDcawFsgARRAby9pjNZRGECT407pYP0RQGDl0CLbuRNAFsH/VrKjF0AKgPEMGtoZQJv+7EeKqBpAYLAbti1qGUB+GCE82hgYQPXWwFYJFhFA529CIQKuE0CgVPt0PIYVQCU7NgLx+hJAINJvXwdOHEB/Tdaoh0gRQPM8uDtr1xpAnwJgPIOGGkC0q5Dyk6oWQA5Pr5Rl6BVAgIKLFTUYHECWJqWg20sVQA6EZAET+BNAVn2utmJfFUDfN772zDIYQPxSP28qchRAFVJ+Uu0TFkCLcf4mFAIYQH5v05/96BFA6znpfeNrFkDjqrLvikAWQHfzVIfcTBZAVwT/W8lOFEDO34RCBNwXQE3zjlN0RBlAzXUaaakcG0Dn49pQMY4RQNj1C3bDlhBAogvqW+Y0E0DS+8bXnpkSQMfXnlkSIBtANBE2PL0SGkDY2CWqtwYSQMjShy6obxRAhetRuB7FF0BMpgpGJTUYQMaKGkzDMBhAZJKRs7DnGkBjtI6qJmgVQNUJaCJsWBFACvSJPEk6FkDUSEvl7WgWQEDBxYoajBlAVwkWhzN/FkCeB3dn7TYYQHfzVIfcrBhAuOS4Uzp4EUCtNCkF3b4VQHWr56T3DRhAzzEge70bGEBYyjLEsa4LQFSM8zehMBNAP6n26XhsHUBc5nRZTOwMQM/abReayxlADDz3Hi5ZF0DBkNWtnnMYQOtunuqQ2xdAW+uLhLYcFUA486s5QFATQMlxp3Sw3hVAW3wKgPFMGUC37uapDhkTQHfzVIfcjBlAeJeL+E6MFUDpmsk327wVQIL/rWTHphJAAvG6fsFOEkCU2SCTjJwbQA+cM6K0VxpA4UBIFjAhF0ASTgte9HUUQGQe+YOBRxpAmdNlMbEZEkDEmV/NAWIXQDZZox6iURpAd4TTghe9FUCw5gDBHN0YQOrsZHCUfBdAychZ2NOuFEDTakjcY+kXQEAYeO49fBtA2EenrnyWHkD3Hi457hQUQO/Jw0KtSRdAWDm0yHYeGkDxnZj1YsgYQDv8NVmjnhpAOC140VcQGUD/snvysLAcQEGfyJOkyxdA+5EiMqxiGUASvYxiuSUYQOT3Nv3ZzxlAFK5H4XqUFEDGM2jon2AaQD0nvW98bRVA10y+2ebGGUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"806\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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29AQDGZKhiVPERAveMUHcmlQ0AtIR/0bOZEQE+vlGWIc0JAwTkjSntLQkANcayL2/BFQJp3nKIjEUVAxf6ye/IYREAYldQJaJpFQB3J5T+kl0ZAuY0G8BbAQ0CitDf4wiRDQNzXgXNGHERAIo51cRs1REASFD/G3CVGQKMjufyHbERAyjLEsS6uQkALtaZ5x1FGQLWmeccpakJA93XgnBGFRkCWQ4ts50tFQNO84xQdkURASZ2AJsJ+SEAK16NwPYpDQGx4eqUsg0ZAj1N0JJc3RUA8TtGRXL5DQGTMXUvId0VAbjSAt0A6RkB4CyQofgxGQA4tsp3vr0VA+zpwzojyREDD0ytlGVJEQDPEsS5u+0RAM8SxLm4jRkDpJjEIrGxGQMiYu5aQ10ZApHA9CtdzRUAbnl4py5BEQEYldQKa8EZA6+I2GsD7REDek4eFWqtFQJ/Nqs/VFkFASL99HThPSEB90LNZ9RFGQD/G3LWE9EZA0LNZ9blqRUDqlbIMcYxFQH4dOGdEEUVA5BQdyeVHR0AwKqkT0OxDQKd5xyk6YkZA7Z48LNSSSkA6kst/SKdFQNc07zhF70RAtoR80LPJRUCzDHGsiytGQAAAAAAA0EhA3SQGgZUzSkC8dJMYBBZIQABvgQTFD0lAVTAqqROgRUAB3gIJiudCQO/Jw0KtoUhA9P3UeOmWR0CWsgxxrLtGQPtcbcX+AktAnu+nxkufSEDDZKpgVGJKQJ0Rpb3BP0RApb3BFybrR0ADeAskKN5FQPJBz2bVP0lACD2bVZ9DSEBa9bnaig1GQIY41sVtrEVANjy9UpZxRkBLWYY41pVEQPW52or9bUVA9P3UeOluR0BxPQrXoxhGQO5aQj7oyUhAm1Wfq60YR0Ch1jTvOHVFQG+BBMWPkURA+MJkqmC0RkAm5IOezQpGQMx/SL99PUhAZMxdS8gvR0Bgdk8eFipIQGFUUiegsUhALbKd76fWSkDx9EpZhrBKQJwzorQ3CEhANxrAWyA5R0BkO99PjTdJQHrHKTqSQ0dA+MJkqmCkRkC+wRcmU71IQN6Th4VaI0hAMEymCkadREBBguLHmEtLQC0hH/RsJkdAHqfoSC7/Q0ArGJXUCaBIQOXQItv5nkpAjgbwFkh4SUCwcmiR7dxFQMP1KFyP2kZAtoR80LORSkA1XrpJDPJGQNlfdk8e3kZANjy9UpbxR0AGEhQ/xixLQEI+6NmsokZA2c73U+NdSEDzjlN0JD9KQK5H4XoULkVA8x/Sb18nRkCWIY51ccNIQCPb+X5qVEhAN4lBYOVQRkCOdXEbDVhHQIts5/upMUpAWRe30QDWSUAm5IOezQpJQDm0yHa+V0dAsAPnjCilSUAwKqkT0LxJQHNoke1850VAiIVa07wrRkDpJjEIrLRGQDBMpgpG3UdAJuSDns1iSkCHFtnO90tJQFInoImweUhAZDvfT41HSkDmP6TfvjZJQE7RkVz+W0lABoGVQ4v8R0DkFB3J5b9JQJtVn6utAEtAPzVeuknkS0AEVg4tsvVIQEVHcvkPiUpApHA9CtejSEBCYOXQIpNHQDY8vVKWcUdAdLUV+8tuS0DMf0i/fV1HQH/7OnDO6EtAyJi7lpDHRkDzjlN0JM9HQET67evAOUZArfpcbcXGSUD/If32dWBHQIzbaABvcUdAi2zn+6m5SUB+jLlrCXlLQGrecYqOJEhASFD8GHM/SkCSXP5D+vVHQHsUrkfhGktAYhBYObSYSUCn6Egu/xlLQIZa07zjBEhATtGRXP6TSUAu/yH99uVIQPhT46WbnElAk6mCUUmdS0DqBDQRNvxIQFZ9rrZiR0lApSxDHOtqS0CBBMWPMZdKQA+cM6K0h0ZAtoR80LMhTkAj2/l+ahRIQHE9CtejiE1AvAUSFD++S0D7OnDOiApMQBdIUPwYq0hAu7iNBvBWSUA6I0p7g5dHQDMzMzMzQ0xAEHo2qz73SkCKsOHplbpJQKH4Meau3UdAaQBvgQTFSECxUGuadxxIQFK4HoXr6UxAj1N0JJcfSED129eBc2ZLQL8OnDOi3EdAYTJVMCrJSEACvAUSFL9LQBPyQc9mjUhAylTBqKTmR0Db+X5qvFRNQAU0ETY89UpAiPTb14FLTEBJLv8h/V5KQOAtkKD4uUdAI9v5fmpESkAf9GxWfaZKQNbFbTSA/0tAmG4Sg8BqS0BJLv8h/SZIQJjdk4eFkkpA/Bhz1xJ6RkDNzMzMzCxNQP32deCc+UdAz2bV52pLSkDufD81XvJHQN21hHzQI0pARwN4CyTwSECNl24Sg+BGQOm3rwPnrEpArK3YX3b/TEDqBDQRNkRLQOauJeSD1ktA7C+7Jw8LS0DarPpcbS1PQFmGONbFZUpA8x/Sb1/XTEC6awn5oC9JQDxO0ZFcNklAnu+nxksvUEDNzMzMzIRKQK5H4XoU7kpARUdy+Q8xSEDWxW00gL9MQBiV1AloWklAf2q8dJPYTkCbVZ+rrZhKQPCFyVTBaEpAQBNhw9MrS0B9PzVeuplKQBe30QDegkxADwu1pnmXS0Am5IOezdJIQOm3rwPnFEpADwu1pnkPTkDecYqO5PJKQMxdS8gHlUhAkzoBTYTNSEAtQxzr4h5MQBe30QDeCkpA6SYxCKzUS0AK16NwPQpJQKyt2F92Z0pAqRPQRNg4TkDufD81XjJMQBQ/xty1zEdAvp8aL92ES0BYyjLEsUZJQH2utmJ/EUxAsAPnjCitS0DTTWIQWClJQCPb+X5qREtAvVKWIY4dSkCaCBueXgFJQLIubqMBhE1Aq8/VVuwXSkBy+Q/pt+9IQBsv3SQGgUdAyXa+nxovS0DdtYR80DtLQEVHcvkPCUlAbqMBvAXiSkDl8h/Sb+9KQA8LtaZ5P0tAeJyiI7kMSECYbhKDwCpLQL3jFB3J3U1AhjjWxW10SEDyQc9m1W9KQM6qz9VWfEtAnzws1JqmSUCKsOHplRpHQEXY8PRKCUtANV66SQziTEB6Nqs+V2NOQMKGp1fKAktAHqfoSC7/TEAJih9j7kpMQCv2l92T501AgEi/fR0oTUD/If32ddhNQE8eFmpN00hAHOviNhqwSkBrK/aX3eNKQOVhodY0x01Afa62Yn+ZSkD7XG3F/nJLQGdEaW/w9UtAvsEXJlNNT0Akl/+QfktMQIQNT6+UNUtAAAAAAACATkBTBaOSOvlNQO2ePCzUAkpAe4MvTKYKSECQoPgx5g5NQHsUrkfhwktAuB6F61EwS0BE+u3rwGlLQLfRAN4CuUpAnzws1Jo2TEDDZKpgVDJPQBrAWyBBEUpA/mX35GGxS0CAt0CC4ndJQGIQWDm0eEtAH/RsVn1+SUAHX5hMFcRJQJM6AU2EMVBA3pOHhVojTUAUP8bctaxMQB4Wak3zzkpA8IXJVMFoSkDD0ytlGYJIQPCFyVTBgExARGlv8IUxTEBnRGlv8B1MQC/dJAaB7U1AHVpkO99HS0CYbhKDwApMQGTMXUvIR01APQrXo3CNTUCHFtnO90NNQE8eFmpNu09AUwWjkjrhTEBsCfmgZ+NOQEymCkYlpU1AF9nO91PbSUAFo5I6AQ1MQCBB8WPMIVBAZmZmZmaGSkDvOEVHcjlHQGdEaW/w/UxAE/JBz2YNTUCvlGWIY21PQAAAAAAAUE9AqoJRSZ0QT0B0JJf/kK5FQBfZzvdT40tAYOXQItsJT0Dn+6nx0kVQQMHKoUW2c0ZAX5hMFYwiSUDImLuWkCdNQF5LyAc9W0lAhxbZzvdjSUBd3EYDeNtLQKwcWmQ7Z0ZAQxzr4jZiTkCwcmiR7QxJQG40gLdAOkxAtRX7y+4xTkAFNBE2PG1MQD55WKg1LU1AmSoYldRRSkAUrkfhenxLQAKaCBue9kpAtaZ5xymCRkBYqDXNOzZQQB3J5T+k901AtMh2vp9OUED7y+7Jw+JOQPwYc9cSSkxAnzws1Jp+SUCU9gZfmHxMQGUZ4lgXt0pABaOSOgE1T0AUP8bctURLQEOtad5xKkxAjnVxGw2oSkBB8WPMXQdQQE5iEFg51ExATtGRXP5DS0DysFBrmldOQP5l9+RhEU9AyAc9m1VfRkB2Tx4Waj1NQN0kBoGVw0tA3GgAb4G0S0ApXI/C9YBMQKyL22gAn0hA9wZfmEwFTED3Bl+YTK1NQKs+V1uxr0tAz2bV52q7R0Bq3nGKjsRMQEGC4seYm0xAwaikTkB7TUC3Yn/ZPVFMQAfOGVHao0lAPZtVn6tlSkCC4seYu6ZNQA3gLZCgyExAN4lBYOWITkDRItv5fopPQHe+nxov5UpAt2J/2T0ZTkDVeOkmMRRQQAyTqYJRYUlAHVpkO98nTkBaZDvfT61JQOoENBE29ElApSxDHOtiT0CMSuoENPlOQLraiv1lZ0xA07zjFB0JT0C4HoXrUThNQJMYBFYOpUxAzqrP1VbMTUAbDeAtkOhOQPW52or9VUlA8WPMXUsQSUB0JJf/kE5OQIBIv30dGE1ARrbz/dSYTECbVZ+rrcBMQHL5D+m3F01A8IXJVMFoTEDXNO84RadPQHRGlPYGp0xAn82qz9WOUEAtIR/0bD5LQFXBqKROwExAf2q8dJOYTkDhC5OpgllKQL4wmSoYHU5AX5hMFYxSSkDRItv5fqJMQNDVVuwvM0xABoGVQ4s0SkDsUbgehZtLQBQ/xty1JE1A3NeBc0Y0TUBlGeJYF+9IQIts5/upDVBAcayL22hITUAbDeAtkMhMQMiYu5aQ70tA4L4OnDNiS0D0bFZ9rt5MQFJJnYAmQk5AcoqO5PJ3SkBU46WbxDBQQOSDns2qp01AKqkT0ERgSUDnHafoSPZLQCJseHqlzEpAbHh6pSwrTUAX2c73U6tKQF+YTBWMmkpA3bWEfNBzTUCGWtO84xRPQAaBlUOLvEtAWMoyxLGWT0B/+zpwzvhOQBsv3SQGQUtAsi5uowEETkDu68A5I8pMQHctIR/0DE1Ag8DKoUX+S0Am5IOezQpOQIxK6gQ02UhAmpmZmZkhTEDT3uALkxFOQHGsi9todFBAarx0kxjUTkCcoiO5/N9JQCJseHqlHEtAat5xio6sT0DNzMzMzHRLQMiYu5aQb0xAp3nHKTq6S0BNFYxK6uRNQEVHcvkPwU5AjSjtDb4QTUDwhclUwbBOQLbz/dR4qUtA0m9fB86hTUC3Yn/ZPfFLQArXo3A9ikxA5BQdyeWnTUB/+zpwzjhOQOELk6mCyU9AHhZqTfOOTUC5/If02y9PQEku/yH93k5AqaROQBOZTkDHKTqSy19MQPOOU3Qkz0tAmSoYldTpTkAbDeAtkGBKQNZW7C+7P09APujZrPpcSUD+Q/rt6yhOQAskKH6MQUtAZF3cRgPYTEB3vp8aLzlQQA+cM6K0709AUrgeheuJTEAbDeAtkBhOQACRfvs6oEtABoGVQ4vcT0Cx4emVsjxLQJ0Rpb3Bf0pAFNBE2PDETUAX2c73U1tOQBPyQc9m/U1AUPwYc9dSTEC1FfvL7tlJQA8LtaZ5p05Ady0hH/RMS0ADCYofY35OQI0o7Q2+CE9AOGdEaW8AT0ABTYQNT49OQLRZ9bnaikhAZvfkYaE+TECqglFJnTRRQFkXt9EA7ktA7C+7Jw+vUEBwzojS3rhOQHZPHhZqtU1A+aBns+rTTUCsrdhfdmNQQAaBlUOLnEpAMCqpE9C0SkCBJsKGp0dOQClcj8L1AEtAnMQgsHKgTUCBlUOLbN9NQKg1zTtOsVBAzqrP1VYUSUBuNIC3QPpLQCQofoy5a0dAYcPTK2WxT0CV1AloImxKQGPuWkI+MFBAhA1Pr5RlT0D5MeauJcxLQEmdgCbC3lBAGCZTBaPSTUD+1HjpJtFMQFInoImw1VBALpCg+DE2T0Cq8dJNYhhNQHuDL0ymsk9A0NVW7C+LS0A7AU2EDddNQCL99nXg7E5Agy9MpgpWUEADCYofY3ZOQDJ3LSEfpFBAdZMYBFYuSEDpt68D59xQQDlFR3L5z05AEOm3rwN3TUC94xQdyVVMQDJ3LSEfBE9AjErqBDSxS0BfKcsQx8pMQBZqTfOOu05A7nw/NV46TEBDHOviNlJPQCo6kst/eE9A7Z48LNSGUECSy39Iv+VOQH9qvHSTeE9A6pWyDHEgUUC1FfvL7mFMQAtGJXUCUk9AEOm3rwO3TEBCz2bV5xZRQJ+rrdhfNk5A9ihcj8INS0DcaABvgUxPQPkx5q4l5E5ATKYKRiXNSUD8GHPXEkpNQN9PjZduKk5AZMxdS8hXTEBeukkMAhtMQI/k8h/S30tAU5YhjnUJTECF61G4HiFQQOeMKO0NrlBAxf6ye/LgSkD+1HjpJtlPQBkEVg4t2kpAiIVa07xDTUCppE5AE8lLQJM6AU2EJU9AZohjXdw+S0DDZKpgVCZRQAtGJXUCYk5Az2bV52pjTEAsZRniWJdMQO7rwDkj4kxAsHJoke20TUCDwMqhRWZPQLx0kxgEIlFAT0ATYcMDUEB4nKIjuUxJQDJVMCqpi05ACtejcD1iTkDUmuYdp+hNQPd14JwRHU5APnlYqDW9S0AE54wo7Z1MQCqpE9BEYE5AOGdEaW+IS0DPZtXnaktNQEHxY8xdA01AWvW52op9TkBCz2bV57JPQDMzMzMzf1BAzqrP1VZcT0C/DpwzokRNQET67evAsU5A/Yf029cRTkBJLv8h/dZNQO2ePCzUmk5Afoy5awmJUUBGJXUCmqhLQBfZzvdTS01A/kP67euQTEB0JJf/kJ5KQNv5fmq8jEhAq8/VVuy3TECMSuoENDlOQInS3uALQ0xA2/l+ary0TkA+eVioNd1NQEaU9gZfSE5A3+ALk6nyTECt+lxtxRJRQN4CCYofU0xAUWuad5yiTEDek4eFWutLQMzuycNCBVBAsVBrmndkT0BiEFg5tIBMQDC7Jw8LRU9AAiuHFtmGSUBbQj7o2SRMQGlv8IXJAFBAh6dXyjLUTEBvEoPAypFKQCBB8WPMIVFAWKg1zTvGTUB+jLlrCUFKQGWqYFRSD0xARdjw9Eq5TkBUdCSX/zhOQBzr4jYauE9AIo51cRvlS0AYldQJaCpPQHrHKTqSm01AJCh+jLnDSEB/arx0kwBKQM07TtGRNEtAJlMFo5IKS0A9LNSa5kVPQBb7y+7JI1BAIEHxY8y9UEBfKcsQxxJQQILix5i77kxAW7G/7J40TUDQs1n1uWJOQD9XW7G/PExAx0s3iUGASUBcIEHxY+RMQMP1KFyPak5AutqK/WVnTkADeAskKFJQQIV80LNZBU1AdZMYBFZ2TEDi6ZWyDMlMQLRZ9bna6lBA6gQ0ETYsUEBI4XoUrkNRQPFjzF1LAFBA4JwRpb2RTEAzMzMzM/NNQK7YX3ZPtkpAUkmdgCYyT0AVHcnlP8xNQFfsL7snV0lA7Z48LNQOUEBos+pztc1MQGWqYFRS50lAJlMFo5IyS0AFxY8xd0FQQHRGlPYGN0xAjSjtDb4oTkBCPujZrKZQQH2utmJ/gUtAiUFg5dDCT0BfB84ZUdJMQHe+nxovnU5AXCBB8WMMTEAvbqMBvJVMQOLplbIMgU1A1lbsL7sXTEDG3LWEfAhRQOQUHcnlA1JAO99PjZd+TEArGJXUCXxQQDAqqRPQ1ElAO3DOiNIWSkCrz9VW7IdLQP5l9+RhuU1AXf5D+u2bTUDF/rJ78lBPQKrx0k1iiFBA845TdCRvTkAHzhlR2rtJQAg9m1WfQ09ATDeJQWAdTUB0JJf/kOZMQJT2Bl+YbE1AEoPAyqGVSkDZPXlYqMVKQNV46SYx0E1AKVyPwvVITkCWQ4ts5xNRQF5LyAc9Y01Ax7q4jQZQT0Ctad5xipJQQCfChqdXDlBAF0hQ/BhzT0Dc14FzRoxJQJyiI7n8V0pAWYY41sX9T0Cx4emVsvxMQCegibDhBVBA1QloImw4UEAPnDOitKNQQCv2l92TX0xAklz+Q/p1T0A8TtGRXNZPQAWjkjoBxU5A63O1Ffu7T0BEi2zn+1FOQG1Wfa62sk9AF0hQ/BirTUB7gy9MplJNQCuHFtnOl0pAgZVDi2w3TUAep+hILsNQQMcpOpLLP09AZ9XnaiueUEBUdCSX/wBNQEmdgCbCfklAyAc9m1WnUEBeS8gHPVNMQH2utmJ/AUxAa5p3nKKrTUCgibDh6YVMQDy9UpYhVkxAhA1Pr5SFT0BqTfOOUzRPQDeJQWDlmEtARpT2Bl+4SEBJLv8h/bZPQJM6AU2EDVFAYOXQItvpTUBpAG+BBLVJQA8LtaZ510pAmG4Sg8DaUUAgY+5aQrZKQKCJsOHpcVBAUPwYc9caT0CPU3Qkl0NQQBWMSuoExEtAW0I+6NmUUEAFo5I6Aa1MQM3MzMzMBE5APSzUmuZdTUBVMCqpE0hNQLMMcayLa0tAF0hQ/BhrTEAnMQisHNJNQBB6Nqs+90tAgZVDi2wnUED3deCcEfVQQH9qvHSTeE5AZMxdS8grUEBmiGNd3J5QQDGZKhiVqFBAvjCZKhi1T0AH8BZIUCRMQKFns+pzbVBANxrAWyD5TUDTTWIQWLFNQIMvTKYKJlBAB84ZUdr7S0AJ+aBns2pNQAU0ETY81U1A+n5qvHT7SUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"810\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"811\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"816\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"817\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"820\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"821\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"822\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"823\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"824\",{\"type\":\"ndarray\",\"array\":{\"typ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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"827\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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+g8HEBd+SzPg9scQBzw+WGEUBhAuECC4sfYIECduvJZnuceQNTUsrW+CB1A6fF7m/6sGkCFX+rnTdUhQJMdG4F43RpAS80eaAU2IUBSCrq9pLEWQGXCL/XzZhhAiuWWVkOSIEB2w7ZFma0fQP4ORYE+QSBAsKw0KQV9HkAn9zsUBVoeQChJ10y+KSBAEk4LXvRlIEAEc/T4vc0eQA5nfjUHqBdA36Y/+5GyIUATYcPTK4UcQKVOQBNhYx9AMC/APjrVHUDhRV9BmnEXQKt4I/PILyNA/cHAc+/BHkB1ApoIG34aQP5g4Ln3kBxAbVZ9rrbCGkD2tMNfk/UgQM3pspjYXBtArJDyk2oPIkBo0NA/wUUZQNxLGqN15CBAPQrXo3BdFUDtR4rIsMoZQNfdPNUhByJAqfbpeMwAIkA730+Nl+4YQEWeJF0zOR1A2lVI+Ul1HEC2oWKcvxkgQE1KQbeX9CFACty6m6dKIUAdcjPcgI8eQEM50a5C6h5An5PeN74WIUCPxwxUxv8bQFDCTNu/shxARzgteNF3IUClZg+0AhMgQFBwsaIGkx5ABYvDmV9NIEBi26LMBhkbQK1p3nGKbhtAtrkxPWFZIEBXz0nvGx8gQBcrajANwx5A1QloImy4HECeew+XHLcfQCZTBaOSWiJAMIFbd/NkIUCwVYLF4UwfQB2UMNP2zxpAo0CfyJOEIUB8YTJVMIofQDFCeLRxZBtACvSJPEkKIkCm7V9ZaSIhQJolAWpqeSFAKld4l4vYI0C7RPXWwBYdQFd4l4v47h9ARdjw9EpZIEByv0NRoI8eQEKygAncGh9AA8+9h0tuIEAWak3zjlMcQBtkkpGz8BpA097gC5PpH0CgGi/dJCYcQHIz3IDP/yBAol2FlJ8UH0CutmJ/2a0gQHva4a/JWiBAl1ZD4h5LH0Dz5QXYR/ciQJeL+E7M+iBAHtydtdveIEDpt68D50wlQCqRRC+jyCJAPwCpTZzcIEBegH106johQAx2w7ZF+SJAKVyPwvVoIUA5Yi0+BeAgQJyiI7n85xxAG55eKcsQGkC1/SsrTWogQGZmZmZmJiRAyjfb3JjOI0ADeAskKL4iQJ0Rpb3B9x5AFOgTeZLUIUDNzMzMzOwkQLLXuz/euyBAXD0nvW9cHkAYldQJaCIlQAoRcAhVqiJA6njMQGW8H0AwTKYKRoUdQD7t8NdkrSBAU5YhjnURJUD0/dR46VYhQEyJJHoZ1SJAza/mAMHsIkD4ja89s6QiQLr3cMlxFyNANIC3QIKiJUD/z2G+vMAgQImYEkn0MiJA7wOQ2sSpIkDWi6GcaNceQM9m1edq6yJAutqK/WUXJkAzbf/KSvMfQNFXkGYseiBAPBQF+kTuI0CSdM3km00hQIqO5PIfUiFAH7+36c8eH0AE4nX9gt0gQBwIyQImsCNAV89J7xu/IUDZlCu8ywUeQH2R0JZzWSFAJQaBlUObI0A2qz5XW3EkQDdsW5TZkCFAcT0K16MQHkBoP1JEhlUjQDZ2ieqtQR9AU+i8xi5RHEDswDkjStskQKPp7GRwFCFAYhBYObQoJECYo8fvbbocQOUK73IRbyFATBqjdVS1IUAmx53SwXoiQDXvOEVH4iFAirDh6ZWSJUD5oGez6vMlQKzijcwjLyFAR3L5D+mXHkDAJmvUQzQgQB9LH7qgjiJAPZtVn6tNJED2C3bDtoUiQCSX/5B+GyRAbsDnhxHCIUCBeF2/YEcjQNCzWfW5eiVA5j+k377uHEC+MJkqGLUnQLq9pDFapyNAdcjNcAO+IEC8lpAPeuYhQG3F/rJ7MiJAGQRWDi2yJUAcfGEyVbAhQK4SLA5nvhZAnl4pyxBHJUAIlE25wqsiQLTIdr6fmiRAYcPTK2UZJUDeyDzyByMiQBKI1/UL1h9AZF3cRgM4JkA4oRABh/AjQF5jl6je2iNA6iEa3UF8IkC9qUiFsaUaQCv2l92TxyRAbEPFOH+DIkCVYHE48+sgQBkcJa/OYSJAdJgvL8DuIEAJG55eKasjQDdUjPM3kSNAsoAJ3LrrIkBkzF1LyOcnQOqVsgxxrCVA07zjFB2pJkBXPsvz4H4jQLFQa5p3HCJAfgBSmzjJIkDk9zb92e8jQA0a+ie4KCJA5BQdyeVfIEDjpZvEIJAiQKgAGM+gwSFAObTIdr6/JEApXI/C9WglQN/98V61YiNAhUIEHEIlIkBz1xLyQe8lQNUhN8MNaCNAXTP5ZpubIEC3XWiu02giQKpDboYbcCFAwi/186ZiIkD4Nv3ZjxQgQNqs+lxtJR9A+1xtxf6yHUCKsOHpldIkQLvQXKeRliNAje4gdqZAIkBWfa62Yj8iQBx8YTJV0CRAxEKtad6RJUDhC5OpglEnQF1txf6yuydAQKTfvg6cJECEZAETuAUiQD8djxmofCBAn6ut2F9WJkDqlbIMcQwmQKBsyhXetSJAptWQuMeyIUAsZRniWDckQCOERxtH7CFA9GxWfa72JUCgVPt0PKYjQMaKGkzDYCJAEmvxKQBmI0CC4seYu5YnQA1xrIvbiCRA6/8c5suLIUDcEU4LXoQiQCL99nXgjCBAK/aX3ZMnJkA7qpog6r4jQJ8fRgiPliJAwZDVrZ6jIUA8g4b+Cc4hQKwcWmQ7HyVAoBov3SQGJEBvgQTFj/ElQICaWrbWtyBAweJw5leTIUCoV8oyxFEhQFw4EJIF3CBA1QloImx4JkC9UpYhjlUkQLMMcayLeyJAtqFinL/ZIkDYgXNGlLYlQALU1LK1riBA9bnaiv2FJUBKe4MvTAYmQOauJeSDPidANe84RUfSJ0AWak3zjjMlQEYldQKaaCZA7C+7Jw8rKEArhxbZzpckQKYKRiV1IiVAK4cW2c5XJUCF61G4HqUlQJOpglFJHSdAklz+Q/qNJUADWyVYHK4iQGRd3EYDuCdAB7ZKsDjsIUBaZDvfT80lQIts5/upESZAO99PjZdOJUBrSNxj6QMhQDC7Jw8LtShA5q4l5IOeJUCcoiO5/AcnQOQPBp57Lx1AfT81XropJUDOjekJS6whQBZqTfOOEyRAWRe30QBeJ0Bgdk8eFsolQNRgGoaP6CNAl1ZD4h7LGUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"828\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"829\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"830\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"834\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"835\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"836\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"837\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"BcWPMXdtKkDKVMGopO4sQF8pyxDHOilAtoR80LM5KEBAE2HD00soQJvmHafoSClAjErqBDSRLEB3LSEf9EwqQOCcEaW9QSlADeAtkKB4L0BHA3gLJGgqQFfsL7snzypAHcnlP6Q/K0DeAgmKH0MsQAdfmEwVjC1AryXkg55NKkCoV8oyxJEnQPFjzF1LyCtAEHo2qz5HMEBv8IXJVKEtQAXFjzF3DSlAkKD4MeauLkCutmJ/2b0uQLbz/dR46ShAaW/whckEMECGyVTBqKQpQD9XW7G/DC5A3bWEfNBDMEBmiGNd3CYpQFyPwvUonC5A9bnaiv1FLECIY13cRhMwQBdIUPwY0zBAeqUsQxwrLkDeAgmKHyMuQCcxCKwcmipAYhBYObSYMEAwTKYKRqUtQKyL22gAfzBA9P3UeOmmMkAc6+I2GgAwQJf/kH77Gi1ASFD8GHNXMEDRkVz+QzowQEmdgCbCJjJAJ6CJsOHJLEARNjy9UqYwQD7o2az6vC5Ae4MvTKbqLUAofoy5a4kxQA4tsp3vpy1ATx4Wak0zLEB90LNZ9dkwQACRfvs6UC9ApN++DpxzNUB3vp8aL30rQET67evAGTRAzO7Jw0KtLkCGONbFbVQxQC9uowG8BTFAVOOlm8QwM0Byio7k8h8wQJCg+DHmPjBAMEymCkbFMUCfq63YXzYxQNzXgXNGpDRA8KfGSzeJL0CEns2qz2UzQNPe4AuT+TBA4XoUrkdhMEBApN++DtwzQLraiv1lxzNAqoJRSZ0AMECBJsKGp1cuQL3jFB3J1TBAFmpN844DMkD2KFyPwgUyQBUdyeU/5DJAR3L5D+lHMEDgnBGlvWEwQC0hH/RsRjJAaCJseHrFMUDIBz2bVT8zQDnWxW00IDNAR3L5D+lHNEBEi2zn+yk0QAU0ETY8HTFA2/l+arxkMUDFILByaDEzQET67evAOTVAx0s3iUEQMkCdgCbChpc3QH6MuWsJeTJAyXa+nxq/M0BE+u3rwNkxQMzuycNCzTJAB/AWSFDMMEBOYhBYObQ1QBNhw9Mr9TVAbjSAt0ACMUAldQKaCCs0QNzXgXNGtDNA0SLb+X5KMkDjpZvEIMAzQHZxGw3gfTBAh6dXyjKUMEALtaZ5x9kzQHctIR/0zDRAXCBB8WPcM0AoDwu1pvkxQHuDL0ymijNAu7iNBvBGNED9h/Tb1+E0QBNhw9MrZTZAwTkjSntzNECsrdhfdj8yQOXQItv53jNAQ61p3nG6N0BmZmZmZtYxQNDVVuwvmzVAmpmZmZlZMECDL0ymCvYyQHlYqDXNezJAHThnRGmPMUAqOpLLf/gxQKvP1VbszzRAxY8xdy1BMkA9m1Wfqx0xQD55WKg1PTVAnKIjufwXM0CMuWsJ+eAyQMsQx7q4TTNAGsBbIEGhNUDmriXkg242QDLmriXkkzJAcT0K16OQMkAijnVxGx01QO58PzVeijBAhetRuB71MkB1ApoIG74yQI4G8BZIsDNAEhQ/xtxFN0AMAiuHFlkzQC/dJAaBBTBAA3gLJCg+NUBq3nGKjpQyQG1Wfa62ojJAbHh6pSxTNkBvgQTFjzEyQIEmwoan5zVAfh04Z0R5MkBeS8gHPYs1QOxRuB6F+zBAmG4Sg8DqM0BpAG+BBGU2QFioNc07njRA7zhFR3L5MkAkufyH9EsyQB1aZDvfjzFAaJHtfD8VNEAwuycPC0U2QPvL7snDgjNAsAPnjChtNUC4rwPnjAgzQLprCfmgpzJAaQBvgQSFMECTGARWDr0zQAWjkjoBLTRAO3DOiNJeMkC1N/jCZEo0QCJseHqlHDZArrZif9k9MkDF/rJ78gA2QDvfT42XDjBAL26jAbzVMUC4rwPnjKg0QDeJQWDlgDNAUkmdgCaSNUDkFB3J5d83QL4wmSoYFTNAK4cW2c4HNEAydy0hHwQ1QOM2GsBbADFAgnNGlPb2NUDTTWIQWLk1QBniWBe3cTRAC7Wmece5M0BI4XoUrqcyQN9PjZdu8jZAHThnRGl/MkDrc7UV+xs0QFtCPujZjDVAumsJ+aAnOEBVwaikTsA2QEdy+Q/p9zNAS1mGONYFLkBZF7fRAI41QCntDb4w6TRAzojS3uALNUDNO07RkRwxQCegibDh2TNAOpLLf0hvM0CC4seYu3YzQCuHFtnOtzVAVHQkl/8QNkDVCWgibNg2QGsr9pfd4zRANqs+V1sRNkDG3LWEfKA1QM/3U+OlezRAv30dOGcUNECt+lxtxc4zQJLLf0i/DTJA1lbsL7sXNEAlBoGVQ4s3QJwzorQ3eDNAZmZmZmYGM0Csi9toAJ8zQKg1zTtO0TVAtFn1udpKN0CNKO0NvtA2QJOpglFJHTRAke18PzXuNUC+nxov3cQ2QGfV52or9jFArBxaZDsfOkBvEoPAyrEyQLfRAN4CKTNA8fRKWYZoNED4wmSqYCQ0QBiV1Alo4jNASgwCK4eWNECfPCzUmrYzQBZqTfOOEzRApHA9CtdzNUDVCWgibAg0QLTIdr6fujNA3EYDeAsUNUCqglFJnWA3QLFQa5p3rDZAcayL22hgN0CfzarP1bY1QC1DHOviJjJAf/s6cM54NUB9PzVeuvkxQMiYu5aQrzNAEce6uI1WM0C8BRIUPyYyQDsBTYQNzzRArrZif9mtM0AXSFD8GIM2QJZDi2zn2zVAlIeFWtO8N0Bv8IXJVFE0QL6fGi/dZDRADeAtkKDoM0C5jQbwFtgzQLWmeccpSjJAdZMYBFYeNEBIv30dOPcxQEoMAiuHJjVApgpGJXXyNUCwcmiR7bw2QPAWSFD8eDVATx4Wak2jOECXkA96Nns4QC0hH/RsljRAw/UoXI8iNEApXI/C9Xg1QO7rwDkjujRA3bWEfNBjMUB/arx0k9g4QJF++zpwrjRAQs9m1edaNkC+MJkqGKUzQKYKRiV1EjhA5j+k375eM0BLyAc9myU0QJLLf0i//TNAXynLEMeKNkAFNBE2PA0xQBgmUwWjcjVAofgx5q41NUBSuB6F67E3QN9PjZdu8jZAfGEyVTA6NkD/snvysFA0QECk374O/DJAw2SqYFSyMkByio7k8q8zQJkqGJXU+TZAV+wvuydfNECsrdhfdq82QBB6Nqs+VzJAPL1SliFeNEBAE2HD00szQDVeukkMEjRAuK8D54xYMkBzaJHtfP81QFfsL7sn/zVAUdobfGHCNEAQejarPscyQCBj7lpC7jZAS1mGONbVOEBkO99PjQc2QDC7Jw8LZTJAi/1l9+RBNUD2KFyPwpU0QMKGp1fKcjdA+n5qvHSTN0B/+zpwzig4QKd5xyk6YjVAeAskKH78M0BTliGOdWE2QHWTGARWPjVAjNtoAG9BM0Bm9+RhobY2QNPe4AuTWTdAJLn8h/T7NEAFo5I6AU0yQGHD0ytl+TRAyXa+nxo/NEArhxbZzic0QBx8YTJVoDRAVHQkl//ANkByio7k8i82QAn5oGezqjFAnKIjufzXNkDMXUvIB101QJYhjnVx+zdAUWuad5zSNEDoaiv2l202QPRsVn2uZjRAXkvIBz1bNUDRItv5fio2QECk374O7DVAs3vysFBrN0DgLZCg+OE0QDtwzojSrjRAWYY41sWdN0AdWmQ73280QI9TdCSXjzVASS7/If3mNECuR+F6FA40QL7BFyZTdTdAnu+nxktnNkB/2T15WCgzQC7/If32xTNAufyH9NtXNUBbsb/snjw0QMDsnjwspDhA0ETY8PQqMkDP91PjpcsxQLpJDAIrNzVA8tJNYhB4OEA0ETY8vfI3QDC7Jw8LtTVAbcX+snsyNEDTvOMUHYk3QCKOdXEbnTRAB84ZUdq7NECIY13cRvM3QMIXJlMFszlAWKg1zTteN0BGtvP91Mg1QN/gC5Op4jNAn82qz9UWM0DLoUW28y03QNbFbTSAlzdAJzEIrBxqMkDgnBGlvSE3QAMJih9jTjRArrZif9nNNUAqqRPQROg1QJhuEoPAmjZAJQaBlUNrOEDwhclUwWg1QCh+jLlraTVARwN4CySoNkBHcvkP6XcxQAn5oGezSjdAg8DKoUX2N0CdgCbChjc2QDcawFsgYTNAPL1SliH+N0AbDeAtkHA1QIqw4emV0jZAL26jAbx1NkAFNBE2PF06QEa28/3UmDFAt2J/2T35NUDOGVHaG+w1QLWmeccpyjhA24r9Zfe0MkDuWkI+6Ak2QD2bVZ+rvTRAsi5uowGMNEBPQBNhw0MyQFInoImwYTZAeqUsQxyLOEDysFBrmrcsQA1xrIvb+DFAdQKaCBtuOECrPldbsZ81QEymCkYlRTVAuK8D54xINEBd/kP67fs1QAyTqYJRKTZAdk8eFmoNOECjI7n8h+QyQLN78rBQ6zdANs07TtHBN0A9m1Wfq700QL7BFyZTpTZA/kP67euQNUAB3gIJij82QCbkg57NSjVAx0s3iUGQNUA2qz5XW2E0QGFUUieg+TZAYhBYObSoNEBTliGOdYE1QB+F61G4XjZA2ht8YTLFM0APC7WmeZc2QGDl0CLb6TZA7MA5I0oLMUBGtvP91Kg4QF66SQwCmzRAr5RliGONM0C9UpYhjnUzQD0s1JrmjTVAZohjXdyGMUB6pSxDHLs2QHlYqDXNmzVAvVKWIY41NkCR7Xw/NW42QDSAt0CCwjRAl5APejbbN0Ck374OnDM0QC/dJAaBFTRAoImw4elVMkCb5h2n6Ag3QDSitDf4sjVAH4XrUbhuNUBv8IXJVEE1QJ/Nqs/VpjNATx4Wak0zLkAvbqMBvOU3QFJJnYAmsjVAgLdAguKHNEC62or9Zac0QAwCK4cWqTVAHVpkO9+fNkA730+Nlx44QOeMKO0NzjhAK/aX3ZPnNEDAWyBB8dM2QCEf9GxWfTNA4lgXt9HANEA51sVtNHA3QH6MuWsJ+TRAFR3J5T8kNUAqqRPQRGgzQAmKH2PuGjNA/yH99nXQN0DzH9JvX2cvQDSAt0CCUjVAsAPnjCidN0Cmm8QgsEI4QMuhRbbzvTlA4zYawFtAMkCx4emVsswzQGgibHh6VThAtaZ5xynKM0BKe4MvTFY5QM4ZUdobLDZAH4XrUbjuOEAMk6mCUXk5QCh+jLlr2TNAaW/whckEMkDXNO84RSczQIqO5PIf0jNAqDXNO06RNkC5jQbwFkg2QMHKoUW2QzJA6Gor9pc9MkDufD81Xjo2QKH4MeauRTRAQfFjzF0bNEAGEhQ/xiw1QDAqqRPQ5DpAbef7qfFyNEDr4jYawEs2QKfoSC7/gTdAb/CFyVRxOEB0tRX7y441QEHxY8xdGzdANxrAWyARNEDUmuYdpyg0QOJYF7fRQDdAWRe30QBON0AqqRPQRCg2QG6jAbwFojdAWvW52op9NEDV52or9qc2QO0NvjCZ6jNAs+pztRU7M0DJ5T+k3+42QE+vlGWIUzRAlPYGX5jsM0B3LSEf9KwwQPRsVn2utjZAL26jAbyVOEBwzojS3hA1QK5H4XoUHjRA5fIf0m/PNEDGbTSAtyA1QNejcD0K9zNAGlHaG3xBNUBWfa62Yk8xQFMFo5I6gTVAO3DOiNI+NUBsCfmgZxM2QB4Wak3zTjVAn6ut2F92NkD2KFyPwuUzQPwYc9cSsjRALpCg+DFmMkA3GsBbIAE0QJvmHafomDVA001iEFipM0DJ5T+k3840QHKKjuTyzzdAeqUsQxybNEDY8PRKWbY5QPp+arx0szVAjErqBDSBNEBzaJHtfD8zQBB6Nqs+tzRAfa62Yn8JNUBhw9MrZTkzQFUwKqkTUDdAi/1l9+TxNEDY8PRKWXY0QM/3U+OluzRAXrpJDAKLNUAQ6bevAwc3QPd14JwRdTZAL90kBoF1NUAv3SQGgaU1QL3jFB3JVTJA+1xtxf4iM0Aydy0hH4Q0QOLplbIM4TVAPujZrPqcNkDwp8ZLN9k0QOAtkKD4gTZADi2yne+XNUBuNIC3QAIzQHzysFBrajZAQ61p3nGqOECSXP5D+s0xQAtGJXUCijVA+1xtxf6SLkDvycNCrak5QNO84xQdOTpAsHJoke0sNEBWn6ut2B80QI/k8h/S7zZAs3vysFAbN0BoImx4eiU1QOjZrPpc/TRAHcnlP6RvM0AAkX77OhAxQHWTGARWjjhAnKIjufzHN0A17zhFR9I4QFYOLbKdjzJAGeJYF7ehNUAPC7Wmebc2QEI+6Nms2jRAtTf4wmTaN0AxCKwcWlQ1QKVOQBNhUzlA8IXJVMEoOEAJih9j7uo1QC0hH/RsRjlA9ihcj8IFNUBqTfOOU9QzQA8LtaZ5BzNAmpmZmZlpNECxUGuad4wzQPrt68A5ozNA+THmriWUNEC1pnnHKao4QISezarPFTRAd76fGi89OEDfT42XbsI2QC0hH/RsRjZA7lpCPuhpOEDRItv5fso4QKvP1VbsTzRA/Yf029dxM0AFo5I6Ab02QH9qvHSTyDZAih9j7loyNkAyVTAqqRM0QJ5eKcsQ5zVAMCqpE9DUNEDMf0i/fX00QLmNBvAWuDZANxrAWyCBNEAeFmpN824yQMDsnjwsVDZA/kP67etANUByio7k8h82QPT91Hjp5jVAk6mCUUndN0Bjf9k9eQg3QKjGSzeJkTVAuB6F61H4N0DeAgmKHzM1QJCg+DHm/jNAlWWIY12cNEDarPpcbWU0QMNkqmBUEjhAM8SxLm6TNkDnHafoSE42QJEPejarnjdAX5hMFYyaOECqYFRSJ0A1QEmdgCbChjNAdnEbDeDNMUAzxLEubjMzQGWqYFRS1zdAsHJoke38MECLbOf7qaEyQB/0bFZ9jjVASnuDL0zGNEAFNBE2PO0yQGlv8IXJJDVA1CtlGeIoN0BfmEwVjNo4QOJYF7fRgDZA2ht8YTJlNEDarPpcbaU2QECk374OnDRAysNCrWleNUBSuB6F64E0QEXY8PRKSTRAqz5XW7F/NkBnRGlv8FUyQB6n6EgunzdAUPwYc9eiMkAzxLEubiM4QBpR2ht84TVA9+RhodYEOUBSJ6CJsEE5QAN4CyQoXjdAbVZ9rrZSNUBYqDXNO642QIqO5PIfUjNAUdobfGFyNkCPwvUoXA8yQMSxLm6jATdAtoR80LNZNkDkFB3J5V80QB/0bFZ9zjdAXynLEMcaMkC7uI0G8JY2QHQkl/+QXjVAEoPAyqGVOUDr4jYawOszQI0o7Q2+wDJAkxgEVg49NUDuWkI+6Ik1QFjKMsSxzjZAuY0G8BZYNECb5h2n6Cg1QK62Yn/ZnTZAkst/SL+dM0Dl0CLb+e40QBkEVg4tAjdAKe0NvjB5N0BLWYY41lU2QKyt2F92HzhAjnVxGw2wOEBcIEHxY1w0QJEPejarjjNAuK8D54wYNEC4QILix0g1QBIUP8bc9TRArkfhehQ+MED35GGh1lQ4QNlfdk8eNjRA5fIf0m//MUB+HThnRMk3QAdfmEwVjDVA24r9ZfeENkB8YTJVMBo2QI2XbhKDcDJA/yH99nWgM0AhH/RsVh05QHh6pSxDXDhARdjw9EopM0Ai/fZ14Bw1QAN4CyQo/jdAVg4tsp2vOEDCFyZTBaM3QJ+rrdhfVjZASnuDL0xGMkD67evAOUM2QJXUCWgi/DZAxY8xdy0xNkBApN++Dnw2QDJVMCqpUzJADr4wmSrINECI9NvXgRM1QMpUwaikHjVAtMh2vp9aMUBmZmZmZkY1QFdbsb/s7jFAcRsN4C3ANkDRkVz+Q8o2QBx8YTJVgDRAJXUCmgirN0DNO07RkUw3QOwvuycP2zZAYcPTK2UpN0D4U+Olm6Q0QFFrmnecgjJAgLdAguK3N0Bpb/CFyUQ0QL6fGi/d9DVAnDOitDcoNkA4Z0Rpb9A2QN5xio7ksjNANKK0N/hCN0ArhxbZztc0QOXyH9JvzzRARwN4CySYM0CDL0ymCqY2QNqs+lxtFThABOeMKO1tMkD/snvysOA1QD0s1Jrm3TVAhXzQs1m1N0DKMsSxLo41QPs6cM6IIjJAV+wvuyefNEDkFB3J5X85QJwzorQ3aDlAObTIdr4POUAoDwu1prk3QLprCfmgxzZARiV1Apq4OEDbiv1l9+Q1QDbNO07RATRA9ihcj8JVNEBiEFg5tNgxQMHKoUW20zRAFR3J5T/ENUDhehSuRwE2QKW9wRcmgzZA7zhFR3JZNUBfB84ZUeo0QHKKjuTyDzlAowG8BRJUN0D7OnDOiLI3QAN4CyQo7jRAtoR80LNJNUAwTKYKRmU5QHrHKTqSyzNAVTAqqRPANUCgibDh6RU4QMP1KFyPgjlAduCcEaXdNkA17zhFRxI1QA6+MJkqaDVAAU2EDU+PM0DjNhrAWyA0QLU3+MJkGjdAgy9MpgqGNUB2cRsN4L00QF5LyAc9CzpASL99HTi3NUDtDb4wmfo2QG40gLdAkjVACYofY+4qM0A9CtejcL02QK62Yn/ZPTNAodY07zhVNEAPnDOitOc4QLyWkA961jdAOiNKe4MvNUDrc7UV+2szQLgehetRGDpAZ0Rpb/AlN0BdbcX+srs2QAyTqYJR+TNAOdbFbTTgNUCqglFJnSA3QBUdyeU/NDJA8x/Sb19nNEBmZmZmZnY3QNiBc0aURjZAPnlYqDWNMkCHFtnO9zMxQGWqYFRSxzZAD5wzorSHNkBGlPYGX1g1QKyt2F92LzdA845TdCSXN0D+Q/rt60A2QJEPejarrjZAWmQ7308tNEB3LSEf9JwzQLN78rBQazdARrbz/dToNEBSJ6CJsFE3QFRSJ6CJADZA9bnaiv0VNEBd3EYDeHs1QGKh1jTvGDVA+u3rwDmTM0CY3ZOHhQo1QIZa07zj1DdAYhBYObQINUAqOpLLf7g2QD9XW7G/7DRAF7fRAN4iOEAqOpLLf6gyQLwFEhQ/xjJAdEaU9gYPNUACmggbnr40QGrecYqOtDRA0m9fB87ZNEBGtvP91Hg3QDY8vVKW4ThAoWez6nMlN0D+1HjpJlE2QE5iEFg5dDdAEoPAyqFFM0DOqs/VVmwyQFuxv+yeTDdANe84RUfCMkClLEMc6wI3QFyPwvUoHDZAcoqO5PIPOUAmUwWjkio3QGQ730+NVzRA7FG4HoVbM0D67evAOYM2QNCzWfW5+jRAcM6I0t7QNEBgdk8eFuozQOkmMQisDDZAh6dXyjIENkDsL7snDzs1QPRsVn2uZjJAq8/VVuw/NkAXt9EA3lIxQLN78rBQCzZAmpmZmZnZNEAYldQJaBI1QHE9CtejYDFAcayL22jANECWsgxxrNs3QHE9Ctej0DVAtaZ5xymaOEDGbTSAt3A4QHzysFBrCjZAbcX+snvyN0ArGJXUCSg1QHctIR/0XDVAFNBE2PA0NEAOvjCZKjg1QG3F/rJ7MjRAHVpkO98PM0BXW7G/7I40QGHD0ytlKTJAp+hILv8hN0Af9GxWfe41QEYldQKaGDVA93XgnBGlOUC+wRcmUzU3QLivA+eMWDdAtvP91HiJNUCWIY51cfsyQLyWk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CYOXQIoszQBWMSuoENDRAldQJaCL8M0Boke18P2U0QGiz6nO1VTNAwTkjSnvjMkAAAAAAAPA0QLKd76fGuzRAVFInoImgM0BUUiegibAyQCv2l92TZzNAke18PzUuNEAdWmQ7308yQJtVn6ut+DRAFvvL7skjMkAXSFD8GEM1QBWMSuoExDNAJlMFo5JqM0AAkX77OtA1QGPuWkI+2DJA+8vuycPSNEC30QDeAvkzQArXo3A9ujRAfa62Yn/5M0D0bFZ9rtYzQCBB8WPMvTNAqRPQRNigM0AQejarPnc0QJyiI7n8pzNAIGPuWkLeMkBBguLHmJsyQP5D+u3rMDVAm+Ydp+hYMkDf4AuTqRIzQMNkqmBUIjNAyXa+nxq/NEBy+Q/pt180QOM2GsBbMDRAk6mCUUnNM0CXkA96NusxQAU0ETY8LTRAjZduEoMwMkBjf9k9eZg0QNejcD0KpzNAxm00gLdgNEB88rBQayozQGFUUieguTNAsb/snjzsMkCRfvs6cP4zQBTQRNjw1DRAliGOdXGrM0Ar9pfdk0c0QPMf0m9fpzVAGlHaG3zBM0A2zTtO0bE0QCQofoy5WzNAldQJaCK8M0ANcayL22g0QNobfGEy9TJA6Ugu/yG9M0Dtnjws1No0QK7YX3ZPzjNAt9EA3gJJNEAVjErqBJQzQOC+DpwzwjVAINJvXwdONEDV52or9hczQFXBqKROQDZA1xLyQc+GM0C5jQbwFig0QI9TdCSXXzVAiUFg5dBSNUC1N/jCZCo0QHo2qz5XKzVAVn2utmJvNUDmP6Tfvt4yQECk374O7DRAuycPC7X2MUAfhetRuE40QK36XG3FDjZAyAc9m1WfNEAvbqMBvHU0QOauJeSD7jZAMLsnDwtVNED35GGh1oQ0QK+UZYhjDTRAiIVa07zjNEAAb4EExb8zQFwgQfFjTDJAbAn5oGeDNUBoImx4eoU1QAU0ETY8/TRAL90kBoH1NEBXW7G/7I40QHS1FfvL3jNAB1+YTBVMNEAp7Q2+MJk0QMpUwaik/jRAhA1Pr5SlM0AIrBxaZMszQN21hHzQMzRAvAUSFD8GNUAofoy5ayk1QPAWSFD8yDRAU5YhjnXRNUDek4eFWnM0QO5aQj7oiTRAJzEIrBzaM0DLEMe6uA00QLyWkA96ZjRAKjqSy3/YNEDpJjEIrNw1QJAxdy0h/zRAE/JBz2a1M0Dl0CLb+f40QAKaCBuefjNA1zTvOEXnMkC+MJkqGHU0QKJFtvP9ZDVAW0I+6NksNEAcfGEyVZA1QAskKH6MiTNALUMc6+IGNUB7FK5H4bozQIZa07zjBDRA8kHPZtWHMUBUUiegiSA0QJhMFYxKWjNAescpOpLbM0C8dJMYBBYzQIzbaABvMTVAVg4tsp3PNEBN845TdGQ0QI4G8BZIMDVAdnEbDeDNNEDChqdXyhI0QEymCkYlZTNAyjLEsS4eNEBJnYAmwsYzQK7YX3ZPjjRAIv32deB8M0D9h/Tb1zE1QJZDi2znqzVAQxzr4jbqNUBGlPYGX2g0QJqZmZmZSTVA3NeBc0YUNUBAE2HD0zs1QFXBqKROQDVAcM6I0t6ANEDuWkI+6Ek0QOC+DpwzMjRAoBov3STmM0D1SlmGOLYzQAg9m1WfyzRAg1FJnYA2M0AibHh6pdw0QNuK/WX3RDRA+THmriWkMkA/xty1hIwzQOjZrPpcLTRArrZif9mtNECI9NvXgRM0QHQkl/+QnjRAJQaBlUNrNEA9m1Wfq601QHnpJjEIXDVACmgibHjqM0BzaJHtfA8zQAK8BRIU/zRAs3vysFBLNUDu68A5I6ozQFuxv+yerDRAPL1SliFeNEDrc7UV+zs0QK+UZYhjbTVA0SLb+X46M0ArhxbZzhc1QOOlm8QgUDNA5dAi2/meNUDoaiv2l201QFTjpZvEgDVAVn2utmLPNUArGJXUCWgzQPLSTWIQODVAoImw4en1NEBgdk8eFmo1QAu1pnnHWTVAV+wvuyePNECaCBueXqkzQLAD54woLTVAP1dbsb/8M0Du68A5I8o0QMBbIEHxozRA8WPMXUu4NEBfmEwVjNozQBlz1xLykTRAzF1LyAedM0Cq8dJNYuAzQCBB8WPMXTVAtTf4wmSqNEAwKqkT0IQ0QLAD54wonTRA8KfGSze5NEBPr5RliOMzQGWqYFRSdzVA0SLb+X4KNEDIBz2bVU8zQF+YTBWM+jNAkst/SL9dM0AFNBE2PE01QGB2Tx4WajRAV+wvuyfPNEDHKTqSy+8zQIxK6gQ0UTRAGsBbIEHRM0CQoPgx5k42QCnLEMe6yDRAPnlYqDUNNUBWDi2ynT80QCSX/5B+WzVA9wZfmEwVNEBMN4lBYJU1QL1SliGOVTNANxrAWyBxNECGWtO845Q1QPAWSFD8KDRAAG+BBMXPMkDpJjEIrHw0QH/7OnDO2DNAOdbFbTQwNUDf4AuTqSI1QEMc6+I26jNApU5AE2ETNUARx7q4jVYzQLU3+MJkSjVAnRGlvcFXNUCIhVrTvCM1QK5H4XoU/jNAyJi7lpAvM0AtIR/0bGY1QGZmZmZmZjVAliGOdXHLMkC0yHa+nxo0QB6n6EgubzRAB84ZUdobNUBy+Q/ptw81QFXBqKRO4DRA0gDeAgkKNUAPC7WmeRc0QPjCZKpgBDNA1xLyQc+WNEA5RUdy+a80QOjZrPpc3TNAQmDl0CJrNUD8qfHSTSI2QIV80LNZ1TVAm1Wfq63INECR7Xw/NQ41QH6MuWsJSTVAF7fRAN6yNUC+nxov3ZQ0QD55WKg1DTRA0NVW7C8rNEBvgQTFj8ExQJF++zpwnjJAP1dbsb/cNECYTBWMSio0QDQRNjy9YjRAx0s3iUGgNUAH8BZIUGw0QClcj8L1iDNAGy/dJAbxMkA8TtGRXC41QL99HThnlDVAswxxrIvLM0A+6Nms+mw0QCPb+X5qvDRAZvfkYaHWNUAc6+I2GnAzQN0kBoGVUzNA7nw/NV66NEAi/fZ14Nw3QKOSOgFNNDVAk6mCUUm9M0BuowG8BTI1QLgehetRqDNAHOviNhpANkA9CtejcM0zQLivA+eM2DNAjLlrCfmwNUDKw0KtaR40QOF6FK5HcTRAXkvIBz0LNECwcmiR7bwzQCDSb18HrjRAKxiV1AmoM0D5D+m3r6M1QEjhehSutzRAMuauJeTzM0Csrdhfdh80QKd5xyk6AjVAkzoBTYQNNEDkFB3J5Q80QPtcbcX+IjVAB/AWSFAMM0AaUdobfME1QFInoImwoTVA+u3rwDmTNEAs1JrmHRc2QKH4MeauJTVAwOyePCxUM0AdWmQ73780QH4dOGdE+TRAaW/whck0NUAFNBE2PO00QLFQa5p3HDVA4C2QoPixNUCoxks3iXE2QOqVsgxxLDRA7Z48LNT6MkAsZRniWDcyQMgHPZtV/zJAIEHxY8ytM0Ch+DHmrpU0QNCzWfW5KjRA0NVW7C+rNEBm9+RhoRY0QEtZhjjWpTRARwN4CyQINUDA7J48LDQ1QMzuycNCnTRA9dvXgXOGNUBpAG+BBIU1QCh+jLlrSTZAL26jAbwVNUB1ApoIG540QP2H9NvXkTRAIEHxY8yNM0Bhw9MrZZk1QHicoiO5vDVA7MA5I0pbNkA+6Nms+rwzQFHaG3xh0jNAhjjWxW0ENUA2PL1SluE0QMIXJlMF0zVAB84ZUdp7NUCX/5B++/o0QE8eFmpNUzVAs3vysFCLM0DaG3xhMiU0QIPAyqFF5jVAZF3cRgP4M0Ctad5xil41QKMBvAUSVDZAsi5uowHMNUC1FfvL7ik0QEaU9gZfSDRA4lgXt9GgNEAv3SQGgbU0QE3zjlN05DRAD5wzorQnNUAr9pfdk7c1QOoENBE2bDNAfGEyVTBaNECz6nO1FRs0QEtZhjjWZTJAGXPXEvIRNEA8TtGRXB41QC0hH/RsljVA30+Nl24iNECIY13cRlM0QOLplbIM8TRAR3L5D+mHNEC1FfvL7ok1QGuad5yiEzRAMZkqGJVUNEDFjzF3LbEzQJZDi2zn6zNAx7q4jQYwNEASFD/G3GUzQMUgsHJoQTZAg1FJnYD2NED1udqK/YUzQIGVQ4tsJzRAy6FFtvPtNEDvOEVHcjk0QA1xrIvbmDRAdLUV+8veNEBU46WbxAA1QJHtfD81jjVA7nw/NV56NECMSuoENOE0QOXQItv5vjJAUiegibDhNEDaG3xhMqU0QDC7Jw8LNTVAlIeFWtNMNUBF2PD0Ssk3QMGopE5AczVAnKIjufy3M0BkO99PjfczQKJFtvP99DRAswxxrItLNkBHA3gLJPg0QJOpglFJ7TNAVn2utmKPNUAi/fZ14Hw1QP+ye/Kw4DVARIts5/uZM0BWn6ut2J81QOXQItv5TjZAJJf/kH77M0Dl0CLb+d42QJAxdy0hHzVAj+TyH9IvNUBkO99PjaczQDcawFsgcTNAsp3vp8bbMUC7uI0G8PY0QGkAb4EEJTRAAwmKH2O+M0BNhA1Pr+QzQOkmMQisDDZApb3BFyazNkCU9gZfmIwzQOJYF7fRkDZA6+I2GsD7MkCuR+F6FC4zQBsv3SQGITVAvjCZKhi1NkAAkX77OoAzQPCnxks3qTNA+u3rwDmDM0AH8BZIUJw0QO/Jw0Kt2TNAcvkP6bffM0AbDeAtkJA0QJHtfD81fjRA0ETY8PQ6NUCcxCCwcmgzQAkbnl4p+zRADr4wmSr4NEBd/kP67bs0QMBbIEHxozRASnuDL0wWNUDtnjws1No0QEoMAiuH9jRAtRX7y+4ZNUA5tMh2vg80QHEbDeAt0DJAL90kBoGVM0B/arx0k0g0QLN78rBQqzVAnMQgsHK4NUAr9pfdk+czQOeMKO0NLjRAak3zjlM0NECfPCzUmgY0QJAxdy0hfzNAl/+QfvtqNECz6nO1FbszQNUJaCJsKDRAbxKDwMrBNEDysFBrmjc0QEku/yH9ZjRAw/UoXI/SNECDwMqhRUY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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"841\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"842\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"843\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"XW3F/rI7KUDu68A5I8otQDy9UpYhbi9ARiV1AppoK0A4Z0RpbyAwQLByaJHtHCpA/kP67esgMECyne+nxrswQApoImx4yjBAzTtO0ZFcLEA730+Nl64sQCqpE9BE2CtAPZtVn6sNMECEns2qz7UyQFvTvOMUDTBA8tJNYhA4K0DOGVHaG3wxQNv5fmq89DFAEhQ/xtxVNEBkXdxGA4gwQGpN845T1C5AUWuad5xCLEDHuriNBgAzQKfoSC7/sTBArIvbaAB/MEB1ApoIGx4wQP32deCcEStArIvbaABPMkCjkjoBTfQzQILix5i71i5ADeAtkKB4LUA51sVtNAArQBWMSuoEVDZAUwWjkjrBLkAkufyH9BssQLsnDwu1RitATKYKRiV1MUCt+lxtxc4zQCfChqdXqjNAJLn8h/T7LUDpJjEIrOw0QPyp8dJN4jBAfoy5awmZMUA9LNSa5r01QCV1ApoIyzNAwTkjSnvjKECcxCCwcogsQJzEILByKC9AN4lBYOUQM0AyVTAqqaM3QNxoAG+B5C5AY3/ZPXmINEBoke18P5U3QIbJVMGoVDVA3SQGgZUjLUAm5IOezdo1QMP1KFyPIjdADAIrhxaZMEDo2az6XB0xQEi/fR04BzRAdCSX/5AOMEBfmEwVjLo0QAYSFD/GzDJA1edqK/anNkCcoiO5/Dc2QPmgZ7PqMzZAZRniWBenM0ArhxbZzjc0QC6QoPgxZjRAKjqSy38IM0C+nxov3aQ5QEi/fR04lztATx4Wak2jNUDGbTSAt0AxQGPuWkI+iDhA78nDQq05MkB3LSEf9OwuQKyL22gA/zdA24r9Zfc0M0CGyVTBqBQ0QCuHFtnORzdApSxDHOvyNUBiodY071g3QBgmUwWjkjZA5/up8dK9MkDTTWIQWIkzQATnjCjt3TVA3GgAb4FUMUClvcEXJqM5QDC7Jw8L9TlABaOSOgGNOEDrc7UV+ys3QJtVn6ut2DFA/tR46SYhM0BMpgpGJbU5QB6n6EguvzJAS+oENBFWLUBSJ6CJsEE3QC0hH/RsFjFAfdCzWfVJNkBvgQTFjzE6QFUwKqkTYDZA7Z48LNT6OEBBguLHmHs2QOoENBE2DDRATRWMSurUNkCPwvUoXC82QFXBqKRO4DlAgnNGlPb2NUAOT6+UZZg3QJZDi2znWzNAqmBUUifwNkBeukkMAqsxQBHHuriNljZAnKIjufzHLUDTvOMUHakwQOwvuycP+zdAjSjtDb7ANECBlUOLbHc5QCegibDhaThANIC3QIJiM0CjI7n8h3Q1QD55WKg1TTZA6Gor9pc9OECKjuTyH/I4QInS3uALkzNAdCSX/5D+N0BYyjLEsX41QE8eFmpNYz1AcF8HzhmxM0DEQq1p3sEzQIv9ZffkkTJACtejcD1qN0DhC5OpgvE2QDLmriXkEzVA0ZFc/kMKOECppE5AE+E1QBgmUwWjEjpA2/l+arwEM0A0ETY8vdIvQG40gLdAIjNA7Z48LNQKNkBPr5RliDM6QBrAWyBB4T1ADeAtkKDIM0CYbhKDwFo4QPH0SlmGKDBAuK8D54w4NUDn+6nx0s0sQAyTqYJR6TVAQs9m1ecaN0AJ+aBns8o0QGFUUiegOTtAsAPnjCidMkCxUGuad5w1QIzbaABvgTVAyXa+nxqPNUB24JwRpU04QEOtad5xGjVAZvfkYaHWM0DFILByaFE3QKMBvAUSlDFAR3L5D+mXOkAkufyH9Ds0QE8eFmpNIzpAAwmKH2MONEBVwaikThA5QPXb14Fz5jpA0ZFc/kN6N0Drc7UV+ys5QBHHuriNtjZAdy0hH/TsN0DdJAaBlQM+QMnlP6TfTjhAU5YhjnVhM0DvycNCrfk1QIBIv30dSDdAUrgehevROUAN4C2QoPg0QCzUmuYdpzJArrZif9l9N0Cmm8QgsFI8QME5I0p7ozdAjZduEoNQNUD2l92Th+U1QIcW2c73gzhAd76fGi/9N0CjkjoBTSQ3QF8pyxDHWjFAY+5aQj6YM0CSy39Iv/04QKpgVFInUDpA7FG4HoXLLEBnRGlv8BU3QLRZ9bnamjhAA3gLJCg+PEB90LNZ9fk5QLU3+MJkyjRAHHxhMlWAPEA8TtGRXI43QDj4wmSqsDxAt2J/2T15NkB6Nqs+Vxs4QO7rwDkjSjVAiUFg5dCiOEC0WfW52po6QOPHmLuWIDlAXI/C9SjcNUCRfvs6cG45QC6QoPgxxj1A48eYu5YgNkCu2F92T942QDMzMzMzwzlA/fZ14JxxNECTOgFNhG0yQGdEaW/wpTdAdQKaCBtuNUCvlGWIY/06QEATYcPT2zpAhJ7Nqs+VOEA9CtejcB0vQMNkqmBUIjxA3EYDeAu0NkBGlPYGX8g7QP2H9NvXoStAOUVHcvkvNUC94xQdyWU1QBPyQc9m9TxAyAc9m1VfOEDqlbIMcWwzQL1SliGORThA/Bhz1xJiN0A51sVtNBA2QJqZmZmZCTdAZDvfT40nM0BX7C+7J987QMl2vp8a3zdAETY8vVL2MUBvgQTFjyE8QCcxCKwcGjtA2IFzRpR2NUDwhclUwWg2QGsr9pfdgzdA78nDQq0ZNEAMk6mCURkzQM/3U+Ol+zNA+MJkqmAEOUAJ+aBnswo4QNxoAG+BBDRAj8L1KFxPNECfzarP1VY1QJM6AU2EPTdA16NwPQonM0B9PzVeujk0QF8pyxDHeilAfPKwUGtqNUD8qfHSTaI0QFpkO99PfTVAgZVDi2zHPEDfT42XbkI1QNPe4AuTWT1AAG+BBMW/OUDrc7UV+ys4QKjGSzeJoTpATDeJQWD1PEDy0k1iEFg5QMWPMXctETlA6Gor9pftOkBbQj7o2Sw7QHqlLEMcyzFAdk8eFmqNMkA0orQ3+LI7QO5aQj7oiTZAp+hILv9xOEAlBoGVQxs3QHEbDeAt4DZAQ61p3nHKOUBI4XoUrgc7QE+vlGWIYzdAF7fRAN4SNUCkcD0K1xM2QGZmZmZmtjNAJzEIrByKMUCneccpOqI9QJwzorQ3GD1AcvkP6bfvNUBiEFg5tJg8QOVhodY0vzVAmEwVjEpqO0DM7snDQs0zQCv2l92TFzJAKA8Ltaa5OECEDU+vlEU5QP8h/fZ1ADdA7Q2+MJmaNUBI4XoUrtc+QL6fGi/d9DBAGJXUCWhCNECBlUOLbCc7QGlv8IXJ9DlAyeU/pN8OOECneccpOiI2QOauJeSDPjxArBxaZDs/NkC2hHzQs5k4QC2yne+nZjZADk+vlGXIPUAzMzMzM2M7QPFjzF1LiDNA2c73U+P1NkA4Z0Rpb2A6QAN4CyQofjhAnKIjufz3MED5D+m3r1M1QKvP1VbszzlAcRsN4C0AOkD7XG3F/tI7QG6jAbwF0jhAHqfoSC4fL0DPZtXnajs3QAn5oGezejtAQmDl0CIbNEAxCKwcWjRBQOJYF7fRYDlAutqK/WUHPUAv3SQGgXU0QLx0kxgENjZAxLEubqMxPEC94xQdyaU2QKqCUUmdQDhADXGsi9toOkDrc7UV+ws1QGEyVTAqeTlACtejcD1KPUDZX3ZPHpY2QPRsVn2uVjZAYOXQItu5NkAYldQJaJIyQDBMpgpGtTNAPujZrPqMNECAt0CC4oc3QC2yne+nZj1AO99PjZd+PEArhxbZztc7QC0hH/RsNi1Aih9j7loCLEArhxbZzhc7QPLSTWIQKDVACyQofowpNEApyxDHujg2QMoyxLEurjxATRWMSuq0O0DswDkjSgs5QHPXEvJBrzpASL99HTgnPUBB8WPMXWs4QBWMSuoE9DNA8rBQa5pHNEDpSC7/If03QEdy+Q/pVzNAwhcmUwWzM0Csrdhfdl81QPaX3ZOH5TpAfT81XroJOEDsUbgehds2QDsBTYQNTztAak3zjlO0K0AFo5I6AS09QAn5oGezWjtAcoqO5PJPO0DF/rJ78rAuQLwFEhQ/9jZANBE2PL3yNEBbQj7o2ew1QFr1udqKjThASnuDL0x2NUA3iUFg5RA/QInS3uALAzpAQs9m1efaM0BfmEwVjAo4QG/whclUcT5ACtejcD2qN0B+jLlrCck5QPkx5q4lhDpAyjLEsS7eOUDRItv5flo6QJyiI7n8hz9A3EYDeAsEOUC94xQdydU6QHNoke18zzpA3SQGgZVjMUAkufyH9HszQCNKe4MvXDpAc9cS8kFvMUBUdCSX/4A7QEOtad5x6jhAQKTfvg7MOkCyne+nxos6QI4G8BZIUDlAW7G/7J7sN0CGONbFbRQ3QKpgVFInaEBAgnNGlPaGN0AdOGdEaS83QG1Wfa62sj1A3GgAb4HEOEDysFBrmkc2QIY41sVtxDhATKYKRiVFNkBrK/aX3aM2QAkbnl4pGzJA1zTvOEXHN0A5tMh2vv8tQAdfmEwVfD1AzTtO0ZHsNUBTliGOdQE+QE9AE2HDgzFARIts5/vJPUCh+DHmrhU2QAmKH2PuOjdAzO7Jw0JtPUBGJXUCmog6QGkAb4EEpTVAdCSX/5D+NUD35GGh1nQ4QEI+6NmsCjVAUiegibCxQEAijnVxG304QLUV+8vuGTxAvp8aL92kNUB90LNZ9bkzQMiYu5aQjzVAAiuHFtkONkDlYaHWNJ80QBQ/xty1hDlARwN4CyTYNEDek4eFWgM5QJVliGNdLDRAKcsQx7o4NkDwFkhQ/Kg1QC9uowG8pTlAqMZLN4kBPECBJsKGpyc6QKyL22gATzlAhxbZzvfjN0C0yHa+n0o+QMpUwaiknjdARrbz/dS4OEDLEMe6uE05QIiFWtO84ztADk+vlGW4NUDT3uALk0k6QDeJQWDlYDhAMuauJeQjPUCKsOHplWI6QG1Wfa62wjlAB84ZUdqbN0DMf0i/fc02QE7RkVz+wzhAidLe4AtTP0A17zhFRxI2QEYldQKa+DlAHqfoSC7PMUArhxbZzrc6QDcawFsgcTNAfT81XrqZNEBQ/Bhz15I0QCV1ApoIizZAPQrXo3CdMkAWak3zjlM6QMe6uI0GcC5AxLEubqOBP0A0orQ3+AI4QHsUrkfhejtALGUZ4ljHOEAMAiuHFqk6QC/dJAaBVTRAEOm3rwO3OkDi6ZWyDLE4QPOOU3QkpzRA001iEFiZMUBkO99PjdcyQFg5tMh2/j5Aak3zjlOkMkB+jLlrCRk4QD0s1JrmfTlA9UpZhjgmO0BYObTIdt4yQEJg5dAiKzpATDeJQWAFNUDSAN4CCfozQJqZmZmZiThADeAtkKCoNUAH8BZIUHw9QFCNl24SQzxASnuDL0x2PEDV52or9gc3QJZDi2znmzdAvsEXJlN1PkBd3EYDeEs2QFmGONbF3TdAh6dXyjIkOkBDHOviNso0QBSuR+F6xD1ArK3YX3bfMkBCz2bV50o2QIQNT6+U1TdAokW28/30NUBuNIC3QOI7QH2utmJ/+TVAUWuad5xCNUAH8BZIUFw6QLx0kxgERjpAqDXNO05hN0B6xyk6kns5QH6MuWsJCTxArkfhehT+OECUh4Va06w5QDJVMCqpwzRAidLe4AvDO0Csi9toAL80QBiV1AlogjhAsAPnjCi9NUCYTBWMSgpAQGZmZmZmBjVA4QuTqYJBNUClLEMc6xI4QNEi2/l+qjZAKjqSy384NUC8BRIUPwY7QB/0bFZ9jjlAOdbFbTTAN0AU0ETY8AQ3QFafq63YDzRAbjSAt0CyNEC/fR04Z0QzQJvmHafoODtAJzEIrByaM0DDZKpgVLIxQIY41sVt9C5AC7WmeceJOEADeAskKB4yQDsBTYQNrzhAbjSAt0AyO0BXW7G/7L4+QKhXyjLEwTJAw2SqYFTSO0A2qz5XWxFAQPYoXI/CVT1AMQisHFqEP0Bz1xLyQf80QKAaL90kdj5AAd4CCYrPNUD9h/Tb1yE6QJM6AU2EDTxAHqfoSC5PPEDf4AuTqbIzQPyp8dJN0jpAtoR80LN5NECGyVTBqFQ6QNobfGEy5TVAGeJYF7dxOkDo2az6XC01QBIUP8bc9TdAB/AWSFAMN0DHKTqSy281QE7RkVz+oz5Af9k9eVgINkD35GGh1nQ4QCBj7lpCTjRAyeU/pN/eOkBgdk8eFmovQHbgnBGlTTxAS+oENBGGNUBFR3L5DyksQCPb+X5qbDZA1JrmHadIL0Cxv+yePHw6QJ7vp8ZLhzBAke18PzWeOEBa9bnaiv06QAHeAgmKfzhA+zpwzojSNUBuowG8BbIyQJCg+DHm3j9Avw6cM6KUN0DkFB3J5U8xQF8pyxDHOj5Aa5p3nKLDMkC6SQwCK4c6QKqCUUmdIDtAHqfoSC7fOkAc6+I2GkA2QJMYBFYOrTtAQmDl0CIrNkBvgQTFj6EzQG3n+6nxojZARiV1Apr4M0BSSZ2AJjI2QJZDi2znOytAdQKaCBtuPECh+DHmriU4QOF6FK5HYTtATfOOU3R0OkAsZRniWDc3QNxoAG+BlDhAvsEXJlMFN0Cq8dJNYjA4QM9m1edqKzdAuK8D54yoPUBos+pztbU7QA+cM6K0RzxAS+oENBHGOEDF/rJ78nA1QCGwcmiRDTRAdy0hH/QMMED3deCcEVU8QO5aQj7oeTNA07zjFB3ZNkDbiv1l90Q8QCS5/If0azJAJLn8h/R7NEBQ/Bhz12I6QLwFEhQ/BjpAbqMBvAViN0ArGJXUCVg0QJ2AJsKGlzZAJ8KGp1e6NUAE54wo7R04QHo2qz5XqzpARdjw9EpZNkD0/dR46TY7QJSHhVrTHD5AoImw4emVLECL/WX35KE6QNbFbTSAdzhAQmDl0CKrPEAc6+I2GvA7QMsQx7q4fTZA78nDQq1ZOkC4QILix8g4QB04Z0Rp3zlAFNBE2PDkNkBIv30dOFc3QMBbIEHxozZAQs9m1eeKOkDYgXNGlIY3QDxO0ZFcPjZAukkMAitHOkCGyVTBqEQ0QD7o2az6bDhA0NVW7C/rP0A2PL1SliE5QATnjCjtrTRAduCcEaVdOUDYgXNGlAY2QA3gLZCgCDxAtFn1udoiQECSXP5D+u05QBueXinLwEBA48eYu5bQM0DImLuWkL86QM4ZUdobvDtA4lgXt9GwPUCEns2qz6U6QNuK/WX35DlAvjCZKhgtQUCUh4Va06w9QMcpOpLLvzlAejarPlf7N0D4U+Olm/Q7QFafq63Yfy1Abef7qfGiNkAZBFYOLeI3QNPe4AuT6ThA3NeBc0Z0M0A+eVioNaVAQInS3uALMzhAFR3J5T+EPEAFo5I6Ab1BQN/gC5Op0jRAUiegibDxPkBWn6ut2K8+QNnO91PjxThACD2bVZ+bOEDChqdXypI0QO0NvjCZqjtALpCg+DE2OUCSy39Iv407QJp3nKIjmTZAyxDHuriNOEByio7k8t82QMpUwaik7jRAryXkg57NNkBrK/aX3VM+QGuad5yiAztAarx0kxj0N0B24JwRpe07QBKDwMqhNTxATDeJQWBFN0ArhxbZzgc8QKg1zTtOAUBAbqMBvAXCOEB7gy9Mpmo5QAu1pnnHaTpAAJF++zrAOUAQWDm0yIYzQAg9m1WfKzhAUiegibBRPEDZX3ZPHpY0QPXb14FzhjdAWvW52opdN0D8GHPXEiI1QCDSb18HTj1AmN2Th4WKOUBvEoPAygE5QPyp8dJNQjVA4umVsgyRN0BMpgpGJdU3QN0kBoGVkzhA0LNZ9bmaPkDhehSuR0EuQPyp8dJNwjlA54wo7Q2uOECxUGuadxw0QCKOdXEbfTZAGsBbIEExPECkcD0K1/tAQBlz1xLyUTdAH4XrUbhuNUDgnBGlvRE5QPvL7snDEjVAZ9Xnaiv2PUBuNIC3QGI2QOPHmLuWmEBAYcPTK2WpNECq8dJNYoA1QD/G3LWEjDlAY3/ZPXlIOkDByqFFtjM0QIQNT6+UFThAyAc9m1X/MUALRiV1Aho/QC2yne+nBjlAlrIMcaxLP0BOYhBYOTQ3QN4CCYof0zhARwN4CySYOkCb5h2n6Ig3QHWTGARWbjVAylTBqKSONUDP91PjpVs2QDY8vVKWwTZA4lgXt9GANEDHKTqSyw80QMzuycNCnT5AJLn8h/Q7OEC1N/jCZIo3QK1p3nGKri5ArIvbaADPMkCitDf4wkQ3QFafq63YXztArkfhehTeNkAIPZtVnzs3QCBj7lpCrkBAFvvL7smLQUCIY13cRhM3QPRsVn2uNjpAFvvL7sljO0A+6Nms+qw2QL7BFyZTJTVAOdbFbTSwOEBCYOXQIss8QI/C9ShcXzhAdQKaCBvOQEAAAAAAAHA2QEXY8PRKqTpAumsJ+aAXN0CeXinLEBc4QLyWkA96RjZA78nDQq15OUDbiv1l9+Q5QPhT46WbZDlAVcGopE6QNkBmiGNd3PYwQFXBqKROIDZAsAPnjCgdOkAXt9EA3tIyQPyp8dJNAkBACfmgZ7NaNEAr9pfdkyc4QE7RkVz+IzZAl5APejZrOUCh+DHmrtU7QPLSTWIQuDlAkDF3LSH/OUBeukkMAvs+QBzr4jYa4DRAC0YldQIqNUCeXinLENc1QMWPMXctYTlANIC3QILyMECBlUOLbOc2QCnLEMe6yDVAlrIMcazrNECn6Egu/5EzQMsQx7q4nTdArfpcbcXuOEBd3EYDeGsxQDarPldbMTlAC7Wmece5OUBSJ6CJsDE3QMdLN4lBcDVA/7J78rCgMkB5WKg1zcs7QDcawFsgYTdAFmpN847zNUDChqdXyiI1QJCg+DHmTjRA1XjpJjF4M0AWak3zjiM5QNJvXwfOKTdAj1N0JJePMUADCYofY540QGDl0CLbeTxA3GgAb4F0OkARNjy9UgY2QCS5/If0Wy1AyxDHurhtOkBgdk8eFuo2QN6Th4VacztA3nGKjuTSNECFfNCzWUU7QDeJQWDl4DtAJ6CJsOGJOUBuNIC3QHI3QBueXinL0DpA5q4l5INeOkBQjZduEvMzQHh6pSxDfDtA/Knx0k1SOUC4rwPnjEg2QGPuWkI+GDNAqRPQRNjQOkDu68A5Izo1QPCnxks3WTxAuK8D54xIO0Dwp8ZLNzk6QP5D+u3r0DhAFYxK6gQ0NECGWtO84+Q7QKFns+pzdT5An82qz9XWOkCI9NvXgbM4QJjdk4eF6jtA07zjFB2pOUDpJjEIrMw+QE7RkVz+EzhAeekmMQg8N0CQMXctIb84QI4G8BZI4DtANIC3QIJSNUCrPldbsZ87QPwYc9cSMjtAvsEXJlOVNUDKVMGopL4zQDPEsS5uEzdAVTAqqRMANUC5jQbwFmg9QDSAt0CCwi9AhlrTvOOkOkDx9EpZhpg2QPkP6bev0zdADk+vlGUIOECOdXEbDTAzQC9uowG8RThABOeMKO3dOUDyQc9m1Zc/QKpgVFInQDhAB/AWSFCcOkCqglFJnSA3QAskKH6MOTtANBE2PL0SOUDSAN4CCdo5QNGRXP5DqjhAeAskKH48P0DfT42XboI7QDMzMzMzAzZALNSa5h03M0BX7C+7J/82QFFrmnecQjZAnRGlvcH3O0AyVTAqqbM8QDJVMCqpYzVAc2iR7XzPN0CVZYhjXcRAQJhMFYxKGjRASgwCK4dWLkA1XrpJDOI7QDPEsS5uwzdAgSbChqcHNUBBguLHmDs3QKfoSC7/ITtAdy0hH/T8O0D1SlmGOKYwQBWMSuoEFDVAZohjXdz2OUBPHhZqTfM0QAfwFkhQ3DxAFNBE2PAUNkAydy0hH8QwQA1xrIvbSDhAi2zn+6kBNEASpb3BF9Y0QPOOU3QkpzpAnMQgsHJ4OEAsZRniWOc4QGEyVTAqCTVAvp8aL90kMkC/fR04Z7Q1QB6n6EguTzpAYcPTK2WJNkBhMlUwKvkzQLprCfmgRzhA4XoUrkcxOUDLEMe6uC06QH6MuWsJuTtAoImw4ek1N0AqqRPQREg4QNNNYhBYGTRAfh04Z0QpO0CXkA96NpsyQFtCPujZzDVABcWPMXf9NUBWn6ut2M80QILix5i7tjdAKcsQx7rIPEBn1edqKzY1QIy5awn5UDxAjnVxGw1AN0C9UpYhjsU5QNqs+lxttTdA/tR46SbxO0B4nKIjuYw0QP5D+u3rcDVAsp3vp8ZLMkChZ7Pqc/U7QBNhw9MrdTtAR3L5D+lXNkAg0m9fB340QCntDb4wGTJA6Nms+lyNNUBRa5p3nFI3QMUgsHJo0TpAxY8xdy0pQEB5WKg1zZssQPvL7snDsjJABhIUP8ZsN0A8vVKWIR48QK8l5IOejTxA1zTvOEXnNUCmCkYldSI0QLdif9k9OTVAaW/whcm0K0CDwMqhRXY8QEhQ/BhzxzZAWvW52oo9O0ALRiV1Aqo7QKJFtvP9tDJABFYOLbJNNkDdtYR80EM4QH/ZPXlYKDtAseHplbLsNEDufD81Xgo2QMl2vp8azzxAHOviNhqgPECBlUOLbBcxQGHD0ytl+TtAmpmZmZlZPUC4HoXrUSgyQJqZmZmZuTVAzO7Jw0LNPUCx4emVsrw7QIBIv30dCDtA4zYawFuAPkDjpZvEIGA/QOcdp+hIHjVAZmZmZmaGNkALtaZ5x3kzQGUZ4lgXVzpAObTIdr7vPEA4Z0Rpb/A0QKyt2F92rzNAmggbnl5pOEDufD81Xso0QOM2GsBbMDZAY+5aQj5INUCvJeSDnj06QLHh6ZWyzD5AylTBqKR+MUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"844\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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EBpHVVNEDUUQCntDb4wWQlAfhghPNq4/D/tnjws1PoTQAgDz72HiwlAI/PIHwx8CkDiBnx+GGEJQDoGZK93fxJAQUgWMIE7E0A4+MJkqqAWQNRDNLqDmA1ApI0j1uLTEUAteNFXkEYQQMU9lj50ARRA/RNcrKhBCUDYuz/eq5YDQIrIsIo3svw/avZAKzCkAEBlx0YgXncTQGiR7Xw/tQhAyCQjZ2GPA0C7uI0G8FYVQPg2/dmPFAlAcM6I0t6AEkBHVRNE3YcKQEbOwp52eA9AQs9m1edqAkADz72HSw4OQDzaOGItPgJADhDM0eO3D0Dpt68D5wwPQCVYHM78ChRAGOyGbYuyEEBt5/up8dL1PxzTE5Z4IBRAeZJ0zeTbFUAP1v85zNcKQOtztRX7iw5AgbIpV3iXBEAJOIQqNXv4PwyTqYJRyf4/lDDT9q/sF0BYVpqUgm4RQFDHYwYqYwlAmGn7V1baF0Df/fFetbLyP9fAVgkWRxBAN/3ZjxQxGECRLGACtw4RQIKo+wCktgpANQcI5uhxEUAUIuAQqpQGQCxIMxZNhxNADDz3Hi75AUBqvHSTGAQDQGlSCrq9pA1AV3iXi/jO8T/n49pQMQ4LQErSNZNv9g9AkrOwpx0+CEAFo5I6Aa0QQMxiYvNxrQdAsAPnjChtFECp2QOtwNAKQCRiSiTRCxRA/cHAc+8hEkAIWoEhqxsOQML4adyb3+s/ob36eOg76D+emPViKKcVQBaHM7+aoxBAoblOIy3VB0AAqU2c3K8QQDf92Y8U8RBALxfxnZj1AEC1FfvL7gkRQAmKH2PuWhNAsmg6Oxmc+j+693DJcWcGQIxK6gQ0kQ1A1zTvOEWHFEBYxRuZR74DQJ5eKcsQJxVAgv+tZMemF0BmoDL+fYYKQM9J7xtfGxdAJxQi4BDqA0BuizIbZFINQAiPNo5YCwVAIZOMnIW9EUDDDfj8MIIOQO27IvjfSg5AxlBOtKsQDUBwzojS3uARQNAn8iTp+hVAzAuwj07d/D/GUE60qzAaQGjLuRRXFQlAqmVrfZGwEEB1H4DUJk79PwtGJXUC2gZAQj7o2ay6A0BUUiegifATQIyEtpxL0RBAaqSl8nbEBEDxgLIpVzgLQOM2GsBbwBdA+Q/pt6+jEkCeDI6SV4cRQD0P7s7arRFAzse1oWLcBkAk0csollsOQOz6BbthuxBAzHoxlBMNFkAUlnhA2VQHQOl942vPLBBAsmg6OxkcDEADlfHvM64EQO2BVmDIqgxAHXdKB+v/DEAPC7WmeUcNQKMBvAUSVBhAJH8w8Nw7B0CpE9BE2HD/PyPzyB8MPBBABFYOLbIdDUDymIHK+LcHQCf3OxQFOgBALA5nfjXnFEChuU4jLdUGQFK4HoXrkQhAVvFG5pGfFUDfT42XblIIQBjshm2LMvo/ldQJaCIsCkA7qpog6v4QQNyAzw8jBAdA/Bhz1xKyB0D1nPS+8TUDQCx96IL6FgRAieqtga0SEEB/pIgMq/gVQLByaJHtPBNANUbrqGoCAkCSPxh47n0DQBGq1OyBVg1AesISDyh7GUC5iO/ErPcXQOJYF7fRAAxAW3wKgPEMBEC3RZkNMokIQEGfyJOkqwpAti3KbJCJCkDzWZ4Hd6cRQM7Cnnb46xJA5NpQMc6fEkByio7k8v8SQOMZNPRPMBBApTFaR1WTAkDxaOOItXgVQLD+z2G+PBBAwkzbv7LyE0ASg8DKoSUUQDAvwD469Q5Az4O7s3Zb9j/Q1sHB3kTtP/rt68A5YwRAK2owDcPHDEB5knTN5JsMQNWytb5IaAtAkGtDxTg/C0Bq3nGKjuQKQG1zY3rC0g1AeJyiI7k8AEAZBFYOLfILQASQ2sTJPRFAdjdPdcjtEUC/mgMEc7QNQNzXgXNG1A1AofMau0S1AkBfQZqxaJoTQFQAjGfQUPw/3BFOC150A0C7Jw8LtSb6PzRo6J/g4v8/S3ZsBOJ1E0D5LM+Du3MSQP59xoUDofY/8KKvIM3YBUCbG9MTlvgCQKz/c5gvrwxAlnhA2ZQrDkDrqGqCqLsKQLX9KytNygxA26LMBpnk9T8OSphp+9cFQJAUkWEVb/0/zxQ6r7FL9T+pMLYQ5AAQQGQ730+NlxZA2jhiLT6FB0BSLLe0GtILQAEYz6Chf/g/Df0TXKyoCUBlcJS8Okf9P4SezarPlQdAqAAYz6ChAEDAlezYCAQLQLt+wW7YFhdAoijQJ/KkDEDBkNWtnpMMQMfXnlkSoAlAWWlSCrq9/j8czvxqDjARQP/nMF9eAABAXhH8byW7D0DkMQOV8a8AQEX11sBW6RFA3sg88gdDDEB2Tx4Was0MQDdUjPM3gRVArmTHRiDeBEAV4/xNKKQSQMP1KFyPggBAOe6UDtY/BkCNtFTejjAPQD55WKg1jRBAraOqCaIuDkCFfNCzWfUJQJq2f2WliRJAuK8D54wIGUANGvonuHgTQKpIhbGFIAdAmus00lIZFEAqdF5jl2gLQGZrfZHQVg5AvhOzXgwlEUDqeMxAZbwCQKQZi6az0w5Aa4Ko+wCkDUDEsS5uo+ESQI8ZqIx/3w9A4nX9gt0wE0D+1HjpJpESQBBYObTINhRAG/UQje7gDECfdvhrsgYSQLu4jQbwFgxAQWX8+4yLCUB0JJf/kL4KQHEgJAuYgBJAGyrG+ZuQCUBtc2N6wjIWQJVgcTjzawtAo8wGmWSkCUDhC5OpgjEQQFXBqKROQAFA3nahuU5jCkASvYxiucUQQPksz4O7MwNAfAqA8QwaCUA+0AoMWZ0IQE2EDU+vlAVA8rVnlgSoD0BI/mDguVcUQGE3bFuU2QZAjWK5pdXQDkAtJjYf1wYBQD24O2u3nRFABW7dzVOdEEBtHLEWn4L6P9/DJcedEhBAqkiFsYXgEkA8iJ0pdN4QQIJzRpT2BhRABg39E1ws+D/cY+lDF5QJQCRiSiTRiwJApYP1fw5zCUC30QDeAkkLQC2VtyOcFgVAcJS8OsfADUCAn3HhQMgOQDLmriXkYxRAcxHfiVlvDkB2MjhKXp0KQED7kSIyDBNAB0KygAkcCkDXNO84RWcUQLR224XmuhRAxoUDIVmAF0DCEg8omzIMQKZEEr2MYhJAC0YldQLaDUBjRQ2mYbgQQJ8fRgiPNg9AWBzO/GquE0BPr5RliGMHQPzjvWplohBAZfz7jAtnFkDUYBqGj0gRQG5uTE9YYglA7yB2ptA5F0ClvcEXJnMQQHyb/uxHSgpAX5hMFYxKCEDS4/c2/dkEQANgPIOG3hZAMlpHVRNEDECvX7Abtq0QQPfMkgA1NQxASMSUSKI3GkDbp+MxA9UKQCtqMA3DhwtApwUv+gpSBUBq2VpfJDQKQJWCbi9pjP8/Z+22C821BUC7uI0G8FYNQFFrmnecYgpAS7A4nPmVEkAYsrrVc/IbQB4bgXhd/wJALsVVZd+1EUBCYOXQIlsTQFDCTNu/MhBA0jWTb7a59j9g5dAi23kHQHFa8KKvABVA0qkrn+V5BkDuJY3ROioSQPKwUGuaNw1AQ/8EFysqE0Av3SQGgVUJQHYaaam8nfw/ba0vEtryDkBAh/nyAqwQQC4EOShhpgFA0T/BxYoa9z8Uyy2thuQTQMwolltajQpAR1oqb0c4E0Cz74rgfysHQGtlwi/10xFAcF8HzhmREEC2LcpskAkJQBzw+WGEkBBA1jkGZK9XEUAFqKlla70MQBo09E9wsQNAXTP5ZpubFkD1oQvqW2YaQMQI4dHGEQ5AXFoNiXvsCkBSYWwhyGERQL0Yyol2VQhAZapgVFLnDkBcVfZdETwQQKAaL90khhJApb3BFyaTDkC3XWiu04gKQCHNWDSdHQFA/yH99nXgEUBEqFKzB5oCQAZHyatzTANAlNkgk4xcE0BeaK7TSIsGQN3vUBToEwlAwhIPKJuSFUDePNUhN0MPQO7rwDkjighADeAtkKD4BUCqK5/leXAPQFzmdFlMDBZA+Um1T8cjDkCEEmba/tUJQHfbheY6zRBAWmYRiq2g7D/t0/GYgQoFQLAbti3KLA1AxHx5AfZRCUAPuRluwCcJQBkcJa/OcRNAmyDqPgCJEkCQ2sTJ/c4OQNTUsrW+yPU/kZvhBnw+EkAGKuPfZ9z8P6RTVz7LcwdAahg+IqYEC0AQejarPhcXQI/k8h/SbwhAUFPL1vpiCUAH0zB8RAwNQFRvDWyV4A9AN2xblNlgFEApyxDHurgDQFOzB1qBofs/Xb9gN2x7E0Co4zEDlREVQPilft5U5ABATtGRXP4DC0A5nPnVHCAJQKTC2EKQoxBA4jsx68VQC0ChEAGHUGUOQLH5uDZUDBJAkSxgArduFEBUAIxn0HAXQNu/stKk1BZAfhghPNq4DkBxPQrXo7AWQPG6fsFumANAz6Chf4ILDUBi26LMBnkUQK6BrRIsDglAOiNKe4NPEUDv4ZLjTskSQAwCK4cWGRFASkG3lzSGDUBRoE/kSRIQQC7FVWXfVRNA1y/YDdtWDUD7eVORCmMQQP6arFEPkQ9AjQsHQrJAD0B+AFKbOJkVQJg0RuuoChZAyZOkaybf0z/LnC6Lic0LQGR1q+ek9xRABmSvd388F0AKhQg4hOoQQPc7FAX6RPw/MNgN2xalD0Dl0CLb+X78P+KvyRr1kPg/XwzlRLsKBEC7Jw8LtQYRQC7nUlxVtg1AhZSfVPu0DUAUyy2thkQQQFc+y/PgrgxAucfShy4IFEDTE5Z4QFkRQNb/OcyXFxBAnYAmwoanAkDXL9gN2xYFQJ+T3je+VhBA1jkGZK93CEAh6j4AqU0LQE8GR8mrcw5AXMmOjUD8DkCcxCCwcqgIQGiWBKipJQxAH0sfuqC+9T+TxmgdVS0RQISB597DxRJAg92wbVFmCkA0ETY8vZIIQKyt2F92rxJATTJyFvY0BEAFUfcBSO0OQKtbPSe9DxFAIEYIjzbOD0ATfqmfNxUNQNatnpPeFxFAHOviNhpABUCfAmA8g4YJQKVOQBNhwwpA6KT3ja/9GEDzk2qfjkcCQNieWRKgJvE/yAvp8BDG2D9SYWwhyMEKQJhRLLe0mhFAPKWD9X8ODkAw9fOmIhUNQLHc0mpI/BBA9MMI4dEGBUBvu9Bcp5ELQNHoDmJnighAUWuad5ziAkCDo+TVOWYRQJHyk2qf7hJAcvkP6bfPEEDoTUUqjI0SQGB2Tx4Wqg1Ap8tiYvMREEDT2cngKHkHQNejcD0K1wdAeJyiI7lcGkCKPEm6ZhIVQK93f7xXTRRARl9BmrEoEUCs/3OYL+8aQIYb8PlhRA9ADk+vlGUIB0B65A8GnrsJQIP6ljldlvk/Wp4Hd2eNEECsOUAwR08RQC3Pg7uztgdATmIQWDnUEUC1/SsrTYoOQBXGFoIcFBZAjswjfzCQE0AnTu53KAoBQE7udygK9AtAHAjJAiZwFEC3ek563/gOQEmil1EslxFAb2Qe+YNBA0DNI38w8BwBQKp9Oh4z0Pg/IhrdQeyMCUA8TtGRXP77PyYZOQt7WghAzHoxlBNtAEBwtrkxPWEJQMSZX80BwglAw7ZFmQ2yF0DsL7snD4sIQEmil1EsVxFA3zKny2KiDUDZsRGI13UOQL7e/fFedRBAJgFqatn6EEDgZ1w4EJLePyqpE9BEmBZAHm0csRZfCUDAz7hwICQNQLIubqMBvA9ARN0HILUJDUCZ9WIoJ1oMQIsyG2SSEQdA5EnSNZOvDkB/EwoRcEgZQMTOFDqv8QtAnuqQm+HGE0B/h6JAn0gMQEQX1LfMaQBAyeU/pN/eEUCxUGuadxwKQJNvtrkxnRNAkdWtnpP+FkAAV7JjI5D/P+WzPA/ubhZA5/up8dKNDEAIclDCTBsHQHO6LCY2n/Y/YU87/DUZFUCO6QlLPOAKQBb7y+7JAxBArOKNzCP/CkAFUfcBSC0KQG6jAbwFUhNAVcGopE5ABUAFacai6QwQQEzD8BEx5QlA6s9+pIjMDkAVjErqBLT3Px1aZDvfjxNAtRoS91i6DUAVjErqBDT0P7lwICQLWAtAUps4ud/hEECGrG71nHQFQGba/pWV5gpA8zy4O2u3AEDMRXwnZj0QQBn/PuPCIRRASbpm8s22FEBNvtnmxvQLQHkGDf0THBNAkzXqIRrd9D/PoKF/ggsSQAT/W8mODQpAgUOoUrMHE0DD0ytlGQIVQA+XHHdKxwxAFcYWghwUDUAF+kSeJP0SQIy+gjRjEQpAmpmZmZlZA0D0wwjh0SYSQEgbR6zFZwpAzzEge707CkCSrpl8s838PwmnBS/6qhBA5QrvchGfCkCfceFASNYHQCYZOQt7Gg5ADhXj/E1oE0CLNzKP/MEOQIyhnGhXoQ9Ax4Ds9e7vEEDEQq1p3vECQME5I0p7YxBAodY07zjlE0BnLJrOTgYFQCf3OxQFOghAelORCmMLFEDY0w5/TfYVQOfj2lAxDg5AM9yAzw/jBUDrbp7qkFsSQMWPMXctoQ5AmC8vwD66CUDj32dcONAQQDQuHAjJQg5AiZgSSfTyBUCi7gOQ2gQJQD+p9ul4zAhAfbPNjenJDUC6MT1hiUcPQNjYJaq3RgpAowG8BRKUC0CZnrDEA6oQQF4u4jsxKw5ALQlQU8u2FEDqIRrdQewZQB8uOe6UzgxAzQGCOXq8D0Cph2h0B/ENQKOvIM1YNAZA7FG4HoWrC0DBrbt5qgMTQFqBIatb3RVA8Irgfyt5E0CDaRg+IiYRQNTUsrW+iAZALT4FwHhGE0C94xQdycUTQLgehetReBpAgsXhzK/mEEBi1ouhnOj0Pwqd19gl6hdAml/NAYI5FkDqeMxAZZwQQD81XrpJbBNAscQDyqbcCUD9ag4QzNEQQB+F61G43gpAW9O84xQdEkCAK9mxEQgGQJEPejarPgpAodtLGqP1/T/cY+lDF1QEQB4Wak3zzgxAWvCiryDtE0DMf0i/fd0RQPT4vU1/thNA/Bhz1xIyDUBeS8gHPdsSQIqw4emVMvQ/aam8HeE0BkAZBFYOLXIPQJMYBFYODRFAXI/C9ShcEUAWwf9WsoMVQINpGD4iJhNA8Uv9vKnIDUBiSiTRyyjwP80Bgjl6XBVAUORJ0jUzE0CE9X8O8+UYQB6KAn0iTxBAI9v5fmr8C0DrkJvhBrwJQAR1yqMb4e4/DvPlBdgnEUByxFp8CkAVQG05l+Kqcg5A3QcgtYkzFkAr2bERiFcOQEDZlCu8iwtAEAaeew8XEUAMHxFTIkkLQGzsEtVbAxBA1c+bilSYB0Bjf9k9edgNQErSNZNvdgtA529CIQLOEkCbIOo+AKkRQHB31m67kAZA9YQlHlAWEUB+Oh4zUFkJQMTr+gW7Yf4/k+NO6WB9CEDUt8zpshgHQEPKT6p9uhBAmzi536GIEECnrnyW50ENQF3Ed2LWSw5AqIx/n3FBFEAK9Ik8SToCQNz0Zz9SxARAJxQi4BCqBEDImLuWkA8JQFWkwthCsBBAMA3DR8RUEEDh7qzddgEQQOz6BbthmxZAOBCSBUzgBkADste7Px4PQLcLzXUaCRFAkDF3LSH/EEDElEiil1ESQDAvwD46tRFAlE25wrucBEDytWeWBCgPQCAMPPce7g1Anx9GCI92DEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"846\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"847\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"848\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"852\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"853\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"855\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"857\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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sUbgehZNAQMPTK2UZ8jtAdCSX/5DeOUAdWmQ73w8/QEGC4seYuz1ACmgibHgqPkA6kst/SC9BQNJvXwfOyT5AeqUsQxx7PkB5WKg1zds+QKmkTkATITxAeHqlLEO8N0CvlGWIYz03QNBE2PD0QkBA6Gor9pf9P0C7Jw8LtTY+QIiFWtO8UztA/kP67esgQUBxGw3gLThBQDLmriXkszxAiUFg5dCSO0CRfvs6cE4/QApoImx4ij5AnKIjufxXQUDo2az6XE0+QFyPwvUofEFA/Knx0k2SPEASpb3BF+5AQJF++zpwXj1AWRe30QBuQEBLWYY41j1AQKJFtvP9VEBAEOm3rwOfQEA/V1uxv5RCQMNkqmBUMj9AEce6uI12QUASg8DKoTU9QDXvOEVH4j5AlPYGX5gMQ0A7cM6I0jZDQBIUP8bcXUFAV+wvuyfvPkBbsb/snvw8QDBMpgpGVT5Aj1N0JJcvQkDu68A5I0o8QAFNhA1PPz9A6pWyDHEUQEAZ4lgXt0FAQJkqGJXUyT9A2c73U+NVQUDpt68D5+xAQPH0SlmGCEBAdCSX/5AWQUBN845TdAxAQDPEsS5u+0BA1zTvOEUfQ0Dc14FzRjQ9QPYoXI/CvUBABFYOLbJ1QEDecYqO5FI/QNk9eViopUBAETY8vVJmQUCmCkYldYpBQOm3rwPnJEFA7FG4HoV7PkCppE5AE7lAQDlFR3L5Pz5AwFsgQfHDO0CjAbwFEoQ+QNIA3gIJGkRAgLdAguLHQkBOYhBYOXxEQMNkqmBUukJAEOm3rwOnQ0B4nKIjufw6QJayDHGsuz5AufyH9Nt/Q0DBqKROQONAQA4tsp3vVzxA2IFzRpQuQEDjx5i7lrBCQGRd3EYDeEFA07zjFB0hQkAK16NwPSJAQCh+jLlrCUJABaOSOgFdQkDy0k1iEFhCQB/0bFZ9njxALpCg+DFWO0B/arx0k4BDQJCg+DHmbj5AqDXNO045QEC5jQbwFtg7QBB6Nqs+R0BAXW3F/rLzQEDek4eFWhtAQOeMKO0NrjtAPE7RkVwGQkA3GsBbIBFBQNJvXwfOGUBAB/AWSFAMQEC8lpAPejZAQKfoSC7/iUNAG55eKcu4QUA7cM6I0l45QPOOU3Qkf0BAOwFNhA3nQkCGONbFbbQ7QCV1ApoIuz9AfT81Xrp5QUA+6Nms+mxDQOxRuB6F80JAXf5D+u3jQUB0RpT2BqdBQH/ZPXlY6EFAarx0kxgUQ0C7Jw8LtQ5GQJjdk4eFYkFAo5I6AU3UPkD67evAOXNEQNCzWfW5ckFAio7k8h+SQkCY3ZOHhZJAQERpb/CFgUBAiPTb14FbQEBXW7G/7P4/QMBbIEHxK0RApN++DpxDPUBn1edqK8Y9QGiz6nO1pT9AzqrP1VYURUDtnjws1HJDQF3+Q/rtu0RA8rBQa5pXQUD+ZffkYVE+QJ88LNSaHkFASOF6FK63PUCt+lxtxfZCQPd14JwRJUVAV+wvuydfQ0ChZ7Pqcw1DQCbkg57NMkVA8tJNYhAoQUBxPQrXowBBQEp7gy9MjkNAw2SqYFSCPECVZYhjXSRGQPYoXI/CnUFA7C+7Jw/LQEBy+Q/ptzdAQLWmeccp+j9AzF1LyAflQ0DMXUvIBwVEQMRCrWneYUNAgQTFjzFXQUBrK/aX3cNBQKyL22gAX0JATx4Wak0TREDOGVHaG9RAQMcpOpLLn0VAryXkg54tQ0COBvAWSNBDQHL5D+m3x0FAbef7qfEyRECAt0CC4vc9QBgmUwWjckNAuY0G8BbYQ0Doaiv2l10/QPMf0m9f90FASFD8GHO3RUCq8dJNYrBAQOXyH9Jv90RAsHJoke0sREA51sVtNOhDQKK0N/jCBD5AXrpJDALbP0BkzF1LyGdDQCJseHql3D1A4XoUrkdRQkD+1HjpJtFAQCnLEMe6EERAY+5aQj4gQ0CXkA96NjtCQEjhehSuL0BA/kP67evwQECamZmZmTlBQLKd76fGO0ZA6Gor9pfFRUCjkjoBTSQ/QJ88LNSankJA7Z48LNRiQkAkl/+QfmtEQPVKWYY4/kFAU5YhjnX5QkDTTWIQWFlDQH4dOGdE8UFAg1FJnYAeRECyne+nxoNEQLRZ9bnaCj9AlrIMcawzRED1udqK/R1AQJ7vp8ZLZ0BAdCSX/5D+QEDu68A5IxpCQIofY+5agkJA3EYDeAscREC6awn5oL9DQB/0bFZ9pkRAq8/VVux3QkAUrkfheoRCQAfwFkhQtEFAMEymCkYFREBqvHSTGNRCQGq8dJMYJENADJOpglHJRkDKVMGopHZDQMZtNIC3KERA0gDeAgliRUA/NV66Sdw/QHZPHhZqHUBASgwCK4dmREAPnDOitF9EQIj029eBi0NA78nDQq3RSEApXI/C9ZhEQIts5/upYUJAZ9XnaivWQUAu/yH99n1DQGTMXUvIV0RAoWez6nNNREDYgXNGlM5AQAkbnl4pK0FA0SLb+X4KQ0BVMCqpE2BBQFvTvOMUtURAcM6I0t5gREBUUiegifA/QCGwcmiRpUNAtFn1udpyRECY3ZOHhbpBQKOSOgFNDEVA6+I2GsArQ0ACK4cW2YZDQMiYu5aQj0BASL99HThXRUD129eBc4ZEQCh+jLlrwURAveMUHcmFQ0BaZDvfT01EQCv2l92TL0JA001iEFgxREBDHOviNvJBQKRwPQrXe0RAt2J/2T2ZQ0AAb4EExSdAQF5LyAc900FAMLsnDwv9Q0D/snvysFBAQDvfT42XrkJA+1xtxf4aQ0Cze/KwUMtCQFZ9rrZi70BArBxaZDt3RkDVCWgibLhEQJf/kH77QkJApU5AE2ErRkBm9+RhoRZEQFUwKqkTmENAUPwYc9caQ0DChqdXygpCQNxoAG+BnENAaQBvgQTNQ0DhehSuR5FDQHWTGARW1kZAqvHSTWI4SEDvycNCrZlHQAFNhA1Pn0NAwTkjSnu7QUDjNhrAW1hBQMnlP6Tf/j1Al/+QfvuaPkBO0ZFc/lNBQCV1ApoII0RAPE7RkVwGRkCpE9BE2BBBQARWDi2yPURAMlUwKqmrQ0CDwMqhRV5FQKfoSC7/GUVARwN4CyQIQEAMAiuHFok/QMSxLm6joUVA30+Nl24aREDZX3ZPHpZEQDeJQWDloENAI0p7gy+0REAofoy5a7FEQCzUmuYdn0NAuycPC7UWRECJ0t7gCzNCQJZDi2zne0NAGJXUCWiqQECutmJ/2b1DQKyL22gA10FAjErqBDTZQkBSSZ2AJlpDQAAAAAAASERAuycPC7V2QUDFjzF3LalGQPRsVn2uTkVAirDh6ZXyRUBDHOviNipGQH/ZPXlYiERAzH9Iv31VQECL/WX35KlFQLMMcayL+z9AufyH9Nt/QUDF/rJ78uBEQNjw9EpZfkZAFNBE2PD8QECaCBueXjlBQMBbIEHxM0RA5x2n6EjuRkDKMsSxLk5CQMdLN4lBcEJAfT81XrqRQUDHuriNBvhDQFRSJ6CJsEVAduCcEaX9P0AJG55eKbNCQEjhehSuz0JAveMUHclNREDG3LWEfJhDQJvmHafoUENA1sVtNIAPRUCGyVTBqLRAQH/7OnDOkEJAgZVDi2zPQ0BMN4lBYM1HQNcS8kHPJkJAIo51cRtNSEBEaW/whTFGQAN4CyQoDkhAguLHmLvWQ0D3deCcEc1AQH6MuWsJIUVAe4MvTKYCR0CrPldbsW9FQIY41sVtTEJAT6+UZYh7Q0Bgdk8eFqpDQBKDwMqhBT9Ah6dXyjLERkBU46WbxHhDQEOtad5xekZAw2SqYFT6Q0Dy0k1iEMhCQOCcEaW90URAQmDl0CJLQUBF2PD0SsFBQAu1pnnHwURAW9O84xQtRECV1AloItRGQOqVsgxxxEJA+FPjpZvkR0BfB84ZUcJFQAskKH6MOURAldQJaCJ0Q0BUdCSX/yhFQPmgZ7Pq20NAMQisHFo0REDoaiv2l81FQPH0SlmG8EVAIGPuWkLeQkD5oGez6tNFQOM2GsBbYERABoGVQ4tERkAaUdobfHFEQDJ3LSEfPEFAIv32deDUQ0C+MJkqGPVBQMx/SL99LURAz/dT46VTRkDRkVz+QyJDQEI+6NmsMkFAg1FJnYCWP0A3iUFg5ehEQAn5oGezUkNABcWPMXcdQ0DQRNjw9GJEQMWPMXctSUVA3pOHhVqjR0A7AU2EDedEQH/ZPXlYcEFAGeJYF7cBREBq3nGKjtRFQJM6AU2EVURAiGNd3EbjQ0DSb18HztFEQJkqGJXUOUVArIvbaABfQECu2F92T1ZDQCEf9GxW7UZAZ0Rpb/C9RUCDwMqhRTZDQClcj8L12EVAayv2l90DQkCRfvs6cPZEQHbgnBGlhUJAvAUSFD/WQkDmriXkgz5BQFafq63Yz0JAwhcmUwWbQkArhxbZzk9IQCNKe4MvVEZAYOXQItvpRkC4rwPnjJBBQDAqqRPQdENAklz+Q/qtRECJQWDl0JpFQIv9Zffk+UdASFD8GHO3R0DpJjEIrAw9QP5l9+RhSUFAJQaBlUPTQ0AjSnuDLyxEQI/k8h/Sh0dAPE7RkVw+REBZF7fRACZEQBsv3SQGAUNAcRsN4C3wREAnoImw4UlGQLyWkA96XkJAM8SxLm6rRUDb+X5qvHxFQH0/NV66gUZABTQRNjxtSUD2l92Th8VEQCgPC7WmkUJArthfdk82RUB4CyQofkxHQC/dJAaBrUVAU5YhjnUxREDLEMe6uNVDQK5H4XoUlkRATtGRXP7jRUB/+zpwzvhGQCbkg57NGkVAkxgEVg5dQkCY3ZOHhRJEQO/Jw0KtKUVALSEf9GzWQkDyQc9m1Q9FQKfoSC7/6UJAAwmKH2OOQkBNhA1Pr1RHQLU3+MJkOkJAvJaQD3o+QkAofoy5a0FDQAMJih9jPkBATRWMSup0QkBYObTIdmZDQPyp8dJNskZAVOOlm8QQRkD6fmq8dHNEQAtGJXUC6kVA9P3UeOlGRkBz1xLyQSdFQLhAguLHYEJAJ8KGp1cKRUA6I0p7g49EQGkAb4EEZUJAyxDHurjVRkDsL7snD3NCQK+UZYhj/URAxyk6kstnQECSXP5D+qVGQPVKWYY4nkNA6+I2GsBjRkCvJeSDnjVCQD0s1JrmhURA9UpZhjieQkAFo5I6ASVFQJ88LNSaJkRAUrgehevhQUBAE2HD0+NIQEp7gy9MrkRAldQJaCLsQ0ABTYQNT8dGQBE2PL1SzkFAg8DKoUX+Q0CeXinLEKdFQHKKjuTyt0RAtaZ5xylaRkD5D+m3rxNGQBKlvcEXzkBAYhBYObSIQ0DNzMzMzERCQHctIR/0jEVAqMZLN4n5Q0BF2PD0SgFEQBSuR+F69EVA6Gor9pe1Q0B1kxgEVu5FQMNkqmBUUkdA1lbsL7t/Q0ChZ7Pqc41EQNv5fmq8NEVA6Gor9peVRkDzjlN0JH9CQBb7y+7Je0RAZapgVFK/REDEQq1p3nlFQIbJVMGoVEBABTQRNjzVQ0BJLv8h/e5AQDsBTYQN90NA1xLyQc9WSkDByqFFtutEQHsUrkfh2kNAS1mGONa9RUDgnBGlvfFDQGIQWDm0qEJAzojS3uDjREB88rBQa1pEQI51cRsNiERAk6mCUUnFRkBkzF1LyD9HQIGVQ4tsB0pANqs+V1sRQ0D1SlmGOB5HQBUdyeU/HEZALGUZ4lgfRkCsi9toAE9IQPmgZ7PqI0RAI0p7gy/cPkAbnl4py0BDQG+BBMWPaUNAZohjXdx+RUBtxf6yeyJEQAdfmEwVfERAveMUHcndQUDf4AuTqdpDQMX+snvy2EdAKxiV1AlwRkCDwMqhRb5DQDvfT42XtkNAumsJ+aBnRUBUdCSX/1hCQF3+Q/rt40RALSEf9Gz+RUCIY13cRgtEQEmdgCbCVkNA5WGh1jQPRUBqvHSTGDREQL3jFB3J1UFAIbByaJE9REAQWDm0yO5EQJm7lpAPKkBAKVyPwvWoQkA7AU2EDa9HQLaEfNCzIUdAwhcmUwUDRkDQRNjw9FpAQFD8GHPXUkJAokW28/3EQ0AMk6mCUXlBQHnpJjEIZERAZmZmZmYWRkACvAUSFB9EQI51cRsNKElAV1uxv+z2REC6SQwCKx9FQE+vlGWIc0VAh6dXyjKcSUC4QILix6hGQH6MuWsJOUhAppvEILAqR0Dl8h/Sby9FQIlBYOXQukFAbjSAt0B6QkDsL7snD5NFQO2ePCzU4kdApN++DpxDQ0DjNhrAWwBEQFUwKqkTYEBAokW28/08SUCKsOHplSJGQLN78rBQa0NAMZkqGJWsRUClTkATYetCQI/k8h/Sv0hAUPwYc9cqREAbnl4py2BCQLx0kxgEFj5AJ8KGp1cyQ0BOYhBYOSxEQD81XrpJ/ENAWMoyxLFmRUCvlGWIY1VDQDnWxW00AERA001iEFjhRUBoke18P91DQMDsnjws1ERAxSCwcmgBRkAsZRniWL9CQE7RkVz+y0dAvjCZKhj9RECneccpOtpGQHqlLEMc+0RAxY8xdy2pRUCPU3Qkl99GQDY8vVKWSUNAc2iR7XwPR0Df4AuTqTpFQD55WKg1LUVA1XjpJjGoRUDRkVz+Q/JCQJp3nKIj4UJA5fIf0m9/QkABTYQNTwdOQMnlP6TfDkdAjZduEoNAQ0CCc0aU9k5EQD/G3LWEJEVAT0ATYcM7RUCjkjoBTcRGQKUsQxzrSkVAxEKtad45QkD67evAOctBQFg5tMh2RkZATDeJQWD9REBlqmBUUrdBQME5I0p7O0VApN++DpyrRED7y+7JwypEQM6I0t7g60VAXW3F/rK7SEAjSnuDL6REQILix5i7RkVA9bnaiv1lQkCRfvs6cMZHQG3F/rJ7GkZAkxgEVg5dQkCpE9BE2HhEQAg9m1Wf00VAfdCzWfVRRkBL6gQ0Ea5CQOY/pN++ZkNA8BZIUPzQQ0AIrBxaZKtGQHE9CtejyERAL26jAbwFR0AwKqkT0DxEQPW52or9DUdA8BZIUPxwRkCitDf4wvRGQDC7Jw8LvUVAw9MrZRkCSUDVeOkmMeBEQIy5awn5MEFAVp+rrdj/RED8qfHSTRJBQKFns+pzxUVAsp3vp8bbRED/If32dShEQKyL22gA/0VAOUVHcvlHQkAnMQisHCpIQDSitDf4+kJAE/JBz2YtRUCjI7n8h4xCQEGC4seYe0JASnuDL0zWREBfKcsQx6pHQK5H4XoUtkhAQYLix5gDSEBxPQrXozhDQIZa07zjrEVATYQNT68MR0AMk6mCUZlDQGiz6nO13UZAkX77OnCeQED/snvysFBDQFFrmnec6kJA1XjpJjHQR0B88rBQa8JHQMdLN4lBYENAbef7qfHaQkBlGeJYF3dDQMWPMXctcURAvw6cM6IMRECKH2PuWnJDQEXY8PRKaUJAYqHWNO9wRUD/If32dSBFQJCg+DHmzkRAbAn5oGezQ0DBOSNKe8tGQEGC4seY40JAKjqSy38YRkBJLv8h/U5EQCh+jLlrcURADeAtkKAYQ0D0bFZ9rgZFQBfZzvdTU0ZAGy/dJAZBRkA51sVtNBBFQC2yne+nDkRAEOm3rwM/RkDQs1n1uaJFQHctIR/0xEJAzTtO0ZF8RUC/DpwzopRFQP32deCcoUdAfdCzWfWBQUDzH9JvX49HQIC3QILiX0dADJOpglHRQ0AfhetRuM5CQD81XrpJjERAeJyiI7l0Q0CqglFJnWhHQDj4wmSq6EVAxEKtad6xR0CGWtO848RFQLyWkA96RkRA9P3UeOlWRUD+1HjpJuFGQIenV8oyPEhA0SLb+X7SRUClLEMc6xpHQM3MzMzM3EJAxty1hHxAQ0AT8kHPZn1CQISezarP1URAxm00gLfwPUBKDAIrh2ZFQOVhodY0Z0JA9P3UeOkWR0CC4seYu95FQIQNT6+UFUZAnu+nxksvRUDzH9JvXx9IQA5Pr5RlOENAUwWjkjrJRUD+Q/rt6yhGQGiz6nO1NUNAdZMYBFZGRED3deCcEYVHQAIrhxbZpkZApHA9CtfrREDJ5T+k325HQCuHFtnOh0BAVp+rrdgPQkCKjuTyH+pBQGZmZmZmhktAidLe4AtTRkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"859\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"860\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"861\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"5q4l5IMOOECBIatbPacTQHctIR/07DtAvjCZKhhFOUADCYofY24qQDLmriXkgzlAN091yM1w7z+0yHa+n5r7P39qvHSTWCVAF7fRAN5CL0AMk6mCUckqQBDpt68DNzZA3GgAb4E0MkBU46WbxPhCQFD8GHPXQjdAEFg5tMh2LkDy0k1iENg6QEVHcvkPuThAUrgehetRLEDVeOkmMagqQFR0JJf/YDlAiIVa07xTMkBq3nGKjrQzQLHh6ZWyDCtAoBov3STGM0DHuriNBiA3QBKDwMqhZS5ANqs+V1sxLkAXSFD8GLM+QE7RkVz+kyNAQBNhw9NrJUCY3ZOHhZo1QO58PzVeqjJAgVziyAOR1b+Y3ZOHhYo5QDPEsS5u0zlANxrAWyChNkACK4cW2U4zQJ0Rpb3Br0FAgnNGlPZGPkBQ/Bhz1zIqQKTH7236kxHAWvW52oo9NEA3iUFg5YA9QAfOGVHauyRA9bnaiv3FQkDeAgmKH7M1QKW9wRcmEy1AescpOpLrNUD8GHPXErI0QDcawFsgcUFAGLK61XNCI0BzaJHtfJ8wQN5xio7kQjtAFmpN846DMkB1ApoIGx49QKFns+pzdSVAklz+Q/odN0BKDAIrh+Y3QJf/kH77KjJAzO7Jw0KdOkCTOgFNhL07QC0hH/RsLkFAumsJ+aD/Q0B7FK5H4Xo6QEaU9gZfgENAeGLWi6H8GEDEQq1p3lEtQLAD54woNUVAE2HD0yv9QECAZaVJKUgaQCBB8WPMxUJAJuSDns16QUAxCKwcWuRIQJhMFYxKyjtAWvW52oodPEDvOEVHcjlBQBsv3SQGgTxAXwfOGVFaPkAOLbKd7+cAQE7RkVz+ozdACD2bVZ+jQkC5jQbwFrg4QPrt68A5IyRA2T15WKhlMkAK16NwPWo+QLG/7J487DFAlrIMcaz7MEBUdCSX/3AdQLG/7J48dEhAL90kBoG1MkB90LNZ9flGQEoH6/8c5h9ARrbz/dSYJUB3vp8aL80zQI0o7Q2+cEBAP1dbsb/MM0Bbsb/sniw2QAdCsoAJHBlAzqrP1VYsNUCV1AloItw/QOSDns2qLztACKwcWmTrPEBqTfOOU6Q5QIJzRpT23kBAAU2EDU9/MUCrPldbsQ83QPJBz2bVRztAmG4Sg8AKNkAZc9cS8vE8QL8OnDOiRDRAbVZ9rrbyQ0BuowG8BapFQMl2vp8abz9AyXa+nxqvLUD/snvysNA/QMBbIEHxozBAdEaU9gbvNkADeAskKD45QEp7gy9MhjtAokW28/0EO0AgQfFjzH08QDMzMzMzEyZApN++DpxzKkCcM6K0N7BEQHEbDeAtEDRAqDXNO04BIEA9m1Wfqz1MQOJYF7fRIDZAxY8xdy1ROkAydy0hH1QxQAkbnl4p6zFAVFInoIkQKkCMSuoENNEhQNSa5h2niDBAEhQ/xtx1P0AIrBxaZEs8QN/gC5OpsjJA0ZFc/kO6PEAMk6mCUfk8QNc07zhFP0VADXGsi9u4N0Aj2/l+ajwoQOY/pN++nj9AUrgehevxKkA8TtGRXKZBQA1xrIvbqD1A8kHPZtU3MUA8TtGRXEZBQIcW2c73wzxAqmBUUicYTUDGbTSAt8AsQGgibHh6JTLA3+ALk6nSNkATYcPTKzU7QNJvXwfO2UNA+Q/pt69rRkBQ/Bhz1xI3QOLplbIMaUtAEhQ/xtyFPkCk374OnENIQK8l5IOezSdA3bWEfNDDN0A5RUdy+f9BQJoIG55eyT1AcvkP6bd/N0DSAN4CCSolQGkAb4EEbUNAxSCwcmhxM0Crz9VW7O82QARWDi2yfTBAaqZ7ndSX679EaW/whflEQP5D+u3r4DpAEoPAyqGVNkA/NV66Scw6QE87/DVZI/k/HOviNhqAP0Dy0k1iEChAQG0csRafwgrAlWWIY110QkCad5yiI2kxQKd5xyk6AkFAZapgVFKnKkASpb3BF6YmQPceLjnu9BtAs+pztRV7QkCppE5AE+FNQBB6Nqs+VzFAJQaBlUObPEAFxY8xd91BQDbNO07R8TpAW9O84xQ9K0BhMlUwKtk9QLTIdr6fGjBAKcsQx7rQQUCneccpOhpBQCNKe4MvLDZAdy0hH/QkQkA/V1uxv+wkQFkXt9EA3j1AokW28/0UP0CZnrDEA8r6P6wcWmQ7LzNAzojS3uA7NkCPwvUoXK9AQAIrhxbZ/jFA3SQGgZUrR0DY8PRKWWYyQKjGSzeJwTJAY3/ZPXnIN0AldQKaCBsHwDC7Jw8LFS9AkxgEVg7VRkCgGi/dJMY3QJ7vp8ZLtzpAMnctIR/EMUDyQc9m1ccyQFvTvOMUHStAYHZPHhY6MEDHKTqSy98lQEvqBDQR1i9AYVRSJ6DZOkBhMlUwKlkzQM9m1edqOz1AorQ3+MK0OUCSXP5D+m1NQArXo3A9mjRAuB6F61G4JkDr4jYawLs6QF8pyxDHkkJAl/+QfvuaPEB5WKg1zftAQJhMFYxKmjdAgLdAguJHK0AhH/RsVn0/QDi+9syS8CFATyMtlbfjDUA7cM6I0n44QJ88LNSaljBAJXUCmggLR0C7Jw8LtT5DQFfPSe8bnx9A+THmriVEOEAibHh6pQxDQI/k8h/STz5ABoGVQ4v8RkCGyVTBqPQwQBSuR+F6DERA1zTvOEU3PUA9m1Wfq/06QBQ/xty19EBAseHplbJMKUCL/WX35GFEQG40gLdAGkNAliGOdXFrP0C9UpYhjqVFQFjKMsSxrixANxrAWyD5SEDpSC7/IW1BQMzuycNCrT5A7nw/NV5aJ0D1SlmGOEY6QFjKMsSxTjlA6+I2GsA7PECQoPgx5o42QBsv3SQGYTRArkfhehT+PUA9LNSa5s1HQEATYcPTiz9AnYAmwoZHG0Bjf9k9eeBFQAAAAAAACEhAi2zn+6nZQEB1ApoIGz5DQKjGSzeJWUVAiGNd3EazNEBrK/aX3TM5QK1M+KV+7iFAvHSTGASWQkBmiGNd3C5AQKCJsOHpFSVACi5W1GD6G0DnHafoSI5DQPvL7snDEjlAGXPXEvL5R0DgnBGlvTlGQE5iEFg51EZAOwFNhA2fS0CTOgFNhM00QB1aZDvfDzNAgLdAguL3N0AzxLEubvM2QOj2ksZo3QBA8x/Sb1/3MUC28/3UeOkpwHe+nxovZUBAS+oENBGGQ0CXkA96NistQOLplbIMuUFAOPjCZKq4SEBTliGOddE6QAaBlUOL5EVATRWMSuo0NEAxCKwcWoQ6QA5nfjUHCBVA5/up8dKNIUDNO07RkZRHQE3zjlN01ENAMzMzMzODM0DKVMGopL4yQKMBvAUSNEJANIC3QIKqRECWIY51cXNAQGHD0ytlGSpA5j+k375uQUAdOGdEaZ87QCcxCKwcyjRAVFInoInoRECTqYJRSdVAQNejcD0KJzVABoGVQ4ukQ0C5/If02zdCQLIubqMBnEJAJ6CJsOEBQkD9h/Tb1xE9QGq8dJMYFDJAs+pztRWDSUAyVTAqqStDQJSHhVrT7EJAZDvfT433LECcxCCwcshFQFHaG3xhukNAxHdi1oshGUBVwaikTsAnQPAWSFD8mDFAj8L1KFwfPUAj2/l+apRCQJM6AU2EhUNAWKg1zTsuLEBt5/up8bpGQLhAguLHEEFABOeMKO2NMEASFD/G3G1IQKjGSzeJwTJAzqrP1VbsNkAB3gIJir8/QOf7qfHSXTtARpT2Bl8ISUBKDAIrhyYxQGUZ4lgXhzNAaQBvgQT1PkAu/yH99rUnQEcDeAsk6ChAtMh2vp/KRUAoRMAhVOkcQFwgQfFjbC5AfT81XrrpQ0ClvcEXJuM6QN6Th4VaAzxA9dvXgXNWSUBDHOviNro4QPs6cM6IcjRAtMh2vp8aL0AqqRPQRPgsQN4CCYofA0hA6SYxCKzkQEDOiNLe4Cs2QIV80LNZNUBAoWez6nMlO0AoDwu1prlBQIEExY8x9wdARpT2Bl+YO0CsHFpkO19CQGb35GGhzklA3CkdrP8jIsBbsb/snvRBQOC+DpwzakFAkgVM4NZtIEBHcvkP6cc7QFMFo5I6ETpAMEymCkblEUA98gcDzz3+v52AJsKGH0NAMZkqGJVkRkDMXUvIBxVEQB4Wak3zTjNAMLsnDwsVNkDQm4pUGFvwv0T67evAGT9ANqs+V1tBPkAhH/RsVhVCQNobfGEyJTJAdZMYBFYOM0AgQfFjzK04QEmdgCbCBipAaJHtfD+FRUBgdk8eFvo9QJyiI7n8t0dAOdbFbTQwNkAldQKaCNtMQP+ye/KwYDxARPrt68ChQECIhVrTvGtEQB6n6Egu90lAio7k8h9yLkBpb/CFyZQ4QOF6FK5HwUNAY3/ZPXnoM0D+ZffkYaEvQJM6AU2ETUpAodY07ziFQUAv3SQGgVUoQLIubqMBXC9A5dAi2/kmQkAlBoGVQ2NBQBZqTfOOa0lA+Q/pt6/TPUB5HtydtSsgQKlNnNzvEBFAuB6F61GoNkDajxSRYfUWQPs6cM6IIjxAzF1LyAfdKEC+MJkqGHU6QJEPejarLkVAbxKDwMqhMEC8lpAPevY+QCegibDhyUpAZMxdS8jHJUBuNIC3QGI2QMcpOpLLh0pAMZkqGJX0OUDcaABvgQRCQGfV52orRkdAcoqO5PKPQkC4HoXrUTgvQPYoXI/CVShAuycPC7VmKUAaUdobfPlGQHmSdM3k+x1A+MJkqmDEPkD2l92ThzU8QF+YTBWMSixAm1Wfq61oPUB8YTJVMGomQJ/Nqs/VrkFAe4MvTKZqM0AawFsgQYlDQGHD0ytlIUdA6Nms+ly9N0AB3gIJio9DQGpN845TtC9AoBov3SS2O0Cn6Egu/8E2QDcawFsgaUNA0LNZ9blyQ0BiEFg5tOgqQFFrmnecEkBAxm00gLegOECdEaW9wZc+QLprCfmg50dAs3vysFCLMEDu68A5IwoxQFZ9rrZiDztA2/l+arx0L0CHp1fKMpRDQPyp8dJNGkRAnu+nxkt3O0DBOSNKe2MsQGWLpN3oY9Q/pU5AE2EjPEBhVFInoDkxQCv2l92TZzhASFD8GHO3L0CP5PIf0i9IQBTQRNjwBD1AKxiV1AmgQUAbDeAtkGhMQCcxCKwcejBAJXUCmggLRUCmCkYlddI2QOJYF7fR8DFAfZbnwd2ZD0BCz2bV55o9QKhXyjLE8UZAxty1hHwwNUBqvHSTGIxJQL99HThnxDNACRueXikLP0BXW7G/7HZDQFJJnYAmQj5AjnVxGw2oQ0Cd19glqocgQEATYcPT+zJA3+ALk6nSNkB+jLlrCVFAQAXFjzF3PTtAmbuWkA8aOEAJUFPL1voGQB04Z0Rpjz5AkxgEVg71QECTGARWDt0yQMNkqmBU6kZAtvP91Hg5PEDNzMzMzNw4QBiV1AloEjpAxLEubqMpQkDA7J48LGQxQCh+jLlrOUJAWvW52oo9JkAJ+aBns5JBQEI+6NmsujJAU5YhjnU5RUAYJlMFoxLov9/gC5OpsjpA6Gor9peNPECoV8oyxHEmQBsN4C2QADxAOpLLf0gfREDek4eFWpMnQPW52or9zUpAbjSAt0ASPUDMXUvIB8VQQJtVn6utyD5AylTBqKROSkA8vVKWIR5FQDnWxW00qERAJCh+jLl7O0D8qfHSTZpBQMl2vp8al0NA9+RhodbUOUANcayL20BHQPfkYaHWfE5AyeU/pN8OR0BKe4MvTLZFQBHHuriN1kJAofgx5q4FNkDjx5i7lpAmQIxK6gQ0ETJADi2yne/nKUDUK2UZ4nBFQKAaL90k1jdA9wZfmEzFNUAqOpLLfxhDQLMMcayLOzhA30+Nl26yJkADeAskKL4/QLdif9k9EUBAGqN1VDXB/r+/DpwzouxAQEVHcvkP8UVAOWItPgUgFMBMN4lBYLUxQAAAAAAAYDxAzhlR2hvUSUD3deCcEWUHQOELk6mCQT9AXVDfMqfLGEBv8IXJVNE7QPYoXI/ClTlA4JwRpb1BKUBseHqlLBM/QC9uowG8RUhAH4XrUbhePUB90LNZ9ck9QAWjkjoBZUFAqRPQRNhAR0C4HoXrUWgzQB3J5T+kfztASgwCK4eWP0B0JJf/kM4yQGEyVTAqSSlA1XjpJjEQQ0ALRiV1ApJBQOwvuycPCzJAbqMBvAWCREBv8IXJVIE9QLByaJHt/DxAW0I+6NlkRED129eBc2Y0QPYoXI/CdSZAU5YhjnXhPEAxmSoYlaQ+QGRd3EYDMEdAUWuad5waS0DOGVHaGzxGQFOWIY51KUBABOeMKO0dOEAzxLEubuNCQCV6GcVyyxRA4L4OnDOyNkAkKH6MuUs7QFafq63Yvy9AumsJ+aDHRECWQ4ts59s3QKrx0k1isCBAwoanV8qyOUA+6Nms+vRAQLivA+eM6EVA9+RhodYMQkCWIY51cetJQI0o7Q2+kDdA001iEFg5MkA25QrvctERwL8OnDOiXEpARGlv8IXhQ0CDwMqhRSZBQAtGJXUCKjtAQYLix5gDQ0BZF7fRAF4wQLAD54wo7T5A3h/vVSszGkCIY13cRkM+QOcdp+hIJkFAQs9m1efCTUAu/yH99kU5QOcdp+hIDixA8BZIUPyAREA4+MJkqmA/QPcGX5hM9UBAGCZTBaMSOUC8lpAPel5LQJZDi2zneypAPE7RkVzeMUAgY+5aQp46QOqVsgxx7EJAE/JBz2Z9Q0AxCKwcWrQyQBZqTfOO4z5AtFn1udqaM0CzDHGsi6tAQK1p3nGK7jZAmSoYldRpREB8YTJVMIJEQD2bVZ+rjT1AC0YldQIaO0A2zTtO0eE/QDarPldbsRZAWRe30QCWQEB2Tx4Wav07QM6qz9VWTD9AdZMYBFbOMkBrmnecogNDQOauJeSDXjJAn6ut2F+WNUCt+lxtxW5BQOeMKO0NPjxA1edqK/aXOUD/If32dXBDQB/0bFZ9/jRAp3nHKTpyPkAydy0hHwxDQAn5oGezaj9A8WPMXUtYN0AE54wo7V0xQFuxv+yePCTAoWez6nN1QUBEaW/whWk7QLu4jQbwNkNA3nGKjuRKQEBHcvkP6SdGQPKwUGuahzxAylTBqKQeNECVZYhjXWwwQCh+jLlrCTxAryXkg55FQUBcj8L1KBw/QPrt68A5QzlAexSuR+G6QkCpE9BE2BA8QMrDQq1ptkBAF7fRAN4iOUA1e6AVGDL3v7yWkA96jkRApN++DpzTL0DmP6Tfvm5DQB1aZDvf7zpAOiNKe4O/QkC8dJMYBOYxQEymCkYlJTpA+tAF9S0zI0CX/5B++5otQH0/NV66yVBAhA1Pr5RlPEB6xyk6kgtGQPmgZ7Pqe0lABaOSOgHVREAtIR/0bNYgQA1xrIvbgEJADeAtkKAgR0DTTWIQWJlCQD81XrpJTCxAayv2l92jOEDWqIdodIf4v5bs2AjEqyJAp3nHKTpyPkBa9bnairVAQPW52or9ZUFAbVZ9rraCLEAtsp3vpwYmQFUwKqkTwDJAfh04Z0S5QEDxY8xdSyBAQP32deCcUT9Aaam8HeE0E0DmriXkgzZEQG8Sg8DK0TRAwD46deWjI0AzxLEubuNBQBkEVg4tQjVA3SQGgZWjPUDlRLsKKf8aQJJc/kP6vURAKjqSy3/YREDnjCjtDe41QAK8BRIUn0RAKxiV1Am4PkDwhclUwahGQOjZrPpcrT1A+u3rwDnzQECSy39Iv809QNXnaiv2V0VADr4wmSqYRkD7y+7Jw+IrwMBbIEHx8z9AhxbZzveTHkBz1xLyQV82QArXo3A9mkBAmnecoiPZOkAW+8vuyQMoQACRfvs64EVAHThnRGmPOUCitDf4wsQrQCZTBaOS6ktAMZkqGJX0MUD7XG3F/oJGQEku/yH9rkRAyJi7lpCfOUD1udqK/YU7QDeJQWDlMEFA5WGh1jSPLkD5oGez6hNOQLsnDwu1NkFAHThnRGnPOECbVZ+rrSBBQE9AE2HDO0lAtoR80LO5SEADeAskKAZDQIv9ZffkYThAWKg1zTtOKkAxmSoYlSxGQCKJXkaxnA5A1xLyQc+GMkBaZDvfT/06QEXY8PRK6TxAC7WmeccJOkCPU3Qkl68+QCQofoy5Y0xAqoJRSZ3IQkDDZKpgVDI8QFtCPujZjD9Ax7q4jQaQRUBQjZduEmNBQH6MuWsJyTRAdQKaCBsOM0B88rBQa5o5QPYoXI/CFTtAsVBrmnecRUCEns2qz01AQI9TdCSXHzpAK6T8pNonIUBfmEwVjCo7QEmdgCbCBjFARiV1ApowSEBVMCqpEyBKQA1xrIvb6DVAXrpJDAKDQ0CLbOf7qUlHQMSxLm6jETVAfT81XrrJPUAQejarPhc+QAn5oGezKilAHHxhMlXQQ0A9LNSa5iVBQME5I0p7kz9Ab4EExY9xL0CWeEDZlCsfQDQRNjy9UkRATtGRXP5jRkBbsb/snixKQEYldQKaEEFA8WPMXUsoJ0B2Tx4Wai0/QDF8REyJpBdAS1mGONbVPkDXo3A9Cpc5QB+F61G4hkVAeJyiI7lsQECn6Egu/wlEQFdbsb/sHjNAGAltOZdi8z9d/kP67cNFQLgehetR+EBAJXUCmgg7LUD35GGh1hxAQOm3rwPnTCVAE/JBz2aVM0Ac6+I2GjA7QEATYcPTE0tALGUZ4liXOUCIY13cRuM+QNv5fmq8DE1ApgpGJXXiLUAgtYmT+50VQEvqBDQRBjJAS+oENBFWNEC+wRcmU11LQLraiv1lpzdAApoIG54eO0CPwvUoXI83QGZmZmZm/kFAnDOitDdoMUAJG55eKbs+QMSxLm6jAR9AyOpWz0kvEECaCBueXjk8QPH0SlmGmEVA/Yf029ehNEA/NV66ScxAQAfOGVHauztADeAtkKA8UUA2PL1SlkEtQD55WKg17T5Ar5RliGMtP0Do2az6XD1EQKRwPQrXC0VAMCqpE9CkMEDXEvJBzzZFQNobfGEydTdAayv2l91DPkCBCdy6mycSQCbkg57Nij1ApHA9CtcjK0CNl24Sg+BDQMbctYR8GEBAUmFsIchB9T/QRNjw9Ho4QOeMKO0NbjNAKH6MuWuRQEBfmEwVjBo/QBNhw9MrlTJAD5wzorR/R0BhMlUwKpFJQG3F/rJ7+kBAzhlR2hvcLEBKDAIrhy5BQDJVMCqpAzdAsi5uowEcKUBMpgpGJfUyQHlYqDXNqzZAveMUHclNQUCkcD0K12M5QOVhodY0vz1AdCSX/5BOOkAB3gIJirdPQKjGSzeJwSVAHHxhMlXIS0DlYaHWNN9AQKKXUSy3dADAvHSTGATGPUBbsb/snqwzQIzbaABvwTdA4JwRpb3BNEB4CyQofrREQMnlP6TfnkZAvAUSFD/WO0AeFmpN8w4yQEZCW86l+BpA5x2n6EhWQECQMXctIY86QJusUQ/RaABA+MJkqmBUPkAcfGEyVUhMQNSa5h2nUENAKH6MuWt5NEDBOSNKe9NBQDFCeLRxxANAmG4Sg8B6OkDx9EpZhogxQAn5oGezKj1AyAc9m1UfNUDHuriNBnArQJZDi2znGzVA3NeBc0YsQkBa9bnait1HQLraiv1lJz9AEhQ/xtx1Q0COdXEbDZA1QOQUHcnlTzlA7uvAOSOyRUCgGi/dJH5GQEVHcvkPST9Aw2SqYFRCMkAyVTAqqQNAQAmKH2Pu+jJAzojS3uBbN0Csrdhfdv81QOJYF7fRgDBAYOXQIts5LUCneccpOrpBQFUwKqkT8EBAuECC4scIRUCMuWsJ+bAxQDEIrBxaXEVAVn2utmIHRkAu/yH99gVGQJtVn6utSDhAQmDl0CI7M0DXNO84RacwQCPb+X5qHDhAbVZ9rrYiLEAGEhQ/xmxIQMIXJlMFczFAWYY41sUtPUDuWkI+6HknQBIUP8bcNSrAKcsQx7rIM0AwTKYKRqU9QLMMcayLw0JAM8SxLm4DOUAv3SQGgRU6QMRCrWneMTxA30+Nl26aSUDbiv1l9+REQEmdgCbC1kRAoWez6nPlOEAK16NwPUo+QILix5i7xkdArthfdk+OMUD0/dR46fZBQLpJDAIrVzRAZ0Rpb/BlLUAfhetRuPZCQLKd76fGyyhADXGsi9sARUAUrkfhesxAQFyPwvUozDJAGlHaG3zBTECJQWDl0GIuQKvP1Vbs3z5AUI2XbhJjK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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"864\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"865\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"866\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"867\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"871\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"872\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"873\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"877\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"878\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"879\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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5fSJAfjoeM1DJI0D3ksZoHXUhQFdbsb/svh5AEQGHUKUWIEC+MJkqGJUlQIY41sVt9CRAv5oDBHOUIkC4QILix1gmQAN9Ik+SbhlAs+pztRUbG0D67evAOQMlQAtGJXUC+iFAjPM3oRCRIUADJnDrbr4eQMX+snvyMCRA4JwRpb0hJECyLm6jAbwkQAB0mC8vICNAGAltOZeyIkD+SBEZVlEiQA4tsp3vxyJAsoAJ3LrbIEC0sKcd/qojQIB9dOrKlyNAGJXUCWjiJkCMvoI0Y7EiQNu/stKkVB5AnPnVHCCYH0BIUPwYc1ckQJkNMsnImRtAbVZ9rrZCJUCRuMfShx4gQME5I0p7oyRA1sVtNIC3JECd9L7xtVcjQKCmlq31xR9AETY8vVJWJkCSXP5D+g0jQIkMq3gj0yJAGEM50a5iHkCYbhKDwCoiQBMn9zsUlSFATpzc71BkIECsHFpkOz8kQI/k8h/STyZAio7k8h/SJkA0gLdAgmIkQERpb/CFeSNAVDVB1H2AHUBO0ZFc/gMpQN7IPPIHkyNA097gC5MpJECvlGWIY90kQKYKRiV1wiVA8BZIUPzYJkDReY1dovohQHZPHhZqTSZAXqJ6a2BbIUBVTRB1HzAgQNVbA1sl2CNAQBNhw9NrI0BQjZduEoMkQFioNc07LidAww34/DDyIkDeAgmKHyMmQKkT0ETYkCRAPQrXo3DdIEA1XrpJDMIjQCCYo8fvbR9AychZ2NPuI0AdlDDT9m8iQGRd3EYD+CZASOF6FK6HJECu2F92T/4rQG5uTE9YMiNALNSa5h0HJ0BMN4lBYOUkQE+vlGWIwyVAJGJKJNFrGUAxCKwcWoQqQKs+V1uxPyVAU5YhjnUxKUBd3EYDePshQIJWYMjqpiJADOVEuwrJIECsi9toAG8nQJ/Nqs/V1iVAeVioNc37JUBCYOXQIlsoQCF2ptB5fSNAz6Chf4KrHEAdyeU/pJ8lQA4yychZeCNAoWez6nNVJkDNO07RkbwlQA4tsp3vVyNARzgteNFXIkBnRGlv8OUqQC9uowG8hSdACmgibHhaKkBos+pztbUoQBNhw9MrJSRA30+Nl26yKkBbQj7o2cwnQAU0ETY8XShAzojS3uArKUCsrdhfdg8mQCUGgZVDSylAhxbZzvdzK0CQoPgx5q4mQJm7lpAPGipAZRniWBfXJEBTliGOdZEmQIts5/upoSNAduCcEaW9I0AlBoGVQ8slQPrt68A5YyhAmC8vwD7aIEBO0ZFc/iMmQCgPC7WmeS1ARdjw9EqJIEBEwCFUqckjQH6MuWsJmSdA5j+k375uKUBc5nRZTOwfQI9TdCSX3ypAp3nHKToSLUBb07zjFL0gQKW9wRcmcyZAEqW9wRfmI0B/arx0k1goQIEExY8xdypA845TdCSXJUAQ6bevAycmQLPqc7UVmyVARiV1AprIKEDqlbIMcUwpQHQkl/+QnidAWDm0yHaeKUBO0ZFc/gMrQCS5/If0myZAJJf/kH4LIkCOzCN/MLAjQI0o7Q2+cCZAUiegibAhJEBR2ht8YdIoQJYhjnVxOylAryXkg55NJUD7y+7JwwIkQGdEaW/wxSlApgpGJXWCJ0DGbTSAt2AnQCLgEKrUfCNAjKGcaFdRI0DuX1lpUjohQHqlLEMcyyhAhxbZzvfzK0CRD3o2qx4rQEXY8PRKeSdAw/UoXI/CLECKH2PuWuIoQLPqc7UV2yxAryXkg55tJEA2qz5XW5EnQDQRNjy9MiZATDeJQWAFLEAr2bERiBcjQHEbDeAtMCpAnYAmwoYHKUDA7J48LFQoQCsYldQJ6CpAEce6uI0GK0BUdCSX/1AmQNcS8kHPBiZALuI7MeulIUBiodY079grQHfzVIfc3CJAHHxhMlUwLUDZPXlYqDUrQMUgsHJocSdAo5I6AU3EJ0AnoImw4ekkQIWZtn9ltSJAj8L1KFwvLED+Q/rt6yAnQDVeukkMQixAW7G/7J6cKkBGtvP91FgkQGwJ+aBnEyxAFHmSdM30IUCEDU+vlAUrQLN78rBQmzBAcoqO5PJfJUDysFBrmtcqQH4dOGdEiShA001iEFhZLkDJdr6fGi8oQF+YTBWMaixAArwFEhQfLkCxv+yePCwsQNv5fmq81ChARwN4CyRILEA0orQ3+GIrQOkmMQisvCxAjNtoAG+hKkDek4eFWvMrQDarPldbUStA9pfdk4cFKkBd3EYDeGsnQIEmwoanVypAmpmZmZmZK0ALtaZ5xwkmQEjhehSu5y9AtFn1udqKKkAydy0hH/QsQKkT0ETY8CpAVOOlm8SAJ0A7cM6I0p4xQARWDi2y3SRAB/AWSFAcLkBvEoPAymEqQKJFtvP9dClAQBNhw9MLLEDOGVHaG/wsQLPqc7UVOytAeHqlLEPcKkAhsHJokY0uQECk374OzDBAjSjtDb7QMkAcfGEyVXApQGEyVTAqKShAdZMYBFaOJEAwTKYKRiUxQPAWSFD8mCRAcvkP6bfvJ0D/snvysJAtQApoImx4ei1AMCqpE9BELUAHX5hMFfwxQFMFo5I6IShAIR/0bFadMEDvycNCrakrQBiV1AloIi5AQfFjzF2rKkBUUiegiVAvQNV46SYxaCtAaQBvgQSFL0AnoImw4ZkwQNPe4AuTiSxAB/AWSFCcKkBz1xLyQX8wQDSAt0CC4itApN++DpyTLECoV8oyxHEpQEmdgCbCJi1ADr4wmSq4LkCjkjoBTcQsQPcGX5hMFSxAZapgVFIHMEBIv30dODcwQLwFEhQ/piVAEce6uI1GK0Avi4nNx8UjQIMvTKYK5ipArrZif9l9JkDi6ZWyDLEqQNPe4AuTSS1ADwu1pnmHK0BTBaOSOkEqQK7YX3ZPni5AF9nO91MjK0DD9Shcj6IrQMcpOpLLDzBAaJHtfD91LUBpb/CFyZQuQAKaCBuenjFAsi5uowF8KUCfq63YX5YqQDeJQWDlkChAjSjtDb4QKkCh+DHmriUsQJMYBFYOjStAPE7RkVy+MEBIUPwYcxcwQHDOiNLeYC5Aj+TyH9LPKkCF61G4HqUrQM9m1edqiydAj8L1KFyPLkDb+X5qvJQrQLfRAN4CWTFAd76fGi+dLUCY3ZOHhbotQLN78rBQiy5A4UBIFjCBIkD99nXgnJEoQGDl0CLbWShArkfhehQOLUBbQj7o2YwwQI51cRsNwCdAMQisHFpkKkBApN++DlwxQOlILv8hHStAwhcmUwXjMEAAkX77OnAwQEI+6NmsWi9AIR/0bFbtMEB+jLlrCQkzQPCFyVTBCC9AwaikTkCTMkC3Yn/ZPfkrQLivA+eMGDBAw9MrZRnCLUCBBMWPMRcmQEOtad5xCjRAPzVeukkMJkADCYofY44vQHe+nxovfS5Axf6ye/KQLkAEVg4tsm0xQA6+MJkqaDFACyQofoxpMkDQRNjw9AosQBiV1AloYjBA+n5qvHQTLUClTkATYSMqQKg1zTtO0S5AfdCzWfU5KEDn+6nx0g0uQHS1FfvLji1A+8vuycMCMkAUrkfhejQrQBniWBe38TBAy6FFtvMdMEBTliGOdcEzQOELk6mCkTFA6gQ0ETa8K0BGJXUCmogqQGuad5yiAy5AyXa+nxqPMUDmP6Tfvg4uQIiFWtO8IzBAVp+rrdh/LkDChqdXytIoQGaIY13cBipAjNtoAG9xMEAcfGEyVbAvQDGZKhiVlClAPSzUmuYtMECiRbbz/dQzQFtCPujZzCtAEOm3rwPHL0Af9GxWfU4sQC0hH/Rsti5AUdobfGHSLkDwp8ZLNykwQGTMXUvIBy5AbAn5oGeDMUAJ+aBns7ozQKW9wRcmMy5ASL99HTj3M0DOGVHaGxwtQJkqGJXUSTFAdQKaCBsuMEBPQBNhwxMsQO84RUdy2StAOGdEaW9wKUBz1xLyQc8yQF3+Q/rt6ypAH/RsVn3uMUBnRGlv8MUwQOOlm8QgYDBAz2bV52rLLEDLEMe6uG0rQJp3nKIjKTFAEce6uI0WMUCRfvs6cG4zQB6n6Egufy5ASS7/If3WLkBkXdxGAxgsQB4Wak3zDiVARwN4CyTIL0BN845TdNQxQO0NvjCZCjJAdEaU9gY/LEBd3EYDeMsuQJ0Rpb3BFzFA5/up8dI9MkBGtvP91AgzQJqZmZmZeShAgSbChqcXM0BYObTIdh4wQFpkO99PTTBAhslUwagEMECwA+eMKC0xQOkmMQisnC5A4C2QoPiRL0Bos+pztYUwQO58PzVeeihAn6ut2F+mMkAYldQJaMIqQFtCPujZTC5Axyk6ksvfK0D129eBcxY0QG1Wfa62ojpAS+oENBEWMUCcxCCwcggwQHsUrkfhSjFAQKTfvg6cM0AZc9cS8kEuQL4wmSoY1SxAFNBE2PBULkBkXdxGAxg0QLhAguLHGDJAufyH9Nv3KkBPQBNhwxMzQCV1ApoI2y9AeJyiI7n8MEAnwoanV6owQNZW7C+7xzJAejarPldbLEBTBaOSOgEqQA5Pr5RlCC5Ap3nHKTpiNECOBvAWSOA1QHsUrkfhijRA8rBQa5oHOUDnHafoSG4rQFr1udqKvTVAiPTb14GTM0Bos+pztXUwQJXUCWgirCpA/mX35GFRMUAJih9j7vovQNnO91PjxTBATmIQWDkULkDr4jYawOswQH3Qs1n12TFAl/+Qfvu6LUBqTfOOU5QqQJEPejarTjJA1sVtNIA3MECh+DHmroUwQLIubqMB3ClASL99HTgHLUCb5h2n6AgxQD7o2az6XCtACRueXikrK0DlYaHWNA8xQDJVMCqpgzNAwFsgQfETNEBWDi2ynY8uQHWTGARWHjBAVp+rrdgfMUCrPldbsZ8tQIj029eBUzdA5dAi2/m+MEBFR3L5Dyk1QJZDi2zney5Ak6mCUUkdJ0BApN++DnwrQJyiI7n8pyxAkst/SL+9OEAXt9EA3pIwQD2bVZ+rzTZA0SLb+X5aMkD4U+Olm8QzQI9TdCSXXzpA8IXJVMHIM0B9rrZif/kvQBkEVg4t0jVA0gDeAgkKLECDwMqhRXY0QHnpJjEInDBAnKIjufynMkAqqRPQRLgtQH2utmJ/WS5A8tJNYhDoM0B4nKIjuWwwQMHKoUW2kyxAV+wvuyc/NUDpSC7/IX03QMgHPZtVjzZA7Z48LNQqNkCIhVrTvHMxQNEi2/l+6jRAxyk6ksu/MECbVZ+rrVgsQDeJQWDlEDJAwaikTkBTK0DyQc9m1WcmQLyWkA96VjVAPL1SliHuNECt+lxtxV41QGZmZmZmdjFAkzoBTYRNL0BNFYxK6rQxQKyt2F92XzJATtGRXP6DM0AKaCJseBoxQESLbOf7STNAi2zn+6lBNEDwp8ZLN3kxQE8eFmpNMzJAkKD4MebeMUBb07zjFH0tQAMJih9jnjFAumsJ+aDnMkBrK/aX3UMwQDAqqRPQZDJA+FPjpZv0MkA6kst/SA80QDXvOEVHEi9ASgwCK4e2K0CM22gAbxE3QMsQx7q4/TJAWDm0yHbOMkDRkVz+Q3o1QHWTGARWjipAMCqpE9AUNUD7y+7Jw2IzQGb35GGhlipAkzoBTYQtOUBYqDXNOy4zQBniWBe30TRAOUVHcvkfMkDChqdXyqI1QOY/pN++LjNAsHJoke38MkB6pSxDHPszQIj029eB0zBAjSjtDb5wNkCU9gZfmLwwQN5xio7kojNA001iEFhJOEDAWyBB8ZM0QBiV1AloojJAApoIG54+LEBHcvkP6acxQL6fGi/d1DNAuB6F61E4MUDmriXkgx4yQPXb14FzRjJARpT2Bl+YM0D8qfHSTUIyQDQRNjy9wjNAc2iR7XyfM0DT3uALk8k0QMoyxLEunjBAFD/G3LXkM0Bpb/CFyXQuQFTjpZvEAC1A097gC5MZNkBXW7G/7E41QEJg5dAiGy9AQKTfvg6sNkBYObTIdk4xQBkEVg4tgjRANjy9UpbhNkDarPpcbVUzQOC+DpwzUjBAbxKDwMpBNUCDUUmdgEYrQGrecYqONDZAEoPAyqF1MUAN4C2QoPgxQEHxY8xd6zBAqFfKMsSBM0CjkjoBTZQyQHNoke18LzFAMLsnDwtlMEDMf0i/fQ0xQLgehetRGDJAu7iNBvCmMUCdEaW9wbc2QHZxGw3gDS9AsAPnjCitMEBv8IXJVDEwQP2H9NvXQTZANBE2PL0yMUAZBFYOLVIxQFXBqKROAC9A7uvAOSNKMUB/arx0kwgzQJM6AU2E7TNA5BQdyeWPN0CTGARWDi0xQMPTK2UZcjNAPE7RkVweNEAy5q4l5MM0QOviNhrAuzdADr4wmSq4MkAbDeAtkFAyQKOSOgFNdDtAeJyiI7lcNkBkO99PjeczQPW52or9lTFAi/1l9+ThNEAOT6+UZSg0QDAqqRPQNDVA54wo7Q3eNEDzjlN0JFc0QOhqK/aXjTBAklz+Q/pNMEDo2az6XC03QDy9UpYhzjJA845TdCSHMkC5jQbwFvg1QJzEILBy2DRA2T15WKgVOkBDHOviNhoyQCGwcmiRbSpATKYKRiUVN0CHFtnO9/MzQARWDi2y7TBAVHQkl//gMkA3GsBbIHEyQIV80LNZVTdAvjCZKhgVOkCBBMWPMXcwQCKOdXEb/TNAgy9Mpgq2MUA4Z0Rpb8A1QM6I0t7gazJAtMh2vp8qMUAZ4lgXtxE3QLbz/dR4STBALv8h/fZVMkAp7Q2+MLk6QLN78rBQSzNAYHZPHhaKNkAwuycPC5UtQCegibDhiTZAVHQkl/8QMkCEDU+vlAU2QCzUmuYddzZAKxiV1AmoMkD6fmq8dMM1QB3J5T+kXzRAlrIMcaxbN0AUP8bctRQyQPJBz2bVxzNApgpGJXUiNkCfzarP1QY0QD7o2az6XDdAZvfkYaHmMEDHKTqSy281QJp3nKIjSTJATfOOU3TUN0CMuWsJ+cA0QIXrUbgexThAObTIdr6PNUC+nxov3bQ4QD0K16NwXTZAlIeFWtPcN0CBBMWPMYc1QF8HzhlRSjRAI9v5fmpMMkAFNBE2PO0zQIBIv30dODZAMQisHFpEMEC1N/jCZHo1QAKaCBue7jZAETY8vVIGNkAeFmpN8/42QE2EDU+vlDFAfGEyVTAaM0DKVMGopC4yQBiV1AlogjFAAJF++zrgM0CXkA96Nns0QKK0N/jCRDFAbHh6pSzjOEAFxY8xd506QPcGX5hMhTRArfpcbcVeN0CNKO0NvnAzQNobfGEyFS1AT6+UZYizMkBrK/aX3eMxQKMBvAUSlDpArthfdk9uM0CqglFJnWA0QLbz/dR4CTVAjLlrCfmQN0C7Jw8LtSY0QLsnDwu15jhA0SLb+X66NkBBguLHmJs2QC/dJAaB5TNABhIUP8a8M0BcIEHxYyw0QDcawFsgsTVAW7G/7J6cM0Cx4emVsrw0QLprCfmg1zdA1zTvOEXHOUA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"883\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"884\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"885\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"886\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"887\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"888\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"889\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"890\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"891\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"892\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"895\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"896\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"897\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"898\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"903\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"904\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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RKcIUAnoImw4ek2QMbctYR8cDJAokW28/3UJUDdJAaBlaMmQNOkFHR7OSFAutqK/WU3NUAMAiuHFnkuQCUGgZVDmzRAUdobfGGSLkDMf0i/fR0xQPyp8dJNUjJAVFInoIkwOkBPHhZqTWM/QFafq63YTzVAduCcEaXdKEBt5/up8eIyQA+cM6K0NzpADk+vlGXIM0DmP6Tfvp43QDnWxW00UDVAsAPnjCgtLkA1XrpJDAIzQD9XW7G//DhA9GxWfa62KUDNzMzMzOwrQBlz1xLyQS5Ak6mCUUk9K0BEF9S3zMkcQNk9eVioBTFAd76fGi8NOUAukKD4MWYzQI4G8BZI0DVAqFfKMsSBO0AGEhQ/xkw4QKhXyjLEATRAVp+rrdgfNECuR+F6FH43QG+BBMWPcSxArBxaZDvvN0Bt5/up8ZIyQOELk6mCATNAhXzQs1nVL0D1udqK/WUrQMsQx7q4bTtA8WPMXUtINkCGWtO843QkQACRfvs6gDBAhlrTvOP0MkAukKD4MSYzQBIUP8bchTNAFD/G3LX0MEAUrkfhelQxQKHWNO84hT5A/Knx0k2CNUBrK/aX3RMtQFFrmnec8jZAxyk6ksvvNEBCJhk5CzshQKVOQBNhAzNAcT0K16NAOkAy5q4l5MMsQBiV1Alo4i1ANBE2PL3yJUAFNBE2PJ01QCh+jLlraS9Anzws1JpmKEA0orQ3+KI4QGIQWDm0ODdA1edqK/YHNkB6xyk6kos8QE7RkVz+UzRAe0563/g6HkDV52or9pc3QNc07zhFtzZArOKNzCM/HkAydy0hH3QzQPwYc9cS0iZArIvbaADvMkBhMlUwKokrQCqpE9BECDxAVcGopE7AKkCKjuTyH8I0QMBbIEHx4zVAliGOdXH7MED+ZffkYaEvQBiV1AloUjJAWMoyxLFuJ0CZR/5g4PkhQK8l5IOeDTJAJ8KGp1eKJ0BiodY074g6QAU0ETY8vTJAOGdEaW+wKkCk374OnLM4QBHHuriNBixArWnecYq+MUBMN4lBYCUzQIVf6udNBSNAVcGopE7QMkD8GHPXEhIqQCgPC7WmSTJATRWMSupUMkCsrdhfdo8wQArXo3A9yjlASgfr/xz2IkBhw9MrZXkzQKEQAYdQJRpAtaZ5xylaLkCgibDh6ZUtQAFNhA1PTzVA3+ALk6mSOEDJdr6fGp80QJJc/kP6nT5Am+Ydp+jYNUAqqRPQRDg1QGZmZmZmxilATx4Wak3DOkDHSzeJQZAxQD1+b9OfbSBA/fZ14JyRNECC4seYuxYxQIenV8oyRDZA1edqK/a3KkD129eBc6YrQDSAt0CCUjtAxty1hHxgNEAMk6mCUfk0QFkXt9EAPitAvsEXJlOlMED67evAORM2QMDsnjwslCpA4lgXt9HAKkD35GGh1sQ1QJqZmZmZKThAPujZrPrMN0AU0ETY8NQ4QPLSTWIQmCdAodY07zj1NkA+6Nms+rwsQCSX/5B+mylAbcX+snvSL0DTTWIQWKk/QMgHPZtVbzJAtoR80LMZLkAIrBxaZGs3QBlz1xLy0TlAEHo2qz5XNEDNO07RkVwzQDGZKhiV5DRAG55eKcsQNkADeAskKE44QLprCfmgBzdAzczMzMzsKkAJ+aBns6oqQNqs+lxthSxA4XoUrkdRMkBUdCSX/6AzQJEPejarTjtAVcGopE7gMkAqqRPQRNgwQPwYc9cS0iVA7C+7Jw/7MUAQ6bevA/czQJeL+E7Mmh5AmEwVjEp6N0BmZmZmZkY7QPfkYaHWlC9AXf5D+u3rNUCQMXctIb8sQMx/SL993TBAukkMAivHMUASpb3BF3Y3QMUgsHJoUTlAliGOdXHLM0BYqDXNO64zQN/gC5OpYjlAdk8eFmo9NUCmm8QgsAI0QLsnDwu1BjBA9wZfmExVN0BmiGNd3PY1QGpN845ThDJAbjSAt0BSOUDRItv5fgonQGb35GGhViVATRWMSuqUMkCyLm6jASwwQLgehetRGDRAkzoBTYQ9NUAgQfFjzF00QN21hHzQky5AXf5D+u0LLkCFfNCzWcUyQNQrZRniWCpADJOpglHJMUAbL90kBhE8QG1Wfa624ixAxSCwcmjRLkANcayL2wg1QOY/pN++TiVAO99PjZdOLkCqYFRSJ3A2QDeJQWDl0ChAj8L1KFyvOUABTYQNT08tQMHKoUW2sylAkzoBTYRtNUAf9GxWfR4zQGgibHh6hSdAf9k9eVi4OkD+Q/rt69A3QOcdp+hInjhAWKg1zTtuLECP5PIf0j8xQKkT0ETYYDhA30+Nl25CN0D9h/Tb1wEtQM/3U+Olmy9A6bevA+dcMkDMf0i/fd0nQB/0bFZ9zjdAXW3F/rLLOkD2KFyPwpU3QJp3nKIjiTtA8WPMXUvIMUDDZKpgVNIxQLraiv1lJzZAuY0G8BbIMUDxY8xdS7g0QLsnDwu1Bi9Aj+TyH9KvNUB6Nqs+V1spQFUwKqkTIDhAjgbwFkhAOECDwMqhRRYlQGx4eqUswzZACmgibHhaMUBKe4MvTHY4QAtGJXUCmjdA2T15WKi1O0DKVMGopC44QLWmeccpujdAN+DzwwjRIkAVjErqBJQzQAisHFpkOypAyeU/pN8+NkCSXP5D+m0mQLRZ9bnaijZAzhlR2hsMN0BAE2HD0xs0QHUCmggbPjRAu7iNBvAWM0BNFYxK6hQ2QP2H9NvXQSpAxty1hHxQMED+ZffkYTE5QGb35GGhFjlAayv2l92DOUB3LSEf9Dw3QHNoke18PylAAAAAAABAKUDufD81Xpo2QN4CCYofIzdAF0hQ/BgTMED99nXgnPEtQFdbsb/sPjFAOiNKe4O/PUDQs1n1uWozQJayDHGsmzRAAG+BBMWPMEBsCfmgZ1MyQPvL7snDkjZAdnEbDeDtMUALtaZ5x/k0QDhnRGlvMDhARnpRu18F37/XNO84RQcnQLRZ9bna6jNAL26jAbx1MEAJG55eKSsrQNlfdk8e5jFANBE2PL3yJEA4Z0Rpb1ArQCqpE9BEeDNAtTf4wmQqNkDeAgmKH9M9QCnLEMe6mCVAPnlYqDXtFUDhehSuRyEnQGrecYqO9DNANs07TtH5QEB4eqUsQ/wqQAN4CyQoPjBAImx4eqUMLkBwXwfOGUEyQJXUCWgi3DFAysNCrWneNEBm9+RhoZY/QG3n+6nxEihAdZMYBFa+MkBoImx4euUwQL4wmSoYFUBAdk8eFmpdOEAMk6mCUUk2QPAWSFD8+DRAw/UoXI8CLUAoDwu1pmk3QNGRXP5DKjxA5x2n6EiOLECh+DHmrvU3QFc+y/PgLhhAD5ccd0p3I0BX7C+7J885QEymCkYl1SlAZvfkYaH2MkApyxDHurgnQBzr4jYa8DJARpT2Bl+YNUBGJXUCmqgqQHxhMlUwSi1A4umVsgzRLkA0gLdAgkIoQIqO5PIfcjdACyQofoxRQEDl8h/Sby80QApoImx4ejJAlrIMcawrMkDVCWgibEgxQGlv8IXJHEFAOUVHcvmfNUBlqmBUUkc8QDylg/V/viFANe84RUeyMUD7OnDOiLIlQCgPC7WmGS1AYVRSJ6CJMkChZ7PqcwU2QB4Wak3zrjBAXW3F/rJ7KUAeFmpN884sQIofY+5aEjJALGUZ4lh3L0Bm9+RhoaY2QCxlGeJY9ydA7MA5I0rrN0D7OnDOiHIlQHWTGARWjjNAbxKDwMoBOkCU9gZfmMwtQG1Wfa624j1AXf5D+u3bMUBlU67wLlceQD2bVZ+rrSZAGXPXEvKxMkCcxCCwcigsQGHD0ytl2RdAA3gLJCh+NUB0tRX7y64rQD2bVZ+rzTRAw/UoXI8CNEAJ+aBns3ozQMsQx7q4LS9Af/s6cM5oJkCcxCCwcvg1QCPb+X5q/DNAGCZTBaPSM0AFo5I6Ac0sQGwJ+aBn8ylA48eYu5ZwMkCrz9VW7I8zQF3+Q/rtqy5AeqUsQxzrL0CEns2qzwUyQDVeukkM0j1AYVRSJ6BpMUBjf9k9ebg5QABvgQTFHzdAP8bctYS8M0AHX5hMFUwtQBdIUPwYUyVAMLsnDwsVLUCC4seYu0Y3QPMf0m9fhyxAXwfOGVHKNkCX/5B++9ovQJjdk4eFujlAQs9m1ee6MEDHKTqSyz8kQPvL7snDYjJAIGPuWkIOMkAcfGEyVfA0QHrHKTqSazBAq8/VVuw/M0DsL7snD5s2QNc07zhFpzlAgnNGlPZWMUCwcmiR7fw2QCL99nXgHCtA8rBQa5r3LkCfq63YXxYuQIQNT6+UZSlAmnecoiOZMECrz9VW7N8zQILix5i79jRAqMZLN4mRMEC6awn5oPc4QFZ9rrZirzVAWYY41sW9MECuR+F6FE4sQO0NvjCZejJAJJf/kH4rMkAXSFD8GAMxQBb7y+7JozZAcM6I0t4gNEDvOEVHchkoQCV1ApoIazZAWMoyxLH+PEDBqKROQBM3QDhnRGlvkC1AUPwYc9eyKkA2zTtO0XE4QO58PzVeKkBAS1mGONZlL0BGlPYGXyg0QH4dOGdESTtA3pOHhVoTPEAu/yH99hU3QLN78rBQCzlAxEKtad7xM0DUK2UZ4ngzQFK4HoXrgTBASL99HTh3NED5MeauJTQ5QJSHhVrTnDRAHcnlP6R/O0Dc14FzRoQ9QKfoSC7/ITBAT6+UZYjDLkALRiV1Aso9QAyTqYJRqTdAn82qz9UWKUBz1xLyQU8xQONw5ldzgCJArthfdk/eN0BkO99Pjec5QHWTGARW7jJAAiuHFtkOL0DDZKpgVFIvQPXb14FzNjNAl/+QfvtqOkACmggbni4yQLFQa5p3bEFAX5hMFYwKJEDA7J48LKQzQJhuEoPA6jZAF9nO91PjNEBTBaOSOoE5QIqO5PIfUjVARdjw9Eo5MECu2F92T/41QBpR2ht8cTBAswxxrIs7KECX/5B++0oxQPCnxks36TNA1edqK/bnOUBwXwfOGTEwQH4dOGdECTBAMzMzMzNDMEBYO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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"910\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"914\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"915\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"917\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"919\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"920\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"921\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"922\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"gosVNZhGHkA3N6YnLMEhQFdbsb/s3i5AvAUSFD8mMEAdOGdEaW8mQOcdp+hIjiRAlkOLbOfbIkCqYFRSJwAmQBYTm49rox5AtaZ5xyk6J0DnjCjtDf4pQDcawFsgYTFAB/AWSFDcLECrPldbsb8nQMSxLm6jwSpA4zYawFuALUDluFM6WJ8fQCfChqdXKixAPQrXo3BtMEANcayL2wgpQJ5eKcsQRyVAseHplbLsK0AE54wo7a0mQBe30QDegilA6bevA+fsJEB2Tx4Wam0eQMDsnjwstClA/mX35GFhK0C0yHa+n/okQBrAWyBBATBAsvShC+p7HUCKH2PuWkInQBHHuriN5idAR3L5D+mXJUC7Jw8LtaYwQFRSJ6CJMCdA1XjpJjFIJkC4QILix3gnQERpb/CFiS5Aaw4QzNEDIkCppE5AEyEtQG3F/rJ70iRAP1dbsb8sJkAPuRluwCcYQJEPejarLiJAuB6F61E4LEAbDeAtkGApQPRsVn2uhjBApU5AE2FDKEAijnVxGy0lQAu1pnnH6SlAcT0K16OQLEDjUwCMZ5AZQFUwKqkTsC5AOUVHcvnPKkCIgEOoUlMjQPAWSFD82ChAj1N0JJc/KkCbVZ+rrVguQD7o2az6PCpA845TdCQXLEAgY+5aQl4wQK8l5IOeLSxAvp8aL92ELUClLEMc68IkQAtjC0EO+iBAA3gLJCieJ0CjAbwFEjQsQMpUwaik7i1AfhghPNpoIUARx7q4jSYqQKGEmbZ/RRpAzczMzMxsMECyLm6jARwjQDbNO07RMTBAyxDHurjdM0AcfGEyVRA0QLTIdr6f2ixAFK5H4Xo0J0ClLEMc64IpQG3n+6nxsi9A+MJkqmAEMUCqglFJnQAuQAkbnl4pGzFAX5hMFYyKKkA/NV66SYwkQIy5awn5IClAx7q4jQZQK0AXt9EA3iIuQIqw4emVEixAT0ATYcNTKkAW+8vuyeMvQHo2qz5X+yxAKqkT0ERoMECU9gZfmGwhQPOOU3Qk1yZAOGdEaW/wJEBXW7G/7D4nQOf7qfHSLStAryXkg54tL0Db+X5qvJQlQAfTMHxEnCNAYVRSJ6CpLEB+HThnROkpQNc07zhFByhAak3zjlMUJECNYrml1WAhQEVHcvkPSSdAV1uxv+z+LUBMpgpGJeUxQH2utmJ/2SRAbef7qfFyKUAJ+aBns0orQHxhMlUwCipAKcsQx7pYJkBf7/54r3oRQHL5D+m3DyxAUwWjkjqxIUBRiIBDqLIeQKwcWmQ7nyZAAU2EDU/vJ0AawFsgQdEyQOPHmLuWcC9AZvfkYaF2J0Ae4bTgRR8bQE3zjlN0ZDNAaJHtfD91JkB56SYxCGwmQPwYc9cS8iVATfOOU3RkK0BO0ZFc/gMnQGx4eqUswy1AkzoBTYRNJEBaR1UTRJ0jQFsIclDCDCFA1sVtNIC3JkB0tRX7y44uQBQ/xty1BC9AtMh2vp9aMkC4QILix1gvQLWmeccpGi1A/tR46SbRK0CxUGuadzwmQIxK6gQ0sSlA9ihcj8K1JkBbttYXCU0dQG5RZoNMgiNAx0s3iUEwMEAZc9cS8iEkQKd5xyk6YjJAliGOdXFbLkC28/3UeIktQAYSFD/GfCtAylTBqKSOMED5MeauJWQlQPrt68A5AzFAmrFoOjv5I0CXxcTm45ofQLbz/dR4uTBAOpLLf0j/KEBbsb/snowwQMoyxLEuzixAZapgVFJHJkDFjzF3LWEsQAN4CyQoHiZANxrAWyAhJkAwZHWr57QjQAg9m1Wf6ypAMZkqGJX0JUDy0k1iEBgvQNQrZRnieC9AWMoyxLEuJUDysFBrmnckQFr1udqKfSdAnDOitDe4LUARHm0csfYcQJAxdy0h/x5A3uUivhPzIkDLEMe6uG0uQEcDeAskiCpAbVZ9rraCKUBNhA1Pr5QpQJAxdy0hvypAX5hMFYzqLUC9UpYhjvUkQBpR2ht8wShAWkdVE0T9E0DEsS5uo8EqQCNKe4MvbC1AfT81XrrJJkDtDb4wmYopQDhnRGlvUC9A+n5qvHSzKEDByqFFtvMrQAyTqYJRiS1AJ8KGp1fKKEAMAiuHFlkvQFK4HoXr8SpAGsBbIEFxLkCPwvUoXA8qQCo6kst/CChAlGqfjsesIkBpNSTusSQiQKAaL90kxi5Au7iNBvDWJ0CRD3o2q94kQPLSTWIQ2C5AAwmKH2POJ0DZX3ZPHjYkQAYSFD/G3DFAtMh2vp8aLECbVZ+rrRgvQBb7y+7J4ypAZ9XnaisWKkC8BRIUPyYqQAfOGVHauzNA46WbxCBQM0C8lpAPevYoQL3jFB3JpS1AO99PjZfeMkBIUPwYc7coQGWqYFRSpylATx4Wak2TJkC9UpYhjlUwQPrt68A54yJA16NwPQq3MED8qfHSTSInQGkAb4EEhSVAYqHWNO/YJkDCFyZTBaMpQNdR1QRR1yBAoImw4em1LEB6Nqs+V9slQOzAOSNKeyZAF9nO91MDKECuR+F6FE4qQJXUCWgirChA5/up8dINKEBE+u3rwGkxQPFjzF1LKDNAQKTfvg6cKUAeUDblCp8gQEvqBDQRNipA9bnaiv2lMEDuWkI+6OkxQOxRuB6FyyZAexSuR+E6KEBFR3L5DwkpQDGZKhiV9CtAB1+YTBXMK0B+42vPLNkhQMRfkzXq4SJA8BZIUPz4J0AnoImw4UkrQKjGSzeJYShAMEymCkZVMEACmggbnn4tQGgibHh6JSZAih9j7loCKkApyxDHulgvQAyTqYJR6SpA7lpCPuiZLEAwKqkT0CQrQJtyhXe5iCBADXGsi9uoLEBMpgpGJbUrQBlz1xLy4S5AnMQgsHJoMED129eBc6YnQG+BBMWP0ShADeAtkKBYKUAZBFYOLRIpQFJJnYAmwi9AMuauJeSDJkD+Q/rt62AqQMIXJlMFczRAPujZrPq8JUB1kxgEVk4lQBpR2ht8oS9AYTJVMCpZMEAjSnuDLwwkQEku/yH9VidAgnNGlPaGLEB7FK5H4bomQOf7qfHSLSlAXdxGA3g7MEDFyf0ORZEiQINRSZ2ApiZAg8DKoUUWL0C1FfvL7kkwQE5iEFg5lCtAFK5H4XrkMEDCFyZTBaMuQAOV8e8zrh9A93XgnBElIkDY8PRKWZYxQDxO0ZFc3iVAswxxrIvbLkAK9Ik8SXoXQGUZ4lgXtzJA6pWyDHFMLEDImLuWkA8wQPcGX5hMdSlAHcnlP6TvMUBIv30dOActQIqw4emVci9AO99PjZeOJ0ADeAskKN4tQMHKoUW2My5AV1uxv+w+K0DBOSNKe2MrQD81XrpJ7CZAJuSDns3aM0Dx9EpZhmgxQOscA7LX2yJAA3gLJCheK0BFR3L5D2krQDsBTYQNryVArkfhehQOL0BEi2zn+4knQI0o7Q2+kC1Ak2+2uTHdFUDA7J48LPQqQGHD0ytlmSZAukkMAisHK0Dtnjws1LonQDJ3LSEf1CtA68VQTrSrIkAHX5hMFawtQKAaL90kxihAMPDce7gEIkD4/DBCeMQjQMWPMXctQStAjLlrCfngJUBZF7fRAD4nQLwFEhQ/JilAxLEubqNRMUByio7k8j8rQNNNYhBYWSVAE/JBz2aVJUDSAN4CCWowQHrHKTqSKyxArfpcbcXeJUAbL90kBsEtQOGX+nlTcRRARdjw9Er5LEDT3uALkyksQKK0N/jCxCxALUMc6+K2J0Ag0m9fBw4tQDBMpgpGhSpAeVioNc07KEA1Y9F0dgIjQAFqatlaHx9Al/+QfvtKMED/W8mOjbAjQLByaJHtvCZAZ7gBnx/mIEC/DpwzosQxQDeJQWDlMClAXCBB8WOMJkDnb0IhAu4jQLpJDAIrRytAgSbChqdXH0BEaW/whQklQI2XbhKDQCRATrnCu1wEH0AkKH6MuUstQDsBTYQNbyxADr4wmSq4KUD35GGh1nQqQJqZmZmZuTFA8SkAxjOoIECSXP5D+q0tQHzysFBr2ipA/7J78rBQKUDye5v+7CcjQOgwX16APRlAuY0G8BaILEAdyeU/pJ8wQB04Z0RpvyFA54wo7Q3eKUBLWYY41mUuQGq8dJMYZCZA8BZIUPy4MUDfT42XbvInQIEExY8xVytArrZif9m9J0D/If32dWAsQPMf0m9fRydAqG+Z02UxIUCJ6q2BrRIdQByxFp8CECBAAwmKH2OOK0Bj7lpCPkgmQHuDL0ymKixAVOOlm8QALUCb5h2n6OgnQDxO0ZFcPhNAHThnRGmvL0AwuycPCzUuQN7lIr4TwyBAuY0G8BYoL0Aa+ie4WPETQPrt68A5Ay1ATx4Wak0TLECOdXEbDWAoQDeJQWDlUCxAQ61p3nEqL0Csrdhfdq8pQESLbOf7aShAYhBYObQIKUAIrBxaZLstQFdbsb/sLjFAlrIMcayLKUAnMQisHFosQJayDHGsaylA+wW7YdtyIUA7wmnBiw4iQAMJih9jrixAescpOpLrKEDrOel946sfQP5IERlWkRJAAvG6fsGeI0DSb18HzpkuQB/0bFZ9XjJA9wZfmEz1KkA3iUFg5XArQJhMFYxKKi1Ar7FLVG99I0B24JwRpR0qQBe30QDeQi1AGCZTBaNSK0BcIEHxY2wyQIV80LNZlShARwN4CyQILEDeAgmKH0MsQEhQ/Bhz1y9AiGNd3EaTMUCxUGuad9wmQOUn1T4dzxxACfmgZ7OKL0AlzLT9K6sfQKH4MeauxSdAMZkqGJVUL0AXSFD8GNMpQIts5/upMS1AgQTFjzGXNEBg5dAi2xkmQOAtkKD4ES1AowG8BRL0LEAVHcnlPwQqQFJJnYAmgiVA2CrB4nDWI0CBlUOLbCcqQCNKe4Mv7ClANV66SQwiLUAgXtcv2P0iQE0VjErqxCxA8tJNYhC4LEC8IvjfSoYhQA1slWBxyCJAlIeFWtN8LkAIrBxaZHsqQA5Pr5RleDJA0SLb+X5KLUBenWNA9ioiQNv5fmq8JDBAnYAmwoa3MEDOiNLe4AsuQDqSy39IHyxAApoIG55+JEAnoImw4ckuQD81XrpJ7DBALpCg+DGmLkBJ9DKK5TYhQJ/Nqs/VVilABd1e0hgNHkA+lj50QV0iQFkXt9EAXidA07zjFB25MkDFjzF3LVExQLpJDAIrJytAyXa+nxpPLEB+HThnRCksQMgHPZtVvytAYXE486upI0CiRbbz/XQqQF1txf6yeypATYQNT680KUDRkVz+Q/ooQHbgnBGl3S9AlIeFWtN8KkAhH/RsVh0lQPd14JwRRTBAi2zn+6kxL0CaCBueXikoQPRsVn2utiVAke18PzUeI0DRItv5fsosQINRSZ2ARitA6Nms+lwtJkDhC5OpgsEjQMx/SL99PTJA30+Nl24SLEBTBaOSOgEuQLN78rBQ6y9AychZ2NOuHEDSAN4CCeowQCqpE9BE6DBAaJHtfD+1KECXkA96NiszQFCNl24SoydAb/CFyVRRMEA0ETY8vTIoQOzAOSNKmy5AMZkqGJUUMkAgQfFjzD0oQHgLJCh+jCZAQMHFihrMG0Cze/KwUGsuQHBfB84ZMS5AWMoyxLGuLkDVeOkmMagrQBPyQc9mVSlAlIeFWtNMMEAQejarPlcgQGwJ+aBnsydA/wQXK2oQEkBTeTvCaeEjQJCg+DHm7iVA+1xtxf5SLkDl8h/Sb48wQLn8h/TblxRAEqW9wRemK0ApXI/C9WgpQB04Z0Rp7ylAkst/SL8dJUDiWBe30RAwQBTQRNjwtCdApgpGJXUiKUB4CyQofuwlQA4tsp3v5yRATKYKRiWVM0C+nxov3eQqQLN78rBQKydAcRsN4C3wMEA2zTtO0RErQJm7lpAPeiVADwu1pnnnMECMSuoENFEoQDJVMCqpUypATpzc71DkIkBrmnecokMlQDSitDf4UjBAzVg0nZ2MIkANcayL20gkQGrecYqOZClA7lpCPuhZJ0BCYOXQIvsxQHEbDeAtMCdANBE2PL1SLEDLoUW2890mQBKlvcEXdjBAP8bctYScKUAOLbKd76cmQPRsVn2uNiVARN0HILXZIUBMN4lBYIUoQAfwFkhQ/ClAuB6F61G4LUC4HoXrUdgqQAyTqYJRSSdANe84RUeSJ0AOLbKd74csQEVHcvkPaSxAH/RsVn0+MUD8GHPXEvIrQMnlP6Tf3i1AGsBbIEEBMEDYgXNGlBYqQB4Wak3zzh9AmnyzzY3JH0D+1HjpJjEmQCnLEMe6GClAliGOdXErMkBUOlj/58AhQNk9eVioFShANjy9UpYBKECXkA96NrswQJtattYXSR5AescpOpILKkCwcmiR7RwpQDvfT42XTixAbjSAt0ACMEBsCfmgZzMoQAXFjzF3LS5AGJXUCWiSMkBseHqlLGMxQHnpJjEIjC1AJnDrbp7KGkA3iUFg5bAlQL1SliGONS9A16NwPQpnMUAc0xOWeFAjQAFNhA1Pry9AqMZLN4lhJkBVwaikTmAuQCmuKvuuiCNAcayL22iQMkBwzojS3mApQNSa5h2niChADJOpglGJMUBRa5p3nIIwQKAy/n3GlSNA1XjpJjFIJkA7AU2EDa8xQPaX3ZOH1SFAqDXNO06RKEAuVtRgGqYjQArXo3A9+jBAcvkP6bevKECWz/I8uBsiQI/C9ShczydAS8gHPZtVKkBhw9MrZckwQBNhw9MrJS1A5/up8dJNJ0B+qZ83FVkhQKwcWmQ7/yRAT0ATYcMTLkDkFB3J5T8qQINRSZ2ARi9AjBAebRwxGEBAE2HD06spQDLmriXkQyhANe84RUfSI0CGONbFbRQqQF5LyAc9eytAmEwVjEoKLkAwKqkT0AQnQG8Sg8DKIS9AAU2EDU+PMEAdyeU/pP8qQA6+MJkqmCdAO3DOiNKOMEByio7k8l8rQFjKMsSxjiRANxrAWyChLkClSSno9tIhQNBE2PD0KidA7MA5I0r7JUBYyjLEsR4yQNv5fmq8VCBA8wLso1NXEEAgQfFjzH0uQHsUrkfhmipAdk8eFmoNM0AwTKYKRoUvQGfV52or9itAdCSX/5COMEC2oWKcv2kjQNuK/WX3xCpAZRniWBd3JECGyVTBqIQpQItPATCeAR5AbqMBvAVSJ0CppE5AE4EtQPCnxks3iS9AQmDl0CJbLUBTBaOSOoEkQPrt68A5AyRAVn2utmK/LkCt+lxtxb4lQFvOpbiqzBlAaLPqc7VVL0D4cMlxp/QgQLAD54worS1Ajh6/t+mvHEAFNBE2PN0nQIv9ZffkgSxAiPTb14GTJ0ARx7q4jSYuQE9AE2HDEydAPL1SliGOJ0CiRbbz/VQpQBsv3SQGgSxAguLHmLtWLEDfGtgqweIcQBNE3QcgdSJAPL1SliGOL0DRItv5fooyQPaX3ZOHpSlAAG+BBMVPL0BXW7G/7N4sQJCg+DHmzi5AmEwVjEr6IkDP91PjpXssQGH9n8N8WSNA+8vuycPiJEBI4XoUructQCZTBaOSGiRA+THmriUEJkCMuWsJ+WAkQFXBqKROwC1Aj+TyH9LPJ0ACvAUSFL8yQE5iEFg5NCtAorQ3+MJkLkDXo3A9CrcqQDnWxW008CBACf63kh1bH0CpE9BE2DAlQEoMAiuHdidA7lpCPuiZL0BhMlUwKoksQGb35GGhVihAxEKtad7RKkC6SQwCKycpQBHHuriNFjBAX5hMFYxqLkBSSZ2AJlIwQBB6Nqs+tyxAJXUCmghrMEBcIEHxY2wvQNUhN8MNaCJAfa62Yn+ZLUCPwvUoXF81QP5l9+RhQShAw9MrZRnyMUBIv30dOLcwQEaU9gZfOC9Axyk6ksufJECxUGuadzwtQEBqEyf3ex5AtoR80LP5KkDeAgmKH8MnQLraiv1lVyZA5IOezarvK0DpSC7/IU0xQM4ZUdobPChAzAuwj07NI0DT9q+sNMkjQOQPBp57XyFAcHfWbrswG0DOcAM+P4wfQBueXinLcClAVwT/W8nuEkBkXdxGA3gvQL6fGi/dhCVA07zjFB1JIkC4rwPnjEguQKK0N/jCpCZAU5YhjnVRMEBkO99PjZciQEI+6NmsmjBAEHo2qz73L0AxmSoYlZQrQCntDb4wmSlAgufewyV3IkCuR+F6FG4rQO5aQj7oeS9AAG+BBMXvKEDdJAaBlQMpQHe+nxovfTJADr4wmSooMkC4rwPnjAgrQPfkYaHW1CVAHHxhMlWwJEDLoUW2890kQK7TSEvlzR5AN4lBYOVwKkDF/rJ78nArQDbqIRrdgSFA9n8O8+XlIEC/DpwzohQmQK2jqgmiTiNAg1FJnYAmMEB8YTJVMCowQDVeukkMYilALpCg+DHmKUD5MeauJWQvQI9TdCSXfzFA0m9fB85ZJkCrPldbsX8nQDnWxW00YCVAHThnRGmPJEB/+zpwzqgpQIlBYOXQoixAf/s6cM7IJUDi6ZWyDJElQAsMWd3q+RpA2PD0SlmmKEDKVMGopE4kQOWbbW5M7yBAiUFg5dBiLkB7a2CrBAsfQAIrhxbZzipAFNBE2PB0JkB4nKIjuXwpQIzbaABv4SpAn6ut2F+2LEAxmSoYlaQyQDj4wmSq4C1AgLdAguJHKkCfzarP1VYpQLk2VIzzdyBAhxbZzveTJkBzaJHtfK8zQD/G3LWE/CVAdEaU9gafKkCGyVTBqEQrQFZ9rrZibzJA/DVZox5yI0DgLZCg+LEwQG1zY3rCYiJAofgx5q4FKkAvbqMBvEUyQMgHPZtVfy9Afa62Yn/5JUBpAG+BBPUzQKYKRiV1ojFAMLsnDwvVKECC4seYu/YvQHgLJCh+DC5AS8gHPZvVMUDY8PRKWUYqQM78ag4QbCJAgVt381QHI0CdEaW9wTcyQAyTqYJRyShAidLe4AvTLkDarPpcbYUzQJ30vvG1ZyNA9ihcj8IVJkALJCh+jNkuQE5iEFg51CpAMCqpE9AkJkAcfGEyVVAsQEMc6+I2+ilAl5APejYrLUD7y+7Jw0IyQGrecYqOpC5A9bnaiv3VMEB3vp8aL10qQDGZKhiVJCFATKYKRiWVLEBWfa62Yp8sQGFUUieg6S1ANqs+V1vxJEAYldQJaPIwQGaIY13cxi5Anu+nxku3KUCM22gAb0EpQDIDlfHvUxFAdCSX/5AeL0CTOgFNhK0mQHicoiO5vC1Apb3BFyZzLkAp7Q2+MBkmQMiYu5aQDyVApSxDHOsCMkBDrWnecWopQC2yne+nJjNAg1FJnYBGKUC4rwPnjMgtQFzJjo1A3B1AS+oENBHWKEDCFyZTBcMtQO8DkNrEaSJAyAc9m1VfLUBU46WbxEAwQFXBqKROwCRAqaROQBNxMkD1oQvqW/YiQPyp8dJNwi1AJJf/kH4bKkDHSzeJQUAqQGsr9pfd0yxA1xLyQc+GK0Aw9fOmIvUjQFD8GHPXMilAzqrP1VbMKEDJ5T+k3/4wQLpJDAIrZypAAAAAAAAAKUBU46WbxBAyQPwYc9cSEjFAlPYGX5jcMkARx7q4jSYuQI2XbhKDYDBAAd4CCYr/J0ALtaZ5x4kxQMKGp1fKUiVACRueXinrEUDr4jYawHssQL8OnDOitC1AxY8xdy3hLUAyVTAqqTMqQJ/Nqs/VtiZAXCBB8WPMMUBUdCSX/0AhQOM2GsBbACVAwoanV8pSMkCHFtnO99MtQAtGJXUC+ipAHQOy17vfIUCRfvs6cH42QNobfGEytTJA1edqK/ZXK0BHcvkP6VcwQOtztRX7mzNAQPZ698e7HEBkXdxGAxgsQP5l9+RhwS1As7W+SGh7IkCyne+nxqsnQJ7vp8ZL1yxAgnNGlPZmJ0D/eK9amfAiQGiR7Xw/dTJA3ZiesMQDE0CHp1fKMsQcQFuxv+yeLDNAnwJgPIP2I0DhfyvZseEjQFCNl24S4y1AuECC4sf4JUCvWpnwS90fQJwzorQ3GDJAa5p3nKLjMECsrdhfdk8qQLU3+MJkijBAJQaBlUMrEUCMSuoENBEyQLn8h/TblyxASS7/If02JECamZmZmdkqQAmKH2PuWi5AjgbwFkgwLUD5FADjGXQdQOxRuB6Fay5AjLlrCflAK0ADfSJPkk4gQD1+b9OfjSFAl+Kqsu/qFkBPHhZqTZMmQC/dJAaBVSxABOeMKO2tGkBCz2bV54osQAfOGVHa6zBACyk/qfYpG0BqvHSTGIQrQCGwcmiRrSdAb4EExY+xLUAB3gIJip8kQLa+SGjLORVAnRGlvcEXLkBPzHoxlGMgQOcdp+hIzi9AcF8HzhnRJkADCYofY24pQF+YTBWMSi9ACKwcWmSbL0AVjErqBBQkQOqVsgxxrCZAQKTfvg6cJ0DIBz2bVT8lQCqpE9BEuCRAwoanV8ryM0BxrIvbaCAxQPtcbcX+Mi5AokW28/30LEDdtYR80HMrQPVKWYY4tilAWyVYHM48HUCcoiO5/EcmQNDVVuwvWyxA4JwRpb0hK0BUdCSX/1AqQF66SQwCqyhAwTkjSntjLEBN845TdFQwQHbgnBGlLTFAtvP91HgJK0Dbiv1l90QsQKshcY+l/yJASS7/If02KUCCc0aU9iYuQHicoiO5fChAxm00gLeAMUD35GGh1tQnQOeMKO0NjjFArfpcbcVeJkB2VDVB1O0iQM6I0t7gSyZA3qtWJvwyG0ACmggbnj4zQBE2PL1SFitAhJ7Nqs9VJEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"923\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"shGI1/WrI0Dt2AjE6yoiQL7BFyZTpSVA0csolluaIkDBOSNKewMmQAfOGVHaGx5A+HDJcaeUIkCIY13cRgMlQM4ZUdob/CBAWRe30QA+JkBMpgpGJdUnQKs+V1uxTyFAwOyePCxUJkDLviuC/60hQPKwUGuatyRA5/up8dJNJ0CU9gZfmMwlQACRfvs6cCZAc0urIXGPIUBpAG+BBAUlQCKJXkaxDCNAJ8KGp1cqJEC8V61M+AUjQN9PjZdusiRAarx0kxhEJEDCFyZTBdMiQKxWJvxSjyFAZaVJKejGI0Ce76fGSxclQBTQRNjwJCFAaLPqc7WVKECKjuTyHxIlQM6I0t7gSyVAR6zFpwB4I0CBBMWPMXcnQDNt/8pKgyJAY+5aQj7oJUB5r1qZ8EshQGACt+7mCSBAO3DOiNJeJUDdtYR80JMkQGYUyy2t5iNAFR3J5T+kJkDhehSuRwEkQMiYu5aQzyhANjy9UpYBJEAfhetRuL4lQOm3rwPnDCVAyqZc4V2+I0AJxOv6BTsgQPERMSWSeCNApics8YCSI0Ch1jTvOMUmQLVsrS8SaiJAS8gHPZt1JUD8GHPXEpIlQGHD0ytlmSVAwoanV8ryJkDsUbgehUsmQH2utmJ/2SVA63O1FfvLJEDcKR2s/5MjQHBfB84Z0R1A+3Q8ZqCiIUDXEvJBz0YkQClcj8L1yCVAppvEILDyJUCOdXEbDSAmQMI0DB8RcyJAq8/VVuwPJUCitDf4wsQmQGsr9pfdkyhAZmZmZmbmJkBYyjLEsW4mQJ2FPe3wpyJANIC3QIICJ0AjSnuDL8wmQK5H4XoU7iVAoImw4emlI0BkzF1LyOclQPjCZKpgdCVAYvNxbaioI0AHtkqwOKwgQEWeJF0ziSBAhc5r7BKVIkCSy39Ivz0lQL3jFB3JhSRAy0qTUtAdI0AQ6bevA4cnQNzXgXNGtCVAUdobfGFCI0AeFmpN884kQJtVn6ut+CZAmpmZmZl5J0D5D+m3rzMjQJF++zpwrihANIC3QIICJUCTqYJRSV0lQBE2PL1StiRAWvW52ordKEA0orQ3+MIkQKg1zTtOcSZAFD/G3LWkI0DarPpcbUUsQAmKH2PumiZAgy9MpgpGIUBXW7G/7H4mQK6BrRIsniJAXBsqxvmLI0DuX1lpUioiQF+YTBWMCihAofMau0SlI0BRg2kYPqIgQOXQItv5vidA8x/Sb1/nJEB7gy9MpmonQDPEsS5uIyZAvtnmxvTkI0A8vVKWIe4lQA2OklfneCJASFD8GHP3JUAT8kHPZjUlQAXFjzF3jSRAuECC4seYJkCTOgFNhE0lQP32deCc8SVA9P3UeOnWIkBy+Q/pt+8kQHctIR/03CJArrZif9kdJEA8vVKWIc4kQCPb+X5q/CdA5dAi2/l+J0DGbTSAt2AmQM6I0t7gCylAMCqpE9AEKEC8BRIUPwYsQIQNT6+UBShATKYKRiX1KUA2zTtO0bEnQMHKoUW2EyZA8tJNYhDYJUBsskY9RPMiQIZa07zj1CdAFD/G3LXEJkBrmnecomMoQIenV8oyBCdAJLn8h/R7J0CcM6K0N7glQDRLAtTUoiJAUwWjkjphJ0DgLZCg+LEkQAXFjzF3DSdAbosyG2QiI0B/arx0k/gmQAK8BRIU3yVARiV1ApqIJUCqglFJnQAmQCBj7lpC/iZACHJQwkzbI0C9UpYhjnUkQPLSTWIQGCZAumsJ+aAHJ0AzxLEubgMoQL9gN2xbhCJAfPKwUGsKI0AU0ETY8BQeQNxGA3gLBCRAFQDjGTREI0CDL0ymCgYkQIleRrHcUiJA+FPjpZvkJUDqlbIMcYwlQPcGX5hMdSpAXHLcKR2sIUBt5/up8XImQAWjkjoBDSRA9dvXgXNmKkDGbTSAt2AlQN21hHzQUyZAaQBvgQQlJUCitDf4wiQlQFJJnYAmIiRAXoWUn1SLI0CIhVrTvMMmQGDq501FeiNA+8vuycMSI0BkzF1LyCcmQEp7gy9MhidA2qz6XG3FJUAxsfm4NhQjQJoIG55eiSZAliGOdXHbJkBmiGNd3IYmQI9TdCSXXyVA001iEFgZJkD1udqK/aUmQB+F61G43iVAvrwA++gkIEBBguLHmJsoQFg5tMh23ihA9+l4zED1I0BcIEHxYwwkQEtZhjjW5SRA9dvXgXOGKEBvEoPAykEoQABXsmMjUCNA+Q/pt6+jKkB8YTJVMKonQCNKe4MvzCZAp3nHKTryJ0BBguLHmDsmQNZW7C+75yRAhjjWxW10I0APC7WmeUcpQFXBqKROACRAZ9XnaivGIUANpmH4iJgjQIvDmV/NwSBAyhr1EI2+IEB0JJf/kL4nQA5Pr5RlCCRAnYAmwoaHJECHFtnO9xMmQNmxEYjXJSFA+FPjpZskKUDnHafoSI4mQPvL7snDwiZAj1N0JJffJEAWak3zjtMlQJhp+1dWuiJAvVKWIY51JUAFo5I6AU0kQO/Jw0KtqSRAtaZ5xyk6J0AOLbKd7/chQOtztRX7CyZAms5OBkf5IkDEJced0jEiQH9qvHSTaCNAKA8LtabZJ0DWxW00gFckQOkmMQisXCRA+u3rwDkDJUCutmJ/2T0lQO49XHLcaSJAjnVxGw3AJUBmoDL+fXYiQMxdS8gH/SRAHThnRGkvKUCOdXEbDSAnQOwvuycPCyRA8KfGSzeJJUAAb4EExU8kQAGHUKVmHyNAfT81XrrpJECASL99HdglQApoImx4+ilATKYKRiUVJ0Abnl4pyxAkQOOlm8QgMCZAsi5uowG8KUDDZKpgVFIpQO0NvjCZiihArfpcbcU+JEA9J71vfB0jQOMZNPRPECFAgEi/fR0YKEB15bM8D+4fQKH4MeauZSRAsp3vp8bLKEDfT42XbrIlQLTIdr6fGiVAV2DI6lZvIkD7OnDOiHInQCo6kst/iChAtRX7y+4pJEAIrBxaZGsiQK1p3nGKrihAngyOklfXI0AzMzMzMzMnQKd5xyk60iRA6gQ0ETacJkCZu5aQDxomQCfChqdXCiVAmN2Th4U6J0B9rrZif3kmQMiYu5aQjyZAq8/VVuwvJ0DZX3ZPHjYmQBb7y+7JoydAOPjCZKrAKEBFR3L5D6kpQGsr9pfdUydAEFg5tMj2JUA8vVKWIe4mQF3cRgN4ayVA3IDPDyO0IkDwFkhQ/FgoQLwFEhQ/RiVASWjLuRQ3I0AUrkfhevQnQFmGONbFjShA9+l4zEDFIkDRkVz+Q/onQFvTvOMU3SZAqz5XW7E/JUC+nxov3eQmQHJQwkzbryBA+8vuycOCJEADz72HS84jQMpUwaikDiVAyZOkayYvIUDgLZCg+NEnQC7/If32FSVAwcqhRbZzKUD99nXgnHElQOM2GsBbwChAyeU/pN+eJEBZ+tAF9U0iQO+s3XahuSNAApoIG56eJUCaCBueXgknQEvqBDQRtidAgosVNZjGIkAbDeAtkCAlQL3jFB3JRSZAVn2utmIfJEA6kst/SP8nQIDUJk7u1x9AbTmX4qpiIEAOLbKd77cgQD6uDRXj7CNAzqrP1VaMJUBRFOgTeUIgQCNKe4MvLCVAGw3gLZBAJ0Dn+6nx0g0mQJT2Bl+YzCpAKH6MuWupJUAv3SQGgXUmQKW9wRcmMyZAUwWjkjqBJUBcctwpHfwjQNGRXP5DOiVAgy9MpgqmJEBDHOviNhooQBTQRNjwFCRABK3AkNXtIECrz9VW7A8oQJJc/kP67SZAB/AWSFAcKEA730+Nl+4mQAg9m1WfyyRAI9v5fmpcJkCyne+nxkslQPeSxmgdVRtAke18PzX+JkDzjlN0JBckQF8pyxDHmiRAtRX7y+7JJUB0mC8vwB4bQLG/7J48TCZAC7WmecdJJkCASL99HZgmQOoENBE2fClAkQ96Nqt+IkC1FfvL7mkkQKjGSzeJASZATmIQWDmUJEC7Jw8LtQYiQPkx5q4lRCZAGy/dJAYBKEA/NV66ScwlQLgehetROCZAlWWIY12cJ0C+MJkqGFUlQNc07zhFRylAgLdAguKnJUB7gy9MpuolQAmKH2PuCiJAxSCwcmjxJkCJ0t7gC7MmQJJc/kP6DSVAHVpkO98vJkAGTODW3VwiQM2v5gDBDCNARiV1AppIJEAtsp3vp6YoQJnwS/28GSJAt11ortNYIkCXkA96NgsoQKW9wRcm8yhAhetRuB4FJ0DQ1VbsL7snQE7RkVz+QydA/Knx0k0CJUD6fmq8dDMmQJjdk4eF+idATKYKRiWVKEAtQxzr4lYpQA1xrIvbKCVA5x2n6EguI0ALRiV1AqojQMoV3uUijiNABoGVQ4ssJ0BB8WPMXeslQDhnRGlvUClARPrt68DpIUDf4AuTqUIkQJXUCWgibCRATpfFxOYTI0BgyOpWz8kiQGpN845T5CJAcayL22jAJECWIY51cXsmQOXyH9JvXypAG55eKcvwJkAB3gIJir8nQCP430p2vCFA8WPMXUtoI0CamZmZmZkmQBTQRNjw1CZANV66SQxCJUB4CyQofswmQGItPgXAOCNAVcGopE4gJUBqTfOOU7QmQCV1ApoIOyRAuK8D54yoJkBVMCqpEzApQP2H9NvXQSVAfO2ZJQEqIkClTkATYYMlQNzXgXNGNCVA6+I2GsDLI0Bpb/CFyRQnQM6luKrseyJAlWWIY13cJEAPnDOitDclQGHD0ytl+SVAjnVxGw2AJECTqYJRSX0nQJeQD3o2yyRA4JwRpb1hJkBZhjjWxY0mQCntDb4w2ShAs+pztRW7JEACK4cW2U4lQM3MzMzM7CdAUwWjkjoBKkATJ/c7FOUiQDGZKhiVVCVA7Z48LNR6KECBJsKGp9cmQD5cctwpzSJAV+wvuycvKkAhH/RsVt0nQLyWkA96NilAY3/ZPXkYKUDkg57Nqq8mQM/3U+OlGydAYFlpUgrKIUC7uI0G8DYlQNxGA3gLBChANBE2PL2yJkBGJXUCmggkQM6I0t7gCyZAE/JBz2b1JUB/arx0k1glQLN78rBQiyRAf/s6cM5ILkDBqKROQNMmQAtGJXUCOihATRWMSuokKEAWak3zjrMkQK36XG3F/ihAGlHaG3yhJUBLWYY41oUnQCqpE9BEWCRA1lbsL7snJkDgvg6cMwIoQDSitDf4widAwFsgQfEjJ0BGJXUCmgglQIFDqFKz5yFAhQg4hCrVI0DNO07RkZwmQJeL+E7MOiJARdjw9EqZKUA17zhFR9ImQCxIMxZNlyJAjErqBDQRKUCIY13cRgMnQGZmZmZmhiVA7zhFR3K5KkCoxks3iWElQBkEVg4t0iVATKYKRiVVKUC5/If029cnQNzXgXNGVCVAzO7Jw0KtJUB2Tx4Wag0pQFmLTwEwHiNAKLhYUYN5I0DGbTSAt0AlQHgLJCh+zCVAfGEyVTBKJ0BlqmBUUoclQM07TtGR3CdA6gQ0ETYcJ0DuX1lpUiohQGTMXUvIJyZAW7G/7J6cKECh1jTvOEUoQNzXgXNG5CJAmpmZmZn5JECxUGuadzwmQInS3uALUyZAiPTb14FzJEAB++jUlS8iQOqVsgxxjCRAO3DOiNJeJEDGbTSAt8AmQNQrZRniGCVAgZVDi2wnJUA8TtGRXP4nQNO84xQdKShAke18PzWeJEBy+Q/ptw8qQJOpglFJ3ShAs+pztRVbJECC4seYu5YkQFRSJ6CJUCBAak3zjlOUJEArGJXUCQgmQMKGp1fKEiZAHhZqTfM+IkD35GGh1rQoQBQ/xty1ZCZAowbTMHwkI0CY+nlTkWojQK5H4XoULidArK3YX3ZPJEAvNNdppBUjQCo6kst/KClATTJyFvbEIEAT8kHPZrUnQH2utmJ/WSVAGlHaG3xhJEBSSZ2AJoIkQAisHFpkeyVA46WbxCAQJUD35GGh1lQkQHo2qz5XeyRAW0I+6NmMKECuR+F6FO4mQEhQ/BhzVydAnRGlvcF3JEDhehSuRwEnQBVXlX1XNCNAXdxGA3hLJkAUP8bctWQlQMxdS8gH3SVASOF6FK6nJkCcxCCwcggnQMKGp1fK8ipAaW/whcmUJUC693DJcachQD2bVZ+rbSVAW7G/7J5cJUCfq63YXxYmQJT2Bl+Y7ClAIGPuWkJeJkDImLuWkI8lQO2ePCzUGiVAmnecoiO5J0BlGeJYFzckQF8pyxDHGiRAArwFEhQfKECMSuoENAEhQAFNhA1PzydAVWr2QCsgI0AdyeU/pP8lQLwFEhQ/ZihAzTtO0ZF8JEAqxvmbUOgjQBKlvcEXZiVAUwWjkjpBJECfPCzUmqYjQIcW2c73cyZAwOyePCzkIUBEaW/whUkoQFa3ek56zyFAJJf/kH67JkDImLuWkC8lQDtwzojSPiVAWtjTDn8NIkAHzhlR2tslQLUV+8vu6SVA8zy4O2sHIkB6pSxDHMsmQPRsVn2uliRAdEaU9gZfJkD9MEJ4tGEiQDgQkgVMwCFAp+hILv8RIkAeFmpN8y4qQIhjXdxGgyZA6Gor9pf9J0ClTkATYeMmQAfwFkhQbCNAS8gHPZt1JECjzAaZZLQgQInS3uALcydAKA8LtaYZJkBkO99PjbcmQD2bVZ+rTSRAbef7qfFSJkA/xty1hDwnQKwcWmQ7XylAArwFEhRfJEBxrIvbaOAlQDVeukkMAiVAKH6MuWvpJUAhH/RsVn0lQFjKMsSxLiRAaW/whcl0JkB6Nqs+V5smQE+vlGWIQyhAUPwYc9fSIkD1SlmGODYpQEjhehSuByVAi/1l9+RBJ0DTTWIQWLkkQJ2AJsKGFyNAmSoYldRJJEBzaJHtfL8lQK+UZYhjPSdAsVBrmnfcJ0D99nXgnBEqQKUsQxzrAidApb3BFyaTJkDxLhfxncggQGsr9pfdEydAofgx5q7FJEDRlnMpruoiQLaEfNCzGSZABaOSOgHtJkD8NVmjHhIjQJ2AJsKGxyZABhIUP8ZcJUAK16NwPaonQI2XbhKDQCdAs+pztRVLI0AU0ETY8HQpQJoIG55eySdAxY8xdy2hKUDTvOMUHaklQLTIdr6feiVAJCh+jLnLJkCamZmZmekjQPmgZ7PqcyRATDeJQWDFJUBWn6ut2J8kQFJJnYAmgiRAqaROQBMBJkAUrkfhetQoQGB2Tx4W6ihAi2zn+6kxJEAaUdobfMEnQClcj8L1CChAMnctIR9UKEDNr+YAwXwjQAfr/xzmmyFALNSa5h2HJEDmdFlMbD4jQN4CCYofYydAufyH9NsXK0ArhxbZzlcmQN8yp8tigiNAR3L5D+kXJ0DD0ytlGcIpQN21hHzQkydAjSjtDb5wKUBF2PD0SjkmQKH4MeauhSRA/tR46SbxJ0DkFB3J5R8kQAKaCBueHiVAa5p3nKKjKEA/NV66SQwpQI2XbhKDgChAjnVxGw1gJUCdRloqb4cjQOjZrPpcLSdAlPYGX5jsK0AHtkqwOJwiQOOlm8QgkClA5/up8dINJUCKH2PuWgIoQMcpOpLLHyhAtoR80LN5I0DIBz2bVX8mQCUGgZVDKyVAN4lBYOVwJUBvEoPAyiEkQCBj7lpC/iRApU5AE2HDJ0DMf0i/fR0nQJayDHGsiyVAH2gFhqzuI0BuowG8BeIjQN0kBoGVAyRA1edqK/a3JUD35GGh1sQiQAN4CyQo3iVAQs9m1efKJkDG3LWEfPAmQPs6cM6IUidADr4wmSoYJEAAOsyXF6AhQA+0AkNWhyFAH/RsVn0OK0BwzojS3oAmQGaIY13cpiZAdxA7U+hcIkDcRgN4CyQlQMGLvoI00yFAN4lBYOWwJ0A7AU2EDQ8lQEvqBDQRdidAio7k8h9SJ0CTqYJRSb0lQDMzMzMzcyVAF9nO91MjKkC9UpYhjnUmQLfRAN4CqSVArthfdk8+KUCJQWDl0CIlQNFXkGYsCiNACyQofoz5JkDnHafoSE4lQHBfB84ZkSRAJlMFo5LaJUCgibDh6TUkQJ88LNSaBiRAUkmdgCYCJkAOLbKd74ckQAaBlUOLTCdAu7iNBvBWJUDr4jYawHslQJHtfD81HiZA+aBns+rzJkAep+hILp8pQGHD0ytl2SVAArwFEhSfKUBhMlUwKkkkQB6n6EguHylAKe0NvjBZJUCqYFRSJzAjQFuxv+yenCdAdCSX/5D+JEAMAiuHFrkkQN9PjZdu8iRABhIUP8YcKEBHcvkP6VcmQKjGSzeJgSZAowG8BRKUKEAxCKwcWiQlQBKDwMqhpSdAgLdAguIHJ0Av3SQGgdUnQJwzorQ3OCRAfa62Yn/ZJUD3deCcEQUmQEI+6NmsOiZA1sVtNID3KkCcxCCwcqgnQEFl/PuMqyNA4UBIFjAxIUB1ApoIG74pQLU3+MJkqiRApgpGJXWCJEB5dY4B2RsjQLfRAN4CSShAfGEyVTBKJkCPU3Qkl98iQBVvZB75kyBAETY8vVJWKUCXqN4a2KoiQLu4jQbwFiVAGJXUCWhCKEB2Tx4Wam0kQBKlvcEXZidA8IXJVMHoJEAH8BZIUJwmQBE2PL1SdihAXwfOGVE6JUDSAN4CCeokQNCzWfW5uiZAaLPqc7UVJ0Dtnjws1HopQKOSOgFNZCVAXqJ6a2DbI0CmCkYldeInQIV80LNZ1SRA1edqK/YXJkBcctwpHQwhQJ0Rpb3B1yVAowG8BRJ0JkAxCKwcWqQlQAkbnl4pCyVAwoanV8oyJkDSAN4CCeolQN9PjZduoiNAVYfcDDfwI0AZ4lgXt1EpQLwFEhQ/ViNA63O1FftrJUCTOgFNhA0lQLaEfNCzmSVAQYLix5ibKUDkg57Nqu8mQG/whclUQShARdjw9Eo5KkDjwoGQLJAiQPAWSFD8OClAlbcjnBaMI0BwXwfOGdEpQGiR7Xw/FSVA2ht8YTIVJEBzaJHtfL8kQFFrmnecoiZAyxDHuritI0AbL90kBuElQHRGlPYGvydA0SLb+X7KJEDgvg6cM6ImQMzuycNC7SRAhlrTvOOUKEDcaABvgSQkQAn5oGezKiRAOiNKe4MPJ0CwA+eMKC0nQInS3uAL0ylAFD/G3LVkJUDa/pWVJrUjQKTk1TkGlCBAMlUwKqkzKkALtaZ5xykqQFD8GHPX8ilA1xLyQc+mJEDOwp52+NsiQGcng6Pk5SFAs+pztRWbJEB/pIgMqxgjQIPAyqFFFiVAgGWlSSnIIkAHX5hMFcwmQLG/7J48LCdARUdy+Q8pKkB3LSEf9KwnQP32deCcESZAdZMYBFYuJkCt+lxtxR4kQO0NvjCZiidAj8L1KFyvKEB9PzVeukknQMSUSKKXgSJAtRX7y+6pKEAPC7WmeUckQB+F61G43iZALUMc6+IWJ0CcM6K0N3glQFg5tMh2PihALv8h/fYVK0BfKcsQxzomQD0K16NwPSlAGeJYF7fRJ0BLWYY41gUmQBB6Nqs+dylAf/s6cM5oJUB1ApoIG74nQLraiv1lFyZAQs9m1ecKKkDXNO84RacmQBsN4C2QgCdAseHplbJMI0BCJhk5CzsjQA3gLZCgWCBAYcPTK2WZK0BKe4MvTAYoQPAWSFD82CFArrZif9m9JkCjBtMwfPQjQCjyJOma+SFA0m9fB845JUA3GsBbIAEoQCL99nXg/CNAg8DKoUX2J0By/iYUIvAiQLbz/dR4KSRAHhZqTfNuKEDkg57Nqu8oQF2/YDdsSyNAaW/whck0KEAK16NwPcolQB3J5T+knyVAGTkLe9pBIUABTYQNT98jQDSitDf4IilAxty1hHywJ0A+eVioNc0mQO/Jw0KtSSRA7MA5I0pbJUBB8WPMXSsoQKLuA5DaVCFAFNBE2PDUJkAH8BZIUHwkQA+cM6K0lyZAg2kYPiImG0B4eqUsQywhQDANw0fElCNAI0p7gy9sJUDVCWgibDgmQCgPC7WmGSRAVDpY/+fQIED7y+7JwwImQHe+nxov/SRAhJ7Nqs+VJEA51sVtNGAlQMX+snvykCdAMc7fhEJkIkBNFYxK6uQlQNklqrcGtiNAcM6I0t7gJUB4CyQofkwnQLgehetR2CZA2A3bFmVWIkCZKhiV1AkmQJCg+DHmbiRA24r9ZfcEJUDWxW00gBclQEYldQKaqCVAKcsQx7pYJEBWn6ut2P8pQG40gLdA4iZAVd6OcFrwIkC8BRIUP0YmQFXBqKROQCZAz9ptF5q7I0DfT42XbvInQIEExY8xVyVANV66S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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"927\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"932\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"934\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"935\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"937\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"938\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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tKUAv3SQGgTUnQAwCK4cWuSdAMCqpE9CkKkDsUbgehcsmQAdfmEwVzChA3GgAb4GkJkAldQKaCNsmQCS5/If02ydAjgbwFkiwKkCC4seYu7YrQK7YX3ZPHidAYHZPHhaKJ0BPHhZqTZMsQKFns+pztShAF7fRAN7CKUDLEMe6uC0oQJXUCWgibCpARdjw9EoZJ0DQ1VbsL7smQGUZ4lgXVydAV+wvuycvKECFfNCzWfUmQJayDHGsCyhAMlUwKqnTJUCTOgFNhE0pQJ7vp8ZLtydAarx0kxikJ0B4CyQofiwrQFafq63YfyhAQxzr4jbaKEAQWDm0yJYoQLmNBvAW6CdA7uvAOSNKKEB0tRX7y44mQBdIUPwY0yhAWMoyxLGOKUC3Yn/ZPTklQC7/If32NShAV1uxv+xeJkC+wRcmUyUnQLwFEhQ/piZAvJaQD3rWJ0Ba9bnaiv0lQGZmZmZmRidACyQofoxZJ0DgnBGlvYEmQIMvTKYKhidA7Z48LNS6J0CjkjoBTcQoQATnjCjtzSdAKe0NvjD5J0AMAiuHFnkmQLmNBvAW6CdAjgbwFkiQKEALtaZ5x0koQJyiI7n8RyhAbqMBvAXyKUA9LNSa5t0nQLMMcayLOyZAYHZPHhZKKUAxCKwcWkQoQJHtfD81viVA0gDeAgmKJUBSJ6CJsMEnQBx8YTJV0CRACYofY+66KEB/arx0kzgmQNIA3gIJqidA7uvAOSOKKkAYJlMFo7ImQGuad5yiIylAPL1SliEuJ0BTliGOdbEmQJJc/kP6jSZAbqMBvAUyJkBrmnecoqMqQI9TdCSXfylABaOSOgFNKUCyne+nxospQDojSnuDLylAQj7o2azaKECaCBueXokoQOOlm8QgkChAGXPXEvLhKEDwFkhQ/BgoQCKOdXEbTSdA1sVtNIAXJUD5MeauJeQoQLUV+8vuSSZA5x2n6EhOKUACvAUSFB8nQPwYc9cSkipAGlHaG3yBJkD1udqK/QUpQHKKjuTyXyZAqz5XW7HfJkChZ7Pqc5UmQCgPC7WmuSlANKK0N/hCKUDMXUvIB30oQBB6Nqs+1ydAEFg5tMhWKEBGtvP91BgpQNCzWfW5+idAzH9Iv32dJUD+ZffkYaEnQP8h/fZ14CZAz/dT46X7J0COdXEbDWAnQDQRNjy9cidA8fRKWYaYKUDl0CLb+Z4oQDY8vVKWgSpAMZkqGJWUKUAHzhlR2pslQLAD54woDSZA8KfGSzeJJkDV52or9pcoQJZDi2znuyZAsi5uowHcJ0DwhclUwcgnQM4ZUdobnCpAY3/ZPXlYKEA+6Nms+jwnQJOpglFJHSpANqs+V1uxKEB4CyQofgwlQJJc/kP6jSlAGeJYF7fRKUDRItv5foomQC2yne+nxiVAg8DKoUVWKECX/5B++7opQMx/SL993SdA8WPMXUuoKEARNjy9UpYnQDojSnuDjylAS+oENBF2JkCyne+nxqslQJYhjnVxmylANs07TtGxKUAwKqkT0MQoQESLbOf76SlADeAtkKD4JkAfhetRuH4nQE9AE2HD8ydAbjSAt0DiJ0A8TtGRXN4nQLbz/dR4KSlA8BZIUPzYKUD0bFZ9rnYpQCZTBaOSOihArK3YX3YvKUCh1jTvOOUnQLhAguLH2CVAjNtoAG9BKEA3iUFg5VAmQMSxLm6jQShAryXkg54tJkBMN4lBYAUrQOjZrPpcjSdAg1FJnYBGJ0ATYcPTK2UqQKd5xyk6MihAdLUV+8vuJkAtIR/0bJYnQLIubqMBXCZA1XjpJjEIJ0CHp1fKMuQoQAIrhxbZLitAyJi7lpDPJUDtDb4wmYopQFr1udqKPShAMnctIR/0J0D9h/Tb18EmQOoENBE23CdAL26jAbzlJkBTliGOdfEmQBPyQc9mdShAE2HD0yvlKEAOvjCZKtgpQF66SQwCiylAzH9Iv30dJUC9UpYhjpUnQDvfT42XzilACRueXinrKEBL6gQ0EZYoQAkbnl4p6ydAPQrXo3C9JkCEDU+vlIUoQOLplbIMMSlA1xLyQc8mKUBDrWneceomQACRfvs6UClAeJyiI7mcJkCkcD0K1wMpQO7rwDkj6idAw2SqYFSSKUD+ZffkYSEnQH/7OnDOiChA0m9fB85ZJ0DyQc9m1eclQI4G8BZIEClAKe0NvjA5JUCGyVTBqAQpQAYSFD/G/ChAx0s3iUEgKkB4eqUsQ5wmQAtGJXUCOidA1lbsL7uHJ0CKH2PuWmIlQP+ye/KwkCdAnDOitDf4KED0bFZ9rnYnQJm7lpAPOilAHhZqTfNOJUAOvjCZKtgpQIPAyqFFtilAgy9MpgrGKEDKw0KtaT4nQA4tsp3vZypAmEwVjErqJ0A0gLdAgmInQIPAyqFFFilAcF8HzhmRKUCDwMqhRdYmQERpb/CFqSZA9bnaiv3lJUBQjZduEuMoQN21hHzQMyVAVg4tsp1PLUDBqKROQJMmQELPZtXnCidAYcPTK2UZKED1SlmGONYnQJoIG55eKSlA6gQ0ETZ8KEDzH9JvXwclQFtCPujZjCdAMnctIR8UJ0DMXUvIB30oQCbkg57NqihAAG+BBMWvJkAtsp3vp4YoQEOtad5x6ihAoBov3SRmKkBkO99PjZcmQKCJsOHpFShARGlv8IVpKECX/5B++7omQGfV52ordilAofgx5q6lKEBF2PD0SlklQCBB8WPMnSpAUI2XbhIjKEAzMzMzM7MoQGIQWDm0KChAhetRuB7lKEC/DpwzonQoQOF6FK5HgShAqvHSTWJwJUBaZDvfT40oQCcxCKwcuiZA8KfGSzcJKEB8YTJVMMokQBsN4C2QQCZAdk8eFmoNKkBWfa62Yv8lQJ0Rpb3BVytAWMoyxLHOJUAT8kHPZlUpQBzr4jYagClACfmgZ7PKKUAm5IOezUomQOOlm8QgsClAxm00gLfAJ0DaG3xhMtUnQAn5oGezqiZAFR3J5T8kKEBos+pztRUoQKpgVFInQCVAKxiV1AnIJ0CjAbwFEtQnQKMjufyH1CZAvAUSFD8GKEAj2/l+atwnQKMBvAUS9ChAUI2XbhKjKUAzMzMzM1MnQEoMAiuHNidAaLPqc7V1KEBiodY077gnQELPZtXnSilATfOOU3QkKkCBlUOLbMcnQPjCZKpgdClABOeMKO1tKECDwMqhRVYoQB3J5T+k3yRA0NVW7C/bKEAdOGdEac8mQMGopE5A8yhAFYxK6gT0J0CitDf4wiQoQKvP1VbsrylAdnEbDeAtKUCPwvUoXE8nQJkqGJXUaSlAOPjCZKoAJ0D5oGez6vMpQArXo3A9yihAr5RliGO9J0DXEvJBz8YmQMiYu5aQrylA001iEFi5J0BxGw3gLTAnQBrAWyBBsShAx7q4jQYQJkAT8kHPZtUoQLG/7J48bCpABTQRNjwdKEAhH/RsVn0oQATnjCjtLSVA48eYu5ZQKUBmZmZmZqYpQEaU9gZf+CdA5dAi2/meJECPwvUoXE8qQCcxCKwc2ihAliGOdXE7KEA8vVKWIa4nQPrt68A5wyZAY+5aQj4IJ0D+1HjpJtEnQMpUwaikLixAak3zjlO0KEB+jLlrCbkoQNxGA3gLBCZAEoPAyqFFKUCHFtnO97MnQHE9CtejkCpAG55eKcswK0Du68A5I4onQEMc6+I2+ihAZ9Xnaiv2JkA51sVtNIAnQNZW7C+75ydAHHxhMlUQJkCsHFpkO/8nQKhXyjLEEShAg8DKoUW2JUCkcD0K10MpQFg5tMh2XiZAuY0G8BaIJ0CEns2qz9UmQIEExY8x9yhAklz+Q/rtKUA0ETY8vZIpQC7/If321SlA+MJkqmA0K0Csi9toAK8nQDbNO07RUSdAUI2XbhJjJUB+jLlrCXkqQJYhjnVxOyhAvJaQD3r2JkARNjy9UvYmQPMf0m9f5ydAaQBvgQRFLED4U+Olm2QqQGUZ4lgXVydAxm00gLeAJkASpb3BF6YoQJLLf0i/XSZAKVyPwvXIJUC+MJkqGHUlQBsN4C2QgChAAiuHFtkOKEBGlPYGX9gpQBzr4jYaoCVAkX77OnCuKUA0ETY8vZIpQME5I0p7oylAE/JBz2Z1KECKH2PuWmIqQJzEILByaClAUWuad5yCJ0AN4C2QoFglQH6MuWsJeShArfpcbcX+JkD2KFyPwvUpQD0K16NwvSZAih9j7loCKUBkO99PjfcnQCQofoy5CyZAFK5H4Xr0KkDysFBrmncmQN9PjZdu0ilAnKIjufwnKUB1kxgEVs4mQOY/pN++DihADXGsi9uIKEDXo3A9CrcpQL6fGi/dZChA9dvXgXOGKUCF61G4HmUqQEHxY8xdKyhAVOOlm8QAKEALRiV1ApooQIJzRpT2hidAzojS3uArJkDc14FzRpQnQNGRXP5DuihAHcnlP6R/J0CuR+F6FC4rQGiR7Xw/tSRA1JrmHacIKUCYbhKDwKonQE+vlGWIAypAW9O84xTdKUBnRGlv8EUoQIhjXdxGYylA4QuTqYLxKEDgnBGlvaEnQNEi2/l+CiZAE/JBz2Y1KkBmZmZmZqYmQHE9Ctej0CZAJCh+jLkrJUDvycNCrQkoQHZxGw3gLSdAa5p3nKKjJ0DJ5T+k394nQGaIY13cJiZAsVBrmnc8KUDjNhrAWyAoQGuad5yiIylAaJHtfD/1JkBlqmBUUkcoQD81XrpJDChAIEHxY8y9JUDOGVHaG9woQPwYc9cSMilAWRe30QDeJ0BDrWnecaosQIJzRpT25idApgpGJXViJ0BPHhZqTdMnQKabxCCwEipAm1Wfq614KUArGJXUCSgoQM3MzMzMzChA3EYDeAtkKECASL99HZgnQBfZzvdT4yZAT0ATYcMzKkBseHqlLEMpQCSX/5B+uydAuY0G8BYIKUA1XrpJDOIoQBrAWyBBUShAZDvfT433JkB8YTJVMGopQD0s1JrmfShA6pWyDHHsKEB0tRX7y24oQDm0yHa+fyhAlkOLbOfbKUC1FfvL7qkmQN4CCYofYyhAO3DOiNL+JUD4wmSqYDQnQCv2l92TpyhAjgbwFkjQJ0DG3LWEfNAmQMx/SL99XSlAat5xio4EKEBmZmZmZoYnQBsN4C2QQChAFNBE2PB0JUCrPldbsT8rQI4G8BZI0CZAJJf/kH5bKUAnoImw4QklQFK4HoXrkSdAiPTb14GzKEBjf9k9efgpQNJvXwfO+ShAnu+nxkt3JUCMSuoENJEmQFg5tMh2fihAsp3vp8bLJ0ApXI/C9agnQPjCZKpg9ChAvp8aL90kJ0DkFB3J5f8mQBzr4jYaQCdAnu+nxkt3KUDTTWIQWBkoQJEPejarnihAf2q8dJPYKUC4QILixxgmQNJvXwfOuShA5x2n6EhuKEDLoUW2850nQDvfT42X7idAI0p7gy/MJ0B24JwRpV0pQL6fGi/dpClA4lgXt9EAKUAsZRniWJcoQMIXJlMFgylAfh04Z0RpJ0DUK2UZ4vgnQIXrUbgepSpAnl4pyxBnKEBHcvkP6XcoQH0/NV66aSVAOpLLf0j/KEAFxY8xdy0mQOXyH9JvXylAwaikTkDTJkBQjZduEsMnQD0K16Nw/SdAS1mGONalKEBxrIvbaEAoQG1Wfa62IidAlrIMcazLJUCiRbbz/bQpQN5xio7ksidAj+TyH9JPJUAqOpLLf+gmQMKGp1fKsilARrbz/dRYK0C+MJkqGBUoQHEbDeAtcCdAzTtO0ZHcJ0AVjErqBBQnQFOWIY51EShA5x2n6EjuKUCMSuoENPEpQIy5awn5QCdAeVioNc07KECRfvs6cI4nQLmNBvAWKCdA4L4OnDMiJkDZzvdT44UmQC6QoPgxRipA3+ALk6kiKkAU0ETY8HQoQFuxv+ye/CdAjNtoAG+BJ0DOiNLe4GskQPCnxks3SSpAokW28/3UJ0BWfa62Yt8lQBSuR+F6FChAT6+UZYgjKkCkcD0K1+MlQHPXEvJBbydAutqK/WWXKUDi6ZWyDDEnQMGopE5A0yhAOwFNhA2PJkBZhjjWxU0oQLPqc7UVmylA24r9ZfcEKEDjx5i7llAnQCZTBaOSGihAGeJYF7cxJ0AOvjCZKjgoQLdif9k9eShA0m9fB875J0Bq3nGKjsQlQE2EDU+v9ChAVp+rrdjfKEBuowG8BXInQGgibHh6pSdAEhQ/xtx1JkA8vVKWIa4pQMsQx7q47ShAhslUwaikJ0D129eBc0YoQJJc/kP6TShAxSCwcmjRJ0D5oGez6rMnQAskKH6MOSlA/kP67esgKkArhxbZzvcrQOELk6mCkSZAqDXNO05xJ0CPU3Qkl78oQC2yne+npihA5j+k375uKUC5/If021cqQF8pyxDHuihAPZtVn6vNKUB0RpT2Bt8oQFOWIY51ESZAjSjtDb6QJED7XG3F/vIlQEOtad5xiiZAcvkP6bePJ0APnDOitNcoQMRCrWneESlAKxiV1AlIKUCsrdhfds8nQJ+rrdhflihAqoJRSZ1gKUC30QDeAikmQEhQ/BhzNylAeqUsQxwLKUDRkVz+QzooQPd14JwRhShAduCcEaWdJUDImLuWkK8oQAg9m1Wf6yZAC0YldQKaJkAeFmpN864nQHL5D+m3zyhAw2SqYFQSKEBbsb/snjwoQHe+nxovXSdAwhcmUwUjKEA6kst/SP8nQLPqc7UVOylAdnEbDeBtKEArhxbZzlcnQP+ye/KwkChAIR/0bFa9KUCGyVTBqIQoQNNNYhBYuSdA48eYu5ZwKEBJnYAmwiYoQPYoXI/CFSpAHThnRGkvJUAZ4lgXt3EnQOtztRX7qyZAfXkB9tFJI0AgQfFjzJ0kQBKlvcEXBihAyJi7lpAvJ0Csi9toAE8oQJ7vp8ZLdydAZ9Xnais2JkD7OnDOiNImQBsv3SQGoSdAZ9XnaisWKUDmriXkg74lQG8Sg8DK4SZAiIVa07xjKEBvgQTFj3EnQO/Jw0KtqSdAfh04Z0RJKEAxmSoYlTQpQKabxCCwsiZAIv32deDcKEACmggbnh4pQI/C9Shc7yRA/7J78rAQJ0Ctad5xim4qQNXnaiv21yZAtRX7y+4pKEAwKqkT0KQnQKkT0ETYEClArrZif9k9JUA/NV66SawlQPT91HjpBihAswxxrIu7KECoV8oyxBEmQJyiI7n8ZydAduCcEaXdKUDzH9JvX0coQJEPejarPiVAutqK/WX3KUAIPZtVn8sqQP7UeOkmsShA7zhFR3K5KUBB8WPMXQslQDJ3LSEfNChA3bWEfNBzJ0CPU3Qkl78pQPLSTWIQOCdA4C2QoPixKEBgdk8eFsooQAg9m1WfiydASOF6FK7HKUBb07zjFD0pQJ88LNSahiZAswxxrIs7KECQMXctIV8mQDnWxW00oCdA46WbxCDwKECsrdhfdu8mQOLplbIMMSdAMzMzMzNTKUCCc0aU9qYmQBsv3SQGISdAvVKWIY71J0D1SlmGOBYpQC7/If32VSlAb/CFyVSBKUA6kst/SH8qQG6jAbwF0iVAQ61p3nEqJ0CGONbFbVQrQLraiv1l1yhAoImw4emVJkDf4AuTqcInQOLplbIMUSVAeVioNc17KUDwp8ZLNwkpQKpgVFInwCRAkDF3LSGfKEBX7C+7Jy8pQOjZrPpcLSdAvsEXJlOlKUDu68A5I2ooQMzuycNCrStAUWuad5zCJ0CMSuoENBEnQPwYc9cSUidARUdy+Q/pKECdEaW9wfcnQL6fGi/dZChASFD8GHOXKEAldQKaCHsoQAWjkjoB7SZAXdxGA3irJ0DarPpcbUUoQOqVsgxxLChAhlrTvOMUKUCdEaW9wfcoQILix5i7lilA7FG4HoWrKEBLyAc9m3UqQATnjCjtTSdAF0hQ/BgTJkCrPldbsd8mQLfRAN4CSSlA/Knx0k2iKUCIhVrTvCMoQLu4jQbwtixAcT0K16MwKUCcxCCwcugoQCfChqdXKihATKYKRiU1KUCKjuTyH9ImQI4G8BZIMCdAIEHxY8ydK0AB3gIJip8nQM/3U+Ol2ylAUWuad5ziKEBLyAc9m1UpQB04Z0RpzyhAayv2l93zJ0CFfNCzWTUpQApoImx4midA0gDeAgkqKUDWxW00gPcmQOELk6mCcShAAJF++zrwKUCBlUOLbIcoQDj4wmSqgCpAfGEyVTDqJkD5oGez6vMmQMBbIEHxAylAMQisHFpEKUDY8PRKWSYpQEOtad5xyihACyQofoxZKEBuNIC3QEIrQHgLJCh+7CdAZMxdS8jnKUA+eVioNa0oQERpb/CFCSpAseHplbJsKUAeFmpN8+4oQJOpglFJHSpAh6dXyjIkKED67evAOYMqQO7rwDkjiihACyQofow5J0CitDf4wuQpQDEIrBxaJChAKjqSy3/IJEDZPXlYqDUmQIGVQ4tsBydAXwfOGVG6JUARNjy9UpYpQFHaG3xhEipATtGRXP4DKUDPZtXnaksmQMsQx7q4TShAPnlYqDVNKkCSXP5D+g0nQAK8BRIUHydA46WbxCBQJ0AwuycPC/UnQLaEfNCz2SdACRueXilrKkAFo5I6AQ0oQG3F/rJ7cihAcM6I0t4gJ0CEDU+vlCUmQKwcWmQ7HydAfdCzWfU5KEDXEvJBz4YoQC7/If32FSZAQ61p3nHqJkAvbqMBvOUnQD81XrpJ7CdAY3/ZPXm4JkDQ1VbsL7soQNXnaiv2lyhAl/+Qfvt6JkDOGVHaG/wnQInS3uALEyhA48eYu5bwJkApXI/C9SgnQFJJnYAmgihAn82qz9XWJkAB3gIJir8pQE2EDU+vFCRA4C2QoPhRJkAMk6mCUakoQI/C9ShcLyhAIR/0bFa9KUAp7Q2+MJkpQET67evAOSlA4QuTqYJRKECwA+eMKG0mQI2XbhKDoCdAescpOpLLKEDbiv1l90QoQKjGSzeJQShAorQ3+MKEKUDr4jYawHsnQG8Sg8DKQShAEHo2qz53KUB6xyk6kssnQBSuR+F6lCdAak3zjlN0JUDOiNLe4IsoQLN78rBQ6ydASFD8GHMXJ0BHcvkP6dcoQMHKoUW2UyhAH4XrUbieJ0B90LNZ9dkoQLG/7J48rCdAWYY41sVNJ0DdJAaBlaMoQPp+arx0MydAW0I+6NmMJ0DswDkjSnsqQET67evAGSdAnYAmwobnJkALJCh+jPknQIZa07zjNCZAmbuWkA8aKEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"941\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"946\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"947\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"948\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"950\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"951\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"952\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"954\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"957\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"958\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"959\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"960\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"964\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"965\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"966\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"967\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"969\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"971\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"972\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"977\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"978\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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jLEsW4sQHZPHhZqjTVAKqkT0ESoOUAKaCJseFotQKK0N/jCJAdAL26jAbzFKEDmriXkg54dQJyiI7n8pyVAYVRSJ6BJKkAFxY8xdy0wQNejcD0KJzRA6Gor9pcNOUBGlPYGX/gTQF8uXgONX2k/eJyiI7kcMECZKhiV1Bk8QAFNhA1PXzFA5BQdyeX/L0A+eVioNY0tQBkEVg4tIjpAxEKtad4xLkCJQWDl0AIyQNV46SYxKC5AGy/dJAZhK0D0/dR46fY4QBNhw9MrBSlAiUFg5dDSN0DX3TzVITcJQJeQD3o2iy5ARIts5/thQUD20akrn8UVQDI4Sl6dYyJAn6ut2F92LECY3ZOHhaoxQFJJnYAmIjdAKVyPwvWYPUCtad5xii48QAHeAgmKXy9AYOXQItsZJkCbj2tDxdgaQAWoqWVr3RBAHOviNhrQNkA2qz5XW7EHQHZxGw3gLSVAZohjXdwGJkC0WfW52lo3QKfoSC7/YSZAImx4eqWMNUB56SYxCGwlQI9TdCSX/yxAVryReeRPIEDKVMGopE4qQJM6AU2E3TJAe4MvTKY6MUAB3gIJiv83QIbJVMGohEFANGjon+DiC0CTqYJRSV06QDeJQWDlsD1AI0p7gy9MMkAZc9cS8jE7QDtwzojSXjZAf9k9eVhYN0BLyAc9m/UrQPXb14FzxjdAUkmdgCZSN0DRdHYyOIogQHicoiO5fDtARIts5/sZQEBPIy2VtwMVQC6QoPgxjkFA6Gor9pdtN0DImLuWkC8+QILix5i7Bj5A2ht8YTI1OEBHA3gLJEhAQJayDHGsyyhAAiuHFtnO9T/jNhrAW1AyQJoIG55eyTNAC7WmecdpKkBGtvP91Kg1QFmGONbFxUBAcT0K16MQNUBIUPwYc3c0QBiV1AloYjRAgQTFjzHXM0Csyr4rgv/9P+Olm8QgQD5A3GgAb4G0NkDyQc9m1WcnQCS5/If0+yXAEqW9wRemKEC1N/jCZIo0QAtGJXUCuihA+u3rwDnzNUDJdr6fGu8zQP2H9NvX4RhApU5AE2F7RUBJumbyzbYKQEDeq1YmnB1Asb/snjzsLEBiEFg5tOg4QG3n+6nxEjBAJQaBlUMrJUB1kxgEVq4xQF1txf6yGzNAU5EKYwvhEkBMpgpGJVU6QBNhw9MrVUZAMlUwKqnTJ0BB8WPMXes/QNnO91PjJQNAv30dOGeEOkDHuriNBrBDQNNNYhBYEUVAQN6rViZ88z9vEoPAyslAQE+vlGWIYzhArkfhehSOLEBgdk8eFrJAQCqpE9BEaElAguLHmLuWPEDx9EpZhqg6QGDl0CLbOTdAlkOLbOe7PkDdJAaBldM0QKc/+5EiMuK/SFD8GHMHREDSAN4CCSJBQO2ePCzUCj9AZmZmZmaGJ0BZhjjWxc01QGiz6nO1LUBA3SQGgZXDRECWIY51cQtFQHh6pSxD9ERAJLn8h/RrQkCyLm6jAUw2QOeMKO0NBkJAQ61p3nEiRkCsi9toAA9AQJkqGJXUyTpAGw3gLZAASUApXI/C9TBBQLByaJHtvD5AVwT/W8nuE0C5/If02/cnQBWMSuoELEZA/tR46SaZTEAawFsgQTE8QAIrhxbZTjRAVHQkl//YRUALtaZ5x2lCQPYoXI/CHUNAE2HD0yu9R0AhH/RsVl1GQMDsnjwsZDRAdy0hH/SsQ0DXEvJBz7ZMQBTQRNjwPEtAUwWjkjrxQUAvbqMBvE1DQOF6FK5H4UpAlkOLbOfbOUD8GHPXEpIyQFZ9rrZiHzhA3SQGgZWTRkBdbcX+sttEQCsYldQJqDxA9dvXgXN2NUB/arx0kyg8QPmgZ7PqK0BAYHZPHhYKNEAH8BZIULRAQGrecYqOrEdAn8iTpGumCsCgGi/dJCYwQLraiv1lNzJA1lbsL7t/REAj2/l+aowxQB04Z0RpzydAhXzQs1mlO0AnoImw4Wk2QO/Jw0KtOUBA24r9Zfd0NEA5RUdy+W9IQG8Sg8DKSUpAqmBUUif4QUA0ETY8vcJDQMoyxLEudkNAgQTFjzF3O0DD0ytlGeI/QNk9eViobUVAtMh2vp+qMUChZ7Pqc41BQDEIrBxaZDTAGsBbIEH5Q0CCc0aU9iZLQEtZhjjW3UFA5BQdyeX/JkBVMCqpE7AlQHNoke18/zRA4JwRpb0RQEAhsHJokT0wQOeMKO0NTkJAY3/ZPXk4LkAwTKYKRvU0QILix5i7HklAmpmZmZlhREBtxf6yewI6QMSxLm6jwS1ADk+vlGWYP0BvEoPAyhlIQKqCUUmdqEBA9dvXgXN2TkC8BRIUP3YzQBgmUwWj6kRAqFfKMsSBNUBUqdkDrSAVQLU3+MJkCi9A9bnaiv2FJkBxPQrXo7BAQGQ730+NtzJA9ihcj8KdQ0A3GsBbIPFCQOkmMQis1EFAxLEubqPxNUDhehSuR9FAQBfZzvdT205AF0hQ/BiLRUDEsS5uo6FIQEku/yH9djVAGJXUCWhSMEC62or9ZR9GQJp3nKIjqUFADwu1pnlXRUA/xAYLJ2nSvzsBTYQNnzxAHOviNhpwOUDbiv1l91Q7QG3n+6nxAkVAfGEyVTCKSEDlYaHWNK88QC2yne+n3kpAzF1LyAelTEBKe4MvTNZOQC2yne+nxjVA2V92Tx4eQUBjf9k9ebBFQKTfvg6cQ0FAkX77OnBOO0C30QDeAplDQA3gLZCg+DVALpCg+DG+Q0CTqYJRSf02QIGVQ4tsh0JA6bevA+cEQ0DNO07RkRxFQPkP6bev0zVAnKIjufynQEAijnVxG81JQECk374OvCZAtMh2vp8qNkC2LcpskIkcQPaX3ZOH/UhAfT81XrrJP0AkufyH9Fs/QOviNhrA40JAarx0kxjsQ0DqBDQRNsREQOC+Dpwzoi9Akst/SL+pUECIhVrTvLNFQE+vlGWIG0VA5j+k374+P0DcRgN4CzRKQPVKWYY4XklAZvfkYaEmOkDUmuYdpxhIQNejcD0KNztA54wo7Q3+KUCEDU+vlKUzQLRZ9bnamjdAaCJseHpdTEB7gy9MphoiQLgehetRMExAQYLix5gbGMCjI7n8h6RDQKHWNO84xUJAjgbwFkhYSUCJ0t7gCxNEQFjKMsSxnjdAdZMYBFbWQEBMN4lBYAVAQCEf9GxWvThAayv2l90TL0CpE9BE2CAzQNIA3gIJajBA2IFzRpS2S0BPHhZqTfMbwO58PzVeSlBAlIeFWtMsNUDb+X5qvGRIQOJYF7fRID5Az2bV52qTQkCq8dJNYrA4QDLmriXkAzlADi2yne+3QEA+lj50QT0jQGiR7Xw/dUdAf/s6cM54OUD5MeauJQxBQGfV52orzkBAvHSTGATGP0ABTYQNTz9BQAn5oGezqkpAgLdAguLfR0CKH2PuWkI1QBZqTfOOu0tAVn2utmLfRECRfvs6cD42QJM6AU2E1VNA1JrmHac4QUD/snvysPBCQK5H4XoUrjVA5x2n6EgOREAxmSoYlaxAQHNoke1810NAKVyPwvWo/T/pJjEIrJxDQP2H9NvXOUBAnDOitDeoSkCSy39IvzVKQNqs+lxthSdAn6ut2F9GREA8vVKWId4+QPMf0m9f90ZAyjLEsS4+M0AnwoanV5o9QDnWxW00AEJA54wo7Q1+NkDdtYR80NMzQAAAAAAAoBpArfpcbcUOTUAxmSoYleRQQN21hHzQU0FAvVKWIY7lNEBCPujZrOo6QNk9eVionUlAW7G/7J5EQEDc14FzRrxEQKmkTkATcUZAh6dXyjIMR0CyYyMQr+sjQBMn9zsU5RxAcoqO5PL/RkB6pSxDHEslQLFQa5p33EVAy6FFtvOFQkDAWyBB8YMqQJHtfD81XiZA6SYxCKycO0BYyjLEsQZFQMWPMXctoShANBE2PL16Q0CF61G4Hn1BQKg1zTtOQUdAOpLLf0hXQEC30QDeAqFLQKTfvg6c+1BA4zYawFvAQkAzxLEubttMQP+ye/Kw2ENAdQKaCBu+PkBvgQTFj+E1QO0NvjCZaiVAFK5H4Xr0SUDmriXkg95FQCGwcmiRzS1AXf5D+u17OkBrmnecouM4wIv9ZffkcSNAJLn8h/SbG0BBguLHmItCQGgibHh6ZTJAVTAqqRMYQECTqYJRSa1GQB1aZDvfp0RAdk8eFmqNMEDOiNLe4GNAQHgLJCh+7DxA7Z48LNTaKkCCkCxgAvcYQJOpglFJZUVAdk8eFmoNRUBSSZ2AJlI5QClcj8L1+E1AL26jAbxFOUB/arx0k5g3QAfOGVHaGwpALpCg+DEGRECvJeSDnsVAQMNkqmBUuklAm1Wfq624M0C+wRcmU31EQD81XrpJvEBABcWPMXf1T0Dpt68D57RCQM3MzMzMPDtAgy9MpgrWRkCfPCzUmo5MQAfwFkhQbDZAeekmMQiURUD8qfHSTRI8QNc07zhFr0FAwaikTkBTQUBYyjLEsUZBQDarPldbwTBAGCZTBaPiOkCjAbwFEjxEQDblCu9yURpA+n5qvHRjPUAv3SQGgaVHQJZDi2znc0ZAQfFjzF07RkBkO99PjadDQDQRNjy9YjVALpCg+DHWSUC30QDeAskqQLU3+MJk2jVAIGPuWkJ+OkBseHqlLEMzQP5D+u3r8DVAz2bV52rbNUChZ7Pqc41CQIPAyqFFHkNAsb/snjxcQECwA+eMKE0sQMxdS8gHlUBA8BZIUPxIVkC1FfvL7nk+QNZW7C+79zhATDeJQWD1PECWQ4ts5xs8QFwgQfFjLEBAWMoyxLHWQUCQMXctIVdEQKUsQxzrikZAXW3F/rLrREAzxLEubgMuQMIXJlMFI0NA3Esao3VUx7+I9NvXgXM7QCV1ApoIyzhAQfFjzF1LUUCoV8oyxLE/QHuDL0ymmkJAcayL22iwQUA4Z0RpbyhJQD7o2az6VEtALNSa5h0PRUByio7k8n83QIhjXdxGg0xAURToE3lyGMBgdk8eFgonQN21hHzQW05Ady0hH/R8PEBWDi2ynb8yQEymCkYl3UdATKYKRiUVK0CutmJ/2U07QGuad5yie0RAmbuWkA9iQ0BxGw3gLbAyQIV80LNZfUFAOUVHcvlHTUBn1edqK/ZFQIv9ZffkgTdAXdxGA3gL9r+FfNCzWSUjQAn5oGez6jpAAU2EDU8HR0AeFmpN8x4wQOxRuB6F6z9A4QuTqYJRMkCDL0ymCnY2QF3+Q/rtu0RAtFn1udoKP0CIad/cX73oPzC7Jw8LNUFAqBjnb0IhEUAUP8bcteQ2QIcW2c73i0hAxty1hHxwNkCcoiO5/BdHQEJg5dAia0NAukkMAiuPRkBos+pztaU7QF3cRgN4SzFAhslUwagoUUCU9gZfmJRPQOf7qfHSTUJAWDm0yHaWREBTBaOSOnlAQISezarPlTtA/yH99nWgRUC5jQbwFugwQJ/Nqs/VbkdA1zTvOEX/REDrc7UV+6svQIZa07zj5D9AvAUSFD/eQ0D129eBc95MQE+vlGWIwz9Aqz5XW7H/PkBkXdxGA0hCQI/k8h/SHzxAxty1hHxgNEDvOEVHcklCQIXrUbgedUhA9GxWfa4uRkBdbcX+sgNEQAAAAAAAIDtA+n5qvHQjNEABGM+goa8jQKwcWmQ7Lz5A+8vuycNyM0C7uI0G8L5EQAK8BRIUvz5ANV66SQxCNkAJih9j7houQEymCkYlJTJA1CtlGeJgQkAZc9cS8q1QQMrDQq1pzjRA/7J78rDgN0CYTBWMSgomQKyL22gAh0lAMQisHFqEMUD1udqK/e1OQEw3iUFgJUZAhxbZzvdDQkDkFB3J5S81QBdIUPwYM0hATx4Wak3zSkBOYhBYOXQoQNqs+lxtDUNAPZtVn6vNNEBcj8L1KJwuQJM16iEaXRVA3bWEfNArQEA8vVKWIf4+QK1p3nGKbjPAxyk6kssnQkAEVg4tsj1MQBfZzvdTIzdAJuSDns2KL0DBqKROQGM6QLTIdr6fIkhAArwFEhRPNkAFo5I6AW0eQAXFjzF3ZUVA/mX35GE5SkCBJsKGp9cXQFkXt9EArkFA9aEL6ltGFUBNFYxK6oQ6QGUcI9kj1NU/C7WmecdJTUA8g4b+CY4UQF1txf6ySzxA6Gor9pelQEDi6ZWyDLFNQH/ZPXlY6ENAryXkg54tKED5MeauJaQ/QPwYc9cSkkNAwcqhRbbTLkAQeGAA4UPuP+0NvjCZSjVAPnlYqDUNOkBMN4lBYCU+QN9PjZdugkdA7nw/NV7ySkBRa5p3nNJLQJp3nKIj+UJAnl4pyxCHKUAVHcnlP4xJQF5LyAc9mzxA3gIJih8zREB+jLlrCZFIQPOOU3QkF0xAzF1LyAdNQUAUrkfhegRGQNO84xQdCT5Adk8eFmoNNEBa9bnail1AQOQUHcnlz1FAlrIMcawzQECrz9VW7I8wQL1SliGOtTRANjy9UpYRQUBv8IXJVGE/QFTjpZvEUENAw9MrZRmiLUBGJXUCmjg9QNO84xQdiSxAiGNd3EYLSUDCFyZTBcM4QN7lIr4TcxpANpNvtrkxDkBtVn2utkI4QOJYF7fRyERAzO7Jw0K9MECbVZ+rrbhEQBKlvcEXBkdA5fIf0m9POUADCYofYw42QCntDb4wWSXALGUZ4lj/QEBGtvP91OhQQPkP6bevYy5AOiNKe4OvPEC+MJkqGJU0QMDsnjwsXEVAwTkjSnsDMkDwp8ZLN1FCQKHWNO843UBA9bnaiv2FPUCdEaW9wRc4QHe+nxovPThAgQTFjzGfU0CJQWDl0EI8QDY8vVKWYTRA+z+H+fIiI0A17zhFRypDQJ+rrdhf1jlAnRGlvcGXJ0BnD7QCQxYTQLsnDwu1BipA93XgnBE1N0CPU3Qkl38tQP5D+u3r8ERAj8L1KFyvSUApyxDHughGQBTQRNjwREVAEHo2qz4HQ0B56SYxCDRCQKFns+pzhT5ARGlv8IXBQ0AbL90kBhFAQNqs+lxtJTJAMzMzMzPzOEDA7J48LIxFQMRCrWne8UhAR3L5D+n3JEBWDi2ynd83QKkT0ETY2FRAO99PjZdGQkDl8h/Sb+dFQOY/pN++/j1AqRPQRNjwNUDf4AuTqUIwQL3jFB3JjUhAjnVxGw0gN0DFjzF3LSlJQHUCmggbHkJAs3vysFC7MUBQ/Bhz16pMQINRSZ2A5jJAseHplbIcN0Dl0CLb+d5EQMX+snvyZFJAwOyePCwUS0BWn6ut2G8gQBSuR+F6/ERA1UDzOXe7278Fo5I6Ad04QOeMKO0NLk5Ab/CFyVQxMcAQzNHj94YgQDSitDf4cjxArK3YX3bPQkD7OnDOiEJNQIZa07zjxEZAtMh2vp+KUEDeAgmKH2tBQN5xio7k4kVAj8L1KFw/NECU9gZfmExOQPcGX5hMfUNA/Yf029dZR0CuR+F6FM4uQFUwKqkT+EBA0NVW7C9rMUAtsp3vp3ZOQK5H4XoUNktA7C+7Jw/DQ0CMSuoENGE4QHuDL0ymKkNAQmDl0CLrQUD5oGez6pMtQMNkqmBUojpAcM6I0t7wQECppE5AEyE6QCbkg57NokpAGw3gLZBwNUC1N/jCZOo3QEATYcPTk0lAtoR80LNZQEDRkVz+Q3JQQHWTGARWvjRATGw+rg11IEAX2c73UwdQQIhjXdxGk0xAJ8KGp1fqMUC6SQwCK/dBQF66SQwCGzlAMEymCkYlO0ANcayL23g2QKvP1VbsLytAK4cW2c6nSUC1N/jCZNJHQFpkO99PHUJA/mX35GEBOkCq8dJNYhA1QPaX3ZOHvUhAYqHWNO+QRUDeWbvtQtMbwP32deCcOUlAFNBE2PDUO0Aj2/l+auw/QB6n6EguT0FAXrpJDALLSkC5/If029c8QJJc/kP6PTJAF0hQ/BjTMkD/7EeKyAAgQDbNO07RQTxAaQBvgQSFM0BQjZduEuM9QN5xio7kKkRAUWuad5wCQECsrdhfdidAQLPqc7UV60FAq8/VVuwPLEDgnBGlvXE6QBdIUPwYIz1AhxbZzvezOEByio7k8g9GQIsyG2SS8RVAgEi/fR0oQkDqJFtdTgnfvwK8BRIUJ0ZAyqZc4V3uBEBEaW/whUk4QFioNc07LkRAGlHaG3wBNUC6SQwCKz9JQLUV+8vugUNArfpcbcW+F0C1FfvL7ik/QHqlLEMcA0FAXCBB8WPcRUC4rwPnjHBGQMoyxLEuZkdAGsBbIEE5R0CYbhKDwPo1QGgibHh69TlAGw3gLZCISkAzMzMzM9NKQLn8h/TbF0ZAdnEbDeBlUEAgQfFjzG1IQKJFtvP9VExAH4XrUbieKEBoy7kUV3UeQFjKMsSxnkFAJCh+jLnbOEDcaABvgbRTQJEPejarrjtA3nahuU4jHkDowHKEDGTkv7fRAN4CgUlAJCh+jLnLRUBrmnecoqMsQJjdk4eFqkRAVp+rrdjHQECqYFRSJ7BFQKH4MeauhTFAeAskKH4sJcCJQWDl0HpEQKpgVFInAEVAveMUHcn9RkDn+6nx0j1BQGkAb4EERRJAnYAmwobfQkClLEMc6ypEQNXnaiv2y1BA1xLyQc+WMECcoiO5/CczQOviNhrAaz5Anzws1JpmOUB24JwRpZVBQGb35GGh5j1AF0hQ/BjjRkBtVn2utnJDQInS3uAL91FAAiuHFtmeREAb9RCN7sAVQMdGIF7XjyFAZ0Rpb/DdSkAwuycPC21CQA3gLZCg2CxAOUVHcvmfTUBxGw3gLXArQO7rwDkjahFAHOviNhoIUEBjf9k9eVgKwEGC4seYY0NANjy9UpaJSEDPLAlQUyscQI/C9Shcl1BABoGVQ4vsK0BeukkMAutLQLTIdr6fij9AlPYGX5g0REALRiV1AhpLQNk9eVioFTlAfGEyVTCaIEBnRGlv8I1CQKqCUUmdQD9AIGPuWkIqUkBRa5p3nOJAQNjw9EpZlkxAexSuR+HqQUBLWYY41tU/QN4CCYofszVAcuFASBbwIEAwKqkT0LxDQN4CCYofwyxAw2SqYFTiQEDqBDQRNmxGQKCJsOHppT1ACD2bVZ8bQ0BB8WPMXds+QEjhehSuZ0FA5x2n6EjuMEAmUwWjkgpEQAIrhxbZTktAa5p3nKITN0BmZmZmZsZGQKJFtvP9lEBALbKd76cmQEALmMCtuzkGQKg1zTtOiU9AUPwYc9eCNkB5WKg1zQtJQI4G8BZIEEBAVHQkl//wK0Btxf6ye+I5QKyt2F927yxA/fZ14Jx5RUC1FfvL7ukwQM4ZUdobtEFAMnctIR9sR0Ba9bnaigVHQFafq63Yd09AcF8HzhlRR0CwcmiR7RRAQK4NFeP8DSBAs3vysFDLKUB3LSEf9AwrQHDOiNLeYDdA5WGh1jQ/Q0CDL0ymCnZDQIqw4emV0jdAu7iNBvBGQECitDf4wmRGQLIubqMBLDRA0m9fB865QUDvOEVHcrkmQLKd76fGCzNArWnecYqePkDpJjEIrBxCQNEi2/l+ijdAVn2utmIfPkBxrIvbaOBRQLgFS3UBr+w/rkfhehReMEDb+X5qvAQ7QGlv8IXJVD1A46WbxCAgPEC6SQwCKzdCQA6+MJkqZFRArfpcbcX2QkCHp1fKMmQ6QDXSUnk74hlA1zTvOEVnTEDJdr6fGg8SwJ5eKcsQ9zxA1sVtNIAfS0BHcvkP6Wc7QB/0bFZ9BkdAqaROQBNJQkBzaJHtfL8zQEjhehSun0JA+8vuycO6R0DjNhrAW7hGQG6jAbwFkkpAI9v5fmpsQ0ChZ7Pqc1lQQBIUP8bctS9AqmBUUiewO0D0/dR46VY5QJtVn6ut+E1Aqz5XW7GPP0DedqG5TuMDwK62Yn/ZfU5ApN++DpwDQEAHzhlR2ts5QDPEsS5usz9AKxiV1AnoSEA0orQ3+EIqQIj029eBkzhABOeMKO3tNUAwuycPCyVEQKK0N/jCJDFA9GxWfa62K0AZ4lgXt+lAQMZtNIC3aEdA2T15WKi1REA/NV66SVROQKd5xyk6ekRADr4wmSrIN0AZ4lgXt5EsQBsv3SQG4TRABhIUP8ZsN0CkcD0K13M7QNk9eVioFSlAXW3F/rLbLEAK16NwPYpDQH9qvHST+CpAPZtVn6sdQED4U+Olm0QnQNjw9EpZljJA2bERiNfVFsCk/+VatADHv/Xb14FzhjpAhetRuB4VNkDJdr6fGl9IQMuhRbbzhUFA5fIf0m8vN0Dowd1Zu20gwP5l9+RhCUlAJ8KGp1eqJMDgvg6cMyIoQMoyxLEufjxAtMh2vp+KPEDeAgmKH0tFQFmGONbFZUtAOdbFbTQQOkAm5IOezUJJQH9qvHSTqDhAh6dXyjJ8RECdgCbCho9IQDeJQWDlgEVAxf6ye/JwM0AVHcnlP3Q8QKs+V1uxPzpADi2yne/PTUD+ZffkYelDQLfRAN4CoUJAm+Ydp+hgR0ACmggbnr4mQMBbIEHxYztAIo51cRudS0ApXI/C9QgvQMSxLm6jUVFA2IFzRpRmNkDT3uALk9k+QNZuu9Bcxx5Aarx0kxgsRECC/61kx7YjQMiYu5aQ41JAtvP91HhpMkDF/rJ78sBBQGsr9pfdMzhAdQKaCBvWS0BiEFg5tCBNQMIXJlMFa0pAGlHaG3zBN0CjkjoBTURDQHUCmggbnj1AArwFEhRHQEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"980\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"981\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"983\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"984\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"985\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"986\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"988\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"989\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"990\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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Onxe5v+rB5AVU0QdR/QIUBos+pzteUiQH2zzY3pGSNAvfvjvWrFI0CpE9BE2BAmQKpgVFInYCRAryXkg54NJ0Dh0cYRaxEjQLk2VIzzVyJAKGGm7V95H0Csyr4rgn8jQCv2l92TJyhAvp8aL91kKUDcRgN4C0QjQCgs8YCymSNAcT0K16PwI0DHLlG9NZAiQDANw0fENCNARrbz/dTYJkAp7Q2+MDkmQCQofoy5CyRARIts5/tpJED2l92Th6UnQJhMFYxKaiVAswxxrIubKkBYObTIdi4gQIzbaABvoSVALIL/rWTnI0DEsS5uo2ErQPt0PGagsiJAKH6MuWupJ0AX2c73UwMoQG6LMhtkQiNAkst/SL99JkCneccpOpIqQI0o7Q2+sCVAzqrP1VZsJ0DiWBe30WArQK5H4XoUji5A5x2n6EhuKUB/2T15WCgrQK5H4XoUDixAYqHWNO+4KkAAAAAAAMAtQHZPHhZqrStAYcPTK2UZKEBBguLHmPsqQF+YTBWMiixA9ihcj8LVJUCWIY51cRsoQP8h/fZ1gCxAgLdAguLHKECASL99HVguQOPHmLuWECpA2c73U+PFLkA9LNSa5n0oQECk374OnCtAWDm0yHYeL0BwzojS3mAnQFoNiXssnSNA48eYu5ZwK0Cfq63YX1YpQJOpglFJfSxAHOviNhqgJkCfzarP1ZYnQIGVQ4tsxylAINJvXwfuLUAVjErqBDQvQPaX3ZOHRStA+n5qvHTDMUBSuB6F6xExQFdbsb/sfi9AmSoYldTJLUBz1xLyQW8sQAXFjzF3bS1ACRueXimLMUAdWmQ7388uQDEIrBxaJDFAyXa+nxrPLUDkg57Nqu8wQPH0SlmG+C9ADeAtkKDYLEDUmuYdp+gtQOzAOSNK+y1ATYQNT680LkCrz9VW7I8sQOauJeSDnjFAlkOLbOc7L0BiEFg5tGgmQPfkYaHWtC5ANqs+V1vxLUDHKTqSyz8tQOLplbIMMS5ADk+vlGVIMUAU0ETY8DQvQIC3QILihy9AQmDl0CJLMUBO0ZFc/iMuQFHaG3xhcjBAMlUwKqmzLEAzMzMzM5MuQKOSOgFNZDJAx0s3iUGAMUAijnVxG40wQCEf9GxWHTBAwFsgQfGDLkCKH2PuWgIzQPcGX5hMlS1AejarPld7NEByio7k8i8xQFYOLbKdTzBAmpmZmZmJMUCoV8oyxHExQJm7lpAPWjBAArwFEhR/L0D8qfHSTQIxQK8l5IOenTFAl5APejaLKkDIBz2bVR81QJM6AU2EPTJARiV1AppILkD1SlmGOEYxQBSuR+F6BDFA6Ugu/yG9MUC/DpwzoiQ2QH2utmJ/6TJAcoqO5PLvMEC/fR04ZxQzQL7BFyZTRTJAVp+rrdgfMUC28/3UeDkyQELPZtXnqi9AtaZ5xymaMUCyLm6jAUwyQKYKRiV1ojVAJzEIrBzaJkCoNc07TjEvQHGsi9toEDRAOwFNhA2PMUCitDf4wsQwQJwzorQ3GDJA93XgnBHlMkDcRgN4C0QyQIEExY8x1zVA001iEFi5MEBq3nGKjrQzQD2bVZ+rvTFAhJ7Nqs/FMUDJdr6fGr80QC2yne+nRjRAO3DOiNI+MkC0yHa+n6o1QKabxCCwAjRAgZVDi2y3MkCjkjoBTdQwQLWmeccp6jRAxyk6kssvNkBnRGlv8LU1QO2ePCzUijBAE/JBz2YVMkAy5q4l5IMyQPtcbcX+IjNA0gDeAgk6MkAMk6mCUWk0QA+cM6K0dzBARGlv8IUZOkAbDeAtkKAxQPFjzF1LODZAtMh2vp9KNEDQ1VbsLzs0QBniWBe3wTJAr5RliGNdNEA17zhFR8I0QFR0JJf/sDRArBxaZDsfNECU9gZfmGwyQBB6Nqs+5zFAV+wvuyfvMUCKsOHplaI0QG6jAbwFQjZAokW28/2UNkASg8DKofU0QDsBTYQNLzhAvjCZKhgVNECYTBWMSuozQDSAt0CCgjhAnMQgsHJYMkAhsHJokR01QBSuR+F6NDNA6pWyDHFML0AX2c73U9M1QKrx0k1igDlAX5hMFYz6NUDeAgmKH4MzQNDVVuwvKzVAxm00gLcgN0A6kst/SC84QDQRNjy9ojVAAG+BBMXPNkBbsb/snpw4QEXY8PRKKTdAI0p7gy+8NkBos+pztaU1QHxhMlUwSjNAbVZ9rraSNEA9m1Wfq900QK62Yn/ZfThA5fIf0m/POUDzH9JvX6c1QAMJih9jfjdAnu+nxkv3KkDXEvJBzyY8QB3J5T+k7zVAqvHSTWIwOUBvEoPAykE4QKhXyjLE4TRA9ihcj8I1OUAi/fZ14Aw5QK1p3nGKHjZA8kHPZtVXNUAhsHJokc0yQJ0Rpb3BxzdAO3DOiNJONkARx7q4jUY9QP8h/fZ18DhAiPTb14EjOUC62or9ZSc6QGTMXUvIFzVA1QloImzoOECvlGWIYx01QPH0SlmGKDdA/kP67evQM0BEi2zn+7k4QIcW2c73wzRAGsBbIEEhNkAKaCJseNo3QBsN4C2QkDhAexSuR+FaMkC3Yn/ZPdk2QKJFtvP9ZDdASZ2AJsJ2NUBhMlUwKok4QMuhRbbzrTtAkxgEVg6tN0AjSnuDL/w5QK1p3nGKrjBAdLUV+8veNEAzMzMzMwM6QL1SliGONTZAPujZrPrsMkAMAiuHFhk6QFZ9rrZi/zlAW0I+6NlsPUASFD/G3KU1QOOlm8QgcDdAxf6ye/IQOUA0gLdAgoI7QGdEaW/wpTlAFmpN845TOED7y+7Jw8I4QHuDL0ym6jdAGw3gLZAQNEB1ApoIG848QE8eFmpNczZAJJf/kH6LOUD7y+7Jw7I6QClcj8L1mDBAdCSX/5C+PECBBMWPMec5QL6fGi/dNDdAf9k9eVgoNEAldQKaCPs3QPJBz2bVRzZAeVioNc0LPEAKaCJseLo0QJqZmZmZWTtA1QloImw4O0CcM6K0N3g5QEMc6+I2+jhAY+5aQj5oOkDT3uALk7k5QJJc/kP6rTtA/kP67euANkDP91Pjpas5QKVOQBNhczpAlrIMcazbNUBQ/Bhz1/IyQIofY+5aYj9AlrIMcaw7NUDF/rJ78tA8QP7UeOkm8T5A0NVW7C/LOkCR7Xw/NV46QJf/kH776jRAL90kBoGVNECPU3Qkl182QM/3U+OluzxAqoJRSZ1QPEALRiV1Aio7QC1DHOvi5j9A5fIf0m9vOEAOLbKd75c5QE5iEFg5nEBA3nGKjuSiOUBhVFInoEk6QJM6AU2EDT9A3bWEfNADOkB8YTJVMAo5QJjdk4eFykFAVTAqqRMwOEARNjy9Ur5AQFYOLbKdHzZA0NVW7C+7O0AN4C2QoNg2QIts5/upYTxAyjLEsS6mQUCitDf4wqQ9QDnWxW004DtAWMoyxLEeO0AXSFD8GNM3QNUJaCJsuDtArthfdk++OkDuWkI+6Fk8QC6QoPgxJjdAXCBB8WPsPkAijnVxG70+QIv9ZffkwTpAzH9Iv329PEAVjErqBNQ8QOQUHcnlF0FAhxbZzvejOUBQ/Bhz1zI+QJT2Bl+YTDpAP8bctYSsPEB4eqUsQ6w3QLraiv1lxzdANBE2PL0CPkCBlUOLbBc8QGq8dJMYBD1AW9O84xQtPUCsrdhfdu84QF+YTBWMOjlAfoy5awkJPkBUdCSX/0hDQLHh6ZWyDDdAVHQkl/9APkCz6nO1FYs7QDbNO07RsUFAtvP91HjZO0CjI7n8h6Q9QNJvXwfOGTpAS1mGONaFN0DLoUW28+VAQOjZrPpcbTxAx7q4jQaAOUDQRNjw9Ko7QJayDHGsU0BAzO7Jw0LdOkAT8kHPZqU+QBueXinL4DtAAG+BBMWnQUC/DpwzogRBQPFjzF1LyD9AgnNGlPZGPkCiRbbz/fQ4QOELk6mCgT5AMEymCkYtQEAQWDm0yMY8QOlILv8hHTxAsi5uowFsOkB88rBQa/o9QD0K16NwvTpAOUVHcvl/O0CKH2PuWkI5QKRwPQrXO0FA001iEFi5N0CP5PIf0n89QKkT0ETYYDpA8WPMXUuYOkDrc7UV+6s/QNV46SYx+D1Ady0hH/Q8PECHp1fKMlQ4QNO84xQd+T1A/Knx0k3iPUASpb3BF1Y8QFuxv+yevD1AdQKaCBsOPEAZBFYOLdI9QBgmUwWjoj1AtFn1udpqOkCMSuoENFE6QFTjpZvEgD1ABcWPMXeNPkDV52or9jc/QH4dOGdEMUJAmbuWkA9KPkCJQWDl0OI3QNc07zhFT0BAgLdAguI3PUAZc9cS8rFAQPcGX5hMJT5AVTAqqRN4QUBZF7fRAC4/QEhQ/Bhzv0FAOPjCZKqQO0C0yHa+n1pDQOJYF7fRMDpAP8bctYSMPEDhehSuR9E1QNXnaiv2JzpA16NwPQp3PUAawFsgQdE8QBWMSuoEhDtAJuSDns3qOUAOvjCZKvg5QAAAAAAA4DtAysNCrWkWQUDkFB3J5f9AQPCnxks3UUBAc2iR7XzfO0AtQxzr4jY6QDhnRGlvUDlArWnecYrePEDswDkjSqs3QIXrUbgeNTxA6+I2GsBjQUDByqFFtuM3QLHh6ZWypEJArrZif9m9P0ACvAUSFO84QGwJ+aBnszpAWmQ7309tOkBO0ZFc/stAQPhT46Wb7EBAtaZ5xymaQUA6kst/SAdBQPKwUGuaRzpAirDh6ZWSPUCqglFJnTA6QINRSZ2AVkBAhslUwagsRUDQRNjw9Ao8QCKOdXEbDT9A/mX35GGxQkCP5PIf0o88QHWTGARW7kFAdLUV+8suQEBZhjjWxZ07QDPEsS5ugzxAL90kBoF1PkD/If32dUA9QEoMAiuHNkBAkDF3LSF3Q0CneccpOlI1QE7RkVz+m0FAidLe4AtDPkD9h/Tb17E8QLfRAN4COT9A2PD0Slk2Q0AVjErqBLQ6QP7UeOkmoTxAJuSDns1CQ0CcM6K0Nzg8QLWmeccpKkBA07zjFB0pO0DOqs/VVsw2QAK8BRIULztAutqK/WXXOkBZF7fRAP4/QLRZ9bnagkBA0LNZ9bmKQkCrz9VW7K88QFR0JJf/sEVAw2SqYFQyNkCY3ZOHhXJCQNxGA3gLhD5ASZ2AJsLmPkB1kxgEVm46QC0hH/RsvkBAxY8xdy0xQkAHX5hMFUw8QEOtad5xWjtAWmQ7309dPkBOYhBYOVQ+QKTfvg6ccz1AUPwYc9eSREDarPpcbQ1AQNJvXwfOCUVAc2iR7XxvQEDdtYR80NNBQCEf9GxWVUFAirDh6ZUSPEDEQq1p3tFAQOxRuB6Fuz1AwhcmUwWzPkDXNO84RcdAQFafq63YZ0RANBE2PL0SQEDNzMzMzOxAQKW9wRcmMzlA7zhFR3IRQUB+HThnRJk6QBKDwMqhtT5A3pOHhVrLQEBwXwfOGVE/QGEyVTAqaUBAb4EExY+5QEDUmuYdp9g8QNBE2PD0yj1AO99PjZcOQUCBJsKGp29AQCxlGeJY9ztAyXa+nxq/PEA51sVtNKhBQAaBlUOLXEFAdLUV+8tOP0DvycNCrWlAQNGRXP5DKkBAPSzUmuZ9OkCsrdhfds87QKH4MeautTtAqvHSTWKQOUBiodY07xhDQGHD0ytlyThAUkmdgCZyQkAf9GxWfa45QOwvuycPuz9AV1uxv+z2QUC30QDeAmlBQMP1KFyPekFAZ0Rpb/BVP0C/fR04Z7Q5QMpUwaikfkJA4L4OnDPSPkBqvHSTGOQ/QC2yne+n1jpA845TdCQvQUClLEMc69I9QAtGJXUCSjxA54wo7Q3eQEA5RUdy+bdEQN0kBoGVG0FAmN2Th4VaP0AK16NwPTo/QGkAb4EERT5AH/RsVn1mQUCjkjoBTZQ9QMX+snvyOEBAwOyePCwUO0AGEhQ/xhw+QE+vlGWIK0JAxSCwcmgJQUCHp1fKMmRCQLKd76fG20FAAJF++zpIQEDLoUW280VCQDJ3LSEftD5AcF8HzhnBQEBCYOXQIptAQA6+MJkq4EFAhlrTvOMUQEBPHhZqTYtAQBdIUPwY20BAZvfkYaG+QUDM7snDQj1BQBrAWyBBUUNAVHQkl/+QPUDSb18HzrlDQEa28/3UeD9ATKYKRiXVP0BmiGNd3KZBQM3MzMzM3D9AZRniWBcnP0DLEMe6uEVAQL99HThnnEJAT0ATYcMDQUCcoiO5/Pc9QIv9ZffkoT1A/fZ14JyBOkCutmJ/2e05QE2EDU+vFEFAB84ZUdq7P0DpJjEIrGw+QA6+MJkqyDtAGsBbIEEZQUDgvg6cM5I/QAK8BRIUfzlAeekmMQjsP0D0/dR46ZZBQFR0JJf/QEJAx0s3iUEQQkDufD81XjpBQKwcWmQ77zxA24r9ZfdkQEB90LNZ9QlCQG8Sg8DKcUJA9GxWfa6mP0C1FfvL7nk/QOSDns2qTzhA7MA5I0pDQkCJQWDl0CI6QLyWkA96vkFA/Yf029fhPUDM7snDQn08QDBMpgpG1UBAx7q4jQZAQ0AZ4lgXt7E9QMiYu5aQx0BA5dAi2/mOOUDG3LWEfLBAQHgLJCh+HD5A6Ugu/yEVQEAQ6bevAwc8QE+vlGWIMzxAHcnlP6QvP0BPHhZqTftBQKMBvAUSTEFAObTIdr7nQkC7Jw8LtZY7QABvgQTFH0FAqRPQRNiAQkB+jLlrCbk+QCv2l92TP0FACyQofoyxQkBhVFInoLFBQNV46SYxyEFANxrAWyBxQ0Bj7lpCPog+QF66SQwCG0BAUkmdgCayP0DysFBrmk9AQMRCrWne4T5ApU5AE2HjQkDf4AuTqcJAQJJc/kP6xUFAXrpJDAIrP0Dpt68D5zRBQBKlvcEXtj5Ab/CFyVRZQUCxv+yePERAQDy9UpYhdkJAPnlYqDW9P0Dgvg6cM5JCQHL5D+m3j0BAVTAqqRPgQUBF2PD0SgFBQKfoSC7/cTxABhIUP8YcQkAbL90kBulCQEvqBDQRJjxAOUVHcvmvQ0BwXwfOGYE8QPp+arx080NANs07TtGxREDeAgmKH+M+QEMc6+I2ujxAV+wvuydHQkAyVTAqqdM+QJp3nKIjGTtAJJf/kH67P0B9PzVeurlDQJOpglFJDUJAQfFjzF2jQ0CwcmiR7ZxBQPT91HjpxkFAj1N0JJc/P0Bn1edqKx5AQOOlm8QgwD9AqMZLN4nRQ0DmP6TfvgZEQIj029eBG0BAYVRSJ6D5QECNl24Sg7A8QFD8GHPXukNA+zpwzoh6QUB0RpT2Bv8+QDy9UpYhXj1AD5wzorQfQkC30QDeAilDQDarPldbIT9AZDvfT413OkCHFtnO91NBQISezarPtUBAm+Ydp+iIPkCyLm6jATRAQHh6pSxD/EJAke18PzWOPkCIY13cRiM/QCntDb4wMUFAiGNd3EYDPkCsHFpkOy89QOXQItv5/jxAXkvIBz1LQECqglFJnYA/QAYSFD/GtEBA+u3rwDmzQ0BfmEwVjJpCQIMvTKYKpkRA8x/Sb183QUDoaiv2l71BQCS5/If020NA1QloImxIP0BTliGOdUlEQG3F/rJ7akRA9GxWfa4mPECCc0aU9pZCQNobfGEyHUNAnDOitDfIN0DiWBe30UBFQNCzWfW5KkRANV66SQwyN0BxrIvbaHhBQBgmUwWjikBAdk8eFmqdP0D4wmSqYGQ/QHPXEvJBfz5ApN++DpxzPUC/fR04ZzRBQBsv3SQGEUVAuB6F61GoO0BEaW/whRlBQFXBqKROyEJA845TdCRXQkBqvHSTGHQ3QIJzRpT2hjtAWKg1zTv+QkB24JwRpVVAQGkAb4EEVT9ABcWPMXf9PkBR2ht8YRpGQEOtad5xmjhARiV1ApqIQ0ATYcPTK0U8QFR0JJf/WEFAukkMAiv3QEDRkVz+Q4pFQOqVsgxxlEFAokW28/1UPkC/fR04Z4RCQF8pyxDHGkNAbVZ9rrbCPkCamZmZmbk7QJ5eKcsQ9z9AgnNGlPYmRUC28/3UeJFCQBlz1xLyGUFAJXUCmgjTQUD6fmq8dNM7QIts5/upMUJA3bWEfNAbQ0BeukkMAls/QPFjzF1LcENAOwFNhA1/O0B56SYxCIw/QL99HThn9ENA5IOezaqnQEBtVn2uttJCQG8Sg8DKoUFAw2SqYFSaQ0BiodY07yBCQFOWIY51MUJAWRe30QAuP0AZ4lgXt+lCQMzuycNC9UFAzO7Jw0LFQUCDUUmdgGZBQDPEsS5uczxAs3vysFBDQ0DRkVz+Q3o/QDy9UpYhJkZAQxzr4jZqQECSXP5D+g1DQHE9CtejMEFAJzEIrBzKQUDrc7UV+8s5QPYoXI/CVUFAEqW9wRe+QEAN4C2QoNBAQIzbaABvMUJAbHh6pSxTREAydy0hH3RCQPLSTWIQ+EJAmbuWkA8KN0CHFtnO90tBQACRfvs6iEJAoBov3SRORUCoV8oyxFFCQCKOdXEbjTlAhlrTvONEPEBt5/up8TpBQH2utmJ/iTxAZohjXdxeQ0AdyeU/pH9GQIzbaABviUNANe84RUeiQkA0ETY8vWI+QG3n+6nxcjxADJOpglEJQEBeS8gHPQtCQKHWNO84VUZAg8DKoUVOQEALtaZ5x7FCQArXo3A9ykBAaQBvgQTFPkBWDi2ynfdBQKjGSzeJ+UBAokW28/38QUB6xyk6kkNCQHrHKTqS6z5ApSxDHOviQ0AldQKaCMNAQGUZ4lgXZ0JADi2yne9HP0Ac6+I2GvA9QBSuR+F6hEFAhXzQs1ltQkAU0ETY8HxBQLfRAN4CeTxAdk8eFmp9Q0Cx4emVsuRDQGPuWkI+SEJAGCZTBaMyQUCcxCCwcvBEQC1DHOvidkNASS7/If2mQECh+DHmrjU9QAdfmEwVvEBA6bevA+dcQUApXI/C9TBCQJyiI7n8x0FAcayL22jQP0DcaABvgexCQF3+Q/rtuz1AjLlrCflgQUBPQBNhwytCQB3J5T+k/0NAKjqSy3+oQUAE54wo7R1BQJSHhVrTNERAklz+Q/rNP0BGJXUCmtBFQP8h/fZ1gERAOdbFbTQYQECt+lxtxY5EQMiYu5aQ/0FAlPYGX5ikQUCad5yiI/FBQAWjkjoBZUFARGlv8IUxRECe76fGS7dCQHnpJjEIHENAHVpkO98PPUAqqRPQRPg/QIts5/upcThAf9k9eVjIP0C5jQbwFlhDQMKGp1fKYkRAjErqBDRpQkB9PzVeurlBQO/Jw0KtyT1A6+I2GsCTREA8TtGRXDZAQGDl0CLb8UBA2ht8YTKVPUAGEhQ/xvRBQGIQWDm02D1AHOviNhowQkDKVMGopE4+QO7rwDkjKj9AescpOpILQkCqglFJnUA/QM9m1edqA0FAxf6ye/LIQEBIv30dODdEQEp7gy9MbkFAvjCZKhjVQUAW+8vuySM9QMX+snvyoEFAJuSDns3yQkC+wRcmU1VFQOM2GsBbGEBADeAtkKD4QUB3vp8aL8VBQBZqTfOO0z1AEoPAyqGdQEDoaiv2l31DQDJVMCqpK0NAJuSDns1qPUBvgQTFjwFAQEVHcvkPaUFAdk8eFmrlQUA9m1Wfq9VCQDhnRGlvkEBAK/aX3ZPnQ0AzMzMzM1tBQBe30QDeOkZAkst/SL+9PUAJ+aBnsypDQI0o7Q2+IDtAwaikTkBjSUBuNIC3QJJCQF+YTBWMmkJAvJaQD3q2QUDx9EpZhpBDQNIA3gIJKj5AHVpkO9+XQ0D/snvysHhBQNxoAG+BpD5AeqUsQxybPkBbQj7o2YxAQEku/yH9Rj9A2qz6XG0FREA2qz5XWxFAQKfoSC7/OUFAJ8KGp1eyQ0D4wmSqYARBQHrHKTqS6z1AETY8vVK2QEBSJ6CJsNlAQOQUHcnlR0NAB1+YTBX0RkCrPldbsR9EQB3J5T+kb0BA845TdCQ3PkB4nKIjuWxAQMSxLm6jOURArrZif9kVQUAep+hILg9BQIV80LNZ5TZAJlMFo5JiQkDNzMzMzERDQKOSOgFNXEBASFD8GHN/R0ACK4cW2W5DQB+F61G43kNA7Q2+M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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"994\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"995\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"996\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"997\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"dQKaCBtuNUAnwoanVyouQIiFWtO84zVAg1FJnYA2MUCY3ZOHhYo1QD9XW7G/TC9A5dAi2/neMECz6nO1FXs5QI9TdCSXD0BAlIeFWtO8JUDr4jYawIsyQMuhRbbzjT1AWKg1zTsuF8DkZrgBn08jQNc07zhFJzFAuycPC7VmKUCzDHGsi9s7QBniWBe3oT5AJ6CJsOFpNkClTkATYUMyQHL5D+m3zzpAzTtO0ZEsNkDb+X5qvPQuQGXiVkEMdL0/ejarPlfLQEB2cRsN4I0vQNiBc0aUVjZAuECC4scoN0CQoPgx5g40QJ/Nqs/VNihA3SQGgZVDPkDh7qzddmEVQPyp8dJNCkBA+Q/pt68DN0Cz6nO1FYs/QLx0kxgEJkFAvAUSFD/OQEB2cRsN4I1AQLByaJHtrD9AImx4eqXMQECqYFRSJyBEQLn8h/TbpzZAqz5XW7F/M0BaZDvfT+01QK8l5IOevTNAKH6MuWuRQUAPnDOitFdHQIQNT6+U9T9AJQaBlUMrPECx4emVsjw9QCOhLedSDCFAD5wzorRnNUDyXrUy4RcXQMKGp1fKcilAs82N6QnrE0DImLuWkG8wQG3F/rJ7YjZAU5EKYwtBIUDwhclUwRg3QK5H4XoU/kFAJXUCmgjbRkAB3gIJij87QJzEILByiDlAE/JBz2ZVKkBNhA1Pr0Q7QLprCfmgVz5AmG4Sg8D6MUAmjdE6qvocQI8ZqIx/HwnAaW/whck8RkAhH/RsVq01QIv9ZffkoTtAejarPlf7PUA0orQ3+GIlQD/G3LWErDdABhIUP8ZcKUBMpgpGJYU6QLdif9k9KTtANj/+0qK+47+RD3o2q94oQNc07zhFtzVA/tR46SYRNkBMGqN1VDUiQBxClZo90AfAlWWIY138NEDWVuwvu19AQH6MuWsJOSpA6Ugu/yH9KEB0JJf/kA4yQKVOQBNhu0RA8WPMXUv4QECGWtO84wQ8QMP1KFyP0j9AFD/G3LXUOUDn+6nx0n06QLIubqMBHCtALbKd76f2NUCTOgFNhO04QPH0SlmGSDlA3GgAb4EENUB7gy9MpkpDQOF6FK5HQT5AmEwVjEpqOkBCPujZrLo4QCNKe4Mv3DdAEhQ/xtxlQkCgGi/dJIY8QF5LyAc9KzhAXwfOGVFqPECQMXctIS8wQDy9UpYhbj1A68n8o2/S179ApN++Dlw8QDlFR3L5fzBA4lgXt9HwN0C/DpwzojxEQD0K16NwbUJALv8h/fZ1Q0C5/If027crQLAD54worT9AexSuR+HaO0DnHafoSJ40QB4Wak3zbkBAKxiV1AloPUD9h/Tb1yE9QGq8dJMYbEBAVg4tsp2/NUCkjSPW4hMZQMrDQq1p3jhAkxgEVg7dOkDZPXlYqD1CQOm3rwPnbCtA0ETY8PTaPkBDrWnecWolQKyL22gAfzRAeHqlLEMUQUBWn6ut2IdGQDEIrBxaxEhA6Q5iZwp9GkBHcvkP6Qc+QFInoImwMUBAn6ut2F92KEAE54wo7W00QLfRAN4CmTNAfa62Yn+pRkAnwoanV3o4QOJYF7fR0DdA+FPjpZvkNEBGtvP91BhAQEaU9gZf2DRA2T15WKjtQ0BsCfmgZ2MyQLpJDAIrb05AMiB7vfvjGUAFxY8xd91AQG/whclU4S9AAU2EDU+3QEAB3gIJip84QAMJih9jfjpAZMxdS8jHQUA/NV66SbRCQL99HThntDVALSEf9GzOREAUP8bctexAQFR0JJf/YDBAHqfoSC4fPkAoDwu1pgk/QMbctYR8QDBAu7iNBvA+R0BUdCSX/0BBQCgPC7WmaTZAeqUsQxyrOEDRItv5fsovQCApIsMqfhTAOnXlszxvIUBCz2bV52o4QO84RUdyIUBAbHh6pSyTSkDSAN4CCVo/QEOtad5xOkdAc2iR7XyHQ0Dgvg6cMxI3QM6qz9VWzChAJQaBlUPDSEDNzMzMzMwyQJjdk4eFukVAwOyePCykNED7XG3F/vIxQAisHFpkGzJAwM+4cCAk3L/tnjws1OJEQGiz6nO1BTlAdQKaCBsOQkD7OnDOiPI6QNxGA3gL5DNAQ61p3nEaM0Cx4emVspw/QDMzMzMzW0NAsi5uowEcJEAtsp3vpwY2QCGwcmiRzUJAZ9XnaiteRkA6I0p7gy87QGHD0ytleStA/kP67esQOUAmUwWjkvouQEXY8PRK2TlACmgibHjCQEDxY8xdS9BBQF8pyxDHGjNA3EYDeAsUP0AOT6+UZehDQJkqGJXUwUBAw/UoXI9iMkA6kst/SP8rQJHtfD81NkJAB84ZUdqrMkC8BRIUPyYsQLbz/dR4eTVAyjLEsS5+NEBsCfmgZ/M6QBPyQc9mpTZAufyH9NtXN0AwnkFD/8QiQAIrhxbZXjBAOGdEaW9wMEBmZmZmZp5BQEXY8PRKuTRAveMUHcm1RkBxGw3gLcA+QI/C9ShcvzNAzczMzMz8MkAydy0hH1Q1QPyp8dJNEjhAjUXT2cmAFkC9UpYhjtUnQFdbsb/srjRA07zjFB3pK0AYJlMFo4I7QPFjzF1LyDBAFR3J5T/UQ0Dx9EpZhlhJQNnO91PjpTdAkst/SL9dPUDysFBrmkc/QGBa1Ce5Q+M/foy5awmpNEDJdr6fGl9EQNIA3gIJyjhA/Knx0k0qQUDxY8xdSyBCQNk9eViolRfAjSjtDb6ISkDJ5T+k3049QHnpJjEITEJA+Q/pt68bREAc6+I2GhhDQHPXEvJB7zJAfa62Yn+JOkC5/If025c7QKTfvg6c4z9Aklz+Q/qVQUBYqDXNO15IQE+vlGWIYytAXwfOGVHKQ0A4+MJkquA2QNvcmJ6wxBJAKVyPwvXIMEBoImx4egU/QDhnRGlvaENAxLEubqNZS0Bm9+RhofYhQPjCZKpgpDNAc9cS8kF/NUBVMCqpE5A1QBZqTfOOo01AsVBrmnesMUBpqbwd4XQLQO58PzVeIkBAxyk6kstXRECdgCbChodHQJHtfD81XjlAY3/ZPXlYOEBNFYxK6iQyQHQkl/+QDklAOpLLf0ifNEDMf0i/ff05QJzEILByiDRA9UpZhjjmRUDRkVz+Q1JBQBsv3SQGgT1AINJvXwfOS0D5MeauJdQ6QL3jFB3JlUBAOPjCZKpgNkBHcvkP6TcuQCh+jLlrmTZA7FG4HoWbNkCJ0t7gC6M6QLecS3FVKSNAnKIjufyPQUAqOpLLf8gsQIBIv30deCRAvJaQD3qGQEB9PzVeuvlDQKfoSC7/8TtABhIUP8bcNkAzFk1nJ+MbQANDVrd67iFAgLdAguLnKkCYbhKDwCovQOXQItv57jZAaLPqc7VNQEDhehSuRwEsQOyGbYsyGwFAMCqpE9A0O0C/DpwzokxCQKwcWmQ750RALNSa5h2HL0CDL0ymCuY2QGfV52orbkVAtvP91HhZOECsi9toAG8wQNOkFHR7qRlAGeJYF7fRKkDGbTSAt8A/QBdIUPwYc0lArvAuF/HdEkB4CyQofgw4QGfV52orpj1A9P3UeOk2QEBLWYY41jU3QPOOU3Qk5ztATDeJQWDtQEA3GsBbIEE6QL6fGi/dFENA9P3UeOkmOECF61G4HjU5QHZxGw3gxUNA4C2QoPhhQUC8dJMYBC5EQIqw4emVmkJApFNXPsszEcAU0ETY8AQwQAkbnl4p60dAEHo2qz43NkC4AZ8fRtghQPtcbcX+YjJAC7WmeccJO0B2Tx4Wat04QAZHyatzzA3ARS+jWG6pGEAOLbKd74cmQBpR2ht8gTxAGy/dJAYxMED3deCcER1BQC/dJAaBJTdABFYOLbK9SUBZF7fRAG5EQOELk6mC2UBAirDh6ZW6Q0BXW7G/7N4rQCBB8WPMHS5AhlrTvOOUOEBseHqlLLM6QMGopE5AczBAoBov3SReQUC4QILix3g1QKmkTkATsTtAukkMAis3OEDRItv5foJBQBb7y+7JYzFA8BZIUPxYPEDQs1n1uYo0QNGRXP5DmilA8fRKWYYoPUBYObTIdi5CQMZtNIC3SEFAilkvhnIiH0DzjlN0JAdIQOM2GsBbAEFAAG+BBMWfOEBDHOviNrotQB4Wak3zBkNA7Z48LNR6MkC+wRcmU81FQG/whclUCUVAldQJaCKsJUBuowG8BTImQET67evAGShARdjw9EoJOUAawFsgQfE3QNSa5h2nGDpAVp+rrdjPNEDc14FzRlRBQGuad5yiQ0dAxEKtad5xOUDjx5i7ljAuQKK0N/jCbEVAg8DKoUWWN0B/+zpwziBJQOm3rwPnbCZAPZtVn6vFTUAXt9EA3gJAQPWEJR5Q1h9AbxKDwMoxQED8qfHSTUpGQKPMBplk5BFARPrt68DpPkAzMzMzM/M2QLTIdr6fmkNAObTIdr6nSECTGARWDg1EQME5I0p7gyVAQj7o2azCRkBjf9k9edhAQF8pyxDH+jpAUrgehet5QUD3deCcEV1HQBueXinLkEVAkxgEVg7NPUBtVn2utrI2QPrt68A5IyZA2PD0SlnmK0AW+8vuyXM/QOOlm8QgkEJAHqfoSC5vOkAN4C2QoLg1QOSDns2qP0NAUkmdgCbSMECqglFJnfA/QNNNYhBYyUZA845TdCR3O0C6TE2CN6TnP/RsVn2uNj9AUiegibCxRkAbnl4py1hBQPJBz2bVhydA3NeBc0Z0MUAZBFYOLbI5QJ+rrdhfpkBA8BZIUPxAQECGONbFbVQ9QCh+jLlrWUVA8fRKWYYoNEAOLbKd74cuQCZTBaOSakJAq8/VVuwPQ0Ck374OnHM9QJF++zpwHkFAL90kBoGFNEASg8DKoRU3QMRCrWnecTlAdy0hH/QMQUAQWDm0yO5BQMHKoUW2Yz5AAd4CCYpfPUCDUUmdgOY/QDEIrBxa5DFAGJXUCWjaRUC9UpYhjlUqQIV80LNZ3URAVTAqqRPgPUCKjuTyH4I5QF1txf6yizNATmIQWDkUJkD2KFyPwvUkQKhXyjLEaUNAr5RliGPVRkAzMzMzM0M0QDXvOEVHEkhA1edqK/Z3NEDY8PRKWaYxQD2bVZ+rbSVAYqHWNO+4O0ATYcPTKzU/QNIA3gIJmjZAowG8BRLkMkAJG55eKVs7QO58PzVe2khAk6mCUUntPEBeukkMAuszQM3MzMzMTCZAyk+qfToeF0DJdr6fGm8+QOkmMQisPDJAoBov3SQ2NkCBBMWPMbdCQIPAyqFFtjhAOGdEaW/ISUDHEWvxKUAVQO/Jw0KtOTJATfOOU3QERUABTYQNT89AQKOSOgFNbExAlIeFWtPcQUD+ZffkYSE4QHrHKTqSqzlAPu3w12SN6r+C4seYuxY5QHgLJCh+bC1ARGlv8IVpPUCuR+F6FC42QBdIUPwYIzFAukkMAisvQED+ZffkYWEzQLdif9k9CTdAzO7Jw0LVQUCoV8oyxFlFQOkmMQisrD5ASFD8GHP3OUA82jhiLb7yPwFNhA1PHz1ACD2bVZ8LO0BNhA1Pr3QxQPrQBfUt8xFAf2q8dJOYNUBhMlUwKlk9QNO84xQdqUBA6Gor9peNQUDZX3ZPHmY8QIEmwoan1zhAqoJRSZ3wOUAf9GxWfe4kQGB2Tx4WSjtAlPYGX5gcO0D7XG3F/uJSQABvgQTFzzRA097gC5OpFEDChqdXyjI1QJjdk4eFokZAW0I+6NlEQ0DA7J48LNQ5QJ+rrdhfNjhAYVRSJ6CZQ0BiEFg5tDBBQC2yne+nTkBA9ihcj8JlREDek4eFWnM+QAIrhxbZTilAxEKtad6pRkCad5yiI7FAQDGZKhiVZD1A7nw/NV56REAJ+aBns1pJQEw3iUFgZShACyQofoypNECYF2AfnTodQA1Uxr/PeBRAfh04Z0TZOECz6nO1FdsxQECk374OtEBAlWWIY10MRUB0RpT2Bp8uQE0VjErqdD5ADJOpglH5PkBos+pztb1BQAFNhA1PHzJAD5wzorRHMkALRiV1Alo8QJSHhVrTHEhABTQRNjwtOECUE+0qpPwNQCntDb4weTVAzhlR2hsMPECppE5AE2E4QEvqBDQRZjNAgQTFjzFvSUC62or9ZU9LQAWjkjoBLUdAn6ut2F8mPUAyVTAqqfM2QJEsYAK33iBAJ8KGp1fKQED5oGez6mM0QA6+MJkqSDpAIbByaJE9MkAukKD4MTY+QIwVNZiGARJA1xLyQc/+QkCYTBWMSipAQK7YX3ZPTj5AQfFjzF2LMEBd/kP67fs/QIEExY8xhztAJLTlXIqrGUA+6Nms+rwqQFXBqKROkDtACRueXinDQUCWQ4ts59tAQKMjufyHtDBAAwmKH2PmSUCitDf4wiQ1QEXY8PRKKTtADk+vlGXASUAVHcnlP7Q8QKOSOgFNNDhAyTzyBwM/I0B88rBQa7o2QARWDi2ylUBA3pOHhVqTPEBqTfOOU0Q4QIZa07zjnEBA3NeBc0akOkCb5h2n6Lg1QI4G8BZIQENAWMoyxLH+NUCJQWDl0LJEQNXnaiv2pzlAYcPTK2UpM0D2l92ThyUnQLx0kxgEtjhAWYY41sW9N0DG3LWEfKhHQCBB8WPMRUJAmN2Th4XCQUBaZDvfT5VEQN4CCYofi0dAqaROQBOBLEDByqFFtjNBQMoyxLEuTiRAuY0G8BboT0DOGVHaG+wyQH/ZPXlYOD1A8kHPZtVPREDdtYR80GM9QCsYldQJiCpAE/JBz2blTUDdJAaBlQMeQF5LyAc9+yxAlPYGX5iMK0BBguLHmCNJQH/ZPXlYOEZALbKd76cmP0Doaiv2lyVEQGx4eqUscz1AZRniWBfXOUAHX5hMFSxJQGPuWkI+6D5APL1SliGuQkDhC5OpglExQFvTvOMU3T9AYcPTK2XZMUDhehSuRxE6QFMFo5I6MTZAs+pztRV7O0BKe4MvTEYtQArXo3A9+jRA/Bhz1xIyPECuR+F6FN49QAMJih9jZkBAfGEyVTDaQEC3Yn/ZPbFEQLN78rBQ6zRAyXa+nxp/OUCeXinLEB9BQGiz6nO1ZTBAGy/dJAaxOEAm5IOezUo8QFTjpZvEaERAdQKaCBvONEB0tRX7y+ZFQJzEILByUEBAnl4pyxC/Q0Bq3nGKjjRIQFOWIY51MTNALUMc6+KGPkBUUiegiRA0QJ5eKcsQH0hAqFfKMsSRKkBbsb/snmxIQLgehetRqEBAQYLix5gDQUDiWBe30UA7QBBYObTItj1AEHo2qz73M0Crz9VW7J85QB+A1CZOLh5AGQRWDi0CQUAMAiuHFkFEQEJg5dAiQ0FAiGNd3EYzOUDzH9JvX2crQD0s1JrmLT9AoImw4ekVMkDnjCjtDV5DQKFns+pzVTJARYE+kSeJGkCZKhiV1KksQOm3rwPnLDdA6Gor9pctMUAYldQJaNI7QOkmMQisvC5AVp+rrdh/RUBn1edqK1ZGQIcW2c73Ez5Abef7qfGiNUBMpgpGJWU5QFTjpZvEWEJAFmpN846zP0C3Yn/ZPTkyQOkmMQisHDRAObTIdr7PRUBos+pztf1BQG3F/rJ7sj1AQxzr4ja6QkDChqdXytIwQMpUwaik3jJAnKIjufznM0A0gLdAgjZRQN21hHzQQzhA1lbsL7sfRECx4emVsvw/QI9TdCSXL0FAXynLEMe6NEB9PzVeunFEQDEIrBxa3EBAAG+BBMXvR0BkzF1LyJcxQMsQx7q4DTBAs3vysFBzR0AW+8vuyZtEQMoyxLEunkFA4C2QoPjxNEBU46WbxAA0QJ0Rpb3BFzJA0gDeAgnKN0CBBMWPMS9CQJZDi2znE0hAppvEILD6QUAFo5I6Ae0+QE9AE2HDcyZA/mX35GHBPkA730+Nl5ZCQEJg5dAiuzlAnl4pyxCHMEAZBFYOLWJBQFafq63YjztA9IqnHmlwzT+XkA96NstBQH/ZPXlYaDZAhjjWxW10MUAydy0hHxRCQDGZKhiVRDVAFK5H4XpER0AZc9cS8hE/QCgPC7Wm8UVA8nub/uzHEUCHNZVFYRfYP76fGi/d1DlAK/aX3ZNnOEAZBFYOLfIZQA8LtaZ5VztA5fIf0m//NUCiRbbz/fxAQH4dOGdEiTFAD5wzorQXQECsHFpkO+80QJhMFYxKWkBANs07TtHJQkCmm8QgsApEQB+F61G4vjRAbVZ9rrbyOECEDU+vlJVAQJhuEoPAmkRALv8h/fZVPECEDU+vlNUgQPmgZ7Pqgz1AgLdAguLnREBHA3gLJGg+QJLLf0i/XUpA/Bhz1xIyOkA/V1uxv2wnQACRfvs6IEZA+FPjpZvEP0Btxf6ye4I1QNZW7C+7dz1AxY8xdy1hM0Bj7lpCPmg5QMPTK2UZEjdAWYY41sW9QkCNKO0NvihBQINRSZ2AljxAc2iR7XyPPkARx7q4jVY4QFR0JJf/kC1AYhBYObSoOEAGEhQ/xuxCQJm7lpAPqjZAWKg1zTsOMkChZ7Pqc1UqQNDVVuwvSzBA8fRKWYawQEAYJlMFo3JCQI/C9ShcjzhAB1+YTBWkQEAtsp3vp5Y/QGb35GGhxkRA9ihcj8JVJkCdgCbCht9AQNNNYhBYmT9Ag1FJnYBeQkCMSuoENNFBQK36XG3FPjpAq8/VVuw/M0Bg5dAi21k5QGZmZmZmtkdAn6ut2F8OQUBLyAc9m+U0QEP/BBcrahpAj8L1KFzfREBwXwfOGdE2QHo2qz5XOy5AmEwVjEraPkBbQj7o2Uw0QM07TtGRHD9Aw2SqYFRqREDoaiv2lw05QOhqK/aXzTRALNSa5h1PR0CuR+F6FM45QJMdG4F4HRxA0ZFc/kOqQkDiWBe30aAyQLn8h/TbP0FAm+Ydp+joOUDcaABvgUQuQKHWNO84JTRANV66SQwiM0CjAbwFEhQHwBBYObTIVkFA4umVsgzhRUDQRNjw9KJDQMxdS8gH3TxAwoanV8qSO0A9CtejcMVEQHuDL0ymKkdAH4DUJk7OH0AVjErqBPRHQIY41sVt5DNAfoy5awmpMEDpSC7/IWVAQApoImx4+jFAexSuR+EKN0By+Q/pt18jQNuK/WX3VEdAIGPuWkLeJkDzH9JvXxc7QNCzWfW52vo/k6mCUUm9RUDoaiv2l50zQH9qvHSTYEJA16NwPQpHNkDA7J48LIREQFPL1voiESLA1QloImy4LEBMN4lBYM1BQJjdk4eF2jBAi/1l9+QhQEDRV5BmLPoUQJLLf0i/jTZAJlMFo5JKPkBgPIOG/skRQNjw9EpZ5j1A4C2QoPjhRUAs1JrmHS9LQFHaG3xhgkFAqDXNO04ZR0BqvHSTGIxAQGZmZmZmBi9AliGOdXGLMUCq8dJNYoA/QBueXinLUEBAPZtVn6s9RECPU3Qkl2dHQFOWIY51gTJA63O1FfuLNkBTliGOdVEtQD81XrpJfDFAjgbwFkjwKUA8vVKWIcZLQOC+DpwzMjNA+MJkqmA0SEDtKqT8pBoSQJeQD3o2y0NAokW28/20NkCyne+nxkszQFZ9rrZi50VA5dAi2/neO0BlGeJYF+c5QNDQP8HFSgVAexSuR+GqM0CZu5aQD4o4QB6n6EgurzJAPQrXo3CdPUCWIY51ces0QP2H9NvX8T5ADeAtkKDYNkC8dJMYBJ5CQKYKRiV1kkxAYOXQItvpNUCtad5xip4hQOPHmLuWwEZAHhZqTfMWQ0B2Tx4Wao0tQFwgQfFjTDBAx0s3iUGoRkAMk6mCUek0QPKwUGuaJztAPL1SliHuSEADCYofY647QC/dJAaB5TRAJuSDns3yQEBn1edqK3YsQNV46SYxGDtAVp+rrdiPMUDufD81Xlo1QKVOQBNh4yxA5dAi2/muNkAFFytqMI0aQA6+MJkqwEhABOeMKO19PECPwvUoXN9AQEtZhjjWfUZAhslUwagEK0AdWmQ73wdCQIy5awn50EBAUdobfGESNUBRa5p3nKI1QMl2vp8aH0FAPE7RkVyGUEAwuycPCzUlQHjRV5BmbA1ANV66SQySP0D99nXgnPEkQLU3+MJkSihAeqUsQxz7PkDTTWIQWEk/QMuhRbbzXT1AowG8BRIMRkBMpgpGJXU9QBdIUPwYAzFA/tR46SYxJ0BzaJHtfC9AQKvP1Vbsb0hAnl4pyxD/QkBNFYxK6rQ/QIbJVMGoBDtAW7G/7J5kQkCASL99HXgoQKc/+5EiIiJAfoy5awlJN0DwhclUwUg/QBfZzvdTi0pAOGdEaW8QNkB7FK5H4SJJQFioNc07/jxADk+vlGWAQkAGEhQ/xsRGQCDSb18HTiZAq8/VVuzfNEDChqdXyjI/QPLSTWIQiDNA78nDQq1JO0DP91PjpRs1QKVOQBNhC0ZARiV1AppoM0CfzarP1RY9QGZmZmZm5jtAzTtO0ZFUQkB6xyk6kjs5QJ7vp8ZL1z5AeAskKH7cOUDwp8ZLN8k1QDbNO07R8TFAtTf4wmSKPEDwp8ZLN8FCQNJvXwfOWS5AOdbFbTQwO0BSJ6CJsEE+QMbctYR8QERALGUZ4lh3S0Am5IOezSJBQLdif9k9YURAIGPuWkJeL0DgLZCg+ME0QO53KAr0CSBAmbuWkA/qOUARNjy9UnY4QH2utmJ/KTlAW7G/7J5MMUAdWmQ7308yQPkx5q4lZD9AE/JBz2aFM0DEQq1p3tEvQA5Pr5RlsEtAS+oENBFWNUAYJlMFo7IzQDGZKhiVRDZAnMQgsHJIOkA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"998\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}]]}}}],[\"div\",{\"type\":\"object\",\"name\":\"Div\",\"id\":\"p3205\",\"attributes\":{\"text\":\"\\n

\\u03b3: 0.349

\\n

\\u03d5: 13.274 [\\u00b5m]

\\n

\\u03c3\\u2080: 0.317 [\\u00b5m]

\\n\"}}]]},\"code\":\"\\nlet draw = cb_obj.value.toString();\\n\\n// Update data\\nlet n = cds.data['d'].length;\\nfor (let i = 0; i < n; i ++) {\\n cds.data['y'][i] = cds.data[draw][i];\\n}\\n\\n// Update parameter values\\ndiv.text = \\\"

\\u03b3: \\\" + cds_params.data['gamma'][draw].toPrecision(4) + \\\"

\\\";\\ndiv.text += \\\"

\\u03d5: \\\" + cds_params.data['phi'][draw].toPrecision(4) + \\\" [\\u00b5m]

\\\";\\ndiv.text += \\\"

\\u03c3\\u2080: \\\" + cds_params.data['sigma_0'][draw].toPrecision(4) + \\\" [\\u00b5m]

\\\";\\n\\ncds.change.emit()\\n\"}}]]]},\"width\":200,\"title\":\"draw\",\"start\":0,\"end\":999,\"value\":0}}]}},{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p3210\",\"attributes\":{\"children\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p3168\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p3169\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p3170\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p3177\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p3178\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p3175\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p3202\",\"attributes\":{\"data_source\":{\"id\":\"p3162\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p3203\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p3204\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p3199\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"d\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.3},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.3},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.3}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p3200\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"d\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p3201\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"d\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p3176\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p3189\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p3190\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p3191\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p3192\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p3193\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p3194\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p3195\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p3184\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p3185\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p3186\"},\"axis_label\":\"spindle length (\\u00b5m)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p3187\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p3179\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p3180\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p3181\"},\"axis_label\":\"droplet diameter 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" const render_items = [{\"docid\":\"e1e073e7-9ca5-464e-84bc-7c85dfde34de\",\"roots\":{\"p3211\":\"ccbb0b2f-a35c-44bc-9cb0-a06fb046a16d\"},\"root_ids\":[\"p3211\"]}];\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": "p3211" } }, "output_type": "display_data" } ], "source": [ "# Slider for which prior predictive check draw\n", "draw_slider = bokeh.models.Slider(\n", " name=\"draw\", start=0, end=999, step=1, value=0, title=\"draw\", width=200\n", ")\n", "\n", "# Build column data source for plotting\n", "data_dict = {\n", " str(draw): samples.prior_predictive[\"ell\"].sel(chain=0, draw=draw).values\n", " for draw in range(1000)\n", "}\n", "data_dict[\"d\"] = d\n", "\n", "# Actual column showing on plot\n", "data_dict[\"y\"] = data_dict['0']\n", "cds = bokeh.models.ColumnDataSource(data_dict)\n", "\n", "# Parameter data source\n", "params_dict = dict(\n", " gamma=samples.prior[\"gamma_\"].values.squeeze(),\n", " phi=samples.prior[\"phi\"].values.squeeze(),\n", " sigma_0=samples.prior[\"sigma_0\"].values.squeeze(),\n", ")\n", "cds_params = bokeh.models.ColumnDataSource(params_dict)\n", "\n", "# Make a plot\n", "p = bokeh.plotting.figure(\n", " frame_height=200,\n", " frame_width=300,\n", " x_axis_label=\"droplet diameter (µm)\",\n", " y_axis_label=\"spindle length (µm)\",\n", ")\n", "p.circle(\n", " source=cds,\n", " x=\"d\",\n", " y=\"y\",\n", " alpha=0.3,\n", ")\n", "\n", "# Table of parameters\n", "params = \"\"\"\n", "

γ: {0:.3f}

\n", "

ϕ: {1:.3f} [µm]

\n", "

σ₀: {2:.3f} [µm]

\n", "\"\"\".format(\n", " float(samples.prior[\"gamma_\"].sel(chain=0, draw=0)),\n", " float(samples.prior[\"phi\"].sel(chain=0, draw=0)),\n", " float(samples.prior[\"sigma_0\"].sel(chain=0, draw=0)),\n", ")\n", "\n", "div = bokeh.models.Div(text=params)\n", "\n", "# JavaScript callback\n", "js_code = \"\"\"\n", "let draw = cb_obj.value.toString();\n", "\n", "// Update data\n", "let n = cds.data['d'].length;\n", "for (let i = 0; i < n; i ++) {\n", " cds.data['y'][i] = cds.data[draw][i];\n", "}\n", "\n", "// Update parameter values\n", "div.text = \"

γ: \" + cds_params.data['gamma'][draw].toPrecision(4) + \"

\";\n", "div.text += \"

ϕ: \" + cds_params.data['phi'][draw].toPrecision(4) + \" [µm]

\";\n", "div.text += \"

σ₀: \" + cds_params.data['sigma_0'][draw].toPrecision(4) + \" [µm]

\";\n", "\n", "cds.change.emit()\n", "\"\"\"\n", "\n", "callback = bokeh.models.CustomJS(args=dict(cds=cds, cds_params=cds_params, div=div), code=js_code)\n", "draw_slider.js_on_change('value', callback)\n", "\n", "layout = bokeh.layouts.column(\n", " bokeh.layouts.row(bokeh.models.Spacer(width=20), draw_slider),\n", " bokeh.layouts.row(p, bokeh.models.Spacer(width=20), div),\n", ")\n", "\n", "bokeh.io.show(layout)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We do get some negative spindle lengths, but we may be willing to tolerate these, as they are few. We also see all sorts of behaviors. We see some curves in the asymptotic regime where the spindle length is independent of diameter, some in the linear regime, and some that encompass both regimes.\n", "\n", "So, we now have two sound generative models that we can use to perform parameter estimation. Performing prior predictive checks honed our model, priors including. \n", "\n", "Before moving on to parameter estimation with posterior predictive checks, let's take a look at the data set and think about some further considerations of the model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Checking model assumptions\n", "\n", "Now that we have two generative models in place, let's take a quick look at the data. I'll first replot it, as we did at the top of this notebook." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\"good_invitro_droplet_data.csv\"), comment=\"#\")\n", "\n", "# Pull out numpy arrays\n", "ell = df[\"Spindle Length (um)\"].values\n", "d = df[\"Droplet Diameter (um)\"].values\n", "\n", "# Make a plot\n", "p = bokeh.plotting.figure(\n", " frame_height=200,\n", " frame_width=300,\n", " x_axis_label=\"droplet diameter (µm)\",\n", " y_axis_label=\"spindle length (µm)\",\n", " x_range=[0, 250],\n", " y_range=[0, 50],\n", ")\n", "\n", "p.circle(\n", " source=df,\n", " x=\"Droplet Diameter (um)\",\n", " y=\"Spindle Length (um)\",\n", " alpha=0.3,\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The experiment more heavily sampled droplet diameters between 20 and 80 µm. It is hard to say if it sampled the droplet diameter-independent regime. We will explore the posterior distribution for this model, informed by these data in the likelihood, in the next lesson. Before we do, we should check to make sure the model assumptions hold.\n", "\n", "In deriving the model, we made a couple key assumptions. First, we assumed that $V_s/V_0 \\ll 1$. Second, we assumed that all spindles have the same aspect ratio, $k$. We should examine how these assumptions hold up and maybe relax those assumptions and build a more complex model if need be." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Is $V_\\mathrm{s} / V_0 \\ll 1$?\n", "\n", "Let's do a quick verification that the droplet volume is indeed much larger than the spindle volume. Remember, the spindle volume for a prolate spheroid of length $l$ and width $w$ is $V_\\mathrm{s} = \\pi l w^2 / 6$." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"f459a9f5-4bce-4f08-a7dd-1f1663aee0d3\",\"roots\":{\"p4265\":\"e3d37e10-91fe-4571-9465-782f314f9c1c\"},\"root_ids\":[\"p4265\"]}];\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": "p4265" } }, "output_type": "display_data" } ], "source": [ "# Compute spindle volume\n", "spindle_volume = np.pi * df[\"Spindle Length (um)\"] * df[\"Spindle Width (um)\"] ** 2 / 6\n", "\n", "# Compute the ratio V_s / V_0 (taking care of units)\n", "vol_ratio = spindle_volume / df[\"Droplet Volume (uL)\"] * 1e-9\n", "\n", "# Plot an ECDF of the results\n", "bokeh.io.show(iqplot.ecdf(vol_ratio.values, x_axis_label=\"Vs/V0\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that for pretty much all spindles that were measured, $V_\\mathrm{s} / V_0$ is small, so this is a sound assumption." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Do all spindles have the same aspect ratio $k$?\n", "\n", "In setting up our model, we assumed that all spindles had the same aspect ratio. We can check this assumption because we have the data to do so available to us." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"de57a1de-1b38-4847-9a5f-eb3bd61c752f\",\"roots\":{\"p4322\":\"eedc980a-d1f2-4aad-9045-8cec2f182f07\"},\"root_ids\":[\"p4322\"]}];\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": "p4322" } }, "output_type": "display_data" } ], "source": [ "# Compute the aspect ratio\n", "k = df['Spindle Width (um)'] / df['Spindle Length (um)']\n", "\n", "# Plot ECDF\n", "bokeh.io.show(iqplot.ecdf(k.values, x_axis_label='k'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mean aspect ratio is about 0.4, and we see spindle lengths about $\\pm 25\\%$ of that. This could be significant variation. Going forward, we will assume $k$ is constant, but you may wish to perform the analysis with nonconstant $k$ as an exercise.\n", "\n", "Importantly, these checks of the model highlight the importance of checking your assumptions against your data. Always a good idea!" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "bebi103.stan.clean_cmdstan()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing environment" ] }, { "cell_type": "code", "execution_count": 28, "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", "pandas : 2.1.4\n", "scipy : 1.11.4\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 : 2.34.0\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -v -p numpy,pandas,scipy,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 }