{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(putting_workflow)=\n", "# Model building and expansion for golf putting\n", "\n", ":::{post} Apr 2, 2022\n", ":tags: Bayesian workflow, model expansion, sports \n", ":category: intermediate, how-to\n", ":author: Colin Carroll, Marco Gorelli, Oriol Abril-Pla\n", ":::\n", "\n", "**This uses and closely follows [the case study from Andrew Gelman](https://mc-stan.org/users/documentation/case-studies/golf.html), written in Stan. There are some new visualizations and we steered away from using improper priors, but much credit to him and to the Stan group for the wonderful case study and software.**\n", "\n", "We use a data set from \"Statistics: A Bayesian Perspective\" {cite:p}`berry1996statistics`. The dataset describes the outcome of professional golfers putting from a number of distances, and is small enough that we can just print and load it inline, instead of doing any special `csv` reading.\n", "\n", ":::{include} ../extra_installs.md\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC3 v4.0.0b6\n" ] } ], "source": [ "import io\n", "\n", "import aesara.tensor as at\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import scipy\n", "import scipy.stats as st\n", "import xarray as xr\n", "\n", "from xarray_einstats.stats import XrContinuousRV\n", "\n", "print(f\"Running on PyMC3 v{pm.__version__}\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "RANDOM_SEED = 8927\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# golf putting data from berry (1996)\n", "golf_data = \"\"\"distance tries successes\n", "2 1443 1346\n", "3 694 577\n", "4 455 337\n", "5 353 208\n", "6 272 149\n", "7 256 136\n", "8 240 111\n", "9 217 69\n", "10 200 67\n", "11 237 75\n", "12 202 52\n", "13 192 46\n", "14 174 54\n", "15 167 28\n", "16 201 27\n", "17 195 31\n", "18 191 33\n", "19 147 20\n", "20 152 24\"\"\"\n", "\n", "\n", "golf_data = pd.read_csv(io.StringIO(golf_data), sep=\" \", dtype={\"distance\": \"float\"})\n", "\n", "BALL_RADIUS = (1.68 / 2) / 12\n", "CUP_RADIUS = (4.25 / 2) / 12" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start plotting the data to get a better idea of how it looks. The hidden cell contains the plotting code" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def plot_golf_data(golf_data, ax=None, color=\"C0\"):\n", " \"\"\"Utility function to standardize a pretty plotting of the golf data.\"\"\"\n", " if ax is None:\n", " _, ax = plt.subplots()\n", " bg_color = ax.get_facecolor()\n", " rv = st.beta(golf_data.successes, golf_data.tries - golf_data.successes)\n", " ax.vlines(golf_data.distance, *rv.interval(0.68), label=None, color=color)\n", " ax.plot(\n", " golf_data.distance,\n", " golf_data.successes / golf_data.tries,\n", " \"o\",\n", " mec=color,\n", " mfc=bg_color,\n", " label=None,\n", " )\n", "\n", " ax.set_xlabel(\"Distance from hole\")\n", " ax.set_ylabel(\"Percent of putts made\")\n", " ax.set_ylim(bottom=0, top=1)\n", "\n", " ax.set_xlim(left=0)\n", " ax.grid(True, axis=\"y\", alpha=0.7)\n", " return ax" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_golf_data(golf_data)\n", "ax.set_title(\"Overview of data from Berry (1996)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After plotting, we see that generally golfers are less accurate from further away. Note that this data is pre-aggregated: we may be able to do more interesting work with granular putt-by-putt data. This data set appears to have been binned to the nearest foot.\n", "\n", "We might think about doing prediction with this data: fitting a curve to this data would allow us to make reasonable guesses at intermediate distances, as well as perhaps to extrapolate to longer distances." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Logit model\n", "\n", "First we will fit a traditional logit-binomial model. We model the number of successes directly, with\n", "\n", "$$\n", "a, b \\sim \\mathcal{N}(0, 1) \\\\\n", "p(\\text{success}) = \\operatorname{logit}^{-1}(a \\cdot \\text{distance} + b) \\\\\n", "\\text{num. successes} \\sim \\operatorname{Binomial}(\\text{tries}, p(\\text{success}))\n", "$$\n", "\n", "Here is how to write that model in PyMC. We use underscore appendices in our model variables to avoid polluting the namespace. We also use {class}`pymc.MutableData` to let us swap out the data later, when we will work with a newer data set." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "clusterobs_id (19)\n", "\n", "obs_id (19)\n", "\n", "\n", "\n", "distance\n", "\n", "distance\n", "~\n", "MutableData\n", "\n", "\n", "\n", "success\n", "\n", "success\n", "~\n", "Binomial\n", "\n", "\n", "\n", "distance->success\n", "\n", "\n", "\n", "\n", "\n", "tries\n", "\n", "tries\n", "~\n", "MutableData\n", "\n", "\n", "\n", "tries->success\n", "\n", "\n", "\n", "\n", "\n", "successes\n", "\n", "successes\n", "~\n", "MutableData\n", "\n", "\n", "\n", "a\n", "\n", "a\n", "~\n", "Normal\n", "\n", "\n", "\n", "a->success\n", "\n", "\n", "\n", "\n", "\n", "b\n", "\n", "b\n", "~\n", "Normal\n", "\n", "\n", "\n", "b->success\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with pm.Model() as logit_model:\n", " distance_ = pm.MutableData(\"distance\", golf_data[\"distance\"], dims=\"obs_id\")\n", " tries_ = pm.MutableData(\"tries\", golf_data[\"tries\"], dims=\"obs_id\")\n", " successes_ = pm.MutableData(\"successes\", golf_data[\"successes\"], dims=\"obs_id\")\n", "\n", " a_ = pm.Normal(\"a\")\n", " b_ = pm.Normal(\"b\")\n", "\n", " pm.Binomial(\n", " \"success\",\n", " n=tries_,\n", " p=pm.math.invlogit(a_ * distance_ + b_),\n", " observed=successes_,\n", " dims=\"obs_id\",\n", " )\n", "\n", "\n", "pm.model_to_graphviz(logit_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have some intuition that $a$ should be negative, and also that $b$ should be positive (since when $\\text{distance} = 0$, we expect to make nearly 100% of putts). We are not putting that into the model, though. We are using this as a baseline, and we may as well wait and see if we need to add stronger priors." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "/home/oriol/miniconda3/envs/arviz/lib/python3.9/site-packages/pymc/aesaraf.py:1005: UserWarning: The parameter 'updates' of aesara.function() expects an OrderedDict, got . Using a standard dictionary here results in non-deterministic behavior. You should use an OrderedDict if you are using Python 2.7 (collections.OrderedDict for older python), or use a list of (shared, update) pairs. Do not just convert your dictionary to this type before the call as the conversion will still be non-deterministic.\n", " aesara_function = aesara.function(\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [a, b]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:04<00:00 Sampling 4 chains, 0 divergences]\n", "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
a-0.2550.007-0.267-0.2420.0000.000911.01109.01.01
b2.2260.0572.1202.3330.0020.001836.01216.01.01
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", "a -0.255 0.007 -0.267 -0.242 0.000 0.000 911.0 1109.0 \n", "b 2.226 0.057 2.120 2.333 0.002 0.001 836.0 1216.0 \n", "\n", " r_hat \n", "a 1.01 \n", "b 1.01 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with logit_model:\n", " logit_trace = pm.sample(1000, tune=1000, target_accept=0.9)\n", "\n", "az.summary(logit_trace)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see $a$ and $b$ have the signs we expected. There were no bad warnings emitted from the sampler. Looking at the summary, the number of effective samples is reasonable, and the rhat is close to 1. This is a small model, so we are not being too careful about inspecting the fit.\n", "\n", "We plot 50 posterior draws of $p(\\text{success})$ along with the expected value. Also, we draw 500 points from the posterior predictive to plot:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Draw posterior predictive samples\n", "with logit_model:\n", " # hard to plot more than 400 sensibly\n", " # we generate a posterior predictive sample for only 1 in every 10 draws\n", " logit_trace.extend(pm.sample_posterior_predictive(logit_trace.sel(draw=slice(None, None, 10))))\n", "logit_post = logit_trace.posterior\n", "logit_ppc = logit_trace.posterior_predictive\n", "const_data = logit_trace.constant_data\n", "logit_ppc_success = (logit_ppc[\"success\"] / const_data[\"tries\"]).stack(sample=(\"chain\", \"draw\"))\n", "\n", "# Plotting\n", "ax = plot_golf_data(golf_data)\n", "t_ary = np.linspace(CUP_RADIUS - BALL_RADIUS, golf_data.distance.max(), 200)\n", "t = xr.DataArray(t_ary, coords=[(\"distance\", t_ary)])\n", "logit_post[\"expit\"] = scipy.special.expit(logit_post[\"a\"] * t + logit_post[\"b\"])\n", "logit_post_subset = az.extract_dataset(logit_post, num_samples=50, rng=RANDOM_SEED)\n", "\n", "ax.plot(\n", " t,\n", " logit_post_subset[\"expit\"],\n", " lw=1,\n", " color=\"C1\",\n", " alpha=0.5,\n", ")\n", "\n", "ax.plot(t, logit_post[\"expit\"].mean((\"chain\", \"draw\")), color=\"C2\")\n", "\n", "ax.plot(golf_data.distance, logit_ppc_success, \"k.\", alpha=0.01)\n", "ax.set_title(\"Logit mean and posterior predictive\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fit is ok, but not great! It is a good start for a baseline, and lets us answer curve-fitting type questions. We may not trust much extrapolation beyond the end of the data, especially given how the curve does not fit the last four values very well. For example, putts from 50 feet are expected to be made with probability:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00277%\n" ] } ], "source": [ "prob_at_50 = (\n", " scipy.special.expit(logit_post[\"a\"] * 50 + logit_post[\"b\"]).mean((\"chain\", \"draw\")).item()\n", ")\n", "print(f\"{100 * prob_at_50:.5f}%\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The lesson from this is that\n", "\n", "$$\n", "\\mathbb{E}[f(\\theta)] \\ne f(\\mathbb{E}[\\theta]).\n", "$$\n", "\n", "this appeared here in using\n", "\n", "```python\n", "# Right!\n", "scipy.special.expit(logit_trace.posterior[\"a\"] * 50 + logit_trace.posterior[\"b\"]).mean(('chain', 'draw'))\n", "```\n", "rather than\n", "\n", "```python\n", "# Wrong!\n", "scipy.special.expit(logit_trace.posterior[\"a\"].mean(('chain', 'draw')) * 50 + logit_trace.posterior[\"b\"].mean(('chain', 'draw')))\n", "```\n", "\n", "to calculate our expectation at 50 feet." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Geometry-based model\n", "\n", "As a second pass at modelling this data, both to improve fit and to increase confidence in extrapolation, we think about the geometry of the situation. We suppose professional golfers can hit the ball in a certain direction, with some small(?) error. Specifically, the angle the ball actually travels is normally distributed around 0, with some variance that we will try to learn.\n", "\n", "Then the ball goes in whenever the error in angle is small enough that the ball still hits the cup. This is intuitively nice! A longer putt will admit a smaller error in angle, and so a lower success rate than for shorter putts.\n", "\n", "I am skipping a derivation of the probability of making a putt given the accuracy variance and distance to the hole, but it is a fun exercise in geometry, and turns out to be\n", "\n", "$$\n", "p(\\text{success} | \\sigma_{\\text{angle}}, \\text{distance}) = 2 \\Phi\\left( \\frac{ \\arcsin \\left((R - r) / \\text{distance}\\right)}{\\sigma_{\\text{angle}}}\\right),\n", "$$\n", "\n", "where $\\Phi$ is the normal cumulative density function, $R$ is the radius of the cup (turns out 2.125 inches), and $r$ is the radius of the golf ball (around 0.84 inches).\n", "\n", "To get a feeling for this model, let's look at a few manually plotted values for $\\sigma_{\\text{angle}}$." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def forward_angle_model(variances_of_shot, t):\n", " norm_dist = XrContinuousRV(st.norm, 0, variances_of_shot)\n", " return 2 * norm_dist.cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots()\n", "var_shot_ary = [0.01, 0.02, 0.05, 0.1, 0.2, 1]\n", "var_shot_plot = xr.DataArray(var_shot_ary, coords=[(\"variance\", var_shot_ary)])\n", "\n", "forward_angle_model(var_shot_plot, t).plot.line(hue=\"variance\")\n", "\n", "plot_golf_data(golf_data, ax=ax)\n", "ax.set_title(\"Model prediction for selected amounts of variance\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks like a promising approach! A variance of 0.02 radians looks like it will be close to the right answer. The model also predicted that putts from 0 feet all go in, which is a nice side effect. We might think about whether a golfer misses putts symmetrically. It is plausible that a right handed putter and a left handed putter might have a different bias to their shots.\n", "### Fitting the model\n", "\n", "PyMC has $\\Phi$ implemented, but it is pretty hidden (`pm.distributions.dist_math.normal_lcdf`), and it is worthwhile to implement it ourselves anyways, using an identity with the [error function](https://en.wikipedia.org/wiki/Error_function)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "clusterobs_id (19)\n", "\n", "obs_id (19)\n", "\n", "\n", "\n", "distance\n", "\n", "distance\n", "~\n", "MutableData\n", "\n", "\n", "\n", "p_goes_in\n", "\n", "p_goes_in\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "distance->p_goes_in\n", "\n", "\n", "\n", "\n", "\n", "successes\n", "\n", "successes\n", "~\n", "MutableData\n", "\n", "\n", "\n", "success\n", "\n", "success\n", "~\n", "Binomial\n", "\n", "\n", "\n", "tries\n", "\n", "tries\n", "~\n", "MutableData\n", "\n", "\n", "\n", "tries->success\n", "\n", "\n", "\n", "\n", "\n", "p_goes_in->success\n", "\n", "\n", "\n", "\n", "\n", "variance_of_shot\n", "\n", "variance_of_shot\n", "~\n", "HalfNormal\n", "\n", "\n", "\n", "variance_of_shot->p_goes_in\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def phi(x):\n", " \"\"\"Calculates the standard normal cumulative distribution function.\"\"\"\n", " return 0.5 + 0.5 * at.erf(x / at.sqrt(2.0))\n", "\n", "\n", "with pm.Model() as angle_model:\n", " distance_ = pm.MutableData(\"distance\", golf_data[\"distance\"], dims=\"obs_id\")\n", " tries_ = pm.MutableData(\"tries\", golf_data[\"tries\"], dims=\"obs_id\")\n", " successes_ = pm.MutableData(\"successes\", golf_data[\"successes\"], dims=\"obs_id\")\n", "\n", " variance_of_shot = pm.HalfNormal(\"variance_of_shot\")\n", " p_goes_in = pm.Deterministic(\n", " \"p_goes_in\",\n", " 2 * phi(at.arcsin((CUP_RADIUS - BALL_RADIUS) / distance_) / variance_of_shot) - 1,\n", " dims=\"obs_id\",\n", " )\n", " success = pm.Binomial(\"success\", n=tries_, p=p_goes_in, observed=successes_, dims=\"obs_id\")\n", "\n", "\n", "pm.model_to_graphviz(angle_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prior Predictive Checks\n", "\n", "We often wish to sample from the prior, especially if we have some idea of what the observations would look like, but not a lot of intuition for the prior parameters. We have an angle-based model here, but it might not be intuitive if the *variance* of the angle is given, how that effects the accuracy of a shot. Let's check!\n", "\n", "Sometimes a custom visualization or dashboard is useful for a prior predictive check. Here, we plot our prior distribution of putts from 20 feet away." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/oriol/miniconda3/envs/arviz/lib/python3.9/site-packages/pymc/aesaraf.py:1005: UserWarning: The parameter 'updates' of aesara.function() expects an OrderedDict, got . Using a standard dictionary here results in non-deterministic behavior. You should use an OrderedDict if you are using Python 2.7 (collections.OrderedDict for older python), or use a list of (shared, update) pairs. Do not just convert your dictionary to this type before the call as the conversion will still be non-deterministic.\n", " aesara_function = aesara.function(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with angle_model:\n", " angle_trace = pm.sample_prior_predictive(500)\n", "\n", "angle_prior = angle_trace.prior.squeeze()\n", "\n", "angle_of_shot = XrContinuousRV(st.norm, 0, angle_prior[\"variance_of_shot\"]).rvs(\n", " random_state=RANDOM_SEED\n", ") # radians\n", "distance = 20 # feet\n", "\n", "end_positions = xr.Dataset(\n", " {\"endx\": distance * np.cos(angle_of_shot), \"endy\": distance * np.sin(angle_of_shot)}\n", ")\n", "\n", "fig, ax = plt.subplots()\n", "for draw in end_positions[\"draw\"]:\n", " end = end_positions.sel(draw=draw)\n", " ax.plot([0, end[\"endx\"]], [0, end[\"endy\"]], \"k-o\", lw=1, mfc=\"w\", alpha=0.5)\n", "ax.plot(0, 0, \"go\", label=\"Start\", mfc=\"g\", ms=20)\n", "ax.plot(distance, 0, \"ro\", label=\"Goal\", mfc=\"r\", ms=20)\n", "\n", "ax.set_title(f\"Prior distribution of putts from {distance}ft away\")\n", "\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a little funny! Most obviously, it should probably be not this common to putt the ball *backwards*. This also leads us to worry that we are using a normal distribution to model an angle. The [von Mises](https://en.wikipedia.org/wiki/Von_Mises_distribution) distribution may be appropriate here. Also, the golfer needs to stand somewhere, so perhaps adding some bounds to the von Mises would be appropriate. We will find that this model learns from the data quite well, though, and these additions are not necessary." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [variance_of_shot]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:03<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 3 seconds.\n" ] } ], "source": [ "with angle_model:\n", " angle_trace.extend(pm.sample(1000, tune=1000, target_accept=0.85))\n", "\n", "angle_post = angle_trace.posterior" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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fyJmZmfp1t27d0q+bMWPGM8fzNHv27JG9vLxkHx8fOTg42GDd4sWL9fvt06ePwbr79+/L/v7+sre3t7xq1SpZo9Ho18XGxsr9+vWTvby85FmzZhm87scff5S9vLzkFi1ayLdv39Yvz8zMlD/55BPZy8tLbtasWY5rXRfH45/XtLQ0uWfPnvrPc4sWLeTIyEj9+piYGLlly5ayl5eXvHnzZoN9Xr58Wa5evbpco0YNeefOnQbrIiMj5Q4dOsheXl7ypk2bDNY97dp4NN7atWvLISEhOdYnJibKPj4+crVq1eQHDx7kWL9ixQrZy8tLHjp0aJ7HyI3uGvH29s5xvtu2bZO9vb3lqlWrymFhYQbrQkNDcyyT5ezPfMeOHWUvLy95+/btBuv69u2ba7nqzu/x8z548KDs7e0t16tXTz5x4oTBusuXL8uNGjWSvby85OPHjxuse+utt2QvLy/5gw8+kNPT0/XLo6Ki5BYtWhh1P7p27Vqu70t8fLw8cOBA2cvLS164cGGO9cbeU1/EOeR1Tz1w4IDs5eUl16hRQz58+LDBunXr1unvsVeuXDFYN2LECP1nPSkpSb88ISFB/xnL7brPKw7d9+Xj9478ePQ7cPjw4Qb3/jt37sitWrWSvby85J9++umZjq37vtR9Z0ZEROjXqdVqedKkSbKXl5c8cOBAg9cZe2/WfW/pPsupqan6defPn5erVq0qV65cWW7Xrp38xRdfyFlZWfr1u3fv1t9DHn2dLOd9D7pz54589OhRg/uxLGfnNePHj5e9vLzkyZMn5yhnY763Hn1vHo997969speXl+zr6ys3bdpUnjt3rqzVavXrly5dqs+jHvfOO+/IXl5e8rBhw+SUlBT98piYGH1uMnbsWIPXXLp0Sa5SpYpcuXJleceOHQbrNm/eLHt7e+eaJ6Wlpek/fz///LPB905qaqo8duxY2cvLS544caLB63Tv64QJE565vGRZll/6Jje6YSgdHR2Nev3ixYsBGDFihEENmCRJjBw5Em9vbxITE1m3bl2ur+/bty/169fX/61UKhk6dCgAV65cYfTo0VSuXFm/3sLCgoEDBwLZNVB5GT9+PKVKldL/bWZmxpdffomFhQVnzpzh9OnTBtu3aNEi19r+Fi1a0KZNG+Lj4/OsqbGzs+OLL77Is7boaUaPHp2jtmHo0KHY2Nhw48YN7ty5o19+6tQpLly4gKWlZY5jurq65nuYJmP06dOHpk2bGizr2rUr5cuXJykpifPnz+uXx8fH62tnZs2ahYeHh8Hr2rRpQ/fu3UlISODvv/9+4bE/jx07dhAVFYWLiwuffvqpQc22h4cHEyZMALJrX/NqEpBfy5cvB7I/J7Vr1zZY9+6771KjRo1cX7ds2TLi4+Pp3bs3vXr1QqH471Zlb2/PDz/8gEqlYtWqVfrmQBkZGaxatQrIrh0rXbq0/jUqlYrPPvsMJycnIiMj2blzZ67Hffzzam5urq99uXLlCp999hnu7u769Q4ODvTs2RPI+XmeP38+mZmZfPjhh7Rq1cpgnbu7O998841BGRlj4MCB+Pj45FhuY2ND586dycrKyvXepSunPn36GHXc5s2b07FjR4Nl7dq1o1WrVqjV6hw/5desWRMvL68c+3F1deXjjz8G/ut4raNrxtS4ceMcr7Oxsclx3rNmzUKWZaZMmULdunUN1j3a/G7lypX65cHBwZw7dw5LS0u+/PJLg1rYUqVK6T8T+VWhQoVc3xdbW1s+++wzIOf5Pio/99QXdQ550X1n9urViwYNGhise+edd2jatClZWVkG13VUVBR79uxBoVAwefJkrK2t9etKlCjB5MmTDX6dKWzm5uZMmTIFc3Nz/TI3Nzf9NbN69ep83xM/++wzypUrp/9bqVTqa41PnDhBVlaWft3z3pstLS355ptvDDrpVqtWjUaNGqHVaklNTeWTTz7BxOS/RhktWrTAy8uL5ORkg++8J3Fzc6N+/foG92PIzmsmT56MiYnJE69rY5QqVSpH7LqmoCkpKTg6OjJs2DCD66d3797Y2dlx8+ZNfXNJyM4/QkNDsbCw4KuvvsLS0lK/zsHBgalTpwLZg1LcvXtXv27lypVoNBratGlDmzZtDOLr2LFjnq1DNm3axK1bt2jatCkffvihQb5jYWHB1KlTcXR05O+//yYhIcHIEvrPS5/QP4+7d+/q27I/2pRAR5IkunbtCpBnMpzbl82jP5M/af39+/dz3WeJEiVo3rx5juWOjo76nxZ1bakfde/ePdatW8d3333Hp59+ysSJE5k4cSJXr14FyLM/QP369Z/r557Hk2PI7oSsS34fbbesi7thw4a59ndo0qQJJUqUMDqWZ5FbvPBfR9RH4z1+/Djp6enUrl0bV1fXXF/n7+8P8MS2kcWBruzbt2+f68Nbq1atsLW1JSUl5Zlv8E+iVqv1ZfLmm2/muk2HDh1yXa5rK9y2bdtc1+uaMsTGxnLjxg0Azp07R2pqKnZ2drneYC0sLPQ/vxrzeTYxMcmRwDy6/tHPs1ar5eDBg0DOn3x1atSogaWlJZcuXTL6AerxL5dH9e3bF0mSWLt2rUF/g2PHjhEREUG5cuVyPZ9nkdv9EqBz585A7venzMxM9u3bx6+//soXX3zBpEmTmDhxImvXrgVy3p9q1qwJwLhx4zh16lSefSYgu2Ln7NmzmJub5/n5rlevHoBBZcij96Pcmgk0b97c6HujRqPh2LFjzJkzh8mTJ+vPd/78+UDe92Mw/p5a0OfwOLVarS+/vK4BXVObRz9jp06dQpZlqlatmmvTGi8vryKdd6NBgwYGTRh1mjZtip2dHcnJyVy4cOGZ92diYmLQDEjH2dkZW1tbMjMziY+P1y9/3ntz9erVc63U1DXNrVevXq5NhnTr88pF8nL69Gl+++03pkyZor+up0yZgkqlIjY2tkCSU52nxd6oUaMcD4MmJib6ipdHz+3Rz0puQ0RXr16dypUro9VqDe5hun8/Xomhk9dn4WnfY1ZWVlSvXh21Wv3EvifP6qVvQ6/r/f6kTml50d0U7ezsDGoMHqVrJ5xXZ7pHa9F1rKysnml9ZmZmrvt0d3fPs7ZCV+v46NMjZHcGnT9/vsFT/+OSk5PzPN7zyO0cAX2ZPpqs6OJ+0jFLlSr1Qkciyk+8t2/fBrKToKd94RT3Sct01/CjNdePkiSJ0qVLk5CQkOf1nh9xcXH6sszr/c4rFl259+7d+6nHiY2NpVy5cvob95OuLWM+z7paHGdnZ4NaIp3cPs/x8fH6z1tuDwmPi4+Pz/OB8UmedK7ly5enQYMGHD58mD179uiTf13tfK9evQzuM99//z1xcXE59vPdd9/lWJbX+5bX/enMmTOMGTPGoLbscY/fn8aOHUtYWBgHDx7k4MGDmJubU7VqVfz9/enYsaNBYhgZGYksy6Snp+f5q4/Oo+f4tPuRJEm4u7tz+fLlJ+7zcTdu3GDkyJH6ypTc5HU/hoK9pxp7DrmJj4/XHzuvayC3hw7dv590vRZUjDp79uzJtcPi22+/nWNY67zORRdXfHx8jmv6SZydnfMc6tna2pqEhASD9/B5780lS5bM9XW6e1de63X3rmetUIiJiWHUqFEEBwc/cbvk5ORcWwwYoyDP7WnlDNnfEZcvXzYoZ917/7T73uN032Pjx49n/PjxeR4TCiZ/eOkT+mrVqrF582YuXryIRqNBqVQW6vGf9jPh4z9NFRRdMwOAXbt2MWvWLCwtLfn8888JCAjAxcUFc3NzJElixowZLFiwwOA1j3r0Z0ZjGHOOTyq3F/3Ta372r+ug6+npmaPJyOOe1KlVyB9dubdu3drgZ9HcPG1kq/x40rWcn+v80Y7dedXePMrYeR6e9tnt168fhw8fZtWqVbRp04Y7d+6wb98+LC0t9b8+6uzcuZOoqKgc+8gtoX+aR+81aWlpjBgxgocPH9K1a1d69uyJp6cn1tbWKJVKrl+/nusvDc7OzmzYsIETJ05w9OhRTp8+zdmzZzl9+jQLFixg7Nix+s58uuNZWloWiwnPRo8ezdWrV2natCmDBw+mQoUKWFtbo1KpyMzMfOpDx4v63ihqhXnfv3Tpkr4z/6P8/f1zJPQFrbDfv6cdr6Di+fTTTwkODsbX15dRo0ZRuXJlSpQoob9/BQYG8uDBgzxzDWMU1rm9CLrvgbx+EXhUXg/x+fHSJ/RNmzblu+++IzExkX379uXo/f8kuhoxXW1abrX0uicsY2rPjJXbl+rj69zc3PTLduzYAcCYMWPo3r17jtfomiQUB7pyfNI5PqkWr7Dpnv7LlStnVGJTnOjKXndN5yYyMtJg2+dhZ2eHqakpmZmZREdHU7FixRzb5HUdlCxZkhs3bjBkyJCnJj86unGTn3RtFdbn2d7eHnNzc9LT0xk/fnyRjaPdqFEjypYty4kTJ7h69Spbt25Fo9HQqVOnHPe7ffv2PfN+IyMjDfoa6OR2fzp58iQPHz6kWrVq+lEiHnXz5s08jyNJEvXq1dM3l8nIyGDjxo1MnTqVn3/+mTZt2lCmTBn98SRJ4ttvv33mL/kXcT8KDw8nLCwMR0dHZs+eneNXnSedrzEK85766Gf69u3buV4DuX3GnuWz+aR1xhg1ahSjRo16pm11973c6OJ6kfeMwr43GyM1NZWDBw+iUCj47bffcjSNTU1N5eHDh0US27N6lnLO7fp1dXXl1q1bREVFUalSpRyvedL3WEREBG+//fYTm0cWlOL7aPOMypQpQ/v27YHsmqRH26XlJiYmhoiICCD7S0f3E3xuY2rLsqx/wtd9oRQG3cPJ42JjYzl06BDwX7ttQN9eLbcnvJiYGI4ePfqCIs0/XWe1Q4cO5drO7sCBA0a1v9PVEDypna0x6tevj0ql4sSJE0Y16ypouvPMbUzip9FdM9u3b8/1J9bdu3eTkJCgb9f3vFQqlb5j4JYtW3LdZtu2bbku17U/1T2sPgtdm/T4+Hj27t2bY316erp+bOIX/XlWKpW88cYbQP7OAZ7vPX6cJEn6ISSXLFmiH7vZ2M6wOo+Poa+jm8sht/tTXj+N56czuZmZGT179sTb2xutVquf78PV1VXfSU53j3wWujgPHTqU63fH3r178938T3e+Li4uuTbRKujO8y/iHPJiYmKiHwo4t9pvyB4WGAw/Y35+fkiSxIULF3LtO3Dt2rV8N7cpyHv+kSNHcr2/HzhwgPj4+AK7J+alsO/NxkhKSkKj0WBtbZ1rP7e///67QGvmX4RHPyu5PXxcvHiRS5cuoVAoDDrW6/6d1/dYXnPY6Iayzu93gLFe+oQe4PPPP8fT05PIyEh69erFqVOncmyTmZnJ+vXr6dy5sz6hB/QjzsydO9fghiLLMnPnzuXSpUuUKFGCbt26vfgTecT3339v0GYvMzOTKVOmkJqaSs2aNQ3GV9c19Vi3bp1BO96kpCQmTJhAUlJS4QX+FHXr1qVy5cqkpKTw1VdfGcR77949vv/+e6P2q6uhy88kT8/CycmJvn37kpqayrBhwwwmDNPJzMxk7969hIeHF+ixc6OrNXhS29y8tG3bllKlSnH//n2mTZtm8EV4+/Zt/S8Qffv2zfeYy3nRTf6yYsUKzpw5Y7Bu2bJlhIaG5vq6wYMHU6JECZYuXcrixYtz7W9y+/Ztg8TSzMxM3+b++++/N6g1ycrK4ptvvuHBgweULl26UJpljBw5EpVKxY8//simTZtynV/hypUr7Nq1y2DZ87zHuenSpQs2NjZs2LCBmJgY6tWrl+uvJfmxe/fuHA9j//zzD7t27cLExMTggUHX1v3YsWM5Pp9r167NcwKYRYsW5VqzHB4erq/lfrQS48MPPwSyRzjKrUJElmVCQ0M5fPiwfpmfnx/VqlUjNTWVqVOnGlxnd+7cMWrSrbJly6JUKrly5UqOztf79u1j6dKl+d7nk7yIc3gS3ahPa9asyTGy08aNG9m3bx8qlUr/2YfsNsa6cecnT55s0H8gKSmJyZMn5zsZ1N3zb968+cS+Y88iPT2dyZMnG0wqdO/ePf09sUePHgV2T8xNUdyb88vJyQlbW1sSExNzJLBnzpxhxowZRRJXfvj5+VGrVi3S09P54osvDCZ1io2N5YsvvgCyBzJ4tAKib9++KJVK/bw+j9q2bVuek0t169YNd3d3/vnnH3788cdc+808ePAgz1EU8+ulb3ID2UOBrVmzhg8//JATJ07Qu3dvSpcujbe3NxYWFjx8+JCzZ8+SmpqKtbW1wZTGPXr0ICQkhM2bN/PWW29Rt25d/cRS169fx9zcnJ9++qlQfzL39fVFq9XSpk0bAgICMDc3Jzg4mPv37+Po6Jgj6e3fvz+bN2/mwIEDtGjRAh8fH7Kysjh58iTm5ua89dZb+lqToiZJEj/++CN9+/Zly5YtnDhxgtq1a5Oens7x48epXLkyvr6+hISE5KtdcWBgIJaWluzZs4eePXtStmxZFAoFtWvX5q233nqumD/66CPu37/P1q1b6dy5M5UrV8bDwwOlUsndu3e5fPkyqampLFy48IVPB966dWs2btzIjz/+yLFjx3BwcECSJN56662ntvE3NTXl119/ZciQIaxZs4aDBw9Sq1YtUlJSCAoKIiMjg8DAQEaMGFFg8bZs2ZLu3buzdu1aevXqRZ06dXBxceHKlSuEh4czYMAAli5dmuO9dnNzY+7cuYwaNYrvv/+e33//nUqVKuHs7ExycjLh4eHcunWLWrVq0alTJ/3rRo8ezfnz5zl27Bjt2rWjXr16WFlZcebMGaKjo7Gzs+PXX381eojW/KhWrRo//vijfhSIX375hYoVK2Jvb09CQgJXrlzh7t27+uEedVq0aMGcOXNYsWIFV69exc3NDYVCQbNmzXId/epprKys6Nq1K8uWLQOev3Yesh/Uxo4dy5IlS/D09OT27dv6h7MJEyYYNMWoWrUqzZs3Z+/evXTu3Jl69epha2vLpUuXuH79OkOHDtWP/PKoefPm8cMPP1C+fHkqVKiAmZkZ9+/f5/Tp06jVajp37mwwQVizZs349NNP+f777xk+fDienp6UK1cOa2tr4uLiuHz5MjExMQwZMoTAwED963744Qf69u3Ltm3bOHnyJHXq1CE9PZ2goCC8vb3196Nn5eDgQO/evVm+fDkDBgzAz88PFxcXrl+/zoULFxg+fDjz5s0zptjzVNDn8CSNGzfWn8O7775L7dq1KVmypP78lEolkydPztE0YfLkyYSFhREUFETz5s3x9/dHlmVOnjypH5lK9zDwLEqVKkX16tU5f/48b775JtWrV8fMzAx7e3vGjRuXr3Pq3Lkz+/fvp0WLFtSpU0c/sVRqaiq+vr6MHj06X/vLr6K4N+eXUqnk/fffZ9q0aUyYMIHVq1fj4eGhn8ipY8eOnDp1qsCbThW06dOn079/f/bu3Uvz5s3x8/NDrVZz/PhxkpOTqVatmj6x16lSpQpjx47lxx9/ZOTIkdSqVQsPDw9u3rzJuXPn9N9jj7O0tGTBggUMHTqU33//nXXr1uHt7Y2rqyvp6encuHGD8PBwHB0dC6TS+JVI6CF7SMcVK1Zw8OBBtm3bRkhICMeOHSMrKws7Ozv9jHudOnUy6EQnSRI//PADjRo1Yu3atVy4cIG0tDScnJzo2rUrQ4YMKfTOjiqVigULFjB79mx27tzJvXv3sLW1pWvXrowePTrHT9ceHh5s2rSJX375heDgYP7991+cnZ1p3749o0aNYs2aNYUa/9N4eXmxYcMGZs6cqR+Bo2TJkvTr14/hw4frhzLMz2xzTk5OLFy4kDlz5nDhwgXOnDmDVqtFo9E8d0JvYmLC9OnT6dixI+vXryc0NJSrV69iYWGBs7MzTZs2pVmzZjnGvn4RmjRpwtdff82aNWsICgrS1zDUqVPnqQk9ZA8F+Ndff7Fw4UIOHjzI7t27MTU1pWrVqnTq1Il33nkn12YCz2PKlCnUqFGDNWvWEBoaipmZGTVr1uTLL7/UtwvN7b2uW7cu27ZtY+XKlRw4cIBz586RmZmJo6MjJUuWpGPHjjnGdzc1NdXfODdv3sypU6fIzMykZMmS9O3blyFDhhRqG9S2bdtSo0YNVqxYoe/YqdFocHJyokyZMvTu3TtH28rKlSsza9YsFi1aRGhoKMeOHUOWZdzc3IxK6CH7gXfZsmWULFnS6H08ql+/fvj6+rJs2TJ9bbifnx+DBw/OdcjFX3/9leXLl/PXX38RHByMmZkZ1atX57PPPsPT0zPXhP6LL77g2LFjnD9/npMnT5KamoqzszNvvPEG3bt3z/U8+vXrR0BAACtXruT48eMcO3YMhUKBk5MTVapUoUmTJjmumYoVK7JhwwZmzZrFwYMH2bNnD25ubvTp04cRI0Y88yyaj/rkk0/w9vZm9erVnD9/HqVSiZeXFz///DPt2rUr8IT+RZzDk3z44YfUrl2blStXEhoaSmhoKPb29rRp04ZBgwbphxx9lKurK+vXr2f27Nns3buXf//9FycnJ9q3b8/o0aP54IMPgPzd92fNmsX06dM5fvw4O3bsQK1W4+7unu+EvnTp0qxfv55ffvmFoKAgEhISKFWqFB06dGDIkCHPPXDEsyiKe3N+DRgwgNKlS/P7778THh7O1atXKV++PF988QU9e/YskHvLi+bh4cHGjRtZvHgxe/bsYf/+/SgUCsqVK0fbtm3p169fru/34MGDKVeuHIsWLeLSpUtcvXoVb29vZs6cSbVq1fL85a1SpUr8/fff/PHHH+zZs4ewsDDOnDmDnZ0dbm5uDBw4MF99P59Ekot7o6fXyPHjx+nXrx/+/v45JmZ5Xdy+fZtWrVphZWXFiRMninUPduH5TZo0iY0bNzJx4sQnTp8tPJ9x48axZcsWxo4dq5/4ThCKi8TERFq0aEFSUhJHjhwpsk7kgvAyE9mSUOhSU1NzbR8cFRXFxx9/jFarpXPnziKZf0VcvXqV1NRUg2VarZZ169axadMmzMzM9B3bhYIXFhbGjh07sLS0zHUULEEoLGfPns2xLDY2lgkTJpCQkECTJk1EMi8IRiq2TW42b95McHAw58+f58qVK2RlZTFt2rQcYyc/jVarZdWqVaxbt46bN29iaWnJG2+8wZgxY/QTYAiFKzY2lg4dOlCmTBnKli2LtbU1d+7c4cKFC2RmZlK5cmV9Bzfh5bdo0SJ27NhBlSpVcHV1JS0tjWvXrhEVFYVSqeTLL7806NciFIxPP/2UtLQ0Dh48iFqt5oMPPijQMfsFIb/eeecd3NzcqFChAnZ2dty7d4+LFy+SmppKqVKlcrRdFgTh2RXbhP7XX38lKioKe3t7XFxcjO5o8cUXX/Dnn39SqVIl+vbty/3799mxYwdHjhxh7dq1+umDhcJjb2/PwIEDOX78OOfOnSMpKQlzc3O8vb1p1aoVffv2xcLCoqjDFApI27Zt9VOnX758GbVajaOjI+3ataN///76oS2FgrV+/XoUCgUlS5Zk4MCBDBkypKhDEl5zw4cPJygoiMuXL5OYmIhKpcLDw4OmTZsyYMCAfLWfFwTBULFtQ3/06FE8PT1xd3fnt99+Y/r06fmuoQ8KCqJ///7UrVuXxYsX60e2OHDgAO+99x6BgYEsWrToRZ2CIAiCIAiCILxwxbaGXjcpy/PQTaLywQcfGAxT17hxY/z9/Tl8+DDR0dEFMuWuIAiCIAiCIBSFV7rX4fHjx7G0tMx1OD/dTJQnTpwo7LAEQRAEQRAEocC8sgl9amqqflZIpVKZY72npyeAfsZBQRAEQRAEQXgZFdsmN88rKSkJAGtr61zX65brtsuNLMvZU0qnxMCcJpCV9vgGzxnlU14vy//fRtZvKz1pT5Yu0HoKVGkFymefZbWgqVSq556K+3Ukys04otzyT5SZcUS5GUeUm3FEuRmnsMutMGYefxavbEJfECRJIiUlBTCHEUFFHU62rHQU8beQrgehuLQVZcxllGRlJ/qp92HTcDSbVGRW7oSm6TiwsC30EO3t7f9fbkJ+iHIzjii3/BNlZhxRbsYR5WYcUW7GKexyEwn9C2ZjYwNAcnJyrut1y3XbvTRU5midvcDZC41/P7IAMpJQnlyF6tRvKLVpKMnC4vJ6NGGbyag/Gq1PNzAvUdSRC4IgCIIgCC/AK9uG3tLSEmdnZyIjI9FoNDnW69rO69rSv9TMbNAEDiP9g2BSuywmy8IVGVDKWVgcnY7Z4g5w8ySoM4s6UkEQBEEQBKGAvbIJPYC/vz+pqamcPn06x7pDhw4BULdu3cIO68WRJORy9ckY9i+pLb9HozBFAlTpD7DY8C6KE0sgJa4A2v4LgiAIgiAIxcUrkdDHxsYSHh5ObGyswfJu3boB2bPOZmb+Vzt94MABTpw4QWBgIO7u7oUaa6GQJOQaHUl77yDppRtm19ajwSLoF1Q7JkFMOMjaoo5SEARBEARBKADFtg39n3/+SXBwMABXrlzRL9ONG1+nTh3eeecdAFatWsXs2bMZOXIko0aN0u8jICCAd955hz///JOuXbvSuHFjHjx4wPbt27Gzs+Ozzz4r5LMqZJa2qN+eh+bUCiwO/4gCLaa3DiBtuUdWm6+QXbyLdDQcQRAEQRAE4fkV24Q+ODiYTZs2GSw7ffq0QfMZXUL/JFOnTsXLy4t169axfPlyLC0tadmyJWPGjKFMmTIFHnexo1Ai1+1PqosX5n+PwkSdiiruMmwdT1abL5HdaoHKvKijFARBEARBEIwkybJoUP0kcXFxRR1CwZBleHAN83V9MclMACDT0p2sFp8jl/EHU4sCO5S9vf2rU26FSJSbcUS55Z8oM+OIcjOOKDfjiHIzTmGXm729faEd60leiTb0wjOQJHCpRHq3lWSZZV98pqlRqPZ+jRR9BjLTnvx6QRAEQRAEoVgSCf3rxrkCGW8tJsvcEQBVSiQm+39CuntWJPWCIAiCIAgvIZHQv24kCVy9yXhzDmqVFRJgGnsRZdBvSA/CxFj1giAIgiAILxmR0L+OJAlK1yCj7XQ0ChUSYBZ5FMXJZUix10GTVdQRCoIgCIIgCM9IJPSvK0mBXDaA9AYT0aLITuojdiFd2IqUGA3anLPrCoIgCIIgCMWPSOhfZyZmyDU6kO4zABmyx6k/uxop/CAk3RMzygqCIAiCILwEREL/ujMvgbZuPzLc6iMDJppUTE4vR3EnFNLiizo6QRAEQRAE4SlEQi+AtQvq5uPJsnABQJUciSJ0LdLDq5CZUsTBCYIgCIIgCE8iEnohu5OsUwWymn2GRmGaPfJN1AmkK3uQEiJBI0a+EQRBEARBKK5EQi9kU6qQPf3JqDMYLaBAxvTiJrhxAinpPsjaoo5QEARBEF6I4OBgAgICWLhwYVGHUqCGDx9OQEBAUYfxXArqvencuTOdO3cumKCKIZOiDkAoRsxt0dbsRNbN45jeD8ZEnYzmwgY0diWRTS3B0qGoIxQEQXjpXblyhU2bNhESEsL9+/fJzMykRIkSVKhQgYCAANq1a1dsppN/0YKDgxkxYgSDBg1iyJAhRR2OILy0REIvGCpRGnXgaBR/j0KlTsQ0Noz0SzuQrJyRVRagsijqCAVBEF5KWq2W2bNns3r1apRKJT4+PtSrVw9zc3Pi4uI4f/48s2bN4vfff2ft2rW4uLgUdciCILwkREIvGNBoJc49qIK53VB8H05HiRbTiH1kOFcE8xLIdh6gEJeNIAhCfs2fP5/Vq1fj7e3N119/jYeHR45tLl++zJw5c8jIyCiCCAVBeFmJzEzQO3BQZvZcmTt3rXAzb8Eor+O08zyIUpuOycUtqB3KI5tag7VzUYcqCILwUrl16xarVq3C3t6eX375Jc8mNZUrV2bWrFmo1eoc665evcqyZcsICQkhISEBJycnAgMDGTJkCLa2tjm2P3ToEGvWrCEsLAy1Wo2Hhwft2rWjW7dumJj89/UfHR1N165dadeuHX379mX27NmEhoYiSRIBAQF89NFH2NnZce7cORYsWMDFixdRKpU0adKEsWPHYmGR85fbkJAQVq5cyfnz50lNTcXV1ZUWLVowYMAAzM3NAVi4cCGLFi0CYNGiRfp/A2zcuJFSpUoxdepUtm/fzoYNG9i/fz9btmwhKiqKli1b4uLiwtKlS/n6669p0aJFjhi2bNnCN998w/Dhw+nfv/9T3qH/nDlzhgULFhAWFoZCocDPz48RI0bkeAALDg5mx44dnD17lgcPHgDg6emZZ1vty5cvs2zZMi5evEhsbCxWVlaULFmSRo0a8e677xpsGxsby7x589i7dy/37t3D0tISX19fhgwZQoUKFfKM+dKlS5iamlK3bl1Gjx79zOesOx9d86d69eoxf/58Ll++jKmpKc2aNWP06NGYm5tz5MgRlixZwrVr17CwsKBdu3YMHz7c4JoCUKvVrFu3ju3bt3P79m1MTEzw9vamZ8+eNGzYMMfx09PTWbRoETt37iQ+Pp7SpUvTrVu3XB98daKjo1myZAknTpwgNjaWEiVK0KhRI/r160fJkiXzdf4vO5HQC0B2Mv/ZlzJv1IcvP5co71mKe6cGEhN0FifTeEwSrqO5sgfJyim76Y2ZdVGHLAjCq0SWQZ1W1FHkzeT5mhtu27YNjUZD586dn6l9/OPJ0cGDB/nss8+QJIlGjRrh4uLCjRs3WL9+PcePH2fRokWUKFFCv/3q1auZOXMmJUqUoFWrVlhYWHDo0CFmzpxJaGgo3333HZIkGRzjzp07vPfee1SuXJmOHTty6dIldu/ezb1793j//ff54IMP8Pf3p3Pnzpw+fZotW7YgyzKfffaZwX42bNjATz/9hI2NDYGBgbi5uXHmzBmWLl1KcHAwc+fORaVSUbt2be7cucP27dvx9fWldu3a+n3Y2NgY7HP69OmcP3+eBg0aEBgYiL29Pc2aNWP58uX8/fffuSb0mzdvRqlU0qFDh6eWt86FCxdYvnw5AQEBvPPOO0RERHDgwAFCQ0P5/fffcXd312+7YsUKIiMjqVatGo0bNyY5OZljx47x3XffcfPmTT744AP9tleuXOG9995DoVDQqFEj3NzcSEpK4saNG2zevNkgoY+MjOT999/n/v371KtXj0aNGhEXF8e///7L8ePHmTVrFtWrV9dvf/LkScaMGYNCoaBFixY4OTlx6tQp3nvvvRzl+KxlsHLlSurVq0fnzp0JDg5m48aNpKSkEBgYyNdff03Dhg2pXr06R48eZdWqVVhaWjJo0CD9PmRZ5pNPPuHgwYOUKVOGt956i7S0NPbu3cvHH3/MBx98QM+ePfXba7VaPv74Y06ePEmFChVo1aoVCQkJ/PrrrwbXxaPOnz/Phx9+SFpaGoGBgZQuXZq7d++yZcsW9u/fn+P9etWJhF5Ao8mumX+jPkz7WkKhkAATygVUBtMhqI/+hIlCRhWxj0xnL7BwQFaZi6Y3giAUDFnGYm1vlNEhRR1JnjSlaiMP22b068+fPw9AnTp18v3ahIQEpkyZgq2tLb/99ptBzePu3bv5/PPP+e233xg3bhyQnRDOmTMHe3t7li5diqurKwDDhg1j1KhRHDhwgH/++Ye2bdsaHCckJIQxY8bQvXt3IDsp++ijjzh69Cgff/wxX331FY0aNQKya18HDBjAjh07GD58OI6OjgBcv36dGTNmULFiRWbPno2trS329vbExcWxfPly5s6dy7p16+jdu7e+LLZv307t2rWf2Cn22rVrLF++HDc3N4Pl9erVIygoiOjoaEqVKqVfHhERwfnz52ncuLE+tmcRFBTEhAkT6NKli37Zpk2b+P7775kxYwbTp0/XLx8/frzBMXXlMnbsWNatW0f37t318e7YsYPMzEx++OEHfRnqJCQkGPw9ZcoUYmJi+P333w0S93fffZcBAwYwbdo0Vq1aBWQnwt999x0ajYbZs2fj4+MDZL93X375Jbt27Xrmc3+0DB6NU/de79q1i+PHjzNv3jyqVq0KwJAhQ3j77bdZu3Yt/fv31z+I7tixg4MHD+Lr68vMmTNRqVQA9O/fnwEDBjB79mwaNWqkT7i3b9/OyZMnCQgIYPr06SiVSgC6d++e49cLXUyff/45Wq2WxYsX4+3trV8XHh5Ov379crxfrzoxbKVA6Fm4cxf69tYl8/9nbgtVmhFbwg9Zzp5FVnl5B9LDa5ASW3QBC4LwCpKevslLLCYmBgAnJ6cc64KDg1m4cKHBf8HBwfr127dvJyUlhffffz9HM4KWLVvi7e3Nnj179Mt27dqFRqOhV69e+mQewNTUlBEjRgDZvxg8TtfEQUeSJFq2bAmAl5eXQSJqYmJCs2bN0Gg03LhxQ79806ZNaDQaPvrooxzNgPr06YO9vT27d+/Ou6Dy0Lt37xzJPECXLl2QZZktW7YYLP/7778B6NSpU76OU6ZMmRyv6dSpEx4eHhw9epS4uDj98seTecguly5duqDRaAzeQx0zM7Mcyx4tp7CwMM6dO0e7du1yNEvRxRYeHk54eDgAoaGhREVF0aBBA30yD9nv3fDhw/WJcX7UqVMn1/dalmUCAwP1yTyAlZUVgYGBJCYmcv/+ff3y7du3AzBy5Eh9Mg/g5uZGjx490Gg07Ny5U798x44dQPZD56MxV6xYkTZt2uSI8fDhw9y5c4c+ffoYJPMAfn5+NGzYkGPHjpGS8vpMjimqWAVi/p+bly+Xy0qbUigbDCB20yUcLZNRxV5Ge/0Qko1z9lCWoumNIAjPS5JI676y2De5MZdezEPH6dOnDdqP6+hqsHW1+xcuXCAyMjLHdpmZmcTHxxMfH4+dnR1hYWEAuTZVqFGjBmZmZly5ciXHugoVKuRohqOr3a5UqVKO7XXrdO3HH401KCiIkydPAmBhYUFaWvZ7a2Jiws2bN3Ps62mqVauW6/IGDRrg7OzM1q1bGTx4MEqlkqysLHbs2IGrq6t+DPakpCT++OOPHK9//FeBmjVrolAY1nUqFApq1qzJ7du3uXr1Kv7+/gCkpKSwevVqDhw4QFRUlP4cdR4+fKj/d/PmzVm7di0TJkygRYsW+Pv74+Pjk2MkI135xcbGMmvWrBz71JXdzZs3qVChAlevXgUwSOZ1SpYsiYuLC3fu3Mm17PLypPf6adeB7iHnypUrmJub5/q+6a7rR6/Bq1evYmFhQeXKlXNs7+Pjk+OBTVdON2/ezDE+vYWFBTExMWi1Wm7dukWVKlXyPtlXiEjoBRz/P7x8xHWo/vhnz8SU6+k1OBrenZE1FqNAxiR8L1kuXmBuJ5reCIJQMCQJVJZFHcUL4+DgwI0bN3j48CFly5Y1WDdkyBB9YqlrQvOoxMREANavX//EY6SlpWFnZ6evlXRwyDl3iCRJ2NvbGyThOlZWVjmW6WpLn7Tu0Q68uliXLl36xFjzK7dz0cXQsWNHFi1axLFjxwgMDGT//v0kJCTw9ttv65PzpKSkXB+aHk/o8zqObnlycjIAWVlZvP/++4SFheHl5UWbNm2wtbVFqVTq+wVkZv43y3r16tWZO3cuS5cuZdeuXWzduhWAqlWrMmLECH2Sqyu/I0eOcOTIkTzLQ5fo6+LJq1+Gg4NDvhP6grgOUlJS8hx2VfcA8Gjt+ZO2z+090ZXTo7X8uXn8gehVJjIxgVo1oaQbrFglM+1rDJrdaLUySzfYo5VbkWV7ELOEq5hkxKK5th+tXWlkM2uwyvkTsiAIgvCfGjVqcPr0aYKDg/Hz88vXa3VJ1KpVq3Id4SSv7WNjY3M00ZFlmbi4uFwTs4Kg2+/evXv1/9a1oX9ROnXqxNKlS9m8eTOBgYH8/fffKBQK3nzzTf02pUqVIigo6Kn7io3NvTmpbrm1dfav0gcPHiQsLIw333yTTz/91GDb3bt365ucPMrHx4dffvmF9PR0Lly4wOHDh9m4cSNjx45l9erVuLu768vso48+4r333ntqueniyWu7vM7nRbOysnpqTI9eg1ZWVsTHxz9x+8f3D/DTTz8RGBhosO5FX2/FlWhDL6BUSox8X+LoMZj0mcz5CzKpqdn/n/SZzJFjCjr2K4vGbwAahQoJUEWfhMhgpOT7kPX6PAELgiAYo3379igUCv766688E5e86JotnDt37pm217UpPn36dI51Fy5cICMjAy8vr3zF8Kx0seqaRDyNrnZXq9UafUwXFxfeeOMNjh49ytmzZzl16hT16tXLtc3905w9ezZHLFqtlnPnziFJkr7JSVRUFECODq6QPYTkk5ibm1OnTh0++OAD+vfvT0ZGBidOnADy/17r4sntmHfu3DFo116YvLy89A8uj9Ndl49eg5UqVSItLY3Lly/n2D63c8tvOb0OREIvANC4kcTXUyQiImDYCJlW7WSGjZCJuA5fT5EIbFYCbZk6ZJZpigwotZmYXN0HD64hpcaAbPzNWBAE4VVXpkwZ+vTpQ1xcHGPGjOH27du5bpeUlJRjWYcOHbC0tGTBggVERETkWJ+enm6QQLdq1QqlUsmaNWsMmtZkZWUxZ84cIPsB40V46623UCqVzJgxg7t37+ZYn5SUpG/jD+iH2rx3795zHVfXEfXTTz9FluV8d4bVuXXrFps3bzZYtnnzZm7dusUbb7yhb9qie1gIDQ012Pb06dM5Xg/ZiWduk4Xpap9NTU2B7ES1WrVqedbya7Vagwe1WrVqUapUKY4cOWKQ+MqyzLx589BoNM9y2gWuXbt2AMybN8+gKc69e/dYs2YNSqWS1q1b65frRlyaP3++QczXrl3jn3/+ybF/3dCff/zxByEhOUfHUqvVT32wetWIJjeCXuNGEoENske9iYnNbltfq2Z2DT4ANm7I1TujvnsKVXosqoTraG4HobV3B1NrsLAr0vgFQRCKs2HDhpGVlcWaNWvo0aMHPj4+VKpUCTMzM+Li4rh27RoXL17E0tLSoPbS3t6er776ik8++YS+ffsSEBCAp6cnmZmZ3Llzh5CQEGrWrMkvv/wCZI9WM2LECGbOnEmfPn1o3rw5FhYWHD58mJs3b9KoUaNcRw4pCBUqVODjjz/mxx9/pHv37tSvX58KFSoQGxtLdHQ0ISEhtG/fngkTJgDZEzE5OzuzZ88eTE1N9e2ou3Xrpm9O8iwCAgJwc3Pj7t27ODo65miGkZ/9zJgxg6NHj1K+fHkiIiI4fPgwdnZ2jB07Vr9dYGAgJUuWZOXKlURERFC+fHlu3brFkSNHaNy4Mfv27TPY74oVKwgODsbHx4dSpUphampKWFgYp06dwt3dnSZNmui3/eqrr3j//fcZM2YM1atXx9vbGzMzM+7du8e5c+eIj4/n4MGDQHaH3YkTJzJ27FhGjx5tMA59TEwMFStW5Nq1a0aVxfNo27Yt+/fv5+DBg/Tu3ZvAwEDS0tLYs2cPiYmJjB492mCM+Hbt2rFz506CgoLo168f9evXJzExkd27d+Pv75+jP4GpqSnffvstY8aMYfjw4fj5+ek7dcfExHDy5ElsbW1Zu3ZtYZ96kREJvWBAqZSo7ZvHShMztCWrklX1bZSnF2Z3kI04SJZLVTC3zx71RmlaqPEKgiC8LBQKBR988AFt2rRh06ZNhISEcOnSJTIzMylRogTly5dn1KhRtG3bNkdHwAYNGrB8+XJWrlzJyZMnOXHiBBYWFjg7O9OhQ4ccCXqvXr0oXbo0a9as4Z9//tHPFDt69Gi6deuWYzSbgtS5c2e8vLxYs2YNZ86c4ciRI1hZWeHq6kqPHj30tbeQ3eRm2rRpzJkzh127dpGamgpAmzZt8pXQKxQK2rZty5IlS2jfvn2OibmeVbVq1RgwYAALFixg3bp1+omgRo4caZCAWlpaMmfOHGbNmsWZM2c4ffo05cuXZ/LkyTg4OORI6Lt27Yq1tTUXLlzQ1yi7urrSv39/evbsadCevFSpUixfvpxNmzbpO9AqlUocHR3x8fGhWbNmBvv29/dn9uzZLFiwgL1792JmZkbdunX59ttvmTJlilHl8LwkSeLbb79l7dq1bN++nT///NNgptjHmyopFAp+/PFHfv/9d3bu3Mm6detwd3fngw8+wMPDI9cOwlWrVmXFihWsWrVK39xKpVLh5uZGo0aNaNWqVWGdbrEgybIsF3UQxdnr2LHiibQapKhQTHZ/iVn8NWQgw7MJmjq9wakSsrXra9sh5XmJcjOOKLf8E2VmHFFuximsctNNgrVu3To8PDxe+PFeNHG9Gaewy+1ZZn4uDKINvZA/CiWyY1k0NXqgkUyQAJPIExAZCqmxkJVa1BEKgiAIr5nr169z9OhR/P39X4lkXhDySzS5EfLPwg65TB0yS9bBPPo4JppUNDeOoHaqgGRqjawt+fR9CIIgCMJz2rlzJ7du3dJ3IB00aFARRyQIRUMk9EL+SQpku1LINbuiuX8WE3Uaqgfn0EYGo7VxQU5PLOoIBUEQhNfAX3/9RWhoKG5ubnz66afUrFmzqEMShCIhEnrBOKY2yK7VySzbDOW1bShkNcrrh5CdKiG7lAFFCdFBVhAEQXih5s2bV9QhCEKxINrQP4N0dSorz8xg19V1JKTHFHU4xYMkIZcoCZXbozbPnsZZlXQLKSoYbXwkpMUXbXyCIAiCIAivCVFD/wxO3N7L0tM/AKCQFFR39ae+R2vql2lNadvyRRxdEVJZoHXzIqvymyjPLMsexvLGUfCogeRmhmxmDSrLoo5SEARBEAThlSZq6J9B/TKtGVB7AhUcqqGVtZy9G8SCk1MYsOENBm5oyMKTX3Hh3kk02qKZka1IWTojV2hKlq0nACYZDyHiGCREIaXGihlkBUEQBEEQXjAxDv1TPD6W6b3k2xy9tZNjt3YReucoGvm/KY3tzB2p59GSN8q0pnapRliorB7f3asp+QGK839jduwXlLIaVNak1uiN7NUc2b4MWNgWdYQvBTHmsHFEueWfKDPjiHIzjig344hyM87rOg69aHKTT67WHnSpOpguVQeTnJnIych9HL21kxORe4lPj2Hn1T/YefUPTJXm1C7VkEZlO1C/TGtszOyKOvQXx9IBuYwfmdd8ML9/CikrGWVUEGpXLySLEv+fQVZV1FEKgiAIgiC8kkRC/xysTUvQtHxnmpbvjFqbxbm7xzl2aydHb/3D3eTbBN3eTdDt3Sglk+zkvtybvFGmNbb/70T6ylAoke08kKu1RxNzARNNGiYPLqGNCkW2cc1uS2/5ip2zIAiCIAhCMSES+gJiolDhWyoQ31KBDK83letxlzh8czsHb2zlRtxlTkb9y8mof/lZUuJTsgGNynaggWdb7C2cizr0gmFhh1yqJlllGmNy/R+U2kwUt4+hcfZCsrBDNrUGE7OijlIQBEEQBOGVIxL6F0CSJMo7VKW8Q1X6+Y7jVvxVDt3YxsEbWwmPPc/p6IOcjj7IzGMTqe5aj6blO9OobIeXu+ZeUiCXcEf2bgZ3giA9HlV8BNp7oci2pZBMrZCtXUGSijpSQRAEQRCEV4roFPsUBd2xIirxOodubOXQjW2EPTyjX66UTKjj3oim5bvQwLMtlirrAj1uoZBlpJirWIWuQQ79AwnItC5DVu0+UKYusp0HmL4mHYWNIDpAGUeUW/6JMjOOKDfjiHIzjig347yunWLFsJWFzL1EOXrUHMWcjv+w8p0TDKn7ORUda6CR1ZyI3Mf3B0fx9urqTNk3iIM3tpKpTi/qkJ+dJCHbuIFXC7L+35RIlRyJ4u45SLovhrEUBEEoBoKDgwkICGDhwoUFsr/o6GgCAgKYOnXqM79m6tSpBAQEEB0dXSAxFIWAgACGDx/+XPt4FcoBRFkUByKhL0JuNmXoXmME8zvtZslbh+nnOw4P24pkatI5dGMbU/cN5u011fn+4CiCow68HOPcm9oglayMulIbtEhIaDGJPIF0PwzSEyAjuagjFARBKHS6pPfDDz8s6lDy1LlzZzp37lzUYQiCYATRhr6Y8LCtSD/fcfT1+Yhrsef5N2IT/0Zs5kFKFLuv/cnua3/iaOlGiwpv0bLiO5S1r1zUIedOklDYuELZBqgj9mGaHIVJ6n3Ud88iO3oimdlkD2OpEJeeIAhCUahWrRp//PEHdnZ2RRbD+++/T79+/XBxcSmyGJ7XH3/8gbm5eVGHIQiASOiLHUmSqORYg0qONRjs9xkX7p1kX8RG9kdsJib1LmvPzWHtuTlUcqxJy4rv0LR852I3Uo7C3AbZsSzqyh0wCV6IQtaiunOaLKeKyFYuYhhLQRCEImRubk7ZsmWLNAYnJyecnJyKNIbnVdRlKAiPEgl9MaaQFNRwq0cNt3oMrzeVE7f3svvanwTd3s3VmLNcjTnLghNT8C/djJYV3yHAoyWmJsWjtkC2dkHy8Cfr2j7M4q+iTI9FHX0W2akCknkJZFMbMDEt6jAFQRCKpTt37rB48WKCgoKIi4vD3t6egIAABg0ahJubW47tr169yty5cwkNDUWSJGrWrMnIkSNZtWoV27dvZ+PGjZQqVQrIbkM/YsQIBg0axJAhQ4iOjqZr1676fQUEBOj/rdvmWUVERDB79mzOnj2LRqOhRo0aTJgwAXd3d4Ptpk6d+sS4AgMDmTt3LhcuXECSJPz8/Pjggw/02z4qNDSUZcuWcf78edLT0ylZsiQtWrSgb9++OWrQAwIC8PX1ZcqUKcyePZvjx4+TlZWFj48PH330Ee7u7ly/fp158+Zx5swZ1Go19erVY9y4cTg6Oua6r3nz5umX3bp1i82bN3Py5Enu3r1Leno6rq6uNGnShHfffRdLS8tnLsvcFGT8AIcOHWLNmjWEhYWhVqvx8PCgXbt2dOvWDROTnCni5s2bWbt2LZGRkdjZ2dGyZUvee++9PONNSUlh9erV7Nu3j+joaFQqFdWqVePdd9/Fx8fnucpCMCQS+peEqdKMwLLtCCzbjoT0GP6N+Ivd1/4k7OEZjt3exbHbu7AxtaN5xbdoW6kXFRyrFW3AKgu0jp7IVdpjEjQbpazG5P5Zsu56IVu5IZn9fxhLQRAEQJZl0tWpRR1GnsxNni8Ry49bt24xdOhQ4uLiCAwMpHz58oSHh7NlyxYOHz7MggULKFOmjH77q1evMnToUNLT02nSpAkeHh5cunSJoUOHUqlSpacez8bGhkGDBrF27VoAunfvrl9Xu3btZ447Ojqa9957D29vb7p27crdu3fZu3cvffr0YdasWVSvXv2Z9nPp0iVWrlxJnTp16Ny5M1euXOHAgQOEh4ezatUqzMz+m9Nk7969fPHFF6hUKlq0aIG9vT3Hjx9n0aJFBAUFMXfuXIPtAZKSkhg6dCiOjo60a9eOW7duceTIEW7evMkPP/zAsGHD8Pb2pkOHDly+fJl///2XxMRE5syZ89TY9+/fz5YtW6hTpw61a9dGlmXOnz/PihUrCAkJYf78+bkmyvlRUPGvXr2amTNnUqJECVq1aoWFhQWHDh1i5syZhIaG8t133yE9MtT04sWL+e2333BwcKBjx46YmJiwd+9ebty4kWucCQkJDB8+nIiICGrWrEmXLl1ISUnh4MGDjBgxgm+//ZbGjRs/V1kI/xEJ/UvI1tyRzlUH0bnqIG7GX2HPtfXsCV/Pg5Ro/rq4iL8uLsLLqRbtvHrTtHwXrExtiiZQCydwr02Wcw2U90MwyUpGfeccOFQCS1swswFV4X1JCoJQPMmyzIfbOnLh/smiDiVP1Vz8WdbnYKEc6/vvvycuLo6JEycadFJdv349P/30Ez/88AOzZ8/WL//pp59ITU1lypQptG7dWr/8t99+Y/HixU89no2NDUOGDGHbtm0A+aqRf9SZM2fo168f77//vn5Zu3bt+PDDD5k2bRqrVq16pv0cPXqUr776ipYtW+qXTZkyhR07dnDw4EH98pSUFKZNm4ZSqWThwoX6h5fhw4fzxRdfsGfPHlatWsXAgQMN9n/t2jV69Ohh0EH5hx9+YOPGjQwbNozBgwfrH2pkWeajjz7i6NGjXL58mcqVn9x/rU2bNvTs2ROVSmWwfNGiRSxcuJA9e/bQpk2bZyqHvBRE/JGRkcyZMwd7e3uWLl2Kq2t2BduwYcMYNWoUBw4c4J9//qFt27YA3L59m0WLFuHs7MyyZctwcHAAsq+Vx8tXZ/r06URERDBp0iQ6deqkXz58+HDeffddvvvuOwICAnI8cAnGEaPcvOQ87bwY5PcJK985ybRWa2hUtgMmChVXHobyy9HxdP+jJj8cHM25u8cp9CkHVGbIdu5ovVqgVmR/YFUPLqK4fxFSYpDS4sUwloIg/J+YdA7g7t27BAcHU65cOYMkCKBr1654enpy6tQp7t27B2Q3zQkNDaVSpUoGyTxA3759KVGiRKHFbmNjw4ABAwyWBQQEUL9+fcLDw7l8+fIz7cfX19cgmQfo0KEDABcvXtQvO3jwIMnJyXTo0MHglwiFQsHIkSNRKpX6h5RHWVpaMmzYMINlrVq1AsDW1pZu3brpl0uSpI/l2rVrT43dxcUlRzIP8PbbbwNw8uTzP7QWRPy7du1Co9HQq1cvfTIPYGpqyogRIwAMyk63fc+ePfXJPICVlVWO9xwgPj6evXv34ufnl+M6dnBwoHfv3sTFxRVIeQjZRA39K0KpUFK3dFPqlm5KfNpD9oSvZ/uVVdyKv8qua+vYdW0dHrYVaevVi1YVu2FnUUidkSwdkUv5klXKD2XkEZSaNBR3z6B1KgeWdmBWAsxewkm0BEEoMJIk8Uv7zcW+yY1UCDNdX7lyBchOah8/nkKhwNfXl5s3b3LlyhVcXV25evUqADVr1syxLwsLCypVqkRwcPBzx5XbmPU9evTAxua/X4C9vLxybSPu5+fHsWPHCAsLe2oNN4C3t3eOZbrRcJKT/xv6OCwsDMi9WZCbmxvu7u7cunWLlJQUrKz+m9SwdOnSOdrW69qXV6hQIUe569Y9ePDgqbHLsszWrVvZtm0bERERJCcno9X+V3H18OHDp+7jaQoi/ieVXY0aNTAzM9Nfi4D+Osut3Xtuyy5evIhGoyEzMzPXa+f27dsA3Lx5k8DAwBzrhfwTCf0ryM7CiberD+OtakO59CCY7WGr2H99M7cTrvHbyaksCf6ORuXe5M3K/anmUvfFfkmZmCHblkSu0AzNvTOYZKWgirmC9l4YWtsySCorZJW5GMZSEF5zkiRhoRIzSaekpAAY1II+Spec6bbT/T+v2Srz2k9+LVq0KMey9u3bGyT0T4v50WT8SR5NvnWUSiUAGs1/87E8S1nlltA/af9PWqdWq58a+/Tp01m/fj2urq4EBgbi5OSkr7FftGgRmZmZT93H0xRE/E8qO0mSsLe3N3gA0L13uV1nue0jMTERgLNnz3L27Nk8zyUtLS3PdUL+iCzqFSZJElVd/Kjq4sf7AV+xP2IzW8OWc+VhKHvDN7A3fAPl7KvwZuX+tKj4NpaqF1RTbumIXKo6maUDUV7fiUKbheLOaWSHssiWDmBqDZbFY+pkQRCEoqRLyGJjY3Ndr1uu2073/7ymus9rP/kVFBT01G3yOlZMTAwA1tYF+x2T37J60WJjY9mwYQMVK1bk999/N6hFj4mJyfWhqKg8WnYlS5Y0WCfLMnFxcQblpnvv4uLicmyfW/nrXturVy9Gjx5doLELuRNt6F8Tlipr2nn3Zm7Hnczp+A9tKvXETGnB9bhLzDw2ke5ravHr0QlExF4q+IMrVcg2blChMWrT7MRdFX8D6f5lSLqHlJEAmuevtRAEQXjZeXl5AdkdTB/v9yTLMiEhIQbb6dqOnzt3Lse+0tPT9U0lnoVSqTRoHpJfV65cITU1Z7OpU6dOAbk3pXkeuv2dPn06x7p79+4RGRmJu7t7oSX00dHRyLJM3bp1czSJOXPmTKHE8KyeVHYXLlwgIyNDf43Bf9dZbueR27KqVasiSVKu16XwYoiE/jXk7eTDuIY/80ePEN6v9xUethVJU6ew5fIy3vurKR9s7ci+8E2otVkFd1BLB2QXL7LKNkZGQiFrMIkOQfHgCqQnZv8nCILwmnNzc6NOnTpERESwZcsWg3V//fUXN27cwM/PT9+RsWTJktSsWZMrV66we/dug+1Xrlypb/rwLEqUKEFCQgIZGRlGxZ6UlMTSpUsNlgUFBXHs2DEqVKjwTO3n86NRo0ZYW1vr26vryLLMnDlz0Gg0tG/fvkCP+SS6+QHOnTtn8GB0//59g7Hqi4NWrVqhVCpZs2aNQdOarKws/fCWj5bdo9s/WiOfkpKS4z2H7OZOzZs359y5c6xcuTLXQTl08wYIBUM0uXmN2ZjZ0bXaELpUHUzo3SP8fWkZR27u4ML9E1y4f4IFJ6fQsfIA2nv3ef5OtAoTZBtXpPL1yYoKwjTlLibJUagfXEZyLA+mVsim1qAqHhNjCYIgvAjh4eFMnTo113Vly5alX79+jB8/nqFDhzJt2jQOHz5MuXLliIiI4NChQ9jb2zN+/HiD13300UcMHz6cyZMns3//fkqXLk1YWBjnz5/H19eXkJAQFIqn19/VqVOHS5cuMWbMGHx8fDAxMcHX1xdfX99nOjcfHx82btzIhQsXqF69Onfu3GHv3r2Ym5szadKkZ9pHflhZWTFp0iS++OILBg0aRIsWLbCzs+PkyZNcvnyZqlWr0rt37wI/bl6cnJxo2rQp//77LwMGDKBu3brExsZy5MgR/Pz8iIyMLLRYnqZ06dKMGDGCmTNn0qdPH5o3b46FhQWHDx/m5s2bNGrUyGB4TQ8PDwYOHMjChQv12yuVSvbv30+FChW4efNmjmN8/PHH3Lp1i9mzZ7Njxw5q1KiBtbU19+/f59KlS9y+fZtt27bl+DVDMI5I6AUkScKnZCA+JQOJSb3H9rCVbLm8jJjUuyw5/R0rQ3+mefmudK02hPIOVY0/kIU9spMX6vJNMTm3FgVaTKJPo3Yoi2zjQnp8HC3ecQEkdu+QsLAQw9gJgvBqefDgAdu3b891na+vL/369cPT05MlS5boJ0c6cuQI9vb2dOjQgUGDBuVow+zt7c38+fOZO3cux44dA6BWrVosWLCAuXPnAs/WjnzgwIEkJSVx5MgRQkND0Wg0DBo06JkT+lKlSjF+/Hhmz57N+vXr0Wq11K5dm4kTJ+aYKbagNG/eHEdHR5YtW8b+/fv1M8UOHDiQvn37FvoY559//jklS5bk33//5c8//8TV1ZUePXrQr18/9u3bV6ixPE2vXr0oXbo0a9as4Z9//tHPFDt69Gi6deuWY8CMQYMG4eTkxB9//MFff/2Fvb09LVu2ZMiQITRp0iTH/m1tbfntt99Yv349e/bsYefOnWi1WhwdHalUqRIDBw7E1ta2kM721SfJhT44+cslr45Gr7osTSYHrv/NxosLufIwVL+8plt9ulYdQv0yrVEqlLm+1t7ePu9yS41DcesEykO/YJZ0AxlI92yMtnJ7Um286PRuKVI1Vvz0PdT1k1AqX5+k/onlJuRJlFv+iTIzzstWbhqNhrfeeouMjAx27NhRZHG8bOVWXIhyM05hl1teI0wVNtGGXsiVSmlKi4pvM+fNf/i1/RYal+uIQlJy9u4xJu8bSP/1Aaw/P5+UzKT87djCFtmhHJpKzdBISiRAdfcct4Iv8vWXCdiq4lGgYdwE6NFb5sBB8bwpCILwJGq1mvj4+BzLly9fzt27d2ncuHHhByUIQqESTW6EJ5IkiWqudanmWpf7yVH8fXkp28JWcjf5NvNPTGbFmRl08O5Ll2pDcLJ0e4YdKpBLuCJ5+KG+fgRlXBjKjFjuRlykZplyDBxiQ6kqqYRHl2DFKpnPvpT5ego0bvT61NQLgiDkR1paGm+++Sb+/v54eHigVqu5ePEiFy9exMnJicGDBxd1iIIgvGCiyc1TiJ+7ckpXp7Ln2gY2XFjA7YTsqaRNFCqaV+jKO9WH41u+/pPLTdYixURA2A7MT/6OUptJktoKpU9nZO/mYOuObFMSrWTCpM9kIq7DHytf/eY34udV44hyyz9RZsYpruWWlZXFzz//THBwMA8ePCAzMxMnJyfq16/Pu+++q59ltagU13Ir7kS5Ged1bXIjEvqnEB+mvGllLUG3d7Pu3FzO3zuuX96gXBu6VB5CLbc38p6FNj0BReRZUnbNwyktBEmCdFdfNJXbQ2kfZJuSYOnA+Qsyw0bIzPxZoravSOiFnES55Z8oM+OIcjOOKDfjiHIzzuua0Is29ILRFJKCN8q05pf2m5nZYRsNy7ZHQuLI9X8Yt+MtRmxpw78Rf6HRanK+2KwEskNpbts0ITHTAgDVw0soHoZBSgxSeiKoMyhfLnvzmIKZ7FAQBEEQBOGVIxJ6oUBUdanDl80WsfTto7xd6z1MleZceRjKN/uHMXBjIDuurCbr0dlgJQnZygnJtTrH79dGBpSadBR3zyM9vAYZSUjpCUREZP+A5OhQNOclCIIgCIJQ3ImEXihQ7iXKManFLFZ3O0Vfn4+wMbMnKvE60w+Ppd/6+my6+DsZ6rTsjU2tqVC7FJcyGpCQZQOAKu4a0oOrSCl30aYmsnZ1KiVLQq2aRXhSgiAIgiAIxZhI6IUXws7Cif61P2Z1t1MM85+Mo4UrD1KimBP0Gb3X1WVN6CxSspJRlHCmTptqHIgKQCuDQpuF4u457py/xpyZSVwMSWDkMPmV7xArCIIgCIJgLJHQCy+UhcqKt6sPY8U7x/ngje9xs/YgPv0hi4K/ofc6P5aen035ehZ4NKjP/bTsdjWK2BuE7r1C5oM7fPJBMo0D0or4LARBEARBEIovkdALhcLUxJw3K/dn6dtHmdBoFmXsKpGcmcDKMz/Ta2cn9jsdRl2tDlokVEoNLStdYFyfq/jVSEFKiwOtuqhPQRAEQRAEoVgq1hNLnT17llmzZhESEoJarcbLy4sBAwbQrl27Z97HvXv3WLhwIUePHiU6OhpLS0s8PT3p3r07b775Jkql8gWegfA4E4WKlhXfoXmFtzhycwerQ3/lasxZ1t3cwN8KU7rY2NAvWYOdOpL0h9eQHcqDygIyksHCrqjDFwRBEARBKHaKbUIfFBTE4MGDMTU1pX379lhZWbFr1y7GjBnD3bt3GThw4FP3cfv2bd555x3i4+MJDAykadOmJCcns3fvXiZMmMDx48eZNm1aIZyN8DiFpKBh2fYEerbjRORelp/+kbCYUNYoY/irBLydYUa3e6exti2D1sYVSWWJbGoJStOiDl0QBEEQBKFYKZYTS6nVatq2bcvdu3dZt24dVapUASApKYm3336bqKgodu7cibu7+xP3M3nyZNasWcMnn3xC//799csTExPp1KkT0dHR7Nu374n7EZM65J8xkzrIsszxsHUsD53BlZSbAFjK0MWsIm9VGYxtaX9kaxewcnoRIRcLYhIR44hyyz9RZsYR5WYcUW7GEeVmHDGxVDESFBTErVu36NChgz6ZB7CxsWHYsGFkZWWxadOmp+7n9u3bADRu3NhgeYkSJahduzYgEvbiQpIkAip1YW7DhXzt3AkvjQmpEqzKvEbvs5+z6PxskpIiISu9qEMVBEEQBEEoVoplQn/ixAkAAgMDc6zTLTt58uRT9+Pl5QXAgQMHDJYnJiYSEhKCs7MzFStWfN5whYKiNAUbF96o2IUFqrr8kGxFJbWSNDmL1Tc30ntXV1ac/p7UzKSijlQQBEEQBKHYKJZt6G/cuAGAp6dnjnXOzs5YWlpy8+bNp+5n0KBB7Nu3j2nTpnHo0CG8vb31bejNzc2ZPXs25ubmBR2+8DwsHZEdykD5RrxxOoLAZBX7zZX8bg0R6hiWXZjH5mtr6eUzhg6V+2GqNCvqiAVBEARBEIpUsUzok5OTgewmNrmxtrYmKenptbROTk6sXbuWjz/+mIMHD3Lo0CEAzM3N6dGjB5UrV37qPqysrPIRuaDzXOUmlYEMf4gKgTsnaZaupbFDHfaWcuG3mINEpkQy9/jnbLz4G4P8J9Gmck9MFMXyUs43cb0ZR5Rb/okyM44oN+OIcjOOKDfjvI7l9mpkQXm4efMmw4YNw9LSklWrVlGlShWSkpL4+++/+eWXXzh8+DCrVq164tCVKSkphRjxq8HU1PQ5y80cydwRyfMNTB9cwESdinTvAg1ty1LP52v+STrH8qsruJt0m2/2vs+KUz8zoM4EGnq2R5Je3hlln7/cXk+i3PJPlJlxRLkZR5SbcUS5Gaewy83UtHiMvlcs29BbW1sD5FkLn5ycnGft/aMmTpxIdHQ08+fPx8/PDysrK9zc3Hjvvffo06cPISEhbNu2rUBjFwqAwgTZyhlcq5HlVhsZUGjSUdy/hCrmGh1KtWRFqw28V+dTbMzsuZVwlan7BjNiSxuCow48dfeCIAiCIAivkmKZ0JctWxYg13byDx48IDU1Ndf29Y9KTk7m9OnTVKhQAWdn5xzr69WrB8ClS5eeP2Ch4FnYIdu4ovUMRG1aAgBV7FWkuFuQeA8zjZpulXqz4p3j9PEZg7mJJVcehjJhZ3cm/NOd8JgLRXwCgiAIgiAIhaNYJvR169YF4PDhwznW6ZbptslLVlYWkPewlLGxsUDx+alEeIxCiWztjORaCXXpAGQkFHIWyrvnUTwIg8xUpIxErCVTBtSewIp3jtO16hBUClOCow8wbHMLfjg4mgcp0UV9JoIgCIIgCC9UsUzo69evj4eHB1u3bjWoQU9KSmL+/PmoVCo6d+6sX37//n3Cw8MNmujY29tTrlw5oqOj+fPPPw32n5iYyOLFi4H/auqFYsjC9v+19PXIsnAEQJVwE2IjIP42qNORMhJBlrG3cOb9gK9Y1PUQTcp1QkZm17V19F//BotOfUuKGOpSEARBEIRXVLGcKRayJ5caPHgwpqamtG/fHisrK3bt2kVUVBQTJkxg4MCB+m0nTpzIpk2bmDZtGl27dtUvP3DgAO+//z5qtZr69etTpUoVEhMT2bdvH7GxsbRu3ZqZM2c+MQ4x8VT+FegsbemJ2TXyZzdgHrYFBVqyLN1Qe7VDW74hlHBBtnYFU8Me7ZcfnGbBiamcuxcEgK25A/18xtG+cl9MFKqCia2AiVkBjSPKLf9EmRlHlJtxRLkZR5SbcV7XmWKfa5Sba9eusW7dOs6ePUtcXBzNmzdn/PjxAJw+fZrz58/TsWNH7Ozs8r3vgIAAVq9ezcyZM9m+fTtqtRovLy/GjRtHu3btnmkfjRs3Zs2aNSxatIjg4GBOnjyJqakpFSpUYMSIEfTs2TPfcQmFzMwG2doZPOqSdec0Zom3MUm9izrmGpK9O7KlLVJ6ArKJOSj+G62osnNtZrTbxNFbO1l48isiE8OZFfQJmy4uYrDfpzTwbPtSj4gjCIIgCIKgY3QN/ZIlS5g+fTpqtTp7R5JE586dmTZtGpCd0Pfu3Zsvv/ySHj16FFzEhUw8HedfgT8dZyajuH8FLv+D2bk1KGU1ajM7srzboy0fCCVKZyf95ra5vlytzWJb2EpWhPxEfHoMADXdAhhe7ysqOdYouDifk6iNMY4ot/wTZWYcUW7GEeVmHFFuxnlda+iNakO/f/9+vv/+e9zc3Jg9ezZHjx7l8eeC2rVr4+DgwN69ewskUOE1prJCtnFGLlWDLEdvZMAkIx7p4RUUD69DVgZSRhJoMnN9uYlCRacq77Ls7SB61foQM6UFZ+8G8f7mVkw/PJa4tAeFez6CIAiCIAgFyKiEfsmSJVhYWLBkyRJatGiBg4NDrttVrlyZ69evP1eAgoAkIVs6g50n2rKBaJQWAKjunYeYcEiKhqw0SH9yx1crUxsG1pnIkrcO07R8F2RkdlxZTf/19Vl7bg6ZmozCOBtBEARBEIQCZVRCf+HCBXx8fPDw8Hjidvb29jx8+NCowATBgMoc2doZ2a0aWa41kQGlJg3Fg4so7l+CzBSkzOTsxP4pXKzd+bTJPH5p/zdejjVJzUpm4cmvGLyxMUdu/pPj1yZBEARBEITizKiEPisrCysrq6duFxsbi1KpfOp2gvBMrBzBthSyZ8B/k03FXIWE2xB3A9QZ/x/GUvtMu6vu6s/sjv/wccNfcLBwITrpBl/uHcCEnd25HicmHBMEQRAE4eVgVEJfunRpLl++/MRtMjMzCQsL08/6KgjPTWmKbOkEbtVQu9f7/2RTapR3zqG4Fw6pcZCRDJkpz7xLhaSgdaUeLH37KD1rjkalMOV09EGG/tWcWccmkZQR/+LORxAEQRAEoQAYldA3a9aMqKgolixZkuc2v//+O7GxsbRq1cro4AQhBytHZCtntGX8ybJwAUCVeBs58SZSXARo1P/vIJuVr91aqqwZ5PcJi7oeItCzPVpZy+ZLSxiw4Q12XFmN9hlr/QVBEARBEAqbUQn94MGDcXV15YcffuDDDz9k27ZtAMTExLB7927Gjx/PrFmzKF26NL179y7QgIXXnMIE2coFyakS6nIN0EpKJLSY3jmDFHsdku9AZipkJhu1+1IlPJncfBE/tV2Pp50XCemxTD88ltFbO3DlYWgBn4wgCIIgCMLzM3oc+uvXrzN69GiuXr2KJEnIsqyfqEeWZSpWrMicOXPw9PQs0IALmxgDNv9e+BiwWg1S3A2IPIPJqUWYJVxHBtI9GiB7BiJ7+mdPSGXlDCrzZ9plWppMy7bZH4XdOyQsLCTU2iw2Xfid5SE/kaZOQUKifeW+DKwziRJmBT/urBhz2Dii3PJPlJlxRLkZR5SbcUS5Ged1HYfe6Jliy5Urx+bNm9m3bx9HjhwhKioKrVaLm5sbb7zxBq1btxYdYoUXQ6FEtnJG4VQWTbnGaM5Go9RmYHo3lEzrksh2JcGhAlJGIrKJGRg5I6yJQsU7NYbTtEIXfjsxlX0RG9l6eTkHr29lsN+ntPHqiUIy6kcuQRAEQRCEAmN0Qg+gUCho0aIFLVq0KKh4BOHZmNlkj01fsgZZ0aEo7oegzEpG8eAy2LiitXAGhRJUlmBm/VyHcrJ045Mmc2nv3YdZxyZxIz6MGUc+YnvYSka9MQ1vJ5+COSdBEARBEAQjiOpF4eUkSchWTki27mjLBaJW2QCgiglDjr2RPYylRpM9jKVW/dTdaTT/tTwLPSsb/K1Tq+QbzO+8h2H+U7BUWXP5YQgj/27LzKMTSc5MLKgzEwRBEARByJdnqqE/efLkcx2kbt26z/V6QciVqSVaK2ck16pkudfF5Ma/KOQsVPfPobZ2QWvjBko3yEgCi7zbuB04KDNrzn9/j5sAJd1kRr4PjRsZNtcxUah4u/pQmpbvzG8np7I3fAN/X17KkZs7eD/gKxqVfVPfl0QQBEEQBKEwPFNC37dv3+dKUi5dEpP0CC+IlROkJ0AZf7LuX8Q09S4mibfJiruJooQbWisHpIxkZBOLXDvIHjgo89mXMm/Uh8lfSJQvBxHXYcWq7OVfT8mZ1AM4WroyqfEc2lTqya9HJxCZGM5X/76Hf+lmjKo/jZI2L3dncEEQBEEQXh7PlNB37tw5R0IfHx/Pv//+iyRJVK5cGXd3dwCio6P1CXyTJk2ws7Mr2IgF4VEmpshWjkhOFdGUeQNt2GYUsgbT+6Fk2ThBiZLgUA4pIylHB1mNRmb23OxkftrXEgpF9rrq1WDa1zDpM5nZ82QCG4BSmfsDrW+pQH7rvJc/zs1mTehMTkTuY/DGJvT1Hcvb1YdholAVSjEIgiAIgvD6eqaE/rvvvjP4++HDh3Tr1o2AgAA+//xzKlSoYLA+PDycr7/+mrCwMNauXVtw0QpCbiwdkK1dkUvXJvPuOczjr2KSFoM69hYK62torXQdZC0MOsiGnoU7d+HLz/9L5nUUCom+vWHYCJnQs1DbN+/Dm5qY0893HE3Ld+bXoxM4c+cIv5/6hj3hGxjzxo9UcxVNzgRBEARBeHGM6hQ7ffp0MjMzmTdvXo5kHqBChQrMmTOHzMxMpk+f/txBCsITKUyya+nty6At2xC1Mrtpjep+KMTf/n8HWXV2B9lHZpCNic3+f/lyue9Wt1y33dN42FbkxzbrGd9wJrbmDtyIu8wH297k5yMfk5QRb9y5CYIgCIIgPIVRCf2hQ4eoW7cuFhYWeW5jaWlJ3bp1OXz4sNHBCcIzM7dFtnJCLlmDLJdayIBSnYbywWUUD65BysMcM8g6OmT/P+J67rvULddt9ywkSaJVpW4s7nqYNpV6ArAtbAWDNjbi4I2tRpyYIAiCIAjCkxmV0CclJZGUlFRg2wnCc5MU/x/GshRyufqoTbNHtVHFXkFOiEQRF5E9w2xGMmSlAlCrJpR0y+4Aq9UaDlOp1cqsWCVTsmT2dvlla+7AuIY/83O7vyhjW4nYtPtM3TeYyXsHEpN677lPVxAEQRAEQceohL5s2bIcP36cy5cv57nN5cuXCQoKoly5PNozCEJBM7VGtnJAdqlKlkc9tCiQZA2m90IhJgISo0CdgZSeCFoNSqXEyPcljh7L7gB7/oJMamr2/yd9JnP0GIwcLuXZIfZZ1HALYH6n3fSuNQalZMLhm9sZuLEh28NWIcs5x7oXBEEQBEHIL6MS+r59+5KVlUW/fv2YPXs2ERERZGRkkJGRQUREBHPmzKF///5oNBr69OlT0DELQu4kCdnKBawcwcOfrBKlAVCm3EWKvYHi/tXsJjdZafqmN40bSXw9RSI8PLsDbKt2MsNGyERch6+nSLkOWZlfpibmvFtnAvM67cLLqRYpmYnMOPIRH//zNlGJebT3EQRBEARBeEaSbGQ14U8//cSiRYvyXC/LMoMGDeLjjz82OrjiIC4urqhDeOnY29sXbbkl30cRcx2u7sHs/J8otRloTCzJrNQGrUddKFkdVJbIlk5gYpr9kmQtbTpkv/yn76Gu3/PVzOdFo1Wz8cJClp7+gQxNGmZKC/rX/pi3qr2Hk6OzuN6MUOTX20tIlJlxRLkZR5SbcUS5Gaewy83ePu+JKwuTUTX0AOPGjeOPP/6gY8eOuLu7o1KpUKlUlCpVio4dO7JmzZqXPpkXXlKWDsjWTsilapDlXOP/HWRTUd6/lF1Ln3gPOSs9e9Sb/z/PPpq816r5YpJ5AKXChHdqDGdhl3/xLRlIhiaN305OZdTW9ly5f/aFHFMQBEEQhFfbM41Dn5datWpRq1atgopFEAqGwgTZ0gmFnQdaz3qo48NRZcShir2C2s4TKSYcLB2ym92YmBuMTV9YSpUoyw9t/uSfq2uYf2IyVx6G0mdVfXrX+pCeNUejUpoWekyCIAiCILycjK6hF4RizbwEsoUjsltV1O6PdJC9G4IUewMSbv1/1Jsk0KqxsJA4vF/B4f0KLCxeTO384yRJoq1XLxZ3PUSgZzs0WjXLQ35i5Ja2hMdcKJQYBEEQBEF4+YmEXng1SRKylTNYuyCXrkNWCQ8AlCn3kBJuZo9NnxYP6jTIKNqhVR0tXfmy2SK+bb+CEmYOhMde4P2/W7M85CfU2qyn70AQBEEQhNea0U1u0tLSWLJkCXv37uXmzZukpKTkup0kSVy8eNHoAAXBaKYW2WPTO1VE69kA9YW7mGgzUN05Q4aVG9LDcGR3H6SMZGQTM1BZFlmokiTRunI3KpXw4dejEzh8czvLQ37iyM1/GN/wVyo4Viuy2ARBEARBKN6MnliqW7duzJo1i7CwMDQaDbIs4+TkBGSPcCPLMiVLlsTNza1AAxaEfLF0RLZ2ROtemyzXmvoOsiYPLkHcdUi8A5pM/dj0Rc3ewpkvmy3ik8bzsDGzJzz2PO//3ZoVIdNFbb0gCIIgCLkyKqH/7bffuHr1Kt26dSM4OJjWrVsjSRKHDh3izJkzfPfddzg5OVGrVi327t1b0DELwrNTqv6bQbbsG6jNHABQxYZBQjRSbARkpWePTZ+RWMTBZpMkiWYVurC468HstvWymmUhPzLib9G2XhAEQRCEnIxK6Pfs2YOLiwufffYZZmZmSNJ/nQjNzMzo3LkzS5cuZffu3SxevLjAghUEo5jbIlvaZ88gW7oeWkmJJGsxvROc3UE27gbIWqTMlOzEvpjIrbZ+xJY2rA79FY1WXdThCYIgCIJQTBiV0EdHR1O1alVUKhWAPqHPyvqvSUDFihXx9/dn06ZNBRCmIDwHSfHfDLJl/Mm0LYcMmKTFoIi5huJBOCTdA3Vm9qg3sraoI9bT1dYv6nKABmXaotZmsTh4GmO2dxazzAqCIAiCABiZ0JuZmWFmZqb/29o6exzvhw8fGmxna2tLZGTkc4QnCAXE1BLZyhEcyqMt2wi1iRUAqvvnkONvIcVEgCYDslKLfNSb3DhYujC5+WLGN5yJpcqGi/dPMfSv5my9vBwjJ3sWBEEQBOEVYVRC7+bmxt27d/V/ly9fHoATJ07ol6nVas6dO4ednd3zRSgIBcXSEdnKAblUddSl/NAiodBmobofihR3HWKug6zJbnqjzijqaHOQJIlWlbqxsMs+arm9Qbo6lV+OjufT3X2ISb1X1OEJgiAIglBEjEro/fz8CAsLIzk5GYCmTZuiVCr55ptvWLNmDfv27WP06NFERUVRt27dAg1YEIymVCFbOSPZlkT2qEuWVSkATBIjkRJuo4gNh5QYZHU6UnpCsWp68yhXaw9+bLueYf5TUCnNOBG5lyGbmnLwxtaiDk0QBEEQhCJgVELfrl07vL29CQkJAcDV1ZWPPvqIxMREpk6dyogRI9i3bx+Ojo6MGzeuQAMWhOdiXgLZwgHZxRuNZwM0CjMkQBV1CjnhDtLDcCR1FmSmQkZyUUebJ4Wk4O3qQ5nb8R8qOFQnMSOWqfsG8/3BUSRnFo/RegRBEARBKBySXIANcENDQ9m9ezeJiYmULVuWrl27vvRNbuLi4oo6hJeOvb198S63rHSk2OvwIAzFuQ2Y3zmFBGTae6HxqIfWww+cKoDKAtnSEUzMnrrLgmBsuWVpMlkRMp0/zs1CK2txsXJnfKNf8SkZ+AKiLH6K/fVWDIkyM44oN+OIcjOOKDfjFHa52dvbF9qxnsTomWJzU6tWLWrVqlWQuxSEgqcyR7ZyQpGVhuzhT1b8DUzTHqKKu4rWrgyKmAg0lo5gKSGlJyBbOYFk1I9ZhUKlNGWg3yTqebTgu4MjuZN0k3E73uatakMZVGcSpibmRR2iIAiCIAgvUPHNUgThRbJ0QLawRS5ZC417PTSSCRIyJtGnkBNvo4iJQNKq/z/hVPEb9SY31Vzr8lvnfbTz6gPAhgsLGP53K67GnCviyARBEARBeJGeq4Y+LS2N8+fP8+DBAzIzM/PcrnPnzs9zGEEoeAolsrVLdi29pz9Z8ddRPLyISUY82gdX0JjZZA9z6VgWKTMFWWkGquJf022hsmJs4E+8UaYV0498xM34K4za0o5BdT7hrepDURTjXxoEQRAEQTCOUQm9LMv8+uuvLFu2jPT09CduJ0mSSOiF4snUGtnSAezLoS3bEHViFKrMBFQPL6KxLonCPByNlT2Yg5SRiGxiWqyb3jwqoEwrFjr/y89HPubIrR0sODmFU1H7Gd9oJo6WrkUdniAIgiAIBciohH7OnDnMnz8flUpFixYtKF26NFZWVgUdmyC8WJKEbOWUXQPvUh21uz/KG/tQyBpU0afItLBFcd8OubRPdtOb9ESwsCvqqJ+ZnYUTk5svZlvYCuYd/5Lg6AO891dTPg78hYAyrYo6PEEQBEEQCohRCf369euxtrZm7dq1VKhQoaBjEoTCozRFtnL+f9ObADITbmEWG4ZJRhzaB2FozKyRLe3AqRJSViqyiRmoLIo66mcmSRIdKvejhlsA3+4fTnjsBT7b049OVQYytO4XosOsIAiCILwCjGo/EBcXR926dUUyL7wazG2RLeyRHSug9WxAlpktAKqHFyDxLoqYCOSUmOzhLjOSQKsp4oDzz9POi1kdttG12nsAbL60mPe3tOF63KUijkwQBEEQhOdlVELv6elJAQ5fLwhFS5KQrV3Byh65ZA00JeuilZRIshZV1AnkxEgUDyNAo5tw6uWcuMnUxJz3603l21arsTN34kbcZUb83ZbNFxeLz7MgCIIgvMSMSuh79uzJ8ePHiYyMLOh4BKFomJgiWzoh2ZZC9qhLpn1FZMAkPRblg2tI8eEQfxOQkTJTICu1qCM2mn/pZizs8i/+pZuRqUlnVtAnfL6nH/FpD4s6NEEQBEEQjGB0Qv/WW2/Ru3dvNm7cyL179wo6LkEofBZ22WPTu3ghl6mP2jS76Y3pg3OQdD+7lj7lIWiykNITs2vsX1L2Fs5803IVI+p9jUphStDt3bz3VzOCow4UdWiCIAiCIOST0ePQ9+jRg6CgID799NMnbidJEhcvXjT2MIJQeCQFsqULUlYGmlK1IP42ypv7s0e9iTpJprk1UowdspkNsiRlD2Vp4QCSVNSRG0WSJLpUG0xNt/p8e2A4N+OvMGFnd96pPpyBdSahUpoWdYiCIAiCIDwDoxL6kJAQBg4cSFpaGpIkYWtri6WlZUHHJgiFz9QC2cIBRYnU7FFv4m9iFn8Nk7SHaO9fQWNigWxuh+RSObs9vdIUzGyKOurnUsGxGnM6/sOCE1PYcnkZf56fx9m7x/is6QJK2ngWdXiCIAiCIDyFUQn9jz/+SFpaGiNHjmTAgAFYW1sXdFyCUHQs7ZGzksG5EtpyjVBfuI8qMxHVg3NorFxRWISjtbQDGzekjGRkpSmYmBV11M/F3MSSD974Hj/3pvx06EPCHp5h2OaWfBQ4g0ZlOxR1eIIgCIIgPIFRbegvXbqEj48PI0eOFMm88OpRKJGtXMDcFm2pWqjd/dFKJkiyFtOoIOSEu0gPwiEjGVmTiZSRCLK2qKMuEA082zC/8x6quviRkpnI1H2DmXVsEpnqvGeEFgRBEAShaBmV0FtZWeHu7l7QsQhC8WFqiWzphMLGBblMAJmO3siAMjMRk7vnkOJvIMVcR9Kqs0e8SU8o6ogLjKt1aWa020SPmqMA2HxpCaO2diAyIbyIIxMEQRAEITdGJfSNGjXizJkzaDQv3wQ7gvDMrByyJ5xyqoDWsz5ZFk4AqGKvICVGwsNwiL8NWpAyU1/qoSwfZ6JQMdjv0/+PWe9IeOx5hm9uxd7wjUUdmiAIgiAIjzEqoR83bhwKhYJPP/2UpKSkgo5JEIoHSZE94ZSlA7JbLTTuAWgUpkjImN4+Din3UTy8jpwaA5rMl34oy9z4l27G/M57qeX2BmnqFKYdeJ/ph8eSrn51Hl4EQRAE4WVndKdYLy8vNm/ezN69e6levTqurq5IuQzfJ0kS33777XMHKghFQmWObOWIQp2BXNafzJS7mN8JRqFOQxUdTJaJGQqzEsilrF6JoSxz42Tpxg9t/mTlmRmsPDODHVdWc+l+MJ81XUBZ+8pFHZ4gCIIgvPYk2Yg53ytXfvYvcUmSuHTpUn4PUWzExcUVdQgvHXt7+1er3GQtUkIUJN5DunUM5YXNmKVEIQOZHg3QOnmjda8JTt6gUCCb24K5bb4P8zKUW0j0YaYdeJ/YtPuYKS0YVf9bWlfqkevDfGF5GcqtuBFlZhxRbsYR5WYcUW7GKexys7e3L7RjPYlRNfTLly8v6DgEofj6f9MbSZ2O7FYTTdI91Fd3YKJORRV1ggxzJxQxEWjN7bKHssxMyR7KUmVR1JEXON9SgSzovJfvDo4iOGo/Px0ew5k7Rxj9xndYqsSIV4IgCIJQFIxK6P39/Qs6DkEo3kxMs0e9UWeAR12yku6hiDyKQpuFKvIImSpTJNNryKZWYGaDlJ6IrDABpaqoIy9w9hbOTGu1mrVn57Dk9HfsCV9P2MMzfNFsIeXsqxR1eIIgCILw2jGqU6wgvJYs7JDN7ZDtyyCXfYPMEp7IgEnaQ0zuX8oeyjL2Omg0yOqM/49Pn+8WbS8FhaSgZ61RzGi3CWerUtxOuMbIv9ux+9qfRR2aIAiCILx2REIvCM9KkpBtXMDMBtm5CtqyDcgyy247p3p4ASkxCh5cg9gIJFmGzFTISCzioF+s6q7+zOu4izruTcjQpPH9wVHMODxOTEQlCIIgCIVIJPSCkB9KU2QbV7AogexRF417vf+Gsrx1LHsoy9jrkHwX0CJlpkBWWlFH/ULZWTjxbctV9PMdh4TE9isrGbW1A9GJN4o6NEEQBEF4LYiEXhDyy8wG2doJycYFuWw9Mp1rICOh0KSjijyBnBiF9DAc0pNAk/VKjk//OKVCST/fcXzX+g9szR2yJ6L6uxVHbu4o6tAEQRAE4ZUnEnpBMIalY/Yssg4VkD3rkVnCAxlQJUdjcv8KUvx1pJgI0KiR1WlI6Qkga4s66heujntj5nfaQzWXuqRkJvLl3ndZcGIyau2r/UAjCIIgCEVJJPSCYAyF8v+zyNpmzyJbOgC1aQkAVPdDkZIeIMWEQ9x1JFmCrFRITyjioAuHs1UpprfbyDvVhwHw5/n5fLT9LR6m3CniyARBEATh1SQSekEwlsoc2dIZydoB2aMOand/NAoVElpUtw5DSsx/7ellkDJTITOlqKMuFCYKFUP9J/Nls0VYqmy4cP8Ewza3IDjqYFGHJgiCIAivnAJP6JOSkjh37hwPHjwo6F0LQvFjYYds6QB2ZZDL+JPlVBUZCWVWCiZRJ5ATIpEeXEPOSAStGikjCdQZRR11oWlYtj3zOu2igkN14tNjmLizOytCpqN9DZofCYIgCEJhMSqhP3z4MJMmTeLixYsGy1esWEGDBg3o1q0bjRs35ttvvy2QIAWh2JIkZCtnMLdBdvFG61mPTKtSAKgSb2Py4CrE3UARGwGazOzx6dMTQKsu4sALj3uJcszssIW2Xr2RkVkW8iOTdvUiIT2mqEMTBEEQhFeCUQn9n3/+yT///IOnp6d+WVhYGN9++y1arZZatWphbW3NihUr2LNnj9HBnT17liFDhuDn54ePjw/dunVj+/bt+d5PTEwM3377La1ataJGjRrUq1eP7t27s3r1aqNjEwQ9pSq7Pb25LVp3PzRl6pOlsgFAde8MiqTo7FFvYiKQZECX1P9/0qm0NJnAJlqq1YohLe3VnIjKzMSCjwKnM77hr5gpLQiO2s/7f7fmysPQog5NEARBEF56RiX0Fy9epEqVKlhZWemXbdq0CYBp06bxxx9/sGHDBlQqFWvWrDEqsKCgIHr16kVwcDBt27alR48ePHz4kDFjxrB48eJn3s+lS5fo0KEDq1atomLFigwYMIAOHTpgYWHBv//+a1RsgpCDmTWyhSMKSzvwrIe6tK49vYzprSOQdB9FbDgkRGYn8pmvTyfZR7Wq1J1Zb26nlE1Z7iVH8sG2juy4Ih6sBUEQBOF5mBjzoocPH1KjRg2DZceOHaNEiRK0b98eAA8PD+rWrUt4eHi+969Wq/n888+RJIlVq1ZRpUoVAEaMGMHbb7/NjBkzaN26Ne7u7k/cT3JyMu+//z4AGzZsoHLlyjmOIwgFxsoBWZ0OdhrwrE9mWjzmd0+j0GSgunWETJOmKEyuoTUxBxtnpKxUZKUKsCzqyAtVeYcqzO24k+8PjuLY7V1MPzyWyw9CGBHwNaZKs6IOTxAEQRBeOkbV0CuVSjIy/uvYFx8fz9WrV6lTpw4KxX+7dHBwIDY2Nt/7DwoK4tatW3To0EGfzAPY2NgwbNgwsrKy9L8IPMnq1auJjo7mo48+ypHMA5iYGPU8Iwi5kxTINi7ZE085eyOXqUemXTlkwCTtASZ3ziLH30J6cAVZN+nUa9ZJVsfazJYpLZYyoPYEJCS2ha1gzLZO3EuOLOrQBEEQBOGlY1RC7+7uTkhICFlZ2ZPF7N69G1mWadCggcF28fHx2NnZ5Xv/J06cACAwMDDHOt2ykydPPnU/27dvR5IkWrduTUREBCtWrGDhwoXs3buXzMzMfMclCE+lNEW2cQPzEsilfNCUCSDLwgkAVexllImRSAk3szvJatXI6gwU6QmYSK/fxEsKSUEfnzF802oVNqZ2hD08w/t/t+J09KGiDk0QBEEQXipGVVG3a9eOn3/+mT59+uDr68vGjRsxMTGhRYsW+m1kWebChQuUK1cu3/u/ceMGgEGnWx1nZ2csLS25efPmE/eRmZnJlStXcHBwYMWKFcyaNQut9r+h8jw8PJgzZw7e3t75jk8QnsjUCtnKEYUmC7m0H5rkONQ3D2CiSUV1+ygZZrZIMdeQVeZIjl5oMtMoYSoRl+FA6FkFdf1AqZSK+iwKjX/pZszttJMp+wZzLeYcE3d2593ak+hRcySS9PqUgyAIgiAYy6iEvm/fvuzdu5fQ0FBCQ0NRKBSMHz8eV1dX/TZBQUHExsbSo0ePfO8/OTkZyG5ikxtra2uSkpKeuI+EhAQ0Gg3x8fHMnTuXjz/+mE7/Y+++46SsrsePf+4zvWzv9N4FpKmAoGLDrjHGX4hdExX92qMmGDUhIYklid0kmkSjMZoEe28gUQQR6b2zbO+z0+e5vz+e2QUibYdlC5z36+WLMPPszJmT3eXMnXPPPfdc4vE4L730Ek8++STXXXcd77zzDi7X3vt2d934Kw7cEZ83rxecNnA7QcchEURvnYdhxnFvmQMDToeG7Xy1IZ0nXizEbYTIcNZx+52ZdClS3HqzkyknOdr7VbSZfr4h/Omij3jw01t4a9ULPLPol6yvWco9pzyFL3kC774c8d9vKZCcpUbylhrJW2okb6k5EvOWUkHv9Xp56aWXWLhwIdXV1QwePJhevXrtdo1hGNx9992ceOKJrRFnizWtxicSCaZNm8aVV17ZfN9NN93Epk2beOedd3j33Xc599xz9/o4jY1HxsmercnpdEreAJQPZVZDejdU1zEYjZW4KlegIvXEN81j8zbFu58aDO5hcOONBfToHmZTaYC/vpzGHXeFmXl/hMmTjqwV6puPfZD+WSN4bP5PmbPxDTb8YyX3T3mWnll7/yRNvt9aTnKWGslbaiRvqZG8paat8+Z0OtvsufYl5ZNiDcPgmGOOYerUqd8q5gGOOeYYLrvsMnr06NHix/b7/QB7XYUPBAJ7Xb1vsuv9J5100rfub7pt+fLlLY5PiANic6D9heDyoQuHY/YcT9Tf3dokG9hBZPMyjum7jennr2dAtzo8bpMhfYLM+lmQ8cfBY09qEonDcy793iilOGvQpfzujNfI83Vhe/0Gpr8xlTmbXm/v0IQQQogOK6WCfsqUKTzwwAP7ve6hhx7ara/+QDW9QdhTn3xFRQXBYHCP/fW78nq9zS1A6enf/si+6bZdp/UI0eqcXrQvH9xpmN2sQ6firmwAhmSsZFT3jdYm2Yr1EAlCIoYtFuDSi6OUlMCSpe0cfzsZnD+KJ855j5FFEwjHg/zikx/y9IL7SBxBJ+wKIYQQByqlgr64uPiAxlHW1NRQXFzc4scfO3YsAPPmzfvWfU23NV2zL8ceeywA69ev/9Z9Tbftb5a9EAfNnYH252D4sqHnscS7HUMYL0pBTt2XGI1lqKoNqOp1oBPoeIS+hdbkm6qWT309bGR58vjNaf/ke0dNB+CV5U9xx7vfpSZU0c6RCSGEEB1Lyi03ByIUCqU06/24446je/fuvPnmm6xatar59oaGBp566ikcDgfnnXde8+3l5eVs2LDhWy06TRty//SnP1FfX998e0VFBc899xyGYXDqqae2OD4hWkQp8OWi3ZnojCJ0r+OoShtNOG5HaRPnpjkQqoKKzVC1EaVh25Yw6c46crIS7R19u7IZdq4Zew8/O+nPeOw+lpZ+wbWvncLK8kXtHZoQQgjRYRySgt40TTZs2MCXX35Jly5dWvz1drudmTNnorVm2rRp3HPPPfz617/m3HPPZfPmzdx6661069at+fqHH36YM844gw8++GC3xxk1ahRXXHEF69at45xzzuH+++/nnnvu4dxzz6WsrIybb745pbGaQrSYMtBpBdZ8+ty+ZAwdy7K6oSS0gREP4dg8F4KVGJUbMGu285/XoEdhkJH9a0Gb+334w92kXmfx+Dnv0iOjP1XBUm59+zzeXvNCe4clhBBCdAgHvHy+64mtAK+++iqvvvrqPr9Ga81FF12UUmDHHnssL774Io888ghvv/028XicAQMGcPvtt3PGGWcc8OPcddddDBgwgBdeeIHZs2ejlGLw4MHcf//9nHLKKSnFJkRKkptklRlHdR2Of1CAFasCHJWzAXu4msT2BVTUHsO895xsXubiiun52MwwOlwH7kxrpf8I1iOzP4+d8w6/nXsT87a8xcP/vY21VUuYcfrj7R2aEEII0a6U1vqAxmjsOimmpKQEt9tNVlbWHq91OBzk5+czZcoULrnkEmw2W+tE2w5qamraO4ROJysrS/K2L+E6VN0OdGMVxXPn4N76ET39JQAsKBvBltgQ+h3TnwGThoA3G5QN7fSBO6OdA+8YTG3yjyWP8Nevf4NGM6LLeH466SmyvfntHVqnIT+jqZG8pUbylhrJW2raOm97q4Xb2gEX9LsaNGgQ559/PrNmzToUMXUo8sPUcvJLaD+0hsZKjMZydH0JiZUfEV76Efm+BjQQ7XYciZx+kDMAs2gIypUGhh3tTgdn6x6WEQppTplq/Qr44B2Fx9N5PgWYv+0DZs2ZTmO0nhxvIfed9CyD80e1d1idgvyMpkbylhrJW2okb6k5Ugv6lHron3vuOX74wx+2dixCHBmUAl8O2p0J/kLiPY/j8/Lx1EU8KMBZ/CVGfQmqdgtG5VqIhcGMoyINEAu1d/QdxrHdT+Hxs9+hd/ag5r76d9a+2N5hCSGEEG0upYL+scce48MPP9zvdc888wyXXnppKk8hxOFNGWh/Prj8kNGDBVUT+KJ0LAnDYU2+2TIXGkpRVVtQVWshEUMnoqhwPcTl7IQm3TL68tfvf8aEHlOJmVEemncrj3x+F7FEtL1DE0IIIdpMSgX9ggUL2Lhx436v27RpEwsXLkzlKYQ4/Nkc6PQu4PSzLdibr6qOI5Q/ElPZMMwors2fQGMZqnIDVK1DJRLoRAQVqgUpWJv5XencO+UZLh/1YwBeX/1XmVcvhBDiiHJI59BHIpFOvSFWiEPO7iThLyQYT2NdYDCJruOI5gxGozBijclxllWoqk1QuwWlNToRThb1sfaOvsMwlMEPRt7KzJOfw+tIY3nZl1z32qmsrljc3qEJIYQQh9whK+gDgQCLFy8mP18mTwixL54MP3/7VyF/f6k79l6jMbuPI5rZGw3YQ1XYt34BDeUYleuhrhiljWT7TS2Y8fYOv0M5tsepPH7OO/TI6E9lsIRb3j6P99a91N5hCSGEEIfUAc+hnzJlym5/f++991iwYMEer00kElRWVpJIJJg2bdrBRSjEkcCdAQ4fqrYWs9s4iIeJxsK4GnfgqN+G3rGYuFIYhgPTbkP5iyBurdRrTxYYne+TsEM1Yad7Rj8ePfttfj33Br7Y+h4PfHYz66qWce24+7AbjlZ5DiGEEKIjOeCCvri4uPl/K6UIBoMEg8E9P6jdTn5+PieddBK33XbbwUcpxBFA+XIxfZUYmOie4zETYWIb5+AIV+GsXo22u0kYCsPmwNR2SMuHWBilkkW9avkHbonEzqm1S5Zqxo4Bm63zjK7cG58zjfun/IW/f/Mwzy1+kFdXPsPG6hXcc+KfyPLktXd4QgghRKs64IJ+9erVzf/7SJpDL0RbUUqBLw+diIMG3WsC8WgUtszBEWvAWf4NUYeTBDYMpTAV4M+3Rlkqo8Wnyc6Zq3l0l0NWb78Tigo1N1wPkyd1/qLeUAaXHn07/XKO4tdzprO0dD7Xv3469095lgG5I9o7PCGEEKLVpNRDP2vWLC688MLWjkUIYdjQaQXg8qPTu6H7TCDebTxxuy85o34httrNmLVbUBXrIFQNWqMiAQjXWodWHYA5czUz7tX07QtPPa54/23FU48r+vSBGfdq5sxt8XlzHdb4Hqfx2Nnv0D2jHxWNxdz01jm8v+7l9g5LCCGEaDUpFfTnn38+o0ePbu1YhBCwc5yl24/O6oXuPYFY92NJ2NwoNM6t87DV7YDqLaiytehwHShQ0cYDKuoTCc1jT2jGHwezZiqGDVV4vdafs2Yqxh8Hjz2pd2vH6ex6ZPbn0bPf5tjupxBLRPjtZ//HE/PvIW7KpCAhhBCd3wG33OyqpbPlx44dm8rTCHHksjvRaV1QponO6wtmhGgsjHPHAmxmDNfmT4j0PRXTUBiGDbNgEMqVjooG0Shrk+1e2m+WLIWSUrj3HoVh7H6NYSgumQbXTtcsWQqjjm6LF9s2/M50fn7y33h+8YM8/83D/Gfln9hQvYJ7TvwjmZ7c9g5PCCGESFlKBf0ll1xi9fseoFWrVqXyNEIc2RxudHoRqt5E5w+BSJiojuPa8RWGGce58SMi/U4Dw4Zhs2HmDUQ501CxIBr2WtRXVVt/9um956dtur3pusOJoQwuG/XjZF/9DSwp/Zzpb5zOz6f8jb45Q9s7PCGEECIlKRX055133h4LetM0KSkpYeXKlQQCAaZMmUJ6evpBBynEEcvpQ/sLUboE3W0k6BiReBRX2RKMRATXxg+J9D0FZSpro2zOQJTLZxX1KrlS/z9ysq0/N26CYXuoYTdu2v26Q6U9J+xM6DmVx85+m599dDnF9Zu46a2z+PHxjzCp99lt8vxCCCFEa0qpoP/1r3+9z/vr6uq45557WLt2Lf/85z9TCkwIkeROR5sJ65TYbqNBx4gmorgqV2HEgrg2fEik36moSjsGCjN3IMrpRUUbk+03u7+pHjEcigrh+Rc0s2ayW9uNaWqef0FTVGRdd6h0hAk7PbMG8tjZ7zDz02tZVPwpP//kGqZV38Jlo+7ASGEEqBBCCNFeDsm/WhkZGfzmN78hEAjw0EMPHYqnEOLI4slE+3JRLj9m92Mwe00kkjMQjcKINeLc8CEEK1FVmzEq11qjLM0EKhqAcP1uD2WzKW64XvH5F3D3DM3yFZpg0Prz7hmaz7+AG65Th2y1vCNN2ElzZfKrU/7Od4ddB8ALS37HvR9dQWO0oc1iEEIIIQ7WIVuG8ng8HHXUUXz88ceH6imEOHIoBd4cTF8ehisNs/sYzO7jiWT1R6OwRRtwrn/fKuqrN6Gq1kIsvEtRX7fbw02epJh5v2LDBmsD7KlnaK6drtm4CWberw7ZKnlHnLBjM+z8aNy93DnpURw2F19sfY//e/NMius3tVkMQgghxME4pJ8rB4NB6uvr93+hEGL/lAJfDqY3B8ObhdnrGMye44lk9kkW9XU4N3wAjVWoyo3Jor5ppb7RKup3GWk5eZLir8/sfPgHfwMv/f3QFfOwc8LOJdP2NmFHUVJiXdfWTun3XX53xmxyvIVsqV3LDa9PZVHxnLYPRAghhGihQ1bQf/zxx3z11Vf06tXrUD2FEEceZYA/D+3NxvBlo7sfaxX1Gb3RgC1cg2PjR8mifhOqagPEw2Caeyzqd22rGTH80LXZNOnoE3YG5Y3iiXPeY3DeaBqitdz9/v/jX8ufRh/ggV1CCCFEe0hpU+zdd9+91/uCwSCbN29m7dq1aK258sorUw5OCLEHykD78q0TYrVG9zgWE5PIJhNX/WbsoUrY9DGx3ifSVJ7rnL7g8O53pOWh1lEm7OxLjreAh874D3/4/E7eW/cSTy24l43VK7h5/G9x2t3tF5gQQgixFykV9LNnz97vNV26dGH69Omcd955qTyFEGJfDBvaX2AV9YDuNR7T1FZRH9iKPVgBGz8m1qepqDfROf2/XdS3sY4wYedAOG0ubp/4O/plD+PJBffy/vqX2Vq7jvtO/gu53sL2DU4IIYT4HykV9M8999xe73M4HOTl5dGtW7eUgxJCHADDhk4rAG0CCt17PCaayCaNK7ANe6gStfFjon1PRlVqMDVm7gCU05ccaalBt21Rb03YsabZ3D1Dc8k0q81m4yaryP/8C2tTblvNo98XpRTnD72anlkD+cXH17C6cjHTXzuN+6b8hcH5o9o7PCGEEKJZSgX9uHHjWjsOIUQqDLt1miwatEb3noAJRDZ/jqthC7ZQFc717xPteypKg4GZLOr9qGgjKqFRpKMP7f743VgTduDRx63JOk2Kig7thJ1UjepyPI+f8y4/+/AyNteu4da3z+OWCQ9wav/vtXdoQgghBHCIp9wIIdqAYUenFYEnHXwFVlHfazyR9J7NG2WdG96HYBWqYjNGxVp005z1eCOZzhoMEm0acntM2DkYXdJ78cjZbzGhx1RiZpTffnYTT3z5MxJmvL1DE0IIIVJboW9SXl7Of/7zH7766ivKy8sByM/PZ8yYMZx//vkUFBS0SpBCiP2wOdBpRahkx7y1Uq+IbDFw1W+yivr17xHtdwqqMo6Bxszrj8eVzpuvRMFeh3ZlAba2C9mmwOrmb5MJOwfL6/Bz75RneH7xQzz/zUP8Z8Uf2VyzmhknPk26K6u9wxNCCHEES3mFfvbs2Zx22mn84Q9/YN68eaxdu5a1a9cyb948/vCHP3D66afz73//uzVjFULsi82BTi8CT0ZypX48Zq/jkiMtFbZIrXX4VKgaVbUBo3Q1BGutMZbxCCpUA7LivE+GMrhs1B387KQ/47Z7+XrHXKa/fjqba1a3d2hCCCGOYCmt0M+ZM4ef/OQnGIbB1KlTOfPMM+natSsAO3bs4K233uLdd99lxowZ5ObmMnny5FYNWgixF8099YBS1vQbZRDZZOCq34gtUodz3XtE+0wBDUqb6PwB4M1Gx8OoUA3anQE2Z3u/kg5tUq+z6Jbeh599eBklDVu48Y0zuWvy40zoeXp7hyaEEOIIlNIK/VNPPYVSiieeeIKHH36YKVOmMGjQIAYNGsRJJ53EQw89xBNPPAHA008/3aoBCyH2I1nU404HfyG650TMPhOJZPa1VupjAVwb3kM1lED1JozSFRCosGbax8KoUC3EI+39Kjq8PtlDePycdxlZNIFQvJF7P7qcv3/zMKY22zs0IYQQR5iUCvrVq1czevTofa68T548mTFjxrBq1aqUgxNCpGiXol75c9C9JmL2nkQkZxAmBkY8jGvD+xiBUsy6rRhlqyFQitIkV+prIRZq71fR4WW4c/j1aS9x3pCrAPjr17/lF59cQyjW2M6RCSGEOJKkVNA7nU7y8/P3e11+fj5Op3x0L0S7SBb12pOF8mVh9hqP2WMC0fzhmMqGkYji2vA+troSdM1mjLI10LADhUKbUVS4HqJSmO6P3XBww7G/5LaJD2M3HHy2+S1uevNsShq2tHdoQgghjhApFfTjxo1j6dKlmObeP1pOJBIsWbKEsWPHphycEOIgGXZ0WiHam43hzcTsPR6z5zFE8kZgKjvKjOPa+CG2uu3omi0Y5WugdpvVW2/GUJEGCNdbG2fFPk0d8H0emvofsjx5bKxZyfTXp/JNybz2DksIIcQRIKWC/tZbb6W2tpaf/vSnNDQ0fOv+QCDAPffcQ319PbfeeutBBymEOAiGDe0vwPTmYngyMHuOR/cZT6TLaBKGE6UTODd/glG9EV2/3Srqqzai4jEwE6hoAMK1rV7UezyKeZ8azPvUwOPp2CMrD9TQgrE8cc57DMgZTn2kmh+/+z1eW/ksWt4QCSGEOIRSmnLz1ltvceKJJzJ79mzef/99JkyY0Dzlpri4mP/+978Eg0HOPvts3n777d2+VinF9OnTDz5yIcSBUwb48zCVgQGY3cZhGE6i2HGWLsKWCOPa/jnRaIBEkUaZMXQiCtl9we5BRYNWUerOAKPtZtV3Rnm+LvzuzNd4+L+389GGf/Po/J+wvnoF/3fcLBwyPUgIIcQhoHQKS0eDBg1CKZXSqpNSqlNtlK2pqWnvEDqdrKwsyVsK2iRvWkOwEtVYBbEQqmQ5auvnOLYvxB63+uVjWf2IdxsHvhx0Zg/M3H4olx9QYHclx1o6Dm2cLZBK3kIhzSlTrd9fH7yjDsknBFprXln+JH/+aiamNhmaP477pjxDliev1Z+rpeRnNDWSt9RI3lIjeUtNW+ctK6tjHCyY0gr9rFmzWjsOIURbUAq8uWgMVLASXXQU2B3EDCd6x0Ic4RocNetRsSCxXpNR8QSGGUfn9AdPOjoWsvrr3Rlgd7X3q+nQlFJcdNT19MoaxC8/vZYV5Qu4/vXTuH/KXxiQO6K9wxNCCHEYSamgP//881s7DiFEW1HKWn03bKjGcnT+YDCcxG0u9PYvcYTKsQd2oNY3HUAVQ8Vj6Lx+KF8uOh5BhWrRLj84fe39ajq8cd1O4vGz3+GeDy9jW916bn7rXG6b+DBT+l7Q3qEJIYQ4TKS0KVYIcRjwZKLTuoDTh87rj+47mUTv44mk9UADtnA1rnXvoALl6JqNGOWrob4EBWgzLhNwWqBbRl8ePfttjul+MtFEmFlzrudPC39Bwky0d2hCCCEOA1LQC3Ekc/nR6V3A6UVn9UD3Oh7d6zgiGdapskYsgGvd29jqitHVm62ivnoTKhH9nwk4cjrq/vid6fx8yt/4f8P/D4B/Lnucez68hECkrp0jE0II0dlJQS/Ekc7pRWd0A1caOrMbZu9JmH0mEckdah1AZcasWfWVa9F121Bla6ByHToaBG2ioo2oYDUkYu39Sjo8m2HjqjE/4acnPIXL5mHB9o+54Y0z2Fa3vr1DE0II0YlJQS+EsKbXZHQBdxoqrQCz10TMvscTKRpDwuZCoXEWz8e+fRGqsQyjYh1G+Sp0pAE01mbZUA3Ewu39SjqFE/ucx+/PfI08X1e2129g+utT+XLbh+0dlhBCiE5KCnohhMXmRKd3QXuyrFNlux2L7jmRaPfxxB1pKMBZtQrHxk8hUImqXI9RsgIaK6y++ngEFa6DSKCdX0jn0D93OE+c8y7DCo4hGGtgxgeX8OKSR+QQKiGEEC0mBb0QYifDjk4rxPTloTzp6B5j0H0mEet1PFFPHhqwB4pxrn8XAlXo6g0YZaugfgcKE62Tm2VDNR26rz6R2Fk0L1mqd/t7W8ry5PHA6a9w1qBL0WieXfQrfvHJDwnFGtslHiGEEJ3TARX0jz32GB999NGhjkUI0REoA3y56LQCq78+fwi61/G7TMBR2CK1uNa/ha2+BF27BaNsLVRsQMUiYJqoWLDD9tXPmau5/Kqdf7/9Trh4mmbO3PYp6h02JzeP/y03j/8tdsPB3M1vcNObZ1PSsKVd4hFCCNH5HHBB/+GHO/s7Bw8ezE9+8pNDFpQQop0pBZ4sawKOy4fO7YfufYK1WTZ7ACYGRiKCa8P72MpWouu3oarWocpXoqP1YOpd+upD7f1qms2Zq5lxr6ZvX3jqccX7byueelzRpw/MuLf9inqAswZdygOn/4ssTx4ba1Yy/fWpLN4xr93iEUII0XkcUEFvs9mIxXautGmtpc9TiCOBy49O72oV9Rld0H1OwOwzmUiX0c2bZV0lX+HY8hmqoQxVvgGjdKXVV6936avvAPPqEwnNY09oxh8Hs2Yqhg1VeL3Wn7NmKsYfB4892X7tNwBHFR7DE+e8x4DcEdRHqrnzve/xnxV/kt+3Qggh9umACvq8vDyWLVtGOCwTLIQ44jjc6Iyu4MlAebMwe01E95xEtMfxxJwZ1iW1m3GuexeC5eiq9VZffd12lDab59WrUDWY8XZ7GUuWQkkpXDJNYRhqt/sMQ3HJNEVJiXVde8rzdeF3Z7zKyX0vxNQJnvjyHh747Caicfn9K4QQYs/sB3LRySefzN///neOO+44srOzAXjvvfdYsGDBfr9WKbVbu44QohOyOdFpRWibC6UMdI/R4Mkgbvdi7liEs7EYW7gG19q3iPY6EdOMY8RDmLEAOrMXyuWFWBhlJtCudHC42/wlVFVbf/bpvef7m25vuq49uewe7pz0KP1zh/P0gvt5f/3LbK1dx31TniXXV9Te4QkhhOhgDqigv+222wD46KOP2LFjB0opgsEgwWDwkAYnhOhADJu1WdbmQDWWowsGg9uH6fES2b4YZ826ZF/9e0QLR5LQYMSj6GgQnd0bPNlWC46uQ5sxcPqtXv02kmOtRbBxEwwb+u37N27a/br2ppTiO0N/SO+swfzikx+yunIx171+Kved9CxDC8a2d3hCCCE6EKVTaM4cNGgQ559/PrNmzToUMXUoNTU17R1Cp5OVlSV5S0Gnylu0ERUog2gYGitR279ClSzBWbYEWyICQDytC7Eex6Pd6aj0IszsPpBRCMoGykDb3eBOB+OA1hX26kDzlkhoLp6m6dPH6qHfte3GNDV3z9Bs3AQv/V1hs7XdG40DsaN+C/d+dDmbalZhNxzceNwszhz4g5Qfr1N9r3UgkrfUSN5SI3lLTVvnLSsrq82ea19SmkM/duxY+vTp09qxCCE6C6cPnd7NOlnWn4PZ+3h0r2RfvTvbmlffsAPX2jcw6rajqzdbffXl69CxMOhdRlu20RQcm01xw/WKz7+Au2dolq/QBIPWn3fP0Hz+BdxwXccr5gG6pPfkkbPeZFKvs4ibMX7339t55PO7iCWi7R2aEEKIDiClFfojibw7bjlZVUhNp8ybmbBW6EM1EA+jKjeidnyN2v4VrvqtKDRaGUSLxpDIG4DyZKEzuqFzeoM7Ew0omwPt8IArzZqB30ItzducuZpHH9eUlu28rajIKuYnT+p4xfyutNa8uOQP/PXr36DRHFVwLD876U9kefJa9Did8nutA5C8pUbylhrJW2qO1BX6g/usG1i8eDFfffUVZWXWv44FBQWMGTOGo48++qCDE0J0cIYN/PlouwvVWIHO7w+udLQrjXDxEpyVK7CZUVw7FhBrLCPe7TiIhTFiQczsnih/ESgDFQlAIoZ2p4PNeUhDnjxJMXqU5vSzrL8/+BsYO6Zjrsz/L6UU00beTN/sIfxqznSWlc3n+tdP5/4pzzIgd0R7hyeEEKKdpFzQb9q0iR//+McsX74coHlOskpuchs2bBgPPPAAvXr1OvgohRAdl1LgybSK+oYydIaBdk3EcKYT9WZi3/E1jmgdjrot2IKVRHsej5mIYERDmJkN6MyeKJcfHQ+jggm0yw9O3yEN2Srerd9ZI4Z3jmJ+V8f2OJXHzn6bez+6gm1167n5rXO5beJDTOn7nfYOTQghRDtIqaAvLy/nkksuobKykvz8fE4//XS6du2KUori4mLeffddli1bxiWXXMK///1v8vPzWztuIURH4/CgM7qigpUYSqF7HQveHOKuNBLF3+AKbMOINeJa/x7RwhEk8uMYsQA6EkBn90Z5c9DEUeE6dCJqteAc5IbZw1mPzP48evbbzJpzPV9u+5BZc6azvmoZV4+ZgU3yJoQQR5SUfus/+eSTVFZWcvnll3PrrbfidO7+Efntt9/Oww8/zF/+8heefvpp7rnnnlYJVgjRwdkcaH+hNa8+WIkuHAzebLQni/COJTgrV2EzI7hKvyHeUEKs53h0NGSt1md1R2V0A7sTFQ1aLTiuNHB42vtVdVh+Zzo/n/I3/vb1b3lx6R94ZflTbKxexU9PfIp0V8fo6xRCCHHopTTlZs6cOfTu3Zu77rrrW8U8gMPh4Mc//jG9e/fmk08+OegghRCdiFJWEZ/eFVx+dEYRZp/J6H4nEO15PDFPjjUFp7EM15q3sdVsRdduRpWvRJWtgmAdaG3NrA/XQagWtNner6rDshk2rhxzN/ec+Efcdg+LdszhhtensqlmVXuHJoQQoo2kVNBXVFQwZMiQfV6jlGLIkCFUVFSkFJgQopNz+tAZ3cCXjeHJQHc/Bt33ROK9TyCS0RdTGdZBVJs/wrH1S1RDOVSuwShdBnVbUWYCzAQqGkAFqyAWbu9X1KFN7n0OfzjzTQr93dnRsJkb3ziTeZvfbu+whBBCtIGUCnq/309pael+rystLcXv96fyFEKIw0GyBcdM7wIuHzpvAGbfEzH7nEikaCxxuxcFOGrW4VzzBkbtNsyajajSlajylehIPQA6FkKFayFcJ6v1+9A3ZyiPn/MeRxdNJBwPct/HV/Lsol+TMBPtHZoQQohDKKWCfuTIkXz99dd8+umne71mzpw5fP311zK+UogjXdMUnIzu4Paj0gox+05C95tCrNckot5CNApbNIBr/Xs4dnyDqt+BKluDbccyqNuB0tparY80tMpqvcejmPepwbxPDTyezjXhZn8y3Nn8+rSXuGDoDwF4ccnvmfHBD2iI1LZvYEIIIQ6ZlDbF/vCHP2Tu3LnccMMNTJ06lbPOOotu3boBUFxczFtvvcVbb72FYRj88Ic/bNWAhRCdlMNtHSrVWIWy1aK7jAB/LnFfLomS5TirVmFLRHCWLyNRv51oz+PR8RBGtBEzXIvO7I5ypaFjYZSZQCeSh1GJb7EZdq4/5ucMzB3Bw/NuZ2HxJ1z/+mncP+Uv9Mned7ukEEKIziflk2Jfe+017r33XsLhcPPs+SZaa9xuN/fffz/nnntuqwTaXuSUtpaT0+1Sc8TkTWuINqIayyEaQodqMMpWokqWYytdgiNUjgK0shEtHImZNxBcmej0LujsbuAvTI6z1GB3kVHQndqA9Nfvzfqq5dz30ZWUBrbitnu4beLvuGD0FUfG91orO2J+RluZ5C01krfUHKknxaZc0IPVI//yyy+zaNEiysvLAcjPz2fMmDFceOGFFBUVtVqg7UV+mFpOfgml5ojLWyKKaqy05s7HI6iqTaiypagdS3BWrcfQMQDinhxi3SegvdkoXz5mVhd0Zg9rtV5rMrJzqWsMy9z6faiP1PDLT69jUfGnAEwbfROXHnWHzKtvoSPuZ7SVSN5SI3lLjRT0Yo/kh6nl5JdQao7IvGkNkXpUoALiYQjWokqXoMpWYN/xDfZIzc7V+oLhmPmDwZkB6YWYWT0grZC0rBwa6urA7kQ7feDwWn37YjcJM8Ffv/4N/1j6CAAjiyYw44SnyfTktnNknccR+TPaCiRvqZG8peZILehT2hQrhBCtQilwZ6Azu4M7A+XLRvecgO57CrH+JxPJGYSpHCidwFW6GOe696BhO7pqA0bpclT5SsxQDaDRiSgqXA+hGkhE2/uVdTg2w8ZVY37CvSc9g9fh55uS/3Ld66exumJxe4cmhBDiIElBL4Rof3YXOqMrZlphcrxlP3S/UzH7n0yk10Rinlw0YAtV4V77FraSJVBXjCpbDdu/gZrNqHjUGmkZC6KCNRBpkBGXe3B8rzP527R5dEvvS0VjMbe8fR7vrH2xvcMSQghxEDp0Qb906VKuueYaxowZw8iRI7nooot4++3UD0qpq6vj+OOPZ+DAgVx11VWtGKkQ4qApwzphNrMHeDJ3Wa0/mXjfE4jkDk6u1pu4ypfgXPs2qnYrVGxAla5AlS6DhvLkiMsYKlyHClZDPNLer6zD6ZMzmMfOeYfjepxGLBHhoXm38vv//phoQnIlhBCdUYct6OfPn8/3v/99Fi1axNSpU7n44ouprKzklltu4dlnn03pMX/+858TCARaOVIhRKv639X6goGY/U7D7HsykV6TibqTq/XRelwb3oMNc1H1ZVC+1jpltnw1OtIIWqNjQVSoBkK1YMbb+5V1KH5nOvdP+QuXj7oTheLNNc9x29sXUBnc/6GBQgghOpYOWdDH43HuuecelFK88MIL/OIXv+Cuu+7itddeo1evXjz88MMUFxe36DHfe+893nzzTW6//fZDFLUQotXsulrvSkf5c9C9xqP7n0K8/ylE8keQsLlRAJWrca15FVv1BnTtNozyVRgly6yWHNOERDx5IFU1RALWRlwBgKEMfjDyFmae8jx+ZwarKhZx3WunsKz0y/YOTQghRAt0yIJ+/vz5bN26lbPOOovBgwc3356Wlsa1115LLBZj9uzZB/x41dXV3HfffZx77rlMnjz5UIQshDgUmlbr/YXgTkPn9sHsdxJmv1OI9pxMxNcFMDDiYVxb5uDY9AnUlUDFWoySZajyldYmWY21aTZS3yonzR5ujul+Mo+f8y69swZTE6rg9ne+w6srn0GGoAkhROfQIQv6BQsWADBx4sRv3dd028KFCw/48e69915sNhs//elPWydAIUTbUQZ4s9AZ3cGbjfLlonuMRg88lcSA06DnccTtfgAcDcW4176BveQbqC+G0uRqfc0miIbANK2TZsO1yWk4sXZ9aR1J1/TePHLWm5zQ+1wSOs5j83/Kb+beSDgebO/QhBBC7EdKp4pMmTKF008/nTvuuGOf1z300EO88847fPjhhy16/M2bNwPQs2fPb92Xl5eH1+tly5YtB/RYr732Gu+//z6PP/44GRkZNDQ0tCgWn8/XouuFRfKWGsnbvvggPdNqmwmUgS8NcntA1SBs3kJ06TdQtwVlxnFWLEPXboSex4ERg3gAEgHI6AZpBWBzgNJACGwGuPzWG4cjyJ6+13z4+NWZz/OPxY/y+Of38OGGf7G5djW/OuN5umf2a4coOx75GU2N5C01krfUHIl5S6mgLy4uprq6er/X1dTUtLjXHWjeuJqWlrbH+/1+/wEV5mVlZfzyl7/krLPO4uSTT25xHACNjY0pfd2RzOl0St5SIHk7UAa48iBRjSKBv9twGu1+VHoBqnwNttKlOEKVqFgjrP+QuK+QWNex6EAVqqoYnV6YnKSTlTyAqg4cbrTTDw5Pe7+4NrG/77VzB15Fz/RBzPzkR6yvWs7lL03izkmPMKHn1DaMsuORn9HUSN5SI3lLTVvnzel0ttlz7cshXZIKhULY7e13tPiMGTOw2+3SaiPE4cawgz8fndkNw5uFSiu0RlwOnEp8wFTChaOJ2/1owN5YinvdW9iLF1ltOGVrMHZ8AxVr0JGG5DScMCpUY/XXx+VQKrBOkn3qvA8Zmj+OYKyBez+6gj8u/DkJmRYkhBAdziEp6E3TZMOGDXz55Zd06dKlxV/v91v9sHtbhQ8EAntdvW8ye/Zs5s6dy89+9jOys7NbHIMQohNweFFZPTDTu4AnA53VE7PfSejBU4n1OYlIZt/m2fXOihW4Vr9uTcOp2YZRugrbjiVQuwWViIIZR0eDqFC19Ncn5XoLeeiMf3Ph0B8B8PKyJ7jj3QupDpa3c2RCCCF2dcDL57tOmwF49dVXefXVV/f5NVprLrroohYH1atXLwC2bNnCsGHDdruvoqKCYDDI8OHD9/kYK1euBOCmm27a4/3z5s1j4MCBDBo0iNdee63FMQohOgZlGODJRDu9EKxBhZ1o5zB0WhEqqweR8tXJNpwKjHgI15ZPiXvziHcZgxltQDVWQ2M1OqMLypcHKJQZh3gU7fCA0weGrb1fZruxGw6uPeZ+huSP4cF5t7C0dD7XvnYy95z4R44qPLa9wxNCCEELCvqioqLm/11SUoLb7SYrK2uP1zocDvLz85kyZQqXXHJJi4MaO3YsTz/9NPPmzePMM8/c7b558+Y1X7MvRx99NMHgt6czBINB3n77bQoLC5k4ceJur0sI0YnZnJBWgHanoxorUIYd7c2CjK7EM7qSKFuJo2IVtngAe7AC2/p3iKf3JN5lJDpahxGsRKcVojO6gTsLiKEiMYiH0Q6vVdgr1d6vst1M6n02vbMHc/9HV7G5dg23vfMdrhkzgwuHXYs6gvMihBAdgdIpDBoeNGgQ559/PrNmzToUMRGPxzn99NMpKyvj5Zdfbv50oKGhgQsvvJDi4mLeffddunXrBkB5eTkNDQ3k5+fvtxVn+/btTJkyhYkTJ/LMM8/sN5aampqDf0FHmKysLMlbCiRvqdlj3rQJkQZUYyUqFsKMhjCq1kPZSoyy5ThqN2FLRKxLlUEsZxCJ/CFoVzrKn4+ZbhX2ypWONpR1gJXdhXb6wO7p9IX9wXyvhWKN/P7zH/PRhn8DMLHnmdx+/O/wO9NbM8QOSX5GUyN5S43kLTVtnbe9LW63tZR2rD733HPk5ua2dizN7HY7M2fO5Oqrr2batGmceeaZ+Hw+3n//fYqLi7nzzjubi3mAhx9+mNmzZzNr1iwuuOCCQxaXEKKTUAa4M9AOLzpUgwrXoh3DrFn2Wb2Ilq1Ala3EGdiOoRM4K1di1mwgVjgCM9oHI1gJjVWY6YWQ3gUcXmvjbCIG9hDa4QOHu71fZbvwOHzcNekxhuaP5Ykv72HelrfYVLOKe096hj7Zg/f/AEIIIVpdSgX9uHHjWjuObzn22GN58cUXeeSRR3j77beJx+MMGDCA22+/nTPOOOOQP78Q4jBgc1jTcFzpqGAVyuZAu/yQ2QOd04tI+TpspctwhMoxEhFcxQtIVKwi1mUsZjyE0VgJDWWY6V1R6UXWKr0ZR8UjEHNZoy7trvZ+lW1OKcU5gy+nf85wfv7JNRTXb+TGN87g5gm/5ZR+323v8IQQ4oiTUstNk23btrFo0SLKy8uJRvc86k0pxfTp01MOsL3Jx10tJx8TpkbylpoDzpvWEG1EBStR0aC14l63A8pWoCrWYK9chT1SS1MzTdybT7zoaExfLsqdgU7vgk4vhLQisDnQYL1BsDnB6Qd7x5hFfCBa83utLlzFr+ZMZ1HxpwCcNehSrj/mFzhth98bHfkZTY3kLTWSt9RIy00LRKNRZsyYwRtvvAFY02z2prMX9EKIw4RS4PKjnV50pMGaOW9zoNMKILs38ewexMtW46hejy3eiD1Yjm3DeyT8RcSLjkaH61CBMkivRKcXoHwFoAAzjkpE0XYXOHydqrBvDRnuHH51ygv8/ZuHeP6bh3lz9XOsq1zKz076EwX+7u0dnhBCHBFSKugfeeQRXn/9ddLT0znnnHPo1avXEXnMrhCiE2rqr3f60KFaVKgW7fRiZvfAyO1PrGwl8dKVOOo2Y0uEsQdKsK0rIZ7enXjBSHSoDtWwA9KL0GmFVmFv05CIoeIRq7B3+qypO0cIm2HjslE/ZnDeaGbNvYE1ld9w7WunctekRzmme2qndAshhDhwKRX0b775Junp6cyePZuuXbu2dkxCCHHoGXbw5aJd6RCqttpnCn2Y6T0wsvoSLV+NqliJo34bNjOKo34b9vrtxDN7Ee9yNDpYjVFfkmzF6YLyWoMCVCIKR2hhP677FJ485z1+/vHVrK1ayk8/+AHfO+oGrhh9J3bD0d7hCSHEYSulk2KrqqoYPXq0FPNCiM7P7oS0QnRmD/DloNLz0d1GYQ4+A3PwuUT7nEQkrad14iwaR+0m3Ktexb5tAdSVQNlyjOLFqLJl0FAKpgmJKEQCqGDy1Nn4nvcYtbVQSDPxBJOhI6oIhVLePrVPhWk9+P1Zb3Du4CsB+Oeyx7jt7e9QHig+JM8nhBAixRX6Ll26tHYcQgjRvhxutL0IPFmoxirr795MdHZvdG5/zLI1GBWrcDTusEZdVq9F12wglt3fmmEfrMSoL0WnF6HTuqB8Odbj7tqK4/AeEVNxnDYXNx73K4YXHstD825lRfkCrn3tFO6c9Ii04AghxCGQ0gr9d77zHRYsWEB1dXVrxyOEEO1HKXB40BldrRNjvdmozC7onsdiDj2TxJAziPQ8kYivCBMDpRM4q1bjXv0ajq1fQs0mdOkyjOJFqNKl0FCCSsQhEdu5Yh+shnikvV9pm5jc+xyePPcD+ucMpz5SzU8/+AF/WjiTuBlr79CEEOKwklJBf/XVVzNp0iQuvfRS5s+fv88pN0II0ek0TcTJ6I6Z2cMq7NO7oXtPRg85ncTQc4n0Pp6ItwBTJQv76rW4V7+Oc/PnULMBXbYiWdgvgfrt1qFUZhyiAWvCTrAaYmFrnOZhrGt6b/4gLThCCHFIpdRyc8oppwCwY8cOrrjiCux2O3l5eag9HIeulOLDDz88uCiFEKI97DbqMlmI21xofyHk9iORNxizYi1G+SocwXIMncBRuwF77SbimT2JFw6HQDWqrhj8hei0IlR6AWjAbEDFw2Bzop1esHus5zsMNbXgjCg8jgelBUcIIVpdSgV9cfHuKyuxWIwdO3a0SkBCCNHhKAPc6WiXP1nYV4PdbRX2ef1J5A3ELF9n9dgHS5OF/SbstVuIZ/QgnjcUHaxB1ZZAeiE6IznH3s7Ok2ftjWiHFxwe6/kOQ5N6n02/nKP4xSc/ZJ1MwRFCiFaTUkG/evXq1o5DCCE6vj0W9h60rwCdOwBd2R+zYh1GxRocjSUYOo6jbjP2ui0k/F2IFw7BjFRjNGxHpyXn2Kflg8OHjkVQsTDYXWi7G5xea7TmYaZLei/+cNYbPL3gfl5b9Sz/XPYYy8sW8NMTniTfL5PThBAiFYffvxZCCHGo7VrYR4OoUBXK7kGn5aNzB6Lzkyv25auwB0uw6Tj2QDG29cUkPLnE84eiQ3UY9TvAV4CZlgtpReBKh3jYasWJhZKz7L2H3Sx7acERQojWJQW9EEKkShk7e+w9TYW9G51WYBX2hYMxy9dgVK3F3lCMLRHBHqrEvmUONeE0XL2GQk4PjIZi8O3ATM8HbwH4skGHUYnIzsK+aeTlQfTZJxI7N+AuWaoZOwZstvbr299TC853hv6Iq8b8BKft8B/vKYQQreWgGjXnzZvH9OnTOf744xk2bBg/+clPmu/77LPPmDVrFmVlZQcdpBBCdGhNhX1GD2sqji8bsrqjexxDYuh5JIZeSLTf6YRzBhKze9EastwNeEvn417zBrbir6FqPWr7YoztX6FKlkJDMSQS1qFU0QZUqBoVrIRoI2izxSHOmau5/Kqdf7/9Trh4mmbO3LabstN0sNXEE8zmg62aWnDOG2IF9+8VT/N/b57F9roNbRbX4WxPORdCHH5SLuhnzpzJNddcw0cffURjYyPxeHy38ZV5eXn87W9/45133mmVQIUQosPbZdylzuoJaQWojCJ096NJDDoTc/h3Cfc9gy9Kh1MZTEMDRjyEs+wbXKtfw751AdRsgJKlqC1fo7YvgrqtqEgIEjF0LIwKVqMCFRCut+bbH4A5czUz7tX07QtPPa54/23FU48r+vSBGfe2bVG/J06bixuO/SW/OPk50l3ZrK9axrWvncJ7616SschCCHEAUiroX331Vf7+978zdOhQZs+ezddff/2tawYNGkRRUREff/zxQQcphBCdStMBVeld0Fk90elFqIxCKBxGrN/pvLvjXF7behbBgmOIubLQKAwzjrNmLe7Vb+Lc+AlG5WooW46x7SuM7V9DxToIVYNpWn32oVprjGaoZp/z7BMJzWNPaMYfB7NmKoYNVXi91p+zZirGHwePPal3a8dpL8f1OJU/nvcRIwrHE44HeeCzm/nVnOtpjDa0d2hCCNGhpVTQ/+Mf/yA9PZ0//vGPDB48eK/XDRw4kO3bt6ccnBBCdHp2F/gL0Fk9MdO6gr+ANQ1DmVN2GpHB5xAbdgHhXscT9RZhKjsKjT1QgnvTR7jWvYtR8g26chXG9kXYti5ElS6DhlJIxK0TZyP1qGCVVdxHG8FM7Pb0S5ZCSSlcMk1hGLv3yxuG4pJpipIS67qOINdXxG9Pf4UrR9+NoWx8snE2P3p1CqvKv71wJIQQwpLSpti1a9cybtw4srOz93md3++nsrIypcCEEOKwYnOCP5eEyqA0WE+mqxayfej8Huj8o9BFG0mUr8WoXIM9UIKRCGOL1GErXoBZuoR4dl8S2QOgoQTDk4X256PT8lH+Qmsmvk6gYkHr4KvmTbROqqqtp+/Te89hNd3edF1HYDNsfH/ETYwsmsAvP72W0sBWbn7rHC4fdSffGz4d4zCd0y+EEKlKecrNnk6F/V/l5eW43e5Un0IIIQ4/hp26eBYN8XTMzBBQY82hT8/HLBiCrt6KWbkWVbEGW+1m7LEARiKCs2IlumI18bQiErmD0I2VGDVbIa0Q05eH8ueDNxN0GBJRq7i3u8hLd6Fws3GTjWFDvx3Oxk3Wnzn7Xp9pF0Pyx/D0uR/xu8/vYM6m13lm0S/5esdc7pr8GDnegvYOTwghOoyUljl69erFihUriMX2viErEAiwevVq+vXrl3JwQghxuGnqVTex8c0aP3F/d3R2L+uQqfQu0HU45qAzMIdfSGzweYS7jSfqycNUNhQmjoZiqx1n7dvYdnwNZSswdizC2LYAVfwN1Gyzivl4DB0JMLxvDYO7V/KvF2sxY5HdYjFNzfMvaIqKYMTwdkjGAfC7MphxwtPcNvFh3HYPi0s+44evnsj8bR+0d2hCCNFhpFTQn3766VRUVPDQQw/t9ZqHH36YhoYGzjzzzJSDE0KIw8keR0f+AOZ84Yb0op199mn5UDgEPegUzGHnER/+XSK9TyKS3oOEzYUGbNEGnKWLca95A/umuaiylVC6FGPrAowtX0HlGgjWYCPO1T8IseabWn57fyWrv64kVBdg+fI4d8/QfP4F3HCdapN59P87B/9AN+IqpZg64Ps8fs579M0eSl24mhkfXMIT8+8hGg8fqnCFEKLTUDqFmWDhcJiLLrqIdevWMXz4cKZMmcLDDz/MmDFjOPnkk/nggw9YtGgRQ4YM4aWXXsLp7LynHNbU1LR3CJ1OVlaW5C0FkrfUdJa8NY2OHH+ctUG1T2+r3eX5F6yieub9ismTkkW1mYBoIypUA9EgxMPWybJ126BiLapyA/a6jdgj9SisX+EaMF2ZxHMGksjsinL6wJNjHXLly2XBqlyee8lJRaXC1DZipoPMPBdXXu3l+BMOfWvknLmaRx/XlO5yNElRIdxw/S6v+wBE42H+9NVMZq/8MwC9swZz9+Qn6JO99wENraWzfK/tKhTSnDLV+h754B2Fx9P2B4l1xrx1BJK31LR13rKystrsufYlpYIeoLq6mrvuuou5c+eilPrWrOAJEybwwAMP7HfjbEcnP0wtJ7+EUiN5S01nyFsiobl4mqZPH2t05K7TZkxTc/cMzcZN8NLf/2elXGuIhyFUi4oGUNFGdDSMCuyAqs2oqvUYFWuxh8qxmTtbIE3DQSK9G4ns/pjebJQzDfwFBB053PizPBpiGdx5h8HwowxsDgfYXWi7GxxuMFr/APEWvZk5QPO3vs+D826hNlyFw3By1ZifcMHQHx7SDbOd4XvtfwUCJqefZf3vB38DY8e0zacxu+qMeesIJG+pkYI+RatXr2bevHkUFxdjmiaFhYVMmDCB4cM7aENmC8kPU8vJL6HUSN5S0xny9vVizf/donnqcWv++/9avkJz7XTNI79TjDp6L8VWIgaRBlS4DhUNomNhdKgKo3obqmo9qmodtrot2GONzav2AAlnOonsPsQzexFXPv78zywqI/nc/rNcXFn54PRaJ90qwHCiHW6wu61xm61QHKf8ZuYA1IQqeGjerc399EcXTeSO4/9Avr/rQce9J53he21XrfWpyMHqbHnrKCRvqTlSC/qDXooZNGgQgwYNao1YhBDisNQqoyNtDvBmoz2Z6FjIKuw9aeDPxywcjKrfga7eTLxqHbbK9dhCFRhmDFu0HlvpNzjKlhLzFjE0sx8VkQJs230YDfmYaXngywFPLthMa0KOCoDtf4r7FDXNwb/3nr3NwYdrp2uWLIVRR7fssbM8efzi5Od4a83zPLXgXhaXzOOHr57ETeN/w4l9zks55sPBrp+K3Pez3T8VmXGvZub9tGlRL4Q4tFr/s1UhhBC7aRoJuXETBz86Uhng9KGdPkhE0eEGVKQO3BmYWb3QXYajq7eRqNmIqliHrX4LtmgAQ5s4G4s5rUcx9VEvzuJe6HAfVJ0f5UpH+wvQ/jxrQ64rDcw4Kh62WnDsTrTdYxX2NkeLXvuhnoOvlOKsQZcysmgCs+ZMZ03lN/zy02uZv+0Dbjz2V/hdGak9cCf2v6cDN72RGjYUZs2Eu2doHntSM3ECbd5+I4Q4NFL6PPWVV15h3LhxzJ07d6/XzJkzh3HjxvGf//wn5eCEEOJwMGK41erw/Asa09y9y/GgRkfanODLQWf1wszuBRldUNm9ocdozEFnYR59MbER3yPS6yQiaT2IG260hnRnEHf1Stzr3sS57n2M4kVQugxj60Jsm7/A2L4YarZAJACJKEQC1mm0jRUQrN7jibR7s+ubmT1prTn43TL68oez3uCSkbdiKIOPNvyba149iW9K/ntwD9wJdbbTgYUQBy+lgv6tt97C6XQyceLEvV4zceJEHA4Hb775ZsrBCSHE4cBmU9xwveLzL6zV0eUrNMGg9WerjI5sWrVP72KNvszqBRlF6LxB6N4nkBh2Pomjf0Bo4LnM3TGGHYGs5Fx7sIercZUswrPmDewbP0Tt+Bq94xuMzZ9jbPkCVbIM6oshFoJYGCL1qMYKVKAcQjUQC4I29xraIXszswd2w8Flo37M7898naK0nlQ0FnPHOxfyp4W/IJqI7P8BDhOd8XRgIcTBSanlZv369QwcOBDD2Pv7AZvNxqBBg1i3bl3KwQkhxOFi8iTFzPvh0cetDbBNiopSm/KyVzYneJxod4Y1ISdSj3KnQ1ousYz+vPZsGV28O/jR+Ztw1K7D1lCMPRZA6QSOQAmOQAmmzUUivTuJ7L5oTyaGw2v16qflozy54M22ivhEBKUMq9/e7trjZlrrzQzMuNd683LJNPY45aY1Wz+G5I/h6fM+4skvf8Y7a1/kn8se56viT7l78uP0yjr893y1aouXEKJTSKmgr6urIzMzc7/XZWZmyg5tIYRImjxJMXqUbpsxgkqBwwMOD9qbg44GMVUtW0JZlEe7Eh90FLZoKWbNVuJVmzAq12ILlWNLhDESEYya9Thq1pNw+KwRmFm9UbWZyX77fLQvD+XLBncmmHGIR3Zupt2tuFdt92ZmF16Hn9smPsyx3U/hoXm3saF6Bde9fhpXj/kp5w+5+pCOt2xvu34qMmsm35os1NFPBxZCtFxKBX1WVhZbtmzZ73VbtmwhI+PI25AkhBB7YxXvVlE7YngbzQQ37OBOx12Yzt9ejZLhtVNfugUdzYbs3uguI9ENO0hUbUFVb8BWvRFbuApDx7HFGrFVrUFXrcF0pieL+17gTkc5M9FpuWhfrjUpp6m4T4RRkYbdJuVMPt7J6FG0+Uz0CT2nMihvFA9+djMLiz/hyS9/xn+3vM3tE/9Al/Seh/S520t7fCoihGhfKRX0o0eP5t133+XLL7/kmGOO2eM1X375JcuXL+fUU089qACFEEK0IrsTw5eFzlIQj0CkDuXJhLR8dN5AzMYqdO0O4jWbUTXrsNVswR6tx9AJawRm5Up05UoS7kzM9B7Es3phOL3gykL7c9G+HPDlWZNyEnGIh1DKBjYn9oQLl+EkYroYMdxos4Iyx1vAr059kTfXPMfTC+5nael8fvjqiVwz9h7OHnTZYbla3x6figgh2k9KBf0VV1zBe++9x/Tp07nuuuu46KKLSEtLAyAQCPDPf/6Tp556CsMwuOyyy1o1YCGEEK1AKetkWIcb7ctDR4PWwVWeLMjogi4ajA6MRdfvsFpyajZgq9+WHIGZwB6uhXAtjvJlJDzZJNJ7kcjshuH0gTcT7c1Fe3PAnw8uHyRiqGiQXJdBxHShwi6we8DubJUDrPb/chVnD7qM0V1O4MF5N7O09Ase/eJu5m1+m9uPf5gCf/dDHkNba9MWLyFEu0qpoB8+fDh33nknv/71r3nwwQd58MEHm1tr6urqmq/78Y9/zOjRo1snUiGEEIeGMsDlB5cfbcaTB1fVgy8XsrqjuwwnESjDrCshXrUJVb0eW0OxVdxjYg9VYQ9VocsXk3DnWBtqM7piuPzgy0Z7ctD+XDCysBtp2FQcFQ7v0nPvbNXTafelS3pPHpz6b15b9Sx/XvhLFpd8xjWzT+TacfczdcD3UerwKnbbpcVLCNHmUj5Y6rLLLmPIkCH88Y9/ZOHChdTW1gLgdrsZN24c11xzDWPHjm2tOIUQQrQFww6uNLQrDRKx5lNp8eVARk/MwhEQKMOs3068fAOqfhO2+h3Y440obWIPVWAPVaDLFpNwZ2GmdSWe2QPDlYbdkcnozByq4znQmAv2TDBjEA+jVMMuG2pdYHOBYTs0L1EZnD/kasZ1m8Jv597EivIFPPzf25i7+U1um/gQeb4uh+R5hRDiUEmpoF+9ejWGYTB27FjGjh1LIpFoLuizsrL2Oc5SCCFEJ2FzgM2BdqdbxX00aJ1Km5YL2b0wu45C1RVjBkqJV2zEqFmPLVCGEW/EQGMPV0O4GkfFckxXOni7MDyrFw1mGvYt6RjpeZj+HJQ3G9xZYI9CLGStktuc6KZVe5uzxSfUHoiu6b15+IzZzF75J55ZNIuvij/h6tknMP2YX3BKv4sOu9V6IcThK6WC/rzzzmPs2LE8//zzgDVzPicnp1UDE0II0YHYHODJQHsyIBFFRxtR4Xq0Pw8VCWB2ORodKCNRvwNVtRFVsxlbww5s8UYMbWKL1OGJ1HFu71XURNJwbbUOwVKedJTTD758zLQ8lDsDvDlgj6NiYTAMMBxgd1mr9zaXFUsLi+1QSHPKVKv15IN3FB6P9fU2w8aFw65Nrtb/H6srF/Pbz27is81vcfOEB8jxFrR6KoUQorWlVNBnZGSQn5/f2rEIIcRhz+NRzPu0k6/8Nh1e5cmCeBQda0RFGtDpBajs3phdRkNjBWbdduLVm1C1W7A1bE/23CfIdjdAzRp0zRpMhw/TV0AioyvKm4dy+8Gdi07Ltw7H8mSB22cdYhVRVkvQrq05rdR33yOzP3846w1eXvYkzy1+gC+2vc/y/yzghuN+xUl9zpfVeiFEh5ZSQT9y5EjWrl3b2rEIIYTobOxOsCeL+0QUHQ2hog2Qng85PTG7jYLGcsy6UmI1WzCq12OrL8YWbdg55752I47ajZiGA9OTSyKjK4n0rtYJtb5s8ORgerOtE2rdGZBI9t3Dzln3NudBt+bYDDv/b8SNHNvjZH479ybWVS1l1pzr+XTjq/zf+F+TlZXVamkTQojWlFJBP336dL7//e/z7LPPcuWVV7Z2TEIIITqj5pX7DEhOyyHcgPLnQ3YfdNeRxAPlmPVlxOq3W9Nyardii9RhmDHrv8YS7I0l6B1fk3BlYKYVEc/sieFJA0cGeLOs1hxPBrizwe5ExYLWKr3NAbam1hxnyiMxe2cN5tGz3+KlpY/y929+xxfb3mfJf77glhN+zeRu5x+Wc+uFEJ1bSgX9xo0bOeecc3jggQd4/fXXmTx5Ml26dMHlcu3x+vPOO+9gYhRCCNHZJKfl4EpDmwmruI8GUP48yO6Fjg1HB2vQgTLi9cWo6q0Y1RuxhSqxJcIoTOyRGojU4KhcabXm+AtJ+Luh/FkoVxq4s9D+ArQnE7yZ1ujNWBhl2KwJOYZj5+p9wkFL/smzGw5+MPJWJvY8gwfn3crqiq/55QfTeaPw79w64SG6ZfQ5VJkTQogWU1prvf/Ldjdo0CCUUuz6pXvqL9Rao5Ri1apVBxdlO6qpqWnvEDqdrKwsyVsKJG+pkby1XLvmTJsQC1vFfTRgFeDRIDrcgGosg/pSVNUmVN1mbIFSbLFGDJ3Y7SGs1pwsEr4uJNK7oNzp4M5A+3LQvlyrLceVbh2aZRgoFOGYg4sutRNNuPnPbBce/4H33ifMBK+ueoa/LPo14XgQp83NZaPu4MKhP8JmpDz9+YghP6Opkbylpq3z1lFa8VJuuZENQkIIIVpMGeD0gtOL1nnJWffJTbVZXVHhAGa3MehgJWZDGfHabaiajRh1W7GF6zF0U2tOOfbGcnT5N5gOP6bX6r03fQXWxlpnplXce7PAnQkqjXQHJOxBjICB0k60w2NN0Gnqvd/Lv2s2w8Z3hv6QqUddxH1v/5Cvd8zlTwt/wZyNr3HbxN/RN2do2+ZQCCH+R0oF/Y033tjacQghhDjSKLX7ptqmvvtoIypaBDl9MWNBCFRhBiuI1+9AVW/BqNmELVSJEQ9jYGKLBbDVBXDUbcZUNkx3Fom0IhJpXTE86eBMx7Bl0s+fR0MsjXXLMxky3IstGtw5FtPm2Nl7v5fNtV0zevOb0/7Je+te4qkF97G2ainXv34a3xt+Az8YcTNOu3uPL3NvIzOFEKK1yGeFQgghOoZd++61iY5FIBZApRWgo2FUNIAZa8RsrCRRtwPqtmPUbcGo244t0oBhRjF0AiNUiT1UiS5fhunw0aBzWF1ayDHZBQQTXr54MZv/zs5h0sk5DBmdCc50sDvACCYPtXLsHI3ZVOAnT61VSnH6gP/H2G4n8egXP2Helrd4ccnvmbvpDW6e8BtGFk1s3xwKIY5IB13Qr169mqVLl1JTU0O/fv2YMmUKANFolGg0it/vP+gghRBCHGGUAU4POD1oX541EjMWhkgAldENcvqj4yESwRrMxjLideWo6k0YdZswGiuwxUPJ1ftGMmnkuNyt6FxFwpFG0JbLuuoi1nxUSEa9l+79M9C+fPBmWO057gxQQbA5UCQLfLsL7bFZ/f92JzneAu6b8gxzN7/JY1/8hO31G7j9nQs5td9F/GjcvWS45bBFIUTbSbmg37hxIz/5yU9YsmRJ823nnXdec0H/xhtvMGPGDJ5++mkmTZp08JEKIYQ4cjWtlLvTrdX7eNRqzUkLoOO9UZEGzOixJIKVGPXW5ByqNlKzcRtZrnrc9igKjT1WT3qsntHejYzobaN6RwY2o5CEPx/lywGnD1yZmGkFKE8muDKs24xGdAOoQCA5EtOFtjmZ1PVkRp0/gWe//g1vrP4b769/mfnbPuRH437Gqf2+J/vNhBBtIqWCvqSkhB/84AdUV1dz0kknMWbMGH7729/uds3UqVO5//77ef/996WgF0II0XqUAQ63NcXGl2NtrI2Hk733XdA5QYgGWbcywL/fLuPy75RRaNuOUb8ZW30JRjSAoWPYjQT57mqorIbKlZiGE9OTScJfiPYXoTzp4EgDdyZmRiEJswhigNMPhg1l2EEZpNkc3DTyDk7ueQa/X3AvG2tW8cBnN/Peun9y8/jfkufq194ZE0Ic5lIq6B9//HFqamqYOXMmF154IcC3Cnqv18vgwYN3W8EXQgghWp3N2tRq9d7rZHtOkJIVAZbXdSdjZACMCIlgNWawAurLUXVboWoTjaUVZHqD2EhYPfjJ6TmULcW0uTCdGSTSitBp+VBeiKGdaHcmOj3XWr13pydX8G0M9XTnyUl/4t8bX+FvK59maekX/OjVKXxn8HQwbgRzz5tmhRDiYKVU0H/22WcMHDiwuZjfm65du/Lf//43pcCEEEKIFlMK7C6wu/AWZbIpkGB9IMbQvkFUtBEdD6MiAcxoiG1rK5j9WQX/77QyChybMWq2YAtXN0/PMRIRjFA59lA5lAM2Fw5nBom0QhL+QpQ3A+w+cGVgpueDJxO73c/3epzH5Pxj+cOyP7CgfD4vrfgdnnP+g7HwfohNApfT2gAshBCtJKXfKFVVVYwaNWq/18XjcUKhUCpPIYQQQhyUEcOhsNDguZdczJrpxvDlgJlAxyOYkQAvPVtEqREmZ2IjZjyEGagiESiDxjJU9ebk7Pva5gKfRAR7c4G/FNNwYbozSPgL0N58lC8THH5wpVOYVsCv+l/P3PxJPLr2z9SkbyEx5XLueedkfjzxFgoyuqFtrp2fLhh7n4MvhBD7k1JBn5mZSUlJyX6v27RpE3l5eak8hRBCCHFQbDbFDdfDjHs1d8/QXDIN+vQ22LjJw/MvuPn8i1x+eW8cVRBBR4OorBA6GkqOx0wW+A1lELQm6HgadhAP7px/b5gRjGA59mA5kDzB1pmG6ckBXyGk5dK/zM/ZX1/Bxzlfsr3bf/mm8UN+8NZ/mZp9BTdO/h6OpmLesKMd7uSITMc+D7oSQoj/lVJBP2rUKD766CNWrVrF4MGD93jNggULWLduHeeff/5BBSiEEEKkavIkxcz74dHHNddO1823FxXBzPsVkyY5AafVfw/WBttEBCKNyQK/af59EAgRLdkEwaYV/O3NLToK0zrBNlwN4WqoWYeJQU7Ix9lF2XwvL4/NWWfy+/qFrLOX8Vb9Eyx661XuOOoqRhYcBw4vKhqw5t0rm1Xg293WwVuGPbmKL206Qog9S+m3w1VXXcWHH37I9ddfz3333cfEibsfpPHFF19w9913Y7fbueyyy1olUCGEECIVkycpRo/SnH6W9fcHfwNjxyhstj2sgDe1wDj9VoFvxtHxCMSC2Nx2tL+nNSIzFsIMVJIIVkGgAlVjtegYoSprBV/HMTDJ9jSQTQPUbyG7XvGs3c1b7i48blRQyg5uW/ILpvgGcV3RWWRl9gFPRrJtx4ey2a0i3rA1F/Xa7t7ZomOzpuwIIYTSWuv9X/ZtL7zwAr/61a8wTRO32004HMbr9WIYBoFAAKUU9957L9/73vdaO+Y2VVNT094hdDpZWVmStxRI3lIjeWu5IzFnoZDmlKnWP3cfvKPweFrezpKVlUVNVQUkC3wVDUHMatEhFkKHa1ENldBYSc3mbZSv2cLAwgpcNGCYcRQ7/7mtUyZPu8LMdkXQCrzYuNw5kPOzx2F3+sGdhvbloN1Z1um57jSwe6wC3ma3VvGbTrS1OXeu4NscrZaz1nIkfr+1Bslbato6b1lZWW32XPuS8ud306ZNY+jQofzxj39k/vz5aK1pbGzE5XIxceJErr32WkaPHt2asQohhBDty7CD0w5OH9qHtck2EYNYCGJBiIch0sj6miCvrK/n5+dXQqwKVVeMqtuKUb8DI1JPWiLCj8Nezok5ecATZIU9wRPRlbxbvIabo1kc7SjA9OeS8BWiXBngTAdPOqY/zxqV6fBa8/DtzuRMfCPZi29DOzw7+/CbVviFEIe1g2rIGzlyJE888QRaa2pqajBNk6ysLGw2+eUhhBDiCGDYrP8cbiArOQc/hr1biDUNQbaoEAP6RyDagBkLk2ioQAXKqNxWybr5mxjTZztPRKp5J1rHk+5GNtoS/J+nkhOiddxYvo2upg1T2TGdfkx3Fsqbi04vTLbl+MGbjenLtcZnerzg8KNs9ck+fKvAx+ZE213SqiPEYaxFBf2cOXP48MMPKSkpwel0MnDgQC644AK6d+9Odnb2oYpRCCGE6ByUAruTYaMd2LPS+POrMOv+OIaOWW06Wb1IREO89G4DlY0hxp1YQyJcw6nBCo6r2sLf6ufxWqKET50xPnfE+H8RN5eF3XgjtRCphbpN6BLQNhemKwPTm4vy5KB92VaB70pDe3PRnsydRb/TjVLJlfqmvvzdWnWkyBeiszvggv62227j7bffBqCp7f6TTz7h2Wef5eGHH2bKlCmHJkIhhBCik9ltZOa9di6Z5qBPby8bd8DfX4iz8Ms4v/hpGNUzjI4FIRYmLdrIDbELObNiKU9s+QeLGjfyN3eYN10Jro2mc3pYYdcJFKAS1shMkiMzNQamw4PpSMP056A9uWhfrlXUu9Mw/fngSrc+SXClgcONsjmsIr5p063dZRX5zVN1ZHSmEJ3FARX0r7zyCm+99RZ2u51zzjmHIUOG0NjYyCeffMI333zDnXfeySeffEJaWtqhjlcIIYToFPY+MtPGz+61M36SB2CXaTpRiIXomduX3/Q9nS+KP+TJVU+zI1TKL11V/Du9iBt9xzI0GMRoKMWI1GEkIiidQGFiizViizVCsDT5uAam3YPpSsP0ZqH9RWh3ptV77/Rh+guSU3U8yX58N8puB2UH2x6KfFnJF6LDOqApN9OmTWPx4sU888wzHHfccbvdd/fdd/Pqq68yc+ZMvvOd7xyyQNuL7DBvOdmZnxrJW2okby0nOUtNqnkLBMwDG5m5K63BjBEN1/OflX/mhVV/JBQPAnBKwSSu6nImeVFQjRWo+h2o+q0YjRUYsYZkkW+yp2fQysC0eax2HV82pi8f3Jng9IHLj+nNAW8W2JMr+XaPVdyrZDFv2JLjM13NB2I1t/G0ct6OdJK31MiUm31Yu3YtI0aM+FYxD/CjH/2I2bNns3bt2lYPTgghhOjsrOLdWjsbMfwAinmwWl1sTpy+XC4eexenDL2CZ7/6Fe+t/ycflM1lbuUCvtv3Yr438EJ8pkZHgiQitRCoQjVWoeqSRX6wAiPagJGIojBR2sQWb8QWb4TGHUDTSr4b05mO9mRi+rLRvkJwepI9+TloTybK7kU7PeD0oezO5gOwmibpWNN17Lv/Jy07QrSJAyroA4EAPXr02ON9TbcHAoHWi0oIIYQQzXK8Bdwx6Q+cPfhynvzyXlaUL+Dva//Km1vf5PKRtzK15znYEjFUPIyOhyESQEcCJEI1EKxNFvnF/1Pkx6wiHxNbPIgtHrTadapAo9A2J6bDh+nKxPTmoNMKUE4/OL3gzsL0Zlmbbh1ecPtQNg8Yxu6HYdldaLeCaONuxb8QonUdUEGvtcYw9twz13S7aZqtF5UQQgghvmVQ3tH8/szX+O+Wd/jTV7+guH4Tv5//E/6z+i/8cOzPOKbbyShtos24NRM/GtylyG9ERxpIhKp3Fvn1Jcl2ncpku0402ZOvrY23iQiEq6FuozVdx3Bg2r1odzoJdxbam5ds2fGCKy3ZspNhbb51WmM0TVsM1RDY5fArO9rWNEbTtrM/X1bzhUjZQc2hF0IIIUTbUkoxsdcZHNP9ZN5c8xzPL36YrbXrmPHBJYwsmsCPxt5L/9zhYHeBOyO56Taxs8iPhVDxiDVdJxpEx4IkgrUQrkUFqiBQglG7DSNQjorWYcTDGDpuTdcxYxjROojW4ajfBiRbdmwutNOP6c7A9GSh/QXNp9uaud1Ae8DlszbgujzJ1Xzb7qv5hmPnvHxl229vvhBipwPaFDto0CBUiu+clVKsXLkypa9dunQpjz76KIsXLyYejzNgwAAuv/xyzjjjjP1+rdaauXPn8vHHH/P111+zY8cO4vE4PXv25IwzzuCKK67A5XLt93FkQ0rLyUae1EjeUiN5aznJWWpSzVsopDllqvVP7QfvKDye1l2JDkTq+MfSR/nPyj8RS0QAOLnvhVwx+i4K/N32/oXahESyyI+HIR5BRUOQCKEiQYg0oIOVqGANNJajandgNGzHCNeiYkEMM2at5O/poQGt7GibG5sng4grDe3NQ3vyrMLe5bNadjxZYHNbm3Kd3uaTb5uLesOGtrt3OfV2lzcAhzn5OU3Nkbop9oAL+oOxevXqFn/N/Pnzufrqq3E6nZx55pn4fD7ef/99iouLufPOO7nyyiv3+fWRSIThw4fjdDoZN24cAwYMIBqNMm/ePDZv3sxRRx3F888/j8fj2efjyA9Ty8kvodRI3lIjeWs5yVlqOmpB36QssI1nF/2ajzb8GwCHzcW5gy7n/434PzLcOQf2IFqDGYdErLnQV/EwRIKoWKNV5IfroLEGFayChmKM2mKMUDVGtAGVCGMkZ+Xv8eEBbTgx7R60Kx3Tm43pyQFXhlXou/2YnlzwJGfm23zgOjILffk5TY0U9B1IPB5n6tSplJaW8vLLLzN48GAAGhoauPDCCykuLua9996ja9eue32MWCzGn//8Z77//e+TkZGx2+033ngjn3zyCXfccQdXX331PmORH6aWk19CqZG8pUby1nKSs9R0lrytqfyGPy74OUtKPwfA6/Dz3WHX8Z1hP8Lr8Kf2oGbCKvSbi/woRIPW6bexoLUJN1iFClVDYy2qvhijfjsqVIMzHsTcxyhNSLbtGE6004vpTEO7rY24zf35nkxrRd+dbo3UdPqskZp2Z3NfftPUnea2nV0LfWXrdD36neX7raORgr4DmTdvHldddRUXXHABs2bN2u2+2bNnc9ddd3HjjTdyww03pPT4ixcv5uKLL+aEE07g6aef3ue18sPUcvJLKDWSt9RI3lpOcpaazpQ3rTVfFX/KM4t+xfqqZQBkunOYNuIWzhx0CU7b/ltOD+BJkqv5uxb6kWSRH4JII0Tq8BIhWLUNGiow6rajGsoxYrUYsSDKjO+1bQeS03aaNuK6/FZ/vicH7cm2inp3RrLQ91utOw4/ON3W6v6uPfrKBnantRm3eTU/eX8HPSirM32/dSRHakHfIT+bWrBgAQATJ0781n1Nty1cuDDlx7fbrZdts8noLCGEEIcfpRRju53I6K6TmbvpDf7y9W8ort/I41/O4F8rnuKyo+9gSt8LsR3MCEmlrJVwm8OaWU9y2n7TlJ1EFOIRbF4XurocoiHMaCNEAsRDNRCsQwUrIFCOUbsdI1yJijRgJMK7FPoaZUYxolGI1kLD9ubnsVp33M2bcbUnF+1NFvouH9qVgXZnopzJ+fkON8rhTa7oO5IHY+2yqr/bBl0Zryk6lw5Z0G/evBmAnj17fuu+vLw8vF4vW7ZsSfnx//1vq79wwoQJKT+GEEII0dEZyuCEPucysdcZvLfunzy3+EHKAtv57Wc38c9lj3Pl6LsZ3+P0lAdf7JEywOa0/nP6MbKy0PitQr95NT8CZhSiIYiFMKNBzFgQgtXoUD0qVAX1ZdYm3MYqVLQeFQ9hmPHk7Hx2KfTrIdB0SBZoZU3LMR3WeE3TnZncjOsHuw/ty0J7MsDpB4creVCWG2wu61TcXfr0sTnRNucuRb7RoVf1xZGrQxb0TYdUpaWl7fF+v99PQ0NDSo89Z84c/vnPf9K3b1+++93v7vd6n8+X0vMc6SRvqZG8pUby1nKSs9R05rxdNOpHnDP8Uv619Gme++phttSu5d6PrmBQ/tFcNe5uJvRq5cJ+F/vMW3N/vrWiTyJi/RlptPr0I43WLPzGWghWQ0Mpuq4Y6ksgUgexIJgxSPboKx2DWAxbLADB8uan0RhWse7wWsW8JwO8OeDPB7cHnOngTvbpO73WdS6vNWqzqU+/qbC3Oaw3LLudmNvUwtN6OWzp91sopBk/yaqhPp/rP2QbsDu6zvxzmqoOWdAfKkuXLuWWW24hLS2NP/zhDzidzv1+TWNjYxtEdnhxOp2StxRI3lIjeWs5yVlqDpe8nT/wGk7pdREvL3+S/6z4I6vLF3PHmxcxMHcklx19B2O7ndQqhX3Lp/sYoDzJza6Ay9xl4o5V7Kt42Crg42FUOAiRWnSoBhWqhcZqjPptqIYSVLgOIx5EJaIY2ky275jWm4VEBMI10DxHH7SyoQ0XpsODdqejPZmYruxkce8DdzqmOz25Kdeb7NP3WH37Nvsum3B3beFx7OzfT6HYT+X7LRTauS2ysbER0zzyCvq2/jk9kFqyLXTIgt7vt3bh720VPhAI7Da55kAsW7aMq666CsMw+POf/0z//v0POk4hhBCiM/K7Mrhy9F1cMORqXln+JK+tepY1ld/wkw+mMThvNJeNuoPRXSYfshX7A7Jb64614mr16FubcXUi2acfC6HNGCoWJhFttKbuxIIQqkE31qDCNVBfYbXvBCtR0QZUPLx7+45OQCKILRGEcBXUknw+hTask21NuxvtSrfGbXqywZMNDi/ak2a18LgyrBYeuwflcFvTeL7Vr29rlWJfiP/VIQv6Xr16AbBlyxaGDRu2230VFRUEg0GGDx9+wI+3bNkyrrzySkzT5Nlnn23R1wohhBCHq0xPLteMvYcLh13Ly8ue4PVVf2VVxSLueu9ihuaP47JRd3B00cT2Lez/166bcfFYrTOwy4m4ieRKfLKFJx6FaCOJRAQzHIRwDTpcZ63qBytRDaUYDaWocLU1eSceQenELptyY2AmW3hClc1h7Dw8y2mt7DvS0O4MtCcb7c2xVvB9aZh2P3gykwdouVF2j/UGpamQtzmSb17sO6fw2BzoqMt6DU1FvxD70CEL+rFjx/L0008zb948zjzzzN3umzdvXvM1B6KpmE8kEjzzzDOMGDGi1eMVQgghOrMsTx4/Gncv3x12Hf9c9jhvrP4bK8oX8ON3v8vwwmP5wcjbOl5hvydN4yjtO9sgmlf1dSK5qm8V+dqMomJhdCyEjgYhGoBQLTrSgGqshoYyVKDEWtUP12Mkgqh4dJdiH5SOQzyOLR6EUBXU73xOq43HiXa4MZuKfXcG2ptr9ei70jBdfnCmoVxetMODsiVbeRwuzEQtqjG0c8a+zYm22a1PLNQum3MNm2zSFR2zoD/uuOPo3r07b775JpdeeuluB0s99dRTOBwOzjvvvObry8vLaWhoID8/f7eNtMuXL+fKK68kHo/z5z//maOPPrqtX4oQQgjRaWR787numPu56KjreWnpo7y55nmWls7nx+9+l8F5o5k24iaO6X5Kxy/s/5dSoJIbWh3u5pt3jtlMWL36iSgkIuhEDBULJYv9MMQaIFyPDtejwrXQUIEKlGI0VKCiNXtY2W9q4wlZ/4VroGHnc2ploA0H2uZG271otx/tTM7U92SBw4OZVQCmHeXKQDudYPOi7M5k777datux7dLKYzhRcQc+u0FC2yBhBzNZ9He2/79SsHPPRtUhPZG5o+qQBb3dbmfmzJlcffXVTJs2jTPPPBOfz8f7779PcXExd955J926dWu+/uGHH2b27NnMmjWLCy64AIDa2lquvPJK6uvrOf744/n888/5/PPPd3uetLQ0Lr/88rZ8aUIIIUSHl+MtYPqxM/neUdP5x9JHeWfti6yqWMSMDy+lb/Ywvj/i/5jY88yDm2PfUSgDbMkJOHibb9692E/26yeSK/vRMDoewoyFUdEAhOogUg/hWuK15fz3gwoKXaUM7VmDSgQxEpHdDtFSepcNutE6CLLb82plA5sLl82FdngxXWlobzbak2ON33SlY7p81shNpx/tcFur+wkH3b1eTG1j7QInRx3lwOZIbtRtGr/Z1OKjbNYYzk54iq74tg5Z0AMce+yxvPjiizzyyCO8/fbbxONxBgwYwO23384ZZ5yx368PBALU1dUB8Nlnn/HZZ59965quXbtKQS+EEELsRa6viBuP+xU/GHkL/1r+FK+v+isbqpfzi09+SI+M/lw8/EZO6ns+dsPR3qEeGrsV+57mm/fYxpNc4Y81Rnn2yQBOW4RHLw/iNmshUo8O1aFC1aj6ZM9+pAYVDaCaiv3maTzJ1f14EHs8CJEaCABVTc+tkr37yRN0HV60J4PyxgyWrs3i9CI/DXEfn//Vz5f+NCZP8TJomMeate9ItvQkZ+xbm3ONZMHftHk3OW9f2aXg70SU1lrv/7Ijlxy73HJyXHVqJG+pkby1nOQsNZI3qAtX8+rKPzN75TMEotaiWaG/BxcPv4FT+38Pp83VfG0gYHL6Wdb/fvA3MHaMwmY7/AvDptYPgwTvvWnicUSTxb5V8FtTeMIQi6Ci9RCut1b3Q7XQWIlqKMdorMAVqScWrbdGb+4ykWd/TKz2ojgO6qNuaoNeMnIzSCvIQHsywZ0BDp81htPhQ7l8aIcb7C7rP2fyNN2mlp6mDbtNxb7NuUuh33F6+Fs+JrV1ZGVltcnz7I8U9PtxpP/yToX8o5cayVtqJG8tJzlLjeRtp8ZoA2+s/iv/Wv4UtWFr6TjHU8D5Q6/mrIGXsujLdB59XFNatvNrigrhhusVkycd3kX9ARWWydGb1qFa0Z2z9s04KmqN3fR5HATLtkGkwVrdj9ZBfTmqsRSjsRIVaUhu1I2h43Fshj6ghfTm6TyGdaKutnnRLmv0punJAFcWOH1otwft8KNcaWh7cgyn3YVyuJOjN5uK++RKvs2BNuxgOJMbeXdt6zEOedEvBb0U9Pskv7xbTv7RS43kLTWSt5aTnKVG8vZt4XiQt9e8wMvLnqAyWAKAU/kJLp/G0d5ruOrirvTpDRs3wfMvaD7/Ambef3gX9a1SWGqTzIx0aisrrN5901rhV/EIxELJg7UaIVrL5nX1vPnvOi6aWk++pwzVWI4RqkJFAxjxEDoWhUQCu+3AVvg11qm6VsHvRNs8aGey6Hc2rfL7we7DdPlQLj+40tAOlzWa0+5G2Z3WCM7mQ7eSM/ebin6bc+fKfiv18h/pBX2H7aEXQgghRMfmtnu5YOg1nD3oMj7e+B9eXvYkW2rXYB/6NCvVM7xVdT7fLbqeYUMHM2sm3D1D89iTmokTOGzbbxKJneukS5Zqxo5J4bUqA2VzgNPDt3r3IblZNw6JOBu2Rnm3JMoVJ8YxnXFULIQZD0E0hIo0EKmv5/FH6zn7pDr651WgGiswghWocB0q1mj18OvE7j38mGBGIBoBGiC0e3jNYzmVfZei39d88Jb2ZKHcaWiXH233Wqv8Lh/YnSh7svB3uKCp6N/14K2m1h67c+fKvmzg3S8p6IUQQghxUBw2J6f1v5jchou45aGPGHzeE2xo+IIP1r/CB+tfYVy3k7joqOv5wffHc90NsGQpjDoMJ0nPmat59PGdf7/9Tigq1NxwPa37qcQup+hm5Huojmo2VCqGDVX/s2E3wbqVUd7fEePkgVHMIXFULGwV/LEIKhKAUA3EAhCqh2A1qr4MFarACFajYgFrHKcZSxb8yZN1SW7c1YkUiv60ZNGfDS4v2pmGdnpQLj/a4UM5PMlC32Ft4LXvutLfNJPf/j/tPYpERGFXBnHtSP2NVCcmBb0QQgghWkV1jcIsnsLvzjyZrY3f8PKyJ5i35S0WbP+YBds/pl/2CIze11BedTbg2u/jdSZz5mpm3KsZfxzc9zO1W6vRjHs1M+9v5aI+acRwa3/C8y9oZs0Ew1DNc/dNbPztnw58eTB4nAKb2rnKbybQumkkZ6y5rYfkDP5EPATRMCpUA7FGCDdYJ+wGK1GBClRjJUa4DhUPWAduHWzRb7PadLTDi3b5rPYetx/cmeD0Y7q8KJsXPMlVf7sLHG6Uw82ipU7+8Yqdbl4HxcHu3H6n+9C8kerApId+P6RfsuWkzzQ1krfUSN5aTnKWGsnb/n29WPN/t2ieetxaLQbYUb+Zfy1/infXvUQ0EQYgzV7AhcOv4MyBPyDTk9ueIbeKREJz8TRNnz4wa6ayiuok09TcPUOzcRO89PcDn/TTku+3Xd9MXDJNtc6+heQqP4mEVeybyVn8ZhziMVQ8DE2tPaFaiAWJNDTw3J9ryHJWc8GJpdgj1TuL/kQUldi96D+gMABQyZN3HTsLf1ca2umjMpDOghUZeHPS6X9UBv5J/4+N5Xlttmejo/TQS0G/H/LLu+XkH73USN5SI3lrOclZaiRv+7evwrY6WMHNjz9Pif+vaFc5AA6bi5P7fofzh1xDn+zB7RX2QdvTG5ldLV+huXa65pHfKUYd3foFPTS1+/zPZKEiuOG6Q1jQNhX92oREnFAwyvcuimI3YvzjLwncNmsDL7GwdcJuJJBs72mAxnJUQzkqVIkR2qWfPxGzVvZ3Wek/oFCwVvsjo68hMemmlN9ItVRHKeil5UYIIYQQrcJmU9xwPcy41yqmLpnGLqvFOWz64mbuv286utub/HvFH1lbuYR31r7IO2tf5OiiiVww9Icc0/1kjA4w17wlqqqtP/v03vP9Tbc3XXcoTJ6kGD1Kt+3s/2RrD2D19Cesfn4AM1OhmybNNLX3mInkKn+iuc1HRYMk4mGIR62e/mg9RBqt/4JV0FCBCldihGpQ4QZUvNFa7TfjoE2UNjHUzhYf27b5JLgJw1BcMg2una4P2z0bu5KCXgghhBCtZvIkxcz74dHHrVXpJkVFTe0PLuA7nNTnAlaWf8W/V/yReVveZnHJPBaXzKNrem/OHnQ5p/X/HmmuzJRiaOsRhjnZ1p8bN8Gwod++f+Om3a87VKzi3XrdI4Z3oIO8DBtgAxvWRtdd7Da5R5u7t/iY8ea+fjMWgkTY6uuPNUKojpXLG/nknXquubgGV6gUEo0kjr+j+bHb4o1URyEFvRBCCCFa1YGsFiulGFowlqEFYykLbOf1VX/h7TUvUFy/iacW3MtfFv2aE/ucxzmDL2dA7oh2eiUHZo8bU5NMU/P8C5qiIus6sRdNIyoNO3vaML2nwj8cjvL6jhgnFsQZ1D9hvQFIK2j+mrZ6I9URdK7PtIQQQgjRKexavO9vtbjA341rxt7Di99bxM3jH6Bv9lAiiRDvrvsH179+GtNfP5331r1EJB7a62O0J6vVSPH5F9as/eUrNMGg9efdM6zNmTdc14FWzDuzpqLf4eKoUX78uZn85d+5mP5CyOxutf5w5L2RkoJeCCGEEB2Cx+HjrEGX8NS5H/LIWW9yct8LcRhO1lR+wwOf3czFLx3N0wvuo7h+U3uH+i1Wq5Fiwwarb/vUM6yWo42bDv/TcZv876Fau/79UJA3UjvJlJv9kIkGLSeTIFIjeUuN5K3lJGepkby1TGv1sdeGKnl33T94Y/XfKAtsb759VJdJnDFgGuN7no7TtnuLRiBgtu3m0EPw3Kl8v7X13oFd7XHKTiHccP2hfzPTLhN+kjrKlBsp6PdDfnm3nPyjlxrJW2okby0nOUuN5K1lWru4TJgJFhZ/zOur/srC7R+jk13VGe5sTun7XaYO+D49swa2a2EJrfe6O9P32yGZg99C7fUmrqMU9LIpVgghhBAdns2wcWz3Uzi2+ymUNGzh3bUv8e66f1AVLOVfK57mXyueppt7LJs++j5j+53NfT/ztdlprUeyRELz2BNWMb/r2QPDhsKsmVYrzGNPaiZO4JAW2B12wk8bkR56IYQQQrQ6j0cx71ODFUtyWr31oyitJ1eMvpMXL/qKmSc/x/gep2MoG9vDC3FMuIW1g0byYe2dbAsuYegQq9Acfxw89uSh7+s+0ixZCiWl1sr8rtN9gOQseEVJiXWdOHSkoBdCCCFEp2Qz7Bzb41R+fvJf+cnQRcS+vptcVy+CsQBvrnmO6a+fzjWzT+CV5Y9zznfLpLA8BDrCoVpCCnohhBBCHAZiDQUklt/In8/7Lw9O/Tcn9bkAp83N5to1/Omrmdz/zWgcU77PZ9tmE44H2zvcw8auh2rtyZE0C749SQ+9EEIIITq9poJx82aDkUMnMLJoAoFoPXM3vcH7619medmX2Lp+yhuVn/LRP9KY3PtsTu13EcMKjkGp1msJslqNjpz+bTlUq2OQFXohhBBCdHq7FpamafXJ+53pnDFwGg9PfZVhmz/HveEWCvzdCcYaeGfti9zy9nlc+q9j+evXv2FL7dp2fgWdU0eZBX8o92x0BjK2cj86y8iojqQzjdrqSCRvqZG8tZzkLDWSt9S0Zd4OZHzi8cdrlpd9yfvrXmbu5jcIxgLNX983eygn9TmfE/qcR4G/W5vEvDed7futPWfB76qt89ZRxlZKQb8fnemHqaPobL+EOgrJW2okby0nOUuN5C01bZ23lhSW4XiQz7e8xycbZ7Ng+8ckdLz5vmEFx3Bin/OY3OtsMj25bRV+s874/daeB3o1OVILeumhF0IIIcRhY/IkxehR+oAKS7fdy0l9z+ekvudTF67ms81v8cnG2Swt/YLlZV+yvOxLHp8/g9FdJnFin/MY3+N0/K6MNn5FnceRPgu+PUlBL4QQQojDSiqFZYY7m7MGXcJZgy6hsrGETze9xscb/sPaqqUsLP6EhcWfYDccjOpyPJN6nc34nqeT7uoYq7NCSEEvhBBCCLGLXF8RFw67lguHXcv2ug18vHE2cze9webaNSzY/jELtn+M7b93cHSX45nU6ywm9DydDHdOe4ctjmBS0AshhBBC7EW3jL5cevTtXHr07WypXctnm99i7qY32Fizkq+KP+Gr4k/4/ec/ZmTRBCb1OovjepxGjregvcMWRxgp6IUQQgghDkDPzAH0HDmAH4y8he11G5i7+U3mbn6T9VXL+HrHXL7eMZfff/5jBuUezfiepzO+x2n0zBzYqnPuhdgTKeiFEEIIcVhpi8OdumX05fsjbuL7I26iuH4Tcze9yX+3vsPqiq9ZXbmY1ZWLeXbRLLqk9WJ8j9MY3/N0huaPxWZI6SVan4yt3I/ONjKqI+iMo7Y6AslbaiRvLSc5S43kLTVHWt6qgmV8sfV9Pt/6LotL5hFLRJrvS3dlc0z3KYzvcTpjup6Ax+Hb6+McaXlrLTK2UgghhBBCHJQcb0HztJxQrJGvij/l863vMn/bh9RHqvlg/St8sP4VHDYXo7oczzHdTmZct5MoTOvR3qGLTkwKeiGEEEKIQ8Dj8HF8rzM5vteZJMw4y8sW8MXW9/h863vsaNjMl9s+5MttHwLQPaMfY7udxLhuJzG84Nh2jlx0NtJysx/ycVfLyceEqZG8pUby1nKSs9RI3lIjefs2rTVbatfw+db3Wbj9Y1aUL8TUieb7XTYPY3pMZmTBRMZ1m0LX9N7tGG3ncqS23EhBvx/yS6jl5Jd3aiRvqZG8tZzkLDWSt9RI3vYvEK3n6x1zWbj9ExZu/5jKYMlu93dN782YricyrttJjCgaj9vubadIO74jtaCXlhshhBBCiHbkd6YzqddZTOp1FlprNtWsZkX1F8xZ9xbLyxZQXL+J4vpNvLbqWRyGkyH5Yzi6y0SOLjqegXkjsRuO9n4Jop3JCv1+yKpCy8lqTGokb6mRvLWc5Cw1krfUSN5S05S3YCzA4h3zWLj9YxZs/4jyxuLdrvPYfQwvOo6ji47n6KKJ9M4ejKGMdoq6/ckKvRBCCCGE6FC8Dj8Tep7OhJ6no7WmuH4Ti0s+Y/GOz/im5HPqI9W7ba7NdOcwomgCRxcdz6gux1OU1lMOtjoCSEEvhBBCCNEJKKXoltGHbhl9OHvQZZjaZEP1Cr7ZMY/FJZ+xtHQ+teEq5mx6nTmbXgegwN+N4YXHcVTBsRxVeAzd0vtKgX8YkoJeCCGEEKITMpRB/5yj6J9zFN896jpiiSirKxYnV/DnsapiEWWB7c2z7wEy3bkcVXhMssA/lj5ZQ7AZtnZ+JeJgSUEvhBBCCHEYcNicVrFeeAyXHn07oVgjK8oXsqz0S5aVfcGqisXUhiv5bPNbfLb5LQC8jjSG5o/hqMLjOKrgGAbmjcRpc7XzKxEtJQW9EEIIIcRhyOPwMabrCYzpegIA0USENRXfsKzsS5aXzWd52QKCsQYWFn/CwuJPAHDYXAzMHcmQ/NEMzhvNkPwx5HgL2vFViAMhBb0QQgghxBHAaXM1r+DD/5EwE2ysWcmy0vksK5vPstIvqQ1XsrzsS5aXfdn8dfm+rgzOt4r7wXmj6ZczTFbxOxgp6IUQQgghjkA2w9bcg3/B0GvQWrO9fgMry79iVfnXrCz/is21qylvLKZ8U3HzRluH4aRfzlEMzh/N4LxRDMkfTb6vm2y2bUdS0AshhBBCCJRSdM/oR/eMfpzW/2IAgrEAayu/YWX5IlaVL2JlxVfUhatZVbGIVRWLmr82051D/5zhDMgdyYDcEQzIHU6ut0iK/DYiBb0QQgghhNgjr8PPyKKJjCyaCIDWmpKGLayqWJQs8r9iQ/VKasNVu/XiA2R58uifM5yBuSMYkDuS/rnDyfUWttdLOaxJQS+EEEIIIQ6IUoou6b3okt6LKX2/A0AkHmJj9SrWVi1hbeUS1lUuZXPtGmpCFSzY/hELtn/U/PU5ngL65w6nf85R9MkeSt/soRSm9TiiT7dtDVLQCyGEEEKIlLnsHgbnj2Jw/qjm28LxIBurV7K20iry11YtZWvtWqpCZVRt+4D52z5ovtbr8NM7azB9s4c2F/m9sgbicfja4+V0SlLQCyGEEEKIVuW2exmSP4Yh+WOabwvFGtlQvYJ1lUtZX72cDdUr2FKzhmAswIryhawoX9h8rULRNb0PfbKH0C9nGH2yh9A7a5Bsvt0LKeiFEEIIIcQh53H4GFYwjmEF45pvi5sxttWtZ2P1SjZUr2BD1Qo2VK+gNlzJ9voNbK/fwNzNb+x8DLuPnlkD6Z01iJ6ZyT+zBpLjKTiiC30p6IUQQgghRLuwGw56Zw2md9bg5p58gOpgORuqV7CxegUbqleysXoF2+o2EIo3srria1ZXfL3b46Q5M+mdPYibTphFT+/gtn4Z7U4KeiGEEEII0aFke/PJ9uYzttuJzbfFzRjFdRvZVLOazbWr2Vyzls01q9nRsImGaC1LS+fz7qqX+NHo+9sx8vYhBb0QQgghhOjw7IaDnlkD6Zk1EDi3+fZoPMzWuvWUNxZz/MDTSITaL8b2IgW9EEIIIYTotJx2N/1yhtEvZxjp7ixqQjXtHVKbk6GfQgghhBBCdGJS0AshhBBCCNGJSUEvhBBCCCFEJyYFvRBCCCGEEJ2YFPRCCCGEEEJ0YlLQCyGEEEII0YlJQS+EEEIIIUQnJgW9EEIIIYQQnZgU9EIIIYQQQnRiUtALIYQQQgjRiUlBL4QQQgghRCcmBb0QQgghhBCdmBT0QgghhBBCdGL29g5gX5YuXcqjjz7K4sWLicfjDBgwgMsvv5wzzjjjgB8jGo3yxz/+kddff52SkhIyMjI48cQTufnmm8nJyTmE0QshhBBCCHHoddiCfv78+Vx99dU4nU7OPPNMfD4f77//PrfccgulpaVceeWV+30M0zS57rrrmDdvHiNHjuTUU09ly5YtvPLKK3zxxRe8/PLLZGdnt8GrEUIIIYQQ4tDokAV9PB7nnnvuQSnFCy+8wODBgwGYPn06F154IQ8//DCnnXYaXbt23efjzJ49m3nz5nHWWWfx4IMPopQC4B//+Af33Xcfv//97/n5z39+yF+PEEIIIYQQh0qH7KGfP38+W7du5ayzzmou5gHS0tK49tpricVizJ49e7+P88orrwBw6623NhfzABdffDHdu3fnjTfeIBwOt/4LEEIIIYQQoo10yIJ+wYIFAEycOPFb9zXdtnDhwn0+RiQSYcmSJfTu3ftbK/lKKcaPH08wGGT58uWtFLUQQgghhBBtr0MW9Js3bwagZ8+e37ovLy8Pr9fLli1b9vkYW7duxTRNevXqtcf7m25vei4hhBBCCCE6ow7ZQx8IBACrxWZP/H4/DQ0N+3yMpvv9fv9eH2PX59qbrKysfd4v9kzylhrJW2okby0nOUuN5C01krfUSN5ScyTmrUOu0AshhBBCCCEOTIcs6JtWz/e2Ch8IBPa6et+k6f69rcA33b63FXwhhBBCCCE6gw5Z0Df1t++pT76iooJgMLjH/vpdde/eHcMw9toj33T73nrshRBCCCGE6Aw6ZEE/duxYAObNm/et+5pua7pmb9xuN8OHD2fTpk0UFxfvdp/Wms8//xyvdOt1IgAAIDFJREFU18uwYcNaKWohhBBCCCHaXocs6I877ji6d+/Om2++yapVq5pvb2ho4KmnnsLhcHDeeec1315eXs6GDRu+1aJz0UUXAfD/27v7uJqy/Q/gn5PCPXkoFHowGez0KKUSuUY1CM2o8RCTDJc7MsZgMDVzzR3zcBl5LK8pzDWhwYiSSUoNRWNK5GqQ4kxHT6KhJnVK5ezfH15n/zrO6TxwqHP6vl+vec3L2muvvdY+q3W+Z+219966dStYluXSDx8+jNLSUvj5+aF79+4vtzGEEEIIIYS8RDy2daTbgWRnZ2PRokXo2rUrpk6dCkNDQ5w+fRrl5eX45JNPsHDhQi5vaGgoEhISsGHDBgQEBHDpYrEYixcvRlZWFpycnPDaa6/h119/xZ9//gkejwdbW1ssWrQIU6ZMUbleTU1N2L17N06cOIG7d++id+/emDBhAlasWIG+fftq9By0t3v37uHUqVM4d+4c/vjjD/z555/o3bs3nJ2dsWjRIowYMUKlcnJychAcHNzm9mc/N13g5eUlc2VIws3NDQcOHFC5rBMnTmD//v24ffs2DAwM4OzsjOXLl8POzk5T1e0Q4uPjERYWpjDP6NGjsW/fPoV5dLW/JSYm4vLly7h27RqKiorQ3NyssC11dXWIjIzE6dOnUVVVBVNTU0yaNAnLli2DoaGhWsc+f/48du3ahevXr4PH48HOzg5Lly6Fh4eHJpr2Uql63pqbm3HmzBmcOXMG+fn5qKysBAAMHToU/v7+mD17Nrp06aLycTU5BrQHdfpbZGQkdu7c2WZZv/zyCywsLFQ+dnFxMbZv347s7Gw0NDTAysoKgYGBmDNnjtRLIjsadc6ZtbW10vIyMjIwcOBApfm0ua89T5xBY5t8HfKxlcDTL+6DBw8iIiICycnJaGlpAcMwWL16tcoBuJ6eHqKiorB792789NNP+N///gcej4fBgwfD3d0d58+fx8qVK1FZWSn1A6EtYrEYISEh3A+EiRMn4s6dO4iLi8Nvv/2GI0eOoE+fPi/a9A7jwIED2LNnDwYNGoSxY8eiT58+uHPnDtLT05Geno4tW7ao9WPIzc0Nbm5uMumt3wasS3r27In58+fLpD/7ojNFoqKisH37dpibmyMwMBD19fU4efIkAgMDERMTAxcXF01WuV3Z2Nhg2bJlcrelpqbi1q1bcl821xZd6287duxAeXk5jI2NYWpq2uYXOACIRCIEBQWhoKAAnp6emDp1KgoKCrB3717k5ubixx9/RLdu3VQ6bmJiItauXYs+ffpwgUlycjIWLFiA7du3Y/LkyRpp38ui6nkrKSnB8uXLwefz4eHhAS8vLzx69Ahnz57F+vXrce7cOURFRakVUGpiDGgv6vQ3CX9/f7lt69Wrl8rHvX37NgIDA9HY2AhfX1+YmpoiMzMT69evh0AgwLp169Rqx6ukzjlra6y7c+cOfv75ZwwdOlSlYF5CW/uaunEGjW0KsJ1Ac3Mz6+Pjw9rb27M3btzg0mtra9mJEyeydnZ2bFlZmdJyjh49yjIMw65atYoVi8Vc+sGDB1mGYdh169a9lPq3l9TUVDYnJ0cmPTc3l7Wzs2NdXV3Zx48fKy0nOzubZRiGjYiIeBnV7JAmTJjATpgw4YXKKC4uZm1tbdmJEyeytbW1XPqNGzdYe3t71tfXl33y5MmLVrXDe/z4Mevm5sba2tqyVVVVSvPran/79ddfuXFq165dLMMw7LFjx+Tm3bFjB8swDBseHi6VHh4ezjIMw0ZHR6t0zJqaGnbUqFGsu7s7e/fuXS797t27rLu7O+vu7s4+evToOVv0aqh63iorK9nY2Fi2vr5eKr2+vp4NCAhgGYZhk5OTVT6uJsaA9qROf4uIiGAZhmGzs7Nf+LjvvvsuyzAMm5GRwaU9fvyYnTt3LsswDJuXl/fCx3hZ1Dlnbfnyyy9ZhmHYvXv3qryPNvc1deMMGtva1iHX0GtadnY2SkpKMG3aNKnZuZ49e2LJkiVobm5GQkKC0nLi4uIAAKtWrZKapQkMDISlpSV+/vlnNDY2ar4B7WTixIlyZzhHjRoFd3d3/PXXXygsLGyHmnUO8fHxaGlpQUhIiNRjWm1sbDBt2jQIBAJcvny5HWv4aqSnp6OmpgZvvPEG+vXr197VaTdjxoxRabaNZVnExcWBz+dj6dKlUtuWLl0KPp/PjWXKpKSkoLa2FkFBQRgwYACXPmDAAAQFBaG6uhrp6enqNeQVU/W89e/fH++++y74fL5UOp/Px4IFCwAAubm5L6WOHZGq502TiouLkZubC3d3d4wfP55L79q1Kz766CMAwJEjR15pndTxoufs8ePH+Pnnn2FgYIC3335bgzXruNSJM2hsU6xTBPQXL14EALmX6yVpygbqx48f4+rVqxg8eLDMHyyPx8OYMWMgEolw7do1DdW6Y9PX15f6vyqEQiFiYmKwa9cuHD9+HPfu3XtZ1esQmpqaEB8fj+joaMTGxuLq1atq7S/pt2PHjpXZJum3kjy67OjRowCAmTNnqrVfZ+tvEkKhEPfv34ezs7Pc4NTZ2RmlpaW4e/eu0rJUGTs7Qx+UjHPqrKEHXnwM0Da5ubnYvXs3vv/+e6Snp6O+vl6t/RX1NxcXF/D5fJ3+UXX69Gn89ddf8PLyUnv5ri72tWfjDBrbFOuwa+g1SfLMeXnPrjcxMQGfz5f7zPvWSkpKIBaL23xuvSRdKBRi1KhRL1LdDq+iogIXLlyAiYkJGIZReb+kpCQkJSVx/9bX10dQUBDWrl2r9helNqiqqpK5ydPBwQFbt27FoEGDlO4vFArB5/NhYmIis03Sl5X1W21XXl6O3377DQMGDMC4cePU2rez9TcJSZ9QNFZlZWVBKBQqXaOraOzsLH0QAI4dOwZA/pe/Ii86BmibyMhIqX/36tULn332mdRT6RRR1N+6dOkCCwsL3L59Gy0tLWpNJmmL5528AHSvr8mLM2hsU0z3/iLkkLwVtq23y/bo0aPNt9JKSLa39WZZSXpbb6bVFc3NzVi7di2ampqwevVqlQKjPn364OOPP8aECRNgbm6OhoYGXLlyBVu2bEFMTAx4PB5CQ0NfQe1fnYCAALi4uIBhGPD5fAiFQvzwww9ITEzEe++9hxMnTih9S3FdXV2bszTK3qasK+Lj4yEWi+Hv769yEN4Z+1trmhyrFI2dnaUP/vTTTzh37hxGjx4ttQxEGU2MAdpi+PDh+M9//gM3NzeYmpqiqqoKGRkZiIiIQGhoKHr27Alvb2+l5Sj7rjY0NIRYLEZ9fT169+6t0Ta0t9LSUuTk5MDMzEzuVVlFdK2vtRVn0NimWKcI6IlmiMVihIaGIjc3F7NmzVJ51mXYsGEYNmwY928+nw8fHx+MGDECb731Fg4cOIDFixfr1GM/n32CgY2NDTZt2gTg6Z31cXFx3LpcIp9YLEZ8fDx4PB7eeecdlffrjP2NvBxnz57FV199BXNzc4SHh6u1b2caA958802pf1tYWCAoKAhDhgzhnhiiSkDfmR07dgwsyyIgIAB6euqthtalvva8cQbpJGvolf3aqqura3NGQEKyva1ffpJ0bfoVrA6xWIxPP/0USUlJeOutt7B+/foXLtPExATe3t5oaWnRifV+qpg9ezYAIC8vT2leRVeOlM1k6YILFy6goqICo0ePhqWl5QuX11n6mybHKkVjp673wczMTCxfvhx9+/bFvn37YGpqqpFy1RkDtJ2HhwcGDRqEoqIilWZNlX1X19fXg8fjqf2s8Y5OLBYjISEBenp6ak1eKKNtfU1ZnEFjm2KdIqCXrLeStx6qqqoKIpFI7jqq1iwtLaGnp8etu3qWJL2ttV3aTCwWIywsDAkJCZg2bRo2btyo9gxCW4yNjQEADQ0NGimvo5O0VyQSKc1rZWUFkUiEqqoqmW2Svqys32ozydMKnmc9aVs6Q3+T9AlNjFWKxk5d7oMZGRlYtmwZjI2NsX//fo38oJRQZwzQBer8zSnqb0+ePEFZWRksLCx0bv38+fPnUVlZiTFjxsDMzExj5WpTX1MlzqCxTbFOEdC7uroCALKysmS2SdIkedrSvXt3ODo6ori4WOZlESzL4sKFC+Dz+bC3t9dQrTsGyR/Z8ePHMWXKFGzatEmjNxRKZko7+ssvNCU/Px+Aau2V9Mlff/1VZpuk38p73JcuqK6uxi+//AIjIyOZy/kvojP0NysrK5iamiIvL0/mi1wkEiEvLw8WFhYqvbRGlbFT1/pgRkYGPvzwQ/Tu3Rv79+/X+Je6OmOAthOJRLh16xb4fD4XXCqiqL9dvnwZIpFI6Xe1NnqRm2EV0Za+pmqcQWObYp0ioPfw8IClpSWSkpJQUFDApT969AjR0dEwMDCQWqd1//59CAQCmUsxs2bNAgBs3boVLMty6YcPH0ZpaSn8/PzQvXv3l9uYV0hy+ev48eOYPHkywsPDFQbzDx8+hEAgwMOHD6XS23qU5759+5CTkwMrKys4ODhotO7tSSAQyJ2NEggE2Lx5MwDAz8+PS3/06BEEAgHu378vlT8gIAD6+vqIioqS6osFBQVISkrCkCFDdOpNsa0lJiaiubkZfn5+6Nq1q9w81N/k4/F4mDlzJkQiEb777jupbd999x1EIhE3lkk0NDRAIBCgoqJCKt3X1xc9e/ZEbGwsKisrufTKykrExsbC2NgYPj4+L68xr1hmZqZUMK9spq+5uRkCgQAlJSVS6eqOAdqsrq4OxcXFMumNjY1Yt24d6uvrMXnyZJlZdYFAAIFAIJX2+uuvw9XVFTk5OcjMzOTSm5qasGPHDgCaD3rb28OHD3H27Fn06dMHXl5ebebT1b6mTpxBY5tiPLZ1ZKrDsrOzsWjRInTt2hVTp06FoaEhTp8+jfLycnzyySdYuHAhlzc0NBQJCQnYsGED9zpg4GnHW7x4MbKysuDk5ARXV1eUlJTg9OnTMDc3R1xcnNrPju3IIiMjsXPnTvD5fAQHB8u9zOnj48O9rEuSf9myZfjwww+5PF5eXtDX14e9vT369++PhoYGXL16FTdu3ECvXr3w3//+F46Ojq+sXS9bZGQkfvjhB7i6usLMzAx/+9vfIBQKce7cOTQ3N+P999/HqlWruPzx8fEICwuDv78/Nm7cKFVWVFQUtm/fDnNzc0ycOBH19fU4efIkmpubERMTo7MBvZ+fH4qKinDixAlYW1vLzdPZ+ltcXBz3IrGioiJcv34dzs7O3Ayyi4sLF+yIRCLMmTMHN2/ehKenJ2xtbXHjxg1kZWXBwcEBsbGxUpMPOTk5CA4OhpubGw4cOCB13NavR5e8gj05ORnV1dXYtm0bfH19X0Xzn5uq500gEGD69OloamrC1KlTMXjwYJmyzM3Npb4TysrK4O3tDXNzc5w5c4ZLV3cM6IhUPW9lZWXw8fGBg4MDhgwZgn79+uHBgwe4cOECKisrwTAM9u/fLzNDL/m7fvblhLdu3cKcOXPQ2NiIKVOmwMTEBJmZmbh16xaCgoKwbt26V9D656PO36jE3r178e2332LBggUKn76lq31N3TiDxra26dZCNAVGjx6NgwcPIiIiAsnJyWhpaQHDMFi9ejX3QSqjp6eHqKgo7N69G4mJiYiJiYGRkRFmzJiBFStW6FQwD4BbWiQSiRAdHS03j7m5udTbd+UJDAxEVlYWcnNzUVNTAz09PZiZmWH+/PlYuHCh1FvadIG7uzsEAgEKCgpw6dIlNDY2wtjYGH//+98xd+5ctZ5lHRISAnNzc+zbtw+HDh2CgYEBRo0ahY8++gh2dnYvsRXtJz8/H0VFRXB0dGwzmFdEV/vb5cuXZd5onZeXJ3XDmyRY4PP5iI2NRWRkJE6fPo2cnByYmJhg4cKF+OCDD9S6kvj222/D2NgYu3btQnx8PADA3t4eISEhGDNmjAZa9nKpet7+/PNPNDU1AQBOnjwptyw3NzepgL4tmhwD2ouq583IyAhz585Ffn4+MjMzUVtbi27dumHIkCGYN28egoKC1Opvw4YNw5EjR7B9+3ZkZmZCJBLBysoKn3/+OebOnaux9r0M6vyNSrzochtt72vqxhk0trWt08zQE0IIIYQQoos6xRp6QgghhBBCdBUF9IQQQgghhGgxCugJIYQQQgjRYhTQE0IIIYQQosUooCeEEEIIIUSLUUBPCCGEEEKIFqOAnhBCCCGEEC1GAT0hhBBCCCFajAJ6QgghhBBCtBgF9IQQrWFtbS31n52dHdzd3eHn54fQ0FCkpqaipaVF4f5eXl6vsMa6SSQS4euvv8b48eNha2sLa2trREZGtne1XlhOTg6sra0RGhqqE8chhHQeFNATQrSOv78//P39MXXqVDg7O6OlpQXHjx/H8uXLMWXKFOTn57+U48bHx+tM8Poitm7digMHDqBbt27w9fWFv78/bGxs2rtahBDSaem3dwUIIURdGzdulEkrKSnB1q1bcerUKQQHB+PQoUMyQWZycjIMDAxeVTV1Vnp6Orp3746EhAQYGhq2d3UIIaTToxl6QohOGDRoELZv344ZM2agoaEBn376qUyeIUOGYNCgQe1QO91SWVmJvn37UjBPCCEdBAX0hBCdEhoaCj6fjxs3buDSpUtS29paQ5+Xl4elS5diwoQJsLe3x9ixYzFjxgxs3rwZ9fX1AIB58+YhLCwMALBz506ptfzx8fEAAJZlkZSUhJUrV2LSpElwcnLCyJEjMWPGDPz4448Qi8Uyx46MjOTKKCwsxJIlS+Dq6gonJycEBQUhLy+vzbZevXoVK1euxLhx42Bvbw9PT0/Mnz8fR44ckcnb0NCAXbt2Yfr06Rg5ciRGjhyJWbNmISEhQeVzO2/ePFhbW4NlWZSXl0udg2fPcVNTE3bu3InJkyfD3t4eS5cu5fLcvXsXn3/+OXe+PTw8sGzZMrlLpcrKymBtbY158+ZBJBJhw4YNGD9+PBwdHeHv748zZ85weU+dOoWZM2fCyckJY8aMwddff43GxkaV29daTU0N/v3vf8PT0xP29vaYNm0ajh492mb+K1euICQkBKNHj4a9vT28vLzwxRdf4N69e2of+9y5c/jnP//JleXt7Y0NGzagurr6udpCCNF9tOSGEKJTevbsiXHjxiE1NRU5OTkYNWqUwvxnzpzBBx98AJZl4ejoiJEjR6K2thZ37tzBnj17EBgYCENDQ4wbNw4tLS3Iy8vD8OHDpZbzSGb9m5qa8PHHH8PIyAhDhw6Fra0tampqcOXKFXz55Zf4/fff5S4XAoBr167hyy+/hKWlJTw9PfHHH38gNzcX7733Ho4ePQqGYaTy79u3Dxs3boRYLIadnR1cXV1RXV2NwsJCbNq0CbNmzeLyPnjwAAsWLEBhYSFMTEzg6uoKlmVx5coVhIaG4tq1a1i3bp3Scztu3DiYm5sjISEBfD4fkyZNkptPLBbjgw8+wKVLl+Dq6gpra2sYGRkBAAoLCzF//nxUV1dj8ODBmDhxIioqKpCWloazZ89i8+bN8PX1lSmzubkZ7733HsrKyjBq1ChUV1fj0qVLWLZsGb7//nsUFRUhPDwcrq6u8PT0RG5uLg4cOIDq6mps2bJFadtaq62txezZsyESieDi4sId67PPPgPLspg5c6ZU/sTERISFheHJkydwdnbGwIEDcf36dRw6dAhpaWnYv38/hgwZotKxN2/ejD179sDAwAAODg4wMTFBYWEhYmJicObMGRw6dAj9+vVTqz2EkE6AJYQQLcEwDMswjNJ83333HcswDLtq1SqZ/SdMmCCV9u6777IMw7ApKSky5Vy9epV99OgR9+9jx46xDMOwERERco/b3NzMpqWlsU1NTVLpDx48YAMCAliGYdiLFy9KbYuIiODatW/fPqlt33zzDcswDLtmzRqp9IsXL7LW1tbsyJEj2QsXLsjUISMjQypt8eLFLMMw7Ndff80+fvyYS6+qquLqlZmZKbdN8sg7j623MQzDvvnmm2xlZaXUNrFYzE6bNo1lGIbdtGkTKxaLuW0pKSns8OHDWScnJ/bevXtcemlpKVdmcHAwW19fz22TfB5vvvkm6+rqyubn53PbKisrWQ8PD5ZhGLakpESldmVnZ3PHWrlypdS5SktLYxmGYd944w2pfSoqKlhHR0fWxsaGTU9P59KfPHnCfX4BAQFyj/PJJ59IpScnJ7MMw7DTpk1jhUKh1HnbsWMHyzAMu2LFCpXaQgjpXGjJDSFE5xgbGwMA/vrrL6V5Hz58CAAYM2aMzDZHR0f06NFD5ePq6+vDx8dH5sbbPn364OOPPwYA/PLLL3L3dXZ2RnBwsFRaSEgIAMgsHdq9ezdYlsWSJUvg4eEhU4fx48dz/y4oKEBmZiYcHBwQFhaGrl27ctv69euHr776CgBw6NAhldupilWrVqF///5SaTk5OSgqKoKZmRlWrFgBHo/HbZs0aRJ8fHwgEolw7NgxmfL09PTwxRdfgM/nc2nTp0+HsbEx7ty5g7lz58LBwYHb1r9/f/j5+QEAcnNz1ap7jx49sG7dOqlz5ePjA4ZhUFFRgbKyMi49Li4OjY2N8PX1hbe3t1R9V69eDVNTU1y7dg2XL19Wetzo6GgAwJYtW/Daa69x6TweDx9++CFsbGyQmprK9VlCCJGggJ4QonNYlgUAqYCxLXZ2dgCANWvWID8/X+46d3UVFBRgz549WL9+PcLCwhAaGsoFzEKhUO4+Y8eOlUkzNjaGkZER7t+/z6W1tLTg4sWLAIDZs2crrUtWVhaApwGpnp7skG9raws+n4/ff/9daVmq4vF4cu9VkPwwmTx5stynDb399ttS+VozNzfH4MGDpdL09PRgZmYGAPD09JTZx9LSEgBQVVWlVv3t7Oy4H4WtWVlZyZQnqavkx0NrXbt2xeTJkwFAaUD/4MED3Lx5E1ZWVjLLq4Cn59TZ2RlPnjzB9evXVW4LIaRzoDX0hBCdI7l5sHfv3krzrlq1CkVFRTh79izOnj2L3r17w9nZGd7e3njrrbfQrVs3lY/b1NSEsLAwJCUltZlHcpPtswYMGCA33dDQEDU1Ndy/a2pq0NjYCCMjI5XaV15eDgDYtm0btm3bprDumtK3b1+p2W0JyQ8TCwsLufuZm5tL5Wvt2dl+CcmTduRtl8zmq9s2RZ/Fs+VJ6iqp+7Mk6cpujpV8TkKhUOomY3no5lhCyLMooCeE6JyCggIAwNChQ5XmHThwII4dO4bs7GxkZGTg4sWLXHD//fff4/Dhw3Jna+WJiYlBUlISGIbBmjVrYGdnh169esHAwADFxcXcbK088mbPNUFyxcHFxeWVPbJTnR9BrSm6oqLs/KhyNUZVmvwsVK2X5HMyMTGRe7WhNclVCUIIkaCAnhCiUx49esQtM3F3d1dpH319fXh6enKBVHl5OT799FNkZ2djz549WLt2rUrlpKWlAXj6JtVhw4ZJbSstLVW1CQoZGxuje/fuqKmpQW1tLXr16qUwv2S22cfHBwsXLtRIHZ6XqakpgP+fjX6WZG26JJ82MDU1RXFxMSoqKmQ+c+D/29rWFQYJyedkbGzc5pOQCCGkLbSGnhCiUzZu3AiRSAQHBweMHDnyucowNzfH4sWLAQC3bt3i0iXrvltaWuTuV1tbC0D+ko1Tp049V12e1aVLF7i5uQEAfvrpJ6X5JWvzJT822pPkEaIpKSl48uSJzPYTJ05I5dMGkrrKW2bV1NSElJQUAE+vkCgyYMAAvP7667h9+zaKi4s1X1FCiE6jgJ4QohNKS0uxYsUKHD16FHw+H998841K+8XExMi9aTIzMxPA0yU5EpKZ47YCLslNk88+MSYlJQWJiYkq1UcVixcvBo/HQ3R0NLKzs6W2tbS0cHUHgBEjRmDs2LHIy8vD+vXrUVdXJ1PezZs3ce7cOY3Vry3u7u5gGAbl5eWIiIjgbl4Gnv7gSEtLA5/PxzvvvPPS66IpM2bMQPfu3ZGcnIyMjAwuXSwWY9u2bbh37x7s7OyUBvQAsHTpUojFYixfvpxbNtZadXW13JeGEUIILbkhhGid0NBQAE+Dprq6OgiFQvzxxx9gWRZWVlbYvHmz0hsLJXbu3Ilvv/0Ww4cPx2uvvQaWZXHz5k0IhUIYGRlJLVNxcnJC3759kZqainnz5sHCwgJ6enp455134OzsjEWLFuH8+fPYsmULUlJSMHjwYAiFQly7dg0LFy7E3r17NdJ+Nzc3rFmzBuHh4Zg/fz7s7e1hZWWF6upq3Lx5E01NTVJPigkPD8eiRYtw8OBBJCUlYfjw4TA1NUVdXR0KCwtx9+5dBAcH4+9//7tG6tcWHo+HzZs3Izg4GNHR0UhLS4ONjQ0qKiqQl5cHfX19fPPNN1q15MbMzIx7mtGSJUukXixVXFyMfv36ITw8XKWy/Pz8cPv2bURHRyMgIAA2NjawtLQEy7IoLS1FYWEh+Hy+1EvDCCEEoICeEKKFEhISADxd+96jRw+Ymppi+vTp8Pb2hpeXF7p06aJyWf/6179w/vx5XL9+nZulHjhwIBYsWIAFCxZIrX3u1q0bdu3ahW3btiE/Px+5ublgWRYuLi5wdnaGq6srDh48iG3btqGgoABCoRAMwyAyMhK2trYaC+gB4B//+AdGjBiBmJgY5OXlobCwEEZGRmAYBlOnTpXK27dvXxw+fBhHjhzByZMnUVBQgCtXrqBfv36wtLTEvHnzZPZ5WaytrZGQkICoqCicP38eqamp6NGjB3x8fPD+++/D0dHxldRDk6ZPn45BgwZh9+7duHLlCvLz82FiYoI5c+YgJCRE6fr51lauXAlPT0/ExsYiLy8PRUVFMDQ0RP/+/TFnzhyFN1YTQjovHtv6michhBBCCCFEq9AaekIIIYQQQrQYBfSEEEIIIYRoMQroCSGEEEII0WIU0BNCCCGEEKLFKKAnhBBCCCFEi1FATwghhBBCiBajgJ4QQgghhBAtRgE9IYQQQgghWowCekIIIYQQQrQYBfSEEEIIIYRoMQroCSGEEEII0WIU0BNCCCGEEKLF/g8HnLCmmqQT6AAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_golf_data(golf_data)\n", "\n", "angle_post[\"expit\"] = forward_angle_model(angle_post[\"variance_of_shot\"], t)\n", "\n", "ax.plot(\n", " t,\n", " az.extract_dataset(angle_post, num_samples=50)[\"expit\"],\n", " lw=1,\n", " color=\"C1\",\n", " alpha=0.1,\n", ")\n", "\n", "ax.plot(\n", " t,\n", " angle_post[\"expit\"].mean((\"chain\", \"draw\")),\n", " label=\"Geometry-based model\",\n", ")\n", "\n", "ax.plot(\n", " t,\n", " logit_post[\"expit\"].mean((\"chain\", \"draw\")),\n", " label=\"Logit-binomial model\",\n", ")\n", "ax.set_title(\"Comparing the fit of geometry-based and logit-binomial model\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This new model appears to fit much better, and by modelling the geometry of the situation, we may have a bit more confidence in extrapolating the data. This model suggests that a 50 foot putt has much higher chance of going in:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6.41% vs 0.00277%\n" ] } ], "source": [ "angle_prob_at_50 = forward_angle_model(angle_post[\"variance_of_shot\"], np.array([50]))\n", "print(f\"{100 * angle_prob_at_50.mean().item():.2f}% vs {100 * prob_at_50:.5f}%\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also recreate our prior predictive plot, giving us some confidence that the prior was not leading to unreasonable situations in the posterior distribution: the variance in angle is quite small!" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "angle_of_shot = XrContinuousRV(\n", " st.norm, 0, az.extract_dataset(angle_post, num_samples=500)[\"variance_of_shot\"]\n", ").rvs(\n", " random_state=RANDOM_SEED\n", ") # radians\n", "distance = 20 # feet\n", "\n", "end_positions = xr.Dataset(\n", " {\"endx\": distance * np.cos(angle_of_shot), \"endy\": distance * np.sin(angle_of_shot)}\n", ")\n", "\n", "fig, ax = plt.subplots()\n", "for sample in range(end_positions.dims[\"sample\"]):\n", " end = end_positions.isel(sample=sample)\n", " ax.plot([0, end[\"endx\"]], [0, end[\"endy\"]], \"k-o\", lw=1, mfc=\"w\", alpha=0.5)\n", "ax.plot(0, 0, \"go\", label=\"Start\", mfc=\"g\", ms=20)\n", "ax.plot(distance, 0, \"ro\", label=\"Goal\", mfc=\"r\", ms=20)\n", "\n", "ax.set_title(f\"Prior distribution of putts from {distance}ft away\")\n", "ax.set_xlim(-21, 21)\n", "ax.set_ylim(-21, 21)\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## New Data!\n", "\n", "Mark Broadie used new summary data on putting to fit a new model. We will use this new data to refine our model:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# golf putting data from Broadie (2018)\n", "new_golf_data = \"\"\"distance tries successes\n", "0.28 45198 45183\n", "0.97 183020 182899\n", "1.93 169503 168594\n", "2.92 113094 108953\n", "3.93 73855 64740\n", "4.94 53659 41106\n", "5.94 42991 28205\n", "6.95 37050 21334\n", "7.95 33275 16615\n", "8.95 30836 13503\n", "9.95 28637 11060\n", "10.95 26239 9032\n", "11.95 24636 7687\n", "12.95 22876 6432\n", "14.43 41267 9813\n", "16.43 35712 7196\n", "18.44 31573 5290\n", "20.44 28280 4086\n", "21.95 13238 1642\n", "24.39 46570 4767\n", "28.40 38422 2980\n", "32.39 31641 1996\n", "36.39 25604 1327\n", "40.37 20366 834\n", "44.38 15977 559\n", "48.37 11770 311\n", "52.36 8708 231\n", "57.25 8878 204\n", "63.23 5492 103\n", "69.18 3087 35\n", "75.19 1742 24\"\"\"\n", "\n", "new_golf_data = pd.read_csv(io.StringIO(new_golf_data), sep=\" \")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_golf_data(new_golf_data)\n", "plot_golf_data(golf_data, ax=ax, color=\"C1\")\n", "\n", "t_ary = np.linspace(CUP_RADIUS - BALL_RADIUS, new_golf_data.distance.max(), 200)\n", "t = xr.DataArray(t_ary, coords=[(\"distance\", t_ary)])\n", "\n", "ax.plot(\n", " t, forward_angle_model(angle_trace.posterior[\"variance_of_shot\"], t).mean((\"chain\", \"draw\"))\n", ")\n", "ax.set_title(\"Comparing the new data set to the old data set, and\\nconsidering the old model fit\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This new data set represents ~200 times the number of putt attempts as the old data, and includes putts up to 75ft, compared to 20ft for the old data set. It also seems that the new data represents a different population from the old data: while the two have different bins, the new data suggests higher success for most data. This may be from a different method of collecting the data, or golfers improving in the intervening years." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting the model on the new data\n", "\n", "Since we think these may be two different populations, the easiest solution would be to refit our model. This goes worse than earlier: there are divergences, and it takes much longer to run. This may indicate a problem with the model: Andrew Gelman calls this the \"folk theorem of statistical computing\"." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [variance_of_shot]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [10000/10000 00:08<00:00 Sampling 4 chains, 2,091 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_500 tune and 1_000 draw iterations (6_000 + 4_000 draws total) took 8 seconds.\n", "There were 492 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The acceptance probability does not match the target. It is 0.8857, but should be close to 0.8. Try to increase the number of tuning steps.\n", "There were 556 divergences after tuning. Increase `target_accept` or reparameterize.\n", "There were 504 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The acceptance probability does not match the target. It is 0.8787, but should be close to 0.8. Try to increase the number of tuning steps.\n", "There were 539 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] } ], "source": [ "with angle_model:\n", " pm.set_data(\n", " {\n", " \"distance\": new_golf_data[\"distance\"],\n", " \"tries\": new_golf_data[\"tries\"],\n", " \"successes\": new_golf_data[\"successes\"],\n", " }\n", " )\n", " new_angle_trace = pm.sample(1000, tune=1500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{note}\n", "As you will see in the plot below, this model fits the new data quite badly. In this case, all the divergences\n", "and convergence warnings have no other solution than using a different model that can actually explain the data.\n", ":::" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_golf_data(new_golf_data)\n", "plot_golf_data(golf_data, ax=ax, color=\"C1\")\n", "\n", "new_angle_post = new_angle_trace.posterior\n", "\n", "ax.plot(\n", " t,\n", " forward_angle_model(angle_post[\"variance_of_shot\"], t).mean((\"chain\", \"draw\")),\n", " label=\"Trained on original data\",\n", ")\n", "ax.plot(\n", " t,\n", " forward_angle_model(new_angle_post[\"variance_of_shot\"], t).mean((\"chain\", \"draw\")),\n", " label=\"Trained on new data\",\n", ")\n", "ax.set_title(\"Retraining the model on new data\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A model incorporating distance to hole\n", "\n", "We might assume that, in addition to putting in the right direction, a golfer may need to hit the ball the right distance. Specifically, we assume:\n", "\n", "1. If a put goes short *or* more than 3 feet past the hole, it will not go in.\n", "2. Golfers aim for 1 foot past the hole\n", "3. The distance the ball goes, $u$, is distributed according to\n", "$$\n", "u \\sim \\mathcal{N}\\left(1 + \\text{distance}, \\sigma_{\\text{distance}} (1 + \\text{distance})\\right),\n", "$$\n", "where we will learn $\\sigma_{\\text{distance}}$.\n", "\n", "Again, this is a geometry and algebra problem to work the probability that the ball goes in from any given distance:\n", "$$\n", "P(\\text{good distance}) = P(\\text{distance} < u < \\text{distance} + 3)\n", "$$\n", "\n", "it uses `phi`, the cumulative normal density function we implemented earlier." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "clusterobs_id (31)\n", "\n", "obs_id (31)\n", "\n", "\n", "\n", "distance\n", "\n", "distance\n", "~\n", "MutableData\n", "\n", "\n", "\n", "p_good_angle\n", "\n", "p_good_angle\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "distance->p_good_angle\n", "\n", "\n", "\n", "\n", "\n", "p_good_distance\n", "\n", "p_good_distance\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "distance->p_good_distance\n", "\n", "\n", "\n", "\n", "\n", "success\n", "\n", "success\n", "~\n", "Binomial\n", "\n", "\n", "\n", "p_good_angle->success\n", "\n", "\n", "\n", "\n", "\n", "successes\n", "\n", "successes\n", "~\n", "MutableData\n", "\n", "\n", "\n", "tries\n", "\n", "tries\n", "~\n", "MutableData\n", "\n", "\n", "\n", "tries->success\n", "\n", "\n", "\n", "\n", "\n", "p_good_distance->success\n", "\n", "\n", "\n", "\n", "\n", "variance_of_shot\n", "\n", "variance_of_shot\n", "~\n", "HalfNormal\n", "\n", "\n", "\n", "variance_of_shot->p_good_angle\n", "\n", "\n", "\n", "\n", "\n", "variance_of_distance\n", "\n", "variance_of_distance\n", "~\n", "HalfNormal\n", "\n", "\n", "\n", "variance_of_distance->p_good_distance\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "OVERSHOT = 1.0\n", "DISTANCE_TOLERANCE = 3.0\n", "\n", "\n", "with pm.Model() as distance_angle_model:\n", " distance_ = pm.MutableData(\"distance\", new_golf_data[\"distance\"], dims=\"obs_id\")\n", " tries_ = pm.MutableData(\"tries\", new_golf_data[\"tries\"], dims=\"obs_id\")\n", " successes_ = pm.MutableData(\"successes\", new_golf_data[\"successes\"], dims=\"obs_id\")\n", "\n", " variance_of_shot = pm.HalfNormal(\"variance_of_shot\")\n", " variance_of_distance = pm.HalfNormal(\"variance_of_distance\")\n", " p_good_angle = pm.Deterministic(\n", " \"p_good_angle\",\n", " 2 * phi(at.arcsin((CUP_RADIUS - BALL_RADIUS) / distance_) / variance_of_shot) - 1,\n", " dims=\"obs_id\",\n", " )\n", " p_good_distance = pm.Deterministic(\n", " \"p_good_distance\",\n", " phi((DISTANCE_TOLERANCE - OVERSHOT) / ((distance_ + OVERSHOT) * variance_of_distance))\n", " - phi(-OVERSHOT / ((distance_ + OVERSHOT) * variance_of_distance)),\n", " dims=\"obs_id\",\n", " )\n", "\n", " success = pm.Binomial(\n", " \"success\", n=tries_, p=p_good_angle * p_good_distance, observed=successes_, dims=\"obs_id\"\n", " )\n", "\n", "\n", "pm.model_to_graphviz(distance_angle_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This model still has only 2 dimensions to fit. We might think about checking on `OVERSHOT` and `DISTANCE_TOLERANCE`. Checking the first might involve a call to a local golf course, and the second might require a trip to a green and some time experimenting. We might also think about adding some explicit correlations: it is plausible that less control over angle would correspond to less control over distance, or that longer putts lead to more variance in the angle." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting the distance angle model" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "/home/oriol/miniconda3/envs/arviz/lib/python3.9/site-packages/pymc/aesaraf.py:1005: UserWarning: The parameter 'updates' of aesara.function() expects an OrderedDict, got . Using a standard dictionary here results in non-deterministic behavior. You should use an OrderedDict if you are using Python 2.7 (collections.OrderedDict for older python), or use a list of (shared, update) pairs. Do not just convert your dictionary to this type before the call as the conversion will still be non-deterministic.\n", " aesara_function = aesara.function(\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [variance_of_shot, variance_of_distance]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:05<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 6 seconds.\n" ] } ], "source": [ "with distance_angle_model:\n", " distance_angle_trace = pm.sample(1000, tune=1000, target_accept=0.85)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def forward_distance_angle_model(variance_of_shot, variance_of_distance, t):\n", " rv = XrContinuousRV(st.norm, 0, 1)\n", " angle_prob = 2 * rv.cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t) / variance_of_shot) - 1\n", "\n", " distance_prob_one = rv.cdf(\n", " (DISTANCE_TOLERANCE - OVERSHOT) / ((t + OVERSHOT) * variance_of_distance)\n", " )\n", " distance_prob_two = rv.cdf(-OVERSHOT / ((t + OVERSHOT) * variance_of_distance))\n", " distance_prob = distance_prob_one - distance_prob_two\n", "\n", " return angle_prob * distance_prob\n", "\n", "\n", "ax = plot_golf_data(new_golf_data)\n", "\n", "distance_angle_post = distance_angle_trace.posterior\n", "\n", "ax.plot(\n", " t,\n", " forward_angle_model(new_angle_post[\"variance_of_shot\"], t).mean((\"chain\", \"draw\")),\n", " label=\"Just angle\",\n", ")\n", "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", " distance_angle_post[\"variance_of_shot\"],\n", " distance_angle_post[\"variance_of_distance\"],\n", " t,\n", " ).mean((\"chain\", \"draw\")),\n", " label=\"Distance and angle\",\n", ")\n", "\n", "ax.set_title(\"Comparing fits of models on new data\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This new model looks better, and fit much more quickly with fewer sampling problems compared to the old model.There is some mismatch between 10 and 40 feet, but it seems generally good. We can come to this same conclusion by taking posterior predictive samples, and looking at the residuals. Here, we see that the fit is being driven by the first 4 bins, which contain ~40% of the data." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with distance_angle_model:\n", " pm.sample_posterior_predictive(distance_angle_trace, extend_inferencedata=True)\n", "\n", "const_data = distance_angle_trace.constant_data\n", "pp = distance_angle_trace.posterior_predictive\n", "residuals = 100 * ((const_data[\"successes\"] - pp[\"success\"]) / const_data[\"tries\"]).mean(\n", " (\"chain\", \"draw\")\n", ")\n", "\n", "fig, ax = plt.subplots()\n", "\n", "ax.plot(new_golf_data.distance, residuals, \"o-\")\n", "ax.axhline(y=0, linestyle=\"dashed\", linewidth=1)\n", "ax.set_xlabel(\"Distance from hole\")\n", "ax.set_ylabel(\"Absolute error in expected\\npercent of success\")\n", "\n", "ax.set_title(\"Residuals of new model\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A new model\n", "\n", "It is reasonable to stop at this point, but if we want to improve the fit everywhere, we may want to choose a different likelihood from the `Binomial`, which cares deeply about those points with many observations. One thing we could do is add some independent extra error to each data point. We could do this in a few ways:\n", "1. The `Binomial` distribution in usually parametrized by $n$, the number of observations, and $p$, the probability of an individual success. We could instead parametrize it by mean ($np$) and variance ($np(1-p)$), and add error independent of $n$ to the likelihood.\n", "2. Use a `BetaBinomial` distribution, though the error there would still be (roughly) proportional to the number observations\n", "3. Approximate the Binomial with a Normal distribution of the probability of success. This is actually equivalent to the first approach, but does not require a custom distribution. Note that we will use $p$ as the mean, and $p(1-p) / n$ as the variance. Once we add some dispersion $\\epsilon$, the variance becomes $p(1-p)/n + \\epsilon$.\n", "\n", "We follow approach 3, as in the Stan case study, and leave 1 as an exercise." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "clusterobs_id (31)\n", "\n", "obs_id (31)\n", "\n", "\n", "\n", "distance\n", "\n", "distance\n", "~\n", "MutableData\n", "\n", "\n", "\n", "p_good_angle\n", "\n", "p_good_angle\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "distance->p_good_angle\n", "\n", "\n", "\n", "\n", "\n", "p_good_distance\n", "\n", "p_good_distance\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "distance->p_good_distance\n", "\n", "\n", "\n", "\n", "\n", "p_success\n", "\n", "p_success\n", "~\n", "Normal\n", "\n", "\n", "\n", "p_good_angle->p_success\n", "\n", "\n", "\n", "\n", "\n", "obs_prop\n", "\n", "obs_prop\n", "~\n", "MutableData\n", "\n", "\n", "\n", "p_success->obs_prop\n", "\n", "\n", "\n", "\n", "\n", "successes\n", "\n", "successes\n", "~\n", "MutableData\n", "\n", "\n", "\n", "tries\n", "\n", "tries\n", "~\n", "MutableData\n", "\n", "\n", "\n", "tries->p_success\n", "\n", "\n", "\n", "\n", "\n", "p_good_distance->p_success\n", "\n", "\n", "\n", "\n", "\n", "variance_of_shot\n", "\n", "variance_of_shot\n", "~\n", "HalfNormal\n", "\n", "\n", "\n", "variance_of_shot->p_good_angle\n", "\n", "\n", "\n", "\n", "\n", "variance_of_distance\n", "\n", "variance_of_distance\n", "~\n", "HalfNormal\n", "\n", "\n", "\n", "variance_of_distance->p_good_distance\n", "\n", "\n", "\n", "\n", "\n", "dispersion\n", "\n", "dispersion\n", "~\n", "HalfNormal\n", "\n", "\n", "\n", "dispersion->p_success\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with pm.Model() as disp_distance_angle_model:\n", " distance_ = pm.MutableData(\"distance\", new_golf_data[\"distance\"], dims=\"obs_id\")\n", " tries_ = pm.MutableData(\"tries\", new_golf_data[\"tries\"], dims=\"obs_id\")\n", " successes_ = pm.MutableData(\"successes\", new_golf_data[\"successes\"], dims=\"obs_id\")\n", " obs_prop_ = pm.MutableData(\n", " \"obs_prop\", new_golf_data[\"successes\"] / new_golf_data[\"tries\"], dims=\"obs_id\"\n", " )\n", "\n", " variance_of_shot = pm.HalfNormal(\"variance_of_shot\")\n", " variance_of_distance = pm.HalfNormal(\"variance_of_distance\")\n", " dispersion = pm.HalfNormal(\"dispersion\")\n", "\n", " p_good_angle = pm.Deterministic(\n", " \"p_good_angle\",\n", " 2 * phi(at.arcsin((CUP_RADIUS - BALL_RADIUS) / distance_) / variance_of_shot) - 1,\n", " dims=\"obs_id\",\n", " )\n", " p_good_distance = pm.Deterministic(\n", " \"p_good_distance\",\n", " phi((DISTANCE_TOLERANCE - OVERSHOT) / ((distance_ + OVERSHOT) * variance_of_distance))\n", " - phi(-OVERSHOT / ((distance_ + OVERSHOT) * variance_of_distance)),\n", " dims=\"obs_id\",\n", " )\n", "\n", " p = p_good_angle * p_good_distance\n", " p_success = pm.Normal(\n", " \"p_success\",\n", " mu=p,\n", " sigma=at.sqrt(((p * (1 - p)) / tries_) + dispersion**2),\n", " observed=obs_prop_, # successes_ / tries_\n", " dims=\"obs_id\",\n", " )\n", "\n", "\n", "pm.model_to_graphviz(disp_distance_angle_model)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "/home/oriol/miniconda3/envs/arviz/lib/python3.9/site-packages/pymc/aesaraf.py:1005: UserWarning: The parameter 'updates' of aesara.function() expects an OrderedDict, got . Using a standard dictionary here results in non-deterministic behavior. You should use an OrderedDict if you are using Python 2.7 (collections.OrderedDict for older python), or use a list of (shared, update) pairs. Do not just convert your dictionary to this type before the call as the conversion will still be non-deterministic.\n", " aesara_function = aesara.function(\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [variance_of_shot, variance_of_distance, dispersion]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with disp_distance_angle_model:\n", " disp_distance_angle_trace = pm.sample(1000, tune=1000)\n", " pm.sample_posterior_predictive(disp_distance_angle_trace, extend_inferencedata=True)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_golf_data(new_golf_data, ax=None)\n", "\n", "disp_distance_angle_post = disp_distance_angle_trace.posterior\n", "\n", "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", " distance_angle_post[\"variance_of_shot\"],\n", " distance_angle_post[\"variance_of_distance\"],\n", " t,\n", " ).mean((\"chain\", \"draw\")),\n", " label=\"Distance and angle\",\n", ")\n", "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", " disp_distance_angle_post[\"variance_of_shot\"],\n", " disp_distance_angle_post[\"variance_of_distance\"],\n", " t,\n", " ).mean((\"chain\", \"draw\")),\n", " label=\"Dispersed model\",\n", ")\n", "ax.set_title(\"Comparing dispersed model with binomial distance/angle model\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This new model does better between 10 and 30 feet, as we can also see using the residuals plot - note that this model does marginally worse for very short putts:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "const_data = distance_angle_trace.constant_data\n", "old_pp = distance_angle_trace.posterior_predictive\n", "old_residuals = 100 * ((const_data[\"successes\"] - old_pp[\"success\"]) / const_data[\"tries\"]).mean(\n", " (\"chain\", \"draw\")\n", ")\n", "\n", "pp = disp_distance_angle_trace.posterior_predictive\n", "residuals = 100 * (const_data[\"successes\"] / const_data[\"tries\"] - pp[\"p_success\"]).mean(\n", " (\"chain\", \"draw\")\n", ")\n", "\n", "fig, ax = plt.subplots()\n", "\n", "ax.plot(new_golf_data.distance, residuals, label=\"Dispersed model\")\n", "ax.plot(new_golf_data.distance, old_residuals, label=\"Distance and angle model\")\n", "ax.legend()\n", "ax.axhline(y=0, linestyle=\"dashed\", linewidth=1)\n", "ax.set_xlabel(\"Distance from hole\")\n", "ax.set_ylabel(\"Absolute error in expected\\npercent of success\")\n", "ax.set_title(\"Residuals of dispersed model vs distance/angle model\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Beyond prediction\n", "\n", "We want to use Bayesian analysis because we care about quantifying uncertainty in our parameters. We have a beautiful geometric model that not only gives us predictions, but gives us posterior distributions over our parameters. We can use this to back out how where our putts may end up, if not in the hole!\n", "\n", "First, we can try to visualize how 20,000 putts from a professional golfer might look. We:\n", "\n", "1. Set the number of trials to 5\n", "2. For each *joint* posterior sample of `variance_of_shot` and `variance_of_distance`,\n", " draw an angle and a distance from normal distribution 5 times.\n", "3. Plot the point, unless it would have gone in the hole" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def simulate_from_distance(trace, distance_to_hole, trials=5):\n", " variance_of_shot = trace.posterior[\"variance_of_shot\"]\n", " variance_of_distance = trace.posterior[\"variance_of_distance\"]\n", "\n", " theta = XrContinuousRV(st.norm, 0, variance_of_shot).rvs(size=trials, dims=\"trials\")\n", " distance = XrContinuousRV(\n", " st.norm, distance_to_hole + OVERSHOT, (distance_to_hole + OVERSHOT) * variance_of_distance\n", " ).rvs(size=trials, dims=\"trials\")\n", "\n", " final_position = xr.concat(\n", " (distance * np.cos(theta), distance * np.sin(theta)), dim=\"axis\"\n", " ).assign_coords(axis=[\"x\", \"y\"])\n", "\n", " made_it = np.abs(theta) < np.arcsin((CUP_RADIUS - BALL_RADIUS) / distance_to_hole)\n", " made_it = (\n", " made_it\n", " * (final_position.sel(axis=\"x\") > distance_to_hole)\n", " * (final_position.sel(axis=\"x\") < distance_to_hole + DISTANCE_TOLERANCE)\n", " )\n", "\n", " dims = [dim for dim in final_position.dims if dim != \"axis\"]\n", " final_position = final_position.where(~made_it).stack(idx=dims).dropna(dim=\"idx\")\n", " total_simulations = made_it.size\n", "\n", " _, ax = plt.subplots()\n", "\n", " ax.plot(0, 0, \"k.\", lw=1, mfc=\"black\", ms=250 / distance_to_hole)\n", " ax.plot(*final_position, \".\", alpha=0.1, mfc=\"r\", ms=250 / distance_to_hole, mew=0.5)\n", " ax.plot(distance_to_hole, 0, \"ko\", lw=1, mfc=\"black\", ms=350 / distance_to_hole)\n", "\n", " ax.set_facecolor(\"#e6ffdb\")\n", " ax.set_title(\n", " f\"Final position of {total_simulations:,d} putts from {distance_to_hole}ft.\\n\"\n", " f\"({100 * made_it.mean().item():.1f}% made)\"\n", " )\n", " return ax\n", "\n", "\n", "simulate_from_distance(distance_angle_trace, distance_to_hole=50);" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "simulate_from_distance(distance_angle_trace, distance_to_hole=7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then use this to work out how many putts a player may need to take from a given distance. This can influence strategic decisions like trying to reach the green in fewer shots, which may lead to a longer first putt, vs. a more conservative approach. We do this by simulating putts until they have all gone in.\n", "\n", "Note that this is again something we might check experimentally. In particular, a highly unscientific search around the internet finds claims that professionals only 3-putt from 20-25ft around 3% of the time. Our model puts the chance of 3 or more putts from 22.5 feet at 2.8%, which seems suspiciously good." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "def expected_num_putts(trace, distance_to_hole, trials=100_000):\n", " distance_to_hole = distance_to_hole * np.ones(trials)\n", "\n", " combined_trace = trace.posterior.stack(sample=(\"chain\", \"draw\"))\n", "\n", " n_samples = combined_trace.dims[\"sample\"]\n", "\n", " idxs = np.random.randint(0, n_samples, trials)\n", " variance_of_shot = combined_trace[\"variance_of_shot\"].isel(sample=idxs)\n", " variance_of_distance = combined_trace[\"variance_of_distance\"].isel(sample=idxs)\n", " n_shots = []\n", " while distance_to_hole.size > 0:\n", " theta = np.random.normal(0, variance_of_shot)\n", " distance = np.random.normal(\n", " distance_to_hole + OVERSHOT, (distance_to_hole + OVERSHOT) * variance_of_distance\n", " )\n", "\n", " final_position = np.array([distance * np.cos(theta), distance * np.sin(theta)])\n", "\n", " made_it = np.abs(theta) < np.arcsin(\n", " (CUP_RADIUS - BALL_RADIUS) / distance_to_hole.clip(min=CUP_RADIUS - BALL_RADIUS)\n", " )\n", " made_it = (\n", " made_it\n", " * (final_position[0] > distance_to_hole)\n", " * (final_position[0] < distance_to_hole + DISTANCE_TOLERANCE)\n", " )\n", "\n", " distance_to_hole = np.sqrt(\n", " (final_position[0] - distance_to_hole) ** 2 + final_position[1] ** 2\n", " )[~made_it].copy()\n", " variance_of_shot = variance_of_shot[~made_it]\n", " variance_of_distance = variance_of_distance[~made_it]\n", " n_shots.append(made_it.sum())\n", " return np.array(n_shots) / trials" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "distances = (10, 20, 40, 80)\n", "fig, axes = plt.subplots(nrows=2, ncols=2, sharex=True, sharey=True, figsize=(10, 10))\n", "\n", "for distance, ax in zip(distances, axes.ravel()):\n", " made = 100 * expected_num_putts(disp_distance_angle_trace, distance)\n", " x = np.arange(1, 1 + len(made), dtype=int)\n", " ax.vlines(np.arange(1, 1 + len(made)), 0, made, linewidths=50)\n", " ax.set_title(f\"{distance} feet\")\n", " ax.set_ylabel(\"Percent of attempts\")\n", " ax.set_xlabel(\"Number of putts\")\n", "ax.set_xticks(x)\n", "ax.set_ylim(0, 100)\n", "ax.set_xlim(0, 5.6)\n", "fig.suptitle(\"Simulated number of putts from\\na few distances\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "* Adapted by Colin Carroll from the [Model building and expansion for golf putting] case study in the Stan documentation ([pymc#3666](https://github.com/pymc-devs/pymc/pull/3666))\n", "* Updated by Marco Gorelli ([pymc-examples#39](https://github.com/pymc-devs/pymc-examples/pull/39))\n", "* Updated by Oriol Abril-Pla to use PyMC v4 and xarray-einstats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Sat Apr 02 2022\n", "\n", "Python implementation: CPython\n", "Python version : 3.9.10\n", "IPython version : 8.0.1\n", "\n", "aeppl : 0.0.27\n", "xarray_einstats: 0.2.0\n", "\n", "xarray : 2022.3.0\n", "aesara : 2.5.1\n", "pymc : 4.0.0b6\n", "arviz : 0.11.4\n", "pandas : 1.4.1\n", "scipy : 1.8.0\n", "numpy : 1.22.3\n", "matplotlib: 3.5.1\n", "\n", "Watermark: 2.3.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p aeppl,xarray_einstats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3.10.6 ('pymc_env')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" }, "substitutions": { "conda_dependencies": "!!xarray-einstats not available!!", "pip_dependencies": "xarray-einstats" }, "vscode": { "interpreter": { "hash": "d5f0cba85daacbebbd957da1105312a62c58952ca942f7218a10e4aa5f415a19" } } }, "nbformat": 4, "nbformat_minor": 4 }