From ef55d2765851f42a0124ca8c90d96116fbe8574f Mon Sep 17 00:00:00 2001 From: Marco Gorelli Date: Tue, 23 Feb 2021 12:07:48 +0000 Subject: [PATCH 01/10] fixup putting workflow --- examples/case_studies/putting_workflow.ipynb | 1706 ++++++++++++------ 1 file changed, 1174 insertions(+), 532 deletions(-) diff --git a/examples/case_studies/putting_workflow.ipynb b/examples/case_studies/putting_workflow.ipynb index c5d53ceaa..9444ea849 100644 --- a/examples/case_studies/putting_workflow.ipynb +++ b/examples/case_studies/putting_workflow.ipynb @@ -2,20 +2,36 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, - "metadata": {}, + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:17:53.710379Z", + "iopub.status.busy": "2021-02-23T11:17:53.709652Z", + "iopub.status.idle": "2021-02-23T11:17:57.768529Z", + "shell.execute_reply": "2021-02-23T11:17:57.769223Z" + }, + "papermill": { + "duration": 4.122366, + "end_time": "2021-02-23T11:17:57.769375", + "exception": false, + "start_time": "2021-02-23T11:17:53.647009", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Running on PyMC3 v3.9.0\n" + "Running on PyMC3 v3.11.1\n" ] } ], "source": [ "import io\n", "\n", + "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", @@ -28,50 +44,42 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:17:57.890320Z", + "iopub.status.busy": "2021-02-23T11:17:57.889643Z", + "iopub.status.idle": "2021-02-23T11:17:57.892285Z", + "shell.execute_reply": "2021-02-23T11:17:57.892830Z" + }, + "papermill": { + "duration": 0.066211, + "end_time": "2021-02-23T11:17:57.892975", + "exception": false, + "start_time": "2021-02-23T11:17:57.826764", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ - "plt.rcParams.update(\n", - " {\n", - " \"axes.prop_cycle\": plt.cycler(\n", - " \"color\",\n", - " [\n", - " \"#000000\",\n", - " \"#1b6989\",\n", - " \"#e69f00\",\n", - " \"#009e73\",\n", - " \"#f0e442\",\n", - " \"#50b4e9\",\n", - " \"#d55e00\",\n", - " \"#cc79a7\",\n", - " ],\n", - " ),\n", - " \"figure.figsize\": [12.0, 5.0],\n", - " \"font.serif\": [\n", - " \"Palatino\",\n", - " \"Palatino Linotype\",\n", - " \"Palatino LT STD\",\n", - " \"Book Antiqua\",\n", - " \"Georgia\",\n", - " \"DejaVu Serif\",\n", - " ],\n", - " \"font.family\": \"serif\",\n", - " \"figure.facecolor\": \"#fffff8\",\n", - " \"figure.constrained_layout.use\": True,\n", - " \"font.size\": 14.0,\n", - " \"hist.bins\": \"auto\",\n", - " \"lines.linewidth\": 3.0,\n", - " \"lines.markeredgewidth\": 2.0,\n", - " \"lines.markerfacecolor\": \"none\",\n", - " \"lines.markersize\": 8.0,\n", - " }\n", - ")" + "RANDOM_SEED = 8927\n", + "np.random.seed(RANDOM_SEED)\n", + "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.055679, + "end_time": "2021-02-23T11:17:58.004747", + "exception": false, + "start_time": "2021-02-23T11:17:57.949068", + "status": "completed" + }, + "tags": [] + }, "source": [ "# Model building and expansion for golf putting\n", "\n", @@ -82,8 +90,23 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:17:58.120226Z", + "iopub.status.busy": "2021-02-23T11:17:58.119501Z", + "iopub.status.idle": "2021-02-23T11:17:58.133736Z", + "shell.execute_reply": "2021-02-23T11:17:58.133016Z" + }, + "papermill": { + "duration": 0.073523, + "end_time": "2021-02-23T11:17:58.133861", + "exception": false, + "start_time": "2021-02-23T11:17:58.060338", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ "# golf putting data from berry (1996)\n", @@ -114,14 +137,29 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:17:58.257617Z", + "iopub.status.busy": "2021-02-23T11:17:58.256908Z", + "iopub.status.idle": "2021-02-23T11:17:58.595707Z", + "shell.execute_reply": "2021-02-23T11:17:58.596240Z" + }, + "papermill": { + "duration": 0.406519, + "end_time": "2021-02-23T11:17:58.596390", + "exception": false, + "start_time": "2021-02-23T11:17:58.189871", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -155,7 +193,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.058072, + "end_time": "2021-02-23T11:17:58.713952", + "exception": false, + "start_time": "2021-02-23T11:17:58.655880", + "status": "completed" + }, + "tags": [] + }, "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", @@ -164,7 +211,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.059134, + "end_time": "2021-02-23T11:17:58.835546", + "exception": false, + "start_time": "2021-02-23T11:17:58.776412", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Logit model\n", "\n", @@ -181,8 +237,23 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:17:58.962583Z", + "iopub.status.busy": "2021-02-23T11:17:58.961693Z", + "iopub.status.idle": "2021-02-23T11:18:37.186110Z", + "shell.execute_reply": "2021-02-23T11:18:37.186640Z" + }, + "papermill": { + "duration": 38.29181, + "end_time": "2021-02-23T11:18:37.186820", + "exception": false, + "start_time": "2021-02-23T11:17:58.895010", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -193,60 +264,60 @@ "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "cluster19\n", - "\n", - "19\n", + "\n", + "19\n", "\n", "\n", "\n", "b\n", - "\n", - "b\n", - "~\n", - "Normal\n", + "\n", + "b\n", + "~\n", + "Normal\n", "\n", "\n", "\n", "success\n", - "\n", - "success\n", - "~\n", - "Binomial\n", + "\n", + "success\n", + "~\n", + "Binomial\n", "\n", "\n", "\n", "b->success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "a\n", - "\n", - "a\n", - "~\n", - "Normal\n", + "\n", + "a\n", + "~\n", + "Normal\n", "\n", "\n", "\n", "a->success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -271,26 +342,40 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.057922, + "end_time": "2021-02-23T11:18:37.303322", + "exception": false, + "start_time": "2021-02-23T11:18:37.245400", + "status": "completed" + }, + "tags": [] + }, "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": 6, - "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: [b, a]\n" - ] + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:18:37.469972Z", + "iopub.status.busy": "2021-02-23T11:18:37.449161Z", + "iopub.status.idle": "2021-02-23T11:19:24.573550Z", + "shell.execute_reply": "2021-02-23T11:19:24.573010Z" + }, + "papermill": { + "duration": 47.212283, + "end_time": "2021-02-23T11:19:24.573673", + "exception": false, + "start_time": "2021-02-23T11:18:37.361390", + "status": "completed" }, + "tags": [] + }, + "outputs": [ { "data": { "text/html": [ @@ -308,8 +393,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [8000/8000 00:08<00:00 Sampling 4 chains, 0 divergences]\n", + " \n", + " 100.00% [4000/4000 00:03<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -320,18 +405,6 @@ "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 10 seconds.\n", - "The acceptance probability does not match the target. It is 0.8835381150026076, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The acceptance probability does not match the target. It is 0.8833160780005165, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The number of effective samples is smaller than 25% for some parameters.\n", - "/dependencies/arviz/arviz/data/io_pymc3.py:89: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", - " FutureWarning,\n" - ] - }, { "data": { "text/html": [ @@ -359,8 +432,6 @@ " hdi_97%\n", " mcse_mean\n", " mcse_sd\n", - " ess_mean\n", - " ess_sd\n", " ess_bulk\n", " ess_tail\n", " r_hat\n", @@ -371,28 +442,24 @@ " a\n", " -0.255\n", " 0.007\n", - " -0.269\n", - " -0.244\n", + " -0.266\n", + " -0.242\n", " 0.000\n", " 0.000\n", - " 899.0\n", - " 895.0\n", - " 906.0\n", - " 982.0\n", + " 452.0\n", + " 691.0\n", " 1.0\n", " \n", "
\n", " b\n", - " 2.224\n", - " 0.060\n", - " 2.112\n", - " 2.338\n", + " 2.223\n", + " 0.059\n", + " 2.117\n", + " 2.332\n", + " 0.003\n", " 0.002\n", - " 0.001\n", - " 930.0\n", - " 925.0\n", - " 931.0\n", - " 935.0\n", + " 451.0\n", + " 658.0\n", " 1.0\n", "
\n", " \n", @@ -400,31 +467,40 @@ "" ], "text/plain": [ - " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_mean ess_sd \\\n", - "a -0.255 0.007 -0.269 -0.244 0.000 0.000 899.0 895.0 \n", - "b 2.224 0.060 2.112 2.338 0.002 0.001 930.0 925.0 \n", + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", + "a -0.255 0.007 -0.266 -0.242 0.000 0.000 452.0 691.0 \n", + "b 2.223 0.059 2.117 2.332 0.003 0.002 451.0 658.0 \n", "\n", - " ess_bulk ess_tail r_hat \n", - "a 906.0 982.0 1.0 \n", - "b 931.0 935.0 1.0 " + " r_hat \n", + "a 1.0 \n", + "b 1.0 " ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with logit_model(golf_data):\n", - " logit_trace = pm.sample(1000, tune=1000)\n", + " logit_trace = pm.sample(1000, tune=1000, return_inferencedata=True)\n", "\n", "\n", - "pm.summary(logit_trace)" + "az.summary(logit_trace)" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.058893, + "end_time": "2021-02-23T11:19:24.692033", + "exception": false, + "start_time": "2021-02-23T11:19:24.633140", + "status": "completed" + }, + "tags": [] + }, "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", @@ -433,14 +509,29 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:19:24.858562Z", + "iopub.status.busy": "2021-02-23T11:19:24.826309Z", + "iopub.status.idle": "2021-02-23T11:19:28.842682Z", + "shell.execute_reply": "2021-02-23T11:19:28.842088Z" + }, + "papermill": { + "duration": 4.091469, + "end_time": "2021-02-23T11:19:28.842839", + "exception": false, + "start_time": "2021-02-23T11:19:24.751370", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/dependencies/pymc3/pymc3/sampling.py:1618: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n", + "/opt/conda/lib/python3.7/site-packages/pymc3/sampling.py:1689: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n", " \"samples parameter is smaller than nchains times ndraws, some draws \"\n" ] }, @@ -462,7 +553,7 @@ " }\n", " \n", " \n", - " 100.00% [500/500 00:02<00:00]\n", + " 100.00% [500/500 00:01<00:00]\n", " \n", " " ], @@ -475,9 +566,9 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -496,19 +587,22 @@ "ax = plot_golf_data(golf_data)\n", "t = np.linspace(0, golf_data.distance.max(), 200)\n", "\n", - "for idx in np.random.randint(0, len(logit_trace), 50):\n", + "logit_trace_post_a = logit_trace.posterior[\"a\"].data.flatten()\n", + "logit_trace_post_b = logit_trace.posterior[\"b\"].data.flatten()\n", + "\n", + "for idx in np.random.randint(0, len(logit_trace_post_a), 50):\n", " ax.plot(\n", " t,\n", - " scipy.special.expit(logit_trace[\"a\"][idx] * t + logit_trace[\"b\"][idx]),\n", + " scipy.special.expit(logit_trace_post_a[idx] * t + logit_trace_post_b[idx]),\n", " lw=1,\n", " color=\"C1\",\n", " alpha=0.5,\n", " )\n", "ax.plot(\n", " t,\n", - " scipy.special.expit(logit_trace[\"a\"].reshape(-1, 1) * t + logit_trace[\"b\"].reshape(-1, 1)).mean(\n", - " axis=0\n", - " ),\n", + " scipy.special.expit(\n", + " logit_trace_post_a.reshape(-1, 1) * t + logit_trace_post_b.reshape(-1, 1)\n", + " ).mean(axis=0),\n", " color=\"C2\",\n", ")\n", "\n", @@ -518,31 +612,64 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.06285, + "end_time": "2021-02-23T11:19:28.968897", + "exception": false, + "start_time": "2021-02-23T11:19:28.906047", + "status": "completed" + }, + "tags": [] + }, "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": 8, - "metadata": {}, + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:19:29.113196Z", + "iopub.status.busy": "2021-02-23T11:19:29.112191Z", + "iopub.status.idle": "2021-02-23T11:19:29.115789Z", + "shell.execute_reply": "2021-02-23T11:19:29.116405Z" + }, + "papermill": { + "duration": 0.073761, + "end_time": "2021-02-23T11:19:29.116558", + "exception": false, + "start_time": "2021-02-23T11:19:29.042797", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.00280%\n" + "0.00281%\n" ] } ], "source": [ - "print(f\"{100 * scipy.special.expit(logit_trace['a'] * 50 + logit_trace['b']).mean():.5f}%\")" + "print(f\"{100 * scipy.special.expit(logit_trace_post_a * 50 + logit_trace_post_b).mean():.5f}%\")" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.063068, + "end_time": "2021-02-23T11:19:29.243417", + "exception": false, + "start_time": "2021-02-23T11:19:29.180349", + "status": "completed" + }, + "tags": [] + }, "source": [ "### Aside: Calculating expectations with traces\n", "\n", @@ -551,22 +678,29 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/dependencies/arviz/arviz/data/io_pymc3.py:89: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n", - " FutureWarning,\n" - ] + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:19:29.378207Z", + "iopub.status.busy": "2021-02-23T11:19:29.377156Z", + "iopub.status.idle": "2021-02-23T11:19:29.641059Z", + "shell.execute_reply": "2021-02-23T11:19:29.641564Z" }, + "papermill": { + "duration": 0.334942, + "end_time": "2021-02-23T11:19:29.641748", + "exception": false, + "start_time": "2021-02-23T11:19:29.306806", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, @@ -574,15 +708,24 @@ } ], "source": [ - "ax = pm.plot_pair(logit_trace, figsize=(7, 5))\n", + "ax = az.plot_pair(logit_trace, figsize=(7, 5))\n", "\n", - "corr = np.correlate(logit_trace[\"a\"], logit_trace[\"b\"])[0]\n", + "(corr,) = np.correlate(logit_trace_post_a, logit_trace_post_b)\n", "ax.set_title(f\"Correlation: {corr:,.2f}\");" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.066704, + "end_time": "2021-02-23T11:19:29.774925", + "exception": false, + "start_time": "2021-02-23T11:19:29.708221", + "status": "completed" + }, + "tags": [] + }, "source": [ "The lesson from this is that\n", "\n", @@ -594,13 +737,13 @@ "\n", "```python\n", "# Right!\n", - "scipy.special.expit(logit_trace['a'] * 50 + logit_trace['b']).mean()\n", + "scipy.special.expit(logit_trace_post_a * 50 + logit_trace_post_b).mean()\n", "```\n", "rather than\n", "\n", "```python\n", "# Wrong!\n", - "scipy.special.expit(logit_trace['a'].mean() * 50 + logit_trace['b'].mean())\n", + "scipy.special.expit(logit_trace_post_a.mean() * 50 + logit_trace_post_b.mean())\n", "```\n", "\n", "to calculate our expectation at 50 feet." @@ -608,7 +751,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.065587, + "end_time": "2021-02-23T11:19:29.906273", + "exception": false, + "start_time": "2021-02-23T11:19:29.840686", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Geometry-based model\n", "\n", @@ -619,7 +771,7 @@ "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", "$$\n", - "p(\\text{success} | \\sigma_{\\text{angle}}, \\text{distance}) = 2 \\Phi\\left( \\frac{ \\arcsin (R - r) / \\text{distance}}{\\sigma_{\\text{angle}}}\\right),\n", + "p(\\text{success} | \\sigma_{\\text{angle}}, \\text{distance}) = 2 \\Phi\\left( \\frac{ \\arcsin \\left((R - r) / \\text{distance}\\right)}{\\sigma_{\\text{angle}}}\\right),\n", "$$\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", @@ -629,14 +781,29 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:19:30.055992Z", + "iopub.status.busy": "2021-02-23T11:19:30.054859Z", + "iopub.status.idle": "2021-02-23T11:19:30.401302Z", + "shell.execute_reply": "2021-02-23T11:19:30.401835Z" + }, + "papermill": { + "duration": 0.430615, + "end_time": "2021-02-23T11:19:30.401978", + "exception": false, + "start_time": "2021-02-23T11:19:29.971363", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -654,7 +821,7 @@ "\n", "ax = plot_golf_data(golf_data)\n", "\n", - "t = np.linspace(0, golf_data.distance.max(), 200)\n", + "t = np.linspace(CUP_RADIUS - BALL_RADIUS, golf_data.distance.max(), 200)\n", "\n", "for variance_of_shot in (0.01, 0.02, 0.05, 0.1, 0.2, 1):\n", " ax.plot(t, forward_angle_model(variance_of_shot, t), label=f\"variance={variance_of_shot}\")\n", @@ -664,7 +831,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.069996, + "end_time": "2021-02-23T11:19:30.542931", + "exception": false, + "start_time": "2021-02-23T11:19:30.472935", + "status": "completed" + }, + "tags": [] + }, "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", @@ -674,8 +850,23 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:19:30.697566Z", + "iopub.status.busy": "2021-02-23T11:19:30.696468Z", + "iopub.status.idle": "2021-02-23T11:19:41.745751Z", + "shell.execute_reply": "2021-02-23T11:19:41.744098Z" + }, + "papermill": { + "duration": 11.132681, + "end_time": "2021-02-23T11:19:41.745895", + "exception": false, + "start_time": "2021-02-23T11:19:30.613214", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -686,60 +877,60 @@ "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "cluster19\n", - "\n", - "19\n", + "\n", + "19\n", "\n", "\n", "\n", "variance_of_shot\n", - "\n", - "variance_of_shot\n", - "~\n", - "HalfNormal\n", + "\n", + "variance_of_shot\n", + "~\n", + "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_goes_in\n", - "\n", - "p_goes_in\n", - "~\n", - "Deterministic\n", + "\n", + "p_goes_in\n", + "~\n", + "Deterministic\n", "\n", "\n", "\n", "variance_of_shot->p_goes_in\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "success\n", - "\n", - "success\n", - "~\n", - "Binomial\n", + "\n", + "success\n", + "~\n", + "Binomial\n", "\n", "\n", "\n", "p_goes_in->success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -748,7 +939,7 @@ "import theano.tensor as tt\n", "\n", "\n", - "def Phi(x):\n", + "def phi(x):\n", " \"\"\"Calculates the standard normal cumulative distribution function.\"\"\"\n", " return 0.5 + 0.5 * tt.erf(x / tt.sqrt(2.0))\n", "\n", @@ -758,7 +949,7 @@ " variance_of_shot = pm.HalfNormal(\"variance_of_shot\")\n", " p_goes_in = pm.Deterministic(\n", " \"p_goes_in\",\n", - " 2 * Phi(tt.arcsin((CUP_RADIUS - BALL_RADIUS) / golf_data.distance) / variance_of_shot)\n", + " 2 * phi(tt.arcsin((CUP_RADIUS - BALL_RADIUS) / golf_data.distance) / variance_of_shot)\n", " - 1,\n", " )\n", " success = pm.Binomial(\n", @@ -772,7 +963,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.0704, + "end_time": "2021-02-23T11:19:41.887311", + "exception": false, + "start_time": "2021-02-23T11:19:41.816911", + "status": "completed" + }, + "tags": [] + }, "source": [ "### Prior Predictive Checks\n", "\n", @@ -783,14 +983,29 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:19:42.066051Z", + "iopub.status.busy": "2021-02-23T11:19:42.065315Z", + "iopub.status.idle": "2021-02-23T11:19:46.678730Z", + "shell.execute_reply": "2021-02-23T11:19:46.679312Z" + }, + "papermill": { + "duration": 4.7176, + "end_time": "2021-02-23T11:19:46.679468", + "exception": false, + "start_time": "2021-02-23T11:19:41.961868", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -819,26 +1034,40 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.079714, + "end_time": "2021-02-23T11:19:46.839642", + "exception": false, + "start_time": "2021-02-23T11:19:46.759928", + "status": "completed" + }, + "tags": [] + }, "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": 13, - "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" - ] + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:19:47.010363Z", + "iopub.status.busy": "2021-02-23T11:19:47.005136Z", + "iopub.status.idle": "2021-02-23T11:20:07.085089Z", + "shell.execute_reply": "2021-02-23T11:20:07.083947Z" + }, + "papermill": { + "duration": 20.166644, + "end_time": "2021-02-23T11:20:07.085238", + "exception": false, + "start_time": "2021-02-23T11:19:46.918594", + "status": "completed" }, + "tags": [] + }, + "outputs": [ { "data": { "text/html": [ @@ -856,8 +1085,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [8000/8000 00:06<00:00 Sampling 4 chains, 0 divergences]\n", + " \n", + " 100.00% [4000/4000 00:02<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -867,30 +1096,38 @@ }, "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 7 seconds.\n" - ] } ], "source": [ "with angle_model(golf_data):\n", - " angle_trace = pm.sample(1000, tune=1000)" + " angle_trace = pm.sample(1000, tune=1000, return_inferencedata=True)" ] }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:20:07.260822Z", + "iopub.status.busy": "2021-02-23T11:20:07.252888Z", + "iopub.status.idle": "2021-02-23T11:20:07.727401Z", + "shell.execute_reply": "2021-02-23T11:20:07.727937Z" + }, + "papermill": { + "duration": 0.564738, + "end_time": "2021-02-23T11:20:07.728086", + "exception": false, + "start_time": "2021-02-23T11:20:07.163348", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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ELy9PHDlyDPn5+RUWT3m8Tt0pi/KU+969qmdgGjZsoJbu4+MNpVKJw4f/Vsv3cqwhIUEAgL/+KvoszYv1o3CAgXr16gpp5ubmAIAnTxLKHU9ZvFinAcDJyQkA0Lt3D2hpaeGnn1YLy1atWoOPP+5X5m17eXmqXSsKP7PTp2OFUT1NTU2xevVahIU1gpeXH6TSQAwZMhwA1M7DJk0a4cCBQ2jZ8gP8/vtWZGdno2HDMLRo0RwAcPz4SWRmZhYpE4lEAhMTExw8eBgAcPLkachksiKfu52dHUxMTMp0XDVq1MDcufMREhIhxDx79jfIzs4WzqkXVcc1oPCclkq9iwxeFBIShPj4B7h+/Yawf3t7CaysrCps/2VRo0YN2NnZqaUFBwciNzcXJ0+W7Tm3F8vWwkJ1rrxYtnv3HoBEYgcbGxu19UJCgpCVlYVjx06opTs6OkBLS0uYL/6cVF0/S/rbU0hTUxOPHj1C+/ad4e3tL3T/TElJKfFvTFkV9/fR3NxcuF4UxklEwmMAlVEnbt26jXv34hAWFqp2rhsYGMDJyVE47xirTPykOWP/sreX4M6duygoKCjTIAzPnj0DAJiZmRVZZm5uBqVSieTkZBgaGgrpBgb6avlEIlGxaS8/A1TIxMRYbb5w38nJyQBUjZPQ0EYICgrAoUN/oUaNGgCAfv0GCF+YXmZkZFhsemkMDQ3U5sVisVo//sJ4Xi6bwngqwsvlJharfm8qjCM1NRVKpRIXLlwSnuMqlJ6eDlNTU6Smphb5Y10VXqfulEV5yv3ZM1XeDz7opJYul8thbW2NjIxMtXwvb7PwS9PTp0+LbPvlBrEqTb9I2ot1pqzxlEVJddrKygqtW7fE2rUbMGfODOTl5WHfvoP43/8WCXkGDBiMM2fOCfODBw/E4MEDhfmXz0FA9UVSqVQiNTUV+vr6GDToc2zfvgv79u2Ev78fANUzXo0aRSEvL09Y77vv5sHDww3Llv2ETp26Q19fHz17dsO8eXNgYmIi1JOVK1fhjz/+VNungYGB8ANDSZ87ANSo8eoGGhGhXbtOePDgIfbs2Y66dZ0BAKtXr0H//p+oxVyoOq4Bhed0SecNUFgf3ZCcnAx7e0mRfGUpj9IsXboCS5euEOb9/X2xcuVSYb6k+gE8L5NXefG8f/m6BqiuH3XqSIusp14GzxX3N0aVXvQ8Lel5rEIHDx5C8+ZtMGXKBGzZslH4W2lvX6/YelIeZf37+GKclVEnCs+73bv3FvnbkZKSUu4fcxl7HdxAY+xfbdq0wty583H27DkEBQUWm+fChYvIyspCWFgDWFhYAFBdsF+WnJwCsVis9stfRUhPVx9koPAPfuF+duzYhcTEREyaNK5CG0PlVRjPy19IKmMI+pKYmppCQ0MDDRqEYMeOP6psv2VRWXWnPOVe+Mv8wYN7St1XYb6UlBS1YcgL9/HiXcw3UdZ43tRHH/XFtm3bsXPnbqSkpKBNm5Zqx/Xil+3ivHwOAs8/M1NTU8hkMqxfvwmDBg0QGmclEYvF+OSTAfjkkwG4efMWli5dge+//x9ycnKwbt1qoZ588cUQjBo1vMTtlPS5A0BaWnqpMQCqu3rR0TGYN2+O0Dh7U5VxDTA1NYVYLC7xvAGe10dzc/PXLo/SvNxgf1lJ9aMwpopgYWFRpjKoDD///Av09fUxadL4t6KhUhl1ovC869y5AxYv/q6iQ2asTLiLI2P/Gj16BKytrfHdd4uLXZ6eno7GjVtg/37VyFD16tWFvb0Ep0+fUcsnl8tx/vxFNGgQUu47IK9y8eIltfnCLjONG0f8u2/VL+qFv7oWevy49G4rFS0yMhwAipTNpUuXy7yNwi459O/oZ3v37i/2j3BJ9PX10bBhA1y6dLnIr8LHjh3H559/UeZtlcXL8R45chQPHz4sNm9l1Z3ylHthN7qXR9VTKBTo2bMvbt5UvVIiKko10typU7Fq+QrrXosWzVARyhoPoCrrwnJ++vRpuUYrbNkyCjY2Nvjpp9X4+edfytW9EQAuX74i7Bt4/pkFBQVCX18fBQUFUCgUZToHP/54kNAt0sWlHr77bh5at26JS5dUI8WFhgbDyMio2JEPly1bgR9/XA5A1YVOV1e3yOceHx+P9PRXN0gKR2qsyOtGRVwDXlZ4Tl+4cEltdElAVR8lEju4ubkK+79/P15tRNzy7P/l8/n69RtleidaWlpakRE2T548DT09PaFL+puKimpa7LGdPHkahoaGCAsLrZD9FEcuz4dYLFZrnCkUCiQlFb2TXhUqo07Uq1cXDg72xZ53W7f+iWnTZlboMTBWHG6gMfYvCwsL7N69DdHRMUWGxL558xZatWoHHx8vfPXVKACqrhaLFs3H1avXhC9KRIQpU6YjKysL8+d/U+ExbtmyVRjq+dmzZ5g6dSbc3FzRu3dPAKov07q6uvjmm/lCd5N9+/bj0KHoCo+lNG5urujVqzt++WUdzp5VdRdLT0/HokX/K/M2HB0dAAAPHz5Eeno6PvywS7mfy/r226/x7FkypkyZLnQbffDgAQYPHlrkOaU39TzeRygoKEDPnv3wzz/3is1bWXWnPOXeo0c3hIWFYsyYicJzJ/n5+Rg3bhL++SdOeD6lZ8/uCAkJxrRps5CUlARAdcdl/vxF6NjxQzRu3Oi1Yn3deABVWT98+AgA8Mcf2zB79txit1kcTU1N9OnTE3v27EVGRiYCAwNevdILEhISsWDB8y6R06fPQkpKCmbMmAxA1T2tSZNG2LjxN2E48GfPnuHbbxcW2dbBg4exePEPao3Nq1evoWlT1asQjIyM8M03s/Dbb7+rDeUfE3MEkyfPEJ4LNDU1xZdfDseePXuxZ89eAEBeXh5Gjx4PXV3dVx6Ti0s9uLq6YPnyn4TnzeLi4tS68pVXSXWxPJ9VcebNm4Ps7GxMnjxdKLelS1fgypWrWLRovtBwmDRpHLS0tPDVV+OFH2i2bPkD167dKNN+rK2toa+vL9Sz6dNnlek1DLq6uhg9erxw/d2zZy927/4LY8aMqrBeDVOnToSJiQlGjRojvOpi587d2LVrD+bMmQFj46LdLCtK+/ZtkZGRgYULVT9kEhGmTZuJ3NzcStvnq7xpnYiNPau2PZFIhO+/X4CTJ09j2bLn58DVq9fwxRej4OfnW0VHxt5r1T1KCU88vW1TYmI8ffnlCPLy8iQfH2/y9vaioKBAWrz4uyKjRBHJaP/+XRQWFkr29hKys6tDUVHN1Eax27VrG/n4eBMAsra2pi5dOlFGxlPy8fEmAwMDMjAwIB8fb8rIeEpdunQShvz18fGmXbu2EdHzkaK2bNlIPXt2o/r1pWRqakodOrQXhiR/MZ6AAH+ytbWliIiG9MknH1OrVi1IS0uLfHy86dKlMzRt2iRycnIkAOTk5Eh+fr5q2xg//iu15V9+OaLIcfTo0ZWIZNSkSSMyNTVV2z6RakTIkSO/ICsrK3Jzc6UmTRrR2bMnCABNnTrxlZ+DTJZOHTq0JwcHe3Jzc6WZM6cSkYz8/HzV9nfnzlVatGi+WryFeYlkdP78KWrVqgXZ2tpS/fpSCgwMoNWrV5S678LP58X9dOz4IRHJqF+/3lSnTm0CQG5urmqjEw4aNIAkEjtyd3ejzz4b9MpjfFXdWbdulVqZ+/h40y+/rHxluZW13LOykunLL0eQg4M9eXi4k7e3Fw0Z8qna8O2F5TF8+FCyt5eQi0s9cnJypKlTJ6qNDNe2bWu1unvo0F80d+5stc9l7tzZdOjQX2rH1LZt63LHc/JkDHl4uJOHhzvVry+lU6eOFKmfPj7edP78qWLL6MaNS0VGlnzV5+Tj401aWlrUp09Pmjp1Ivn61qeaNWuSp6dHkVdYJCbGU8+e3ahmzZoUEOBPUVHNaNq0SUXq56pVy6lRowjy9PQgqdSHPDzcaeLEsWoj1BGpRtjz9/cje3sJ+frWp+bNm9LRo4fU8iiVuTRr1jSqXduWnJ2dKDAwgDZv3kASiR2ZmpoK15iSjvHOnavUpk0rsrGxoZCQYGrXri2NGDFMqOc//7zsja4Brq4u1KBBCEVH7xPWDwsLLTGewlcJFHeenTlznKKimpGdXR2yt5dQgwYhaqMcFk5Hjx6ioKBAsrS0pIAAfxo//iuaOHGs2oh9S5YsJDc3V+HVAYXHRCSjlSt/JHt7CXl5eVLTpo3p6dOHxcaampogXC8kEjv6/fdNFBQUSM7OTlS7ti3NmTNDGA0wPv52kWv/nTtXi5w/MTEHaPPmDWqxvXhNuX37KnXq1IFq17YlJydHql9fShs3rlGrg2X5G1PceTpt2iQ6eTJGqPOF9afwdS6LFs0nZ2cncnZ2ooiIhjRnzgyytbUlU1NTCgwMUCuPwjoRE3Og2LI7f/6U2n4K60RYWKja+jduXKLhw4eq1YkXR4F9nTpRv76UPv98MI0d+6VQHi+OInvo0F8UEdGQ6tSpTb6+9alhwwbC6zuIZDR06GdF/k6W5XrCE09lmUREsud9NRhjb6XCAQYOH96LyMiI6g7ntSUnJ8PCwhbffvt1qc/UsIrF5a6uoKAAtWo54OrVc5X6vA57+wwdOgKrV69FZuaz6g6FMcZKVOVdHOVyOcaOnQhNTQPExcW9Mn9GRgb69RuAgIAG8PUNxpgxE4Rb+oyxt9fUqTNw+fIVtbTCvv5+fvWrI6T3Apf7q+3dux/h4WHcOHuHxcfHY8SI0UXSL126zOcBY+ytV6UNtLi4OERENMOTJ09eOZRroX79BkKhUCA29hhOnozBkSPHMHnytEqOlDH2pm7cuIUpU2YIzyYkJydjwoSpCAsLRUREeDVH9+7ici/e3LnzsX79RhARFixYhM8/H1TdIbFKlJOTix9+WIYjR44KaRs2bMLRo8cxbtxX1RgZY4y9WpU20LKysrF27c/o379PmfJfuXIVW7f+KQzKoK2tjeHDh2DhwiWv9RJXxv6Lhg0biQEDPgUADBjwabG/Cr+NunXrjIyMDEilgfD09IWfXwjq1/fBrl3b3orhmd9VXO7FMzIywogRX8HLyw/+/n5o1CiyukNilcjGxhoDBvTHJ598Dm9vf9jb18OSJUuxc+dWYWRSxhh7W1XLM2iFz9Pcu3cD9vb2JeZbuHAxxo2bhJycVOGLxb179+Do6IY9e7YLwzIzxhhjjDHG2LvgrR5m/59/7sHa2krtV18bGxthGWOMMcYYY4y9SzSrO4DSZGdnQ0dHRy2tcL7w5Z4vW758JZYv/xmA6sWSL9+hy1coEZeSWfHBVgMNsQj6WprQ19aCoY4mxO9x9yXGGGOMMcb+KxITE/Hs2aNil73VDTQDAwPhZY+FCuf19fWLXeeTTwbgk08GAAD8/RvgzJkzastz8uQ4fise/77LEAR6/v/i0kAvLCP1fFS4FMLLEenF/wvbeD7zYv7C/yuUSuTKC5Cbl48ceT4ycvPwLDMbTzOykZiehUcpGchXKEsqJhAAmYYYTTyd0DnEE43dHaGlqVFifsYYY4wxxlj18ff3K3HZW91Ac3R0QFLSUxCR0M0xISEBAODk5Pha29TX0UZTL+cKi7EqKJRK3H+WhttPknHryTOcvvsQJ27FQ5b/fCTMfIUSf128jb8u3oaxng4GNPJD3whfmBsV35BljDHGGGOMvX3e6gZas2ZNMGLEaFy9eg2enh4AgDNnzkFPTw8NGoRUc3RVR0MshqOVGRytzBDlUxcAUKBQ4lJ8Av6+dg+/nbiMBykZQv6M3Dws2H0cP+w7ha4hXhjcLAi2ZsYQi7kLJGOMMcYYY2+zt2qQkIkTp8DT0xcymQwA4OHhjg8/bId58xYAAPLz87Fo0RIMHz4EhoaG1RlqtdPUEMPXoRZGtG6A4zMG4a+xfdArzBsG2lpCHlmBAr8cuYDwaSswa2s0kjNzoFCW3FWSMcYYY4wxVr2qtIEml8sRGdkMw4er3uPUrVsfdOjQVVguk+UhJydHeIYLAFavXgEACAhogKCghggNDcH06VOqMuy3nkgkgqedDb7u0QIX5w3F5A6NUENfV1ier1Bi2cFYNJr+EzYcvYD0HBmUyip/uwJjjDHGGGPsFarlPWhVpbhBQt4XCqUS645cwPydR5GSLVNb5lXbErO7R8Glljy5OMoAACAASURBVAX0tLXe65fXMsYYY4wxVtX8/f1w5szxYpdxA+0dJ5PnY96OI/jp8DkUvNC9UVtDjJGtG6BrqBeM9XSho/VWP47IGGOMsUqUkZGBpKQk5OfnV3cojP3naWlpwcrKCsbGxiXm4QYaw73EFIxetxsn7z5WS/exs8bX3aNgZ1kDRro6PJAIY4wx9p7JyMhAYmIibG1toaenxz1rGHsDRITc3Fw8evQI1tbWJTbSSmugvVWDhLDK42Bthl+H98B3vVpCX/v53bKL8YnosGADDl6+g+SsHOTlF1RjlIwxxhiraklJSbC1tYW+vj43zhh7QyKRCPr6+rC1tUVSUtJrbYMbaO8RDQ0xOod6Yf+E/pDa2QjpufkF+OKX3Vi05xiSM7KRkZunNlALY4wxxt5d+fn50NPTq+4wGHun6OnpvXaXYW6gvYcklqbYMqo7RrYKhqZYVQUIwOq/L2DAiq1ISEtHSlYuChQ8JD9jjDH2PuA7Z4xVrDc5p7iB9p7S1dLCFy3DsPrTDjA1eD4k/6X4JHRasAm3njxDSlYOcuX8sDBjjDHGGGNVhRto7zENDTEiPRzxx4jucK9tIaSnZMvQ+3+bcezWfWTJ8pCZm1eNUTLGGGOMFU8mk2HOnDkICQlBZGQkwsLCEBwcjIkTJ+Lq1avVHV6ZLFy4EBcuXKi07bds2RI1atTA1KlTK20f5bVkyRK4urrC3t6+ukPB0aNHERwcDJFIhLi4uDKt8+uvv0IqlVbanWduoDHUrWWJDUO6or2/i5Amy1fgi9W7seHYRcjy8pGalcsvt2aMMcbYWyM3NxdNmjTBpUuXsH//fkRHR+Po0aP48ccfsWzZMsyYMaO6QyyTym6g7dmzB1KptNK2/zqGDBmCsWPHVncYAICwsDBs2rSpXOt07doVCxcurKSIuIHG/iUuyIOrPAFS3XwU/hagJMK8Hccwb8cR5CsUSMnO4efSGGOMMfZWmDx5MuLi4rBq1SoYGhoK6fXr1//PNM4YKw430N5zRIQZM2bA1tYWQz8djF3fT0PywV+hzJcLeTacuIwJG/5CgUKBFB6KnzHGGGPVrKCgAMuXL0e7du2gq6tbZHnnzp3Rt29ftbQFCxZAKpUiIiIC4eHhOHTokNry2NhYREREICAgAJ6enhg3bhwKClTfeV7s0rZz5060bdsWDg4OmDVrFtLT0/Hxxx/D19cXUVFRSE1NVdvu+vXr4evri/DwcISGhuK3334TljVp0gQJCQn4+uuvERkZiUGDBuHmzZuIjIyESCTCTz/9hM6dOwv7DgsLg0gkQv369bF//34AwIABA2BiYoI2bdqUWmbZ2dkYMGAAwsLC4OjoiJUrVwrLFAoFhg4dioCAAERGRiI4OBjbt29XW3/Dhg0ICAhAo0aNEBISgnHjxpWrfLdv3w4XFxcEBweja9euSExMLDXeNynzdevWQSqVIigoCFKpFOvWrVNbfvPmTTRo0ABeXl5o1aoVTpw4UWT/SUlJ6Nq1K/z9/REeHo5evXrh2bNnpcZcYYhk9K5Ofn5+xEo3ffp0gmoQR2rWrBmNGzeOmjRrTlp2LmTddxLZfvqNMHX4dh09SE6lxLRMysmTV3fojDHGGKsA165dq+4Qyu3KlSsEgL7//vsy5V+5ciU5OztTSkoKERHFxsaSjo4O3bx5k4iIkpKSyMTEhH755RciIsrIyCBvb28aP368sI3Dhw8TAJo/fz4REd28eZNEIhF9/vnnlJ2dTQqFgkJDQ2nq1KnCOvv37ydTU1O6f/8+ERHFxcWRsbExHTx4UMgjkUho1apVRWIu/G6Wm5tLSqWS6tevT0qlkhwcHGj27NlCvoyMDAoJCSn1+CMiIsjGxobu3r1LRETHjx8nsVhMx48fJyKi3NxckkgklJGRIRybiYkJ3b59m4iIHj16RBoaGsL6SUlJZGZmVubyjYuLI21tbdqyZQsRET19+pTc3NxIIpGUGvfrlPnevXtJX19fqNfXrl0jfX192rt3LxERKRQKcnNzoyFDhhARUUFBAXXr1o0A0L1794TthIWF0ahRo4T5L774gho2bFgkttKUdm75+flSSW0YzZKbbuxdl5KSgtmzZwMAtm7divbt2wvLftvyO3oOHQ3zZt2gaVgDAHDq7iMMWLoNSwe0g0gkglJJMNDVrpbYGWOMMVZ5an82t9r2/fCHr16ZJy0tDQBgYGBQpm3OmDEDgwcPhqmpKQDA398fXl5eWLp0KRYsWIAlS5ZAX18fvXv3BgAYGRnh008/xYgRIzBx4kS198R16dIFAFCvXj1YWFjAxsYG+vr6AIDQ0FCcP39eyDtz5kx06dIFdnZ2AACJRILmzZtjyZIlaNy48Svj7tGjh3CH8Ny5cwCAfv36YdWqVcIdrF9//VWIqTRNmzaFo6MjACAkJARBQUFYvHgxQkJCoKOjgyNHjsDIyEg4Njc3Nxw8eBDOzs5ITEyEQqFAXFwcHB0dYWlpid27d5e5fJctWwYrKyt07NgRAGBhYYGOHTti7dq1r4wbKF+Zz5o1Cx988AHc3NwAAG5ubmjbti1mz56N5s2b48CBA7h+/Tp27NgBANDQ0MCAAQPUnkMrfJ5x8+bNQtrAgQPh6emJS5cuwdvbu0xxvy5uoL3Hfv/9d8hkMjRr1kytcQYAXTp1xLJlSxGzdx3qdR2C9H97NV55mIS+P2zByk/aQ2xkAAURjPV0qiF6xhhjjL2vatRQ/XiclZWlln727FmMGjUKWVlZePbsGeLi4pCZmYn79+9jzZo1+Ouvv4S8WVlZwvpXrlyBk5OT2qh8zs7OkMlkuHPnDry8vIT0mjVrCv/X19dXmzcwMEB6erowf/nyZcTHxyMyMlJIS05ORp06dcp0nMXl69evH6ZNm4aYmBiEh4dj3bp12LJlCwBg9erVWL16tZA3Ojpa+L9EIlHbjpOTE65cuQJA9c6uQ4cO4ZdffkF+fj40NDRw/fp1JCQkAACkUil69+6Npk2bIjIyEt26dUPPnj0BoEzle/36dTg4OKjtv7DRWhblKfMrV64gPDxcbX1nZ2ehS+j169chEonUyuPlWC5fvgyRSIRu3boJaQqFAhKJBAkJCdxAY5WnsO+vv79/scuDAgJw6OBBRBjKcVXbGneTVP177yal4qNlW/HToPawNDZCWo4MJno6/JJLxhhjjFUJFxcXGBsbFxlK38/PD9HR0Vi9ejX69++vtmzEiBEYOHDgG+9bQ0Oj1Hki9VGvu3fvjlmzZlXIvgBVY6JJkyb4+eefYWlpCUtLS1hYqF6X1K9fP/Tr16/c+9m8eTM+/vhjREdHIywsDAAQGRkpHItIJMKaNWswZswYrF69GhMmTMC8efMQGxsrxFje8i3P98bylnl5lRTLvn37oK1d9b3FuIH2HrO2tgYAnDlzptjlsbGxABF87K3wcZMWGL/pIK4+SgIA3Huahv4/bsWyge1ha26MtGwZahjociONMcYYeweUpZthddLU1MTAgQOxdu1aLFiwoNSujkZGRpBIJLh586Za+tatW5GTk4OePXvC09MTK1euBBEJ32Xu3r0LXV1dODs7v3acXl5eRfZ79OhRnDlzBsOHDwcAiMXPx+zLysqCgYHBK79P9e/fHwMHDoSOjk6RhmhJ4uPj1ebv3r0rdAOMiYmBra2t0DgDALn8+YBxjx49Qnx8PEJCQjBv3jyMHj0aDg4OOHjwIDp27PjK8nVzcyvSnfHleCqKp6cn7ty5o5Z29+5d4S6om5sbiAhxcXHCZ/tyLF5eXiAi3Lp1C56enkL6sGHDMHbsWNSqVatSYi/Eozi+xzp27AhdXV3s378fW7duVVu2detWHDhwAHp6eujSuTN87GthTvem8KpjJeS5n5yOgcu34nFKOkRiEVKz+V1pjDHGGKsa06dPh4ODA/r06YOMjAwhPTU1FUePHlVr5EyaNAlr164VXkSckpKCSZMmCV/ahwwZguzsbKxfvx6AqqH0448/YuTIkWrPn5XXpEmTsGvXLuH5sdzcXIwfPx4uLs/fPWtlZYWUlBQAQGBgILKzs1+53Q8//BBaWlrYtWsXoqKiyhTLrl27cO/ePQDAiRMncOrUKQwdOhQA4O7ujsePH+P69esAgHv37uHixYvCurdv38aYMWOEUS2VSiWICHXr1hWOs7TyHTRoEJKSkoSumMnJydi4cWOZ4i6vCRMmYMeOHUKD8caNG9ixYwfGjx8PQPUsnpubGxYtWgRA1XXxhx9+UNtGZGQkGjZsiFmzZkGpVL1iaseOHYiNja30xhkAHsXxfffiKI5NmzalcePGUdOmTYW06dOnC3nzCwoo9nY8tZi1Wm10x5AJP9LVBwmUniOjZxnZpFAoq/GIGGOMMVYe/8VRHAvl5OTQjBkzyN/fn8LDw8nf35+kUil99tlndP78ebW83333Hbm5uVGDBg0oPDycdu7cqbb81KlT1LBhQ/L39ycPDw8aM2YM5efnExHRzp07ycfHhwBQREQEJScnU7NmzUhHR4dcXFxo/fr1NH/+fJJIJGRiYkKdOnUStrthwwby8vKi4OBgatCgQZERG7du3UouLi4UEhJCEydOpIcPH1JERAQBIB8fHxo9enSxxz5o0CC1USZL0qJFCzIxMaGhQ4dSjx49KDQ0lOzt7Wn58uVCnvz8fPrss8+oTp06FBUVRQMHDiRvb2+SSCQ0Z84cevLkCfXr14/8/f0pIiKC/P396eeffy5X+f75559Ur149CgwMpPbt29OUKVNIR0eHIiIiKC0trUjcb1Lma9asIR8fHwoMDCQfHx9as2aN2rZv3LhBoaGh5OHhQc2aNaMVK1YQAAoKCqLo6GgiUo1U2a1bN3J1daVGjRpRp06d6NGjR0REtGnTJrXYCke7fNnrjuIoIpK9s7c8/P0blNh9j6kQEWbOnInZs2dDJpMJ6bq6uhg/fjwmTpyo9guUPF+B83EPMX1LNC4+eP7+CicrUywb2A62ZiaQFyhgaqAHsZi7OzLGGGNvu+vXrwtd3dh/R7t27TB//vw36oLJKldp55a/vx/OnDle7DLu4vieE4lEmDRpEh49eoQVK1ZgxowZWLFiBR4/foxJkyYV6QOtraUBH/tamNgxEl62z7s73k1KxdCfd+Jxaga0NTW4uyNjjDHGWAX77bffcOvWLcTFxSEvL48bZ+8oHiSEAQDMzMwwYMCAMuXV1dKCj6QWJnSIwJQtB3Hziarf9PUnzzByzW4s7NsKNjWMkZqdy3fSGGOMMcYqSFJSEpo1awYrKyssX768usNhleSdvoNWkHkXmeenIvf+HyjIuA0iZXWH9M7Q19GC1KEWJn7YCA6WNYT0i/GJ+Gr9X0hIy4COlgZSsnP4ThpjjDHGWAUYMmQI7t+/j9jYWNSvX7+6w2GV5J2+g0byNGRdnCbMizT1oVnDE5qm3tAy9RL+FeuaV2OU/12Gujrwc7TF5HYRmPj7ITxKzQQAxP7zBJN+PYCZ3ZrBpoYRUrJzYGagz3fSGGOMMcYYe4V3uoH2MirIQf6z08h/dhq5L6SL9W1faLB5Q9PUC5omrhBpVP2L6f5rjPV14V/PDpM6hGPy5sNIysgBABy99QAzfz+EiR0bcyONMcYYY4yxMnqnG2gahvYw8OiI/NRLKEi5BKUssdh8ypxHyMt5hLxHfz1PFGtBs4YntMzrQ8vMF1rmvtA09YZYq+QXIb6vTA31EFTXHpPaR2LK74eQkq0aDfLA1ThoacVgfPtIWBobICU7B6YGetAQv9M9axljjDHGGHtt73QDTaxjDuOAb4V5RW4SClIvqxpsqZdU/0+7CihkRVdW5qMg5TwKUs4jFz+r0kRiaBq7QFNotNWHlll9iHVMq+iI3l6WxgYIdZVgfLuGmLE1Bum5eQCAPRfuwFBHG6NaN0QNQ12kZufynTTGGGOMMcZK8E430F6moWcFDb0m0KnVREgjZQEUGXf+bbQ9b7wpsuKKboCUKEi/joL065D9s+H5dg0doGVeH5pCo80XGvo2VXBEbxfrGkZo4GqPsW0Js7bHIEsmBwBsOXUNRro6+Kx5MAz1tHl0R8YYY4wxxkrwXjXQiiMSa0Kzhis0a7gCDl2EdGVeGvJTLiA/5Rzyk8+p7qal3wCKGQlSkXUPiqx7wP0/hDSxfi1oWQRC2yIAWhaB0DL3h1inRpF13zW1zWsg2NUOXxaE4psdR5GbXwACsDrmAkz0dNAnwhe62lpIy1E10l5+zxpjjDHGGGPvM34YqARinRrQqRkJQ4+RMA1fB8v2V2HTMxPmrU7AOPh/0Ks7AJrmvoBYq9j1lTmPkRe/DZnnJiBlXzMkbjRF0h8uSIvpjexr30OedBJUUEzXyv84kUgEJytzhLhJ8FmzAGhrqKqYkgiL953GH6evIE9RAE0N1cusiXgIfsYYY4yVz7179xAZGQldXV3Y29tj0KBBlbq/4cOHY/jw4cJ8Wloapk6dirS0tFLX69+/P2xsbNCvX79S87Vv3x7fffddRYT6xr777ju0b9++zPnHjRsHe3t7REZGVl5QZbRlyxZIpdJy3QBYtGgRXF1dYW9vX3mBldN7fwetPESa+tC2Coa2VbCQRgo5CtKu/Xun7TzyU86hIOUCqCCnyPqKjFvIzbiF3H/WFW4Qmmbe0LYIhNa/d9o0TdwgEmtU1SFVCrFYBBcbCxR4KpGdI8eKmHNQKAkFSiXm7TwGI10dtKzvCg2xGGnZMtQw0OU7aYwxxhgrMwcHB0RHR8Pe3h79+vXD1KlTK3V/tWvXVptPS0vDtGnT0K9fP9SoUXIPqVWrVr2ycQaojsfG5u14PMbGxgaOjo5lzj9nzhzo6OggOjq68oIqo06dOsHCwgKNGjUq8zpffPEFTExMKr0OlQc30N6QSEMbWuZSaJlLgbqqNFIqUJB+/d8h/WMhf3YaBSmXACpQX5kKUJB8DgXJ54CbS1Xb0zSAlrkftCxDoG0VCi2rEGjoWlbxUb05TQ0NuNpaIt+vHtJkufj11DUQAbJ8BWZs/Ru62ppo6l0XIrEIaTky1NDnRhpjjDHG3k5ffvllpW7/bbl7BgDdu3dH9+7dqzuM9xp3cawEIrEGtEw9oV/3I5iE/AjLtmdh0zND1T0ycBH0HHtBw7hesetSQTbkiTHIvvINUg+1Q9ImKyT9UQ9pR/oh5+Zy5KdeBikVVXtAr0lHSxNuttboEOSFFp7OQnqmTI4Zf/yNo9fvQ/PfRllazrvX3ZMxxhhj1W/v3r0IDAxEUFAQvLy8sGDBArXlCQkJaNWqFerVq4dmzZph3bp1EIlEkEql+PXXXzFv3jy1LnCXL19Gt27dAADdunVDZGQkfvzxx1JjUCgUGDVqFCIjIyGRSDBjxgxh2ahRo9S6CN68eRORkZEQiURYsWIFOnfuDB8fH7Ro0QIpKSlq2123bh2kUimCgoIglUqxbt06YdmLXQ/nzp2LRo0aoW7duti9ezcuXryILl26wMXFBcOGDRPWWbt2bZEugmlpaejfvz8CAwMRERGBhg0b4tixY2X/AKDejXD16tWIioqCo6MjVq1ahQcPHqBnz57w8PBA9+7dkZeXp7buggUL4OXlhaCgIAQGBmLv3r1qy0+cOAEfHx/4+fmhXbt2uHXrVpH937lzBy1btkRQUBDCwsIwZMgQZGdnl+sYqhSRjN7Vyc/Pj95mClkqyR7tp8yLsyj5YHtK+LUWPV6FV05P1hnTs73NKeP8VJI92keKvPTqPpRSpWXnUvSVu9R5/nqy/fQbYQqe+CMduHSbsnPzKCUzh1Kzc6s7VMYYY+y9c+3ateoO4bVJJBKaMmVKicuvXr1KWlpaFB0dTUREjx8/plq1atHy5cuFPFFRUfTBBx+QQqEgIqJhw4YRADp8+LCQZ9WqVSSRSIT5e/fuEQC6d+/eK2Ps27cvGRoa0smTJ4mI6Pbt22RoaEgbN24U8kyZMoUiIiLU1gNAbdu2pfz8fCooKCB/f3+aPHmysHzv3r2kr68vfH7Xrl0jfX192rt3r9p2DQ0N6e+//yYiouXLl5O1tTXNnTuXiIiePXtG+vr6QvkQER0+fJgACPPXr1+noKAgksvlREQUExND5ubmlJqaWmr8L1u1ahXp6urSunXriIho3759pK2tTZMnT6aCggLKzc0liURCq1evFtZZtmwZ1apVix4/fizEpqWlRVevXiUioszMTDI3N6dvv/2WiIiys7MpPDxcLf68vDxycnKixYsXExFRQUEBdejQgXr37q0W24ufb0Up7dzy8/Olktow3MWxGol1akCnVlPo1GoqpCmyH0H+9CTyn56A/OkJ5D87AyjlautRfgbkj/dB/njfvykiaJp6QtsyFFpWodC2agANI8e3psugib4uPOxsMLhpILJkebj08CkA4EFyBuZsi8GUTo0Q6FQbOfICpOfIYKKvW80RM8YYY++3J6ur7ztEzX4VN4DYN998Az8/P0RERKi2XbMmevfujVmzZmHgwIG4efMm9u7diwMHDkAsVnUsGzZsGL7//vsKiwGAcJcLAJydndG2bVt8//33wp24knTu3Bmamqqv6w0bNsSFCxeEZbNmzcIHH3wANzc3AICbmxvatm2L2bNno3nz5kI+a2trhIeHAwAaNGiAxMREhISEAADMzc3h7u6O8+fPC2X0MkdHR/z555/Q0tIS4tDS0sKpU6cQFRVVrnIgInTt2lWIRS6Xo27dutDQ0ICGhgYCAgJw/vx59O3bVzjGPn36oGbNmgCAyMhI+Pr6Yu7cuVi9ejU2bNiAzMxMfPrppwAAfX199OnTBzExMcI+N2zYgISEBCGPhoYGPvroI+EzKO0ZwurCDbS3jIaBLfQMOkLPviMAgBR5yE8+B3nSceQ/PQ554jEoZYkvrUUoSL2MgtTLwK1lAFTD/Gtbh0PbOgLaNuGqwUeqscFmYaQPdzsrDG0Rgjl/xuCfp6pRj248eYaFu45h9Afh8HOohcw8OTJz82Ckp1NtsTLGGGPs3XDlyhW4u7urpTk7O+P+/fvIzMzEjRs3AKgG6ShkZ2f3Wvv666+/8PXXXwvzmzZtEgb+kEgkanmdnJywZ8+eV26zVq1awv+NjIyQkZEhzF+5ckVoeBVydnbG/v371dIKGzeAqgHzcpqBgQHS09NLjEFTUxPr16/Htm3bAABisRipqalISEh4Zfwvs7S0FBqcr4olMzMT8fHxcHZ2VtuGs7MzLl++DAC4fv06rK2thW0BRT+/y5cvQ6lUokmT5+9BzsvLg52dHR4/fswNNFZ+Ig0daFuFQNsqBMAoEBEUWXHITzoO+dMTkCcdR0HqxSLvZ1PmPIbs3ibI7m0CAIh1LKBl3RA6NhHQtg6Hpql3lY8WaVPDGO51FBjZMhQz//wbCemqvr+n/nmMZftP4fMWIZBKaiI9Nw9ZsjwY6nIjjTHGGGNV63V/0G7RogVatGhRobFoaDz/riYSiV7r9UQvbqOktNK2O3/+fMycOROnT5+Gi4sLAMDe3r5aYimL4j4/U1PTt2KUybLiBtp/jEgkgqaRAzSNHKDn1BMAoMzPQv6z06q7bEnHIE86DsrPUFtPmfcMefFbkRe/VbUdLWNoW4cJd9m0LPwgKuGdbhXJzqIG8goU+LJ1GGZt+xup/w4Osv/qPRjr60C7USDca1siLVcGEUQw0NWu9JgYY4wxpq4iuxlWh27dumHTpk3w9PQsMmjE3bt3IZFIYGRkBFdXVwDAP//8IwwtHx8f/8rtF3aHLJSZmQkjI6MS87+8zbt37wpdE1+Xp6cn7ty5U2S7Xl5eb7Tdl8XExEAqlQqNMwCQy+WlrFExjIyMYGdnV+oxurm5ITExETk5OcJdtJfL2svLC4sWLUJaWppwt0yhUOCjjz7CsmXLoKv79j1aw6M4vgPEWobQqdkYRj4TYdZsD6y7p8Ci7VkYB3wHHbsPIdIxL7IO5Wcg7+FuZJ4di+TdIUjcUAPJe5si88J0yBOPgBSVc+KJRCI4WpnCS2KNL1oEwVDneaPwj9gb2HzyIm49eQpTAz3kyPORk1f5FwDGGGOMvVtOnjwJABgzZgzOnj2LI0eOAFCN2Lh27VpMmDABAODi4oKoqCgsXrwYSqWqN9Ly5ctfuX0LCwuIxWKkpKQgISEBjRs3LjX/qVOnEBsbC0A1ouCOHTvURk98HRMmTMCOHTtw8+ZNAMCNGzewY8cOjB8//o22+zJ3d3dcuXIFiYmqR2xOnjz5Wt0bX8eECROwdu1aYX8xMTE4e/YsvvrqKwBAjx49YGRkhB9++AEAkJubi59++kltGz169IC9vT1mz54tpP3www/Iy8t7KxtnAHgUx/eBUqkgecoVyrr+A6VEd6OETTVfPVLkWgNK3teCMi/PI/mzc6RUKio0pjx5AZ2795C+2xFNTsO+FUZ2rPPZXJq3NZpuPkqi/AIFJaVnUU6evEL3zRhjjLHn/oujON69e5eCgoJIW1ubbG1tKSgoSG3S1tYW8u7Zs4cCAgIoMDCQPD09hRH/Cj158oRatGhBdevWpaioKNq6dSsBoKNHjxIR0dy5c8nFxYV0dHQoIiKCMjMziYho/Pjx5OHhQYGBgbRt27Zi4+zXrx9ZW1tTt27daPDgwRQeHk516tSh6dOnC3lGjhxJEomETExMqHXr1vTw4UOKiIggAOTj40MHDx6khQsXCnm6du0qrLtmzRry8fGhwMBA8vHxoTVr1gjLZs6cKazTu3dvunr1KgUFBREACgoKoqtXr1Lv3r3JxMSEJBIJzZw5U9geAIqIiKDbt29Teno6devWjezs7Kh169Y0YsQIsrGxIRcXF1q1ahWNHTtWLf7irFy5UijDZs2aUXJycpFjHD16NFlbW5O1tTUNGTJEWPfbb78lT09PCgwMpICAANqzZ4/ato8fP07e3t5Uv359atmyJS1YsECI/8aNG0REdOfOHWrVqhV5eHhQopJl/gAAIABJREFUZGQkffTRR5SerhoFfeHChcV+vhXhdUdxFBHJ/tv3sEvh798AZ86cqe4w3jpEBEXmXcgTYyBPiIE88W8osuJKXUekYwYdm0bQrtkEOjWbQMO47hsPOpKTJ8fVB4n468JN/Pz3BeQrVL9caWmIMaZtA7SQuqK2uQn+efgYB//ajeSnSbC2tkbHjh1hZmb2RvtmjDHGmMr169ffuLvdf9nTp09haWkpzD9+/Bi2trZ4+PAhbG1tqzEy9l9X2rnl7++HM2eOF7uMn0F7D4lEImgaO0PT2Bn6dT8CACiy4iFPPIK8hGjInxyEIuue2jqUlwLZ/d8hu/87AECsXxs6NZtAu2ZjVYPNoPwXMH0dbbjaWiK/QIH0LBk2x16Hggj5CiXm7zoBAx1tXDq0G0vmfQ05xFDm5QJKBYYNG4bx48dj4sSJb82rBBhjjDH23/Tpp5/i008/FUb5+9///ofIyEhunLFqww00BgDQMLSDnmFPYeCRgsx7kD85iLwnByF/cghKWZJafmXOQ+Te/QW5d39RrW/sAp1aTaBTsym0azaGWNukTPs10tNFPVsrtAlwR0ZuPvZcvg0CkJtfgCm/7sfjv36DHGI0CQuFp68/rpw7gwP792Hy5MkAgEmTJlVcITDGGGPsvdOuXTuMHTsWBgYGkMvlkEgk2LhxY3WHxd5j3MWRvRIRoSDt6vMGW0I0KD+z5BVEGtCyDIGObQvo2EZBy9wXIlHp49EkpGXg2oMkrDh8GkduPBTS8zNS8UloPQzr1RnGerpIz5Hh7wP70KVTR+jq6uLx48cwNTWtqENljDHG3jvvexdHxirL63Zx5FEc2SuJRCJomXrCwP0LmDXZDuvuKTBvdQKG9WdC26YRIH7pfWWkQH7SUWSdn4jknQFI+tUGqTG9kHN3LRS5L79kW8XaxAiO1mbo09APPnWshHQtY1McTpDj3D+PkJOXD2N9XUQ0bY4mTZtBJpPh999/r8xDZ4wxxhhjrEpxA42Vm0isCW2rYBj5TIB5i0Ow6ZEKs+YHYOA1DlrmfkXyK2VPIftnPdKP9EHSrzZ4ut0XGWfHIy/hb5AyX7VNkQgSS1M425jjs2ZBqCEuENaPe5aOhbtP4Ow/DyEvKICRng68/s/efcdXVZ8PHP+cu1fGzQ4h7L1HoigKosE9cNTWWrVV6qjWVuuvtQ6Koqi1Vq22Wke1VmsFESfKEMSBIpsAYScBspOb3Ju71/n9EQlcEzCQcQM879err5L7fM85z6Fiee73+32+4/NB0XRZm1chhBDieKa283BgIUSs9vyZkj1oot0Unblp/1mPs2D8bCK+aoLliwmUfUKgfCFRf03M+LBjHWHHOjyFj6DoE5o6Q/Y4B2POufTNyCUYDjM5y8ScLRUYk5u6KhXuq+alpavR67Tk9evJxrWr0ZgsZGRmxuOVhRBCiOOGXq/H5/M1H/QrhGg/n8+HXq//4YGtkD1oolOpapSwY31TsVa2kGD1ClDDhxyvTRqCvscF7AiPpmD6U5jzz0FvS26Onz+qP/00Xv54yy8wW61s3FxE35wstBqZDBZCCCGOhsvloqqqipycHMxms3RIFqIdVFXF5/NRVlZGZmYmiYmJrY6TNvsibhRFgz51HPrUcdhG3UM06CJYsfS7gu0TIp7SmPER51Yizq3kAuvvMrNwawkrlTNY6RtJY8TCgg07ca5bjj6jJ/930w1kp6dR7/GRYrWg0cj/oQghhBBHav9fIMvLywmFQnHORohjn16vP2xx9kO6fAbt/fc/ZNasRzCbTUQiEZ5++gny8lruW9pv+fLPuffeP6EoCqFQmCFDBvHXv/65TQcVywxa96aqKhHX9ubZtUDlMoj4Wx0bVjVsaOzDFw1D+cIxmKSInQd+cx3j++bgDYYIhiPYrWYp0oQQQgghRLd3uBm0Li3Q1qxZy+TJU/n22y8ZNmwoH364gOuum87mzWvJyspqMb6hoYHc3AE88sgsbrvtFqLRKFdeeTWKojB37n9/8HlSoB1b1LCXQMUyAns/wL/vQ6LeskOO3eNPw598JmmDrmDIqIvxhCAcaSrSZGmGEEIIIYTozrpNm/1HHnmcc86ZyrBhTecBXHjh+WRmZvD3vz/f6vhdu3bjdrs566wpAGg0Gs488wwWLVrSRRmLrqToLJhyLyDp1OfJ+NFe0i5ai23sg2BvOcPay1TLIP8cUjZeSeX/MoisvA5171vU11dIJyohhBBCCHHM6tICbcmSpeTljYv5LD9/PIsXL211/PDhwxgyZDD//e//APB6vbzzzrtkZma0Ol4cPxRFQZ86loTR95N18SqCZxVR0Xs2RZGT8EYMMWM1YRf+krcIrryewAe9qf64AE/RP4h4y+OUvRBCCCGEEEeny5qEOBwOnE4n2dmxSxmzsrL4+ONFrV5jMpn49NOP+dGPfsprrw3E6XRhNBp5441XuiJl0U0oikKvnoMJ6n5Jrf0yZixfSbByOaclF3F6chHZxoYDg9Uw0eqluKqX4lp5K/r0CZh6X4ap16XoEgfE7yWEEEIIIYRogy4r0DweDwBGozHmc6PRgNfrbfWaxsZGpk69gIsuuoBHHpmF1+vl5ZdfJScn55DPeeGFl3jhhX8BUFFRSWFhYQe9gYi3cCSK19HI6bmZzKkbz+Olg3m89BL6mys5N2M7F2fvJCW6PeaaUM03hGq+oXH17wmbBhC0n0Ug+Swi5sEge9WEEEIIIUQ302UFmtVqBSAQCMR8HggED3kw4ssvv8ru3cXMnHkfiqJgtVoZNWoEkydPZfv2QpKTk1tcc+ON07nxxulAU5OQkSNHdvCbiHgaFgqztbyanJ65PPXJCrZVOtjly+bvpdks9E9jxnmDGKJdhbHmY4JVy0GNNF+r8+9EV7ETS8U/0dr6YOp1Kabel6FPPwVFo43jWwkhhBBCCNGky/agpaSkkJycTGVlVcznlZWV9O/fr9Vrtm/fQVZWJiaTqfmzvn37UFNTw/LlX3RitqK7Mup1DMxKo0daEjcXnEyv1ITm2M6qep5cVsoW/cVEJrxH+o8q0Y5/Hm2PC0FrirlPxF2CZ8uT1H18OtVzetCw4kYCZQtRo3L+ixBCCCGEiJ8ubRJSUHAmq1evjfls9eq1FBRMaXV8Tk4PampqiUQOzIJUVFQCYLGYOy9R0a1ZjAYGZqfSJz2ZmwvyyUw8MAO7rrSSF5asYeOeChoiZtKG34jmlP+RMK2M5DPmYur3UxR97KGBUX81vu0v4lh8LlVvZdHw1S8JlC9GjYa7+tWEEEIIIcQJrksLtLvvvouFCxdTVLQVgAULPqGiopJbb70ZgPvu+xMjRozD7286rPiqq64kGo3yj3/8E4BIJMJf//o3cnN7csopE7oyddHNJJpN9MtKZXB2BreclY/dcmCGbMXOvbz+5XoKSytp8PqxW834VCNq9sXYJ71B5k9qsBd8jGXQjWhMsR1B1YAD346XcCw6m+q3snGuuJlAxVIp1oQQQgghRJfosj1oAOPHj+ONN17l2mtvwGw2EYlEWLjwg+ZDqv3+AF6vt/kcq379+rFw4Qfce++f+N//5uD3B8jJ6cHChR9is9m6MnXRDaUmWIhEU4iqKjedOY5/fLoaly8IwJJNxVj0ehRFYUyfbFJsZhxuH9A0A2fqeS6mnueSOOEfhGq+xl/6Dr6SuUS9+5rvHw3U4t3+T7zb/4nGlIGp9+WY+lyJIfN02bMmhBBCCCE6haKq/uP2VN+8vImsXr063mmITlZR72J3dR0rtpby0rJ1eIJN+8gU4KoJw7kgbyhj+/bAajTgcPuwGvVYjIYW91HVKKGab/AVz8FfOpfoIc5R05izMPW+AnPfK9FnTERRunQiWgghhBBCHOPy8sazevWKVmNdOoMmRGfISk4gFIlyyiDw+IO8sWITvlAYFXhz5WZMhqaZtHF9crBbzdR7fCiKgtmgj7mPomgwZJyKIeNUEk/6K6HqFfhK5uAvmUvUV9k8LuqrxLv1Wbxbn0Vj6dFUrPW5En3GKVKsCSGEEEKIdpECTRzzFEUhNzWJcCTCWSMG4A2GmLdqK4FwBFWFV7/YgNWgR9FoGNc7u7lIA1oUaQfuqcGQeRqGzNNIzH+SYPWX+Evm4C95m6i/unlc1FuOt+hveIv+htbaC1O/n2LudzV6+4gueXchhBBCCHF8kQJNHBcURaFPegqhaJTzxg3BF4jw4YbthCJRoqrKc0vXYDLpUYDxfXq0qUhrvrdGizFrMsasySSe9DeCVZ/jL34Lf+k8ooHa5nERzx48hY/iKXwUnX0U5n5XY+53FVprbme+uhBCCCGEOI7Ieixx3NBoFPqlp5CZZOPSk4ZSMLwfWo0CQDga5emPV7KptIJ1JeWEIxHsVjNufxBfsO1nnykaLcbsKSSd+jwZP64g5ezFmAf9EsVgjxkXrt9I45o/UD23N3WfTMG7/SWigYYOfV8hhBBCCHH8kQJNHFf0Oi39M1NJS7byk1NGMnlIHzRKU5EWjER4/MOv2LS3gg0lFUSj0aMq0vZTNDqMPQpIPvUFMn9cif3M9zD1ufJ7h2KrBCs/w7nil1S9lYlj6WX4Suahhv0d9MZCCCGEEOJ40uYljjt37uL551/E4/Hw3HPP8OabbzFy5AhGjBjemfkJccSMeh0DMtNQVfjZaaMIhiJ8tXMPqgqBcITHP1jB/dNOB2Bs3yNb7tiamTNnHvTrt4gGXfj3zMe3+w2CFZ+CGm0KRoME9swnsGc+ij4JU5/LMfe7GkPmZGnbL4QQQgghgDa22V+27DPOP38aI0eOwOPxsHnzOt59933uv/8BHn/8Ec499+yuyPWISZv9E5vbH2RnZS3VjkZeWLaalbvK2P8Pu8Wg40+XTWJAVgZj+/ZAo9FQ7/FhMxmOqEhzOBykpqY2/1xXV0dKSkrzzxFvBb7i/+Hf/QahujWt3kNjycHc9yrMA66T5iJCCCGEECeAw7XZb9MSxwceeJgvv1zKt99+SUZGOgDTpl3M8uWLeeyxv3RcpkJ0IJvJQP/MFFKTbNwwZSzj+/ZA+S7mDYZ5cP4XFFfXsq64/IiXO6qqyqxZs8jJyYn5PCcnh1mzZjUftq61ZGMbfgdpF60m/dKt2EbfjzahX8w1UW8Zns1/ofa9kdR+kIen6Fmi/roO+T0QQgghhBDHljYVaIqiMH78uOZf75eSkkIkEumczIToAAlmE/2zUklPSuAXk8cyuldmc8wTCPHAO59TWlvXokjzBoKHve9DDz3EjBkz8Pv9TJ06lT/+8Y9MnToVv9/PjBkzeOihh1pco0saTMLYB0m/bCep53+NZchtaEzpMWNCdWtwrfw1VXOyqV92Bf69H6JGj3x/nBBCCCGEODa1qUBraHDicrlafF5aWkpdnaPDkxKiIyVbTfTLTCUnJZHpZ4xnRM8DRVGjP8gD8z5nT119c5GWYjPjCYQOWaQ5HA5mz54NwPz581m0aBGzZ89m0aJFvPPOOwDMnj2b+vr6Vq9XFAVDxgSSJjxDxpVl2As+wtTnx6AxHhgUDeEvnUf9pxdRPScX16q7CNUXdtDviBBCCCGE6K7aVKBdc81Pyc+fyJ///ATV1TX861+v8vvf38OECZO56abpnZ2jEO2WYrPQOzOFnLRkpk8Zz7Aeac0xpy/Ag+8sp8LZyLqSCiKRpiLNGwzh8bcs0ubNm9c8czZt2rSY2KWXXkpBQQF+v5958+b9YF6KRo+p5/nYz/gfmT+uIHHCc+jTTo4ZE/VX4dn8BLXvjaLmg/F4ip4h6q89xB2FEEIIIcSxrE0F2p13/obf//5OnnvuBbZsKWL69FuYO3ceDz88k9tvv7WzcxSiQ6QnWOmdnkyvdDs3TsljSNaB5h71Hj8z5iylvN7ZXKTZrWZ8oRBufyDmPlVVVQDk5eW1+pz8/HwAKisrjyg/jdGOdcjNpF34DWnTtmAd8Qc05uyYMeG6tbhW3k7VnB7UL7sc/94PZAmkEEIIIcRxpM3noN1wwy8oLt6Gy1WDy1VDcfE2rr/+552YmhAdLyPJRu+0ZHLTk5l+5jgGZhzouOjw+PjT3KWU1zfEFGn+UDimSMvMbNrHdqgOoatWrQIgKyvrqPPUJw8lMe9RMn60B3vBx4dYAvkO9Z9eTPWcnrhW3UW4YetRP08IIYQQQnQPR3xQtc1mw2azNf98770zOjQhITpbZnICPVOT6Z+Vyk1njad/ur055vD4mTF3Gfu+25MWCkdIsVoIhCI0+pqKtMsvvxyTycTixYuZP39+zL3nz5/PkiVLMJvNXH755e3OVdHoMPU898ASyFOeR58+IWZM1F+NZ/MT1Lw7lNoFp+Pd+W/UsLfdzxZCCCGEEF3vkOegPfjgw226wauv/ofdu7vnN/dyDpo4FFVVKXc0UlbfQHFFHX//dBW7qxua43aLiZmXn0HP1GRG98nGoNPR4PWh1WhIspiYNWsWM2Y0fTlRUFBAfn4+q1atYsmSJQA8+OCD3H///Z2Wf7hhK95d/8a36zWi3vIWcUWfiLnf1VgG/RJ96thOy0MIIYQQQhy5w52DdsgCzW7PYsyYUc0/r1q1hpQUO7165aIoCnv27KWiopKJE09h2bJFnZN5O0mBJg5HVVXKHC7K653sLq/juaWr2HVQkZZkMfLg5WfQI8XOqN5ZWIx6Gjx+FI1CosnAww8/zOzZs/H7/c3XmEwm7rnnHu67776YIyk67R2iEQLli/DteAn/nvdBDbcYo0sdh2XgLzH3uwqNIanTcxJCCCGEEId3VAXaRRddxgcf7G8Z/hiDBg3kiisuixkzb9581q5dx8MPP9jBKXcMKdDED1FVlX0OJxX1LnaW1/LPpatjizSzkQcuP4Os1GTG9s5uKtK8flCb2vfX19eTmnqg2YjD4cBut7f2qE4X8Vbi2/Ua3h0vEXHtaBFXdBZMfa7EMnA6+oxTu6SAFEIIIYQQLR1VgXawqVPPZ/HiBa3GCgrOY8mSj9uXYSeRAk20xf4irayukV2VNby4bA07qw6cYZZoNjLz0sn0SEtmdO9sEsxGGrx+otEoyRYzDz74QPPYmTNnxuENYqmqSrDqc7zbX8Rf8jZEAy3G6JKGYh40HUv/a9GY0lq5ixBCCCGE6CztLtD69BnE+vXfkpycHPO5w+Fg3LgJlJRs75hMO5gUaKKtVFVlb52TckdTkfbSsjXsOLhIMxmYefkUslKSGN07kySLGZcvQCgcwW41o9F0z9moaKAe3+7X8W5/kXBrB11r9Jh6XYpl8E0YsqbIrJoQQgghRBc4XIGma8sNLrroAsaNm8C1115Nnz69Adi9u5jXX3+TadMu7rhMhYgTRVHITU2C776umH7meP712Vq2VTgAcPmD/GneMu65ZCIqMKpXJnarGbc/gMPjxW41o9UccVPUTqcx2rEO/TWWIbcRql2Fd8dL+He/iRp2Nw2IhvCXzMFfMgdt4mCsg2/GPOA6NMb4LNMUQgghhDjRtWkGLRKJ8Pjjf+WZZ56joqICgOzsbG6//VfcddcdaLXaTk/0aMgMmjhSqqqyt9ZJRX3TTNory9dTVFHbHDcbdPzhgokM7JnB8J4ZpCVY8fiDeIMh7FYzOm33K9K+LxpqxF88B+/2FwnVrmw5QGvG3PcnWIbcgiEtv+sTFEIIIYQ4zrV7iePBXC4XAImJie3PrJNJgSaOhqqq7Kl1UtXgpqTawcvLVrO5/ECRZtRpufOcCQzrnc2wnulkJifgC4Zo9AVItpox6LrnFxatCdUX4t32T3y7XkMNNbaI61PHYxl8C6a+P0Gjt8YhQyGEEEKI48/hCrQj/ro/MTExpji7887fH31mQnRDiqLQKy2JrGQbfTNTuOmskxjTK4P9u7MC4Qh/+eRr1uzew5ayGvbVOTEb9CRZTDR4fPhDLVvdd1d6+0iSJjxLxpXlJJ3yT3QpY2Liobo1OFdMp3pODs6VtxNqKIpTpkIIIYQQJ4Y2z6B9+eVXfPzxQiorq1DVA5d88sliysuLOy3B9pAZNNEe+7s7VtW72FPr5D9frGdNSSXR7/7512kUpk8az8ThfeiTbqdvhp1QJEK920eC2YjZoI/zGxw5VVUJ1azEu+05fMVvtdoB0pA5GcuQWzD1uhRFa4hDlkIIIYQQx7Z2z6C9/PIr/PjH11BcXMKCBQtRVZVAIMDixZ8yfPjQDk1WiO5CURR6piSRZU8iN8POdZPHcVK/Hmi/69gYjqq8sHwNi9dto7i6ju0Vteg0GlJsFtz+IG5/y+Kmu1MUBUPGBJJP/zeZV5aRkPcXtAkDYsYEq5bTsPwnVM/thWvtvYTdpXHKVgghhBDi+NOmLo4vvPAvNm5cRWpqKlOmnM0rr7wINLXZ/+1v7+rUBIWIJ0VRyElJRKMoKCr8fNI4dDoN3+wsIxyJElVV/vN1Id5gkEtOGk44HGFITjqpNgv1Hh+RqJ8kiyner3FUNKZUbCN+h3X4HQQrluLd9hz+Pe+BGgEg6q/Cs3E2nsJHMeZejHXor6VVvxBCCCFEO7WpQLNYzKSmpgJNHR33S0lJoaKisnMyE6KbUBSFbHsCigKqCj+bOAatRsPXO/YRDEdQVZi3ehvuYJirTx9LOBpleM9MUmxmGjx+6j0+ki2mY7ZwURQNxh4FGHsUEPGU4d3xMt7tLxD1ljUNUKME9rxLYM+76JKHYxlyG+b+10hTESGEEEKIo9CmJY4ej5fKyqZCzGKxMHfuPFRV5dNPl7Jjx85OTVCI7qCpSEskNy2JrJREfj5pLFOG9cGkb+rYqAKfbNzFPxZ+Q43TzfrSckLhCMnWpsKs3uMjGj2ihqndktaaQ8KYGWRcUYJ9ynwMPabGxMMNm3F9cwvVc3JwfXsnYdeuOGUqhBBCCHFsalOBduGF53HGGWezb98+brvtFq666lr0ehtnn30hN9zw805NUIjuJCs5gdyURFJsFn56yijOHdUfi+HARPTXO/fx2Ptf4vT6WFdSjjcQItliwqDTUuf2Eo5E45h9x1E0Oky9p5F69iLSpxVhGXIris7WHFdDTjxbnqTmnYE4llxIoGwhqnp8vLsQQgghRGc64nPQAFau/JavvvqaYcOGcu65Z3dGXh1CujiKzlLj8rCv1kmDz8uCNdv5aP12XP5gczw3JZE/XTYZq8XMyNxMkq3m5rPSkiwmjPo2rS4+pkSDTnw7/41n67NEXDtaxLWJg7AOvQ1z/+vQGLr/OYpCCCGEEJ2lQw+q/r6PP17Ieeed055bdBop0ERnqvf4KKl20OgNsHjTDt5bvQ2Hx98cT7WZeeCyM7An2RiWk056oo1AKIzT6z9m2/C3hapGCZQtwrv1GQL7FrSIKzob5gE/xzr0NnRJg+OQoRBCCCFEfHVIgeb1etm5cxdOpzPmHLTf/vb/WLv2m47JtINJgSY6m8vnp6S6HpfPzxdFpcz7djOVTk9zPMFk4O6LT6NXegoDMlPJTUsiHInS4PVh1OlIMBvjmH3nC7t24Cn6O76dr6CGXC3ihh5nYx16O8ae56EobVpxLYQQQghxzGt3gfaf/7zBrbf+Frfb3fIGikIk4m1/lp1ACjTRFdy+ALtrHHgDQVZu38uclZsprXU2x016Lb8592RG9MqhZ0oCA7JSUVVo8PpQFOWY7vDYVtGQG9+u1/AWPUvYWdQirk0cjHXYbzD3v1a6PwohhBDiuNfug6pnzXqEuXP/i9tdRzTqi/nPpEmndWiyQhxrbGYjAzJTSTSbOGlgL645bTSDs1Oa4/5QhCc++obPNu2g3OGkaF81qqpit5qPqw6Ph6PR27AO+RVp0zaTcvZijLkXAweK0ohrG65vfkX13Fxca/5IxLMvfskKIYQQQsRRmwq0AQP6c845U7FYLC1i77zzVocnJcSxxmI00D8zFbvVyJh+Ofzi9DGMzc1C893MWDga5ZXP1/OfL9ZT6WxkfWk5gVA4psNj6KAzBo9XiqJg7FFAylnvkX75LqzD70TRH2gYogbr8RQ+SvXbfalf/lOCtavimK0QQgghRNdrU4F2/fXXMXfuPKLRlm2yr7rq2g5PSohjkVGvo39mGilWM4NzMrn+zHGcPDAHnabpj1lUbTor7akFX+P0+VhbXI7L68dmMpJgNlLv9uELhuL8Fl1Hl9CXxPwnyLhyH4knPY02od+BoBrGX/wmdR+eRO2CifhK3kaNhuOXrBBCCCFEF2nTHrTdu3dzzTXXs27dBtLT09Bqtc2xysoqvN76Tk3yaMkeNBEP4UiEPbVO6hu9VDvdzP1mE19s34MvdKDA6J2axL2Xno7VbGFYThrpiTZCkQgNHj8m/fHfPKQ1ajRCYO8HeLY8RbBqeYu41toby7DbsQy8AY0hKQ4ZCiGEEEJ0jHY3CTn55NMZOLA/EyeeisVibv5cVVUee+wJioo2dFy2HUgKNBEv0ahKWb2TGpcXp8vLB+uKWFi4G6cv0DzGbjVx98UT6ZFip2+6nT4ZdqJRFafXDwokmU1oNMd385BDCdWtxbPlKXzF/4No7KyiorNhHng91qG3o0vsH6cMhRBCCCGO3uEKtDadlqsoCq+//mqrMaPxxPumX4gfotEo9ExJwqDVgqoyLX84iRYTH6zdTpWrqQ1/vcfPzLeXc9vUk1CI4g0EGdwjnWSriUZ/EIfHS7LFjE574rWf16eOI/n010gY/yjerf/As+151EAdAGrYjbfob3iLnsHY6xJsw+/CkDkxzhkLIYQQQnSMNv3Nb+zY0TgcjlZjVVXVHZqQEMcLRVHITE6gd7qdRIuJs0cN5KenjaRv+oHleb5QmCc/+ZqP122jptHLupKm5iGJZiNWowGH24s/dOLuvdJaepAw7iEyf7SXpFNfQJc87KCoSmDPu9R9fBq1H52Kr/Qd1Ojx32hFCCGEEMe3Ni1x/MMf7uWdd95lypTJZGdnxexBe/XV/7B799ZOTfJoyRJH0V2XHlLYAAAgAElEQVQcfFbahpJK3l1dxOZ9NUS/O/RdAU4f3IubCvLR6XSMyM0gyWImGI7g9PoxG3TYTDJbraoqwfJFeLY8RaDskxZxbcIArMPvxDLgOhRdy66zQgghhBDdQbv3oNntWYwZM6rV2IYNhTgcFe3LsJNIgSa6E18gRHGNA48/REm1g7nfFLKquIJQ5EB31H4Zdv5w4anYrFYGZaaQnZJIJBrF6fWjKMoJvS/t+0INW/BsfgLfrtchGoyJaYxpWIbcimXorWhN6XHKUAghhBCide0u0M4//xIWLHiv1diVV17NnDlvtC/DTiIFmuhuQuEIxTX1uL0BqurdzFvV1OHREzjQCCPZYuTO806hb1YaPewJDMxKRVEUGv3BprPTrCb0B81in+gi3go8Rc/g3fYcarAhNqg1Yel/HdYRv0OXODA+CQohhBBCfE+7C7RjlRRoojuKRlX21TmpbXTjdPtZuHEHnxTupLbR1zzGoNNy3emjmDJiADaTgWE5GZgMenzBEI2+AAlmI2aDPo5v0f1EQ258O17Gs/lJIp7S70UVjL2mYRtxF4aMU+OSnxBCCCHEfocr0E689nBCxJlGo5CblkROShLJNgsX5g3m2tNG0y89uXlMMBzhpc/W8cqnq3H7/KwpLqfe48Ns0JNis+AJBHF6/ajqcfv9yhHT6G1Yh/2G9Mt3kjzpTXSp4w6KqgT2zKduwURqPzoVf+l8aSgihBBCiG5JCjQh4mB/h8c+mXaSLBZOHdKHn08ew5jemei+22OmqrB4SzEPvP0ZXm+ADaWV7KtzotNqSLVZUAGH20ckGj38w04wikaHud9PSLtwNSnnLMXY8/yYeKjma+qXXUbNu0PxbH0eNew7xJ2EEEIIIbqeFGhCxJHdaqZ/ZgpJZiMje2fzi0njmDikF5aDli9uq6zjrv9+QkllLbuqHWzZW000qpJsMWE26KhrPLFb8R+KoigYs6eQUvARaZdswjzgF6A58Psace3A9c0tVM/tReP6B4j4a+KYrRBCCCFEky4v0N5//0Py8ycyadJZTJx4BqtXr/nBa55//kUmTy5g0qSz6NdvCL/4xS+7IFMhuobFaGBAVhopNit9MlK47rTRXDh2AGk2c/OYOo+fB99dzoK1W6ltdLOmuAy3L4jFaCDZaqbRF8DlC8iSx0PQ24eTfNq/yLiiBOvIu1H0B86iiwZqca+fSfXcXji/uZVwY3EcMxVCCCHEie6omoREo1E2bNhIr165pKamtvm6NWvWMnnyVL799kuGDRvKhx8u4LrrprN581qysrJaveaxx/7Cl1+u4O2338RoNLJhw0amTr2A6uq9P/g8aRIijiXRqEpZvZMapxevP8DnW0v5eMM2imuczWMUIK9fD35z7ikoWm1zK/5oVMXlDxCJREmymNBpm757mTlzZvO1B//6RBcNNeLb/jKeLU8S8eyJDSpaTH1/jG3EH9CntH68iBBCCCFEe7S7i+PTTz/L3//+PG+88Spjx45h8uQCvv56JSaTiXnz/sd5553TpkSuuOIqVFVl3rz/NX82bNgYLr98GrNmzWwxvq6ujp49+7NhwyoGDTrQIvvzz79g0qTTf/B5UqCJY1GNy0O5w0kgFGLT3irmr9pK4d5qwgftNctKsvF/F51KZlISmck2BmWlotVqWnR5VJQDZ6bJ7FpLajSEv+Rt3JseJ+xY1yJu7Hk+tpF3o884Leb3UgghhBCiPdrdxXHu3Hl89NG75OfnMXfuPAoLN7Np01pWrPiMWbMeaXMiS5YsJS9vXMxn+fnjWbx4aavjFyz4hKSkpJjiDGhTcSbEsSo90Ur/zFSsZiOj+/Tgl2eO56xhfUgwGZrHVDrd3PvWp3xVtIu6Rk/zkseDuzyWlMUeIO9wOLr6Vbo9RaPH3O8q0i5aQ8rZizFknxUTD+xbQN3Hk6hbMBH/nvdRVWnIIoQQQojO1aYCzWQyMXDgAADefHMO11zzU4YNG8qYMaMxmYxtepDD4cDpdJKdHbuUMSsri927W9/zUVi4mR49snnppX8xZcrZnHrqGdx8823U1MhmfnF8s5mNDMxKI9lqIScliWtOG8NleUPokZzQPMYfivD8srX8Y+FKfMEga0rKqXC40GoU/vHkXxk2bBgasxU0TX/Mc3JymDVrlsyktUJRFIw9Ckg9ZwmpF67C1PsKmhaUNgnVfE390kuofW8k3p2voUZDh76ZEEIIIUQ76NoyyOl04fF42Lt3HwsXLubLLw/MePn9gTY9yOPxAGA0xhZ0RqMBr9fb6jX19fVs2rSZ5cu/YPHiBaiqyjXXXM8ZZ5zN+vXfote3PKj3hRde4oUX/gVARUUlhYWFbcpPiO4oqqo43X7qvH4GJ+lR+6fzVYlKscNNVG1qxf/5tlK2lVXy0/F9KbFZWfLRB7z+3N8AlbPOPoeRY8dTuG4tny76hBkzZlBVVcVNN90U71frxoyQNgON7VosVa9irHsfRW3qkhlu2ILzy+twrPwDvsxr8addBlpLnPMVQgghxPGkTQXa1Vf/hOzsPoTDYc44YxL5+Xls3ryF2bMfIze3Z5seZLVaAQgEYgu6QCCIxdL6X3C0Wi2hUIiZM+9Dp2tK9cEHZzB48EgWLlzMhRee3+KaG2+czo03Tgea9qCNHDmyTfkJ0Z3Ve3zsrWtg6JAwo6vq+GDtVlbtqsATaJrJqXIHeH7FDi4fP4j5H32CPjOXV555gqt/dAWRaBSXN8CHH33EtVddycsvv8ysWbOw2+1xfqvubiRwERFPGZ4tT+Hd9jxq2A2ANlSJbd+fSah5GevQX2MdchsaU9sbJgkhhBBCHEqbljj+9re/5tNPP+a///03778/DwCdTsfZZxfw0EMz2/SglJQUkpOTqaysivm8srKS/v37tXpNz5453/33gSKwd+9eABQXl7TpuUIcD+xWMwMz00gymxiUlc7PJ43j4vEDyUyyNo/xhSK8/k0RhlGnMzovj5zh4ymprkejKNhtZi675GLOOPs8AuEI8+bNi+PbHFu01hwS8x8n40d7sI19CI0pvTmmBuqaWvS/3QvXt3cQ8fxwd1khhBBCiMNpU4H23nsfkJ+fx7RpFzcvUczN7clHH31yRI0HCgrOZPXqtTGfrV69loKCKa2Onzy5qRlIRcWBZgdVVU0FXq9euW1+rhDHA7NRT/+sVFITrKQm2Lg0bzg/P30Uw3umo9Uc2C9lyR1IXa88istrKa2tZ31pOb5gEKvJwMljR6PoDJSUVxKNyl60I6Ex2kkYfS8ZV5SSOOHvaG19mmNq2Itny1NUv92Phi9/QaihKH6JCiGEEOKY1qYC7emnn23xmdls5s47b+eOO37f5ofdffddLFy4mKKirUBTl8aKikpuvfVmAO6770+MGDEOv98PwOmnn8bEiafw5JPPNN/jySefYdCggZxzztQ2P1eI44VWoyE3LYnctCRsZhMTBvdh+pQ8Jg2N7fIYRMuD7y3nnW834/EFWb27nKqGRtasXkXU7yErM5M6txd/KBzHtzk2KToz1iG/Iv2yHSRPegOd/aBl1GoY385XqX13GI5PpxGs+TZ+iQohhBDimNSmPWitURSFIUMG4/P52nzN+PHjeOONV7n22hswm01EIhEWLvyg+ZBqvz+A1+uN6TI3f/4cfv3rOxk3bgJms4mcnBwWL/4Ik8l0tKkLcUxTFIW0BCsWg559dS4GZGr4xaQx9LInsGTTbsoamvZJhSJR5n1bxMY9Vdxxzsm89PkXfLamELPFwtVXXoHFbMTlCxAMR0gwGeScryOkaHSY+/0UU9+rCJR9jKfwMYJVnzfHA3vfI7D3PQzZBdhG3Ysha7L8HgshhBDiBx3yoOoHHniIBx54+Af/QnHttVfzyisvdkpy7SUHVYvjXTSqUlbvpMblxh8Ms6G4ghc+XEpVEDS6g7qchkPUr15CsKKYG66/gYfuvpO0BCvRqEqjv6lISzQbMeqP+jsbAQSrV+AufIzA3vdbxPTpp2AbdS/GnudLoSaEEEKc4A53UPUhC7TS0lJKSkpRVZU77vg9Tz31eExco9GQkZHB4MGDOj7jDiIFmjhR7O/yGAhF2FfTwBNvzGenK4DOmtg8RlWjpGujPHr9pZjNZrKTbfTPSEGr1RAIhXH5Ahh0WhLNxk4vIGbOnNnqr48XofrNuAsfwV/8JnzvcGudfTS2Ufdg6n05ikYbpwyFEEIIEU9HVaAdbMmSTykoOKvF516v95At8rsDKdDEicQfDLPX4cTl8eHxB1m2cSvPzluIIS0bRXNgu2mS2cgNZ4zl5EG90KIwuGcGdqu5S2fTDi4Aj+eDs8OuXXg2/RnvzlchGoyJaRMHYRt5N+b+P0PRtDzTUQghhBDHr8MVaG1qEjJv3rstPvN4POTnT2TmzFnty04I0SFMBh39M1LItieSZDVxXt5wGtYvo3F3IRG/p3mc0xfgqU9W8vSCFfiDITbuqWJHRS2qqpJkMZH43d40p9cvnR7bSZfYn6RT/0nG5buxDrsDRXfgC62IazvOr66nZt4APEXPoobbvp9XCCGEEMevNhVo27Ztb/GZ1Wpl8+Z1LFmytMOTEkIcHY1GoUdKIv0zU0kwm1CcDvybVuLctIK+acnsn7eKqiorduzjN//5mO1llVQ53azevY96jw+jXkdaggVFUaTTYwfRWnNIPOmvZFxRim3UfSj6pOZYxLMH18pfU/12H9yFjxENuuKYqRBCCCHi7ZBrmDZuLGT9+g0AVFZW8dprr7cY43DU43DUd152QoijYjMbGZidxm03TccXgXAUJk4Zy4K1O9iwrwpPIARAndvHQ+9+wemDe3HD5PFsKKkkNzWBPukpJJqNBHRaGv0B/KEwCSYDWk2bvtM5rO+fnehwOEhJSWn3fTtKZ+6P05jSSBg3C+uIu/BufQ7Plr8S9dcAEPVX07jmbtyFj2Id+musQ3+DxpTaoc8XQgghRPd3yD1oTz/9LE891XT+WFVVNZmZGTHx/U1C7r77Li655KLOz/QoyB40IZoaiJTXO/EGQtQ2eFhatJMvt+5jryN2pibVauLGM8czum8OOkVhQI800hKsqKqK2x/EFwxhMxmwGA2HeNLhqarKQw89xOzZs5vPOgQwmUzcc8893Hfffd2iu2FX7o9Tw168O17GXfhnot59sXnorFgG34R1+O/QWnp0ah5CCCGE6FrtbhJSUHAeS5Z83OGJdTYp0IRoEgyHKa9vxOH24Q8E2FRaxScbdrKxrDpmCaNGUTipfw6/mpqPotGSmWRjQGYKBr2OcCSKy9dUWCWaTei0RzabNmvWLGbMmAHA1KlTycvLY/Xq1SxevBiABx98kPvvv7+D3vjoxaOBiRoJ4tv9Ou7CR4m4dsQGNQYsA6/HOuL36BL6dkk+QgghhOhc7S7QDqc7d3KUAk2IA1RVpc7tpbzeRTAUpdbpZtGm7azYVsa++tjZtCSzkZ+fNoZThuSCRsvAzBQykxMA8AaCuP1BzAY9tjYecO1wOMjJycHv9zN//nymTZvWHJs/fz6XXXYZJpOJ8vJy7HZ7x774EYpnh0k1GsFf+jbujbMJ12/8XmJazP1+inXk3eiTh3VpXkIIIYToWO3u4ng4F154aXtvIYToAoqikJZgZVBWOik2M5n2BH508khumDyGCf1ysBgOtHp3+gL8bclKHvvgS1yNbraW11K4pwJ/MITFaCA1wULku4Iv0IYmIvPmzcPv9zN16tSY4gzg0ksvpaCgAL/fz7x58zr8vY8likaLue+PSbt4PfazPkCfPuFAUI3g2/Ufat8djmPpZYRq18QvUSGEEEJ0mjYddNSv35BDxiorqzosGSFE5zMZdPTNsDfPpo0b0JOeKXY+27aDr7aVU1rbgAqoKqwrqeTONxZxxclDOWf0IL7dXUbv1CRyU5NItpjwh8I0+gN4gyESzcZDNhGpqmr690ReXl6r8fz8fJYsWUJlZWVnvXabdJcGJoqiYMq9EGPPCwhWfoZ748MEKz5tjgf2zCewZz7GnHOxjboXQ+ZpXZ6jEEIIITpHmwo0o9HI3Xff1fxzJBKhrKycDz5YwC233NhpyQkhOsf+2bREs5Hy+kY0ioZL8kbQPz2NZZt3s35vNY3+poOV3YEQr36+keVb9vCrgnyIRqlyuhmYnYbdasao0+IJBKlr9GIx6rEaWy57zMzMBDjkkuNVq1YBkJWV1YlvfWgHNzA5WE5OTlwbmCiKgjF7CsbsKQRrVuLeOJvA3veb44GyTwiUfYIhczK20fdiyC7oFo1WhBBCCHH02rQHbc6ct7nyyitafO52u7n55tt4/fVXOyO3dpM9aEL8MFVVcbh9VDS48AVDOFw+VmwvZfnWYnZXO4ketA9Lr9VwxpDeXDt5bHMTkf4Zdgx6HZFoFJcvQCQaxWYyYtIf+P7n4D1o77zzDpdeemBp9P49aGazmbKysrjsQTtWGpgAhOoLcW98BH/JW6BGY2L6tHxso+7DmHshitL+IxGEEEII0Tk6tUnIhAmT+Oabz9tzi04jBZoQbbe/02O920soHGFnpYNFG3eytqQCh8cXMzbFauK608Zw8pBeqCr0TbeTk5KIoigEvlv2qNVoYpY9HlwEFRQUkJ+fz6pVq1iyZAkQvyLoWGpgcrCwawfuwkfx7XwN1Nh9gDr7SGwj78HU50coGm2cMhRCCCHEobS7QGvtkOrGRjcrVnxNcXEpK1Z81s4UO4cUaEIcuXqPj8p6F75AGJfHx6qSMj7bUszW8joC4UjzOEWBYT3SuXVqHvYEGxajgf6ZKSRbzaiqijcQwhM40O0R6JbnoL344ovceOONTJ06lUWLFrWIT506lSVLlvDiiy8yffr0Ls/vh4TdpXg2PY53+0sQDcTEtImDsI28G3P/n6Fo9Ie4gxBCCCG62uEKtDbtQbvpptvIysps/llRFBISEhgzZhRvvPFKx2QphOgW7FYziWYjlfVutFqFM4b3Z1BmGp9u2sW3xeXs++6Aa1WFzWU13PnGIqaO6MdPJo5mw54qMhKt9Eu3YzUZMBl0NPqD1DZ6sZkM3H///dx6662kpqY2Py/eM1PHSgOTQ9HZepM04Vlso+7Fs/mveLc9hxr2ABBxbcf51fW41z+AdeTvsQy4HkVninPGQgghhDicNhVoEyacxLJlLb9ZFkIcn7QaDTmpiSTbTJTXN6LVKPz4lJEM75nBsi272LivBpevqYmIPxThg3U7WLF9L1edOpLThvahttFDr4O6PQbDEdz+AN5ACFtCYsyz4r1ssLs3MGkrrSWbxPzHsY28G0/R03i2/A015AQg4inF9c2tuDfMwjr8LiyDb0Kjt8U5YyGEEEK0pk1LHKPRKJpDtM/uzmSJoxDtp6oqtY1eKhpcBENhnB4fX23fw+dFpeysqiccPdCoQgH6Z6Zw85l55KQlYtDq6J+VSlqiFQBfMITbHyQzIx01GAA12uWHQX9fd29gcrSiQSferf/As/mvRAO1MTHFmIp12G+wDvk1GmNynDIUQgghTlwd0iRk5cpveeaZf1BUtA2AoUMHc/vtt3LSSfkdl2kHkwJNiI6zv4mIw+0lHA6zz+Fm6aadfLurjPIGd8xYvVbDhP49+WXBeDSKDrvVRL/MFBLMRlRVRWswoegNqOEQYb8PjSa+reG7awOTjhANefBtfxH35seJestjYoo+EcuQW7EOvwOtKT1OGQohhBAnnnYXaC+//Ao33XQbJ5+cT//+/QDYtWs33367mn/+81muv/7nHZpwR5ECTYiO5/L5qaxvxO0P4fMH2LyviqVbdrNpbw0NvtgmFQkmA9PyBnPumMGoKPSwJ9AnLZnZDz+EqkJQhTt+dxdWowGLUR+3M7wOPgetOzUw6UhqJIBv579xFz5KxF0cG9SasQ6+Cevwu9Bac+KToBBCCHECaXeBNmDAMF5//RUmTDg55vOvv/6Gn/3sF+zaVdQxmXYwKdCE6BzRqEpto4dKZyOBUBSXx8PKnWV8sb2E7eWOmG6PAJmJVq45bRTj++eAoiE3pWl/mlarIRyJ0ugPEI5EsZkMmA3x6zbocDhiGpg4HI5jalljW6jRML7iN3FvnE3EuTU2qDFgGfALrCP/gC6hb3wSFEIIIU4A7S7QTjttCl9+uazV2Omnn8kXXyxtX4adRAo0ITpXMBymqsFNXaOXUFSlvLaBz7ftZuXOcvbUuWIOuVaAfhl2pp8xnr5ZKWgUhb7pdrLsCSiK0txIJKqqLQ667koHz5TFe39cZ1LVKP7Sd3BvfJiwY31sUNFi7nc1tpF/RJc8JD4JCiGEEMexwxVober80adPb0pLS1t8XlpaypAhg5t/njHjgaNMUQhxLDLodOSmJTMgK5Vkq4nc9CQuP3kkN5+VT8GIvqQnWprHqsCu6nrue/tTHn//C+oaXOyorGPVrn3UujwYdFpSbBZsJiNufwCH20vwezNxouMoigZznytIu2gt9rM+RJ9+yoGgGsG36zVq3h1G/WdXEqpbf+gbCSGEEKJDtWkG7fbb7+S//32LCy44l969ewGwZ89elixZxtVX/wSrtekvYa+++h927956uFt1KZlBE6LrqKpKndtLlbORYDCCJxiksLSSZZt3s7msFuf39qcZdVomD+nN1aeNQqvVk2Q10jfdTrLVDBzo+KjTarCZDOi12i55jxNlBu37VFUlWPkZ7o0PEaxouSrC2PMCbKPuxZBxSitXCyGEEOJItHuJo92exZgxo37wQRs2FOJwVBx5hp1ECjQhul4kGqXG5aHK6SYUieJ0e1i1s5wvt5ewrdKBLxiOGW8z6jl79AAuyxuKqmhIT7DQO93e3PHRFwzhCYS6rFCbOXNmq78+kQSrv8a98WEC+z5qETNkn9lUqGVNOeYbpwghhBDx0u4C7fzzL2HBgvd+8EFtHddVpEATIn6a96e5PYQiUaqdjXy9dQ8rdpZRXFNPKBKNGZ9sNnLxuMFMHT0QRdGQkWihT4Ydi9GAqqp4AyE8gSAGvQ6b0YBOe+ydzdheXV08hurW4y6cjb/kbZoWqR6gTz8F26h7MfY8Xwo1IYQQ4gh1yDloxyIp0ISIP08gSFWDm3q3j3A0TJnDzRdbd/PtzjL2OhpjGokApCWYuSJvKJNG9CWqashMstE3PRmTQR9TqBn1OqwnWKEWr+WXoYYiPIWP4tv9Bqix+wJ1KWOwjboXU+/LUJQT538LIYQQoj2kQBNCxJWqqrh8AaoaGnEHgvgCQUprG1i+qYR1eyqoaHDz/X8RZSfb+NnEkYzt0wNVoyU72Ubv1GSMBh3RqIo3GMQbCJ1QhVq898eFG3fjKfwz3p2vQDQYE9MmDcE26h7Mfa9C0cSnA6cQQghxrJACTQjRLaiqisPto9rZiDcQwucPsqOqluVFeyjcW0WVy9PimtyURH56yghG9ckGjZYeyTZyU5MwGfQxhdqJsPQx3gXafhFPGZ7NT+DZ9jxEfDExra0v1pF/wDLg5yhaY5wyFEIIIbo3KdCEEN3K/oOuaxrdBANRXH4/RWVVLN9WStHeWmrd3hbX5KYkctUpwxlz0Ixar+8KtYOXPup12i7t+tiVukuBtl/EX4Nny1N4i55FDbliYhpLDrbhd2EZfCOKznKIOwghhBAnpqMq0M4//xLOOmsKv/vdbzs1uc4kBZoQ3VskGqXW5aHK5SYUjtDo9rO5rIrlRSUUlddR7/W3uGb/jNqYvj2IKppWCzVvsKnro9VowKA7Pgo1h8NBampq8891dXWkpKTEMaMDooEGPFufxbPlSdSAIyamMaVjHXYHliG/QmNIilOGQgghRPdyVAdVO53O5uLsiiuuOuTNX3vt9XamJ4Q4UWk1GjKTExjaI4OspETsiRZOGtSHW846mZvOHM+E/j1ItsQuk9vrcPHYRyv4v/8uYsOufVTVu/hm5z62ltfiD4WwmgykJVgw6rQ4vX4cbi+BUPgQGXR/qqoya9YscnJyYj7Pyclh1qxZ3WImTWNMJmH0fWRcUUpC3l/QmLOaY1F/DY1r76F6bm8a180g6q+LY6ZCCCFE93fIGbTx409hxYrPMBqNnHnmOSxdurDVGxwuFm8ygybEsSUYDlPj9FLb6CYYUWl0+yjcV8kXW0vYVlFHvTfQ4pocu41Lxg9l4pBcVLRkJFrITU1uPkfNHwrjDYQAsBj1mA36rn6tdpk1axYzZswAYOrUqeTl5bF69WoWL14MwIMPPsj9998fzxRbUMN+vDv/hafwMSKePTExRWfFMvhmrMN/h9aSHacMhRBCiPg6qiWO//d/f+T5518kPT2NysoqsrIyW71BZWUVXm99x2XbgaRAE+LY1FqhtmFfJV9tLWFbhaPVpY8ZiRYuHDOQM0cMBEUhLcFMTmoSdqsZgEAojCcQJBJVsX5XqHX387scDgc5OTn4/X7mz5/PtGnTmmPz58/nsssuw2QyUV5ejt1uj2OmrVOjIXy7Xsdd+AgR147YoMaIZdANWEf8Hp2td3wSFEIIIeLkqJuEfP75FxQXl/Doo3/h7rvvahFXVZXHHnuCoqINHZdtB5ICTYhjWzAcptrpodblIRiJ4PYE2FJWxfKtJWw9xB41u8XE1JH9uGjcYNBoSLaayU1JIi3R+t09I3gCQULhCBajHovBgEbTPQu1F198kRtvvJGpU6eyaNGiFvGpU6eyZMkSXnzxRaZPnx6HDNtGjUbwl8zFXTibcH1hbFDRYe5/DbaRd6NLGhSfBIUQQogudrgC7bCH1UyadDqTJp2O0+niuuuuaXWMy9XY/gyFEKIVBp2OnqlJpCVYqWl049BpOdnWh+E9M9laUcNnW4vZVl5HbeOBVu/1Xj9zVm7h4w07mTSsN5efNBynN4DVoKdXahLpSVbsVjPhSBRvMERtowejXofFqO92nR+rqqoAyMvLazWen5/PkiVLqKys7Mq0jpii0WLu9xNMfa8ksPdD3BvDqmwAACAASURBVBsfIlS7qimohvHtfAXfrn9j6nMltlH3oLePjG/CQgghRBy16TTR22+/tfnXHk/TOUVWq7VFTAghOoPJoCM3NZnMJBs1Ti91eg35VhNDczLYXl7Dl9v3sqWsmkrngXPUGv1BPlq7g08LdzOuTzZXnTICbyDIrmoHOSmJ9LAnkmg2YjMa8AVDNHj8aDUKFqMBk757HLScmdm0tPxQKwFWrWoqcrKyslqNdzeKosHU62KMuRcRrFiCe8NDBKs+bwqqUfzF/8Nf/D+MuRdjG3UvhvST4puwEEIIEQdtPgft5Zdf4eGHH6O0tGnDd+/evbjvvru5/vqfd2Z+7SJLHIU4PoXCEercHqpdHoKhKF5/gJ1VNXy1bS+b9tVQ0dBI9Hv/ZtNpFIZkp/HjU0fQLysNUMhOtpGbmojZYGhuKOILhrrNPrWD96C98847XHrppc2x/XvQzGYzZWVl3XIPWlsEq/6fvTuPr7Os8///upez3GdJTrYmbbov0FIWhRZcoSAFHUZlk0FRcWHgO+KCMAzClEVWZxhGmZ+jXwX9OiroDFIQEFk6oAii0LKUrXTfszUnZz/3fv/+OMmhaRJIm6RJy+f5ePhocl/3uc+Vw0PIu5/r+lxPU1h9E9aORwaMhacsJXHkMiItx4/DzIQQQoixM+KDqr/73f/gtttu53Of+zRz584BYP36Dfzyl7/isssu4ZJLvja6Mx4lEtCEOLh5vk93vkRXvoBpuZQdm61dOZ5Zu5mXN7ezvaeA6/v9XqMA0xtrOWvRfI6Z00qARlMyxpSGmmpDEdv1KNkOtuNihEPEIiE0dchTScbU7l0cTz75ZBYvXszzzz/PihUrgInZxXFfOLtWkV99E9bW+waMhSZ9iMSR/0yk9dQJ39hFCCGEGI4RB7SjjlrMo48+OGAZTXt7O6ee+nFefvn50ZnpKJOAJsS7g+8HdBdLdOcKFEwHz/fY0Z3j+fXbeW7TDrbsymEOchZaQ8LgxAUz+NjRhxLWQySjYabW19BUk0DTVDzfp2Q5lG2HkK4RC4eI7Oflj0EQcOONN3LzzTdjmm81RYlGo1x11VUsW7bsoAotTs+rFF65BXPTryHoH65DDcdUgtr0T6Io4xOYhRBCiNEw4oD2/vefwLPP/nGvx8abBDQh3l2CICBTMtmVL5ErmjieS3euxIubdvLn9dvY3JUhZ9oDXhcNaRw1vYWzj11Aa0MtiqbTmkowuS5ZXf5Yth3KtktAgBGqLH/cn90f0+k0DQ0N/b4/UJc1DoebW0/hle9Q3vBz8J1+Y3pqIYkjryI68xwUdWLsFxRCCCH2xj53cezj+z5PP/0MH/rQB/tdf+aZP+PvsXxICCHGi6Io1MUNUrEoRdNmV6FEWNdpSiVYPK+VN3Z08czabaxr62ZX4a3Oj6bj8dcNO3h+405mNNbyyWMOYfGcaWzdlaMxaTC5Pkl9PEYsEq4ufyz2dn80wiHC+th3f6yvr+/3/cEczgD0mrmkPngnyfdcS+HVWymtvQO8SgXRzbxG5qnz0F68hsQRV2LM+RyKFh7nGQshhBCjY1gVtEcffZxPfOIsFi06ut8etFWrXuSBB37DKacsHfOJ7gupoAkhypbDrkKR7nwJ1/UpWjYb2rt4du12Xt3RSVumgLtnRxGgPh7l+ENn8LeL5hPRQ8SjIabU1TA5lUTTVHy/t6rmOCgoGGF9zJuK7P7sIBhWf6eDhlfuoPjav1Na8wMCt9BvTI1PI3H45cTmXYCiG+M0QyGEEGL4RrzEEeD119/gX//1Nl599XUADj/8MK644h9ZsGD+6M10lElAE0L0cVyPdKFEd6FEybKxXI+2dI5VG3ewcuNOtqZzFC1nwOsiusaR05o5+30LmNrYgAK0pBJMSdWQMCpVG8txKdkOjusRDYeIhUPo2ujvkXo3B7Q+vpWm+Pp/UHzjdgI7029MjTYTX3gpsfn/gBpKjtMMhRBCiHc2KgHtQCQBTQixJ98PyJZNunJF8iUTD+jqyfPqtk6e37SN9R09/Q6+7qMoMLWuhpMWzuTEhbPRVJ1UIsLk2mS/piJ9e9U0VcEIh4iG9FGrql133XWDfv1u5Ns5Sm/+kOJr/45vdvYbU8J1xA/7BvEFX0ON1A/xBCGEEGL8SEATQohBFC2b7lyJdKGE7XoULYtNnd38df0OXtvexfaePK43cJ+tEdY5alozn1h8KDMa6lBUjebaBJNTCWpiUYIgwHI9yr1Vtf25V+3dJnBLlNbeSeHVW/FL2/uNKXqC2PyLiS/8JprRPE4zFEIIIQaSgCaEEG/Ddl16CmW6CyWKloPnubT3FHhxSxvPrd3Opu4MhUGWPyrAlLoEJx02i48cMRdNVUkaESanamhJJQbsVQMwQiGiYX3czlU7WAWeRXnDLyi8cgtefmP/QS1K7JALSRx+OVp86vhMUAghhNiNBDQhhBgG3w/IlS3ShRKZYhnX98gVLNa37+LptVtZ095NZ7aIP8j+r2hI54ipkzj92PlMb6pHVVQm1cSZnEqQ2u0A7LLtYDkuIV3DCIeI6NpBdY7ZeAt8F3PTf1N45WbczOv9B9UQxpzzSRzxLfSaOeMzQSGEEIIJFtAeeOAhbrjhFgwjiud53H77bSxadMw7vq5YLLJw4XuZOXMGf/jD48N6LwloQoh9ZdouPcUSuwpFLMuh7Hi0ZfK8uGEHKze3sT2dIz/ImWp9TUROXDCTEw+fQzQcIh4J0ZJK0FyTJBLWCYIA03ExbRfHqzQWMcI6IU2WQI6WIPAxt95PYfVNuN0v9B9UVKKzPk3iiCsJ1S0cnwkKIYR4VxtxQPvtbx/kk5/8eL9rpVKJL37xQi699Oscd9yxw5rIqlUvcMIJS3nuuac57LAFPPTQw5x//gW89toLtLS0vO1rL7vsCn760//iqKOOkIAmhNhv+pqKpAtlssUSthfQUyiysb2bP6/fzvr2btqzRbxBWvWHNZV5zfWcctRs3jtjKoqq0lgTY1JNnMZkHE1TcT0f06k0FlEUWQI52oIgwNrxCIXVN+F0PjNgPDrjTBJH/jOhhqPHYXZCCCHerUYc0E466VSeeOLRfteCIOCvf32OSy+9gj//+Q/DmsjZZ3+aIAi4995fV68ddth7OOus07nhhuuGfN2LL77EN75xGbNmzWTLlq0S0IQQ46JsOfQUy3QXi5iWR9mx6eop8tK2HTy/YSdbdg1eVQNIRsMcNb2Zv33vXKY21KOqKpNSSZpr46RiURRFwXa93sqag66pvUsgdVRVlkCOVBAE2B1PUXj5Ruy2FQPGI60fJXHkMsLNHxyH2QkhhHi3ebuApu/rQxVFYf78QymXB7ajHsqKFU9wxRWX9bu2ePExPP74E0MGNN/3ufjiS/jRj77Pbbd9b1+nK4QQI2ZEQhiREC2pJJlSmZ6iSTwSZvqkFMcvmMO2XWn+vHY7r23vpD1bxNmtA2TetHl67TaeWbuNSbVxPjh3Kqe89xB2dmcxwjotqSTNqQQ1RoRkNIzVG9ZyZYuw7FcbMUVRiLScQKTlBOyuv1JYfRPWtger49aOR7B2PEJo0odIHPFPRKaehqJIFVMIIcT+N2RA+/a3b+Tb376p+suApsUGve/znz9vWG+UTqfJZrNMntx/KWNLSwu///1jQ77u+9//IR/+8Ac54ojDh/U+Qggx1lRVoT4Roz4Rw7RryJbKJIolao0o81tb6MoVWLNjF8+u28rmrgzdxTJ9fUUCoCNbZPmqN3ngxbXMakpxyhFzWDS7lc2dPdTEK10gm2oqlTXfD7Bcl7LlkCuZREI60ZBOJLTPf7/2rhduOo76jzyAk36ZwuqbMTffQ+WfDDidT9Pzv0+jpw4jvvByjNmfQdHC4zthIYQQ7ypD/hf+C1/4HEuWHE8QBHzzm//E9753a79xVVWZNGkShx56yLDeqFgsAhCJRPpdj0TClEqlQV+zfft27rzz//GXvzw1rPcA+PGP7+THP/4pAG1t7bzyyivDfq0QQuyrIAgIHJeiaeOaNjNj0Dy/mc6pKd5oz7CuK0Nn0abkeNXXuH7Auo4e1nWsJKK/wIzaOO+b1cSchhpUTaPWiFAfC5OKRdBUFc8PsD0Py/XwA4hoKmFdI6RJpWffqNCwDC1+Hkb7T4mkf4cSuAC4mdfJPvNF0s9dgdn8OczGswi0xDjPVwghxLvBkAFtxowZzJgxA4Bbb72ZE044fkRvFI/HAbAsq991y7KJxQavzn3965dxyy03DDk+mAsvvIALL7wAqOxBO+KII/ZxxkIIsW883ydTNOkpVhqLHO8H5AplNnf1sHLTzuoSSMt9K6xZrs/a7jxru/MkIiEOa23ilCPnUJOoJ6OpNCXiNNfGaUjEqs1FLMfFdFz8IKhW1uQw7H1xBPAJvOJ2iq9/j9KbPyJwCwBoTifx7beR6LiT2Px/IL7gG2ixt29qJYQQQozEiNvsf+Yzn+fuu38+rHvr6lq44orL+Na3Lq9eO//8L7N27XqeffaP/e7N5/McddRipk+fVr22Zs1aTNPkPe85kve//zhuueXGt30/aRIihBhvpu2SKZXoKZbJl2zcwCedKbJ5V5qn39zG+s40XbkS3iBnqwHUxiIcOX0Spx45h2mNDYRUhcaaOJNqEtQnDFT1rU6QluNJWBsFvpWh9OYPKb5+O77Z0X9QDWPMPZ/Ewn9Erx3eChIhhBBiTyPu4pjJZLj99u/z0kuryeVyBLv9IvHSS6tJp9uGNZFPfeozBEHAb37zq+q1hQvfy5lnfvJtuzj2+cIXLmDz5i3SxVEIccAJgoCSZdNTNEkXS5i2i+t6tGfyvLG9i7+s3862dLbffrU9NSSiHD1zMqceNY9JNQlCuk5TbYKmmhh1sWi/sGY6LkGAhLURCFyT8sZfUHj1Vrzcuj1GFaIzziB++D8RbjpuXOYnhBDiwDXiLo6f/vTn6e5O8+EPf5BkMtGvi9jmzVuGPZFvfesfWbLkFN54Yw0LFszn4Ycfoa2tnYsv/j8ALFt2Lfff/yArV/6ZaDQ67OcKIcREpygK8WiEeDTClLoaCpZFpmgSi4aZ2lDHhxZMp62nwMtb2nhxSzs70nkyJZPds1p3weTxVzex4tVNNNbEOGpaM0sXzqWlIUFYD9FQE2NSMk5d3CARjVTDWr5s4fl+v7Am3SDfmaJHiR3y9xhzv4S57bcUX/kXnF3P9Y4GmFuWY25ZTrj5eOKH/xORqX8jn6sQQogRG1ZAa2tr54UX/oI6yMGpdXV1w36zY445mrvu+hmf//yXMYwonufx6KMPVg+pNk2LUqnUr0IH8NJLL3PJJf9YXeK4ZMlSLr/8Uk477WPDfm8hhJgoVFWhxohSY0Rpra8hV7bIFMvEowYzJ9Vx8pFzaU/neXFrOy9vaWNHT55c+a3z1QKgK1dixWubWPHaJurjUQ6fOomlR8xmelM9IU2lIRGnqXfPWl9YsxyXomWTLfmEQzoRXSMa0iVUvANF1TBmnEl0+hnYHX+i+Oq/YG1/uDpudzyF3fEUeupw4odfjjHrXOn8KIQQYp8Na4njOeecx3//9y8H/Y/4H/7wR5YsOWFMJjdSssRRCHEgcVyPbG9YyxRL+B7kLJOOdJ6Vm9pYvbUS1gqWM+QzamMRDm9t4iOHz2Lu5EkoCjQlEzQlY9QnY4R0rdq637RdbM8jrGlEw7ocir0XnJ5XKL76b5Q33g29nR/7qLGpxBdeSuyQC1BDyXGaoRBCiIlsxHvQ7rzzpzz00O8555yzmDy5BU17ay/DJZdczgsv/GX0ZjuKJKAJIQ5UtuuSK9u9Ya2M7wXkLJP2dJ6VG3eyels77ZkCOdMe8hnJaJj5Uxo48bBZLGhtRlMVGpJxGpNxGpIG0XCIIAgwHRfL9bAdF11TieiVc9Z0ad//jrzC1krnx7U/JnCL/caUUC2xQy8ivuBraPGp4zRDIYQQE9GIA5qqGkOOKYqC5w1+jtl4k4AmhDgY9K+slXE9j7xp0dFT4IXNO1m9tYO2TIFs2RryGUZYZ1ZTig8cMo3j5k4jouvUGFEakzEaauIkjQhBEFSCmuthOZWqUKR3KaTsW3t7vtVDcc0PKL3xH/hmZ/9BRceYdS7xhZcRanjP+ExQCCHEhDLigHbiiafw5JOP7fXYeJOAJoQ42PSFtVypTLrwVljrzhVZvbWNVZs72NmTJ1Ps32Bkd7qqMKUuyTEzJ7PksFnUxKPEIpFqZa0uZqBpKo7nYTseluvieD7h3j1rshRyaIFbprTh5xRf/Te8/PoB4+HJJxFfeBmR1o+iKFKhFEKId6sRB7S1a9dxyCHzBh3buXMnU6ZMGdkMx4gENCHEwcxxK+EsWzKrYc20HTqzRd7Y0cVzG3ewrTtLT9HEH6J3vwI0JA0Wtjax5LCZzJzUQFjTqmGtIRnvt2+tbymkpqpEQhqRkE5Im7gt/K+77rpBvx5rge9hbX+I4mu3YXf8acC4XruA+MJLMWZ/FkWXrsVCCPFuM+KABuB5Hr///aPs2rWLL3zh86xe/QoLFswnFAqN6mRHkwQ0IcS7hef75Ms2ubJJT7GEabm4nk97Ns+mrm7+um4nm7sydBdK2J4/5HMSkRBzJ9Vx7JxWFs2dRjikUxeP0hCvNBlJGhEA7L6lkK6L7wfVrpATrbq2+7LMPTsE7y9213MUX/t3zC2/gcDrN6ZGJxGbfzHx+V9BjTaOy/yEEELsfyMOaJs3b2bp0tPYsGEjs2bNZMOGN7jppu9w112/5v777xmyujbeJKAJId6NfL9yKHaubNFTKlEo27i+T0++yLauLM9vamNdezed+SLFt+kIqakKLbVxjpjWzJIFM2mpqyUS0mhIxqqBLaRreH6lhb/lejiuh6aqhPW+6po6rnvXJkJA6+PmN1N64z8orb2DwC30H9SixOacT3zhN9FrDx2fCQohhNhvRhzQTj/9UyxZcjwXXPBFPv7xM6t7zlauXMW3v30TDz64fHRnPEokoAkh3u2CIMC0XfKmRbpYJlcyCXzIlMp0ZvKs3trOS1s7aM8W3nbfGlS6Qs5uSnHs3FYWz5lKOBQiFYvSmIiRShjUxipL9ZzeM9ds18PzfUK6VqmuhXS0Qc7THEsTKaD18e0spbV3UHz9dvzS9gHjkWkfJ77wMsLNx0tjFiGEOEiNOKCddNKpPPHEowO+BvjIRz7K//7vI6M01dElAU0IIfrra99fNG26C0Uc18O0XTpyeTZ3dvOXdW1s687QXSi/7VJITVWYXJvg8GlNHD9/Fi11NRhhnfpEjPqEQV280sZ/z71rqqoQ1nXCukZY08Z8OeREDGh9At/B3HwPhdduw+1+YcC4Xv9e4oddgjHr71C0yDjMUAghxFh5u4CmD+cBmUx20OumabJzZ9u+z0wIIcR+FdZ1GpM6jckY0xpqq0shG2tjzGis50Pz59KTK7Ajk+XFLW28sbObrmyRXNnuV13z/IDtPXm29+R5ZPVGdHwSeDSqHl//7JnUxKMkIiHqE3HqElHq4zG0WLTaGbJsOWQ9E713OWR4DFr5p9PpAd/X19eP2vNHSlFDGLM/Q3TWp7Hb/0jxtduwtj9UHXfTL5J9+nzyK/+J2Px/IHbo/0EzmsdxxkIIIfaHYQW0Y49dxLnnfo5LL/06tm2zceNG1qxZy623/jsnnbRkTCcohBBibKiqQsKIkDAiTKmvqS6FzKfiNNfXcuSMKZTKNh2FAhs7eli1cejqmotKBpWMH+LrP3+YuniEOU11HDt3KkfNnEI0pJOKGTQkDFIJg1T8reWQtutStGwyJZ+wphHS1WqVbV8EQcCNN97IzTff3O96a2srV111FcuWLZsQSwf37DAZmbwEN7OG4uvfpbTh5+CZAPhmB4WXrqOw+ubKeWqHfYNQw9HjNGshhBBjbVhLHEulEhdddDF33/3fBEGAoigoisJ5553Lj370n0SjE7NFsCxxFEKIfeP5PkXLJl+2yJTK5Ms2QQDZQokd6Swvb+3g1e2ddGSL5EyLt1s9qKkKk2piHNrSyIcOmcHMljoimk5jTZxUPEoqbpCIhgGqjUZ2378W1jTCIW3Y7fxvuOEGrrnmGgCWLl3KokWLWLlyJY8//jgA119/PVdfffXIPqBR8HbLL32zu7JPbc338Us7Brw23Hw8scO+QXTaJ1HUiXvMwbvNeB3rIIQ48IxKm32ATZs28dprbwBw+OGHMXPmzFGZ4FiRgCaEEKPDtF0KVmXvWrpYxLI8HM+lI1NgW3eGb3//DkL1zeixJFrEeNtnhTWVllSCQyc38IG505nWVEcsEqIuXtm7loobxKMhgoDqIdm26+L5QSWs6RohXRu0Q2Q6naa1tRXTNLnvvvs4/fTTq2P33XcfZ555JtFolJ07d1JXVzcmn9VwDWd/XOA7mFuWU3z9ezhdfxkwriVmEpv/VWLzvowaSY3ZXMXwTOQ9j0KIiWXUAtruMpkMqdTE/o+BBDQhhBh9QRBQsh2Kpk2mZJItlvnghz4Mmg7xJP980628sLmdHd1Z0kUT2/Pe9nlhXaWlNsGCKY18YN50WhtSxCIh6nvD2u6BzfYq1TXH9XD9/ksiQ5rKnXfeyYUXXsjSpUt57LHHBrzX0qVLWbFiBXfccQcXXHDBWH1Ew7K3v8zbXX+l+PrtmJvvgcDt/yw9jjH3C8QXfB299pBRn6sYHgloQojhGnGTkFtu+VeuvfYGrrzycr797cqykV/+8lf85Cc/Y/nyXzNr1qzRm60QQogJTVEU4pEw8UiYSbUJunbtwu3pQAmFUc08H5g9maVHziNbNOnI5nh1ayevbu9iZyZHtmzh+f1/cbVdn63dObZ253j0lY2EdZUpqSTzpzTyvrnTaG2oIR6J0JAwqI1VAlt9wqgGNsf1yJctXN9nS1tlHu89ZlF1Sf7uFi9ezIoVK2hvb9+fH9kA+9LAJNx0HOET7sZbdCvFN39A6c0fEVjdAARukdKa/6S05j+JTP0b4gu+QXjKySjK/j3WQAghxMgNK6AtX/5b/vKXpzj66PdWr331q//AUUcdwde+dikPPXTfmE1QCCHExLR7M47ANglsE7+Y4xMfPpZL/+lbXPTVrzGtXMOhrZM43fXJFMu09eR4ZVs7r+/opiNfJDdEYNu8K8vmXVkeWb2hWmE7dEojx81sZUZLXb/AVhuPVgNba/MkQOH5F1+mM1ckpKmENK26l+35558HoKWlZRw+sdFpYKLFW6k5+iaSRy6jvPEuiq/fjpt5tTpubX8Ya/vDaDWHEJ9/Mcbc81HDtWPy8wghhBh9w1riuGTJUv7wh8cHHTvxxFOqB1dPNLLEUQghxs5wm3FYzlv713oKZUq2g+t5dOUKdGVzrN7axZs7hw5sewppKo3JGLMm1XHMjBYWtDaTMCLUJQxwLD6w+GjMXJZ77/0Np338Ezieh+P6PPDQQ3zpS18kGg6z7s03mdTYgK7t3wrTWDQwCYIAu+0Jim/cjrXtIdjjuHFFj2PM+Ryx+RcTqjt8VH4OMVA6naahoaH6fXd394Q61kEIMbGMeA/akUcu4q9//ROG0X/jd7FY5H3vO55XXlk1OjMdZRLQhBBibOxrM44gCLAcrzewWaSLJUzLw/Vc0oUy7T05XtnWwZr2NB2ZAtmyhf8Oe3kUBepiUWY0pjhi2iQ2vfg8y3/9CwLb4rhjjuLoIw7nlRdW8uSKx0FRufra67js8stxPA/fD3orbJVK22ifxTYan9necHPrKb7x/1Fe/zMCJzdgPNx8ArEFFxOdfjqKGtrnn0W8ZfeqqGma1evRaHRCHesghJhYRhzQrrrqah555HG+8pULmTNnNgDr12/ghz+8g4997BRuuun60Z3xKJGAJoQQY+OOO+4YlWYcfYGtaFcqbNlSmYJp4/kB2YJJWybH6i1trGlL057ND7qHbTA6PsWuNuzObZjt21HMLLqi8KXPnsfl3/gadYlYv8YjjutVKm2ej66q1S6RYV1DU0enyjZan9lw+E6B8sa7KL3x/X7LH/uosSnEDrmI2CEXosXGZ7nnweJAOdZBCDGxjLhJyA03XAfA179+WfVvh6LRKN/85te4/vprR2eWQgghDhgdHR0ALFq0aNDx4TbjUBSFaFgnGtZpSMSAVOXgatOhZNvMKtWxcHoLfuCTKVq0Z3K8sb2TN3buoi2TJ1uysNyBXSJdVCJNrUSaWkkuBN91aK2vpaOxgV/+6QXmt04iFascml0XixI3wqRiBrqm4ng+juthOi4F0yYIgmpgC2mV89hUde8rIqP1mQ2HGkoQP7QSwOyOP1Fa833MLcshqHxWfmknhZeupbD6RqIzziY+/2JCkz4glZ69lE6nq/sJh6qK3nzzzXz1q18d92MdhBAHjmEFNE3TuPnmG7jmmn9m/foNAMydO2fCHlAthBBibDU3NwMMuUphJM04wrpOOKFTh0FrfS2O61GyHUqWTU+pjsOnteD5HnnToitTZFNHD6/s7GDbrkpb/6LlDHimqodoy5Voy5V4Zu02AGqiYSbXJZk/uYEjZ05han0NtTGDuliE2phBwgjTkDAIoBraipaN4/loqoKuaYQ1FV0b/Ey2/fmZDUVRFCItxxNpOR6vuIPS2h9TevNH+GYlLOI7mJt+hbnpV+j17yE+/6sYsz+NosdGbQ4Hs3vvvRfTNFm6dGm/cAZwxhlncPLJJ7NixQruvffecT/WQQhx4BjWEkdVNTj66PcOWYabqGSJoxBCjI3d91MtX76cM844ozrWVzkwDIMdO3aMeuXA831Klk3JcsiVLbJlE9upnI/WnSuyI51h9bYuNnWmeW3jFrRoDEXV3vG5mqrQkDCY3ljLkdOaOWxqMw3JGLXxKCnDIBWLkoyFMcJhHM/D9Xxst/Kn6/uEdgtrIU0b0IBkPD+z3QWeXTn8es33cTqfGTCuhOuIzT2f2CEXoafmj9k8DgY33ngjV199NVdetDSgKAAAIABJREFUeeWAzpwAV111Fbfccgs33HADy5YtG4cZCiEmqhEvcTzqqCMPuHAmhBBi7NTX13PVVVdxzTXXcOaZZ3LyySezePFinn/+eVasWAHAlVdeOSZBQ1NVkkaUpBGlOZXst4+tZDlkS40snjcDN/D4yEdOQYnXEK6fzJLTP8XOnjzZso3puAOe6/kBnbkSnbkSKze2AWCEdCbVxpndlOKoaS3MndzQew5bnBojTDwWJmX0Xxppud5bSyN7g5quqdTUpsbtM9udooUxZp+LMftcnO6XKK75T8ob7wKvDEBg91B8/XsUX/9epanIof+H6IwzULTImM7rQDQeVVEhxMFvWBW0c845j7vu+hmh0MCOT9/61jK+850bx2BqIycVNCGEGDsTuXtdX5Xt+pu/g+2BDXz2c1/Aclx2FUps7ezhtZ1dbNmVoStfJF+2cYfRfAQgEQ3TXBNn9qQUR86YzOymelKJKPXxGEkjTDIWpSYaQVPVtyptvX96vs9/3P49vnfbbZRLRfB9CPxx/8x8q4fS+v9Hac1/4uU3DhhXI40Y875I7JAL0Wvm7vf5TVQTpSoqhDjwjLiL409/+jP+53/u5bzzzmXq1FY07a2lIpdccjkvvPCX0ZvtKJKAJoQQY2/P85/S6fSE+2V0zypbrlQmW7bxg0q1qyNdYENnN2vautjWnSddKFOyHIYX2SAZDdNSm2BuSx2HTWtmVlM9dfHe0BYLkzT6h7auXd1MnzWrsvRSUVj35ps0NdSjD7E8cn8JAh975wqKb/5frG0PVJuK7C48+WRih15EdPonpVU//bs4DlYVlS6OQojBjDigqaox5JiiKHhead9nN4YkoAkhxP6xe9UneIdzyyYKz/cp2y4l26ZsOWRKZYqmg+u55Io2bZkcr+/oYl17NzszBbIlc9COkYNRqIS25lSCuc29oa2xnvqkQX3MIBmPMLO1FRwLggDTtnE9H8evLJP0g6C6p03vbUgynEYko8kr7aS07ieU1t6BX9w2YFw1WjDmfYnYvL9HT87cb/OaaCZyJVkIMXGNOKCdeOIpPPnkwDNb3mlsvElAE0KI/eNADGiDqbTXdyhZDgXTJlMysRwXx60cpL2lq4c1bZ1s6szSmSuRKw/e5n8oiUiIppoYMxpS3Pdfd+Jnu/DKBZ575imSRoRkJELCCBPRdbwgwO09m62vEUlf98iQqlb3to3WOW1DCXwPa8cjlN78v1g7HobA3+MOhUjrR4kdehGRqaehqMPa3n7QORAqyUKIiWPEAW3t2nUccsi8Qcd27tzJlClTRjbDMSIBTQgh9o+DJaANxnZdyraLafd1jSxjWh6W69BTKLN1Vw9r27rZvCtLR7ZArmzvVWjzHZvWxnqm1Sc5ZHIjh0xuoLWpjvqYQW0sSiIaImFEiIVCoCjVfW2u5+N4lffZvRlJSNPQVGVMqjZeYWulqrbuTvzSzgHjaqyV2LwLMOZ9ET0xY9Tff6I7mP9/IIQYXSMOaACe5/H73z/Krl27+MIXPs/q1a+wYMH8QRuHTBQS0IQQYv+47rrrBv36YBQEAXbvQdZly6Fg2WRKZWzHw3U9egolNndlWNPWxZauLO25wpAHag9FUxVqjSiTa5PMaUkxr6WRWc11NNUkSBkRErEI8WiYRDhMSNdwPB+vd4mk63l4foCuqmiaSqjvz72otr3TP8/Ad7G2PVSpqu18DAbs1lMITzmZ2LwvE51++rumA6QENCHEcI04oG3evJmlS09jw4aNzJo1kw0b3uCmm77DXXf9mvvvv2fI6tp4k4AmhBBif+lbHlm2HYqmQ840q3vaskWbrd3drG3rYWNnDx3ZAtmytVeNSABiYZ26mEFrfZJ5LfXMaa5nxqR66uMxamIR4uEwCSNMLBxCUZVqpa1viWTf3jZNVXf7U0NV+1fb9iZouPlNlNbeQXndT/DNzgHjSqQeY/Znic37MqH6I/fipz3wSEATQgzXiAPa6ad/iiVLjueCC77Ixz9+ZnXP2cqVq/j2t2/iwQeXj+6MR4kENCGEEOOprxFJ2a4Et2zJJF+28DyPvGXTns6zrqOLzV05dqTzdBdLFM3ht/yHtxqSNNXEmd5Yy5yWBmY31TO9sYZU3CBpREhEIsQiIYyQjg+4nofrV/a4uV5lT1lI06qVtphhgF+p+A03aASejbntt5TX/mSIqhqEGhZhzPsyxqxzUSOpYf+MBwoJaEKI4RrxQdW5XI5LLvka0P9fPosWHUOpNDE7OAohhBDjTVNVEtEwiWi4es33g0qlzansa/uAOZNC2aRsu9iOS7pQZGNHhvXtabZ0Z9iVL5EzLUxn8CWSAZAzbXKmzYbOHp58fXPve1eWSU5KxpndnGL2pHpmNzcwpS5JKhYlEQ0Tj4apMSLomornB5Uz21wPNRwFVYUgoKdYRlffakiiq+qAihv0HoA981MYMz9V2au2/meU1/0Ur7ileo/TvRKneyW557+JMeNsjHlfJtxywkHT5fDaa68d7ykIIQ4CwwpomUx20OumabJzZ9uoTkgIIYQ4mKmqQiwSJhZ5K7QFQSUc9QW3xfMc8mWLfNnCcSvnt7V151jT1sXWXTnaMgXSxRJFy8Hx9uyqWOH5AelimXSxzJr2XdXrYU2jNhZhUrJScZvdUs+cSXVMbUhRa0SwzTI+gGWC72EW8tTUprBcD89zcH0fhbcqbrqqVILbbnvctMR0ku+5hsRRy7DbnqC07ieYW+4D3+qdnEl54y8pb/wlWnIOsXlfwphzPlq8dYw+9f3jYN9/KYTYP4YV0I49dhHnnvs5Lr3069i2zcaNG1mzZi233vrvnHTSkjGdoBBCCHGwUxSFkK4R0jWSux096vsBluti2i7mTIcPW7PJFyvVNsfzyBZLbEvnWLejm209OTpyRXpKZUqmgzfEEjvb8+jKl+jKl3htZxesrlzXVQXN98jtaqf2Q5/Ay6Tx8t3MO/bDfOFzn+XSr36FeDSCEdGJ6joBlSWcrh9gOpVz3AKo7m3ra1KiN59E3ZST8a005Y13U1r3E9z0S9X5ePkN5F/4Z/IvXk2k9WMYc79IdNrfDtlY5N3UkEYI8e40rD1opVKJiy66mLvv/m+CIEBRKu17zzvvXH70o/8kGo3uj7nuNdmDJoQQ4mDUt7etEt4q7f9Lpk3JdrEcj3yxyMauDGvbutmRydOZK5IpmpTtvWtKApVz0DyrTH3M4KhDZjKrqZ4ZTSnmtDTQkDBIGlFiYZ1YJIwRqjQn8fyBzUn6znDTVYUg8zLOxp9hb7qbwBm4SkcJ12HMOhdjzucJNR3Xbwmk7PMSQhwMRqXNPlS6Ob766usAHH74YcycOXNUJjhWJKAJIYR4N9k9uFmOS7ZkVoNb2XLIlUq8saOLzV1Z2rIFuvJFcmWLsu2wF31JquJhnVTcoKU2ztSG2kpwm1TPtIZaErEo8UiIWCiEEQ4R0lX84K2qm+f5OE4Rdj4AW35O0PXUoO+h1czDmPN5jNmfRU/OlIAmhDgo7FNAM02Tyy+/knvuWU44HOKCC77I1VdfdUBt5JWAJoQQQgwd3IqWg2m73P/Qg/zsnt8y9bAjWXD0YrqyZTJlk5K1dx0l+2iqQjIapiFuMKWuhmkNNUxvqmNOSwMtqQTxcOUoACMawtB1NE3FyW/AXP9fuJvvJihtGfS5evMJfO2Wp/jd8wEFUwKaEOLAtU9dHK+99gZ+/vO7OOmkJdi2zc03/yvNzZO46KK/H6NpCiGEEGIsVLtJUmlMMqWuBqgEN9N2+eNvS1jrXmTp0g/z9586mZJpYzkeRctiezrLL+5/hNc3b2Py7HnoRpyCaWMP0Zyk8tyATMkiU7LY0JXpNxbWNWqNCI1JgympWqY31TCzqZ65LXXUN3+NxPRLMQorUXf8Gm/bcnDz1de6HX/ku1+Cmz8Lj7ykseXlu0nNPZ2QrqOpau//lAPqL5OFEGJPQwa0Bx54iFWrnmXu3DkA/OlPT3PNNddLQBNCCCEOEpqqEo+GmTmlGb+cZ93q53jPzBsJggDb9bAcF8v1uOu7N5H/6/NcfPK1LP3oxzBNh45cjrU7u9mSztCRKdFTLFeWSzou/ttUtmz3rSYlb+zs7jdmhHRqjAgNSYPW1GnMbDiLxalXmGc/Riz7FKpSea4RhjOO9eDF8+h6Pkntwi+jTj8PP7kAPwhQFaXapERTlMqfauWahDchxEQ35BLH97//BJ599o/9rn3gA0v485//0O9aPp8nmUyO0fRGRpY4CiGEEO8snU7T2tqKaZosX76cM844ozp23333ceaZZ2IYBjt27KCmthbTrgQ323EpWBYF06Zk2piOR75YZms6x6bOHnaks3Tmi2RKlXtMx93rJiV96unmlLqVfHLyK8xNdA16T1B7JNr0v8OY+XeEk9Pxg6Cy3833e/8XoED1SACt94iAtzvfTQghxsI+LXE0jIGdGaPRgS1vP/nJs3niiUdHMD0hhBBCjKf6+nquuuoqrrnmGs4880xOPvlkFi9ezPPPP8+KFSsAuPLKK6mrqwMgHg0Tr7668pe0e1bdbNclb9qULIui6eC4PplCic1dGdZ3dtOWKdCdL1XCm2Vju4MfxN0nTQO/7jmVX/ecyjxjJ6c1vsBHG16kIVyo3qNkV+O/sprC6mV0ho6k0PAJYnM+RTzeQiwSJhrWiOh6pZKmKrieXz3fzfMrxwT0BbVKaFNQVam+CSH2ryEraLNmHcoXv/j5ftd+9rNf8IUvfG7AtY0b14zdDEdAKmhCCCHE8ARBwI033sjNN9+MaZrV69FolKuuuoply5btc0Dx/QDHq4Q20xkY3mzXI50rsrGzh4270rT1FOgpmGTLFtliGbf3iJ89aXgcV7uO0xpXcULd60RUd8A9rq/yfP5QnikeyzqOoy7VxJRUkumNtcyaVMfk2iRxo9K0JKRrREOV/WxBAF4wsPqm7b50crcKnOx9E0LsjX3q4mgYKVpamt/x4R0dnZRKPSOb4RiRgCaEEELsnXQ6TUNDQ7/v+ypnY6Gv8ma7lcqb5bgUTJtib3j72c/v4hd3/4qTPnEWh7x3EW09eboKZXIlk4JlU7IdQCGhlTmx7lVOaXiZxTXr0ZSBv96YXoinMgt4tPs9PJs9FCfQURWFeCTU27gkRksqweT6GmY0ppjZmKIllSQeCVeOCtA0QrqKrlUCnOv7+H6AF/RfPqmqlQCnayqqokiAE0IMsE9LHN/3vmN58snH3vHhJ554yr7PTAghhBATSn19fb/vxzKcQeXg6UhIJxLS2XNHexAEvDqziZ+2rcdet5Krrr+cou1QtGxKVmXP22VXXMFrGzbz3tM/Rb7xbH6Y/xg/3NXJouhzLKldxRGJrdXnRTWHUxpWc0rDanKuwRPpw3ks/R5W5WaTN2229+Rha0e/OWiqQjwcojYWpTERozmVYGpjLbMaU0xvStFcmyQW0TFCYTStshRS11T83uDZV33ra16i9S2b3P1rVUFTZA+cEKJiyAra5s2bh3UQ9XDvGw9SQRNCCCH23kQ6DPrtGpjcu3w5Z5/zdxjxBKtffY1oLEbBcihbNkXTwXJdCt1r0druY5r5GJOUrYO+xy47yePpI3ms+yheLU4Hhh+UNFUhFg6RjIapj8doSsWZWl/DtPoapjXWMb2hlmQ0TDSso+sqIVUnrKmgKAOWUPY9ry+s7bmEUlWkCifEwWKfljgeDCSgCSGEEHtvIgU0gBtuuIFrrrkGYNAGJtdffz1XX311v9cEQYDr+b3LJz0cz6XY9TLBtnsItd+Hbm0b9L12uXX8KXsUj3cfzgvZVrxAHfH8oyGNRCRMKh6lMRGnJZVgSl2SaY0pZk6qpSEeJxYNEdVChMIqIVVDUxX83n1wvlThhDjoSEATQgghxLBdd911g349Xka7gUkQBNhdf6G04W6sLfcQmB2D3meHmmmPnsjL7nGsykyjPVukp2SRLZmULAfTdRmN/KopCrFIpQpXFzNoSsWZUpdkal0NrQ0ppjfU0pAwiIb1apOSiKahqmq1Cuf3HicQwJAhTt2tsYkQYnxJQBNCCCHEAW8sGpgEvovd/iTlTb/G3Ho/gZUe/MZoC37z31Ju+lvy8aMpWR4lx6EjnWdrd47tuzJ05ouki2XyZZuCVTn3zfH8Ec2vj64qGL1LKVPxKA3JGFPqamitq2FKfQ3TG2poTMaJhkKENBVdfyvE+fC2IU5VFDRFqR4vIMsphRh7EyqgPfDAQ9xwwy0YRhTP87j99ttYtOiYQe/t6Ojg9tu/z1NPPY2u62SzOc455ywuv/xSdH3I/iZVEtCEEEKIg8tYLr8MfAe77UnKW36DuWU5gdU96H1qtJnojDMJTz+ToOGDuL6C7Xk4jkfBdijbDqbtULIcssUyO9NZtvcUaOvJ0Zkrki2b5Ms2RdvBcjz8Ufo5VEUhGtJJRMPUxaLUJwxaUklaauO0NtQyvaGWyXU1xCNhwrqKqmqENQVd0wgYuJyy71iBvuCmKpXvlb5KnCypFGKf7VMXx7GwatULfOYz5/Pcc09z2GELeOihhzn11I/z2msv0NLSMuD+e+5ZzqOPruAPf3iMZDLJtm3bOPro91Mul7n++mv359SFEEIIcZBT1BCR1lOItJ5C8L4fYLf/EXPzPZhbl+ObXdX7fLOD0ps/pPTmD1GjTUSnn0Fy5tmEW5agqDXV+/r2wTmeV9kP53nYtkvRcashrlCy6CqU2LYrw46eLG2ZIt2FEvmSRcG0KTsutusxnAjnBwEl26FkO3TmikPeF9U1jHCIhBEmFYvSmIwxpS5JS10NU+uSNNfWMDkVJxrWURWVcEhDCQIUTcN2PfzeALd7NU7drQInQU6IkdmvFbSzz/40QRBw772/rl477LD3cNZZp3PDDdcNuP9//uc3+L7PueeeU7128cXf4JFHHmPDhjfe8f2kgiaEEEIcXMajgUnge9gdT2Fu+Q3m5nvxh9izpoRTRKaeRnT66URaT0UN7XlwwCDP3q2ZieN5OJ6PZTuUHJeSXelIWTJt2rMF2nry7OjJ0pkr050vkjdtCmWbkjO6lbg+EV0jHgmRjEao611W2VybYHJdkil1NUypS9JcE8eIhNDUyhlxIbVyDlwAgwa5vvPgdg9y1XAnQU68i0yYCtqKFU9wxRWX9bu2ePExPP74E4MGtHPOOXvANcMwsCx7rKYohBBCiAns2mv3/woaRdWITD6RyOQTqTn2P7A7n6lU1rbci19uq94X2BnMjXdhbrwL1AiRKR+phLWpH0eLDVwpBJXAGdI1Qro25PvvHuI8368upyzZlUYlll0Jc13ZIjt6MrT1FOnI5OnKFUmXTUpm5ew40/Fw/eHvibNcD8v1SBdNtnRnh7wvomvEwiESvfvjGpMxWmoTtNTX0FqXZHJtkubaOPFoGF3T0DUVAh9UDc/3qod9+37QvyLXG9x2D3ZqNdwpEubEQWu/BbR0Ok02m2Xy5P7/gmppaeH3v3/nA7H7PPvsXzjnnLNGe3pCCCGEOACMd1dJRdWItBxPpOV4ao67HafzWcp9yyCLu7Xu9y2s7Q9jbX8YUAg1vY/o9NOJTv8keu2he/eewwhxUKlY9S2n7KvGVZZUVpY9Oo5LulBmezpLR6ZAWyZLZ86kp1imYFoUrcr+Ocv1queyDUdfkOspmWxL54a8T1dVjLBOLBKiJhqmLm7QVJOguSbOpFSClto4zakaJtUYxKKRasfJkKrha31VOb+3KleZ32BBrq/BibZb50ppeCIOJPstoBWLlbXQkUik3/VIJEypVBrWM1as+F+2bt3G7353/6jPTwghhBBibyiKSrj5g4SbP0jNsd/FTb+EufV+zK2/xe15ebc7A5yuZ3G6niW/6gq02vlEp32S6PTTCTUdi6KMTtt7VVWIqDqR0Nvf5/l+NcTZro/jupiOi2m7lB0X03HIFkx2ZHJ0ZAp0ZvN05Mr0FEvkyhbF3r1x1l5W5FzfJ2/a5E2bjmwR6Bny3pCmYoRDxMMhaowIqUSUSckEk2rjTKpNMLkuUfm+JoYRjaCpEFJ1dK2yTNIPAoLeINe39HOwJZZ7hjmpzImJYL8FtHg8DoBlWf2uW5ZNLBZ7x9dv2bKFf/iHr/PAA/eSSqWGvO/HP76TH//4pwC0tbXzyiuvjGDWQgghhBDDpYN+Nsw+G9XaTjjzJOHMHwgVVqHwVpDxsmsoZtdQfPVf8PVGrNQS7NSJOMnFoEbHcf6gAXEgpgU014fxUilcrwaPANcNsH0XxwkwvcoB4HnLZlfeZFfepMe06CmaZEyHvOViuh6m6+G4Pu5e7o9zPB+nbJErW7RlC297r64qRDSVaEgjFtJJRHXqohHq4mHqYwb18TCpaIRULEwyGiKsar173iphTFEqh4IHQYBP5U9FUVChOq5CdYmlqvR9/da1/e0HP/hB9euvfOUr+/39xdjar01C6upauOKKy/jWty6vXjv//C+zdu16nn32j0O+rqOjg1NP/Ti33/5vnHDC8cN+P2kSIoQQQojx5pvdmNt/h7n1fuydjxK4Q6wc0gwik08iMvVviEw9DT0xY1Tef6wPHu/bI+dWK3O7VeUcj7LjUDQt2nvytPVU9sZ15vN0FyyyRZO8aVGynGrHytE6O24wChDWNYywTjwcJhEN05A0aEjEaKyJ01QTp6kmRmMiTlMyRippENI0NFVF7zvkW1EqYW6wpZaKgtIX/nYLgHsuvxzxzzEOzXLE6Jow56B96lOfIQgCfvObX1WvLVz4Xs4885ODNgkB6Onp4ZRT/pbrr7+Gj33sVKBSJbvwwgve8f0koAkhhBBiIgncMlbbCsyt92Nte7Bf+/496anDiEw9jcjU0whP+gCK+g5rF4cwkX6Z9/3djx7wcHwf13UpOx6W7WJ6HqZl054psLMnT1e2QGe+QHe+TKZokjdtirZN2Xax3Mp+u7G0Z6CLG2Hq4lEm1SRoTMZoqokzqbYS6Bpr4qTiBrqmVg4L7+tKqSjVjpa7L7fcPdD1Veb6Atzu++oGC3UT6Z+p2DcTJqCtWvUCS5acwnPPPc2CBfN5+OFH+Oxnv8jrr79IS0sLy5Zdy/33P8jKlX8mGo1SKBQ4+eS/4cQTj+ess86oPueii77KqlXPvuP7SUATQgghxEQV+B5O17OYW3+Luf0hvOyaIe9VQrWVM9qmnkak9aNoRvOw3+dA/WV+sMqc61WCnOW6WJ5HsWzRmS2yoydHeybPrnyZnkKRnqJFzrIoW041zNnu6B9FMJiwphIO6cTCOvFImNpYhPq4QUNNnIZkjMZEjPpEjPqEQUPCIBUzCOsamqaiqyqapkJAv86W8Faoy2YzzJ0zFwgg8Nm6dSsN9fXvGOre7ca6kry3JkxAA3jggYe44YZbMIwonufxve/9G4sXLwLgH//xWyxffj+vvfYihmFw003fYdmy6wZ9ThCY7/heEtCEEEIIcaBw8xt7Oz/+DqvtSfCtIe8NNS7ura79DaGGY4ZsNJJOp2loaKh+393dTX19/ajPfSLYvYul51cCne04mG6lGYrpOBTKFl25yplyHdkC3UWTnkKJbNEiZ5oULbfaydJyHAL2T8gJaSrRkI4RChGPVhqjNCRi1CWjNCbjNMQrge6xhx7k17/4KeVsD4rnAz7RcIhLLvkml112ab/z55TdqnT7Wqk7mEy0v6iYUAFtf5KAJoQQQogDke8UsdufxNr+O8ztv+vfwn8ParSZSOsphKecQmTKUjSjmSAIuPHGG7n55psxzbf+UjsajXLVVVexbNmyg/qX8XfSt4fM9fxqoHP9oF+F7tCFh6OGIqhGku/f8VM68nl25Up0F3qXW5Z7jyZwHEzHw3E9vP34i79CAK6LbZYIHIvm+gYWzptJfbIS5uriMWpjUeriUeriBvWJGDVGpFKtU1RCeqVzZQDV5ZdBEPQLbYqy+5+DBzuFA6PzpQS0CUICmhBCCCEOdEEQ4GZerVbX7M4/Q+ANeb9edxQvbElw04+e4bm1cPyJS1m0aBErV67k8ccfB+D666/n6quv3l8/wgFpz1/oK23731py6Xk+ju/jOJWOlZbrUbQsunIlOjN5OjMlugtF0sUy2VKZXLlyxEDZ7m2I4njY3t6dOTcadFUhrOtEQxrxSJikESFlREglDFKxSpirG+TrWDjcuwyz0izlbYMdg1fs9qzq7c9gJwFtgpCAJoQQQoiDjW/1YO18rLIUcvvv8a1dQ99LGGPKiYRbTyEy5RQeenItZ551FtFolJ07d1JXV7cfZ37gGK2lob4fVJdber5fDXh9oc5xfUq2TXe+zK5cgY5skV2FAt15k0ypRKZoUzAtOtM99OQKhCIRtFBkr86fGy2qohDWVSK6XmmaEg1Ta0Soi1VCXCXMRUnFY6SMCLWxKLWxKKlYlHBYR1MUNEVFURUCgupSTHWP4IbCbksuGaSS99bYcKvAE3GprwQ0IYQQQoiDUOB7ON2rsHY+hr3zMezOZyFwh7xfNSbzx1fh1yvaOP3Lt/H5Cy7dj7Od+CbC0tBqC38vwO0Ndf9y663ccst3uPhrX+eSyy6j5Lik80V29Qa7/7n/9zy3+mUWHrWYyTOnky/blGynsp/O8Xo7Xnq4+7la10dTFEK6RkTXMEKVcJc0IqRiUWqMCLXxKKl4lBrDqBxMHgtTGzOo6R2PaDqq8v+3d+dxNpb/H8dfZ5uNGWOZGVuYGalsyS5hLJOvFn1pIy3yC+1E3y+VpKh8U9G+6ItC+ypJSERfaobEoCQUMmOZYcx21vv3x+FwzJnFMnNmeD8fD48z5zrXdZ/rvq+53fdnruu+LrBY/GfFNAUI5I5frw4DnpnyDFOeeYaC/HwwvBOrVIShvsUFaOW2ULWIiIiInFkms4WQmPaExLSHi8fhcR5m9gt3sWvdXPp1rUH1kEy//J78PXRJhC6JAKPZN28OoXWTCa3TA1vsZZgbo6jTAAAgAElEQVRtVYKyHxXFpEmTGD9+PADJyf5DQ4+ml/XQUJPJu46axQwhWABoWCcOT0Euv65LJSGuZqEyH/1nHIdXLGHwzX0YfPsA33N1buPYc3UOt3fh8IO5+Rw4nE/m4Rz2ZeezPzeXgzkFZOcVcCjfTl6Bk1yngwKnG/uRtelcbg+nE9q5DQO307s23qF8O2TnnlR5q9lMiNVCmM1CmM1GZFgIUeGhREaEUS08hOiIMKpVORrchRMZHkK1iDA+mP0OL02dAgZ0S+5N61atSFubUq7teSrUgyYiIiJyFpk+fTrDhg0jOTmZBZ+8iWPPYuy7F2Hf8y2GI6vogiYrtpj2hNbuQUid7oTEdMJkDS+/igdZZmYm9erVo6CggM8++4x//vOfvs8+++wz+vfvH7ShocfX7dNPP6Vfv2PLTx2tW3h4OLt37z6luh0diuk2vM/XeTwGbsPA6fI+K2d3ucgucJB1OJfMPDsHDuWw93AemYfzyMot4LC9gOw8B3l2BxkHsnBjwoP3DwjB6rU7yjAMLGYTYTYbVUJtXHpBA3pVdwe1PUFDHINdDREREZFyU9TNvOFxs/iT51gwewzdW5hp38Rc7HBIzKGExHQkpE53bw9brfaYLKHltBfl7/jAdtGiRYU+T05OZsmSJUyfPp077rij3Os3ceJEX69Pr169aNeuHSkpKSxZsgQI3sQv3uGG3mfr3G6DqlFRmExmTGYzf+3ahd3p4lC+g8ycPA7mFXDgcA5ZOXYyc/PIzrN7Z8S0e3vu8o7MiGl3unC63Uee3TuzoUrz82JZ+NDgoLenhjiKiIiInCNq1KjBww8/zPjx4+nfv3/Am/ma7SZw9cARONKXYd/zLY7073BlbfDfkMeOI2M5jozl5KybAJZwQmI7E1qnOyG1u2Or1RaT2XZada1IiwdnZGQA0LZt24Cft2vXjiVLlpCenl6e1fIZN24cAE899RRLlizxteXxz1MFg9lswowFq8UCNsBpxwAMoF7N6GLLemfHxDsk0/AOyzy+987p8pDvcJKdZyczL59D+QVkHc5nf3YuB/MKOJhbwMHcfHKcDnLyjix54HJhd7rJK7Dj9ngwmS1+3xkZ5v0jQ7DbszgK0ERERETOMqW5mTeZTIQ16EtYg74AuAv24UhfjmPPUuzp3+E+9Kv/Rt35OPYswbHHuy2TtSohcV0Iqd2NkLgu2Gq2xWQJOal6Pv74476fgx2gxcXFARQ5+iolJQWA2rVrl1udjmcymXj00Ue55557/GYkrMyzcZqOTPARYrYAlhLzB3K0B8/tMY788+DxeJgx620e/NeDdO6axAuvvUFWnp0Cu4P4I8/wBbs9i6MhjiIiIiJnqROnF8/MzCz1zbw7b8+RHralONK/w334j+ILWMIIqdXeG7TFdcEW0wlzSFSp6xbsqc/L+jmvM6mirel1VEVq04rensUNcTSXc11EREREpJyceHN8Mjeilog6hCcMJLrzdGKv3Urs9X9R7bK3CU+8DUuVBoULuAtwZHxPzvonyVz8DzLeq86+ea059OMI8nd8jDvPO5TMMAwmTpxIvXr1/IrXq1ePiRMnBi3gODo0FKB///4kJyfz8MMPk5ycTP/+/QF46KGHgh6cVUQVsU0rc3uqB01ERETkLFYWvS2GYeDO2Y5jz3c4Mlbg2Luy5B42wBLZmE17Inn9g5/56Xdo3LIXbdu2801lD8Gb7AIqxjpopVGRnt0D/wlMTlyeAILXphW5PTWLo4iIiMg5qryGw7nz/saRsRLH3pU4MlbgyvwFSlg9yxwWhy22EyExnVj9q4O+Nz+KYQ7e1OdHnc7Q0HNNRV6e4Pg6VrT21CyOIiIiIueoxx57rFy+xxJRl/D4GwiPvwEAj+MQjr2rcOxdgTNjJY59P4LH7lfGU5CB/a/Psf/1Oc2ALa+Z2LSzgF8/68/F3YYQEtMRS2Tjcu/lOJ2hoeeaTz75hIKCApKTk/2CM4B+/frRq1cvlixZwieffBKU6eyh8rWnAjQRERGRs1iwhsCZQ6oRVv8fhNX/BwCG28705+5l/fK3uKlPIgk1DmA4DvqVsZgNWjQEWMahFcsAMIXWJCSmI7aYjt7XWu2LnXzkTCmvwLayq+jLE1RGCtBEREREpMyZLKGYqrfnlQVvscWZwDffbMF1cDPOfatx7Fvlfc3aiPmEzjLDfgD7rq+w7/rq6JawRjc7ErB1wFazLdbqzU57TbYTVYRnuyqDir48QWWkZ9BEREREpFyUNPX5bYP60+HCEN59dTSWnF9w7FuNYc8secOWMGw1WmGr2RZbrbbeoK3ahYUWKZYzr6JPZ39URZtYRc+giYiIiEjQHZ36fPz48fTv359evXrRrl07UlJSfItpd+03jpiO3hn/DMPAnf37sR62fatxZa0Hw+O/YXcBzn2rce5b7UsyWatgq9naL2izRDXGZNIqU2dSadq0IkxnXxGCstJSD5qIiIiIlJvTnfrc48zBuT8V575VOA+k4tyfijv3r1J9t8kWha1mG1/AZqvZGktkgoK201SRp7OvqDTNvoiIiIhUKGdy6nN3/l6cB9YcCdhScO5PwZNfukkpTNaqWGtcjK3GJd5hkjVaYY1uhskadkp1OZdVxOnsKyoNcRQRERGRCuVMTn1uCY/FUr8PYfX7+NLceX97e9qO9LI596fgse8vVNZw5eDc+wPOvT8cSzRZsFa7yBus1TwSuFW/GHNYzULl5ZjKNp19RaUATURERESCoiynsrdE1MXSoC9hDfoC3mF4ntydOPaneIO2A2twHfg5YNCG4cZ1MA3XwTTYNseXbK5y3rFethqtsFVvgaVqgiYjkTNKAZqIiIiIBEV5TtxgMpmwVG1AeNUGhDe6FjgStOXvwZm5DueBn3FlrsOZuQ734a0Bt+HJ3Yk9dyf2nV8eS7SEY4tuijW6OdbqzbFVb4E1ujnmiLrn5HNXWj/u9OkZNBERERGR43ich3FlrvcGbplHAresNPDYS70NU0h1bNWbYz0SsHkDt2aYQzXsT/QMmoiIiIhIqZltkYTEdSYkrrMvzfA4cR36DWfmOlyZP+PM2oAra0ORk5EYjiwcGStwZKzw33ZEvSPBWlOs1S7y/ou+CHNojYDbkXOPAjQRERERkRKYzDZs1Ztjq94cEm/2pXsK9uPM8j6v5spKw3lwA66sNAxndsDtePJ2Y8/bjX33Qr90c1gs1moX+gI2X+AWUf+cHCp5LlOAJiIiIiJyisxhtQitk0RonSRfmmEYePJ2HellS8OVtQHnwTRcBzcXOUzSU7AXR8FeHBnf+6WbrFUKB27VLvKu32YJKctdkyBRgCYiIiIicgaZTCYsVc7DUuU8qH+FL93wuHBnb/UGa4c24zq42ft66Ddw5wfcluHKPbLG25oTvsSMpWojrFFNsESdjzWqie9nS5UGmlmyElOAJiIiIiJSDkxmK9boC7FGX+iXbhge3Dl/HgnWfj0ucNuMYc8MvDHDg/vwNtyHt8EJwyUxh2CNTMQS1QRr1PlYqzXBEul9NYfX0ZDJCk4BmoiIiIhIEJlMZqyR8Vgj4/173AwDT8G+QoGb+9CvuHN3AkVMxu5x+AK8EwdUmqxVsEQ2xhKZ4A3ijnu1VG2IyWwrs/2U0lGAJiIiIiJSAZlMJizhsVjCYwmt3c3vM8OVj+vwH7izf8eVvQVX9u+4j7wWNbOkt1wurqxfcGX9Uih4w2TGUqWBN1iLTMRaNQFL1JHXyAQtEVBOFKCJiIiIiFQyJmv4sVklT+BxZOM+vBXXoS24srccF8RtwXAcLHqjhgd3zg7cOTtgz9LC3xlSHWtkApaqjbBUbYilSkO/n82h0WdwD89dCtBERERERM4i5pAozDVbY6vZ2i/dMAwM+wFvz9vhbb5X9+E/cB3ehidvV7HbNRxZgScsOcJkizoheDv6r5E3gAuL0fNvpaAATURERETkHGAymTCF1SIkrBbEdCj0ueEqwJ2zwxu45WzDle19PRrA4S4odvuGMxtX1npcWesDZ7CEY6nSAOvRIK5qQ8xVGmCJqI+lSn0sEfUwWcPPxK5WagrQREREREQEkzUs4CyTcGTCkvx03If/wJ3zJ+7cP72vOX/iytmBO/fPEgM43Pm4s3/Dnf1b0XUIrXlcwFYf85HAzVKlPuYj6WZb5OnuaoWmAE1ERERERIplMpmwRNTBElEH4i4r9PnRGSePBW47TgjkdmA4s0v8HsN+AJf9AK6sX4quiy3KL2CzRNQ7FsyF18UcURdzWC1MJvNp7XOwKEATEREREZHTcvyMk9RqFzCPx37wWMCWeySIy92FO28XntxduPP+BsNV4ncZzmxcBzfBwU3FVMiKOaIOlvA6mCPqYomoizm8Dtaq8YQnDjrV3SwXCtBERERERKTMmUOjMYdGY6txccDPDY8bT8He4wK23ScEcLtw5+4CT6EFAgJszIUndyee3J1+yZaoJgrQRERERERESmIyW44NoyyiF+7oTJTuowHcCcGbJ38P7ry/MRxZActbIuqW5S6cEQrQRERERESkUjg6E6U5rBa2mq2KzGe48nHn78GTtwd3/t948v7Gnfc3lqqNyq+yp0gBmoiIiIiInFVM1nCskQkQmRDsqpy0yjm1iYiIiIiIyFlIAZqIiIiIiEgFoQBNRERERESkglCAJiIiIiIiUkEoQBMREREREakgFKCJiIiIiIhUEArQREREREREKggFaCIiIiIiIhVEuQdo8+bNp127znTt2pPOnZNITV1TbP7s7GwGD76Ddu0607p1R8aMeQSXy1VOtRURERERESk/5RqgrVmzlptuuo23336L77//loce+je9e19Nenp6kWUGDx6K2+0mJeUHVq/+nhUrfmD8+MfLsdYiIiIiIiLlo1wDtKefnkLv3sk0bXoRAFdddQVxcbG88srrAfOnpW3ks8++4N//Hg1ASEgII0fey7RpL5OTk1Nu9RYRERERESkP5RqgLVmylLZtW/ultWvXhsWLlxaZPywsjObNm/nlz8/PZ+XK/5VpXUVERERERMpbuQVomZmZHDp0iDp1avul165dm23btgcss23bduLiYjGZTH75j34mIiIiIiJyNrGW1xfl5uYCEBoa6pceGhpCXl5ekWUK5/e+L6rMm2++xZtvzgAgLS2Ntm3bnFa95fTs27ePmJiYYFfjnKY2CC4d/+BTGwSf2iD41AbBpzYIvorUBjt2/FnkZ+UWoFWpUgUAu93ul263O4iIiCiyTOH83vdFlRk27A6GDbsDgLZtLyU1VUMhg0ltEHxqg+DS8Q8+tUHwqQ2CT20QfGqD4KssbVBuQxxr1KhBdHQ06ekZfunp6ekkJiYELJOQEM/evfswDMMvP1BkGRERERERkcqqXCcJ6dWrB6mpa/3SUlPX0qtX94D5k5N7kp+fz8aNm/zyh4eH07lzpzKtq4iIiIiISHmzTJgwbkJ5fVliYjyPPvo4/fr1JSamFgsWLOSdd+by9ttvUbVqVcaNe4z77x/NkCG3YbVaiY2NYf36DaSmrqFfv2twOp3cddd93HjjdfTp849SfKNBmzatS84mZUhtEHxqg+DS8Q8+tUHwqQ2CT20QfGqD4KscbWAyjAKj5Gxnzrx585k48WnCw8Nwu91Mm/Ys7dq1BeDBB8fy6aefs3Hjz4SHhwOQnZ3Nffc9wKZNv+J2u+nVqwdPPfUEVmu5PT4nIiIiIiJSLso9QBMREREREZHAKm031Ik9cS+88FyxU+pnZ2dz//2j2LhxM263m+Tknjz55OPqiTsF8+cv4NVX38But5Obm0f16tH85z9P0rJli2LLXXhhS2rXjvNL69fvGkaMuLcsq3vWmjXrHSZPfrbQMf3ii4+pVq1awDJOp5MxYx5h+fIVmEwmLrnkYqZNe9Y3y6qUXqDf5z170gkLC+OXX1JKXUbnwMlxOByMH/8Ezz47la1bN9KoUSO/z996awavvTad8PAwwsPDef31l0hMTCx2m3v27OHOO+9j79592O12brrpRh588IEy3IvKrag2MAyDuXPfY+bMdwA4fDiHRo0a8swzTxZqpxNFR8fRqlVLv7S77hrGjTdeXxa7UOkVdx5MmDCRzz//kujoY9eB8PBwvv56XrHb1H3SySmuDQL9Pm/fvoNWrS7miy8+LnKbOg9Kr7T3opX1mlApz7o1a9Zy00238dNPK2na9CLmz19A795Xs3HjWt9C1icaPHgoVapEkJLyAw6Hg6Skyxk//nGeempiOde+8hs8eCgvvvgcN900AICxY8fRs2cf0tLWEBcXV2S52rXjWLZscXlV85wwduyDDB58a6nzjxnzCD//vI4ff1yBxWLhhhsGMXToXbz77jtlWMuzU6Df59tu+z8uuKDJSZWR0tuxYwcDB95GkyaNcbvdhT7/4osvefjhx1i/PoXatWvz8suvcfnlV7Fx48+EhYUF3KbH4+Hqq6+lT5/LmThxAocOHaJ1645ERUX6lmyRY4prg9zcXAYPHsp3331Dly6X4Xa7ufXWIfTufTXr1v3ke3QhkFatWurcKKWSzgOAadOmkJTU7aS2q/uk0iupDQL9Pnfr1osbb7yu2O3qPCi90tyLVuZrQrnO4nimPP30FHr3TqZp04sAuOqqK4iLi+WVV14PmD8tbSOfffYF//73aABCQkIYOfJepk17mZycnHKr99mia9fLfCcEwOjRI9i/fz+LFi0JYq2kJFlZWbz88muMGjUCq9WKyWTiX/96gPfe+5CtW/8IdvUqnZkz3/R7n5OTw+eff8ngwbcEqUZnv5ycXGbPnsHttwf+o8TEiU9zyy03+f5QN3z4Hezff4C5c98rcpsLFixk3bpfGD16JADVqlVj+PA7mDRpst8SL+JVXBtYLBYGDLieLl0u870fOfI+tmz5ndTUNeVd1bNWSefBqdB90skpqQ1OvD5s27aNtLRN9O//z/Ko3jmhNPeilfmaUCkDtCVLltK2rf8MLO3atWHx4qVF5g8LC6N582Z++fPz81m5suIvVlfRfPrpB37vj/5V9MRFxaViWb58BU6n0+/cueSSVlgsFpYsCXzuSNHi4+P93n/00Sdcdtml1K1bN0g1Ovs1b96Mxo0DD03JyspizZq1fr/fNpuNVq1aFnltAO/1ITExgejoaF9au3Zt2LlzF7/9tuXMVf4sUVwbhIeHM2fOrEJpoOvDmVRcG5wq3SednJLa4MTrw9tvz2HAgOuL7LWRk1fSvWhlvyZUugAtMzOTQ4cOUaeO/1DG2rVrs23b9oBltm3bTlxcLCaTyS//0c/k9KxatZqwsDD69r2q2Hy5uXkMGTKMrl17kpSUzKRJT1NQUFBOtTw7zZ//NT169Oayy7pz3XUDSUlJLTLvtm3bMZlMfsOAbTYbNWvW1HlwBsyc+Q5DhtxWbB6dA2Vn+/YdACd1bQDveRGozNHP5PSsWrWa2rVr07Vrl2LzpadncOONN9O1a0969erDyy+/VuTwPSnZjBlvk5SUTOfOSdxyy+1s2fJ7sfl1n1R2DMPg7bfnlHh9AJ0Hp+PEe9HKfk2odM+g5ebmAhAaGuqXHhoaQl5eXpFlCuf3vi+qjJSOYRhMnPg0kyZNIDY2tti8F1xwPnfdNYx27dqyf/9++va9jtWrf2L+/M/Kpa5nm7i4OBo3TmTChJmEhYUxd+57dOrUjZUrl9KxY4dC+XNzc7HZbH4XYCj+3JHS+eOPP/jtt99L/COFzoGycyrXhqPlApUBXR9OV0FBAc888zwvvzyVkJCQYvM2bpzIpEkTOP/8xuzYsYPLL7+KzZt/5ZVXXiiXup5NGjQ4j8jISGbMeBOLxcLkyVNo06YT69enFOrZOUr3SWXnu++WER0dXaq1t3QenJpA96KV/ZpQ6XrQjs42d+JwCbvdQURERJFlCuf3vi+qjJTOww8/SsOGDXxjdYszZ84s35p3tWrVYuLE8Xz11desW/dLWVfzrNSnT28mT57kGzIxaNBAOnXqwOTJzwbMX6VKFZxOZ6Ex1MWdO1I6s2bNZtCgAdhstmLz6RwoO6dybThaLlAZ0PXhdBiGwZAhw7jxxuu49tp+JeafP/8zzj+/MQCNGjVizJjRvPbam2RmZpZ1Vc86Q4YMZvTokb5njceO/Rc1alTnhRdeKbKM7pPKTmlGVxyl8+DUBLoXrezXhEoXoNWoUYPo6GjS0zP80tPT00lMTAhYJiEhnr179/ndmKanpwMUWUZKNm3aS2za9CszZ04/pfJHj70mqDhzEhMTijyeCQnxGIZBRsaxc8flcnHgwAESEwP/VVVKZhgGs2e/W+oL8PF0Dpw58fGNAIq4NhT9+52QEB+wDOj6cDoeeOBfVK9enUmTHj+l8omJCRiGoeF1Z4DJZCI+vlGx/8/oPqlsHD58mK++WsigQQNKzhyAzoOSFXUvGh/fCKi814RKF6AB9OrVg9TUtX5pqalr6dWre8D8yck9yc/PZ+PGTX75w8PD6dy5U5nW9Wz11lszWLBgIR9+OBer1cq2bdtYsuTbIvNv2JDGW2/N8EvbvftvwDscQ07eQw+NK9Tdvnv330Uez27duhASEuJ37vz88zrcbje9evUo07qezZYu/Y64uDi/h+sD0TlQtqpXr07btm38fr+dTie//LKh2N/v5OSebN36BwcPHvSlpaau5bzz6he7ZIIU7dFHJxyZNXYa4F0aZ82atUXm//bbpcybN98vTefGqRsxYnShtOKuDaD7pLLy4Ycfk5zck5o1a5aYV+fBySvuXrSyXxMqZYA2duyDfPPNYjZv/hXwTom5Z08699xzJwDjxj1G8+atfQ/fN2vWlH79rmHKlOcBbwO98MLLjBx5L1WrVg3OTlRi77//IU8++R8eeWQMGzakkZq6hsWLv/Wb6enENjhw4ADPPPM8Bw4cALxdzk8/PYUOHdqXaly2FLZq1Y/897+zfO+XL/+epUuXcffdwwF4443pNGx4Pnv27AG8/1ndc8+dTJ36Ii6XC8MwePbZaQwceEOJizZK0bzDVwpPtaxzoPyNGzeW2bPf9fUST58+g5o1azBo0EBfnltvHUL37pf73vfp05tWrS5m6tQXAe9ivW+++V/GjRtbvpU/S0yZ8jxffrmAu+8ezpo1a0lNXcOXX37Fhg1pvjwntsHOnbuYMuV53x+cDh06xNSpL3Httf1KfLZZCps3b77fjf6cOe+yY8efDB06xJem+6TyUdzwRp0Hp6d096KV95pQ6SYJAWjTpjVz587i1lv/j/DwMNxuN99886VvlpWCAjt5eXl+XfWzZk3nvvseoF27zr4egyeeeCw4O1DJ3XLLEFwuF0lJl/ulP/bYI76fT2yDli1bcN11/bjiin8SHh5GTk4urVq1ZMaMN7BYLOVa/7PF2LH/4qWXXuWjjz7B4/Hgcrn54IM5XHXVFQA4HE7y8wv8ZoCaPHkSY8Y8QocOXTCZTLRq1ZIXXnguWLtQ6WVnZ7Nw4WJeffXFQp/pHDjzHA4Hl19+JQcPHgJgwIBbqVu3jm+65WuuuZp9+/bRp881RESEExYWxjffzPeb2jo/v4C8vHzfe7PZzLx5H3PnnffRqVM3CgoKGDbs/7RIdRGKa4Pdu3fz738/DEDHjl39yh2/LtSJbdCzZ3fWrl1H9+69CQsL5fDhHHr0SPK7psgxJZ0HTz75ONOmvcTzz7+Aw+HEarWwaNF8LrmklW8buk86PSW1AXiHru/cuYvk5J4Bt6Hz4PSU5l60Ml8TTIZRoJU4RUREREREKoBKOcRRRERERETkbKQATUREREREpIJQgCYiIiIiIlJBKEATERERERGpIBSgiYiIiIiIVBAK0ERERERERCoIBWgiIhLQ9u3bSUpKJiysGo0aNSEpKZnOnZNo06YT48c/TlZWll/+lJRUzjsv0bf4bUk+/3wen38+ryyqXiaysrLo2/daOnXqRuvWHZkwYWKwq8QLL7zMhRe2pFGjJqe8jd9+20JSUjImUxjLli0/g7UTEZFToQBNREQCio+PZ9myxdSuHcfgwbewbNlifvhhGQsWfM6GDRtp3boj27dv9+WPjIzkgguaYLPZSrX9yhagvfjiK2RnZ7Nq1XJWrlxKbGxssKvEiBH3Mnbsg6e1jQsuaMKyZYvPUI1EROR0KUATEZGTEhcXx4cfziUqKopBg273pV944QUsWfI1FosliLUrOzt2/EmjRg0BiIiI4O67hwe5RiIicjZSgCYiIifNZrNxzz3DWbVqNampa9iwIa3QMDnDMHjooXG0bXspPXr0pmvXnsyZ8y4Ao0ePYeHCxSxcuJikpGSSkpLJz8/n4MGD3H77UNq3v4xu3XrRpUsPfvjhf77vPX5I36xZ79CnT18aN27K5MlT/OqXm5vLnXfeS4sWbejatScdOnRh+vT/+j7fu3cvN954M23bXkrXrj25+ebB7N+/v8j9vf32oXz99SJffZ944km/urzzzhyuvPKfxMTUZ/DgOwD4/fetXHHFNbRp04kWLdowfPg95ObmArB8+fd07NgVkymM99//kH79bqBx46bce+9ICgoKGDnyQTp16kbHjl3ZsWNHqdqkuOORk5PD8OH30KJFG9q06cQVV1zD1q1/FLu93Nxchg+/h0su6UBSUjJ9+17r12MqIiJlwxrsCoiISOXUtm0bAH76KZW77x7OsmWLMZnCfJ9/9NEnfPTRp2ze/As2m42lS7/jiSee4uabb+K55/7DgQMHAJg16y1fmT///IvNm3/jhx++w2azsWLFSq655nq2bt1IdHQ0I0bcS7VqUdx11/2YTCa+/noe69dvoFWr9lx/fX8SExMBGDr0LjIzs/j55x+xWq188cWXjBgxmqFD/w+Aa68dQIcO7fnggzkAjBz5IP3738j3338bcF9nzpzuC7yOr2+1alHcffcIsrMP89VXn/Pjjz8xc+Y72O12eve+isGDb2H8+EdwOq9opoQAAAZPSURBVJ1ceeU/GTbsbubOfZtu3bry/vvvEB9/If/732o+++xDsrKyOO+8xuzbt5+XX55KTEwMAwbcwuOPP8nMmdOLbYuMjL2+45GWtpGWLdv6HY9hw+7mwIFM3/F4/PFJXH75lWze/AuhoaEBt3nnnfditztITf0fFouFqVNfJDn5Sl97iohI2VAPmoiInJKoqCgADh48GPDz3bv/Jjc3j3379gHQvXsSzzzzVLHbTEiI54svPvIFAF26XIbNZuPHH1P88hmGwaBBAwFo2bIF0dHRrF+fBsC2bdt4770PeeCB+7FavX+HvOaaq7n11kEALFu2nJUr/8eDD470bW/o0CGsWPED69dvOKljAOByuRg2zBv4dejQntdff5l3332fXbt2M2rUCMDb4zhq1Ajee+/DQr1QN9xwLQDVq1enadOLiIysSkxMzJH978zPP/9SYh2OPx7NmzcrdDzef/8jRo0a4Tseo0aNYOfOXbz33gcBt7d9+3bmzn2fUaPu9w1ZHTp0CH/8sY2vv/7mpI6PiIicHPWgiYjIKTl06BDgDSwCufnmgcye/S6JiU255pqrGTRoAFde2afYbVqtVubOfd83eYjZbCYrK4v09HS/fDExtXzBBkBkZFWys7MB2LhxMwCNGyf4lXniiccA2LBhIyaTiQEDbvF95na7adiwAenp6bRs2aLEfT9eXFwsISEhfmlpaZuIi4ulatWqvrTGjRMxDIO0tE3Ex8f70uvUqe37OSIi3O99lSoRvuNcnBOPR1RUpN/xMAzD73hERkYSFxfHhg0bA24vLW0ThmEwatQYQkKO9ZY1atSw2KGgIiJy+hSgiYjIKUlJWQNA+/ZtA34eExPDmjWrWLr0O2bNms111w2kb9+r+Oijd4vc5nPPTWPSpMn89NNKLrjAO3V8o0ZNMAzDL9+JE5GYTKZCeUqyaNFXhQKrU3G6k6KcWP7E96XZr0B1ONnjEcjbb7/F+ec3Pu3tiIhI6WmIo4iInDSn08mrr77BpZd2pE2b1gHz/PRTCjt37qRnzx7Mnj2TTz/9gI8//tT37JnZfOwSVFBQgNPp5PvvV9KqVUtfcAbgcDhPqm7Nml0EwNat23xphmHw9NPP4HK5aNGiGYZhsGXL737l7r9/FH///fdJfVdRmjdvSkbGXnJycnxpf/yxDZPJRPPmTc/Id5RWoOORk5PD3r17adGiWcAyzZs3xWQy8dtvW/zSJ016mnXrSh5yKSIip04BmoiInJSMjAxuuGEQ2dnZzJ07q8h8CxYs5LXX3vS9dzqd1KpVyzckMjY2lsxM72LXI0c+yKJFS2ja9CLS0jaRkZEBwOrVPxYa3liShIQEBg68galTX8TlcgEwd+57/PDDKqxWK0lJ3ejSpTNPPjkZj8cDwJdffkVKyhrq1q17Ut9VlJtuGkD9+vWYNu0lwPuc2tSpLzJw4A1+wxvLQ6DjMXXqi9SvX4+BA28MWCY+Pp5BgwYwZcrz5OfnA5CauoY5c97joosuLLe6i4icizTEUUREAtq+fTu33z6M9PQMZs2azbJl3+NwOCkoKOCqq/owY8YbvmBrw4Y07rvvAQBGjvwX48aN5Yor/sGECZPo3DkJm82Gx+Nh3ryPfT1nQ4bcxvXX30TXrj2pVq0ayck96dKlM3/99Rft219GixbNadLkfOLi4pg8+VnA+6zYlClTSU/P4PLLr2TRoq/o06cv6ekZvjyDB9/Km2++yujRY7jkkg7UqFGd2NhYZs48Fix+8sn73H//KJo1u4Q6dWpTs2ZNPvnkvSKPxe23D2XhQu9izklJyUyb9ixr1qz11SUpKZnx4x+mR4/uAISGhvLNN/O5//5RtGnTCbvdzqWXduT5558BYM2atdxzj3eSkgEDbmXGjDeYPHkK69atZ8eOP4mKiqJ2be9+H93+t98uLDSU8b//nXlSx6NVq/aEhoYSGxvDN9/MJzQ0lN9+28Lw4ff4td111/XnjTde8ZWpW7cOERERfP75R0XO+igiImeGyTAKTn+QuoiIiIiIiJw2DXEUERERERGpIBSgiYiIiIiIVBAK0ERERERERCoIBWgiIiIiIiIVhAI0ERERERGRCkIBmoiIiIiISAWhAE1ERERERKSCUIAmIiIiIiJSQShAExERERERqSD+H0G/850cSkvBAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] }, "metadata": {}, @@ -900,19 +1137,26 @@ "source": [ "ax = plot_golf_data(golf_data)\n", "\n", - "t = np.linspace(0, golf_data.distance.max(), 200)\n", + "t = np.linspace(CUP_RADIUS - BALL_RADIUS, golf_data.distance.max(), 200)\n", "\n", - "for idx in np.random.randint(0, len(angle_trace), 50):\n", + "angle_trace_post_variance_of_shot = angle_trace.posterior[\"variance_of_shot\"].data.flatten()\n", + "for idx in np.random.randint(0, len(angle_trace_post_variance_of_shot), 50):\n", " ax.plot(\n", - " t, forward_angle_model(angle_trace[\"variance_of_shot\"][idx], t), lw=1, color=\"C1\", alpha=0.1\n", + " t,\n", + " forward_angle_model(angle_trace_post_variance_of_shot[idx], t),\n", + " lw=1,\n", + " color=\"C1\",\n", + " alpha=0.1,\n", " )\n", "ax.plot(\n", - " t, forward_angle_model(angle_trace[\"variance_of_shot\"].mean(), t), label=\"Geometry-based model\"\n", + " t,\n", + " forward_angle_model(angle_trace_post_variance_of_shot.mean(), t),\n", + " label=\"Geometry-based model\",\n", ")\n", "\n", "ax.plot(\n", " t,\n", - " scipy.special.expit(logit_trace[\"a\"].mean() * t + logit_trace[\"b\"].mean()),\n", + " scipy.special.expit(logit_trace_post_a.mean() * t + logit_trace_post_b.mean()),\n", " label=\"Logit-binomial model\",\n", ")\n", "ax.set_title(\"Comparing the fit of geometry-based and logit-binomial model\")\n", @@ -921,47 +1165,95 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.085584, + "end_time": "2021-02-23T11:20:07.896678", + "exception": false, + "start_time": "2021-02-23T11:20:07.811094", + "status": "completed" + }, + "tags": [] + }, "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": 15, - "metadata": {}, + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:20:08.069316Z", + "iopub.status.busy": "2021-02-23T11:20:08.068575Z", + "iopub.status.idle": "2021-02-23T11:20:08.074023Z", + "shell.execute_reply": "2021-02-23T11:20:08.074498Z" + }, + "papermill": { + "duration": 0.094677, + "end_time": "2021-02-23T11:20:08.074662", + "exception": false, + "start_time": "2021-02-23T11:20:07.979985", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "6.41% vs 0.00280%\n" + "6.39% vs 0.00281%\n" ] } ], "source": [ "print(\n", - " f\"{100 * forward_angle_model(angle_trace['variance_of_shot'], 50).mean():.2f}% vs {100 * scipy.special.expit(logit_trace['a'] * 50 + logit_trace['b']).mean():.5f}%\"\n", + " f\"{100 * forward_angle_model(angle_trace_post_variance_of_shot, 50).mean():.2f}% vs {100 * scipy.special.expit(logit_trace_post_a * 50 + logit_trace_post_b).mean():.5f}%\"\n", ")" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.082387, + "end_time": "2021-02-23T11:20:08.239867", + "exception": false, + "start_time": "2021-02-23T11:20:08.157480", + "status": "completed" + }, + "tags": [] + }, "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": 16, - "metadata": {}, + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:20:08.417464Z", + "iopub.status.busy": "2021-02-23T11:20:08.416410Z", + "iopub.status.idle": "2021-02-23T11:20:09.931548Z", + "shell.execute_reply": "2021-02-23T11:20:09.930989Z" + }, + "papermill": { + "duration": 1.608815, + "end_time": "2021-02-23T11:20:09.931662", + "exception": false, + "start_time": "2021-02-23T11:20:08.322847", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -970,7 +1262,7 @@ ], "source": [ "angle_of_shot = np.random.normal(\n", - " 0, np.random.choice(angle_trace[\"variance_of_shot\"].flatten(), 500)\n", + " 0, np.random.choice(angle_trace_post_variance_of_shot, 500)\n", ") # radians\n", "distance = 20 # feet\n", "\n", @@ -990,7 +1282,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.08464, + "end_time": "2021-02-23T11:20:10.100850", + "exception": false, + "start_time": "2021-02-23T11:20:10.016210", + "status": "completed" + }, + "tags": [] + }, "source": [ "## New Data!\n", "\n", @@ -999,8 +1300,23 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:20:10.280476Z", + "iopub.status.busy": "2021-02-23T11:20:10.279795Z", + "iopub.status.idle": "2021-02-23T11:20:10.282684Z", + "shell.execute_reply": "2021-02-23T11:20:10.282043Z" + }, + "papermill": { + "duration": 0.096645, + "end_time": "2021-02-23T11:20:10.282825", + "exception": false, + "start_time": "2021-02-23T11:20:10.186180", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ "# golf putting data from Broadie (2018)\n", @@ -1042,14 +1358,29 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:20:10.468110Z", + "iopub.status.busy": "2021-02-23T11:20:10.463577Z", + "iopub.status.idle": "2021-02-23T11:20:10.743424Z", + "shell.execute_reply": "2021-02-23T11:20:10.742890Z" + }, + "papermill": { + "duration": 0.377923, + "end_time": "2021-02-23T11:20:10.743543", + "exception": false, + "start_time": "2021-02-23T11:20:10.365620", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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eHh7C/l6lsrKSjRgxQqhbmZmZwrqLFy+yrl271np/rlkfCwsLhWv2m2++YUVFRYyxqvLctWuXUPc5jlMqfzz++2f48OEsPT1dWB4eHs6cnZ2F/dasJ1FRUezq1asy5fjgwQM2ZMgQxnEci4iIkPm8V+UxLy+PHTt2jOXk5Egtf/HiBVuxYgXjOI793//9n9LHd+fOHcZxHPP09GSPHj2SWpefn88OHTokddyM1e9erOi8NYQnT56wM2fOsIKCAqnlz549YzNnzmQcx7GtW7fKpKseP/zyyy/CuSotLWX+/v6M4zg2atQomXT1rRNvO+rY2ww8ffoUAOo1RRYAoUV7/Pjx+PDDD4Xlurq6WLduHQwNDZGWloZTp07JTe/h4YFJkyYJLcEtW7YUHruHhYUJjyR5ZmZmmDx5MoCqx6LylJeXY+bMmejZs6ewzNzcHGvWrAEABAcHIzU1VSrNxx9/LDNjiJqaGkaNGoX3338fqampuHXrltzPU1VVxebNm9GmTRthmbwWd0VGjhwp9XhbV1dXeJxd8xivXLmCuLg4GBgYYOPGjdDX1xfWeXt7Y+rUqSgrK1P6s+ujLvmNjY3F6dOnYWFhgYCAAKky1tfXx9q1a2FmZobg4OA6zx5RVlaGpUuXokuXLsIya2troX78888/UtsfPXoUKSkpGDRoEJYsWSLV6mlra4v169dDRUUFu3fvFpYbGRnBxsYGOTk5ePTokbCcb7nmP4v/G/hfS3eXLl0UtsjUtHv3blRUVMDb2xuffvqp0CKoo6OD1atX1zoF3ZgxY2S6VLVo0QLTp0+Hq6srIiMjheu8Ljw9PeHk5CTTOtmtWzfMnj0bFRUVOHPmjNL7S0pKAlDVEl/ziYOjo6PUdQ4AP/30E0pLSzFv3jyMHj1a6mnRgAEDMGfOHFRUVAgttm/K/v37UVBQADs7OyxevFg4FpFIhOnTp8PT0xNlZWXYtWtXo3y+jY0NFi9eLNxjVFRUMHv2bJiYmODZs2dSs0WVlpYiICAAqqqq2Lp1q1RLn6qqKr766it4e3sjIyMDf/31l1Kff/XqVdy9excaGhrYuHGjVEush4cHvv76awDAr7/+qlRL4enTp5GRkQFTU1OsXLkSWlpaAKrKc9KkSejbt69S+aouOTlZmNllzZo1Uk9vevXqhVmzZim8T3br1g09e/aEqqqq1PJOnTph6dKlAIA///yzznnS09PD8OHDZboxtmzZEkuXLoWZmRn++usvlJeXK7W/5ORkAFX3/ZpPE3V1dTFq1Cip427Me3F9WVhYYMiQIdDR0ZFabmJigrVr10JdXb3WsnZ3d8fUqVOFc6Wuro5FixZBQ0MDt2/fxosXL4RtX6dOvO2oG0kzUFhYCADCDa6uafkAVN6LCrS0tDB69Gj88ssvuHLlCkaOHCmzjbxl1ed5lree7xf85MkTuflSV1eXm65Tp05wdXVFdHQ0Ll++jHHjxkmtf/z4MU6fPo24uDi8ePFCuOnxjzFjY2PlPmrt3bu3TLBTF/LyKhaLoampifz8fOTk5MDQ0BAAEB4eDgAYPHiw1GNt3ogRIxp9+qm65Je/ub333nty+2VraWmhV69eOHbsGK5fvw4LCwul86Gvr4/BgwfLLOe7LNWsH8HBwQCAUaNGyd1fp06dYGFhgdTUVGRkZAg/nrp3747Hjx8jKipK6LsfFRUFfX19jBo1CuvWrZOaQu/69etCOmVduXIFAGTqJFD1w+2TTz4RftjKc+fOHZw7dw6PHj1CQUEBKioqAPzvCzk2NrZedTQ7Oxt//vknYmJikJWVhZcvXwKoehzN71dZZmZmSExMxF9//aXwHPBKS0tx8eJFqKqqKuxnPWDAAPznP/+R+qHzJvDn6tNPP5W7fsKECbh48aKwXUP75JNPZLqpqaurQywWIzMzE6mpqcI98tatW8jMzISjo6PC8RQDBgzAuXPnEBUVJdMfWZ7Lly8DqLqm5XUlGDt2LDZv3oy0tDQkJCTIBIKK9jdy5Eioq6vLrB8/fnyd+wZfvnwZjDF0795d7nibkSNHYv369QqDq4KCApw5cwbR0dHIzMxESUkJGGMoLS0FULd6X9PVq1fx999/IykpCYWFhaisrARQNX6quLgYycnJrywzAML96erVq8jNzZU7Fqm6xrwXv47KykpcuHABV65cQWpqKoqKioQfaSoqKkhKSkJxcbHcGEXefcTIyAgWFhZITExEamqq0CD1unXibUbBdjPA/6IsLi6uc9qUlBRUVlZCQ0ND4TzSfF9RvlWrJnkDc6r3GZa3ng/k+B8KNbVp00bhgDsbGxtER0fL5OeXX37Bpk2bhBufPNV/JVfXoUMHhWmUoWhwkpGRESQSCYqKioRj5vOtaOpFCwsL6OrqCsFQY6hLfuPi4gBU3ehv3rwpN116ejoA1Ln1VVGd4/sb1qwffF42b96M7du3y02bk5Mj5KV6sH3gwAFERUVh/PjxyM3NRXx8PAYMGAAtLS106dIFt2/fRmlpKTQ0NOrcXzsvLw9ZWVkAoPBLVtFyxhhWrFghM0CzJkV1tzaXL1+Gn58f8vPzG2S/EydORHh4OJYsWYJdu3bB3d0drq6u6NGjh1BfeElJSXj58iXU1dUxZcoUufvjv5Dr02r/OvhrsHo/+Or4L/Lnz5+joKCgToN/laHo+uPrfVFRkbCMr/NpaWlyf8gBEM6vsuX4quPX1dWFmZkZkpOTkZSU9MrAkd9fXeu+MvtUdG/W1dWFqamp3Aab+/fvY9q0acJgPXnqcz2VlpZizpw5r5xLPTc3V6n9OTs7w8nJCbdv30a/fv3Qu3dvdO/eHd27d4e9vb3ME6nGvBfXV15eHqZOnaowP9W3kxds13YtJCYmSl0Lr1Mn3nYUbDcDfGtXfSoYH8wYGRkpHAjDP2JUFBjLe8xefV/yLrBXDbqpbSCUvEAsKioKGzduhKqqKvz9/TFgwACYm5tDS0sLKioq+PHHH7F9+3aFj/de942aitLzrVfVH8XyP4pqPnarTkdHp1GD7brkl/8iT05OFlpZFeFbTV83H4rqB18m9+7de+W+S0pKhP/zQTMfRF+/fh2MMbi5uQGoeux8/fp1xMTEoGvXrrhx4wbU1NTg7Oys1HFU/0JQNBuBojp94sQJ7N+/H9ra2pg/fz769OkDU1NT4bqaN28e/vzzT6UfTfPy8vIwd+5c5Ofn4+OPP8b48eNhbW0tDP4NDw/HpEmT6rTffv36ITAwENu2bcPt27eRkJCAPXv2QE1NDV5eXli0aJFwP+LrTVlZmTDwTJG61pvXxZ8vReek+vLCwsIGD7YVPYWs7frLzs5GdnZ2rftVthz5469t5gxjY2MkJycrvO/XZX91GTBYlzy2atVK5nuvoqICfn5+ePbsGTw9PTFlyhTY2tqiZcuWUFVVRXJyMgYPHlzn6wmo6nIZEhIivMuie/fuMDExEbohjRs3Djdu3FB63yKRCDt27EBAQABOnjyJ0NBQhIaGAqhqdPH19ZV6KtSY9+L6WrVqFW7evAlra2vMnTsXTk5OMDQ0FMrEw8MDT58+VdjaXJdrob51ojmgYLsZcHZ2xr59+3Dz5k2Ul5dDTU3508YHfNnZ2WCMyQ1ynj9/LrXtm1Dblwq/rnp++D5hX375pdzZFTIyMho4h/XH31yqB2g1KfMF96bwAfHKlStf2XXgTeQlLy8PwcHBUjM+vIqpqSksLS2RkpKCxMREocsIH4S7ublh+/btiIyMhLq6OoqKiuDk5KR0na/+oyE7O1vuo3m+5bsmvu4uWLAAY8eOlVlf37r7zz//4MWLF3B2dpY7q0R9Z4jw9PSEp6cncnNzcf36dVy7dg2nTp3C2bNnkZKSgkOHDkFdXV0oO1NTU5m+901NW1sb+fn5yMrKktuyVv1cvcn7njx83Ro2bJgw001D7bO2+yxfBsoc/6v2p6juv84+Fe03JiYGycnJQr/mmmML6lvvgf9dq6tWrZLbD70+16q+vj4WL16MRYsWITY2FlFRUQgJCUFERAQWLlwIbW1tvPfeewDernsxUDW2in/h288//yzT4lxeXi7EDw2hvnWiOaABks2Ap6cntLW1kZWVJUwhpCxLS0uIRCKUlpbKDDjk8YPKqk8p1tgkEonCgJOfGq96fvjBIIpaIl+nf15D4/NdfRBUdenp6fVq1a7rnLjK4h81848wmxL/ODo+Pr7OafnA+vr167h+/Tr09PSEsQXOzs5QV1dHZGSk0PqtaD56eVq2bCm0hiYkJMjdRtFyvhVGXt0tKytTOBXkq843f0107dpV7rave03w894vWbIEp06dgp6eHu7fv4+7d+8CANq3bw91dXVkZmYq/Vj9TeGvweoDZqvj61erVq2UbtVu7OuvPnVekVcdf0FBgRCUKnPf57dRVMfrOp1p9X3y03PWVFhYKDe45eu9vb29TKANvF69r+17Jicn57W6bqioqMDOzg4TJkzAnj17hEajw4cPC9vU917cWHUzOzsbRUVFMDAwkNu1Iz4+Xhh70hDqWyeaAwq2m4GWLVsKgxt/+OGHVz5CiY6OFh7r6ujoCDcOeS9eKCkpES52d3f3hsx2rcrKynDkyBGZ5XFxcbh+/TpUVFTQp08fYTk/ql/er9rLly+/VcE2n+/g4GC5QfWxY8fqtV++DKp3n2gIXl5eAICTJ08K/aGbCj+Ycs+ePXWeT5UPtkNDQ/HgwQO4uroKjyq1tbXRuXNn3Lp1SxjAyncxUVbv3r0BAAcOHJBZV1paiqNHj8pNx3cXkVd3jx07prAV51Xnm18vr2UpJydH7vVVX61atRJmQ+L7yWppacHd3R2VlZVy7y214cukvnWZT6/oUTp/L9u3b5/c9Xx+63LPa6zrr1u3bjA0NERsbCwiIiIaZJ98q+zZs2eRmZkps/7gwYMoLS2FhYWFUuNZ+HI6cuSI3O4CrxqPUNs+o6Ki5P4oOHz4sNzP4s+9vHpfVlZW68w3r6p3tV2r/GxEDcXJyQkApPqd1/de/LrX06v2W1BQIHffv/76a4N+Xn3rRHNAwXYz4evrC2dnZzx//hxjx47FH3/8IfNFk5iYiOXLl2PChAlSX+D84KWgoCCpKXoKCgrwzTffIDs7GxYWFq/1FrC6UlNTw9atW6VmiMjIyMCCBQsAVAVd1R//urq6AqjqU1e9hT4mJgaLFi2q0zR+ja13794Qi8XIycnBvHnzkJeXJ6wLCQlBYGCg3BH9r8IPNuT7IzcUR0dHDBkyBLm5ufjiiy9w//59qfUVFRWIiIiAv7+/MNK/sYwZMwbt2rVDREQE5s2bJzMAqrCwEGfOnMGqVatk0vLBdlhYGCorK2UGP3bv3h3FxcUIDw+HSCQS6pSyPv/8c4hEIvz1118ICgoSzkFRUREWLlyocEAW/zmbNm2Sui7/+ecfrF27VmHd5c83332sJr5l/uzZs8IPCKDqy3vWrFn1CgzmzJmDsLAwmfN89uxZxMXFQUVFRWrGjNmzZ0NDQwPbtm1DYGCgzBfys2fP8NtvvyEoKEjusdV3lhI+ffX7R3Xjxo2Drq4uHjx4gB9++EE4nsrKSuzYsQNhYWFQV1fHpEmT6vyZd+7cqddgdUU0NTUxa9YsAFXlef78eZnrOy4uDuvWrUN0dLRS++zZsyccHR1RWlqKuXPnSgWPly9fFmZDmjJlilKtokOHDoWpqSkyMjLw7bffCueZMYbffvutXt2I2rdvj4EDB4IxhgULFki1WEZERCAgIEDufdLJyQlqamq4ceMG/vjjD2F5fn4+5s2bV2u3hlfVG/5aXb16tfDklTGGP/74A7t27arz98zJkyfx008/yTSQ5eTkCD/4ql9P9b0X8z+EHz16VGsXDLFYDLFYrPSPupYtW6Jjx44oLy+Xuo4qKioQGBiIM2fO1Ou7TJH61onmgPpsNxMaGhrYuXMnFi5ciHPnzmHBggX47rvvYGlpCU1NTTx79kx4xNWmTRupQLV///6YOnUqAgMDMW/ePGzYsAHGxsZISEhAUVER9PX1sWnTJqXnG24Izs7O0NHRgY+PD6ysrKCtrY24uDiUl5ejXbt2wlypvDFjxiAoKAgpKSkYMmQIrK2tUVZWhsTERNja2uL999+Xmhh2G8AAACAASURBVHu5KYlEIqxduxY+Pj74+++/4eHhIcwDnZaWBh8fH1y4cAFpaWky88TWZtCgQfjxxx9x+vRp3Lp1C2ZmZhCJRBg+fHitr7hWxvfff4+8vDxcuXIFw4cPh7m5OUxMTFBcXIyUlBThy/WHH354rc95FR0dHfzyyy+YOnUqTp06hTNnzgiD/l68eIHU1FRUVFQIrULVtW3bFubm5sJo/Zot125ubsK8wp07d5Y7LWNtHBwc4Ofnh40bN2LZsmX4+eef0bp1ayQmJqKsrAwzZszA5s2bZdJNnjwZp0+fxu3bt9G/f39YW1sjLy8PaWlp6NGjB1q3bi13nlp3d3fo6+sjOjoa/fr1Q7t27aCmpoa+ffti6tSpcHBwgLe3N86dO4dJkyahffv20NbWRnx8PDQ1NeHv71/n83Xp0iWcOXMGGhoasLKygqamJjIyMoTW0RkzZkjNMGNnZ4eNGzdi/vz52LBhAwICAtChQwehewnfVaHmbCXvv/8+9u3bhx07duD8+fMwMTGBiooKpkyZIvd18DUNGTIEYWFhWLZsGfbv3y9MqbZo0SLY2dnB1NQUa9euxezZs/Hbb7/hjz/+gKWlJdLT05GVlQWRSISlS5eiU6dOSpeNvb09rKyskJSUhH79+sHa2hrq6uro1KkTFi9erPR+5Bk/fjwkEgkCAwPh6+sLAwMDtGvXDpWVlUhLSxO66Sh6Q25NKioq2LBhAyZMmIDIyEj069cPHTt2REFBgTDw7qOPPpI7hkAebW1trF27FlOmTBHeaGltbS3Ujfnz52PdunV1Pu7vvvsOsbGxuHv3Lry8vNCxY0cUFRUJZVxYWCjzg8zExAQTJkzArl27sGDBAmzevBmGhoZ4/PgxKioqsHjxYixbtkzu5w0ZMgTx8fGYPn06xGKx0IVo48aNMDExwcyZMxEeHo4LFy7Aw8MD7du3R2ZmJp49e4aPPvoIEolEYaAuD//a8S1btsDU1BStW7fGy5cvhXuGqakpZs+eLZWmPvdiIyMj9OzZE9euXYOXlxdsbW2hqamJVq1a4ccff1Q6v/LMnTsXM2bMwMGDB3Hu3Dm0bdsWaWlpyMnJwYwZM3DixIkGnfO7PnWiOaCW7WZER0cHW7Zswb59+zBy5Ei0adMGT548QWxsLBhj6NevH77//nucO3dO5hXC/v7+2L59O/r06YOioiI8fPgQhoaGGDt2LE6cOCH10pE3QUVFBQEBAZg5cyYYY3j06BEMDQ0xbtw4HDp0SGYAmq6uLvbv34+PP/4Yurq6ws1q0qRJOHjwYJMPcqqpU6dOOHr0KIYOHQpNTU3Ex8dDR0cH3377LZYsWSIMnqxLvi0tLbF9+3a4ubnhxYsXiI6ORmRkZIPc6HR0dPDrr79i/fr1cHd3R3FxMe7fv4+cnByIxWJMmTIFhw8ffiNPEGxsbHDixAn4+/vD0dERT58+xYMHD1BWVobu3btjwYIF2Lhxo9y0fGsv322kOldXV+HHTV36a1c3bdo0bNmyBU5OTsjLy0Nqaiq6deuG/fv3K2wpNzc3x4EDBzB48GCoq6sjISEBmpqamDlzJn799VeFA551dXWxc+dOeHh4oKysDLdu3UJkZKRUv9n169djxowZsLCwQHp6Op4/fw5vb28cOXKkToEkb/Xq1RgzZgysrKyEl69oaWlh0KBB+P3332UCA6DqR+Dp06cxYcIEYe7cR48eoUWLFhg0aBDWrFkjM6i5W7du2LBhA7p06YJnz54hKioKkZGRSg+2+vjjj7F48WKIxWKkpKQIryCv/hRp4MCBOHbsGIYNGwYNDQ3hPjlo0CDs378fY8aMqVPZiEQi/PLLL/D29oaqqipiYmIQGRnZYF3Y/P39ERQUhA8++ABaWlqIjY1FWloaTE1NhTnce/XqpfT+2rdvj+PHj+OLL76Aubk54uPjkZWVhe7du2Pt2rVYs2ZNnfr69uzZE4cOHUL//v2hoqKCx48fo02bNti4caPw4qi6MjU1xZEjRzB27FgYGBgIXQdmzZqFgIAAhfn75ptvsGjRInTo0AGZmZlIT09Hr169sG/fvlpfsDN16lT4+vrC0tISjx49EuoN/5TYwcEB+/btQ58+fVBZWYnExEQYGxtjyZIlwgvX6sLb2xvz5s1Dnz59oKqqiri4ODx79gwcx8HPzw+nTp2Cubm5VJr63os3bNiAESNGQFdXF/fu3UNkZCRu374trOevLXV19TpN1ThgwADs2LEDzs7OKCkpQWJiItq3b49169bJvR+8rvrWibedCmvI59GEvEJERAQmTJgANze3OvfzfFfk5OSgZ8+eaNmyZbP8hU4IIaR5CQ4OxsyZMzFixAi53fBI46KWbULeMH6ApLJzPBNCCCGvg580oS7jFEjDoWCbkEbw8OFDHDx4UGp6Q8YYTpw4IfTrVba/JCGEEPI6bt68CXd3d5kupuTNoAGShDSC3NxcfPvtt1i+fDnMzc1hYGCA1NRUYaDTmDFjMGDAgCbOJSGEkH+DgwcPNnUW/tUo2CakEdja2mLy5Mm4cuUKJBIJJBIJdHV10atXL4wePRrvv/9+U2eREEIIIW8ADZAkhBBCCCGkkVCfbUIIIYQQQhoJBduEEEIIIYQ0Egq2CSGEEEIIaSQUbBNCmtSxY8cgFovxf//3f3VK9+TJE4jF4jc6q0tTfGZjEYvFEIvFTZ2Netu6dSvEYjG2bt1ap3QREREQi8Xw8fFppJw1PR8fH4jFYkRERDTI/upbV3JycrBkyRL07dsXdnZ2UuerofNIyNuMZiMhhJB3TEhICB48eAAvLy/Y2dk1dXbIv9SMGTNw48YN6OnpwcHBAWpqajAzM6s1TUREBCIjI+Hm5oYePXq8oZwS0rgo2CaENCk9PT1YW1vDxMSkqbPySurq6rC2toapqWlTZ6VWISEhOH78OCwsLCjYJk0iNjYWN27cgKmpKU6fPg09PT2p9WZmZrC2toaWlpbU8sjISAQEBMDX15eCbfLOoGCbENKkBg0ahEGDBjV1NpRiamqKs2fPNnU2CHnrJSQkAABcXFxkAm0AWLt27ZvOEiFNhvpsE0IIIaRBvXz5EgDQokWLJs4JIU2Pgm1Cmqny8nIcOnQIPj4+6NGjBxwdHTFw4EDMnDkTISEhMtuXlZVh7969GDlyJFxcXNC1a1d8+OGH2LZtG4qLi2W2rzkY8MSJExgxYgScnJzg5uaGWbNmITU1VW7e4uLi4O/vD09PTzg4OKBbt24YPHgw/P398c8//0ht+6oBkpGRkfj888/h4uICV1dX+Pj44MqVK68sn+LiYgQGBmLEiBFwcXGBk5MTPvroI/z6668oLS2V2b76gLvs7GysWLECAwYMgL29vZC32gZIVh9EdvHiRXz66adwdnaGq6srJk+ejPv37yvMa0pKCubOnYuePXsK+QwKCgIADBgwAGKxGE+ePHnlMfP5O378OABg4cKFQr5qG0xY1/yWl5cjKCgI48aNQ7du3eDo6Ij33nsPP/74IwoKCl6ZT3ni4+Mxf/58eHh4wMHBAb1798bMmTNx69ateu3v/PnzGDt2LLp27YoePXpg2rRpuHPnTr32VfO8Hz58GB9//DGcnJzQt29frFy5UjjuiooK7Nq1C0OHDkWXLl3g4eGB9evXy61zvLCwMHz55Zfo0aMHHBwcMGDAACxbtgwSiURhmuzsbCxbtgx9+/aFo6MjvL298dNPP6GsrOyVx3Pp0iVMnz4dvXv3hoODAzw8PLBw4UKkpKTUsWRk8QNQ+Wvm+PHjUnWQJ2+ApFgsRkBAAAAgICBAKl1dB1AT8jahbiSENEMvXrzA9OnTcePGDQCAhYUF2rZtC4lEguDgYNy7dw9eXl7C9iUlJZg2bRquXbsGALCxsYGamhri4+Px8OFDnDt3Drt374ahoaHcz9uwYQMCAwNhYWEBKysrJCQk4Ny5c7hx4wZOnjwJIyMjYduYmBj4+PigpKQEenp6sLGxQWVlJSQSCU6dOoXi4mJ4eHgodZynT5/GvHnzUFlZCQMDA7Rt2xZxcXGYPHky5syZozDd06dP8cUXX+DRo0dQU1ODhYUF1NTU8OjRI6xbtw4XLlzArl275La6ZWdn45NPPsHTp09ha2sLXV1diETKt0sEBQVh+fLlaNWqFaytrZGYmIhLly4hOjoaR44cgY2NjdT2sbGx8PHxQV5eHlq0aAEbGxvk5uZi2bJlePz4sdKfCwCamppwcXFBcnIysrKyYGVlJXVu5A1Oq2t+CwoKMH36dERFRUEkEsHMzAw6OjpITEzE9u3bcf78eezduxfGxsZK5zs0NBR+fn4oLS1Fy5YtIRaLkZ6ejuDgYISEhGD58uUYPXq00vvbsWMH1q9fDwAwMTFB69atERkZifHjx+Orr75Sej/yrF69Grt374alpSUsLS2RkJCAvXv3Ij4+Hrt378asWbMQEhICGxsbmJubIykpCTt27EBmZibWrFkjsz/+2gKANm3awMLCAgkJCQgKCsKZM2ewc+dOODo6SqXJzMzEuHHjkJqaCjU1NXTs2BHFxcXYsmUL7ty5g9peDP39999jz549AABjY2N07NgRKSkpOHbsGIKDg7Fjxw64uLjUu3z09PTg4uKC7OxsJCUlwdjYGO3bt1cqrYuLCyQSCSQSCczMzKTqq5WVVb3zREiTY4SQZmfGjBmM4zjm5eXFbt26JbUuKSmJ7dixQ2rZ6tWrGcdxzN3dnd29e1dq2/fee49xHMdmz54tlSY1NZVxHMc6d+7MXFxcWFhYmLDu2bNnbNiwYYzjOLZu3TqpdNOmTWMcx7GNGzeyly9fSq2LiYlhJ0+elFp29OhRxnEcW7BggdTyjIwM1rVrV8ZxHFu/fj0rKytjjDFWWlrKfvjhB2Zvb884jmP9+/eXSldRUcHGjBnDOI5jc+bMYZmZmcI6iUTCxo8fzziOY6tXr5ZKt2XLFsZxHLOzs2NjxoxhEolEWFdSUiJVJjU/kzHGOI5jHMcxJycndvToUWF5fn4+mzhxIuM4jvn5+cnk9YMPPmAcx7HJkyez3NxcYd3Zs2eZg4ODcJypqakyn6nIggULGMdxUvloiPwyxticOXMYx3Fs4sSJLCUlRViem5vLfH19GcdxbObMmUrnNSMjg7m4uDCO49jKlSuFOlNRUcG2bdvGOI5j9vb27MGDB1Lp+PO1ZcsWqeX37t1jdnZ2TCwWs99//51VVlYyxhgrKChgfn5+Qnl+9tlnSuex+rXg6urKwsPDhXUPHz5kbm5ujOM4NmPGDObh4cHu378vrL927ZrwmfHx8VL7vXDhgrDfEydOCMvz8/PZ119/LdS14uJiqXT8uuHDh7P09HRheXh4OHN2dhY+79q1a1LpgoKCGMdxbMCAAVLrysvL2c8//8w4jmMeHh5CfefxdaUuFF3XvM8++0xuHhWdV0KaM+pGQkgzExMTg5CQEGhoaGDHjh1wcnKSWt++fXtMnjxZ+LugoEDokvDdd9/B3t5ealu+te3s2bNyHyOXl5fD19cXnp6ewjITExP4+fkBgEy3kKSkJADAlClToKGhIbXO0dERw4YNU+o4g4KCUFRUBEdHR/j7+0NNrepBnLq6OhYuXIgOHTrITRcWFoabN2/C0dERa9euRatWrYR1bdq0wY8//ghtbW0cOHAAJSUlMulVVVWxefNmtGnTRlimqampVJ4BYOTIkRgxYoTwt66uLhYuXAig6vF9dVeuXEFcXBwMDAywceNG6OvrC+u8vb0xdepUpboFvI665Dc2NhanT5+GhYUFAgIC0K5dO2Gdvr4+1q5dCzMzMwQHByMtLU2pz9+/fz8KCgpgZ2eHxYsXC3VGJBJh+vTp8PT0RFlZGXbt2qXU/nbv3o2Kigp4e3vj008/hYqKCgBAR0cHq1evRsuWLZXajzz8tdCrVy9hGcdxGDNmDICqWWCWLl0qNQNMjx49MHjwYADA5cuXpfbHt2iPHz8eH374obBcV1cX69atg6GhIdLS0nDq1ClhXXJystBNbM2aNVKtv7169cKsWbPk1pnS0lIEBARAVVUVW7dulZrpQ1VVFV999RW8vb2RkZGBv/76q+6FQwhRiIJtQpqZ0NBQAFWzeCjzaDU6OhrFxcUwNzfHwIEDZdZ36dIFzs7OYIwp7As9cuRImWX8o+2a/bb5L//X/cLmA5Nx48bJXT9+/Hi5y8+fPw8AGD58uBCgV9e6dWs4OjqiqKgId+/elVnfu3fv15raT15ZicViaGpqIj8/Hzk5OcLy8PBwAMDgwYPlzthQPQhuLHXJLx/kvffee9DV1ZVJp6WlhV69eoExhuvXryv1+Xyd+/TTT+WunzBhgtR2yu5PXr3R1NTEJ598otR+FJFXXp06dQIAGBgYSHXf4vHBd/VrpbCwUOiPLu8FO1paWkLXmerHfvnyZTDG0L17d3Ts2FFu/tTV1WWW37p1C5mZmejcuTM6d+4s99j4PulRUVFy1xNC6of6bBPSzPBTatVs0VYkMTERANChQwehla8mW1tb3Lx5U2iVrs7Q0FBuIMj3yS0qKpJaPnHiRISHh2PJkiXYtWsX3N3d4erqih49eijsEy4Pn5eafYZ5ipY/fPgQAHDgwAGpFkF5+3727JnMOkUt5sqytLSUu9zIyAgSiQRFRUVCOfD5UPR2PgsLC+jq6tZ70KEy6pLfuLg4AFVB982bN+WmS09PB1DVb14ZfBnY2trKXc8HlM+fP0dBQYHcIJ+Xl5eHrKwsAHWvN8owMjKS+/l8v/jqLf3y1le/VlJSUlBZWQkNDQ2F6fgyqX5d8v9XVE91dXVhamoqM6CWP3dpaWkKf8Dm5+cDUP7cEUKUQ8E2Ic0MH3gp+zic/4KvPlCuJj5wLiwslFmnra0tN42iQYP9+vVDYGAgtm3bhtu3byMhIQF79uyBmpoavLy8sGjRIqVajl+Vb0UD8Pjy4YOL2sjrRqLoeJX1qvJi1Qav8bPA6OjoKNyfjo5OowbbdckvH4wlJycjOTm51v3yU7+9Cn+eFZ3P6ssLCwtrDbarB7N1rTfKqPkCFh7/I/ZV66uXJX+tGRkZKfwRzHeBqn5dKnM9t2rVSibY5s9ddnY2srOzFaYFlD93hBDlULBNSDPDB2Z5eXlKbc8HU7V9wfKtgbUFfXXh6ekJT09P5Obm4vr167h27RpOnTol9As/dOiQ3EfdNfOdn5+P7Oxsua2vio6HP97du3ejd+/er38wjYgPzmo+HahO3g+gpsKX7cqVKzFq1KgG22d+fj6ysrLknme+bgKvrp/VfzhkZ2fLfStp9f01Jf5YsrOzwRiTG3A/f/5calugbtdzdXy6YcOGCTO1EELeDOqzTUgzwz9avn37tlLbW1tbAwAeP36scEqwR48eAWj46bX4PqxLlizBqVOnoKenh/v378vtK10Tnxe+20xNiqbF47sJKNOy3dT4Y+S7vtSUnp5er1ZtRS2lr4uvew1ZtnwZ8HWwpvj4eABVrbW1tWoDVU97+JZrRfVG0fI3zdLSEiKRCKWlpQrnq5d3XfL/57uH1VRYWIiMjAyZ5fy548vzbdVYdZeQpkTBNiHNDD8AKyQkRKmXULi6ukJLSwsSiUQYXFndnTt3cPPmTaioqKBPnz4Nnl9eq1at0LZtWwDy+0rXxOflwIEDctfzM6zUxM/8cPDgwbf+cTh/jMHBwXKD6mPHjtVrv/zsKfK6ybwOvu6dPHlSauDk63B3dwcA7Nu3T+76vXv3Sm33KvzTDHn1prS0FEePHq1PNhucjo4OnJ2dAfzvGKsrKSnB4cOHAUgfO///qKgouT9QDh8+LHc2km7dusHQ0BCxsbFSL5J52zRW3SWkKVGwTUgz4+DggEGDBuHly5eYMmUKYmJipNYnJydj586dwt+6urrCgKgVK1ZIvRkwJSVFeDPbkCFDFA6Wq4s5c+YgLCxM5o15Z8+eRVxcHFRUVBTOhlDduHHjoK2tjdu3b2PTpk0oLy8HUPUmzDVr1ihsCR00aBC6du2KhIQETJ8+XaZvcWlpKcLCwoTp7ZpS7969IRaLkZOTg3nz5kl1DQoJCUFgYOAru9vIww+4u379eq0vOKkrR0dHDBkyBLm5ufjiiy9k3jJZUVGBiIgI+Pv71/rGxOrGjRsHXV1dPHjwAD/88IOQrrKyEjt27EBYWBjU1dUxadIkpfb3+eefQyQS4a+//kJQUJBw/EVFRVi4cCFevHhRhyNuXFOmTAFQ9cPxzz//FJYXFBTgm2++QXZ2NiwsLDB06FBhXfv27TFw4EAwxrBgwQKpVuyIiAgEBATIrTOampqYNWsWAGD27Nk4f/68TN2Ii4vDunXrEB0d3aDHWRd83b1586ZwzRPS3FGfbUKaoe+//x7Pnz/HzZs3MWrUKFhYWMDQ0BAZGRl4/vw5LCws8OWXXwrbz549G/fu3UNERASGDx8OW1tb4Q2SFRUV6NSpE7799tsGydulS5dw5swZaGhowMrKCpqamsjIyEBmZiYAYMaMGQpnX6iuTZs2WL58Ob755hts27YNBw4cQNu2bZGamoq8vDzMmTMHGzZskEknEomwdetWTJs2DeHh4Rg8eDDat28PAwMDFBYWIjk5GWVlZVLzbzcVkUiEtWvXwsfHB3///Tc8PDxgY2ODnJwcpKWlwcfHBxcuXEBaWhpUVVWV3u+gQYPw448/4vTp07h16xbMzMwgEokwfPjw155O8Pvvv0deXh6uXLmC4cOHw9zcHCYmJiguLkZKSorQIvnDDz8otT9TU1OsXbsWs2fPxm+//YY//vgDlpaWSE9PR1ZWFkQiEZYuXSpMr/cqDg4O8PPzw8aNG7Fs2TL8/PPPaN26NRITE1FWVoYZM2Zg8+bN9T7+htS/f39MnToVgYGBmDdvHjZs2ABjY2MkJCSgqKgI+vr62LRpk8ybTr/77jvExsbi7t278PLyQseOHVFUVISkpCT069cPhYWFcqfvGz9+PCQSCQIDA+Hr6wsDAwO0a9cOlZWVSEtLQ25uLgBIzcH9prm7u0NfXx/R0dHo168f2rVrBzU1NfTt2xdTp05tsnwR8jqoZZuQZkhfXx979+7Ft99+CxcXF+Tl5SE+Ph4tWrSAt7c3li5dKrV9ixYtsHPnTixevBgODg5IT09HUlISbGxs4OfnhwMHDtRpWr7arF69GmPGjIGVlRWePXuGhw8fQktLC4MGDcLvv/+O2bNnK72vDz/8EL/99ht69OiBly9fIiEhARzHYceOHXj//fcVpmvdujUOHjyI7777Dt27d0dubi7u37+PwsJCdOnSBTNnzhReWd3UOnXqhKNHj2Lo0KHQ1NREfHw8dHR08O2332LJkiXC4Mm6DF61tLTE9u3b4ebmhhcvXiA6OhqRkZFKv2imNjo6Ovj111+xfv16uLu7o7i4GPfv30dOTg7EYjGmTJmCw4cP1+lFQAMHDsSxY8cwbNgwaGhoIDY2FowxDBo0CPv37xdeGqOsadOmYcuWLXByckJeXh5SU1PRrVs37N+/H66urnU95Ebl7++P7du3o0+fPigqKsLDhw9haGiIsWPH4sSJE+jSpYtMGlNTUxw5cgRjx46FgYGB8JRn1qxZCAgIqLXfs7+/P4KCgvDBBx9AS0sLsbGxSEtLg6mpKT755BMEBgZKvbTnTdPV1cXOnTvh4eGBsrIy3Lp1C5GRkW9NX3tC6kOFNeQzRkIIIQ0mJycHPXv2RMuWLelFI4QQ0ky9td1ITpw4gejoaNy9exdxcXEoKyvDqlWr6vwItLKyEvv378fBgweRnJwMbW1t9OjRA3PmzGnwmRcIIaQh8QMk+YF0hBBCmp+3thvJ5s2bcfDgQaSnp6N169b13s93332H//znP6isrMRnn30GT09PXLhwASNHjlQ4wIoQQt6Uhw8f4uDBg1LzaTPGcOLECaFv8dixY5sqe4QQQl7TW9uNJDw8HO3bt4eFhQUCAwOxYcOGOrdsX7t2DRMnTkS3bt2we/duaGhoAACuXr2KSZMmoVu3bvj9998b6xAIIeSVIiIiMGHCBKiqqsLc3BwGBgZITU0VBquNGTMGK1asaOJcEkIIqa+3thtJQ7z5jZ+j1M/PTwi0AaBXr15wd3fHpUuXkJiYKLz0gxBC3jRbW1tMnjwZV65cgUQigUQiga6uLnr16oXRo0fXOhCUEELI2++tDbYbQkREBLS1teHi4iKzjg+2o6KiKNgmhDQZY2NjzJ8/H/Pnz2/qrBBCCGkEb22f7ddVVFSEzMxMtG3bVu78tPzgyKSkpDebMUIIIYQQ8q/xzrZs5+fnA6ias1Mefrm8VyTzvjk2AaGJB5X6PFu9PnjwywH0dFPFqpUqEIn+N89pZSXDwiUMSUkqOHFMB6qqiudAfVepq6vLfYUwqRsqx4ZDZdkwqBwbBpVjw6GybBhUjsqp3k1ZkXc22G4Ig41/QH/bD1BRWYHbMQwHDjEsW6oCTU0VlFeWIqMgFel5SQh9fBSP8q8A4m3w+XSmVKANACKRCnw+BaZ/zRB+tRAuzv++YNvQ0FBqtgVSP1SODYfKsmFQOTYMKseGQ2XZMKgclfOvDrb19PQAKG655pcravkGgEMHtLBqpRdEIhVoZTPsT2VoXaYCB046WLYzccH6y3Og5rwWlfoeALrK7KvDf7uFZ2XX42AIIYQQQkiz9M722dbW1oaJiQmePHmCiooKmfV8X+3aXmwTfhVYuITh7j2GjrYMrYyBPb8zVFZKz5Y4yGYMdHI+gIqoHKv++RrFZbK/BBMSq/41Nqr3IRFCCCGEkGbmnQ22AcDNzQ1FRUW4ceOGzLrLly8DALp3764w/Y/rdZGQUNX9Y8gw4HlWVQD+f4urAvCioqp/Fy0Fss6tgUqxGTJLHmPX9VVS+6msZNi7j8HMDHDq0rDHSAghhBBC3l7vRDeS7Oxs5OTkwNDQEEZG/2s6Hj16NE6fPo1NZMabKQAAIABJREFUmzbJvNTm8uXL6N69e63T/g3y0oRz10Lcjqnq/mFsBLx4wfDz9qoAnGdmBny/xAhxhWtwUDIBf949hr56y2HbQYSERGDvPobwq8DK5Sr/ysGRhBBCCCH/Vm9tsH348GFER0cDAOLi4oRlkZGRAAAvLy94eXkBAPbt24eAgAD4+vpi5syZwj569uyJUaNG4fDhwxg+fDg8PT2RlZWFM2fOQFdXF8uWLXtlPlRVVeDiXH2JCjz6MqkA3KlL1XZ9Kvvj+G86KFXNxtff3gHLrmrGNjOrCrQ9PSjQJoQQQgj5N3lrg+3o6GgcP35catmNGzeELiEWFhZCsF2bFStWQCwW4+DBg9i7dy+0tbXRv39/zJkzp94vs5ENwKuoidTh2rYPrqYG4+Opl9BF3UkqGCeEEEIIIf8uKowx9urN/r1ycnLqtP3x+7/ip2tL4GzmjnVDjjRSrpofQ0PDOpclkUXl2HCoLBsGlWPDoHJsOFSWDYPKUTmGhoav3OatbdlurlzNPQEAd59GoqS8CC3UtGW2qaiQ3w2FEEIIIYS8WyjYbmDt9G1homOOzMJ03MmIQPe2/aXWX/yHIeBnBknG/5aZtQF8Z4D6dBNCCCGEvGPe6an/moKKigpczD0AADfSL0qtu/gPw5LvGDp0ALb/pILgMyrY/pMKOnQAlnzHcPEf6tFDCCGEEPIuoWC7EXSz6AcAiE77R1hWUVHVot27F7BqpQoc7FWgrV3176qVKujdCwjYxlBRQQE3IYQQQsi7goLtRuBs5g4ASMi5j+yiZwCA2zGAJAPw+VQFIpF0dxGRSAU+n6pAIqnajhBCCCGEvBso2G4EBlqtYGvsCAC4kV7Vup2VXbWug4LZBvnl/HaEEEIIIaT5o2C7kbj+t9929H/7bRv/98WWCYnyt+eXGxvJX08IIYQQQpofCrYbict/pwC8LQkHUDW9n1mbqle3V1ZK98uurGTYu4/BzKxqO0IIIYQQ8m6gYLuRiE26AgCeFaYh72UOVFVV4DtDBeFXgYVLGO7eYygqqvp34RKG8KuA71cqNN82IYQQQsg7hObZbiS6Gi1hqtsWTwueIDH7AZzMesPTQwUrlwMBPzNM//p/rdtmZsDK5So0zzYhhBBCyDuGgu1G1MHIHk8LniAh5z6czHoDqHpxjXsf0BskCSGEEEL+BSjYbiyVFbBV1cdVAIkpF4FOkwCRKoCqwNrFuWmzRwghhBBCGh/12W4EqvHB0N7ljU53TwMAklIuQHuXN1Tjg5s4Z4QQQggh5E2iYLuBqcYHo8WffqhsxaHte5sBAI811FBm3BEt/vSjgJsQQggh5F+Egu2GVFkBzYtrUdGhH0o+CkAbmyHQVNXCy8qXSOg/BxUd+kHzn3VAZUVT55QQQgghhLwBFGw3INW0aIjy0lDqNhVQEUFVpAprw04AgIScWJS6TYHoxROopkU3cU4JIYQQQsibQMF2A1IpzAQAVLbqKCyzNuoMAHicfR+VrTip7QghhBBCyLuNgu0GxHRMAACi5/HCMpv/BtuJ2fcheh4ntR0hhBBCCHm3UbDdgCosXFHZ0gIakYEAqwQAdBBatu9BI3IHKvXbosLCtSmzSQghhBBC3hAKthuSSBUvPb+BakIYWpzwhSj9Jqx12gOoem17UeIFvPSYL8y3TQghhBBC3m0UbDewio6DUTJsE0TP46B9YDzMdgxEm8qqYn7Q92tUdBzcxDkkhBBCCCFvCr1BshFUdByMIpuBUE2LhkphJqzjtiPjeRTitbVh39SZI4QQQgghbwwF241FpIqKdm4AAOvCO7j6PAoJ2Q+aOFOEEEIIIeRNom4kb0AHQzsAQEL2vSbOCSGEEEIIeZMo2H4DbIyrOo8k5cai8r+zlBBCCCGEkHcfBdtvgLmeFdRE6igpL0ZmYVpTZ4cQQgghhLwhFGy/AaoiNVi0tAYApOQ+auLcEEIIIYSQN4WC7TeknX7VK9xTX1CwTQghhBDyb0HB9htiqW8LAEh5Ef+KLQkhhBBCyP9n797DqqrT/o+/196ACCiCeEBEBU8pjpinPAWlM9ljmtmYOTrqVGNjSuXTNE5O9virh8kOM884iodqaiqHykY7jGZmmkpmSh7yfEBFRcQDggcgBPZevz92oCSHzWZzks/rurqWrHWvtW++wzXXvb/Xd93fm4WK7WoS2sRRbKdoGYmIiIhIvaFiu5qE/jizrWUkIiIiIvWHiu1qUlhsZ/xwjqyrl2o4GxERERGpDiq2q4mvVyOa+rQEIOXS0XLjbTaTHTtNvlznONpsZlWnKCIiIiJupu3aq1Eb/w5cyDlDyqUkujTvWWrcxgSTuIUmaWeunQtuCTFTITrKqIZMRURERMQdNLNdjUKLOpKUvm57Y4LJrNkm4eGweIHBmlUGixcYhIfDrNkmGxM0wy0iIiJSV6jYrkbldSSx2Rwz2gP6w5xYg24RBj4+juOcWIMB/SFukZaUiIiIiNQVKrarUZtyNrbZtRvSzsCE8QYWS/HlIhaLwYTxBmlpjjgRERERqf1UbFejwmUkqZeTKbDn33D9QobjGB5W8v2F5wvjRERERKR2U7FdjYJ8g/H28MFmFpB25cQN15sGOo7Hkku+v/B8YZyIiIiI1G4qtquRxbBce0myhHXbkd0dXUeWxJvY7cXXZdvtJkviTYKDHXEiIiIiUvup2K5m13aSTLrhmtVqEDPVYPO3MHOWyd59Jjk5juPMWSabv4WYxwysVrX/ExEREakL1Ge7mrVpUva27dFRBrHPQ9xCkynTrs1uBwdD7POG+myLiIiI1CEqtqtZWctICkVHGQwa6Og6ciHDsUY7sjua0RYRERGpY1RsV7PQ69r/maaJYZRcQFutBj1vrc7MRERERMTdtGa7mrVuHIaBQVbeJS7mptd0OiIiIiJShVRsVzMvD29aNmoDwMmLN74kKSIiIiI3DxXbNeBaR5LS122LiIiISN2nYrsGtCl8SVLFtoiIiMhNTcV2DQht4nhJ8p/LFxMYGEh2dnYNZyQiIiIiVUHFdg0onNluEmzwYIQ3nqe3gd1Ww1mJiIiIiLup2K4B7S6ccvyjscEboxoTuGIKPm8NxZq0pmYTExERERG3UrFdzaxJa2jxxXM0NrwwDTg0/l/kjH0fe1AnvFdMV8EtIiIichNRsV2d7DYabHwFe/idhDbrDsDJ7FPYW/Ugd2QctvA7aJDwqpaUiIiIiNwkVGxXI2vqdiyXU8nr+2ixnSQBMCzk9Z2M5dIprKnbazBLEREREXEXFdvVyMg+D4A9qCOhTX7stX3xWvs/e1CnYnEiIiIiUrep2K5Gpm8zACzpSbT5cWb7+l7blvTDxeJEREREpG5TsV2NbCG9sDcOwSvxdUIbhwNw6tJR7KYdTDteiW9g92+NLaRXDWcqIiIiIu7gUdMJ1CsWK1ejZ+C9YjrtTDsehgdXbT+QfmwNbfb8B+uxDeSOmAsWa01nKiIiIiJuoJntambreBe5I+bimZ5EaIEdgHOfxWC5kETuiLnYOt5VwxmKiIiIiLvU6pnt3bt3M3/+fL7//nvy8/Pp0KEDkyZNYsSIEU4/4/Lly/zzn/9k7dq1nDp1Ci8vL1q3bs2oUaN44IEHaNCgQRX+BiWzdbyLH9oPofWq0SSf+5akng/SbcALmtEWERERucnU2mJ769atPPLII3h6enLPPffQqFEj1qxZw9NPP01qaipTpkwp9xmXL1/m/vvvJyUlhV69ejF27Fjy8vJISEjgf//3f/nyyy/55z//icVSAxP8FiuhLfvCuW85YeSr0BYRERG5CdXKYrugoIBZs2ZhGAbx8fF07doVgGnTpjF27Fjmz5/P3XffTbt27cp8ztKlS0lJSeE3v/kNM2fOLDqfl5fHuHHj2LJlC9u3b6dPnz5V+euUqrD938lLSTXy+SIiIiJStWrlmu0tW7Zw8uRJhg8fXlRoA/j5+TF16lQKCgr46KOPyn1OSkoKANHR0cXOe3l5MXDgQAAuXLjgxswrJtT/x17b17X/ExEREZGbh1uK7ePHj7Nz506Sk5Pd8TgSExMBGDRo0A3XCovkwpiydOzo6GX99ddfFzufn5/P5s2b8fb25tZbb61sui4rLLYzfzjPlasXaywPEREREakaLi8jyc3NZf78+SxbtozLly8DcN999zFnzhwAli9fzr/+9S9efPFFunTpUqFnHz9+HIC2bdvecM3f35+AgABOnDhR7nMeeOABPv30U9566y327t1Lt27dyM/P5+uvv+bSpUv89a9/pUWLFhXKzZ18vRrR1KclF3LOkHLpKF2bq7+2iIiIyM3EpWI7JyeHiRMnsm/fPpo2bUp0dDQbNmwoFtOnTx+effZZVq1aVeFiOysrC4BGjRqVeN3Pz48zZ86U+xxvb2+WLFnC//zP//Cf//ynaDbcYrEwfvx4evbsWe4zfH19K5B5xbUL7MyFnDOcyz1JH9+oKv2smlbVY1lfaBzdR2PpHhpH99A4uo/G0j00ju7hUrH9xhtvsHfvXsaMGcOsWbPw8vLilltuKRbTpk0bwsPD2bx5M7///e/dkmxFZWRkMHXqVDIyMnj99dfp2bMnV69e5auvvuKll15iw4YNLF++HH9//1KfkZ2dXaU5hviFsZ2NJJ3dR3abqv2smuTl5VXlY1kfaBzdR2PpHhpH99A4uo/G0j00js7x8vIqN8alNdurVq0iJCSE2bNnl/khrVq14uzZsxV+vp+fHwBXrlwp8XpWVlaps97Xe+mll9i5cyfz5s0jOjqaRo0aERQUxJgxY/jDH/5ASkoK77zzToXzc6fCjiR6SVJERETk5uNSsZ2WlkZERARWa9m9of38/Lh06VKFn1/Y0q+kddmXLl0iMzOzxPXcP7Vx40aaNGlyw6w7QL9+/QDYt29fhfNzpzb+jpc4VWyLiIiI3HxcKrYbNmxIZmZmuXGnTp2iSZMmFX5+Yd/rTZs23XDtm2++AaBv377lPicvL4+srCzy8vJuuJaRkQE4N/1flQo7kpy+fJwCe36N5iIiIiIi7uVSsd2tWzf27NlDWlpaqTFJSUkcOHDApdZ6/fv3JzQ0lJUrV3LgwIGi81lZWSxcuBAPDw9GjRpVdD4jI4OjR48WFdCFevbsSUFBAQsXLix2Pi8vr+jcbbfdVuH83CnINxhvDx9sZgGnLx+v0VxERERExL1cKrbHjx9Pbm4uMTExJS71SE1N5Y9//CN2u53x48dX+PkeHh7ExsZimibjxo3jueee4+WXX2bkyJEkJSURExNDWFhYUXx8fDzDhg0jPj6+2HOefvppfH19WbRoEQ888ABz5szh//2//8ewYcPYtGkTERERPPDAAxUfADeyGBZtbiMiIiJyk3KpG8ngwYP5zW9+w9tvv83dd99N+/btMQyDb775hvvvv5/Dhw9TUFDA5MmTXZ457tevH++99x7z5s3j888/Jz8/nw4dOvDkk09y7733OvWMLl268NFHH/Haa6+xZcsW4uPjsVqttGnThscff5xHHnmEBg0auJSfO4X6dyDpwm5OXjzCwPKXoouIiIhIHWGYpmm6evOqVat47bXXOHToULHzYWFhPPbYY04XxbWZM2vTK+tf3/8fb+94hbs6jGFG1Dyn7rHZTHbthgsZ0DQQIruD1WpUcaauCwgIqJaxvNlpHN1HY+keGkf30Di6j8bSPTSOzgkICCg3xuUdJAGGDRvGsGHDyMjIIDU1FbvdTsuWLWt0V8a6qHAZyUknl5FsTDCJW2iSdt2+PsEtIWYqREfV3oJbREREpL6pVLFdKDAwkMDAQHc8ql4Kva79n2maGEbpBfPGBJNZs00G9IfZzxmEh8GxZFgS7zgf+7wKbhEREZHawqUXJMW9WjcOw8AgO+8ymT+cLzXOZnPMaA/oD3NiDbpFGPj4OI5zYg0G9Ie4RSY2m8srg0RERETEjZya2Z44caLLH2AYRo3v0ljbeXl407JRG9KunODkpSQCfZqXGLdrN6SdccxoWyzFZ68tFoMJ42HKNMda7p4V77goIiIiIm7mVLGdmJhY4nnDMCjt/crCa2UtiZBrQv07kHblBCmXjtAjeGCJMRd+bCMeHlbi5aLzFzJKvi4iIiIi1cupYnvdunU3nHvzzTf58MMPGTp0KMOHDyc4OBhwbOW+cuVKvvjiC8aMGcMjjzzi3oxvUm38O5B4ah0pF0t/SbLpj8vijyVDt4gbrx9LLh4nIiIiIjXLqWI7JCSk2M+ffPIJS5cuZfHixdx+++3Frt1yyy3ceeedjBo1it/97nf87Gc/K7bbo5QstInjJcnCjiTZ2dmEhoYCkJKSgq+vL5HdHV1HlsSbzIml2FISu91kSbxJcLCjDaCIiIiI1DyXXpB855136NWr1w2F9vUGDRpE7969tV7bSW2KdpFMKjXGajWImWqw+VuYOctk7z6TnBzHceYsk83fQsxjRq3uty0iIiJSn7jU+i85OZkhQ4aUGxcUFMSuXbtc+Yh6p7DX9tmsU+QW5IDdRlRbT4L9rHie3gbtB4HFSnSUQezzELfQZMq0a+vlg4Mh9nlDbf9EREREahGXim0/Pz927NhBfn4+np6eJcbk5eWxY8cO/Pz8KpVgfeHv3ZRGDQK4cjWTtD3xdN32AWsn/Lj4esUU7I1DuBo9A1vHu4iOMhg0kDq1g6SIiIhIfeTSMpLBgweTlpbGU089xZkzZ264fvbsWZ5++mnOnDnD4MGDK51kfWAYRtFSktRNL2E260zO2PfJitlGztj3sQd1wnvFdKxJawBHYd3zVoNfDHEcVWiLiIiI1D4uzWz/93//N1u3buXLL79k/fr1REZGEhwcjGEYnD59ml27dlFQUEDbtm2ZPn26u3O+abVr0ol9577jaNPWDBoZB4bju5C9VQ9yR8bh/WkMDRJeJaf9ELBYazhbERERESmPSzPbAQEBLF26lDFjxuDh4cH27dtZuXIlK1asYPv27VitVkaPHs0HH3ygbdwrINzwBeBo44CiQruIYSGv72Qsl05hTd1eA9mJiIiISEW5NLMN0KRJE1544QWeeeYZ9u/fz7lz5zBNk+bNmxMREYGPj48786wXwj38AUjOOV3idXtQJwCM7NK3dBcRERGR2sPlYruQj48PvXv3dkcu9V67IEeD7DNZKfyQn01DT99i1y3phwEwfZtVe24iIiIiUnEuLSORqtEobDABphUTk5MXDxe/aNrxSnwDu39rbCG9aiZBEREREamQSs1snz59mvXr13P8+HGys7MxTfOGGMMwePHFFyvzMfWHxUq7Jp3JvLSf1K9m0eX2WOxBnbCkH8Yr8Q2sxzaQO2KuXo4UERERqSNcLrbj4uJYtGgRdru96FxhsW0YRtHPKrYrpm1If3Ze2k/yleP4fDCu6LzdvzW5I+Zi63hXDWYnIiIiIhXhUrG9atUq4uLiCAkJYcqUKaxevZrNmzfz5ptvkpKSwqpVq0hMTOShhx7izjvvdHfON7V2TW4B4GBwV36+IIFgPyt/f+t9vH7cQVJERERE6g6Xiu333nsPT09P3n33XUJCQtixYwcAAwcOBGDs2LG8/fbbvPrqq05t6y7XhAU4iu2Tl5NIOJEP5POXVr3xUqEtIiIiUue49ILkoUOHuPXWWwkJCSl2/vo127/5zW8ICwtj0aJFlcuwnmkb0BmACz+cwdqwhpMRERERkUpxqdjOy8ujWbNr7ecaNGgAwOXLl4vFde7cmb1791YivfrHz6sxzXwdX2K+2v45GRkZ+Pr6lnOXiIiIiNRGLhXbzZo14/z5axurtGjRAoCkpKRicWfPnsVms1Uivfop7MfZ7RMXD9VwJiIiIiJSGS4V2506deLYsWNFP/ft2xfTNJk3bx7Z2dmA4yXKbdu20aFDB/dkWo+0+3HddnLmwRrOREREREQqw6UXJO+8806++uorNm/ezIABA+jVqxe33XYbW7du5bbbbsPX15fLly9jGAZTp051d843vcKOJMdVbIuIiIjUaS7NbI8cOZJVq1bRtWvXonMLFixgzJgx+Pv7k52dTYcOHXjllVeIiopyW7L1Rdh1M9slbRQkIiIiInWDSzPbXl5ehIeHFzvn5+fHCy+8wAsvvOCWxOqzNk06YmBw+WoGF3PTCWjYrPybRERERKTWcWlmW6pWA4+GtGocBmjdtoiIiEhdpmK7lrq2lORADWciIiIiIq5yaRkJONr8vfXWWyQmJnL+/Hny8/NLjDMMg/3797ucYH0VHtiVTSdWcSxjX02nIiIiIiIucqnYTkxMZPLkyVy9ehXDMGjSpAkNG2q7Q3dqH9gNgCMXVGyLiIiI1FUuFduvvvoqV69e5bHHHuORRx7Bz8/P3XnVex2aRgCOjW3ybXl4Wr1qOCMRERERqSiX1mwfOnSIHj168OSTT6rQriLNfVvj5+VPgT2fkxeTyr9BRERERGodl4ptf39/mjVTO7qqZBgG7QMds9tHM/bWcDYiIiIi4gqXiu0777yT3bt3k5eX5+585Drtm/64blsvSYqIiIjUSS4V29OnT8fT05OZM2eSlZXl7pzkRx0KZ7YvaGZbREREpC5y6QXJwMBA/v3vfzNhwgQGDx5Mt27daNGiRYmxhmHw4osvVirJ+qqwI8nRjH2YpolhGDWckYiIiIhUhEvFdlZWFk8++SRHjx7FNE02b95caqyKbde1adIRD4snWXmXOJd9ihZ+oTWdkoiIiIhUgEvF9ssvv0xiYiIdO3bkwQcfJDQ0VH22q4Cn1Yu2TTpxNGMfRy7sU7EtIiIiUse4VGyvW7eO4OBgli5dio+Pj7tzkuu0D4z4sdjew8C2dzt9n81msms3XMiApoEQ2R2sVi1DEREREalOLhXbubm59O7dW4V2NWjftBsc+ZCjFehIsjHBJG6hSdqZa+eCW0LMVIiOUsEtIiIiUl1c6kbStWtXTp8+7e5cpAQV7bW9McFk1myT8HBYvMBgzSqDxQsMwsNh1myTjQlmVaYrIiIiItdxqdieOnUq+/fvZ+3ate7OR36isNg+m3WKK1cvlhlrszlmtAf0hzmxBt0iDHx8HMc5sQYD+kPcIhObTQW3iIiISHVwaRmJp6cn48ePZ/r06YwYMYIBAwbQokWLUlvT9enTp1JJ1meNGjShhV9rzmad4mjGPnoEDyw1dtduSDsDs58zsFiK/29hsRhMGA9TpjnWcve8taozFxERERGXiu0JEyZgGAamafLxxx/zySeflBl/4MABl5ITh/aB3TibdYojF/aWWWxfyHAcw8NKvl54vjBORERERKqWS8X2fffdpw1WqlGHpt3YfHI1Ry7sKTOuaaDjeCwZukXceP1YcvE4EREREalaLhXbL730krvzkDJ0DuoBwKH078uMi+zu6DqyJN5kTizFlpLY7SZL4k2Cgx1xIiIiIlL1XHpBUqpXYbGdcukIWXmXS42zWg1iphps/hZmzjLZu88kJ8dxnDnLZPO3EPOYoX7bIiIiItXEpZltqV5NGgYVvSSZlL6bW1sNKjU2Osog9nmIW2gyZdq1riPBwRD7vKE+2yIiIiLVSMV2HdE5qAdns05xKH1nmcU2OAruQQPRDpIiIiIiNUzFdh3ROagHCcdXlrtuu5DVaqi9n4iIiEgN05rtOqJzsx9fkjzvXLEtIiIiIjVPxXYd0bFpJAYG57JTyfzhfE2nIyIiIiJOULFdR/h6NSLUvwMAh9N31XA2IiIiIuIMFdt1SKegSKD8ftsiIiIiUju4VGynp6fz3XffkZ6eXux8SkoKTz31FMOHD+fRRx9l9+7dbklSHJzd3EZEREREageXiu3XX3+diRMncvnytQ1WsrOzGTduHJ9//jlHjhwhISGBSZMmkZKS4rZk67vrX5I0TbOcaBERERGpaS4V24mJibRv357w8PCicx9//DHnz5/nnnvuYfXq1cycOZMffviBN998023J1nftAyOwGh5czE3nXHZqTacjIiIiIuVwqdg+e/YsrVu3LnZu/fr1eHh48Oyzz9KuXTsmTZpEly5d2Lp1q1sSFWjg0ZB2AbcAWkoiIiIiUhe4VGxnZ2fj6+tb9LNpmuzevZuIiAgCAgKKzoeFhXHmzBmXk9u9ezeTJ0+mT58+9OjRg9GjR7NixYoKPycrK4t58+YxfPhwIiMj6d27N6NGjSIuLs7l3GpK0brt89+TnZ1NYGAggYGBZGdn13BmIiIiIvJTLhXbLVq0IDX12jKGPXv2cOXKFfr27VssrqCgAC8vL5cS27p1K+PGjWPbtm0MHTqUX/3qV2RmZvL000+zePFip59z+vRpRo0axcKFC2nevDm//vWvGTVqFM2bN+eLL75wKbea1KV5TwAOnN9ew5mIiIiISHlc2q69R48efPbZZ6xdu5Z+/fqxaNEiDMPgzjvvLBZ37NgxmjdvXuHnFxQUMGvWLAzDID4+nq5duwIwbdo0xo4dy/z587n77rtp165dmc+x2Ww88cQTnDt3jrfffpt+/frd8Dl1TdfmvQHHzHaBPb+GsxERERGRsrg0sz1lyhS8vLx4/PHH6dOnD+vXr6dv37707NmzKObUqVMcOXKEyMjICj9/y5YtnDx5kuHDhxcV2gB+fn5MnTqVgoICPvroo3Kf88UXX7Bnzx4efvjhGwptAA8Pl75r1KhQ/w40ahDAVdsPJGceqOl0RERERKQMLlWb7du3Jz4+niVLlpCRkUFERASPPPJIsZhNmzZxyy238POf/7zCz09MTARg0KBBN1wbOHBgsZiyrFq1CoC7776btLQ0NmzYwJUrVwgNDSUqKqrYuvO6wmJY6Nq8F1tT1nIgXUtJRERERGozl6d2IyIieOmll0q9PnbsWMaOHevSs48fPw5A27Ztb7jm7+9PQEAAJ06cKPc5e/fuBWD79u3MmTOHvLy8omuBgYHMnTuX2267zaUca1JE874/FtvbiGrrSbCfFc/T26B/P5sgAAAgAElEQVT9ILBYazo9EREREfmRS8V2XFwcXbp0YciQIWXGrV+/nn379hETE1Oh52dlZQHQqFGjEq/7+fk51eXkwoULAMTGxvLwww/z61//Gi8vLz777DNefvllpk2bxqpVq8pcV14bZ797tb2dt7bD4ZS1fDkhAAMDVkzB9G8Nv3gOuvxXTadYoto4lnWRxtF9NJbuoXF0D42j+2gs3UPj6B4uF9ujRo0qt9het24dy5cvr3Cx7S6FuyzecccdPP3000XnJ0yYwNmzZ3njjTdYtmwZU6dOLfUZtbGlXviZU1hNSDcKSL53Ls3b3I4lPQmvxNexLptC7oi52DreVdNpFuPl5VUrx7Ku0Ti6j8bSPTSO7qFxdB+NpXtoHJ3jTNc9l16QdJbNZsNiqfhH+Pn5AXDlypUSr2dlZZU6613ScwYPHnzDtcLOKYVLTeoMuw3/TX+nk4ejn/keIxu8fLG36kHuyDhs4XfQIOFVsNtqNk8RERERqdpi+8iRIzRu3LjC9xW29CtpXfalS5fIzMwscT33T4WFhQGUmEPhuatXr1Y4v5pkTd2O5XIqXVvfAcC+s99du2hYyOs7GculU1hT9fKkiIiISE1zehnJzJkzi/28Y8eOG84VstlsJCcns3fvXpe6kfTp04fXXnuNTZs2cc899xS79s033wDcsIFOSfr168eOHTs4cuQId91VfFnFkSNHAAgJCalwfjXJyD4PQESbISw/8TH7zn1X7Lo9qFOxuLLYbCa7dsOFDGgaCJHdwWo13J+0iIiISD3ldLH98ccfF/3bMAxOnDhRbkeQzp07M2PGjAon1b9/f0JDQ1m5ciUTJ06kS5cugGP5yMKFC/Hw8GDUqFFF8RkZGWRmZhIQEEBgYGDR+fvvv59//OMf/Otf/+KXv/wlLVq0KHrOa6+9BsB//VftfJmwNKZvMwC6WR3LSJIzD5CddwVfL8eyGkv64WJxpdmYYBK30CTtuvdMg1tCzFSIjlLBLSIiIuIOThfb7777LuB46XDSpEncfvvtTJ48ucRYT09Pmjdv7vKssYeHB7Gxsfz2t79l3LhxDB8+HD8/P9asWcOpU6eYPn160RIRgPj4eOLi4oiJieHxxx8vOh8aGsqMGTOIjY3l3nvv5Re/+AVeXl5s2LCB1NRUHnzwQfr37+9SjjXFFtILe+MQWu1eTku/UM5kpXDw/A56hUSDaccr8Q3s/q2xhfQq9RkbE0xmzTYZ0B9mP2cQHgbHkmFJvON87PMquEVERETcweli+/plG6NGjaJXr15OLeVwVb9+/XjvvfeYN28en3/+Ofn5+XTo0IEnn3ySe++91+nnTJgwgZCQEN58800+++wzbDYbHTp0YMqUKYwZM6bK8q8yFitXo2fgvWI63Zv7cgbYe/ob+hiN8Up8A+uxDeSOmFtqv22bzTGjPaA/zIk1sFgcRXW3CJgTCzNnmcQtMhk0UEtKRERERCrLMAv741XAJ598Qps2bYptz16S77//nuPHj3Pfffe5nGBNy8zMrOkUSmRNWsNnG//IXyxp9M73IC67EXb/1lyN+kNR27/s7GxCQ0MBSElJwdfXlx07TZ74b5PFCwy6RdxYTO/dZzJlmsm8vxn0vNV9xXZAQECtHcu6ROPoPhpL99A4uofG0X00lu6hcXROQEBAuTEudSN55plnWLZsWblxy5YtK/UlSqkcW8e7aHv3PwDYbhRw9p755Dy0utz+2hcyHMfwsJKvF54vjBMRERER17nc+s+ZCXG73Y5haClCVQlt0pn8LBPTA/Y18HBqq/amP74/eiy55OuF55sGlnxdRERERJxXpX22U1JSijaWEfczDIOso3YA9pzb4tQ9kd0dXUeWxJvY7cW/MNntJkviTYKDHXEiIiIiUjlOvyAZFxdX7OeDBw/ecK5QYZ/tbdu2MWDAgMplKGW6csQkIBL2nPvWqXir1SBmKsyabTJzlsmE8RTrRrL5W4h93tDLkSIiIiJuUKFi2zAMTNPEMAwOHDjAgQMHyrynadOmPPXUU5VOUkp35YhjZvtQ+k7yCnLx8vAu957oKIPY5yFuoeNlyELBwY5CW23/RERERNzD6WJ7zpw5gGOt9p/+9Cd69erF6NGjS4wt7LPdo0cPvLy83JOp3MDX15fTBy/w4AeRZPxwjv3nt9EjeNC1ALuNqLaeBPtZ8Ty9DdoPKlrXHR1lcGuPHLpGjMXDswXvxc/ntr7emtEWERERcSOni+3rd2z8+OOPiYqKKnZOaoZhGEQGD2T9sY/5Pu2bomLbmrSGoA0vs3bCj286rpiCvXEIV6NnFHUssVohJ/sbACK7/12FtoiIiIibOV1sX2/JkiXuzkMqoUdRsb0ZcBTa3iumYwu/g5x7/oo9qCOW9CS8El/He8V0ckfMLbdFoIiIiIhUXpV2I5Hq0SN4IAAHz+8gNy+LBhtfwRZ+B7kj47C36gFevthb9SB3ZBy28DtokPAq2G01mrOIiIhIfeDSzPaQIUOcjjUMg7Vr17ryMeKkVo3a0cy3FeezT3Nw/3sMupxK7rC/gPGT71KGhby+k/H5YBzW1O0QGFEzCYuIiIjUEy4V26mpqe7OQyrBMAwiWw5g7dFlfH92K4MAe1DHEmPtQZ0c92SfB21cIyIiIlKlXCq2Dx48WOJ50zRJS0tj06ZNzJs3j5EjR/KHP/yhUgmKc3oED2Tt0WXsyDoCgCU9ybGE5Ccs6YcBMH2bldmtREREREQqz6ViuzSGYdCqVSvGjBlDREQEY8eOpW3btowZM8adHyMluLXV7QAcvJzExcad8Ut8ndyRccWXkph2vBLfwO7fGn7IIGj1qDK7lYiIiIhI5VTZC5IRERF0795dnUuqSQu/1rRp0hG7aWdL1yFYj23A+9MYLKd3Ql42ltM78f40BuuxDeR3vAvvlU9hNutMztj3yYrZRs7Y97EHdcJ7xXSsSWtq+tcRERERuSlUaTeSwMBATp48WZUfIdfpEzIYgK32DHJHzMU4fwifD8bhF9cbnw/GYbmQRO7w/8Pz8BfqViIiIiJSDaqs2L548SI7duygUaNGVfUR8hN9Wt8JwHen1lPQ4Rekj/2Yny/JYMLHl8gYsZich1ZDw0Asl1PJ6/toqd1KLJdOObqViIiIiEiluLRm+7vvviv1Wk5ODsnJybz//vtkZGQwduxYl5OTivlZi9vwsnqTnpPG8YsHae7VhoQT+UA+f2nVGy+L1dGFBCe7lYiIiIhIpbhUbE+YMAHDKHtrb9M06dOnD7///e9dSkwqroFHQyJb9ue71PVsO7WBYeETb4gxfZsBTnYrEREREZFKcanYvu+++0ottj09PWnWrBl9+vShX79+lUpOKq5P68F8l7qe71LXl1hs20J6YW8cglc53UpsIb2qMWsRERGRm5NLxfZLL73k7jzETfq0vhO2wp4zW8gtyLkxwGLlavQMvFdMx/vTGPL6TsYe1AlL+mG8Et/AemwDuSPmqt+2iIiIiBu4tc+21LzWjdvT0i+UM1kp7D23tcQYW8e7yB0xF68NL+Pzwbii83b/1uSOmKs+2yIiIiJuUuli+9y5c+zcuZNz584B0Lx5c3r06EGLFi0qnZxUnGEY9G59JysPvsvu9M1kZGSUGGfreBfpLfsxPqojwX5W/v7W+3hpB0kRERERt3K52D579ix//vOfWbduHXa7vdg1wzAYMmQIzz77LC1btqx0klIxfUIGs/Lgu2xLXV92oMV6Q7cSEREREXEfl4rts2fPMnbsWNLS0mjYsCEDBw4kJCQE0zRJS0tj06ZNfPnll+zZs4elS5dqlrua3dpqEJ4WL1IvJ3PyYhJtmpTc5q88NpvJrt1wIQOaBkJkd7Bay+5CIyIiIiLXuFRs/+1vfyMtLY0RI0bw7LPP0qRJk2LXL126xIsvvsinn37K3LlzmTNnjluSFef4ePrRI3gg36Wu55sTq10qtjcmmMQtNEk7c+1ccEuImQrRUSq4RURERJzh0g6SCQkJtG7dmpdeeumGQhvA39+fF198kdatW7Nhw4bK5iguGND2bgA2n1xd4Xs3JpjMmm0SHg6LFxisWWWweIFBeDjMmm2yMcF0d7oiIiIiNyWXiu2cnBwiIyOxWktf42u1WomMjOSHH35wOTlxXf82QwE4eH4HF3LOOn2fzeaY0R7QH+bEGnSLMPDxcRznxBoM6A9xi0xsNhXcIiIiIuVxqdgODw8v6j5SlnPnzhEeHu7KR0glBfm05JagWzEx+fbkGqfv27Ub0s7AhPEGFkvx5SIWi8GE8QZpaY44ERERESmbS8X2pEmT2LZtG19//XWpMZs2bWLbtm1MnHjjLoZSPQa0/S+g9KUkvr6+ZGRkkJGRga+vL+B4GRIgPKzkZxaev1ByR0ERERERuY5LL0j26dOHcePG8dhjjzFs2DCGDRtGq1atADh9+jSrVq3i888/Z/z48fTt25fTp08Xu78wVqrWwDZDeWv7i+w8/TU5+Vn4ePqVe0/TQMfxWDJ0i7jx+rHk4nEiIiIiUjqXiu3BgwdjGAamabJixQpWrFhxQ4xpmsTHxxMfH1/svGEY7N+/37VspULaNOlESOMwUi8ns+3UeqLCRpR7T2R3R9eRJfEmc2IptpTEbjdZEm8SHOyIExEREZGyuTyzLbWfYRgMaHM3/967iM0nv3Cq2LZaDWKmOrqOzJxlMmG8Y+nIsWRHAb75W4h93lC/bREREREnuFRsL1myxN15SBUpLLa3pHxJgT0fD4tnufdERxnEPg/zFtiYMu3asv7gYEehrT7bIiIiIs5xebt2qRu6Nu9NE+8gLuams+P01/RtPdip+6KjDG7tcZWuEWPx8GzBe/Hzua2vt2a0RURERCrApW4kUndYLVaif1w+suHYJxW71wo52d9w+eJHRHa3q9AWERERqSAV2/XAHWEjAdh04nPybFdrOBsRERGR+kPFdj0Q0aIvQT7B5ORf4btT62s6HREREZF6Q8V2PWAxLESH3QvAhuRPnb/RbiOqrScPRnjjeXob2G1VlKGIiIjIzUnFdj1RuJTk25NfkFuQU268NWkNQR+MYu2EQJaM8idwxRR83hqKNcn5rd9FRERE6juniu3Tp09z8eLFqs5FqtAtzW6lpV8ouQU5bE1ZW2asNWkN3iumYzbrTM7Y98mK2UbO2PexB3XCe8V0FdwiIiIiTnKq2B4yZAivvPJK0c8zZ85k2bJlVZaUuJ9hGET/OLtd5lISu40GG1/BFn4HuSPjsLfqAV6+2Fv1IHdkHLbwO2iQ8KqWlIiIiIg4wali2zRNTNMs+vnjjz9m+/btVZaUVI07wh3F9taUdWTnXSkxxpq6HcvlVPL6PgrGT/48DAt5fSdjuXQKa6r+9xcREREpj1PFdqNGjUhLS6vqXKSKdQjsRqh/B/JsuXx9fGWJMUb2eQDsQR1LvG4P6lQsTkRERERK59QOkj/72c/YsmULM2fOJCQkBICDBw8SFxdX7r2GYTBt2rTKZSluYRgGv+gwhre2v8iaI0u5u9OvbogxfZsBYElPciwh+QlL+uFicSIiIiJSOsO8fn1IKfbt28eUKVM4f77is5mGYXDgwAGXkqsNMjMzazoFtzqffZpxS3thYvLu6C20atyueIDdhs9bQ7EHdSJ3ZFzxpSSmHe9PY7BcSCLnodVgsTr9uQEBATfdWNYEjaP7aCzdQ+PoHhpH99FYuofG0TkBAQHlxjg1sx0REcHq1avZs2cPZ86c4ZlnnqFXr16MHj260klK9Wrm24qeIdFsT93Al0c+ZFLPGcUDLFauRs/Ae8V0vD+NIa/vZOxBnbCkH8Yr8Q2sxzaQO2JuhQptERERkfrKqWIbwNfXl379+gHwzDPP0KZNG0aNGlVliUnVGdrhQbanbmDNkQ+ZcOvTWH7yIqSt413kjpiL14aX8flgXNF5u39rckfMxdbxLkeczWTXbriQAU0DIbI7WK1Gdf4qIiIiIrWa08X29datW4ePj4+7c5FqMrDt3fh4NuJs1il2n9lMj+BBN8TYOt5Fest+jI/qSLCflb+/9T5e7QcVzWhvTDCJW2iSdubaPcEtIWYqREep4BYREREBF3eQDAkJKbZGJTMzk0OHDnH48GGt76kDGng05M7w+wD4Imlp6YEWKwkn8lm6L5f8Vr2LFdqzZpuEh8PiBQZrVhksXmAQHg6zZptsTCj3NQARERGReqFS27W///77DBs2jAEDBnDfffcxcuRIBgwYwD333MP777/vrhylCtzVYQwAXx9fSU5+ltP32WyOGe0B/WFOrEG3CAMfH8dxTqzBgP4Qt8jEZlPBLSIiIuJSsW2323niiSd44YUXOHbsGI0aNaJz58507tyZxo0bc/ToUV544QWeeOIJnGh2IjWga/PetG7cntyCH1h/7BOn79u1G9LOwITxBhZL8eUiFovBhPEGaWmOOBEREZH6zqVie+nSpaxZs4Z27dqxaNEiEhMT+eSTT/jkk0/YunUrixcvJiwsjC+//JKlS8tYpiA1xjAMhnUeD8CKg+84/aXoQobjGB5W8vXC84VxIiIiIvWZS8X2Rx99hJ+fH0uWLOHOO++84fodd9zBO++8g4+PD8uXL690klI1hnYci6e1AUcu7OHg+Z1O3dM00HE8llzy9cLzhXEiIiIi9ZlLxfaRI0fo168fQUFBpcY0a9aM/v37c+TIEZeTk6rl7x1IdLsRAKw4+LZT90R2d3QdWRJvYrcXnw23202WxJsEBzviREREROq7Sr0gWR7DUAu42u7eLg8BsCH5P1y+WryTjK+vLxkZGWRkZODr6ws4+mjHTDXY/C3MnGWyd59JTo7jOHOWyeZvIeYxQ/22RURERHCx2A4LC2Pr1q1ltvnLyMhgy5YthIWVsrhXaoUuzXrSPrAbebZc1pTVBvA60VEGsc8bHDsGU6aZ3DXMZMo0k2PJEPu8oT7bIiIiIj9yqdgeNWoUV65c4aGHHiIxMfGG61u3buXhhx8mKyuL+++/v9JJStUxDIMRt0wCYMXBd7Gbdqfui44y+CDeYN7fDGY/5zh+8C8V2iIiIiLXc2kHyXHjxvH111+TkJDApEmTCAoKIiQkBMMwOHXqFOnp6ZimSXR0NOPGjSv/gVKjhrS/n9e/e57Uy8fYefpreoVEO3Wf1WrQ89YqTk5ERESkDnNpZttqtbJ48WJmzJhBy5YtOX/+PN9//z07d+7k/PnzBAcHM2PGDBYtWoTFUqXLwsUNGnr6clfHBwFYvu+1Gs5GRERE5Obh0sw2gMVi4eGHH+bhhx8mLS2Nc+fOAdC8eXOCg4Pdktzu3buZP38+33//Pfn5+XTo0IFJkyYxYsQIl56Xn5/P6NGjOXjwIGFhYaxevdoted4M7u86mU/3v0Xiqa84kXmItgGdazolERERkTrPLdPOwcHBREZGEhkZ6bZCe+vWrYwbN45t27YxdOhQfvWrX5GZmcnTTz/N4sWLXXrmwoULOXnypFvyu9m0atyOgW2HAbBMs9siIiIiblEr13gUFBQwa9YsDMMgPj6e2NhY/vjHP/Lpp5/SsWNH5s+fz/Hjxyv0zH379vH666/z1FNPVU3SN4HR3X4HwNojy8j84XwNZyMiIiJS99XKYnvLli2cPHmS4cOH07Vr16Lzfn5+TJ06lYKCAj766COnn5eXl8czzzxDZGQkv/71r6si5ZtCRPM+3NKsJ/n2PD498FZNpyMiIiJS59XKYruwneCgQYNuuDZw4MBiMc6Ii4vjxIkT/PnPf9ZGO2UwDIMHuk0B4D8H3iG3IKeGMxIRERGp22plsV24RKRt27Y3XPP39ycgIIATJ0449azdu3fzj3/8g8cff1wb7DhhUNthtPQL5fLVDNYkfVjT6YiIiIjUaS53I6lKWVlZADRq1KjE635+fpw5c6bc5+Tl5TFz5ky6dOnCww8/7FIuhduU1yfjej7B/yX8gQ/3LuSBWx/Fw+rp0nNsNpOd39s4n24S3DKfn3Xz0TbublAf/yarisbSPTSO7qFxdB+NpXtoHN2jVhbb7jJ37lxOnDjB8uXLsVqtLj0jOzvbzVnVfkPajeaf373CmSsn+WT32/xXp4pvTLQxwSRuoUla0XeiXIJbQsxU7TJZGV5eXvXyb7IqaCzdQ+PoHhpH99FYuofG0TleXl7lxri0jCQuLo5169aVG/fVV18RFxdX4ef7+fkBcOXKlRKvZ2VllTrrXWjfvn28/fbbTJkyhc6d1TO6Ihp4NOSBbo8B8MHu+djsBRW6f2OCyazZJuHhsHiBwZpVBosXGISHw6zZJhsTzKpIW0RERKTWcbnYXrt2bblxX331FQsWLKjw89u1awdQ4rrsS5cukZmZWeJ67usdOnQIm83G/Pnz6dy5c7H/AJKTk+ncuTO9e/eucH71wYhbJtG4QSCpl5PZkPyp0/fZbI4Z7QH9YU6sQbcIAx8fx3FOrMGA/hC3yMRmU8EtIiIiN78qfUHSZrO5tF17nz59ANi0adMN17755hsA+vbtW+Yz2rVrx+jRo0v8DxzrwUePHs19991X4fzqg4aevkV9t+N3zcVu2p26b9duSDsDE8YbWCzFl4tYLAYTxhukpTniRERERG52Vbpm+8iRIzRu3LjC9/Xv35/Q0FBWrlzJxIkT6dKlC+BYPrJw4UI8PDwYNWpUUXxGRgaZmZkEBAQQGBgIQM+ePenZs2eJz1+2bBlBQUH8+c9/duG3qj9GdnmYD/cs5OTFJL4+vpLosHvLvedChuMYXkrjl8LzhXEiIiIiNzOni+2ZM2cW+3nHjh03nCtks9lITk5m7969/PznP694Uh4exMbG8tvf/pZx48YxfPhw/Pz8WLNmDadOnWL69OnF2vjFx8cTFxdHTEwMjz/+eIU/T0rm69WIUV1/y5Lv/8o7O19lUNthWC1l/8k0dXzX4VgydIu48fqx5OJxIiIiIjczp4vtjz/+uOjfhmFw4sSJcntdd+7cmRkzZriUWL9+/XjvvfeYN28en3/+Ofn5+XTo0IEnn3ySe+8tf4ZV3OOX3X7HJwfe4uTFJL488m/u7vSrMuMju0NwS1gSbzInlmJLSex2kyXxJsHBjjgRERGRm51hmqZTb6oV7thomiaTJk3i9ttvZ/LkySXGenp60rx5c0JCQtyXaQ3JzMys6RRq3L/3LOK1756nuW8Ib//yG7w8vMuML+xGMqC/Y+12eJhjRntJvMnmbyH2ebX/c1VAQID+Jt1EY+keGkf30Di6j8bSPTSOzgkICCg3xumZ7etfSBw1ahS9evUq9yVFuTnc2+U3fLT/Dc5lp7Li0Lv8MuLRMuOjowxin4e4hSZTpl37LhccrEJbRERE6henZ7brK32rc1h1KJ7/++b3+HsH8u7orfh6ld3nHBxtAHftdrwM2a5tI8LDrmgHyUrSTIP7aCzdQ+PoHhpH99FYuofG0TlundkuTUFBARcvXiQvL6/UmFatWlX2Y6SGDe34IB/uWcipy0dZtncRk3qWvxbfajXoeavj3wEBnmRmqtAWERGR+sXlYnvz5s0sWrSI77//noKC0ncYNAyD/fv3u/oxUktYLR483OsZXlg/mX/vXcSwzr+mmW/5X6Kys7MJDQ0FICUlBV9f36pOVURERKTWcKnYXr9+PTExMdhsNvz9/WndujU+Pj7uzk1qmdvbDednLfqx5+wW/rHtz8yMrvjuoCIiIiL1iUvFdlxcHHa7nT/96U+MHz8eq9Xq7rykFjIMg6m3vcDU/wxl3dHljOzyMF2b96rptERERERqLZe2az9y5Ag9evRg4sSJKrTrmY5B3RnacSwAC7fMcnob99LYbCY7dpp8uc5xtNn0vq6IiIjcPFya2fbx8SEoKMjduUgd8XCvmWxM/g8H03ey7uhyftHhAZeeszHBJG6hSdqZa+eCW0LMVNQeUERERG4KLs1sDxgwgH379mG3V25WU+qmQJ/mjIucDsAb3/0vWXmXK/yMwo1vwsNh8QKDNasMFi8wCA+HWbNNNiZohltERETqPpeK7aeffpqrV6/y0ksvYbPZ3J2T1AG/7PYorRu3J+OHc/xz+5wK3WuzOWa0B/SHObEG3SIMfHwcxzmxBgP6Q9wiLSkRERGRus+lZSTLly8nKiqKJUuWsGHDBvr27UvLli1LjDUMg2nTplUqSal9vKwNeHLAy/xh9Wg+2fcWL095nUObT97Y2s9uI6qtJ8F+VjxPb4P2g9i120LaGZj9nIHFUny5iMViMGE8TJnm2BCnsE+3iIiISF3kcjcSwzAwTZOTJ09y8uTJUmNVbN+8bm01iDva3seGE5/QZrQVm714v3Vr0hqCNrzM2gmBjhMrpmBvHEKDgBnAzwkPK/m5hecvZLgnT/X6FhERkZriUrE9Z07Flg3IzeuhHjNZe+BjfEIsrEx6l3E9Hwcchbb3iunYwu8g556/Yg/qiCU9Ca/E1+l7bDqDg//GseS76BZx4zOPJTuOTQOr7/cQERERqQouFdujRo1ydx5SRzXxDiL1MxttH/Dgvb1/444O99LKrzUNNr6CLfwOckfGgeF4NcDeqge5I+Pw/jSGZ/L/wgvxg3kx1qPYUhK73WRJvElwMER2r6FfSkRERMRNXHpBUuR6FxLtXDlqJ7cgh79u+m+MU99huZxKXt9HiwrtIoaFvL6Tae55itzD25k5y2TvPpOcHMdx5iyTzd9CzGMGVqva/4mIiEjd5tLMdqGCggI2bNjAnj17yMzMpHv37owePRqAs2fPkpmZSYcOHfDwqNTHSG1nwokPC+g1y59dZzbzn4b/5leAPahjieH2oE4ATBufzjMf2Jky7VpBHhwMsc8b6rMtIiIiNwWXq+DExERmzJjB2bNnMU0TwzDIz88vKra//fZbZs6cydy5cxk6dKjbEpZa5rpuI0PaPsjiY2/z2ollRFkaEJCehL1VjxtusaQfBuCW3s3555CrdI0Yi4dnCzGsx2sAACAASURBVN6Ln89tfb01oy0iIiI3DZeWkRw6dIhHH32UCxcuMHHiRP7+979jmsV7Ig8dOhRvb2/WrFnjlkSl9rEmrSHog1GsnRDIklH+TNzxCbeaPuTarxLbqADr1tfgp9u5m3a8Et/A7t8aW0gvrIaN3kGJ/FfIKnoHJWI1tFGSiIiI3DxcmtlesGABeXl5vPnmm/Tv37/EmIYNG9K+fXv2799fqQSldiqt28gz3/6N31z8gp1GDktPr2bcpzHk9Z2MPagTlvTDeCW+gfXYBnJHzMV6dF2JrQGvRs/A1vEuwLEBzq7djjaATQMdL01q5ltERETqCpeK7e+++47IyMhSC+1CrVq14ptvvnEpManF7LZSu400vf+fPPnhcF7K3sFrPnn0PP893T4Yd+1W/9bkjpgLUGprQO8V08kdMZev0n5B3EKTtDPXPjq4JcRMpWJrukvYWAeL1Q0DISIiIlI2l5aRZGVl0aJFi3Lj8vLysNu1LOBmY03dXma3kV8MimVwnic208Zz/jaGfJDBhI8vkTFiMTkPrcbWfkixYt3eqgd4+Ra1BrSF3wFrXuV/ZhcQHg6LFxisWWWweIFBeDjMmm2yMcG5rdx/utQlcMUUfN4aijVJy5tERESk6rlUbDdr1oyjR4+WG3f48GFatWrlykdILWZknwdK7zZiNuvMMz/40NwrkLSsE5zoaWfpvlzyW/UGi7XcYj2v72QaXj3FhKjtzIk16BZh4OPjOM6JNRjQH+IWmdhsZRfchUtdzGadyRn7Plkx28gZ+z72oE54r5iugltERESqnEvF9qBBgzhy5AhffvllqTEfffQRp0+fJjo62uXkpHYyfZsBYElPKvG6Jf0wjU0Lf+r+NAYGQX2tBPa89qdWXrFe2BrwntvTi214A2CxGEwYb5CWBrt2l5HkT5a6lDR73iDhVbDbnPulRURERFzgUrH9u9/9Dh8fH5566inmzp3Lnj17AMjNzeXw4cMsXLiQ559/niZNmvDQQw+5NWGpebaQXtgbh+CV+HqZ3Ua6dZvE2IgnAGgz2srxi4ccIU4U6wBBbZuVeD08zHG8kFF6js7MnlsuncKaur2sX1VERESkUlwqtkNCQnjttdfw9/dn8eLFjBkzBsMwWL16NSNHjmTevHn4+vqycOFCmjUruWCSOsxi5Wr0DKzHNuD9aQyW0zshLxvL6Z14fxqD9dgGrkb9ASxWHug6jcuH7Fi8DF7+ZirZeVecKtbTcltz6GqvEj/+WLLj2DSw9BSdnT0vjBMRERGpCi5v1967d29Wr17NM888Q1RUFO3bt6ddu3b069ePp556itWrV9OzZ0935iq1iK3jXeSOmItx/hA+H4zDL643Ph+Mw3IhidwRc4ta91ktVpLjC8jLNDmddZy/bJqOaVjKLdb/kfI0S96zYLcXX5dtt5ssiTcJDna0ASyNs7PnhXEiIiIiVcEwf7objRSTmZlZ0ynUatlXLjM+qiPBflb+/tb7eP2krV52djahoaH4tDHoNt2HAns+j/R6ll9FPo41aQ1eG17GeuV0UbzdvzVXo/7AV2m/YNZskwH9YcJ4g/Awx4z2kniTzd86saW73YbPW0OxB3Uq1p4QANPuKPIvJJHz0Oo61QYwICBAf5NuorF0D42je2gc3Udj6R4aR+cEBASUG6Niuxz6QytbYTENkJKSgq+vb4lxAQEBvPvtXP6++Y8YGLzw83fo3+auMov1jQnmjX22gyHmsXIK7R9dv/FOaRvrFM7A1xX6Pz/30Vi6h8bRPTSO7qOxdA+No3OcKbZd2tRm48aNvPnmm0ybNo3bbrutxJgtW7awcOFCJk+ezO233+7Kx8hNZsQtkziWsZ8VB9/hxQ2PMW/ESpp7tSHhRD6Qz19a9cbrulnm6CiDQQNxeQfJwqUuXhtexqeEjXXqWqEtIiIidY9LxfaHH37IgQMHiIyMLDUmMjKS/fv38+9//1vFthSZ1i+WlEtH+D7tG577chKv/nx5mfFWq0HPW13/PFvHu0hv2a/MpS4iIiIiVcWlFyT379/PLbfcgre3d6kxDRs2pEuXLuzdu9fl5OTm42Hx5Lk73yC4UVvOZJ0k9utHMVz6yudgs5ns2Gny5TrHscSNbixWEk7kF9tYR0RERKQ6uFTmpKenO9VppHnz5uzatcuVj5CbmL93IH/+xb94cuUIDl3YSdh4D469W1Dh55S4prslxEzFqTXdIiIiIlXNpZntRo0acfbs2XLjzp49S8OGDV35CLnJtWnSkRd+/jaeFi+a/MxC63utlPSubnZ2NoGBgQQGBpKdnV10fmOCyazZJuHhsHiBwZpVBosXGISHw6zZJhsT9N6viPx/9u47vslyffz4J0mTlrSldFAo0LJbKHsVkCWI6E+GqKgogguUpeI5DlA8iAePWzlQOILn6zwIiKA4EVGGoFBAkFlAWwoUCnSPdGQ8vz/ShIakbVpSmpbr/Xr1leR+7jzPnYuUXrlzDyGEqH3VSra7dOnC/v37OXHC9RrGAH/++Sf79u2jS5cu1W6c8H7+/v5kZmaSmZlZ7kok5enStB+zh8QDED5IwzdJH7j1PLPZ2qN9XX94ZYGKzp1U6PXW21cWqLiuP8T/p5whJUIIIYQQV1G1ku17770Xk8nEo48+yqZNm5yOb9q0iUceeQSLxcI999xzxY0U9deQ1mOYGjcfgP/ueZlvEj+u9Dl/HIBzadb1t9Vqx+EiarWKiRNUnDtnrSeEEEIIUZuqNWZ7yJAhPPDAA3z44Yc89thjNGrUiKioKFQqFSkpKWRnZ6MoCvfddx833HCDp9ss6plxnR8ltziLT/+wrsOt1wYyrO1t5dbPyLTetmnt+rit3FZPCCGEEKK2VHsdiNmzZ9OxY0eWLVtGUlKSw8Lnbdu2ZcqUKYwdO9YjjRT134M9n6WgJIf1Rz/g1W0z8dPquS7qJpd1Q0Ost0nJ0LmT8/GkZMd6QgghhBC1pVrJdn5+PgC33nort956KxcuXCAtzbokRNOmTQkPD/dcC8U1QaVSMaPfyxSU5LHpr8956efJzBv2f3QNHeBUt1tX66ojn6xQeGUBDkNJLBaFT1YoRERY68GlceVCCCGEEFdbtcZs9+7dm4cfftj+ODw8nK5du9K1a1dJtEW1qVVqnh60kCGtx2CyGJn/88MkpP7kVE+jUTFzuopff4M5cxUOHVYwGKy3c+Yq/PqbdUt3d3eaFEIIIYSoKdXq2Q4MDKRFixaebosQaNQ+PDdkKQBbk7/itR0zuG6Ilsh0Ddqze6B098chg1UsmA/xSxWmzri06kjTphYWzNfIOttCCCGE8ArVSrY7duzI6dOnPd0WIYAyCXdeGlvTE1BGqZhkaEDI11OxNGxO8ZBnMLcfwZDBKgYOgF0JRdw74TFMxvN899UqGjas2hKEQgghhBA1pVrDSKZMmcLBgwfZsGGDp9sjBAC6v35mwZ8nuEkXiVkF//A38NmAiVjCovH7ehaaExsB65CSbl0t5Gavw1CwA43sxC6EEEIIL1Ktnm0/Pz/uvPNOnnzySdavX8+wYcOIiIjA19fXZf0+ffpcUSPFNcZixnfr61jaDOXvYxah2/k8Xyd+xNuHF5HXey6TFAXfbW9gaHsDqCW7FkIIIYT3qlayPXHiRFQqFYqisHnzZrZs2VJh/aNHj1bnMuIapUndizo3laJb3kSt9uHx/q+i1way+mA87+1ZQEbLW3kq+TSa1L2YI+Nqu7lCCCGEEOWqVrI9duxYVCqZgCZqhqrgIgCWsPbWxyoVU/rMpZFfKMt2z2ddynpy9FqeyTuL9GsLIYQQwptVK9l+9dVXPd0OIewU/8YAqNNPYGnW3V5+Z5dphPlH8NrWmfykM3IhcRH/aD0AncWXwS21RAQ4rlgihBBCCFHbqjVBUoiaZG7eC0vD5ugSloNicTg2tPUY3g7oT4Ci5mD2EWauu57MVTezaWIIn9wWRMjXU9G/f5N9AqXTuc0Kv+9T+PEn663ZrLisJ4QQQgjhCdXert0mOzubw4cPk5WVRbNmzejZs6cn2iWuZWoNxUOewe/rWfitn0lJ3BQsYdGo04+jS3iPPqcPs+SGf/H8kXc4U3ieaZpsnrn+WQZ3fhh1+gl0Ccvx+3oWRaMXYm4/wn7ardsU4pcqnEu7dKmIpjBzOrIutxBCCCFqRLV7ttPT05k1axYDBgxg8uTJPP3006xZs8Z+fMWKFcTFxbFnzx6PNFRcW8ztR1A0eiGqi8fQr7qXgPje6FfdizrjBEWjF9K8y0T+WxBCnDacIsy8tP9ffHgoHlNEV4pujcfc5np8t70BFjNgTbTnzlNo0wbeXaJi43cq3l2iok0bmDtPYes26eEWQgghhOdVK9nOzMxk/PjxbNiwgZiYGCZMmICiOCYrw4cPp6CgQNbiFtVmbj+C9PFfMPyTTCZ+kUPm6HcxPLgBc/sRaFL30ig3jZeHfsCdnacC8L/97/DiTw9hMBkoiZuCOueMdcUSs7VH+7r+8MoCFZ07qdDrrbevLFBxXX+I/48MKRFCCCGE51Ur2V66dClnzpzh8ccfZ926dcydO9epTpMmTWjTpo30bIsro9awLcXI6sNFGJv1tk98tK1YogrvwKNxL/LMoEVo1Tp+PbWBx78eSbKPyl7vjwNwLg0mTlChVjsOF1GrVUycoOLcOfjjwNV9aUIIIYSo/6qVbP/888+0bduW6dOnV1ivefPmpKWlVVhHiOoou2IJwIj2d/H2LV8S2qAJJ7OPMf27W/lKV4xFH0ZGpvU5bVq7Ppet3FZPCCGEEMJTqpVsX7x4kfbt21daT6fTUVBQUJ1LCFEhVyuWdAzvyX9u/ZFezQZTbCnmX3oD//zrffRBuQAkJbs+l608NORqtFwIIYQQ15JqJduBgYGcP3++0nopKSk0bty4OpcQomKlK5Zokrbgt34m6rP7oKSAsOxU3ikMZXphA9So2Zy8nneTRtA4ej+frFCwWBzHZVssCp+sUIiIgG5da+m1CCGEEKLeqlay3aNHDw4ePMiJEyfKrbN3716OHTtG7969q904ISpS3oolPpl/cueIZSwc9RVNAlpwLj+Fgn5j2JXzH2bPNXPosILBoHDosMKcuQq//gYzp6nQaGT5PyGEEEJ4VrWS7QcffBCz2cy0adP47bffsFgcNx7Zs2cPzzzzDD4+PjzwwAOeaKe4Rvn7+5OZmUlmZib+/v5OxytasSQ2vDfLbv2JQa1GYsGET69/ciBkHNNmJzHiFoWpMxSSkmHBfJWssy2EEEKIGqFSLl+zz00ff/wxr776Koqi4O/vT0FBAf7+/vj4+JCTk4NKpeL5559nwoQJnm7zVZWVlVXbTagXgoODayyWBQUFREZGAnD69GmnpFxRFL499gnvJrxIkcmAVuXHoEZzGNHyYXp009SpHu2ajOO1RmLpGRJHz5A4eo7E0jMkju4JDg6utE61N7WZNGkSn376KUOHDsVisaAoCvn5+RgMBgYMGMDHH39c5xNtUT+oVCpGdZjEe7dtpkfEQIxKET9nzeOTs7dzLj+ptpsnhBBCiHqs2j3bZSmKQlZWFhaLheDgYDQajSfa5hXkU51n1GbPdlm2Xu5lCfMpNBWg0/jxYM9nub3TI2jU3v++lZ4Gz5FYeobE0TMkjp4jsfQMiaN73OnZ9qnKCbdu3cqmTZs4d+4cOp2OmJgYbr/9diIjIwkJ8fy6aQcOHGDx4sXs378fo9FIu3btuP/++xk9erRbz9+zZw+bNm0iISGB1NRUDAYDzZs354YbbuDRRx+lYcOGHm+z8G62Xu4+LYby9van2Ht2K8t2z+enpHU83v8VYsMrn9BrNiv8ccC6LndoiHUVk7o0FEUIIYQQV4/bPdt///vf+e677wDsW7OrVCp0Oh1vv/02N9xwg0cbtmvXLh5++GG0Wi0jR44kMDCQjRs3cubMGZ588kmmTp1a6TkGDBhAVlYWvXr1omPHjqhUKhISEjhy5AhRUVGsWrWK0NDQCs8hn+o8w1t6tstSFIUNJ1ayLGE++SU5ANzc/h4m936eRg3CXD5n6zbr1u/nyuzVFNEUZk6/OpMspafBcySWniFx9AyJo+dILD1D4uged3q23Uq216xZwwsvvICPjw9jxowhNjaWgoICNm/ezP79+wkICGDz5s0EBgZ6pOEmk4n/9//+H2lpaaxevZrY2FgA8vPzGT9+PMnJyXz77be0atWqwvMsX76csWPHEh4ebi9TFIX58+ezcuVK7r33XubNm1fhOeSN5hne/EubVXiR/9vzLzacWAlAgC6IB3vNZlTMJIehJVu3Kcydp3Bdf+vW721aWzfE+WSFdfnAq7GqiTfHsa6RWHqGxNEzJI6eI7H0DImjezw2QfLLL79ErVbz3nvv8a9//Yv77ruPRx99lFWrVnHbbbdRUFDAxo0br7jBNjt37uTUqVOMGjXKnmgDBAQEMH36dEwmE+vWrav0PI888ohDog3W3njbNvO7d+/2WJtF3RXcoDFPDXqHRaO+oW1IZ/JLclj82xxmfH0zB9N2AdahI/FLrYn2KwtUdO6kQq+33r6yQMV1/SH+Pwpm8xVPgRBCCCFEPeJWsn38+HG6detG//79nY49+uijKIrC8ePHPdaohIQEAAYOHOh0bMCAAQ51qsPHxzpUvT5N5BRXLja8N0vH/MBj/V8hQBfEnxkHefK7W3nxp4f4MeFPzqVZe7TVasfea7VaxcQJKs6dgz8O1FLjhRBCCOGV3Eq28/PziYqKcnnMVp6fn++xRp08eRKAli1bOh0LCgoiODiYlJSUap9/7dq1wKXEXQgbjVrDrR0f5IM7tnNL9H2oVWq2p3zHW0evx6fvHIIjLrp8XpvW1tuMzKvYWCGEEEJ4PbdWI1EUBbXadV5uK798F8krYUvcyxsDHhAQQFpamstjlTl69ChLliwhNDSUyZMnV1rf3cl2onJ1KZb+/v68cNN/uK/PEyz99R9sT/4en5iPmPLVGu7pNoNxnafSQHvp9SQlW29bNPfD39/516qgoMC+Yk95u2FWpW3CMySWniFx9AyJo+dILD1D4ugZVVr6r647ffo0jz76KGazmbffftut5QoLCgquQsvqP51O57WxrGg1k3DfSF4c+gH7o3/l2c/+SUnQPj7a9wbrj37A3V1mMKrDJHw1ej5ZoRARAdHtiygocJ4kWfa1X0kcvDmOdY3E0jMkjp4hcfQciaVnSBzdo9PpKq3jdrL95Zdf8uWXX7o8plKpyj2uUqk4cuSIu5cBrD3XAHl5eS6P5+fnV3nlk9TUVO6//34yMzNZvHgx/fr1q9LzxbWte/PrmNPzW+a9/zUB/V8hm5Ms2z2fFfviCUqbTtLu+1nwgr+sty2EEEIIB25v164oSrV+qjO8xLakn6tx2Tk5OWRlZbkcz12eM2fOMHHiRC5cuMDChQsZOnRoldskxPVD1Lz08BgabN2Kccc7WPJakm/KIDXsnwTf15fzwf+h0Ci9AEIIIYS4xK2e7cTExJpuh4M+ffqwbNkytm/fzsiRIx2O7dixA4C4uDi3znXmzBkmTZrEhQsXeOeddxg+fLjH2yuuHUMGqxg4QMcfB8ZzIeMOTrGOX7IWci7vJMt3v8Tqg/Hc2vEhbu34IEF+FW+YVBXV3bhHCCGEELXL7Z7tq6l///5ERkbyzTffcPToUXt5fn4+S5cuxcfHh9tuu81enpmZyV9//UVmpuNSELZE+/z587z99tvceOONV+01iPpLo1HRs4eKm4freGT4eJbc/AMnV5koSlfIKcrk431vcu/q3iz+bQ5nc0u/nbGYGdxSy92d/NCe3QMWc+2+CCGEEEJcFV45QdLHx4cFCxYwefJk7r33XkaNGkVAQIB9u/ZZs2bRunVre/0VK1YQHx/PzJkzeeyxx+zlkyZNIjU1le7du3Ps2DGOHTvmdK2y9YWoDo3ah8w9FjJ/t/DpL/9h/fH/40TGAdYf/YCvEz9icGhv7jufzqaJpRNyv56KpWFzioc8g7n9iNptvBBCCCFqlFcm2wD9+vXj008/ZdGiRXz//fcYjUbatWvHE088wZgxY9w6R2pqKgD79+9n//79LutIsi1svc4RARprr3PbgaCuxoZHFhgUNYqbOtzF/nM7+OzgEnanbmZLegJbNNCpVSy3dprCEP92+O/5AL+vZ3Gk80Ja3HCjTKwUQggh6imVoiiyv3QFsrKyarsJ9UJwcLBXxlJzYiO6La+hyTtrL6tqr3O546ktZs6+P4QVfiVsMp7FrJgA6/bwo2Lu4/bkRDh2hskHvmP6dB+GDC4/4ZYx257nre/Jukbi6BkSR8+RWHqGxNE9wcHBldbxyjHbQlwNmhMb8ft6FkrjGAzjV5I/cw+G8SuxhEXj9/UsNCc2Xtn5U/cSnZvBs8OW8+nde7m/x9OENmhCVuFFPtn/DuNyN7IkJJGuXT9k7jwLW7fJ514hhBCivpFkW1ybLGZ8t76Ouc31FN0aj6VZd9D5Y2nWnaJb4zG3uR7fbW+4N5GxnMmPqgLr1u6WsPaE6pswscffWXH3Hp6//l06N+mLWTGzSWdkc9MXaHj3QN74fhEX8srZGVUmWAohhBB1kgwjqYR8heIZ3vZ1lOZ0Ag3W3G/tyW7W3em4+uw+9KvupfDOjzBHlr/MZEXDUPBrVOE1khI/57vNf2OjXoPBXGi9Lhr6Rg3nlugJxLUYhkbt45GhLsKZt70n6yqJo2dIHD1HYukZEkf3yDASIcpRttfZFUtYtEM9VyobhkJhJpaGzdElLAflss2dFAuxiT/zjC6G1eMP8ETcQiwX+mDBzG+nfuCFTZMYv7oH7264n5PfzcQSFl0jQ12EEEIIUbMk2RbXJMW/MQDq9BMuj6vTjzvUc+LOMJRf3qJ48FNokrbgu34m6rP7oKQA9dl9+K2fiSZpC8WDn6aBbyCtVXdTsmE9SYs7MzZmMo38QskqvMjnZ3/gwcBcJlgO8b+LWzlfklm9oS5CCCGEqBWSbItrkrl5rwp7nXUJ72EJaoG5eS+Xz9ek7kWdm0pJ3COguuzXSKWmJG4K6pwz0CCEotELUV04hn7VvQTE90a/6l7UGScoGr0Qc/sRWCwKn6xQsJjPkJ2ynwe7z2HV+P38q/sLDC/RolPrOJVzgvf3vsKEz/ow69tb+eLI+6R2vQ11zhk0qXtrKEpCCCGEuFJeu862EDVKraF4yDP4fT0Lv/UzKYmbgiUsGnX6cXQJ76FJ2kLR6IWg1rhcdq8qw1BMHUaS27QfU26eSGyrh2naLpx+I3rTprmGpMPWRPvX3xRSTz8PWBN/H7WW6/StGGYIIO2+zWw/u5lNf33OH+d+5dD5XRw6v4slQJcADZ12/Y+RQc2IaNiixsMmhBBCiKqRZFtcs8ztR1A0eiG6La+hX3WvvdwS1MLe61yessNQXE6wvHwYilrDhqO/sCO1Ib1NH/DhTDVgnZscEQFz55Rwz/hvXV6jYW4aN0ffw83R93AhP5VfUr5lW/LXHL6wm4M+Zg7mfsaqzz+juW9PRnUdzaBWI2kaGFXdsAghhBDCg2Q1kkrITFzP8OZZzQV5uUwY3J6IAA3/fn8lust2kHS5oYzFjP79m7CERVN0a7zjUBLFgt/6magzTmB4cINT7/jJk6f58y89GZkQGgLdukJRkaHK18j74mG2Zu7nq6AoknITQHXpVzk6rBvXRd1E38gbaRfSGZVKdqi8nDe/J+sSiaNnSBw9R2LpGRJH97izGon0bAuh1rAtxQgYebNZb3TubNVehWEol9NooGePy5LfcraMr+ga/id3cevohYxqP4KL+Wk8E/8d53y+wRK6k+Ppf3A8/Q8+/P11wvQR9I0cTr/IG+nRbCB+PnrPxE0IIYQQlZKe7UrIpzrP8OZPyJVthV5Rz7fLNbCDWlA8+GmHYSgVXaOydbTdvcahwwpTZyi8/Ho6BUE/suv0Jvae3UKRqdBeR6fxo0ezgfSLvJG+LYYTHtC82nGr67z5PVmXSBw9Q+LoORJLz5A4usednm1JtishbzTP8OZf2itJhKHyYSgVsa3VbW5zPSVxj2AJa486/QS6hOX23nFz+xEU5OXyyC0P0zFqEs++GI62bW+naxgMCiNuUZj3goobb7D2nJeYivgj7Td2nv6Rnac3cj7/jMNzWjaKplezIfRsPphuTa+jgdbxg0Z95s3vybpE4ugZEkfPkVh6hsTRPTKMRIgrUDYRNox8yyER9vt61qVJlNUZhgJOa3XbxmTb1tH2Wz8T321vYGh7A6g1bD1ZRIpmJGNLVHRWO4/BTkq23oaGXCrT+fjRp8VQ+rQYysx+L5OSfYydp3/kt1M/cvTiHlKyj5OSfZx1R97DR60lNrwXPZsNpmezIcSEdUOjlv8ihBBCiCshf0nFNc/f35/MzEzHwqokwtVkW6u76JY3y12rW7/qXus62iGdMBT8hsWcyicrmvPKAlCXSbhta3VHRFgnXLqiUqloFdyBVsEdGN/1MXKLs9h/djt7z25jb+pW0vJPcSBtJwfSdvLh76/jr2tIj4iB9IgYSNeI/rRsFIP68nYKIYQQokKSbAvhQlUT4eqo0pbxIQAWUk8/x6+/fcicuTBxArRpbe3Rtq7VDQvmq9BonHu9zWaFPw7gsAJKQ99gBrcezeDWowE4m3uS389uY+/Zrew7u538khy2p3zH9pTvAGjoG0KXJn3p0rQf3Zr2p01IJzTu9uILIYQQ1yhJtoVwoSqJsH+ki55xN1R5rW4gL/db5s4p4b/v+zJ1xqXpFhER1kR7yGDnRHvrNoX4pQrn0i6VRTSFmdNxqN+sYSuaNWzFqA6TMFvMnMj4g72p2ziQ9huHLySQW5zJjlPfs+PU9wDotYF0bhJHt6b96dK0P+1Du6DV6KocByGEEKI+k2RbCBeqkwhXVdkt412to+2wZXxhkf3QwAEWht+gcuqpfWDtZwAAIABJREFUdtWjvXWbwtx5Ctf1h3kvqBx6wufOU1gwH5cJukatoUPjnnRo3JMJzMJkMXI8/QAH037jj7TfOHQ+AYMxj4QzP5Fw5icAtBpfokO7Ehvei47hvYkN702Yvmm14yOEEELUB7IaSSVkJq5n1LlZzVXctKa6HFcjcb1Wd9nl/aoSR7NZYfwEhTZt4JUFKqcx3nPmKiQlw6r/uR56UuG5LWaSMg9z4PxODpz7jUMXdpFT5Ny73ySgBbGNrYl3x/BetA3p5DW933XuPemlJI6eIXH0HImlZ0gc3SNL/3mAvNE8oy7+0lY1Eb6S67izjjZULY6/71N4/EmFd5eo6NzJOZm2rcu96B2V8yY7VaQoCqm5yRy5sIcjF/dw9MJekrOOYlEsDvW0ah2tQzoSHdqN6DDrT6vgGHzU2iu6fnXUxfekN5I4eobE0XMklp4hcXSPLP0nxBUwtx9B0eiF6La8hn7VvfZyS1ALjyXatuukN+1X7bW6y5NR2tHcprXr47byjKoPN3eiUqloEdSGFkFtGNH+LgAMxnyOXdzP4Qu7OXJhD0cv/k5ecZZ9d0uOWZ+r1fjSNjiW6LButA/rSkxYd1o2ipZlB4UQQtQL8tdMiArUVCLspLprdVfAtt52UjJ0drFgiqt1uT1Jrw2gR7OB9Gg2ELD2fqflnypNtg9YbzP+oKAkl8T0fSSm77M/V6fxo21IJ9qHdqFNSCfahMTSOrjDNbXpjhBCiPpBkm0hKlMDifDV0K2rddWRT1Yo1VqX29NUKhURgS2JCGzJkNZjAGsCfi4vhWPp++093icyDmIw5nH04l6OXtx76fmoaNawFa2DY2kbEluagMfSNDBS1v8WQgjhtSTZFqKe0mhUzJwOc+dZJ0NWZV3uyrhat7s651GpVPYlB4e2GQuARbFwNjeZY+l/8FfmIZIyj5KUeZjMwguk5iaTmpvM9pRv7efQawNoHdyR1iEdaRMcS6vgGFo2iibIL7TK7RFCCCE8TZJtIeqxIYNVLJgP8UsVt9flroy763ZXl1qlpkVQW1oEteWGtrfby7MKL5KclUhS5hGSMg+TlHWUlKxjGIz5HL6wm8MXdjucp5FfKFGN2hPVKJqWjaJp2SiGqEbtCW3QBJXqytsphBBCuENWI6mEzMT1DJnVXLGCggIiIyMBOH36NP7+rscmVzeOnuqJLrtu98QJKpc95Z5IuN1lshhJzUnir8wjJGUdISnzCKeyT5CWf6rc5/jrGtKyUTTtwzvTtEFLIhu1o0XDNjQNjKqVVVHqOvnd9gyJo+dILD1D4ugeWfrPA+SN5hnyS+sZtRnHmly329MKjQWcyfmLUzknSMk6Tkq29edsXrLTcoQ2apWGiMAomjdsTYuGba23Qdbbxv7NZWv6csjvtmdIHD1HYukZEkf3yNJ/QgiP+eMAnEuz7kRZNtEG6+TLiRNg6gxrD3rPHrXUyFINtP60D+tK+zDH2Z8l5mJSc5NIyTrOheLTJJ77g9TcJFJzkygyFdrHhCfws8PztGodzRq2onnDNg5JeIuGbQjRN5EJmkIIIcolybYQwi1Xc93umqLT+FonUwZ3dOi1URSFDEMaZ3KTOJNjTb7PlCbh53JTMFpK7L3jl9NqfGkaEElEYBRNA6JoGmj9iQhsSURAFAG+QVf7ZQohhPAikmwLIdxS2+t21ySVSkWYfwRh/hF0jxjgcMxsMXOh4Iy11zvnUhKempvMubxTGM3FnM75k9M5f7o8d4AuyJqAB0RZE/LAKCJsSXlAJDofv6vxEoUQQtQSSbaFEG7xtnW7rxaNWmNfH7x38+sdjpksRi4WnOVc3inSSn/O5aVwLt96P7sonfySHP7MOMifGQddnr+RXxjh/s0ID2hBuH9zwgOaE+7fnMal94MbNJZhKkIIUYdJsi2EcEtNrttdV/motfZE3JVCYwFp+adIyzvtlIify0uhyGQguyid7KJ0jmccKPcajf2b2RPxxv7N7ffD9BGE6pvQ0DdYljMUQggvJcm2EMJtNbFud3V5ajnDmtRA628fI345RVHIK8nmQn4qFwpSuZB/hgsFqVzMP2t9XJBKhiENk8VoTdLzUsq9jk7jR6i+CaH6poTpmzre+je1J+W+Pg1q8uUKIYRwQZJtIUSVDBmsYuAAajXRremNda4GlUpFQ99gGvoG0y60s8s6JouRDMP5Mgl5KhcLLt1PN6SRW5xJibmo0oQcIFDXyJqU+0cQpm9CaGkSHqZvSnCDcEIaNCa4QWNJyoUQwoMk2RZCVJlGo6q15f3Kbqwz7wXHjXXmzlNYML/uJNyV8VFraRLQgiYBLcqtU2IqIqPwPBmG86QXnCPdkEaGIc1+m2FII70gjWJzIXkl2eSVZHMy+1iF19VrAwlpEE6IvjGN/BoTog8npEE4waXJuO1+I78wT79kIYSod2RTm0rIgu6eIYvje8a1HkdPbqxzLcVSURQKSnJJN5yzJuW22wLrbYYhjayii2QWXsRoLq7SuYP8QmnkF0pIg3AaNWhMsF8YQX6h9vIgv1AaNbDeBuiCZLJnOa6l92NNk1h6hsTRPbKpjRCiXqlLG+t4E5VKRYBvEAG+QbQK7lBuPVtSnlV0kUzDBTILL5BdmE5m4QWyCi/ab20/ZsVETlEGOUUZLtcgv5xapSHIL8QxEfcLpaFviFNi3sgvjIa+wWjU8mdKCFG3yf9iQog6w9s21qkLkzSromxSHhnUrsK6FsVCXnEWZm0JJ8//SVbhBTINF8guTb5zijLs97OLMjAY87AoZnui7lZ7UBHg26g0IQ8m0LdR6W2w/bG1LISGtvt+ITTw8ZfVWYQQXkOSbSFEneFNG+vUh0maV0KtUhPkF0pwcDAhmohK65eYi8ktynRIwMve5hRlOiTpecVZKCjkFWeRV1y1r7J91Fp7Ih6oC6ahXzANyyTqgS7uN/QNxs9HL0m6EMLjJNkWQtQZ3rKxzrU0SdNTdBpf+y6d7jBbTOQWZ5VJvrPJLU28L93PJrc4k9zibHuZ0VyMyWKsUg+6jUblQ4BvQwJ0QfjrrLcBuob464II9A1yKrff+jYiQNcQncZPknUhhBOZIFkJmRzgGTLRwjMkjo6J7sQJKpcb67iT6FY3lp6cpFkfeNN7UlEU66orxdnkFmWRV5JFblFWmWQ8k7wyiXnZxN1oKbni62vVOsck3dd6G6hrhL+uYelPIP7aQPS6QPTaAGuZNpBmjVtQYjCj0/h6IBLXNm96T9ZlEkf3yARJIUS9U9sb63jbJM36Nm78SqhUKvx89Pj56Gns38zt5ymKQpHJQEFJLvklOeSX5JJfnG29LX1cUHqbV5xjv1/2mEWxYLSU2HcErS5rwh6IvmxCrg3EX9cQvTagtCwQ/9JEvWwdfZlEXpJ2IbyHJNtCiDqnNjfW8aZJmtf6uHFPUalUNND600Dr7/Ywl7IURcFgzCe/JOeyhD2n9P6lpLygJB+DMQ9DSR4GYz4FxjwKSnIpMhkAShN269CZK6FV69DrAmjg408DbYD19dnv6x3Ltf7otQH4+ejt9y8/7uejl2UbhagmSbaFEHVSbW2s4y2TNGXcuPdQqVTW4SG6wGqfo2FQQ85eOE2BMa80Gb+UiBuM+aXJeR4FZe+X5DnUNxitCTxYk/acokxy8NynvrLJuJ+PLUn3L3M/wCGh9/VpYH2Ojx4/rR5fjR4/bQP7tw9+PtY6ksSL+k6SbSGEqAJvmKRpNlt7tK/r7zhuvHMneGUBzJmrEP8fhYEDrt0hJXWNRq2xL7t4JSyKxSE5LzQaKDQVUGjMp9BYQKGpAIMxnyJjAQZjgb3MftyYT6HJQKGxtJ6pAItiAaDIZKDIZKjyxNPK+Goa2JNwW4J+6afMY62+tK7+UhJf9jml5UWaphQXGfHz0cukVeEVJNkWQogq0GhUzJwOc+dZJ0NOnIDLSZo1meTKuHFRHrVKXbpSSkOPnE9RFErMRRiM+dbE3ZhfmpwX2O/bjhUZCzCYLiXtRaZCe4JeXOZ+kbGQYnOh/RrFZutjT/bC26hQ4evjh07TAF+fBvhq/Eof++Hn0wCdjx++Gttjvf2xr48fvpoGZR5fev7lzy17TDZhEq7Iu0IIIaqotidpetO48R83FfPaGzJuvL5SqVT2ZDK4gefOa1Esjgl42YTcaKDw8gS99HFh6fEiUyHFJoNDQm+7X2wyUGIuBkBBKS0vhGLPtb88GpWPNVG3JealSbvjY7/LEv8G6DS+l358/NBpfNHay/wcj2suP+4rSb6Xk38dIYSohtqcpOld48bzZdy4qDK1Sm2ffOlpwcHBpGdcLJN8F1FiLqTYXESJqYgiUyEl5iKKTUXWXnXTpWPF5iLrY1ORtY7teOmxEvtzLtUtMRfZr21WTNZhPKVj568WtUpTTmLui9ZW5uM6edc6PbbeBjcMxVhkuqzcD51Gh1ajw0dtvdWqdZLwV0LW2a6ErDHpGbJep2dIHD2nLsfSG9b69oY2XN6eujyUpS6/H73N1Y6lbaiNU6JuKqLYbHBI1Msm+iXmwtLHxZSYizGaiykxF5V5XOLw2Fp26bHJYrxqr9EdapUardrXmoCXJuGXbn1d3tdpfPFRa0uf41tadun+pXKtizLrfZ3Gj5aNotGoNbXyumWdbSGEqIdk3LgjWQJR1KayQ23wrTzx8hSzxYzRcikRLzE5JuMllyXvJeai0gTeOXF3rluMojJjKMp3Om60lGA0l2A0F6Nwqb/Woljs4++vtkGtRjJv2P9d9eu6S5JtIYSog2TcuJUsgSiuVRq1Bo3augJLTajsGwJFUTArJmviXSYBt9239c5bH1t74i8vK3u/xFyCyWJ0Psdl5zaZSygpU2a2mGgf2q1GYuApkmwLIUQdda2PG/e2JRC9YSiLN7RBXBtUKhU+Ki0+ai0N8PzY+/pEkm0hhKjDamtzH29Yb1yGsnhfGyojHwbEtUi2bRJCCFFl1nHjKn79zdqDfOiwgsFgvZ0z1zpufOa0mh037m1DWdq0gXeXqNj4nYp3l6ho08Y6rn7rtppfh8Ab2uBOG8dPUHj8SYX5/7Tejp/gHW0ToiZJsi2EEKJahgxW8c6bASQlWXuQR9xiHT+elHx1xo2XHcriSm0MZencSYVeb719ZYGK6/pD/H8UzOaaSyi9oQ2VqQsfBtxlNiv8vk/hx5+st7UZV1E3yDASIYQQ1XbjcF96dC+olaEBMpTFe9pQEW8bW38l6sJQnWtJXRmWJMm2EEKIK1Jb48a9YQlEbxjK4g1tqIi3fxhwV31a+aauJKkVqUsffCTZFkIIUWfV9hKI3rAqize0oSLe/mHAHdI7713q2gcfGbMthBCiThsyWMWqFSoWvaNi3gvW21X/q/lEGxyHslgsjmN3r9ZQFm9oQ0W8YWz9lbL1zk+cUF7vvIpz56z1vFl9GDtfF+YoXE6SbSGEEHWedSiLihtvsN5erd5Fb1iVxRvaUBFv/zDgjvrYO18XklRX6uIHH69Otg8cOMCUKVPo06cP3bt3Z9y4cXz99ddVOofFYuF///sfo0ePpmvXrvTr148nnniCkydP1kyjhRBCXFOsQ1lUtbYqi7e0oTze/mHAHdI77z3q4gcfrx2zvWvXLh5++GG0Wi0jR44kMDCQjRs38tRTT5GamsrUqVPdOs+8efP47LPPaNeuHffddx8ZGRl899137Nixg1WrVtGuXbsafiVCCCHqu9rczdOb2lBR22pzbP2V8oaVb65UXUxSXfH2OQqueGWybTKZmDt3LiqVihUrVhAbGwvAjBkzGD9+PIsXL+bmm2+mVatWFZ5n586dfPbZZ/Tu3ZsPPvgAnU4HwNixY3nwwQd58cUX+d///lfTL0cIIcQ1oLZWZfG2NpTHmz8MVMYbVr65UnUxSXWlLn7w8cphJDt37uTUqVOMGjXKnmgDBAQEMH36dEwmE+vWrav0PGvWrAFg1qxZ9kQboH///gwcOJDdu3eTnFzOd0JCCCGE8KjaGlvvCd48VMcd9WHsPNTNYUle2bOdkJAAwMCBA52ODRgwwKFORXbt2oVer6dnz55OxwYOHMgvv/zC7t27ad26nO9UhBBCCCFKSe+8d6hrw5K8Mtm2TV5s2bKl07GgoCCCg4NJSUmp8BwGg4GLFy8SHR2NRqNxOm4bgiITJYUQQgjhLm8eqlOZupakVqQuffDxymQ7Pz8fgMDAQJfHAwICSEtLc3nMJi8vz163vHOUvVZ5goODKzwu3Cex9AyJo+dILD1D4ugZEkfPkViWb+ytMHqUwt7fTVxMt9A4TE2vnj4uk9S6EMcbhtV2Cyrnlcm2EEIIIYSoGRqNirg+2tpuxjXDKydI2nqdbb3Tl8vPzy+319vGdry8nmtbeXk930IIIYQQQlwpr0y2beOpXY3LzsnJISsry+V47rL0ej2NGzfmzJkzmM1mp+O2sdqVLR8ohBBCCCFEdXllst2nTx8Atm/f7nRsx44dAMTFxVV6nri4OAwGA7///rvTMdu5bdcSQgghhBDC07wy2e7fvz+RkZF88803HD161F6en5/P0qVL8fHx4bbbbrOXZ2Zm8tdff5GZ6bjt0V133QXAwoULKSkpsZf/9ttvbN++nT59+siyf0IIIYQQosaoFEVRKq929e3cuZPJkyej1WoZNWoUAQEBbNy4kTNnzjBr1iymTZtmr7t48WLi4+OZOXMmjz32mMN55s6dy5o1a2jXrh1Dhgyxb9fu6+vrcrv2AwcOsHjxYvbv34/RaKRdu3bcf//9jB49+qq87rpm/fr17N27l0OHDnH8+HGMRiOvvPIKt99+u8v6+fn5LF68mI0bN3Lx4kUaN27MiBEjeOyxx67Z8fPnz5/n+++/Z9u2bSQlJZGenk5QUBA9e/Zk8uTJdOvWzek5EkfXcnNzWbRoEQcPHuTMmTPk5OQQHBxM69atmTBhAiNGjEClcpxxL7F0z3vvvcebb74JwOrVq+nevbtTHYmls2HDhpGamury2N13381LL73kUCYxrNyPP/7Ip59+ypEjRygsLCQsLIzu3bvz9NNPExERYa8nsXS2bt065syZU2Gdfv368dFHH9kfSxyvnNcm22BNfBctWuSU+I4ZM8ahXkXJtsViYcWKFaxevZqUlBT0ej19+/blySefdOrV3rVrFw8//DBarZaRI0cSGBhoT/CffPJJpk6dWuOvua6x/SEJDg5Gr9eTmppabrJtMBi49957OXr0KAMGDCA2NpbExER++eUXOnbsyKeffoper6+FV1G73nzzTd577z2ioqLo06cPoaGhpKSksGnTJhRF4a233uKWW26x15c4li8lJYWxY8fSrVs3oqKiaNSoERkZGWzevJmMjAzuuusu/vnPf9rrSyzd89dffzF27Fh8fHwwGAwuk22JpWvDhg0jNzeX+++/3+lY586dGTp0qP2xxLBiiqIwb948Vq9eTVRUFAMHDsTf358LFy6we/du3njjDXr37g1ILMtz9OhRNm3a5PLYDz/8wIkTJ3jqqaeYMmUKIHH0GEUoiqIoRqNRGT58uNK5c2fl8OHD9vK8vDxl5MiRSmxsrJKcnFx7DfRSO3bsUM6cOaMoiqIsW7ZMiY6OVtauXeuy7r///W8lOjpaef31112W//vf/67x9nqjH374Qdm9e7dT+e7du5VOnTopcXFxSnFxsb1c4lg+k8mkGI1Gp/K8vDzllltuUaKjo5Xjx4/byyWWlTOZTModd9yhjBs3TnnqqaeU6OhoZd++fU71JJauDR06VBk6dKhbdSWGFfvoo4+U6OhoZf78+YrJZHI6XvZ3X2JZNcXFxUpcXJwSGxurXLx40V4ucfQMrxyzXRt27tzJqVOnGDVqFLGxsfbygIAApk+fjslkYt26dbXYQu903XXX0bx580rrKYrCmjVr0Ov1zJgxw+HYo48+SlBQEJ9//jmK937RUmNGjBhh740pq3fv3vTt25fs7GyOHTsGSBwro9Fo8PFx3j4gICCAgQMHApdWOZJYuue9994jMTGRf/3rXy534wWJpSdIDCtWVFTEkiVLiIyM5LnnnnP5XrT97kssq27Tpk1kZ2dz/fXXExYWBkgcPUmS7VIJCQkA9j/IZQ0YMMChjqi6kydPcuHCBXr27On0lZOvry+9e/fm/PnzLpd7vJbZ/njYbiWO1VNcXMzOnTtRqVT2eRoSy8odP36c+Ph4pk2bRvv27cutJ7GsWElJCV988QXvvvsun376KYmJiU51JIYV27FjB9nZ2QwfPhyLxcLGjRtZvnw5K1eudIqJxLLqPv/8cwDuvPNOe5nE0XNkB8lStnW3Xa3fHRQURHBwsLyhroAtduWta26Le0pKiqx9Xurs2bP8+uuvNG7cmOjoaEDi6K7c3Fw++ugjLBYLGRkZbNu2jXPnzjFz5kyndfwllq6ZTCZmz55N27ZteeSRRyqsK7Gs2MWLF5k9e7ZD2aBBg3j99dcJCQkBJIaVOXToEGD99mrMmDEkJyfbj6nVah544AGeffZZQGJZVampqfz22280adKEQYMG2csljp4jyXYp246S5e1MGRAQQFpa2tVsUr1i2w20vJnLle0aeq0xGo0888wzlJSU8NRTT9m/MpU4uic3N5f4+Hj7Y61WyzPPPMNDDz1kL5NYVuzdd9/l2LFjfPbZZ2i1FW/rLLEs3+23305cXBzt2rVDp9Px119/ER8fz7Zt25g+fTorV65EpVJJDCuRkZEBwAcffEBsbCxr1qyhbdu2HD16lBdeeIH333+fyMhI7r33XollFa1btw6LxcLtt9/uMDxH4ug5MoxECC9jsVh47rnn2L17N3fddRdjx46t7SbVOS1atODYsWMcOXKEn376iccff5x33nmHxx57DJPJVNvN83qJiYm8++67PPTQQ3Tq1Km2m1OnzZw5k7i4OEJCQggICKBbt24sW7aMXr16sW/fPrZu3VrbTawTbOOCtVotS5YsoWvXrvj7+9O7d28WLVqEWq3mgw8+qOVW1j0Wi4V169ahUqm44447ars59ZYk26Uq+4SWn59fbq+3qJwtdrZvEC5X2TcL1wpFUZg7dy5fffUVY8aMYf78+Q7HJY5Vo9FoaNGiBY888gizZs3ixx9/5LPPPgMklhV59tlniYyMdFpKtTwSy6pRq9X25VFtOxxLDCtm+xvduXNnmjRp4nCsffv2REZGcurUKXJzcyWWVbBjxw7Onj1Lv379iIyMdDgmcfQcSbZLXT6Os6ycnByysrJcjucW7rHFzjY2/nK2uF/LMbb1aK9du5ZRo0bx6quvolY7/opKHKvPNvnZNtFZYlm+xMREkpKS6NKlCzExMfafL774ArBuxhITE2Nfr1diWXXBwcEAFBYWAhLDyrRp0wYoP7GzlRcVFUksq8DVxEgbiaPnyJjtUn369GHZsmVs376dkSNHOhzbsWMHAHFxcbXRtHqhVatWhIeH8/vvv2MwGBxmNhcXF7Nnzx7Cw8Ov2V9ai8XC888/z7p167jlllt4/fXXXS5tJXGsvvPnzwPY4yqxLN+4ceNclu/Zs4eTJ08ybNgwQkJC7Mt+Siyr7sCBAwASQzf17dsXgKSkJKdjRqORU6dOodfrCQkJoXHjxhJLN2RlZfHTTz/RqFEjbrzxRqfj8p70HOnZLtW/f38iIyP55ptvOHr0qL08Pz+fpUuX4uPjw2233VaLLazbVCoVd955JwaDgSVLljgcW7ZsGTk5Odx5551OW2lfC8om2jfffDNvvPFGuesZSxwrdvToUZdDwbKzs3nnnXcAGDx4MCCxrMjLL7/s8qdHjx6AdY3dl19+mY4dOwISy/L8+eef5ObmOpXv2bOHDz74AJ1Ox4gRIwCJYWVsO0ampKSwZs0ah2PLly8nNzeX4cOH4+PjI7F00/r16zEajYwePRqdTud0XOLoOV69XfvVtnPnTiZPnoxWq2XUqFEEBATYt2ufNWsW06ZNq+0mep01a9awd+9ewLom7+HDh+nZs6f9k+7w4cMZPnw44Lzta6dOnUhMTGTbtm3X9LavixcvJj4+Hr1ez6RJk1xuyjJ8+HB7YiNxLN/LL7/M559/Tt++fWnWrBkNGjTg7NmzbNmyBYPBwE033cTChQvtw3MkllUze/ZsvvjiC7e2a5dYWn+3//vf/9K/f3+aN2+OTqfj+PHj7NixA7Vazfz58x2+vpcYVuzUqVOMHz+ejIwMrr/+etq0acORI0fYuXMnzZs3Z/Xq1TRu3BiQWLpj9OjRHD9+nK+++oqYmBiXdSSOniHJ9mUOHDjAokWL2L9/P0ajkXbt2nH//fczZsyY2m6aV7L98S3PzJkzHSZZ5eXlER8fzw8//EB6ejphYWHcdNNNzJw585qdZFFZDAFeeeUV+4QqkDiWZ8+ePaxdu5b9+/dz4cIFioqKCAoKIjY2lrFjxzJy5EinXhiJpfsqSrZBYnm5hIQEPv30U44cOUJ6ejolJSWEhobSq1cvHnjgAbp27er0HIlhxc6dO8eiRYv45ZdfyM7OJiwsjGHDhjFjxgxCQ0Md6kosy3fgwAHuvPNOunbt6vRNweUkjldOkm0hhBBCCCFqiIzZFkIIIYQQooZIsi2EEEIIIUQNkWRbCCGEEEKIGiLJthBCCCGEEDVEkm0hhBBCCCFqiCTbQgghhBBC1BBJtoUQQgghhKghkmwLIYQQQghRQyTZFkIIIYQQooZIsi2EqDNiYmIcfjp16kTfvn0ZPXo0s2fP5ocffsBkMlX4/GHDhl3FFtdPp06dYsaMGfTt25cOHToQExPDrl27artZV2zx4sXExMSwbt26enEdIYR38KntBgghRFXddtttAFgsFvLy8jh58iRffvklX3zxBS1btuTNN9+ka9euHr/uunXrmDNnDjNnzuSxxx7z+PnrAovFwuOPP87Ro0fp3r07LVu2RK1WExYWVttNE0IIryTJthCiznn11Vedyk5/ik6PAAANgUlEQVSdOsXbb7/N999/z6RJk1i5ciUdO3Z0qPPdd9+h1WqvVjPrpdTUVI4ePUrv3r1ZsWJFbTdHCCG8ngwjEULUC1FRUSxcuJBx48ZRWFjIc88951Snbdu2REVF1ULr6o+0tDQAIiMja7klQghRN0iyLYSoV2bPno1er+fIkSPs2bPH4Vh5Y7b/+OMPZsyYwdChQ+ncuTMDBgxg3LhxvPXWWxQUFAAwceJE5syZA0B8fLzD2HHb2FtFUfjmm2948sknuemmm+jevTs9evRg3LhxrFixAovF4nTtsuN3jx07xtSpU+nTpw/du3fnvvvu4/fffy/3te7bt48nnniCgQMH0rlzZwYNGsTDDz/M+vXrnepmZmby2muvcdNNN9GlSxf69OnD5MmT2b17t9uxjYmJ4b777gPgiy++sL/+iRMnArBr1y5iYmKYPXs2Fy9e5Pnnn2fw4MHExsby4YcfOrR72rRp9OvXj86dOzNs2DBefPFFzp8/73TNdevWERMTw+LFizl16hRPPPEEffv2pWfPnkyePJk///wTAJPJxLvvvmt/fTfeeOMV9bxX9d/iyy+/5J577qFnz55069aN0aNHs2zZMoqLi6t03ZKSEj766CPuuOMOevToQffu3Rk3bhxr1qxBUZRqvx4hRO2RYSRCiHolMDCQQYMG8cMPP7Br1y569+5dYf0tW7Ywbdo0VCoVPXv2pEePHuTk5HDy5EmWL1/O3Xffjb+/P4MGDcJkMvH777/ToUMHhyEqtt7ykpIS/v73vxMUFETbtm2JjY0lKyuL/fv389JLL3Hw4EGXQ2AADh06xEsvvUSTJk3o378/KSkp7N69mwceeIDPP/+c6Ohoh/offvghr776Koqi0KVLF+Li4sjIyODw4cMkJydz66232uv+9ddfPPjgg5w/f56oqCiGDBlCdnY2O3fuZMeOHbz++uuMHj260tjedtttXLx4ke3btxMVFUWvXr0AaNOmjUO9zMxMxo0bh9lspmfPnpSUlNCgQQMA1q9fz5w5c7BYLPTo0YOIiAgOHz7MypUr+fHHH/n4449p27at07XPnDnDnXfeSWBgIHFxcZw8eZJffvmFw4cP89VXXzFv3jx27txJjx49aNGiBbt27eKll15Cq9Vy1113VfraruTf4h//+AerV6/G19eXfv364efnR0JCAm+//TabN2/mww8/xM/Pr9LrGgwGpkyZwp49ewgODqZXr16o1Wr279/P3LlzOXjwIC+99FKVXosQwgsoQghRR0RHRyvR0dGV1lu6dKkSHR2t/O1vf3N6/tChQx3K7rvvPiUmJkY5ePCg03n++OMPJS8vz/547dq1SnR0tLJo0SKX1zUajcoPP/ygFBcXO5RnZGQot99+uxIdHa0kJCQ4HFu0aJH9dS1fvtzh2Msvv6xER0crTz/9tEN5QkKCEhMTo/Ts2VPZuXOnw7Hi4mJl27Zt9scmk0kZNWqUEh0drXz00UeKxWKxHzt8+LASFxendO/eXUlPT3f5mi63c+dOJTo6Wnn22WfLPRYdHa3MmDFDKSoqcjh+9uxZpWvXrkpsbKzy888/28vNZrP9td5xxx0Oz7HFPDo6WnnllVcUs9msKIqiWCwWZfbs2Up0dLRyyy23KKNGjVLOnTtnf96vv/7q8t+7ItX5t9iwYYMSHR2tDBo0SDl58qS9PC8vT7nnnnuU6Oho5bXXXnN5nbVr1zqUz5s3z36N/Px8e3lGRoZy5513KtHR0crmzZvdfj1CCO8gw0iEEPVOcHAwADk5OZXWzcjIIDAwkM6dOzsd69q1KwEBAW5f18fHhxEjRqDT6RzKQ0JC+Pvf/w7ATz/95PK5vXr1YsqUKQ5l06ZNA3AaDrN8+XIURbEvv1eWTqdj0KBB9sebN2/m+PHjjBo1ikmTJqFSqezHYmNjmT59OgaDga+++srt11kZnU7HCy+8gK+vr0P5mjVrKCoqYuTIkQwdOtRerlareeqppwgPD+fgwYPs37/f6ZxRUVE89dRTqNXWP1sqlYoHHngAgD///JPnn3+epk2b2uv379+f2NhYUlNTOXPmTJXaX5V/i08++QSAxx9/nJYtW9rLAwICmDdvHiqVilWrVlFSUlLhNTMyMvj8889p0aIFCxYswN/f334sJCTE3qO9atWqKr0WIUTtk2EkQoh6Rykd21o2sSxPp06d+Oqrr3juued44IEHnIYIVMfRo0fZvn07Z8+epaioCEVR7GO/T5486fI5AwYMcCoLDg6mUaNGXLhwwV5mNptJSEgAcGt4xI4dOwC44YYbXB63DQU5ePBgpedyV6dOnWjSpIlTuS1RdTVkRafTcfPNN/Pxxx+zZ88eunfv7nA8Li4OHx/HP1m2SZparZa4uDinc0ZGRnLkyBEuXrxIixYt3G6/u/8WRqOR/fv3o1KpXL4m25j2xMREEhMTK1yOMiEhAaPRyKBBg5w+rAF06NABf39/Dh065PbrEEJ4B0m2hRD1TlZWFgBBQUGV1v3b3/7G8ePHWbt2LWvXriU4OJgePXowfPhwRo8e7TLxKU9JSQlz5szhm2++KbeOLem+XNle2bL8/f3Jzs62P87KyqKoqIjQ0FC3et1TU1MBePLJJ3nyySfLrWeLmSdERES4LLclqs2bN3d53FZeNqG1cZW86/V6ABo3bmzv8XZ1vLJe5cu5+2+RnZ2N0WikcePGTr34Ns2bNycxMdHlayrL9u+0cuVKVq5cWW69qk64FELUPkm2hRD1TmJiIgDt2rWrtG5ERARr165l586dbNmyhYSEBDZv3szPP//Mf//7X1atWuVW0g7WSYvffPMN0dHRPP3003Tq1ImGDRui1WpJTk7m5ptvLve57vTCV6e+2WwGYPDgwYSGhpZb7/JJjleivMTTprK2uzpe0XOqGrvKePp87pzTtlJNbGwsMTExHr++EKL2SLIthKhX8vLy+OWXXwCcxjOXx8fHh4EDBzJw4EAAzp49y5w5c9i5cyfLly/n6aefdus8P/74IwBvvfWW03CU06dPu/sSKhQcHIyfnx/p6enk5+dX2rtt66UdP358uUNJrpbw8HCSk5M5c+YMrVu3djp+9uxZwNpTXRc0atQIrVZLeno6RUVFLlcccfc12Xru4+Li7EtMCiHqB5kgKYSoV1599VUMBgNdunShR48e1TpHs2bN7BPkjh8/bi+37T5pMplcPi83NxdwPYzi+++/r1ZbLqfRaOzjk9esWVNp/euuuw6ATZs2eeT6V8K2DOPXX3/tdKykpIQNGzY41PN2Wq2W7t2729dXv9zx48dJTEzE39+fDh06VHiufv36odFo2LJli/3bCCFE/SDJthCiXjh9+jSzZs3i888/R6/X8/LLL7v1vA8//JD09HSnclvveNnEOTw8HIDk5GSX52rVqhWA05jbDRs2uNxoprqmTJmCSqVi6dKlTqtjGI1Ge9sBbrrpJtq0acMXX3zB8uXLMRqNDvVLSkrYuHEjx44d81j7yjNu3Dj8/Pz49ttv2bJli73cYrHwzjvvcP78ebp06eI0OdKb2Tb5Wbx4scO3F/n5+fzzn/9EURTuvvvuSsf+N2nShNtuu42TJ0/yzDPPkJmZ6VTn999/Z+vWrZ59AUKIGifDSIQQdc7s2bMBa5KWn5/PyZMnSUpKQlEUWrVqxZtvvun2uNf4+Hhee+01OnToQMuWLVEUhWPHjpGcnExwcDCTJ0+21+3evTuhoaH88MMPTJw4kRYtWqBWq7njjjvsOxr+8ssvvPXWW2zYsIHWrVtz8uRJDh06xEMPPcT777/vkdcfFxfH008/zeuvv86ECRPo2rUrUVFRZGRkkJiYiF6v5+effwasQ2Ti4+OZPHkyb731Fh9//DExMTEEBASQlpZGUlISubm5LFmypMbHCjdr1oyXXnqJOXPmMHXqVHr27Gnf1CY5OZmwsDBee+21Gm2Dp918883cfffdrF69mlGjRjlsapOZmUn37t15/PHH3TrX3LlzOX36NN988w2bN2+mY8eOhIeHk56eTkpKCufPn2fSpEkMGTKkhl+VEMKTJNkWQtQ5X3zxBWBNJAMCAggPD2fs2LEMGzaMYcOGOS0RV5G5c+fadyLctm0bYO3Nfuihh3jwwQftvdlgnfi3bNky3nnnHQ4cOMDu3btRFIVevXrRs2dP+vTp8//bu0PcRIMwjsP/lbU0nyyGBNGmpqnhADgSajFAguIavUAFDkGaNCE4CJYbICDFfKnjIg2rVmyy2axgkhXPo0fM635i8k6Wy2Xe3t5S13XO53Pa7XZms1nu7++vFttJMplM8vj4mPf39xyPx9R1nUajkYeHh7y8vPx2ttVqZbPZ5OPjI7vdLofDIZfLJVVV5fn5Od1uN51O52p3+5t+v5+7u7vM5/Mcj8ecTqdUVZXBYJDpdPrHrSP/u9fX1zw9PWW1WmW/3+f7+zvNZjOj0Sjj8fiffo9MkpubmywWi6zX62y323x9feXz8zO3t7dpNpsZDofp9XqFpwGu7cfl10JaAADgqrzZBgCAQsQ2AAAUIrYBAKAQsQ0AAIWIbQAAKERsAwBAIWIbAAAKEdsAAFCI2AYAgELENgAAFCK2AQCgELENAACF/AQngu6Rn/PanAAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1059,22 +1390,40 @@ "source": [ "ax = plot_golf_data(new_golf_data)\n", "plot_golf_data(golf_data, ax=ax)\n", - "t = np.linspace(0, new_golf_data.distance.max(), 200)\n", + "t = np.linspace(CUP_RADIUS - BALL_RADIUS, new_golf_data.distance.max(), 200)\n", "\n", - "ax.plot(t, forward_angle_model(angle_trace[\"variance_of_shot\"].mean(), t))\n", + "ax.plot(t, forward_angle_model(angle_trace_post_variance_of_shot.mean(), t))\n", "ax.set_title(\"Comparing the new data set to the old data set, and\\nconsidering the old model fit\");" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.088244, + "end_time": "2021-02-23T11:20:10.918769", + "exception": false, + "start_time": "2021-02-23T11:20:10.830525", + "status": "completed" + }, + "tags": [] + }, "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": {}, + "metadata": { + "papermill": { + "duration": 0.086015, + "end_time": "2021-02-23T11:20:11.092313", + "exception": false, + "start_time": "2021-02-23T11:20:11.006298", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Fitting the model on the new data\n", "\n", @@ -1083,19 +1432,24 @@ }, { "cell_type": "code", - "execution_count": 19, - "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" - ] + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:20:11.284633Z", + "iopub.status.busy": "2021-02-23T11:20:11.272933Z", + "iopub.status.idle": "2021-02-23T11:20:21.730182Z", + "shell.execute_reply": "2021-02-23T11:20:21.729600Z" }, + "papermill": { + "duration": 10.551913, + "end_time": "2021-02-23T11:20:21.730350", + "exception": false, + "start_time": "2021-02-23T11:20:11.178437", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ { "data": { "text/html": [ @@ -1113,8 +1467,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [8000/8000 00:15<00:00 Sampling 4 chains, 186 divergences]\n", + " \n", + " 100.00% [4000/4000 00:06<00:00 Sampling 2 chains, 1,056 divergences]\n", " \n", " " ], @@ -1124,36 +1478,38 @@ }, "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 16 seconds.\n", - "There were 11 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "There were 143 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "There were 13 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "There were 19 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The rhat statistic is larger than 1.05 for some parameters. This indicates slight problems during sampling.\n", - "The estimated number of effective samples is smaller than 200 for some parameters.\n" - ] } ], "source": [ "with angle_model(new_golf_data):\n", - " new_angle_trace = pm.sample(1000, tune=1000)" + " new_angle_trace = pm.sample(1000, tune=1000, return_inferencedata=True)" ] }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:20:21.935069Z", + "iopub.status.busy": "2021-02-23T11:20:21.921010Z", + "iopub.status.idle": "2021-02-23T11:20:22.231034Z", + "shell.execute_reply": "2021-02-23T11:20:22.230443Z" + }, + "papermill": { + "duration": 0.412727, + "end_time": "2021-02-23T11:20:22.231153", + "exception": false, + "start_time": "2021-02-23T11:20:21.818426", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1163,16 +1519,18 @@ "source": [ "ax = plot_golf_data(new_golf_data)\n", "plot_golf_data(golf_data, ax=ax)\n", - "t = np.linspace(0, new_golf_data.distance.max(), 200)\n", + "t = np.linspace(CUP_RADIUS - BALL_RADIUS, new_golf_data.distance.max(), 200)\n", + "\n", + "new_angle_trace_post_variance_of_shot = new_angle_trace.posterior[\"variance_of_shot\"].data.flatten()\n", "\n", "ax.plot(\n", " t,\n", - " forward_angle_model(angle_trace[\"variance_of_shot\"].mean(), t),\n", + " forward_angle_model(angle_trace_post_variance_of_shot.mean(), t),\n", " label=\"Trained on original data\",\n", ")\n", "ax.plot(\n", " t,\n", - " forward_angle_model(new_angle_trace[\"variance_of_shot\"].mean(), t),\n", + " forward_angle_model(new_angle_trace_post_variance_of_shot.mean(), t),\n", " label=\"Trained on new data\",\n", ")\n", "ax.set_title(\"Retraining the model on new data\")\n", @@ -1181,7 +1539,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.087673, + "end_time": "2021-02-23T11:20:22.408369", + "exception": false, + "start_time": "2021-02-23T11:20:22.320696", + "status": "completed" + }, + "tags": [] + }, "source": [ "## A model incorporating distance to hole\n", "\n", @@ -1200,13 +1567,28 @@ "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." + "it uses `phi`, the cumulative normal density function we implemented earlier." ] }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:20:22.597927Z", + "iopub.status.busy": "2021-02-23T11:20:22.592660Z", + "iopub.status.idle": "2021-02-23T11:20:24.074927Z", + "shell.execute_reply": "2021-02-23T11:20:24.074138Z" + }, + "papermill": { + "duration": 1.578996, + "end_time": "2021-02-23T11:20:24.075050", + "exception": false, + "start_time": "2021-02-23T11:20:22.496054", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1217,88 +1599,88 @@ "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "cluster31\n", - "\n", - "31\n", - "\n", - "\n", - "\n", - "variance_of_distance\n", - "\n", - "variance_of_distance\n", - "~\n", - "HalfNormal\n", - "\n", - "\n", - "\n", - "p_good_distance\n", - "\n", - "p_good_distance\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "variance_of_distance->p_good_distance\n", - "\n", - "\n", + "\n", + "31\n", "\n", "\n", - "\n", + "\n", "variance_of_shot\n", - "\n", - "variance_of_shot\n", - "~\n", - "HalfNormal\n", + "\n", + "variance_of_shot\n", + "~\n", + "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_good_angle\n", - "\n", - "p_good_angle\n", - "~\n", - "Deterministic\n", + "\n", + "p_good_angle\n", + "~\n", + "Deterministic\n", "\n", "\n", "\n", "variance_of_shot->p_good_angle\n", - "\n", - "\n", + "\n", + "\n", "\n", - "\n", + "\n", + "\n", + "variance_of_distance\n", + "\n", + "variance_of_distance\n", + "~\n", + "HalfNormal\n", + "\n", + "\n", "\n", + "p_good_distance\n", + "\n", + "p_good_distance\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "variance_of_distance->p_good_distance\n", + "\n", + "\n", + "\n", + "\n", + "\n", "success\n", - "\n", - "success\n", - "~\n", - "Binomial\n", + "\n", + "success\n", + "~\n", + "Binomial\n", "\n", "\n", "\n", "p_good_distance->success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n", "p_good_angle->success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1315,12 +1697,12 @@ " variance_of_distance = pm.HalfNormal(\"variance_of_distance\")\n", " p_good_angle = pm.Deterministic(\n", " \"p_good_angle\",\n", - " 2 * Phi(tt.arcsin((CUP_RADIUS - BALL_RADIUS) / distances) / variance_of_shot) - 1,\n", + " 2 * phi(tt.arcsin((CUP_RADIUS - BALL_RADIUS) / distances) / variance_of_shot) - 1,\n", " )\n", " p_good_distance = pm.Deterministic(\n", " \"p_good_distance\",\n", - " Phi((DISTANCE_TOLERANCE - OVERSHOT) / ((distances + OVERSHOT) * variance_of_distance))\n", - " - Phi(-OVERSHOT / ((distances + OVERSHOT) * variance_of_distance)),\n", + " phi((DISTANCE_TOLERANCE - OVERSHOT) / ((distances + OVERSHOT) * variance_of_distance))\n", + " - phi(-OVERSHOT / ((distances + OVERSHOT) * variance_of_distance)),\n", " )\n", "\n", " success = pm.Binomial(\n", @@ -1337,33 +1719,56 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.088807, + "end_time": "2021-02-23T11:20:24.254224", + "exception": false, + "start_time": "2021-02-23T11:20:24.165417", + "status": "completed" + }, + "tags": [] + }, "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": {}, + "metadata": { + "papermill": { + "duration": 0.088786, + "end_time": "2021-02-23T11:20:24.432528", + "exception": false, + "start_time": "2021-02-23T11:20:24.343742", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Fitting the distance angle model" ] }, { "cell_type": "code", - "execution_count": 22, - "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_distance, variance_of_shot]\n" - ] + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:20:24.631038Z", + "iopub.status.busy": "2021-02-23T11:20:24.625822Z", + "iopub.status.idle": "2021-02-23T11:20:49.267863Z", + "shell.execute_reply": "2021-02-23T11:20:49.268415Z" + }, + "papermill": { + "duration": 24.746044, + "end_time": "2021-02-23T11:20:49.268569", + "exception": false, + "start_time": "2021-02-23T11:20:24.522525", + "status": "completed" }, + "tags": [] + }, + "outputs": [ { "data": { "text/html": [ @@ -1381,8 +1786,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [8000/8000 00:05<00:00 Sampling 4 chains, 0 divergences]\n", + " \n", + " 100.00% [4000/4000 00:04<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -1392,33 +1797,38 @@ }, "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", - "The acceptance probability does not match the target. It is 0.8798848192814278, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The acceptance probability does not match the target. It is 0.8892228299255789, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The number of effective samples is smaller than 25% for some parameters.\n" - ] } ], "source": [ "with distance_angle_model(new_golf_data):\n", - " distance_angle_trace = pm.sample(1000, tune=1000)" + " distance_angle_trace = pm.sample(1000, tune=1000, return_inferencedata=True)" ] }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:20:49.472092Z", + "iopub.status.busy": "2021-02-23T11:20:49.470975Z", + "iopub.status.idle": "2021-02-23T11:20:49.766878Z", + "shell.execute_reply": "2021-02-23T11:20:49.766204Z" + }, + "papermill": { + "duration": 0.408336, + "end_time": "2021-02-23T11:20:49.766995", + "exception": false, + "start_time": "2021-02-23T11:20:49.358659", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1440,15 +1850,21 @@ "\n", "\n", "ax = plot_golf_data(new_golf_data)\n", - "t = np.linspace(0, new_golf_data.distance.max(), 200)\n", + "t = np.linspace(CUP_RADIUS - BALL_RADIUS, new_golf_data.distance.max(), 200)\n", "\n", + "distance_angle_trace_post_variance_of_shot = distance_angle_trace.posterior[\n", + " \"variance_of_shot\"\n", + "].data.flatten()\n", + "distance_angle_trace_post_variance_of_distance = distance_angle_trace.posterior[\n", + " \"variance_of_distance\"\n", + "].data.flatten()\n", "\n", - "ax.plot(t, forward_angle_model(new_angle_trace[\"variance_of_shot\"].mean(), t), label=\"Just angle\")\n", + "ax.plot(t, forward_angle_model(new_angle_trace_post_variance_of_shot.mean(), t), label=\"Just angle\")\n", "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", - " distance_angle_trace[\"variance_of_shot\"].mean(),\n", - " distance_angle_trace[\"variance_of_distance\"].mean(),\n", + " distance_angle_trace_post_variance_of_shot.mean(),\n", + " distance_angle_trace_post_variance_of_distance.mean(),\n", " t,\n", " ),\n", " label=\"Distance and angle\",\n", @@ -1460,15 +1876,39 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.093547, + "end_time": "2021-02-23T11:20:49.979680", + "exception": false, + "start_time": "2021-02-23T11:20:49.886133", + "status": "completed" + }, + "tags": [] + }, "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": 24, - "metadata": {}, + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:20:50.190072Z", + "iopub.status.busy": "2021-02-23T11:20:50.179490Z", + "iopub.status.idle": "2021-02-23T11:20:58.376481Z", + "shell.execute_reply": "2021-02-23T11:20:58.375814Z" + }, + "papermill": { + "duration": 8.304287, + "end_time": "2021-02-23T11:20:58.376598", + "exception": false, + "start_time": "2021-02-23T11:20:50.072311", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1487,8 +1927,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [4000/4000 00:07<00:00]\n", + " \n", + " 100.00% [2000/2000 00:06<00:00]\n", " \n", " " ], @@ -1501,9 +1941,9 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": {}, @@ -1528,7 +1968,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.095944, + "end_time": "2021-02-23T11:20:58.569173", + "exception": false, + "start_time": "2021-02-23T11:20:58.473229", + "status": "completed" + }, + "tags": [] + }, "source": [ "## A new model\n", "\n", @@ -1542,8 +1991,23 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:20:58.808514Z", + "iopub.status.busy": "2021-02-23T11:20:58.803182Z", + "iopub.status.idle": "2021-02-23T11:21:04.283503Z", + "shell.execute_reply": "2021-02-23T11:21:04.284075Z" + }, + "papermill": { + "duration": 5.605206, + "end_time": "2021-02-23T11:21:04.284254", + "exception": false, + "start_time": "2021-02-23T11:20:58.679048", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1554,102 +2018,102 @@ "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "cluster31\n", - "\n", - "31\n", + "\n", + "31\n", "\n", - "\n", + "\n", "\n", - "variance_of_distance\n", - "\n", - "variance_of_distance\n", - "~\n", - "HalfNormal\n", + "variance_of_shot\n", + "\n", + "variance_of_shot\n", + "~\n", + "HalfNormal\n", "\n", - "\n", + "\n", "\n", - "p_good_distance\n", - "\n", - "p_good_distance\n", - "~\n", - "Deterministic\n", + "p_good_angle\n", + "\n", + "p_good_angle\n", + "~\n", + "Deterministic\n", "\n", - "\n", - "\n", - "variance_of_distance->p_good_distance\n", - "\n", - "\n", + "\n", + "\n", + "variance_of_shot->p_good_angle\n", + "\n", + "\n", "\n", "\n", "\n", "dispersion\n", - "\n", - "dispersion\n", - "~\n", - "HalfNormal\n", + "\n", + "dispersion\n", + "~\n", + "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_success\n", - "\n", - "p_success\n", - "~\n", - "Normal\n", + "\n", + "p_success\n", + "~\n", + "Normal\n", "\n", "\n", - "\n", + "\n", "dispersion->p_success\n", - "\n", - "\n", + "\n", + "\n", "\n", - "\n", + "\n", "\n", - "variance_of_shot\n", - "\n", - "variance_of_shot\n", - "~\n", - "HalfNormal\n", + "variance_of_distance\n", + "\n", + "variance_of_distance\n", + "~\n", + "HalfNormal\n", "\n", - "\n", - "\n", - "p_good_angle\n", - "\n", - "p_good_angle\n", - "~\n", - "Deterministic\n", + "\n", + "\n", + "p_good_distance\n", + "\n", + "p_good_distance\n", + "~\n", + "Deterministic\n", "\n", - "\n", - "\n", - "variance_of_shot->p_good_angle\n", - "\n", - "\n", + "\n", + "\n", + "variance_of_distance->p_good_distance\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "p_good_distance->p_success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "p_good_angle->p_success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1664,12 +2128,12 @@ "\n", " p_good_angle = pm.Deterministic(\n", " \"p_good_angle\",\n", - " 2 * Phi(tt.arcsin((CUP_RADIUS - BALL_RADIUS) / distances) / variance_of_shot) - 1,\n", + " 2 * phi(tt.arcsin((CUP_RADIUS - BALL_RADIUS) / distances) / variance_of_shot) - 1,\n", " )\n", " p_good_distance = pm.Deterministic(\n", " \"p_good_distance\",\n", - " Phi((DISTANCE_TOLERANCE - OVERSHOT) / ((distances + OVERSHOT) * variance_of_distance))\n", - " - Phi(-OVERSHOT / ((distances + OVERSHOT) * variance_of_distance)),\n", + " phi((DISTANCE_TOLERANCE - OVERSHOT) / ((distances + OVERSHOT) * variance_of_distance))\n", + " - phi(-OVERSHOT / ((distances + OVERSHOT) * variance_of_distance)),\n", " )\n", "\n", " p = p_good_angle * p_good_distance\n", @@ -1687,19 +2151,24 @@ }, { "cell_type": "code", - "execution_count": 26, - "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: [dispersion, variance_of_distance, variance_of_shot]\n" - ] + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:21:04.478294Z", + "iopub.status.busy": "2021-02-23T11:21:04.477598Z", + "iopub.status.idle": "2021-02-23T11:21:50.263980Z", + "shell.execute_reply": "2021-02-23T11:21:50.263391Z" }, + "papermill": { + "duration": 45.884455, + "end_time": "2021-02-23T11:21:50.264119", + "exception": false, + "start_time": "2021-02-23T11:21:04.379664", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ { "data": { "text/html": [ @@ -1717,8 +2186,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [8000/8000 00:05<00:00 Sampling 4 chains, 0 divergences]\n", + " \n", + " 100.00% [4000/4000 00:05<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -1729,13 +2198,6 @@ "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" - ] - }, { "data": { "text/html": [ @@ -1753,8 +2215,8 @@ " background: #F44336;\n", " }\n", " \n", - " \n", - " 100.00% [4000/4000 00:14<00:00]\n", + " \n", + " 100.00% [2000/2000 00:11<00:00]\n", " \n", " " ], @@ -1768,20 +2230,35 @@ ], "source": [ "with disp_distance_angle_model(new_golf_data):\n", - " disp_distance_angle_trace = pm.sample(1000, tune=1000)\n", + " disp_distance_angle_trace = pm.sample(1000, tune=1000, return_inferencedata=True)\n", " disp_ppc = pm.sample_posterior_predictive(disp_distance_angle_trace)" ] }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, + "execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:21:50.478538Z", + "iopub.status.busy": "2021-02-23T11:21:50.476908Z", + "iopub.status.idle": "2021-02-23T11:21:50.771578Z", + "shell.execute_reply": "2021-02-23T11:21:50.770855Z" + }, + "papermill": { + "duration": 0.410216, + "end_time": "2021-02-23T11:21:50.771700", + "exception": false, + "start_time": "2021-02-23T11:21:50.361484", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1790,14 +2267,20 @@ ], "source": [ "ax = plot_golf_data(new_golf_data, ax=None)\n", - "t = np.linspace(0, new_golf_data.distance.max(), 200)\n", + "t = np.linspace(CUP_RADIUS - BALL_RADIUS, new_golf_data.distance.max(), 200)\n", "\n", + "disp_distance_angle_trace_post_variance_of_shot = disp_distance_angle_trace.posterior[\n", + " \"variance_of_shot\"\n", + "].data.flatten()\n", + "disp_distance_angle_trace_post_variance_of_distance = disp_distance_angle_trace.posterior[\n", + " \"variance_of_distance\"\n", + "].data.flatten()\n", "\n", "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", - " distance_angle_trace[\"variance_of_shot\"].mean(),\n", - " distance_angle_trace[\"variance_of_distance\"].mean(),\n", + " disp_distance_angle_trace_post_variance_of_shot.mean(),\n", + " disp_distance_angle_trace_post_variance_of_distance.mean(),\n", " t,\n", " ),\n", " label=\"Distance and angle\",\n", @@ -1805,8 +2288,8 @@ "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", - " disp_distance_angle_trace[\"variance_of_shot\"].mean(),\n", - " disp_distance_angle_trace[\"variance_of_distance\"].mean(),\n", + " disp_distance_angle_trace_post_variance_of_shot.mean(),\n", + " disp_distance_angle_trace_post_variance_of_distance.mean(),\n", " t,\n", " ),\n", " label=\"Dispersed model\",\n", @@ -1817,21 +2300,45 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.10017, + "end_time": "2021-02-23T11:21:50.972591", + "exception": false, + "start_time": "2021-02-23T11:21:50.872421", + "status": "completed" + }, + "tags": [] + }, "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": 28, - "metadata": {}, + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:21:51.192541Z", + "iopub.status.busy": "2021-02-23T11:21:51.187443Z", + "iopub.status.idle": "2021-02-23T11:21:51.486685Z", + "shell.execute_reply": "2021-02-23T11:21:51.486075Z" + }, + "papermill": { + "duration": 0.41295, + "end_time": "2021-02-23T11:21:51.486825", + "exception": false, + "start_time": "2021-02-23T11:21:51.073875", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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" ] }, "metadata": {}, @@ -1858,7 +2365,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.10198, + "end_time": "2021-02-23T11:21:51.691389", + "exception": false, + "start_time": "2021-02-23T11:21:51.589409", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Beyond prediction\n", "\n", @@ -1874,14 +2390,29 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:21:51.925894Z", + "iopub.status.busy": "2021-02-23T11:21:51.925165Z", + "iopub.status.idle": "2021-02-23T11:21:52.216329Z", + "shell.execute_reply": "2021-02-23T11:21:52.216841Z" + }, + "papermill": { + "duration": 0.411815, + "end_time": "2021-02-23T11:21:52.216982", + "exception": false, + "start_time": "2021-02-23T11:21:51.805167", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1890,11 +2421,11 @@ ], "source": [ "def simulate_from_distance(trace, distance_to_hole, trials=10_000):\n", - " n_samples = trace[\"variance_of_shot\"].shape[0]\n", + " n_samples = len(trace.posterior[\"variance_of_shot\"].data.flatten())\n", "\n", " idxs = np.random.randint(0, n_samples, trials)\n", - " variance_of_shot = trace[\"variance_of_shot\"][idxs]\n", - " variance_of_distance = trace[\"variance_of_distance\"][idxs]\n", + " variance_of_shot = trace.posterior[\"variance_of_shot\"].data.flatten()[idxs]\n", + " variance_of_distance = trace.posterior[\"variance_of_distance\"].data.flatten()[idxs]\n", "\n", " theta = np.random.normal(0, variance_of_shot)\n", " distance = np.random.normal(\n", @@ -1930,14 +2461,29 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, + "execution_count": 31, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:21:52.438223Z", + "iopub.status.busy": "2021-02-23T11:21:52.437555Z", + "iopub.status.idle": "2021-02-23T11:21:52.762918Z", + "shell.execute_reply": "2021-02-23T11:21:52.763637Z" + }, + "papermill": { + "duration": 0.437609, + "end_time": "2021-02-23T11:21:52.763859", + "exception": false, + "start_time": "2021-02-23T11:21:52.326250", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { - "image/png": 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E//73Xd6y/fr1Ra9ePbF27fqs7el2jx8/Nmttr6ZqzHm3luOPH4E+fY7NmS+3evUaRCIRXHzxL+qs37FjR5x44glYvnxl1vbdu3dj69b/ZtU//fTT4PP5co714YepQCWz7EUXXQgAecv6fL4GD2n94osvs97v378f27fvwEknHVxfq1On1HIMVVUBa9vWrf/Nuz9RFK17SFVVLFnytrUdOHh/ffvtVmze/AW++uprzJ9/L4BUZs0zzzwdb7/9GgDUe882RXu4p9K2bv0vVq1ajWnTrmp0XUEQrGv5448/YtWqz63PalsAnRByZKIAjRBy1Dr33LOqE2HcC9M0AQDPPvt8g1Jr1ycSUfGXvzxqvZ87dz6qqqowb94sa9sDD9wDVVUxa9Zc68FswYJn8PXXW/Doow9ZQ6w++mgFHnvsr1aZiooKbNnyDU455aQ629CrV09wHIddu3YDAK677kasXr0mb1mO4/Doow9hy5Zv8OSTTwNIPXjfeedcRCIRPPTQfU28Erkaet6theM4PPbYw1i+fCVee+0NAOn1ym7DhAnjcOmlF2eVHz9+MoYNy56b9+CD92LXrt14+OH/AwDE43FMn34LjjuuD6ZPv84q53a7cd99d2Hx4hetVPf79u3DnDnzccklv8SECeOtshMnTsAll/wSc+bMt3rRPv98NRYvfhH33z+/wQHyN99sxb/+lQqIkskkbrnlVoiiiNtvv9UqU1Y2Cm63G6+++m+r/c8881ze/R17bG/s3r0HjDF89tkqTJ9+M4BUenmn02ndX3PnzseSJW+jsrISDz30qJVyHwBWrPgYgiBYC1C3tLa+p9IWLHgG5513Drp06dLousce29u6lgsWPGMlKnr55X+ga9feuO++B1u0rYSQdqyt00jSi170olf6pWkBNmxYKevUqZOVJn/YsFK2e/e2vOWvuOI3rHv3Y6yyf/nL/eyZZ/7KBg4cYKWBv/nmG5iuh9mwYaXM5XIxl8vFhg0rZQcO7GaMxdjLLy9mgwcPYj16dGcnnDCRzZhxExs58viscmPHjrHaNGxYKXvllb/XeR7p1PCPPvoQGz26jHXp0oUNGTKYLVny75yy69evYlOmnMp69OjOevXqycaPH8s++ODtrDLPP/80O/HEE9iQIYOZ3z+MDR48iN1++5+ZrocZYzF2220zWJ8+xzIArE+fY9nNN99g1Z07dxbr0aM7GzJkMLvwwgtYLBbKe93S5T/88B02YcI41qtXT9ajR3c2ZcqpbP36Vdbn77zzBhs2rJQBYJ06dWKXXnoRYyzGTj75RFZYWMhEUWTDhpWyL79cX+c1qu+8ly9/jw0bVspEUWSFhYVs2LBSds898+q9h8455yzru063Zdiw0rxlly59k5WVjWJDhgxmffsex/7wh6tZMLgvq4xpRlmXLl3YZZf9Kqf+mjWfssmTJ7GBAwewvn2PY5deehHbs2d73mMtXvwsKy0dyoYOHcL69evLZs78k5WKP/Ol62E2c+afWL9+fdnQoUNYaelQ9re/LWzw3xAAdscdt7Lbb/8zGzVqJCspKWGjR5exVatW5pR9881/sQED+rN+/fqy0047hW3atMb6XidPnmSV++67LaysbBQbMKA/GzJkMHv77detzxYufJL16tWTDR06hJ1yykmsomIXq6jYxW655UZWWjqU+f3DWGnpUDZu3Bj2zjtv1Nn26dOvy7qPhw0rZVu2bMq554YNK2WbNq1p9D21adOarHtqwoRxjLEYmzBhXNa9u3Xrl2z69Ouy/kaeeeavDfr3q7CwkC1f/l7ez1944fmc88j8bt966zV23HF9WGnpUDZ27Bj23XdbGGMx9u67S5jH42HPPfdUk/5dpRe96HX4vTjGYq2bz5gQQo4yvXr1w+TJk7Bo0cK2bgppptdffxMXX/wbrF79iTWfrD3jODvuvHMmZs++o62bQgghpIloiCMhhBCSh6IouOGGW/Dii4sOi+CMEELIkYFSDBFCCCF5eDwebN36Jex2e1s3hRBCyFGEetAIIaSFLFv2Efz+MuzZsxdLlrwDv7+sRVOXk0PvcAnOFi9+AX5/GQBgwYKFmDix7gQyhBBC2i+ag0YIIYQQQggh7QT1oBFCCCGEEEJIO0EBGiGEEEIIIYS0ExSgEUIIaZbXX38TH364rK2bcdRQFAV+fxmKirqgV69+ja6/d+9e3HPP/Ugmk63QOkIIIc1FARohhJAmmzfvbtx//19QVjbK2jZ79jz06HEc/P6ynFc0Gs2qv3//flx33Q0YNMiP0tKRGDTIjyuv/B127NjRoOOXl5dj6tRrcOyxAzBgQCn69RuCu+66B4lEIqvcxo2bMH78ZJSWjsTIkeOwfPmKnH299tob6N27P1RVbfyFOIQ8Hg82b16Lc889q0n1O3fujJ9+2olzz/054vF4C7eOEEJIc1GafUIIIU3yzjvv4r77HsIPP3wDn8+X9dncubNwxRWX1Vk/mUzipJNORyKRwIoV76NLly4IhUI455wLMGHCyfj2283weDy11q+qqsKYMZNwzDHdsGnTGvh8Pnz11dc48cQp2LZtO5577mkAgGEYOP/8X2LmzD9h2rSpePfd93HBBRfj+++3oEOHDgCAUCiE6667Ec8+uwAul6uZV6Z94zgOTz75GEaOHIdZs+bgnnvuausmEUIIyUA9aIQQQppk7ty7MW3aVejUqVOT6n/xxZfYsuUbTJt2Fbp06QIA8Pl8mD79OuzevRvLl6+ss/5jj/0VP/74E+6+e64VIA4dOgTXXns1nn9+MTZu3AQA2Lr1v/jpp5249NKLAQBnnDEFNpsNn3++xtrXjBm3YfLkiTj99NOadC6Ho9tum4GHH34M+/fvb+umEEIIyUABGiGEkEbbvn071q5dhylTTm3yPtK9YzWH2aXfS5JUZ/01a9YBAEpLh2ZtHz7cDyA1Nw4AbDZbznESiYS1/ZNPPsVrr72JRx55sMFtf/HFl+H3l4Hj7Jg1aw7uuGM2ysomoHPnnpg+/WYkk0m8++77OOWUM3DMMX1w9tnnY9++fVn7WLnyY5x//i/h95dh+PDR8PvLMH/+vTAMI+d4S5a8jdLSkejW7ViMHj0RjzzyWK1te+WVVzFixBj07TsYvXr1w8UX/wY//fRTTrnTTjsFhmHgn/98rcHnTQghpPVRgEYIIaTRli1bDgDo379v3s/ff/9DnHLKGfD7yzB48HBcffW12LZtW1aZvn2Pw5VXXoYnnliAb7/dCgDYuXMn7r33Qfj9w3DyySfW2QaO4wAgJ9lFOvD65put1W3sh379+uLRRx8HYwyLFi2GJEkYN24MdF3HtGnX4sEH70FJSUmDz/9Xv7oEmzevBQD87W8v4IwzpmDt2s/wwQdv47HH/orrr78J27Ztx7Jl7+Kbbzbh22+34k9/mpm1j1de+Sf69DkWGzeuxqZNa7Bs2VK89dZS3HrrHVnlPvjgQ5x//i9x7rlnYffubViz5tPqAPCDnHY98cQCXHLJZbj11lvw3Xdb8L//fY1EIoEJE05CIBDIKut2u3HMMd3w6af/afB5E0IIaX0UoBFCCGm0PXv2AgA6duyY85nT6QRjwIsvLsLmzWuxbNlS/PTTTowYMRZff70lq+zChQtw6aUXY9iwUTjmmD7o3XsARozw47PPltfbgzZ6dCoxyfr1G7O2p4c2hsNhAIAgCHjrrdewYcMmDBhQisWLX8S7776JgoICzJt3N445phsuv/w3ePbZ5zFixBiMGDEGzz23qMHXorR0KMaNG2v9/0GDBuLll1/F1VdPBQB4vV6cccYULFuWnZjktttmYO7cWeD51H+KO3TogCuu+A2eemohGGNWuTvumIuioiLMmnUwwLvxxuvhdmfPlVMUBbfeegdOOeUk/OIXPweQ6oV86KF7sXPnLjzxxIKctnfs2BE//LAtZzshhJC2Q0lCCCGENNq+fal5S3a7PeezGTNuynrfpUsXLF78LHr06IsZM27D0qWpoYeGYeCMM87F3r3l+OqrDejfvx92796Niy/+Dc4770K8+ea/6kzYce2112DhwucxY8ZtGDCgH3r27IlVqz7HokV/BwA4HA6rbL9+ffHWW9lD+b766ms89tiT2Ljxc6xYsRIzZszE+vWp3qQRI8aiT59jccIJk+q9FgMG9M96X1RUCLvdDkE4+J/Y4uIi7N27N6tcQUEB7r//Ibz//jJEIhHYbDZUVVVBVVWUl5ejS5cuUFUV69atx8knn5gVsHIch6FDh2Dz5i+sbatWrYaiKJg4cXzWcXr27Amfz4ePPlqB22+/Neszh8NufZeEEELaBwrQCCGENFo6+Mjs6alLSUkJ+vY9Lms43XPP/Q3Ll6/Ev//9Cvr3T63n1a1bNzz22MMYPnw07rvvQcyde2et+ywuLsbq1Z9gzpz5OO20syGKIgYOHIBXX30RZWUT0KNH91rrmqaJqVN/j9tum4E+ffrg7rvvx3nnnY3evXsDAM4772y88MLLDQrQXC5n1nuO4/JuM03Tes8Yw3nnXYidO3fh3XeXoG/f4wAAixYtxpVXToOu6wCAQCAAxhiKiopyjltQkJ0588CBAwCAhQufx2uvvVmjja68KfUZY1YPHiGEkPaBAjRCCCGN1rlzKnOjpmk5qfDLy8vRuXPnnDo8z2cFKV988SWAVO9WpnSwlk4CUpeuXbviqaeeyNqWHkZZsycp02OP/RW6ruOmm6YDAHbv3oPjjx+esd8u2LTpi9qqN9v33/+AlSs/wQMP3GMFZ/kUFhaC4zhUVlbmfBYMhrLep5cMuP76/2edV31UVcsb/BFCCGk79LMZIYSQRkv3Tu3dW57zWZcuvbBnz56sbaFQCN999z1GjTre2tapU2r+2o8/ZmcY3LHjRwBAhw7FWdtrDhHUdR3vvvt+zvHfeGMJunbtivPOOydv23/66Sfceec8PPPMX62ewE6dOuLAgYNB0IEDlVYQ2hrSmRpr9l6l5/aluVwujBo1Eps3f5mV3ZExhq+++jqr7LhxY+DxeLBp0+ac4z311DN48smnc7bv3Vtea6IXQgghbYMCNEIIIY12+umnQRAEbNnyTd7PZ8y4DZqmAQCi0Sh+//vrkEgkMH/+HKvMb397OXw+H+bMmW+txRWJRHDLLbdCFEVce+01VtmXX/4HunbtjfvuO5gKPxAI4KyzfoaPPlpubfvoo+V45JHHsWjR03nnxwHANddchyuvvAyjRo20tv385+djyZJ3UFVVhaqqKrz11lJceOEFTbgyDdO/fz8MGNAfTz/9LMrLU0Hujh07sGDBMzll582bhUAggLlz51vb/vKXR3Pmjnk8Htx333y8+uq/8fbbS63tn3zyKWbNmmclVUk7cOAA9u3bV2+2TEIIIYcWBWiEEEIarUOHDjjllJPwxhtLcj57+eXFUFUNo0aNx9Chx6Nv3yFQVQ3/+c8KjB8/zirXo0cPrF+/CgMH9sekSadg6NDjcfzxYyGKIlatWmllRgRSQ/08Hg86djyYCt/tduOXv7wQV111DQYPHg6/vwyPPfYkPvjgbZx66il52/3SS69gy5ZvcNdds7O2n3vu2bjuut9jwoSTMGHCSfjjH/+As846o9bzX7r0Pfj9ZQCABQsW4qKLfg1FUeD3l2H9+o1Yv34j/P4yKIqCiy76NRYsWAgA8PvLsHTpexAEAW+//Rr69j0Ow4ePwbhxkzF9+i1WUHjmmT/D88//DQBw2mmn4vXXX8Wbb76Nrl17Y8SIMQiHw/j5z3+GPXv2wu8vw4oVKwEAv//9NLz00t8wZ8589O7dH8cfPxbz59+H1157BSNGDM86hzfeWILCwkKcf/55tZ4nIYSQQ49jLNawGd6EEEJIhk2bNmPChJOwbt1/MGjQwLZuDmmEaDSKQYP8uPXWWzBt2tS2bg4hhJAM1INGCCGkSYYP92Px4mfxs5/9Atu3b2/r5pAG0nUdZ599Pi666BcUnBFCSDtEPWiEEEKaZevW/0LTtJwhdKR9qqqqwrp1GzBlyqlt3RRCCCF5UIBGCCGEEEIIIe0EDXEkhBBCCCGEkHbisF+ouqhDF3Tv1a2tm0EIIYQQQgghDbJ7x14cOLA772eHfYDWvVc3vLf+9bZuBrzCCmsAACAASURBVCGEEEIIIYQ0yDkjL6r1MxriSAghhBBCCCHtBAVohBBCCCGEENJOUIBGCCGEEEIIIe3EYT8HjRBCCCGE1M80TURDYbB4EpxpgvE8ONEGh88Lnqff7AlpLyhAI4QQQgg5ghm6Dj0QhhCNwSUKB4Mx04RpGIgGFSQcdsiFXkiy3LaNJYTQEEdCCCGEkCOVFlZg7qmAzzThkqWcnjKe5+GSJfhME+aeCmhhpY1aSghJowCNEEIIIeQIpIUViIEwnLLYoPJOWYQYCFOQRkgbowCNEEIIIeQIY+g6+MoQZLFxs1lkUQBfGYKh663UMkJIfShAI4QQQgg5wuiN6DmrySmL0APhFm4RIaShKEAjhBBCCDmCmKYJIRpr1j6EaAymabZQiwghjUFZHAkhhBBCjiDRUBiuRg5trMkhClBDYbgKC1qoVa2Dlg4gRyIK0AghhBBCjiAsnmx2cMLzPFg82UItanm0dAA5ktFPC4QQQgghRxCuhYYmttR+WhotHUCOdBSgEUIIIYQcQVgLDe1rqf20JFo6gBwN2t9fHiGEEEIIaTJOtDU7wYdpmuBEWwu1qGXQ0gHkaEEBGiGEEELIEcTh8yIaTzRrH9F4Ag6ft4Va1DJo6QBytKAkIYQQQgghRxCe55Fw2IFm9KIlHHY4mjjEsTUyK1pLB8hSk+oDB5cOoOyOpL2jAI0QQggh5AgjF3qh7aloUo+Tpschdy1pdL3WzKx4NC0dQAj9hEAIIYQQcoSRZBlmsQ96I4c66vEEzGJfowOo1s6seDQsHUBIGgVohBBCCCFHIKfXg3ihF5oeb1B5TY8jXuiF0+tp1HEORWbFI33pAEIyUYBGCCGEEHKEcno94LuWIMTzUHUjJ7ujaZpQdQMhngfftaTRwdmhyqx4JC8dQEhNNAeNEEIIIeQIJskypM4lqWCsluQdTU0IogfC8DUjs2IoEIbUuf75bpxog2kYzRrm2B6XDiAkHwrQCCGEEEKOAjzPt2iCjEOZWdHh8yIaVOBqxrHa49IBhORD/byEEEIIIaTRoqEwHC2QWTEaqn99MmvpgGZIOOyUYp8cFuguJYQQQgghjXaoMyvKjUh4UpOmxyEXUu8ZOTxQgEYIIYQQQhrtUGdWPNRLBxDSVmgOGiGEEEIIaTTG80ALBGmNyazo9HqgAUhWhnLS+pumiVg4ApY4mAQlZiYh9ToGrkZmp2wq0zQRrSURCw2vJA3VagHakiVvY968e+Bw2JFMJvHoow9h5Mjj662nqioGDx6OXr16YuXKD1ureYQQQgghh632EAi0VWZFp9cDQ5YQCoQhRGMQTBNxRYUQ0+EUUo+2WjIBU5bh8riRDIShxAzIhd5W60UzdB16dXtconDwmpgmTMNANKgg4bC3ahvIkaNVArQNGzbi0ksvx9q1n2HQoIF4++2lmDLlHGzZshGdO3eus+6sWXMRasBkUUIIIYSQo01TAoHWCubaMrNieumASDAEbfseOHgeCbuMCFd9bl539rmZJrQ9FdCKfY1e660+WlgBXxlKLTeQ51rwPJ+6Rq3YBnJkaZWfWO655wFMmXIqBg0aCAA4++wz0alTRzzxxII6623atBnr1q3Hueee1RrNIoQQQgg5bGlhBeaeCvhMEy5Zygmu0oGAzzRh7qlAsKISSnkF9B93w6VG4U0k4DFNeBMJuNQo9B93QymvaPBi0TW1dWZFLaxADkVQ0qkI7pJCuDsWw11SCFdB/sDTKYsQA2FoYaVZba7ZBjEQzhluWZvWaAM58rRKgLZs2XKMHDkia9uoUcfjww+X11rHNE1ce+10PPHEo+A4rjWaRQghhBByWGpsIABDh/Df7ZBCSoOCuaYGDC2ZWdE0TaiBICL7K6GWV6T+NxCEmWeem6Hr4CtDkBuZ5l8WBfCVoSYHpe2tDeTI1OIBWlVVFUKhELp0yR7K2LlzZ2zbtr3Weo8//iQmThyPoUOHtHSTCCGEEEIOW40NBDQlAjEUQYHTAT4QRlw36izfnF6dlsisaOh6o3v69MYEqzU4ZRF6oPnTadpDG8iRqcXnoKmqCgCQa0yAlGUJmqblrbNr1y4sXPg8Vq/+pEHHePrphXj66ecAAJUVVc1oLSGEEEJI+6YHwqn5TQ1g6Ab4gAJZSpV3SCLCIQVix+I668migGRlCIYsNTqJRV2ZFfPR9DjM6nlYTZm/ZXe7IERjecs3lBCNwTTNJg+vNE2zzdtAjlwtfke4XC4AgF6j21bXDTidzrx1/vjHm3DPPfNq/bymadOmYv36VVi/fhWKS4qa12BCCCGEkHbKCgQaSA8pcEoiTNNEJKQgUhmEvrsc4X2VUIPhvMMF05rTq+P0esB3LUGI56HqRs5xTNOEqhsI8Tz4riVWcNaU+VtVO/fA0chhhTU5RAHRZiSli4bCbd4GcuRq8R60oqIiFBQUoLx8X9b28vJy9OlzbE55RVGwefMXeOCBv+CBB/4CANi69X+IxWKYPPlUjB07Gvfcc1dLN5MQQgghpN2LhsJwNSAQME0TajAMZccexGJR2OJJuGQRDo8bbt6GaCgM2e2CpkSQlGXIPg+kPL0/zenVSWdWNE0Tai1ZIx3V+7WGbTZyiKAsCuB370OiQ2He9jcUz/Ng8WST67N4stk9X81tAzlytUqa/VNOOQnr12/M2rZ+/UZccMF5OWU9Hg+2bduate2KK6Zix44faR00QgghhBzV6gsEDN2AHlJg03Xo+6tQHAjCLUuAjQczEojtP4CkJMJgPji8Hrh5CTAZtH2V0Ao9cHrcWftziALUUBiuwoImt5nn+XrrN2bYZk1OUYAeUiDVM2yzPlwzFtluTt3W2A85srTKoNc///lmvP/+h/j221TgtXTpe9i7txzXXnsNAOD22+/EkCEjEIs1vMueEEIIIeRoU9cDvKZEYO6rhM9k4PUEpFAkFZyl6/IcHKIINwO4A1WIRQ7mAnBKIsRQBJoSydrnoejVaeywzZoYz8Om63UO12zoftqibmvshxxZWqUH7fjjR+DFFxfhssuugsNhRzKZxPvvv2UtUh2L6dA0DYyxrHqbN3+B6dNvzhrieMstN+Kss85ojWYSQgghhLRrjOeBPIFIOlOjLIkwDANcSIEs8IDJ8uwFkCURNiWCGAC7OzXnXxYEJAMKDEnKGi7Y2r06DR22WRtOsMHO8YiGI3AVNH6RayAVJHKireltEG0wDaNZwxyb2wZy5OIYi+X/Sz5MDBs5Eu+tf72tm0EIIYSQw4xpmojWMleqvWTWUwNBuNRoVnsM3YC5rxLO6kyNyoEAfIxBDYTgzhNcMZMhZpdg97gRM+LgSgohSgcDshDPwZMxXDAsCHA3c/hgXSL7K+FNNC4tfybTNGHsKkfC4YC7pLBJ+1B1A3LPbs3K4qj/uDuVYbKJmtsGcng7Z+RFWL9+Vd7PWqUHjRBCCCGkvTJ0HXogDCEag0sUDj4gmyZMw0A0qCAuS0jyHETe1qbBm8PnRTSoZAUCekiBrzo4M00TvGEAogjYbGCJJDiey9qHnkhAcqXmhNklEUo4ArHDwSzY6eGCPM+3eq+OaZrQqoLg9TjATICrvq5ed4OvK8/zSNjlVP0mSjjsVsKSpuB5HgmHPW/v5qFqAzlyUYBGCCGEkKNGfetuJeMJsJACe0yHaTKg2JdKpJERvCUcdsiF3kavF9YUNQMB0zRh03VATLVdU1S4bamAyuF2QtOicPHZj3dJWYScEQgI1Wnw0wGR0yZArR4uGI0n4PA1bdhgXbKC4pgOrzUUMwkzHq83u2RNss+DYGUQ7npL5tL0OOSuJU2oWaMNhV5oeyqatFh1S7WBHJkoQCOEEELIUSG97lZtqd2jigo+EIZXEoHqIYB6KAINgNPjzlk0WS30AIy1+hDJzEAgGo7AZct4fEsczPLI8zxMSQQy5vjrRgJisS97f4KAaESFw+ux6qUTg7RGr07NoFiTRJhaLKvd6eySkb0VCAk8HLK9zh42myjALCmEHk9AbsR8Nj2egFnsg70FgmtJlqEV+6AHwm3WBnJkogCNEEIIIUe8+tbdiioqxJACScr+PF8ijbhuwAwpMHeXw1bsgyfd49RKvWyZgUBu2v3sVAKS24loZQgOSUA8kYTpdcMuZfdI8TwPlqiRqZGZrdKrky8otnvdiIUjcGa0yzAM6GEVvGGggDGYPg8cbhdq62GLxhMo7tkNsYiKZGWoQb1Ymh6HWeyDszowbQlOrwcacEjbcDjMnSTNQwEaIYQQQo54da27FdcN8IFwTnCW5pREhKrX3crqZXM6oIVUGHa7FbzV7GXTWiggSAcC0X0H4BUyH984ZAZpkiQh6nUjHAxCLCiA3eXIu7+amRqNpAmphXt1aguKrTlk1cMctYgGLj2vTkyVjYYiMCQRkiRl9bCl129LVC967fR6YMgSQtXDJx2ZcwpRHczEE6mAuWtJq/RaHao2NGTuZEv8MEABYNujAI0QQgghRzRr3S1ZgmmaiIUjqWQa1Q+fWjCMEmf+QCbNputQQwpkRc0K5DKDt5qcsgg9EE4NkWxAkFbfg7HT64HepQThyiCEmA67IACCDWYsYSX40BMJJNwOmF4XWFSv9ViZ62+pMR3xbh1R0AJtzFRXUCz7PIjuqwQz4hDCEdhrBMcOSUQ4HIGUkcwESF3vYEUQZtHBYZuSLEPqXALTNKHW0rbWTsbR2m2ob+5kS/wwcKgCQFI/CtAIIYQQckSLhsKQTBOR/ZUQYjqcgmAFNFo4BNvucoQYQ0KWIRV64SkqyAk2xKQJZWc5PB1y07pnZkGsSRYFJCtDMGSp1ofaRj0Yu51wcqksjVo4gqRgQ8XufXCJAjhZhOwushKCGIaBcDgCm2HAYTu4X9M0wUQbNMNAwi4jXuxDcfeudV7DhrTRkCWY1ZkvWSIBffd+aC477HkyNIqyhJDTDtve/XDXEhzbDCPnuhqJBMSSQgiRGAyv3u4CBZ7n4SosaNF91jd3sqbG/jCQPkZrB4Ck4ShAI4QQQki70RrDq7SqIKSKoJX8wzAMGNWBi02LoSPHg7NxQDKJ6O59CAfCEAq9kLxuSNXzpBIRDXYu//EzsyDm/VwWEQqErR6WzPPTVBV8OIrikgLwDXgwZoUeROMJuGQJzurjKQCceRaoliQJUoeiVCAaUVOJQJiJKBikjh3gLPDAzvMI8Xyd17a+h/dEPAEzpEDWdXBJBhQXwEwm4eMAaDFoIQVqPAHR4YAk2lLfqWADkgmIRT4E9+yDzPHgmAnGpT6TXE44bAK0iGoFAlEjDrPQC4fHBQDWNc0XPJqmiWg4gqQeR1V8BxIOJ+SSAvg6djishunVN3eyNg35YSDtUASApHEoQCOEEEJIm2ut4VXph09H9RC6aEQFH4qkgjVRgmZGs9YNc8gSBN1AIhIF0+OI+tyQnQ4IuoG4Pf9xM7Mg1sYMhhE2TYi6YZ1fVFFRHFIg8Dy03eX1ppl3yiL0UASBRCJrXTTZ54GWsXB1vvZlPkgneQ7u6iGC9SUGqe/hXVMi4APp+WMSIAJGSEEwkYCd52GEIxB1A50EAXooAtPnhsPtQjSsIPC/HYAgwO60w4zHYTPicNgEIJGEHtGQlEUYphuwy0jYZcidiiFnnLcQjSESDEEIKFbwaOgG9JACm67Dle41FEQgHoe6bRcCFQFIJUWHzTC9uoaJ1ifzh4HaHIoAkDQeBWiEEEIIaVOtNbwq/fApiVKqdyyiQlBUyJmBTJ7FjkXBBjMcAVfsg6moCIUjKBQExMHllK1rP9b5KRHIVSHANK1er5qJSWomwXB68q/wJYsC7FEdISUCX3UZSZagFXqghyKQhdxHO9M0oUdUsEQSum6AdewALRgG57DDLC6oNWlFzYf3mvP3NDUGSdPgLcxO4y8JAozte2CIPDwup7VkgUPioSsqAqoGFlDQQxLB8zz0SBSm1w2pwIeoqqUyTNo4gOMRUaLwHdsDbl+e7zumI/HjXnhLCq3rnBUs1uCyyxCjMcRDCsyo3u6H6WXOnWwqIRqrdfgt0PoBIGkaCtAIIYQQ0mZac3hV+uFTFW2IqameM7lmLxPH5w2uZEmAGlHhLCqEVlEJw+MC7HJquKCiAokkUtkTuVSijlqGN2pKBGIoAtkuQ8lIba+HlFQvXs3zk8SstdfyKfC6UK5qsGesAeb0uFPp3gOK1ZMWrx7KKegGHIKAuGmC87jgsPGIBBWoiSREh73WXpD09YtX90plzt8zDAO2qiAcgg363v1IyBIkrxuiJCEaUeFKGLCZHOByZu2T6QakQAhxSQRfvcC2LAmIR1QYABw1zrmQ5yEqKqI8bw1tBFIBrhCKIClL0IJhaAEFUigV8EYFG2S3K29QIgkCkoEw+E7FMNv5ML1oKAxXI9ZXy8chClBD4bzz4g5FAEiahgI0QgghhLSJ1hxelfnw6fC6cWD7LnTNExBxgg0slswa5phm0+MwTRMOG4+KAwG47TKi5RrcNlvGAylDQjNwIJ6AwiFriKKhG+ADihUUplPbm6YJIabDFIS8wZ7T47LWXhNEAdFwxJo/ll642SVLMHzuVEBWff2cHjcMSUIopCBeGYQ7osFjlwFJQtSII+FxgskiQjwHuUsJOtTRK5m+flEjnrN4NwDoYTXVUwXAIUkAA2IVAYQdMuSoDlmWwIUjWQ/vhmGAC6vwOuwoDypAwcHjpXst46INYvVxTNMEJ4tWUBWXRIjV11atqIQcVhCPx2Ev9MFTFYJLEoGkCTOegK6oWUFjJockIhxS4OxQiMi2nxArLoIsCjnzHds63XzmmnfpOXU174OaC3jXVNfw29YOAEnTUYBGCCGEkDYRqwxCikahKpGDD8CCLW/Wv5rqG16V8/BZy+hE2eVETNXg4HODN1kQEFM1aFEdZlCBr2sn8GJuOZ2Z6FDkA19jiKKeXturWjq1ffhAFWwhBSyeyAn2zFgCqqohBg5KIIAORQUH51IBSC/crIYUhOMJuLp2REiLWetvSbKEpMMO2eVAnOOwV9eRFEWInYqQTJqwSzJ4AEZYRVyMweF15+2VjIbC4GM6xBrLCgCpYIE3DGvNsjS7JCJaXgHO6YTT5YQa0cCpGuzVvWLxiAq3lPpO+GQSzGRZgXG611IsSgVU0WQCdncqzX46qBI7FkMNKeB27YfH5QCTZMQj0azrzPN8VtAY83lgdx/syYsbBvTKIHgtimJJglIZgKdjsTXfMbSvElE9DoddhM/lbPB8yJYO6DjTzD+nLuM+qLmAd237ySd30fPGa8j8S9J4FKARQgghpMma8lBq6DqilUEkv/8RBU5HxgNwEqYRRywcSSWF8HmsHpN8eC0KpbIKXJLlHDvz4TMajqCgwAu1srqXJXMfPI+kJGau9WzheA5aOIJEREOnAg+iEQ0ub+6ww2T1YsrAwSGKEdOETdetuVCmaYLxAip27YX+w08o5ngAHDSBhzMjCOB5HrZoDG5FhRCPg3M6wHuyrwHP8/DIMmDEwVWGYBb7IHcshhoKw4hoMEMKHA4HOK8bHllCXFFh03U4RRE8Y9XnmvuAz2f0ShoRDe5QJO/i3Zqiwl09PDGTaZqQkyb4cARJ0QbIUmo+WfVnNiNuBXUOUYSmqHD5sq9nutcy9b1IWfeQEEutRZfctQ+FDrl6uQABvBbNCRbT7JIIQ4kgBsDudiIW0cCHFJQINmhGHLzdnrVMQkzV4AgqKJZERAMx6OCyhlbmmw8pyFLrJLhRNYgVgVrn1OVbwDvfsFhWy99hbYFbY7XUfshBFKARQgghpNGamnUxnRBEikbhygzOqvE8D6eUeuiM7qtENCOtelp6TpRNiwJaDJ70osUZx1bDKuxeFyRZAosnYbfboflSSS7sNYZ1iW4XYpUh2KXs7UY8jkRQgatHV3ARFUjm9hREjTikkuy10USex/5vfoBDllKZBY0EwooCe6EPhUYq1YgjPdwxFoemRmFKImS3C4l4HEIkClkU4LDZENxbgSjHw+F25RybM02r9ysGwFVYAFOPw3dM59S1ViJAIx7wUeiBXt0rqQfCKKklKyQS+XteohENLpsNHM9BjaiQ3W5EAkE4AOiqlsrQWM3ldqCyKoTMs2ImgxkzENqzD0wUgQ6F0MIK7NXzyQTTRHRnOezV68BVBVNz2XwxHVGbYKXnr9k2SRBghhRE4jrssbgVdKZ7ftLLJHA2PjVf0Bq6KcIIKYgCOfcgkOrFDe7cAz0JFHcoaHCCG7vbVe+PGlpYgaSqsAu5gXA+tc1dNE0TnJh/H4zngRYIrmoLAEnTUYBGCCGEkEZpatbFzIQgkXCk3uFV+R6Qo4p6cE6U3Y5wMvsB0zo2p8Ks7lVIJwFxup3QAKghJasnTZIkxLwuGBENUsYDcTCoQCz0wOVxQYsbqNnNpicSqbTx1XOcMtdXK9YNMCOVOl5UVNiYCezci6TLibiRAGJGdcDHYAMHW8yApqgwk0kUV2cs5HgOEjhwoQgMSbTWZEtLPxin5+TFRMGad2clJ6ktyKrBesDX40h0KIRgGABfW3CQfR1M04SmatCqgqkeM56HkUzC6/Ug6fMgFk+kMj9mDGdM9ZClHkPjRhxxLQrOSMBp4xFPxCEWFsBhs8GM6ohGVCQlKRW88jy0UARSTIcoCpDjJlxcKtBgsYPp+UW3K2vuGQ+G5O4KSJ06ZJyGabXF0KJwJMyc65Vv/ltaVFHhVmNImAyG7qx1iGGaAAblf9sRlWUUF3rz/qhhyBJi8TjE/VWw22yoqqiE02G3gtT09Y5lrGuXno9mdx+cu5huSzSegMOXP4ENJ9pgGkazhjnWFQCSpqMAjRBCCCEN1tSsiyFdhxyJHaxXR1r6TJkPyAkjDjGkZA+7YwcTb2SlgFc0uOMGbGBQzSS8dkeqPW4nDElAKKyCNwy4queA2V1OxABoQQWmjUdCsEFw2K2sgoLTgYo9B5CazMYQiydhFnlR6EztN2d9NU5FNBiGy+EAD8DG2+AUOCQCQUQrg2CiCJfVK8PAjCS0QAgCxyHEGHzprJDMTM2/CkcgdSiyTts0TXDCwYDAKYvY++MedHI7c5KTNJQsCHBGNOz7fgcK7HaYMb2Wh/fUNTCMOPSICt6Iw2XjISSTcIIBZhLJpImq7TthdumIqMuJZFUArhpLAEguJwKhCJwxAy7JBog2RONJJD0OeF2p68rzPFy8BDNpomL7LiRFET6fBybHweH1QFe1g63iOdirh6vqlSHEvG7Yq/cTj6hwmmZ2xsGMhcf1oILiovyJLjLnv6VlLpMgAQiFFEgZn9eUXgKgRBIRVaNIup1ZC5NnLvad2B+At3renGqzwVkdpMY4Dhw4yMyEM3M+GjNhRhOIRlSYkgSN51BU3YuacNjhqCUAc/i8iAaVrDX1GquuAJA0HQVohBBCCGmQ5mRdDG/fDVfJwQAj9XDcsOQCDklEZUUVnCbLmRMVTyQQ2V+ZlQIeAJwOGbFAELwaRUzVEOlcAnd1AgxJkiB1kGCaJiKZWRQ9bsTdTthME0YgBLeNAycKUKsC4GI6JLuApKbB5rDDU+CBwNsQLd8PNZGEE4DD4Th4reImnFEDOgOkTsUw91eCxeJwSjY4CnzQKioRFWxwOOzVNRicjMFlsyGwpwJhjoPX57GCCJthZAUXsUQC9hrz4WyKBridOclJGsNtl7GnvBKu43pA262mhkDWJNgQqVRgUzV4RQGwhoymAjcAsAk8hCRDodOBaFRHwG5HOJkEb8ThtPHgwME0GWwAGExoccCUBEgFXkiygJhSHWwzE4zjEa4KosiIQ2NAKBqD1+OGQxKhq/mzv6RT98cASA4ZNiNuJX2xe9xWhkigen5cPF7ndRFietb1r7lMQuY8tppq9mbWDPgy128zbQI4DhCq581JXjeMigD4eBKucCR1hb0u8K7ceYkuPpUYRd9VjojHCd7uqHMRcp7nkXDYmzXMsa4AkDQdBWiEEEIIaZCmLmprmiY8pgk9o5eBE20w4/EGD68yK6ogZw5PA6CFI2BGHN4OhVkp4IHUw6dpl+FmQE9BwM5tOyEc18vK5lfbemY+T2roWZjnUZkw4Q6rcAg8IqIEe9cScDYbbOGDmQ3FBOANph6cYyaDvXrdr4SuwwmGuF2GqWpwxwzI1UP6OJ6DzS4DWhRxQYAoCohGdTiqE28UOmQcqAik5lUVpXonHDYBWkS1sizGJQlmRo8h43lAVaFUiRAzkpM0hVi9tlU4ZgBhLev6OD0ugOMQDyupFP6ZbDYw4+BQRlNI9U66JB6GpoITRTgKvFBVDVXhCGSeh1ToQ9iww5k0IXMcYpEwlAoDXpcTHDgwcEiyJOwVAZiMQbHL4HwuxKuPwQk8zFj++0jgeajl+xEGDzdLIMbZoOkiJJfTyhBpmiYqd+1NLWR+oMrKJFpzHTW7IEALR+As8FrLJGTec+l5bK4a6+HV1puZDvhiqpYVvKUTsPA8DzOkACWF0AQb7Acq4ayey2lEtFTSkxprzKUVO+zYu2MP+KH9UFxPUhK50AttT4W1VENjaHq8zgCQNB0FaIQQQgipV3MWtY2FI3AKAsyMXgaH1w1NieTvoclzbFcyCT2iwlEdoMQiGuLBEIqO6VJrPcnrRrQiAIeUWkuLD4URNuLgqtPE15bi3pQkVFYE0NnthKt6CKPBAa6CVDKSuCxBqV4AOq5E4KsOvIyIBo2ZYIIAUxIR97pgE3hwQcUKztJEhwMsFEFMi0HwuBBTVAjxBNLBEA+GWCAER6dUr2M6nblhGAhXBiF6XHBm9tiYSXBGHBVbv0ex1wOjwJszZ60hDMMAU1QE/rsNRS4nuLAKhyRa1ycQCMGMaBCE3EdIu8uBaDQGJ2+DbiRh63AwWPF5vQjuLockS3B73AglkuhUmLqeHgAH9h9A5fbdEKNRlHQohqFqqflsjCEWiiAUUmBzu1DSrSMEk8PuYASFrlQ6f02Nwp0RTGXOZ5cp8AAAIABJREFUaSuw8QhEInB7XanhsNEYjP0HELTZ4OA4OEwGMxxBp5Ji8Ay1rqPG87yVkTJ9P2eqLd18bb2ZdkFA8EAV7LF4dvCWkYDFLomoqgzAYQKczwc9HIEsCZAEG2JhFYYo5P2OjUQStmIfnPEkDF2vM3OkJMvQin3QA2Fr0fOG0OMJmMU+2BuRlZI0HPVJEkIIIaRe0VAYjiYuasuqHzqdttSiy0B1kogGPtzFIiqcomg9IMcNA3xIAe90ZiVOiIQURCqDiFQGEKkMwojqSHic0BMJFPo82L+vEti+C05dh0cU82aQ9IgiBFUDFwqnHthRnakxYzihKElwdSiCrXMHxDkeGs8jygEJSUzNy5JldOhYDM7lQFyL5c3EZ5MExGUB0YpKhHfuBQIh8IoKXtHAazH44glooSDCu/fDMIzUdVBV6OUVcHvc8NVIGqGFFehqFGYgDDGoQN2+C6qiNOJbSs2jS+6rRIFDgoMBdrsdps8NPZGwro+kG+go2GDTDQRCalZ9jufAJAHxRBJJtx2SIyNJB89DdjmgR1QoMR3OjKAkUFEJeX8VunpdsHlcCOo6mJEEbwIc42AHcIzHjQIOiO07AD2qwW3oqKgKpXqaMvYV02IwAwpcjMEppjJK2uJxMJNVt9EGQzNQENXhrAgC8SSYnJ3OP72OmocBrCKAWCQ1zy2dTp7VksWy5rxKM73UQh48z0OvCmVdh+qdZO+jMgRZsMHucoAr9kHlgJgRhyzY8P/Ze5PmSNLsyvJ8g842YfIpIjKLrBRhL3rZ/3/V25buopRUkUkymRGR4e4AbNbxm3thcATcHR4TK6vJLjtLiMGgplA1eU/fu/e67sfzH2NktJZWgLi5oKyrR/3nz1Ev5riLBYP56TXPDwzG4S4WHwWbn/kfy3mCdubMmTNnzpz5Wf4tobYfCttPpwzFcs5wu3mmSH3+b394H3vskECxaLDWYh4MP56diIXA3nlSP6BjpC4K3JMw5E+ZrGMU8OLFFeLQcvAe/er60anxKbYfuVh9nPdWAbf7I3K1QJYF7nYLDxOop4zHjrjZ01iPN5ZSKor0oQFwdMOIvlhSDwNxvWOfabyPNH/7zeOa5lPXyFpp6rKgd55ZjDQxcfiX71hfrli8uvnZadrY9ei2J0rB4tUNu7v16fPMGkYgHjoKrZDWQaZZNhWHY8/h2LNc/GhBH/KcXgiKLCP7ZAUvmzWs394iZjUv85P2br8/kN1u0CkxrffcXK1QT6aNth/J5w1t21EiyPqJ/e5b3GpFZyx5oalmDcN2j3Qe1Q3k+ccNcaYVbpzIqpLOTeRNzezBPGS3PRAWn1vof+BpjlpaPbhrfkmzJT6+P8ZjR6OeL7VPE2kDn/mS/KjjizFShYB90M1leU52mT+uRprREgGhJKLIKGaXFB+y/x6ORT+sq/5s8PtizpRp3n37FtUO1EogtH4MjoeTIYivSoo3N+fJ2V+Zc4N25syZM2fOnHnkS8HT6WGK8ls45S09NGZPpgx5kTNczDGHjuKZlbkf3yA+vk+MET+MZJcXeOsRH1bIngkqllIyl5IiJfZtx1gUtGWGPHSUq+VHEyjjPb7Iya6WNJs9RVGw37eIFFFfaCC/1LRqY/AhsN7sqGYl3XqPDBGZabKqZDy0qM2OJs9hVnMMEess1noyrQgxkc8qZkqijx33zqPzDPGfT81ZjJHd7T1ye6TMFCAYlaKoS2J1KpyFFKzKkmnfYWIiXF88m6UWY6Td7om3G8pM0QlJ0w/YJw1dNWuwecbtD+9ZxkCKp8nUctGwPXQcuoG8yAh5djJEcZ5xmB6bhQ8EBNnXr+iHEblYYK0j3t6jU4K2o1zNUbkmxYQbJ5IPjIcjfTsQcs1cQJkXvMoy9tsdZBmbuy3zukIoSbFuWZbPxD4oTfSebdejlnMWD+6ZxkfyywXlZJkmQ/mppu6BXGv87oBfnBrOj67nJ+dRfPK3f+qhxtD2z06kk5IMuz0iJsa2o7aOMcaP8t2klJTzGXkTGYvsce33uWOpMk1/ONJcPO9QCR9nGr6c1TCrGY8dyQXiZFgPI37WsPr9G+ZPjHDO/PU4N2hnzpw5c+bMmZ8Nnl6/v6fTmmI5/ywP6ucQWhHtg5HDJ1OGej5jAMKu/fIkTUhi8IgiY7fdUzxowfSxO9mq/9xn6wZeLhdsY0K9vMGtFvx5mpjpjDLTqKp4nD70+wMiJTolia9vuNb6WYv7qesZtgdU9KccKq0omprgPaEb6bvv0UJwvVwwXoL9/h2LlGjXW9K+o5r/OF2SWrJcXTFu91jjSHVGnmcYKchnDco5dFkw7Xve9v9MbHsa6yjLglqUj/qou2OLrCqObf/YhJS5xhuDbvtTntxDk/Zh+iamCfNuzSyebPPzywXh/T2xqbj94ZYsz8ilBBIEiE1DT0LEBClSXCzYkWgul2TWoZXGIpCvG6bBkmvFGDwhz8lvLrjKc44/vGe0jml/IOxa2kNLPavx/cj9uzsqINOaYB3jZs/lxZwyP+n+kvE4BEoK+u/+QlP8HjmbsVtvqYRAWcfsyTWRYsTnGfvOIpczXj+YeAzOk+YNdVNTViW391tef6FBA0hKIOMz1/MDQ/BUn7hq/lSURHSO7Mlxuof/hx4nwjCxyDOSi9QA04S7XX+W7/ZUF/eUp8fyJW3c42u/kGn41OzkQ/s3vN88Zhqe+etybtDOnDlz5syZ/8X5RcHTdUUzTJjbDePF4jE4+pdQLmZMx45S68+mDHBq0myen4wgjPk444lTcXx/GNCvTtMZu2tJdxvqTNEjQCmqWf3stCLGiLSOpBRlmRPbnvzmAv36BdXlkunY4X0gPEwLhyzn5s38FF5sLf39DiXSaXLn/UcrhSJFmgSkU0jy4X5HspZSK5z3lBcPDoyzmsP1BcOhJexaLjOJ70ZcVZAVOSmBCZGxLLhYzFGZJsZEUWYkpXHrLcOh48X1BRQ5RYQiV0RjGYaRkGeUTUVVV1yvFrzfHOBJk6asI5OS+BB4HazD3++Q1pLGieJ+CwJUWZC3AztjyVYznPWoENCvbqibGhEDMx8YQiDmGfmsIc9zkrMUlxcA7HdH3LKhqmv6hWc7Tsy0os5/1HmpXNNOlvt//pZF1/OiKk4mKW3PV5nCRuidRyvJqi6Ik2VrLN57qt5QS4mocl5nGaIf4Hhk5T0oxX1VcECc/kdSoYqC+qJip08B5p3zxDyjuFw9OnFKKREfrpUvTLxCnpM9RB18uJ7rJ1PGUBSf/+5PREkY55g95K5N3YA8tMwfwtfbYoKUeFyLFeqL+W7PrVt+eixfWsn8rZmGA5ybtL8y5wbtzJkzZ86c+V+YX1qkPbou5jn20J6mMb+wSZNS4suCwZjPpwwP5EVO/uKKGCP9w3oVKYKQpBfX9FpxISTc78j2R1ZKQjwVsckHhmF8aBrqj/RWYzfQKMUUPEWzQkrJ4diT8vyjYOsP9upVUz06qOV5zrCco/ZHdrf3zCKPQdTAyVben2zl7WSYW4vWit0wsckUb7KMqR0e8rzg2PbMM8mkNIiTFX8vBH4x4+JyiQoBe2ypgCEGSDnj7ZpisrxcLcB7psmQXyxJMeHHicwH8mFk+35N+v1rmtWC+fWKtDvy9t0987oies/toaOoa4a7e/IQsZsdiyiIbUdlHWI1Z5nnuGGgbAcqIYi5pveR7u0tvHkJCIQUNFJDSoybA+NiRlUVDF2PKEuy371+bAw/cDIxOZ1rc+zo2pEyk3z9h9/hvrulX2+ZGYsuCjyQZGKZEklIHCC8Z2YsiYTLJDqJR2t910+4YuRllSOkZNsO8LtXLBZzhn7A+8jGGjbXK7IguL46TV+HfsD0Ix9cMzMpudvsefU0q+/DNWTdqal/YrXvy+Lh+oPBOoqXn4dU/1SUhC9Pk8+pG9Bt91G+X/GgqQNBiglR/Kipe5rvVjbVad3yCc8dy6evgX9bpmHYHJgyTZjMZ6vQ1XLxm7WqZ37k3KCdOXPmzJkzv5Av6bP+oxYlv6ZIe3RdjIlca8LuiMuzX7zuWCzn7O4dJdDvjx81YCJTVIsZUsrTtO6TLKnNeo+WkmVMdJlG+fAkHJnnm4aHCQPh1EAFlT1OxabdgWQd169OuWpT15NcIMXAYbNnKnKWr28oypJ6VrPteuzdmur1y4+Oq5rVDMNI4ROyHdC5YvAe0VSIQ0v79pbXOkNqRVIS7z2FjxA8USuquqb1gdlihpCCTGp8XWGHiS5ELsyENRalJFWRMxqLdoH2bk2lTnbrQghG6xDWwT9+y7/88V9xQpN7R53lbOKa2jqWWYGocw5v71BKcaMkUUh2xlA0FVk/cr/eYbzj8vdfU2cKUkLFSCclm7s1qqpohEBpRYqJZC3T92/Z5gXm5pLlH+bMm881SlJK6tWCse2ppeDi9TXDd+9o//yOF5sDlbNUswYhTtlmtuvJtCamxH5/hGPPvClBnBqWtsxQIVEhwAW6fkA0J9ORy7pgc7thyjJm8xmjdZjrFd9cX8B6x+7dHWVMNEp+dM9GEt8NE+vbNYuL5WPDZLwnLmePJjEfVgqL5ZzxdoOUgngxp3zmPvhSlMRoHcXlCjOOyEP7Wfh6nmcM8wbTj0jnKB/iCD6QaUU8dlglEMsfJ1nG+8+OJcaIyD53Ef2tmYbOWOKhpb/fcPPmxWer0OO+PRmJXCx+0t7/zE9zbtDOnDlz5syZn+Hn9Fn/UYuSX1ukPXVdrPKM46Ele/H55OA5Bmsxdcnxzz+wKp+uYAWicwxtRygKiuWc/EmBud/uUQpuvnrFeLthMobrh0L+OapcYz7orZoKSEzWk10tmfoBcey5kYK3ZmLY7h/XFaWUxJgI1lJsd+z//APu8oLyxZLGJ7i54iAE0loqIfAfTCz6AbPrkCIxZjNEnlGOlpfzGXEYaZNj+eAiOC9yYgIxTlQpYbsBXxcEY+GDqUNV8n40CH9ay9ynyN9en86x60bUOJEvZuRliZkm9usdQsDLumZ0Du52KC15f7s+TWdWC4o3L2ljR+Ydl+0EWjJVOdlizu+0IgwT3nkWkyPVJfbdPZt5w+JqRZVplI9IBdNqzvtDS37sUMZSaUVTlVSZZig0antk9/Yen2fkqzl5XT023n3bY//5WzCWm69f8c4HyrZj7gx5SoRDS9AKVeSEydKHQDCWuTFIIrmPKCWoSOzakWNVciFgGHrSJ9dw5QPdZsuQZ8xuLtBlgekGZqNBPWS7PRexcL1okHlB935NebVEZNmpOXvQ7cUYGfcna3sRI1tjkFrx6guB0U8fanzAek+8WLBoKjb/5ZbXX9BQ1k1NfHHF/bd/4Xfy8+u9yDXrQ8fyq1fAaXIWL+bU848n1KPzVMuPH3j81kzDse2RuyOLPEM+o6+T8rRGSowMb+/PerV/A+cG7cyZM2fOnPkJfpE+6z9gUfJbirRPXRf1ZH6Rhfd+tycE+OZ6xZiddCxV/nHu1EzmEBPD7YbhodDcH3tiSlw+6JvGiwVps+XYdZQ8GFc8aNDKpkI8FLJFphiPHTZT2BBRi4b0aMGuOexb8pRYzGaQ5ThrmboeZRxLpfA+8lWZYw9H7t7f4lcL/OWK8vULQgzstwdyIRBCkJqaYb3lzXLJcOwgBHxVsFhdMZY5u3f3LKuS5APq4Rx6JemMxdpAGcF1PeW8QcjTNGzMNYvZFffDyGg9w7EnOIfftxRVQYyRu80Ocey5Ws6QwHbfEjY7sn7iME38QQgyrRkPLfQTWZNjhCRag9Saa73CDROjlCxzzbv394imZuUV0jjkoWWzO5JdrSirElrP3f7Aoq5YZRoXIwjF1A8c9weOf/qO3/3d37LQmiQFw+0aU5cMeU7nA+PbW/5mOadVkunQ0fcjFyRwnqQVzgewlt0P92QEZtVpNbNRiliUjONEM6uQCOZKkpQgGMMoJEdn2XQDSEFZV4i6pFou8XlOQBClRHcDTZ5BnmEzTdf1KOsolX68bkBQVAXT5YLv77awbHiVKQ79gBkmmkxR5jmiyAhFwYvfvcFOE4c/fU+2mD1roPP0ocZoHfFBvxlj5MuPGU6oIkf97e84TgZpHfWnU78Y6Z0jViXFy6tnp3i+Kqk+uT/Hw5HmV2Yajm1P9mTaVytNf+w+m3Z/4KxX+7dxbtDOnDlz5syZL/D/ZxH9bynS4GPXxfKJJudLbDc7pBBcXZ8MEap5g3uYvunJUD7Y6z9dMzzerXn3+gXzmxUvHjKqnLGEcWLsDYXx1I9ZWYlkT5OsMQR0npNlEpDcDwP6m1dUMSF2LXmumYYJvKd6KGanfkQeO5pcP+SVgc01JMiUZDZMaJ3RCklse4rLJcuri8fPp9uO+tULprajsJ4iO2nQ7GSo64rjasamH5mTSA8ZV1prohSkh/PmJsO7Y4+eNwxVQRwmcCOx61nWDev9gWK0+MnQ9R3HQ8c3qzmrqxXGGEzXnwKN257aeUpjyYQ8TTmM5cgA+0SKcN2UjFrRJ8hdw8EGpjpnJsB1A8Y4mpQgBY6bDYd//Z5uXlMUBco6/O/f4JWiUZL17ogcDW/mNas8R7x9zxgSuZLMlWYUMKB4HR1ue+C43lP+/g35MHLlHYd+grsNM62oBPTDhGwHCsBWFustY1WS5SUyU/iQCDFiAbqBZtZgRMIpyWV9mpaOLhCFwE2WNAwMLy6phglR5sTRnMK285z8IU9s7E8awRgCByloh5EmU/znb16x2bXcvrsj7ycKpbhLkfD1S95cX1JXJTFG3AipKunWO3bfvaV8ccnV169P99ixIxjHvh9hf0BXBfMxZxgnhrZHK0U3GWbPuEeO1tJKQV7kjG1PmWfcGUuZK6QUTM4jXl2T5g3zy+ct9AfjKN7cfPbzX5tp6IxF7o6PzVmMEdP19G2PsO5Rv1k+TEs/8EGvZov8P9Rmwb8Hzg3amTNnzpw58wz/VhH9v5ei5Eu6uWCeNy/4JXxwXWwPLWM/fVaYxRgZnWeUAp3lrD4JAs6KnOzFFWacuP/hFtWNVEoglEIWOa+uLuiMof3n7+muL0hKkPfmtFp1sSDTit33b6lSguAZ9i1ispRCMMVI11Qsbi5p8hwRI7ffvuOrxQxnHW5/oLm+ZEAw9SO668nyj8shXdeYXUuyllWR85fdkQVQvbiAbngwaHjIxPKBZlazaXukSEw+MFvMoR8wwMuLC97VhvF2zYyEjhEbI6muaMqCGBMp09ylyCzPkLdrvhEC5x3GOa7TQ1izlPQSBILVNKG3kXXXMc8L2nagaTtq6+m7jpkNJ42b1gjvwCcGAW534DDWhFmNjpGhHVhcLHi/HSiFokyRYwjkZUHykdlkmGeKbjS03vNCCDbW8sNiRj5OfDOrafKCtu3xC4H5Yc28LvHWc1AS1/fIYaK9mFNLjdaWYhi5u73Htj3mfs2i7eiOA67QlCmhvUcjGPqBWZYjfcJog6hKdtZSxMiiqWhSYmMs9c0FoxAcxpEagfIBPSQ291vE3/0NcX/garEgaoVp+48Cx6WUVA8rgZv9gVVRkEmJ6XqMdSyNoZgMFw8RC8NkcAi2f/9H0rLhoqlolGauFFyuiKsFt+/v+ccf7qnqkuXlEjJNoQR+05P++GfeG0NUiizPuSg0ayGZsozF5ZI8z7HWcdgdEEXG9eLkJjrOGlTbM9eKwTkmKdCvX7C8XNHGjwPQP2CcJ14tnw2U/mLQ9hcwh5ZFnv0YBWAsldYErZjFBDEQrTs5opbFR5PEusg47I7krz5vFM98mXODdubMmTNnzjzDbxXRw7+PouRnc83e3tLl+W/KNYMnrotAXxXPGqf4uw3LZwKk4Uc9y8tZA88EKGvnmYVAduzw2wPicnWacGlFURX4lzfs/vwdcr1nKRVSnYwQsixjFgVDO6DnYNuROiXSrmXvDMvLC6RWhBgojuaz5gwgyzPMvMLd9hQ+IIeB5esrjv3IYrVgOvbYTJ/cIlMkxUStFKFpaEnUIlFLhWwHglYsmprpzQt6BO9vN9RFRu49+yEg8oyqqCh2W17UNTbXjMeelBKrLKOIiSgl9cMa3t39jpcvr8mURB4GBtXjtgfyySEmyyxGKi1pQ8K4iX6cGGPCJ/gmyzDe4foRlRKT0nTTHXIwyOUMnWcoYxnaHpEgzxTeCEQKrFxgPq8ZNkeWKWFCZL1ruS8y9sadQqSbCnl9hR9HZsYghURqzdtv35K9eclSSg7/9Z84OsNVP5LGgXyyXErB/tijtaKUikKkUyNiLclkeCEYd0diVVK/vKF1nhLJpBICQTYatod3VLMSiyDlGaubS7Jx4k//9Z9Yv3lJXhbYfiT1I0IrsqrEDBOEgOl7hnGiF5I6eGY6w/pAaAfyujw5KUpBqgoyH3lx7DDbPfb1DbMn9/g0TKwSXOUZvqnYf/sDoevJR4PetWTTxDIEVIz0o0Et5lzPaw4k3r69JV4tmZcly4vlR06kVVMxAvHYoYGmqQmjYegGxOLze2cwjvgTq9anoO1f1qTFGNGTYbL+xyiAx2P7cUlTSnmKHYiJ8ZMoDj1Ov2gV+syPnBu0M2fOnDlz5hN+q4j+Kf9fFCUfpmXDdo/cHKiKAjIF2cfGAVJK6qJkEcJnxdSvRWhNc/H5itVPncNP9SwfXv9hzZEUGfYdYRrR8xnLusK2HRNQzxs2dxuK3ZFlArRCRJjGkRgTQkl0USCspcwzDt+/Y76cMXYDynkAhhDR4mS08CWKumIqC9brW66Wc8bRoPLslIOVnzRM+WVOBPb3G2g7aCpmVU2Sgg4BOjEOI0OmUbMauZhxmRIz76mUQgpBN4wc//JnmCy3MWFi5IWULJcLhn4gGENRFbjBgFRkWqGtow2Gy0xxv9sj7/ckEpMQVDHSh8DROpoIKxKFVnSjPU1yrAck7tBR1BU2eprRYYVgPqu4cp6dDeQyMbUBC4QQebFsiJMliYQ9CHTwWCHx91teZYqr1YL1ek97aClCwucZvbEsX12zFALxfkN6eckKOPxwR5MgGwxCKZTWLJwnF4LWWvoE3npmwWOkQ2vNtRQEF7BKUc5rdiGx1YL5bs/86gJZaoYETaaIzrL9yztMiGQxsqhKpNJkVUY6DkRjmIyhKHKC1Nh3d5R5xtJ7kIqUaZTzzJVg2LesvadaLYjzhqLtKXJNhebw7p5DnrG8XDF0w2Nw+tiP7P/+H6iHCXe7ocw0l/MGqpPTZAwB10+I7Z6jtVQvb07ZdO/X2G9eo/XH12WMkZgrppsVAkGRIpVS2GPHXilqfpxa+6qkeHPz7OTs8Z7NFNHaX/TdNB07pLHobvjsfuULBidVnn0UxVFlmv5wfPZ74szznBu0M2fOnDlz5hN+qz7rKf8zi5Kn0zI5Ga7anlxrCM87JMYYGYaTo6EU4PZHhssFF29e/qqG8ksW3vDlc/ipnsU+rE09dVMEkNET9kcOd2umZkZWl6TdkUNT4vYHyts1fdvh+gExTFQpkmcZdZGTRoNTksM0YYqT42RXF7xyObIdmC7mzFyA/Kc/a8g04nJJVIp+MlQ+sH6/oalLunHieGgxw0Tc7LkqC7RxBHsEKdFZBmWGCIEqBF7MLxmcp5jVhM2Bbpro9wf0riOzFilh3HWIFMmLnK6fsFrC5FE+4GJgs9kx0wrrHGGc2CmNXR94NYzMyoIxJUQIhGGiJpJLSVSKAHxok1NM5D6glaTb7alyTa0LNt5x2HlyJclSZKE0KynYjiO9DbyPnk5qJq241NlppVRLmNVoF7nfHiikQkVNJhXToeOy0Ozf3uKV4vpqhdsdWI8Tc+tYSU3QmvfRsgueyzwjGEsBROcx3lEJyUwKRucR4mTgEYaJ0VqsksxWcy6rEqM1c51xsJZ5jBhjudQZ09AzTpb3/+UfWL55wSgEmVZcaY0uT8Yjx+++o1gtqGP80Uo/RvrdHjtvaMoSZx1mMggfWCx/fNixrAre/+Udt8agtkeqTNMOE2a9Qb29J68KlkKA8wQXUA/3ilSKxXJObgy7tqNNnirPuakbtu/XvFssWCxmP8ZQFBnl7PLR7CPGyND1BOsYx5F1iBSzimq5+MwQ5Dmq5YJx357MjZ4hxviYEdi+vaO536Krgtj8GAbfh0D9Ew91Po3iSO75wO4zz3Nu0M6cOXPmzJlP+LUi+ueQUv5PKUqeukw6IB4+Dr196pC4//49ewmzTHOtFMY55llGTInNH7/j7t3Jye9Ti/TniDGyvt+Ra03//v6zTLgvncMPepYYI/v398jd8VToC4nRiqKp8d7TbY/U6y2romRRBcbdEVNo/L9+z3S/YbfveaEl87KAWXMKMZ4sh24kKklR5GTRUi5nzKTC9hNmMSP0I24cKebzx88xDBMpxNPal5QIJSHTjEpxXRck4xEpIYUAb2m3A3Z7ZESSlznj7T22yEnqlMUWtSLlGTHPkNYTlIaXoOqK/XpPu9uj11vsOJG7AP3IN69u6IwhAMJYSikxx5H7+w2vl3NKnVEuGpY+0u8O5JNlJzk5U6aEdZ6DczTeoWIiU/qkp4oJVERpSWcMKiRcsmRBUYeItIFDsgiXmFclZrI4LRgSyJRoXORCS47Oo7xFVCXT7tSMWS9pgJmUSB8gg2gCs1lDnSuS8ejgUWXO9v2GIdco41ASeiFoipzKWLoiRxvHXAhG69HOMksJJTjl7iUIKTA6TxSCmBVcqYw75xm6nhkKuaiZVyUHY5h2R65nNdlkKbRmPo7EzY7KBcZMs71eIY2ncJb5rMQPI7oq4GFy5SZDozXD9kirOszFgrwb0CkxKEU9q7DOMfUj+TAydANvLle4ySBvNxR399jdnrtbz9VyTq4Uo3VUi4a6LEkhEL1jOBy50Jrdd++pZzPChWcG3P39f6f4P/535jdXZPnzzrH1Ys5gLV99/Yr2YYodHxrLn8tplFLiq/KzNUdnLObBvKfWp4cl4/7IpZKkyWK6gVBkZLOGWBQ/+x35NIrj1+pKDUHUAAAgAElEQVTe/lfn3KCdOXPmzJkzn/A/qpj4axcln7pMfmh+nn1tN1AcWhop8PMGPWs4IGC7R1rHtZKMw0hdlkzv1vh5w/RMNpl9KOKUMZRZxuLDZ/wkE84b+1GY9OklkXTs6CaD2x2YD4ayyE5u+SmSpsD+fgvWgbUsdE73IHOpMsX7f/6esm1ZZRqlJHIyeCnReYZAkJcFlw+OeEMI5JkmdD2j1qR+YtN3ZF+/od0fUVJSOI+yHmkdIiZSigwhMIaInNf07QC7PS8Xc1SuESnh255ZSsxiwpgRNQwsdi119KS6oZ5VmN5znAx2MoxFjhEQhSC3DrE98Kbt6Y2hfLumFtA5z9vgiZnmzc0Vt9s9qyzjZZ5RFDl+e2B6/YL5rCENEwEoUoJuZOw6HBIvHThHfJi6eCHoY8CTMCYRQ0QFxwuhcCFS5JCHiA8RESNeQsoL9sYgg6bIEpmAIAU+QBkjk3XUmSafoCxyhrHHh4aDSOTGkTUVJ9+WgODkBFmk04pkMTmmneEi04x5hs0UubEo69m3HROJ7yfLlY/Msgxi4NZ6FpkklwqfBKMSLLOc7Tgxas0lkv3tFqMUlRbsjKGeLDfXF0Qf2IXAV01FDJHduw2Ll5eUMXK7OeD0aRp4rQXSOMQwER50jMPuSG5O+kQpTvrGyjpKJdl//5Z3Tc1MSZZ1Scwypu2etFoyHlp019Ov9+TDyN9Kge96UlGw0hplHcdDS/KBvMgYXYSh58I4Vtoytj2r1QK6AfMvf6Hbtag3L6gXM3a396TRQQwgFaLK0K9fUkpJPBw5xEhu7C/OaSwuFgxv76kfvjueZpx90JjFGFHenx5aSEGZn+7V3fsN/M3Xv+g76kMUR9LnluPXcD5bZ86cOXPmzCf8GhH9z77PX4lPXSY/iPl55on7U30MnKZsB+vIrCEzjupBi6WMe9BYZdh+wEvJLMsfs8kA5K5lmWeMSZBdLD/6O08z4dZ3G4ZF81Fw7v7tLc3uSCYF+WhPzdkTzGSYGUeeKbZ7Q2sM4mGN6rDrWGwPaGsAwXI5Z1SSqR8p0snAnhB4zEZLcOg6XFPRREEUkEfFItOUQP+X9wwICilZ5BkhRry1LITiWiuO2yPl/kCwns44vABmDWGYkEqR2o40TBR1yaQl08EQ+hFzyFguZsx95Cut+L4b2P4//43hz9/DyxeocWJrDfVx5GpWMxyPvMg1/bHnEDz/uGvJMklZ15RS4nSOXmbMQ2Iz9VyOhpQim76nv9vRGINWgkFIMhI+QpSJyiR8jFQCKiEolWITYAyBWsBkAzEGNAIRA0opRmOZxUCucnKp6YcB7xwunPLaLIkakM49rCMmpnGHlIpZWRBGS6YVcZgIArxxqARmHHFSgDE4Y9kHzyEl/lDkqCRI/cDL6hTYHaXiMBnmOiOKQBcFRSYQUhOc5ygNjZRYEoVxfFVX7A8t1nm2o2H5n97gEyQhcFXBxnnMaMi1prWOfDlHtgM3r64Zh4nWe5ZlQQqR3bGl0oosU9TNCiEEMSbWh5aLiwVCCPKYMH95D1XBoSqICaoQ6Y4tw+2GZn/gKgRIIATUSmGsxRGxLSwB6wPjoaUqC4L1XGqJDR6GkbSc0aRE7AeyOuf+//y/2NYl/+nVDUo/rBPHSH/Xsh8mvv3hlroqqb9++Wwm2ZdyGvOiYLhaYnZH4mQ+04TCKfqiynOSdY9ZccZH8qsl2himbqCcPR/S/YFSa7r9EfHVy5983ZmPOTdoZ86cOXPmzCf8GhH9l/gpfdYv/f3n7PE/rCt96jI5HTvqZ55SW2sRh/axOQNIzpH2Ry5eXDEiMW1PkSkKrZn6gXI+I9eaeGhxuabOc/Y/3AGJ1WqJ9Z54saD4CROVuqlQHzLh5jPGtkfvWpqyoNvumX9i0OGsQ7QDeX46Z2WmMW0HzmGdZ3j3njdVzqEf0A9TtVwKdt6z/eGWsshpigwlJYGEtI5VEvgouMsLsnnNTVHy7R+/IxtH5sadzENIOKWYx0RWnkwcgvM0xiKEpLOW3b7l8vUN4/s10/bAVsCSxEVdUqZELhXWe5qQ6Kzn4ALGW/Y+IZ3jTYz0/UDc7pg1CxyBgGQzTUwIroVEE3md5yynic4I9sYhZzX6ZoVte5SZ2H73nuMwoQ9HrgHSqQFzKYGzJMDHdJochoBMECVopUEKlkhEOuWEhRAoH9YIbyPMc4k3hiJCmixJB8oYGJwnxsAxwUxI1vuWSyJflQXHAKWESoMIHpUSMXiOzpEpSWNOhb1MYFKiOPa4GLhAkGcKQaJKgq9CgLajTAKtEkkpJpWwXjCmRAbYEFhIhU+AEojgkXWNUoLcRXa7A7lUuO2RuqoQuebrxZzQDSyAY4wE50AIlkow7A6UVYkZRlRTE5xHHSbkYo73JwdMoSVOSSqh8DYwDC3sWpZKUNYlsZ84hohIge/+739g1XW0xuAGw4USOJ8hlCPPNXYwWGHRdYU2lstc0/Yju2miiAGjAzpoxn6iaire3t5T7Q784WJJ3w1M3UCzOj0kcT4gL1ZcAvrQ0t1t2RC/GBr9eE9+ktNYL+YcjIFv39I802glF2jmDcPdhkZqBudJ84b6IWLiw/fDc2uYH5BSMoyWy+VPH9uZjzk3aGfOnDlz5swn/JyI/pcwOk/1G4qS5+zxvQ/s374n9BNb6zBFgfCe5n/7m0fHt+S/oPk69iyfNGfWOkTbU5OIMT5aeI/HjirXJP+jbq7MM9pjR1rMyNoe04+8bQf01Yp8mOi2e8qqRMFnYbXlYoY9dshdS59A71sKATFEpHWP648pPjgdbvfUIdFPAqEkKYGoTvqvbn+kCRGkQIZACIH97kA2TlxrhZzXjECQkuM0kYwjKUGxWnGzmLM2Fi0E20NP1vdcNjW5gDwl1GQY7re0iznL5RyVadxkqLSi94GiG8knw+5P33Hf9nwdYCEiqioZvKftRvIIQmkGb6icZ+x64mgIWcbXSiKlYOEmbg8d+ibRZBnfj4aLouBCZwglSFWNiY5ZXkIMjDFwWB+Y9SO77YHboUev96wmwwulKBAokXBS8t0wcikgJkEgUUWQSnCZZThOlvjbyaBiIk8RjcZbh1GChVKnwGUhqX0gBE+lBC6AmRw2nqZm6wQ3SoB11EJgR0ObErXWZEoyPaxKZkqyiArvA+MwkCMwAtqUeOEDFQmhJf2DVX+VBAsp2E+OS6VQIdGmyCLTzJXmz8ESfeAyP02BfjCOpirIdYbOJDYkejMxGM/fvbrBJk4ujYXmIsvYhsillgSpaKTk7u0t9axBGUusSrKQ2L+/p3GeC62xkyFXAu08OE9rwIdA2/VkWrEsTprNth9QQuA3R3SpaHZHvhaK/tAiQiJK8HkkU4JgHMpZRnXKeosh4HxkrsCEgJAS7TyN1mzWWw5dQWkdy9+f1gibIme33uLqkoggLmaoTJE2B7RWVCki/vu/8l2Ey9cvTg9yvqAf/TSnUYZE9c0rDg9ry0+NekinLYKjEAQhKC5XH03ZPnw/ZA85cV8i5NnZYv9Xcm7Qzpw5c+bMmU/4koj+1+Cr8hc5qj2l3x+wf/4LpVSIGNn0A8Pdlpk/ZYIpBCJFxmHCdz3vbu/Rr18w//oV8pljjTEirYUnWWSm61lk+tQY9QPVfEbVVNhM0XYDxjqKJ/EAse25W2+YDYayKogpUg0jendgISVj2hPznGLRoLX+KKzWlwWLmHj7l/e8uVwxSMl46GiUwlmPHQak9VTitF5ZaQXxVMDuu4GBRDWf0//wjgsp2Bx6UjfAaMirEV1Wj1FMKiRELllIRV5rYp4RUuIwjEhjoBu5NyOvUKSiwAqJ9h45WVZFwTCMTDGi5w3C+VOjfLtGbvdcVwXrbkQcj6yaGmk8+32LrCq0UgQlCAhK59mnyNtDy0wrVt6x1xlNpqmlpEkJ03akqqYJgZVWWGcYe4tTmnwymBRJLjDLFN93txjrubAnMwxjTw1TXyZ6F0g+sB0Ns3CKD2gjrJQkakkZoTcWKQVSCGYkIiC1JBeCoAQxwJ+jp5aC5B0b57hWmrvJMBOCRkqcVEQUeE/y/uQyiWIuBcEExnQyATH9hJCQScmkNQRPbj1RgI2REmgQuJiwzlHqjEuZ2IdALqBQGiUEEU66NetwecaFzpA6Y/Cn9+qkIBOghKR3EUukdJ5ZpokpMnpHNVtSJXDek2WayViEkggEZYTcWDpxengh+55ymKiaGikEyUdUU+LGidY6ohSo4yniweYZ8+UCaz3RWZazhiSgXR9YSEGWSbJMk+yITJJlJjGTIRQZuY9M+z1yNaMqC04OKFCp08RXVCVeScbBMB8tqVA4Y6jmNSkllHPshpHVN68p85zj7Zp86LHWUyrFyyxj+v49si4py4LdX27xWlLMarKy/OjhyYecRv3iCj1OP2Yaxkh/7B6jLnqdkTJY/OF3pM3hsxVIAG3sT8aJDNaRffXTDdyZzzk3aGfOnDlz5swzfCqi/zUMxlG8+eUh1dYY9t+9pbrdcFUWSAnbd3f4f/gTC2PwxjCUBcV8zmI1B+OopKK622CsxW729Ksls5uLj963O7TIYaSNI5BIKTFtD8yWp0Lt6bQsz/NTrpeAIc9ILjB2HantUD6w+uoVdjTk6z3NVwXyYa1pDpAS/f0Ov5xTz+rHsFpf5dzfbQnvbjmGgB1G4v5ACgG7PVIICCmxHQ2Fd0SpEDE9NGkeBQybLd2xR4VAOU7MnCVPAZIm8w5jHUFLcq3p+omFksQ8Q0jJfrNHpkhTlrRaweaAvliRGcMgJWwMdVGQSGgf6A498tgRJ4PuR7JxQlUVuUxI6ykjrI8DlyKxSgnTd8yQJE76rLWQBGP4OgSC80gBUQfkrKZ3ntEYDpPlpYto57jfH6mKkozIznsy45gpSREiu3FiPk0si5LOW7rBUFlLkII7O5ElICbeO88LTgXdBVCRKL1HKEUFeARRq9OzhpiQEoQUCAGOxCYEZkJzYxxBKbSAxntElnEfEyF4lBDgAo2EbUxYDWOM1EpgETjjyEPEKYGLkGWBLEEGjJNFa0mZIklIYgKLQHqPJiE5TUyPKSFjpIgJmWmsdUxKonTG2+ARgBYSF08TrbrMQSamXY90lj6NWAHZ5SWrXCM4acdUSBytQzqHmaZT+PWUs7u3VJcLlAvkw8ioFE1V4oLH9yNjP5Arid23BOPphtO19U/rLTfNjKyp8NbhjaEWYB4zm08TU0IgBiiVZOgmeu+5io4wGrxS6IcJspCCaDyyVqcw7cnSVDmt1jjjOFpH3lQ0iwYHKK2Zuh51t6auSsg0KUaEliwzxb/+t3/iq69ecaM1MiX62y1pOaesy48enmig3+2ZPzHykVJ+tCYp8ox6mE5risuT9X75ifFPoTVj11M9E4ptvMcvG4pZ9Yu/C8+cODdoZ86cOXPmzDM8FdEXvyITzThPvFr+ZFDsU4Zji397z2p/pK4rrLXc/ct36H/5ltfhIUw5LyDCeL/j0A14IrosWZQFQzfgI7j2yL133Lx+gbUWc+wxt2teCB6fbg/dwNx7xvWOkGeEWcVT5UmMEVUVVIs53bFDG0vwgcJ6Du/v0KNlMasxD5O3p1RacXj3nnVRojPF1A6Y/R4b4WJ3pNsd0UXG5o9/IoyG5WpJ1VTIJIj7I2oydNY9rkqKpsEOE6k9cjOM7FIi9iN6tGglkDEihaBSp+M+9CNtEmTzGrs/Iobx/2XvzUJt2/Lzvt/oZre63Z5zblcyVbGSqhfHUvkhL7ETlAgHGYGUlMEPzkOMiDEE0gj7weDgeihDkocCm8RCCXkRBEwSIcuyZSvGGGNH4kovQVbUVdXtTrPb1c1utHkYc59zbn9u3XtRqmp9sFl7rzXmmGOttffc41vf9//+1CHQzBrG/Z7LEJh1A5fjFardU790n3i7YYwRoRV1VVEbTXQe+eSKjXVIpUDAm/uObt9z1nesygJNVj2Uj0Qt6caRFBMnJBqpuI6BFZJSSjrvWe/3zGPi2Af6GElEFkjW/YArRy6tQ3nP/apkVVUM1jJvO6LzuNFzriUzInMEF84TYiQA1xHOgRMJpwhuY8KGBCREijnwIimCj3QpYhM0LqGAUUnGEHhZa3ZGMcTELgXEmKhErhs70pIbn3LNU0yEBJJEOYWRCCEIKdGPI5UQkBSVhOgSQiliikgpMD6iYkSqxIhApwRKYaLEe08rYBAQIvgUKSaFbOgGZEostGSGoKlrrpVg2/a8BeyspQwxq29KUg2W/eUlb2zXNEWFl5KoBCoJFpWG7T6Hm5iCBxLWIhG0wY0OHfdcbHf0oyMguGo7zG7Ha02dI/fbluPSMLu1jJuWi0JxenKCrqpcv6YUMSVMqWl3gWVR4L1DqQIVA8Nuz8m8wYqEGB0eSSC/Ltt+wFQFKSW0d6Bn1EdL0vESKSTCGKRSVCQ2lzcU+z3z564vfUgIBOl2x1HwGCmf/s3PCsMwKYDPf3jCak7nPKuPCPmol3O63Z65LGjmDR3QbnbM3tPG4/kPep5e16wjHi8QRUF1qD/7xDgQtAMOOOCAAw74EDTLBR0QrjcvpKR1oyNOKWkvgruY/DQMNIWh23eMjy5YfOctjhGo4t0hI3Wh0aOlC4EwOrpZQ1OXbJzjvKl59Hvf5lII5iGyKgzaKGRMT49PPqK0Yg6QEtfrPd18/rTof/QeUcy5fniBeHzJWVXS2QDO5Rh1LelvNrRtjyoLiqLAWovbtyjrOFaaqycPcdZxQoJh4OZyjagrwqblyCjE9ZZzneP9N5fXBK0wLiK9556AdT/SIWhvt6iupb3dUWuNdxbqGpRiEzx+22KcRxUFRZlrrWZ9j7MjdYqM7UhMic2mIwRPHyOnZUGqFDddT/m730YAs7rClCXOtrTW8q2ra16KkkIJ7tcVISWcs8z3HasQubQ99+sCrTW1VqydY5GgEoLWZ9XPBIjeMWiJ8DE3f1YS7zwiRIwAXxY5/KIf+aIEFyL9tkWHyNVoWVrHQmlKATsX8KNjSHAPQa01NylynCJzoI9wTaICLLAHFglCjDjy5n0pJWsSmwSlj7Qp5jRKrYgkjqTEW8/WO5Z1Sa0kLiXmSuWWAhJ2IWISDCnbEIVIxBS5tZ5zo2kTJKloUm72PISAR9AQSUKwI7cbECFASlwmuA2eMiZeMhotRCZVzmd7XpIIa2miZoyBx31Pc3TE3FrQGjlYpHXUhcFJQUodM6mZlYa1ahFS4JuKk3mD2jqCIMfiDwOLuqKygbIouVhv6YeReUrcOM+RkvzIrCEkSbzd4hFU0dMOnpkWlN6xAC7feJvbxYKjVUPjBY/6jkaa3NbBOZQP6EITfMi/wzHhfcLjCHakrkqkEGwKQx0St7cbTgrN1o4UWtJUJUII+r5HFwuiC8j1Fq01Qj6zNPchsup7dKE49XBxecP9l+49fbwymnazwxaaoiioC4PdtQwxwEcQNCkloSxhuoY08wZbaDbbFmktM6WQUj5tJxJjpAs+t+a4f0pVFmyk/FCr98cFIf0g40DQDjjggAMOOOAj0CwX2LLINRv9QP18nyGmTYbzuc/Qy+cvrJzdxeQbowjjSDd69HZPd3HJsUuo9yRAphQZBksKMacbViVpGGmPV6jCYJZz6tGy+91vcf8rfzzXk+x7kvNPGzD3XUdTFkgpSDHlDeC+z6lus4ad98yuN1T7lmVT3Z0Z143Ml3kj10gFKZCuN6y1pPaReaHBGLZXa+ZXt/RAIXNcua4rusEyxsDWSpJW7NctMeywwSFjwtYlUSm2IdIIwXIYWe066qakKw1ut0ftex5erTk+XrFsKnxSzIyhHS19P7BzkcaOFEmglET3AyWZSCiReNS1jD5yZCS6XqJ0oO8HrjY7StEyKokGXhk9RyQ2LrFXmlFEjkIiSIH2gYUUlAhG7xhdQnpHZQp6b1GjAxXRSbANDmEjOiZ6AbcCzqRmKaFWinZ0jN4RXMDUNZ7EInoeXV+jhaARCjsRrNYHFjGxJCGkzFa3JNA6h4UI57kBlkrgQmIB1Am6mFBTrZOVkq13jELQK4WTklcrg4iCGAJJwBKw2gCCNkQKpZgJiRMwn/qQBQS9cwRtsvoYI0cpUjifiSiJrRCIJJEpUSqBSAKrJQOCWUpce8+QBMc68cNK0glyomRKRCXppcKHQJkiYgh0whMKTWE0suvprGMYR36oKrO6ZR2JhHWR5aymHzxlSJiq5gLYJ3iwaNiPLsftB09MkfV2x/WTK5bW0u1aMIYvlZqlEOzWW4QLSCClRClBu46irLjpR2ThebWpaa9uueo6TuqS2kd8VVAribSepQ5sNy19N1IVimAdIURqVeJijuEfQ2LRNLTO4WKkKSp0VTMODjdaiqpEOk+K+e+wXM0QRGJMdMNAu+8QKdHXuc6sqSrSaN93vZkVhs22pTjL1uRCa+TlBjdazEeEIZWrBd2Ta5pJNSuKguKsIMbIfteCD+ylxCmFqIp3hZN8mNX7g4KQgI/s2/aDhs+NoP3SL/0yX//6N6jrihAC3/zm/8BXv/qjHzj2yZMnfPObf5t//s//BVprNpstX/vaT/OzP/tfPU2nOuCAAw444IA/KhRlSfHgPJOeD/nE95MGgtzF5LfrLSZE0maHVgIu1+/aMHmf+zhJ56iUQgpB09Tstnvmyzk3Dy+IqyVtgrlS3D665PbsmCIm5s7neiIpIAbk4OjbjlAY0Jr58QohBWHX8qTtmS2anF44jOydJ4XIfr1G7Hv2WtBUVa6vQSK8o7rZw3IBhWa33mLfeCeHbez3+NUSoTVxdIh9R5g214umoo2ecHPLMuX0wJsnlzSzGSezhloIxq5lVZopFAN0hC8iuFaS67ZHSYFsGjbtgAkeBo8aemqp0EayHgJn5PofBPQ+UofEmYTtviMmyUwJltZhfeAmJfCRrXVE7yhLQ/SB67CDGNHjiENgQ8CjiCHSOcu1dZwBW+fxMZCsY4cgkjA+0MSIlZK5lIxCcGV7UlEw7ltWUqPIZCr0Q7YtWsvoPOdS0GswEjbO08TEQgpEiJDgKnoeCMVGSJQUeBTOBdYhsQZKYA4cS0VAUErBGCNGKoKWHBlNbRR9UdLESN9Hbp3jSCt0DMQQAIEPESOzgJKkoI6Sm+CRZIWQmChjQkjYpoSIEZ00x+Qo+E1KrEPk2GhqpVkIybf6gZkQvKoUIiUSAinACQGTurZAUPjIiMCKhNdw4SVoOEZwXys2LjCLgs6NuWUAEIwijiM6gZKw9g7lStbDiAmBVV1gvEdIhb3dcOoDerDslaRGoNY7hllJH2EWAouqxGjFPiSsj6TesRsdSkpA8iR1nMuEGByuKqjqAukCY4hs93sex0hhNHOp2ex6ChJykT/oUAJ2ux6qijIGtj4wRLBGkQrDfF6TugELFGVBt2tRJKwLuL6nGS1FEoQUOSqrXLc5OLpuoK1KrHXvC/WQ9t2BHnVT099uMA8+vF62KAu64wXjZk+p312vNl8tiDFCU9G8J+L/w6ze3XaHvN7kFiEfQAw/rG/bDxo+F/bzm7/5W/yFv/Cf8hu/8S/4yle+zC//8q/w4z/+5/jt3/4tHjx48L7xf+/v/R/86q/+Gv/sn/1jFosFb731Fj/yI/8Ofd/zN//m3/g8lnjAAQcccMABnxhSSmbHRx877uOsOzFGdD9AWZBcwO17VoXh+uFjjnhmXRqGAdEPzJWG5zZHQmRVRABnZcFmHLl91KMXc05CZHx8yckrD0iLGf3VbVa9AFUoahsQMXHd9/TDQNPUJO8ZR0ehJG/8wVss9y0zrZFGI9uBe2WBmDZ/Xmv8vGY+OpqyYHe74fHVDcO33uLcB5rRoZWk60aMcvw/f/AdzL4nzhpeW80JbQvdyFlK2G5k5jyrsqC7XsO+pU2gSAxS0sVESoHRRYRSLGPkYTfw0Hke+IBIiRjB+JFZ8JTAuBsgeMws18g5H9gNlkZN/dWSgO0WrxRVSnSjJ1nLkdGcWIcvDaXPqllre950I5VUGJmTIjURFQN2sNh+4CIGtFLsnedUSE6U4pbALCbqmKhDQKvAVYQuQeEG3gY2EryULJWikIJlhHWIzFJChIQNlhsnSEKwkhJCJIZESh4XIajI2gW0gKWUVCanGv6wFKSU+P0EG58fXxiDkoKFEjTaoCSUUtGlrPAtRCIYTZSS0gaICSXBiEREQEpsUqQLkSYmKq3QIbCLiUYKlpPl0gt4EgOVEGgSRmQVLZJwIfI4OoboOBcSmcBGGFJiriR7n+vqZjGrVhqRG2Ej2AuBIZC8Z6EU89LwlvWc2wF8xLqAUJJaAimwlBpTGMrBcuNbOqV52I2oV+8xEiishc0OqTTSOk7GEYtgYTTKR1Yp0cfAbddRlCWLusaGEYwi+YD1HsYBTYE2Gp0i69FRGEMcbE6s1IZh39LbwGyhwFqIgauU8KNFRIGZGeZVQXRQloZhVrLznnpqCq2npt9RKTrbUyzmxH3HyihiTIRZTdM9szBLKZhLzQoIN2u653qWAcyUYr9rnxKr+njFeLN+F2mLMdI/l+SIyNeucdEQNu1TJe3pNcp7quW761E/zOp9Z+kuXzB46b19236Q8LkQtG9847/jx3/8P+ArX/kyAD/xE/8R9+/f4+/8nf+Jr3/9v33f+Hv3zvnZn/0vWSzyi//aa6/xta/9NL/wC//bgaAdcMABBxzwPYMXte54EsdT8EgMHj0MDNaxe+sRq9Ex2oD1jiplK9IHoWkq2n3PfNEgnYPRUXmPbGoeusBoPWWhSYWGlDdxVV0x9CMqBZarBaHtueh6OheRbYe/umU5WuY+gLQkIYijYztalvMZc6MZvWe33hJmM4be4W82iJtbXkHg+x4fE93gedIOpL7nC4Ol8IHdzRq73lAtZjzZ7pAuYoLF2EC33uCFJOwFKIEMEacUado4dlpwv86pefdJPHKOvhtxcYpZ954hRNI40CQ4ItL2Ayr3CXsAACAASURBVFVh2FsLWnFUVmyHkdWUbrfpR7YpMXrPvQTjrmeIntY6zkuDlgqC48R6TlVkHRIX4xRQ4j3FOHIeIy0S4yMxkq1nAmYhIoAxgQRsgJGcsrgCToBHEWYxEnxkBH4f8MAREKavFBJnJPqJtNeAT9PmLSbuTbVgTkQCgnE6jgSvCYjwNOb+WBueCDg2BlFo+hCRMbEJDqEkCElynkIIolEkAcFn62NZGrz1GCVoZGKXEoVSFCHSxUTtPVEI5kbjgLmSuJgYJ4VsZz23yVEYzWtCUZJoYwKZ1cbOBbqQUyJdBAfYFKiUyq+FD5QoKgKySHQuUkjBZnRIBBUJLQVRKKQAlSK7tqcIgftFgUTwh87xZNfysjFsr2+RPtBoT5sSZQw0QnGiJVcu0BuFiJJVSuxC5NpbCinoSJRaooIgxkiFYOs9pfU0MRKUIgmBISGU5OhkRdju2A6WRYKL0VIFz5Gek5QhJvDDyGOpKO/dRxYGXRQgJPv1nnpeUVQV/TCy956jtqc6WTGWGikEJiWMfrcVOoaAaGoaoxmfsy/DFBY0BXp0wVMvT9hdXXP97bdRpcHuOnSInBwtnnOwBaJzdMHTSUnrHXVKT/ul+aqkmj50+iir952l+0XJ2R3e27ftBwWfC0H7tV/7p/zVv/pfv+u+P/WnfpR/8k/+6QcStK997T9+3311XTN+gIf2gAMOOOCAAz4vfJqi9U9i3bl65wnDcoYpCq7ffMirNxuqoqAeHBUC7xzsWqQQWK1QVYnSmpQSYbQkHxBTA2K174jRk3rL4v4ZfT8gqhJxuqLdt8TC0G9bKqPo+5FN21KWBexbuhTxPtCud9wbBsqqIoSI9x6lNc4GksiNgwvrMKsFvi5YuMBwvWa72bHwFv/OBaMpkH1PFxJx17IYLTpFZimys45joCkKHj66oB4GhBA0LrIhYkIghpj7VimNUgqrJeeFIQFt79ihmMGU6qe46TrOtGIZEo0S+MLQDjssipQi67Fl4Q0dgkWR0xmvbGDuAm3wtD6AT5zIxCyBsBbnA0oJnowjnQ9oH0DAduqh1Y6OuYCkPTIEVAKdMik6BxTZTimAHmjIKqefHpsBW3Kt1xeBDkjkVgULcsDHZvp9KYFroJ0eg3ye25TnVSmP2QPnMUfmO4CUMAIGMkFTKbcyuAgRWZZIo9FI1t6x9Q6L4AtAkLBNkVfLknUIRAFGC1oSIQm2QjCXgt55HIn16HllWu9bMSc7zmSgT4khSgotMVNj7K0QtNZhELTTa3IkRK6LDAETE04khpij+cupuV2cwld6CdEHmpjwbYvTGi1kDmohkVRJLcCmSBATebIOIQUpRaQuOUZwsdnzh97xqlTUQrAePFc+cK4kL0mBEoJlSjnIREl6IajKkrWzXIbIEQKpJSJ45lKQQqQiK4oqJsa2Z16VpLogSoUlIbxn3HVcKoFSmoXWbBOstGIfIVUF8mjF/PyUuirY32x5bdEQm5p939F6x9Y5bFHiV3OW904RUtCLDWm9f6qm3+HGeY5Ps8pfaknYtVhjnrM7Jqy1bPYdKy44KwquH16wLEvuFSZfAy+uGIqCYjmnKIpsZ5QFc3I6o1/NaRN03YA8PSZq/bFW7ztL93eDu75txUdYMb/f8JkTtJubGzabDS+99G4r44MHD/iH//Afv/A8/+pf/d987Ws//Vkv74ADDjjggAPeh09btP6JrTtGE965wMbEPCbqosh1YhIIMI6WmZbY0ZOso7/dYqWgVIqmrp5FaGuF1IrNm08o6oroPbXWjP2AHSwIidOKx92AvLhiYQxUJTEkhLUU6y3u8prZ6FmerHJQQggsydZAOauplUaHxM3FJXa7hbMzVimQrjYUbQs+cjI6xL4nOkfRdjQIroNnGXNy5DIlxhQYfELvOs5jZE1giILaOpZSoKXECgUJZAw83A8MVU3TlBwZg+16dlrRAEfDwNoGNkZSCkmHYegH+sHzqiE3U3YeKwULKVH9CFJRBcfjvmeG4AzBzgdMSgwp4byjDZHGCV7ROTDkNkQcmXR5svo1S1C4XPPUA7dARSZonvwWMj3WklWvDVlB0+TasBWwm35O0xhPJmLFNHYLvDyNHwUEASZmoqem+Y8E9JPDTQqBTClPKEFEWCnJOkWMkoxS4EfHNkElshJXSEVC0MVIHC1t8LxhHUEIaiRWwkYpVgrmIYeRMDWfTsA703NdAS9ryTitxcXI2sEuJVYIFIEywSpG7heGbQhZ3QseFzwYwwLFkvxe3MTEsdakBPsYaR1UIREUXFgwZUFd1fRKUCrDTCuEFIz7jjS9poZsKZUkHBHRO04VbHyiKgVlgg2RWgosMITctsEIwYV1nFYVpfNY55iJ/BotygJrPWWK6KBAebRQ7IxBeo8UAi3BucgoPHtg1ZToBK02NMewb3u8UFCXiPmMfV3QPDhHa4OOcD1a+iEnPC5nM3pr6ZuGVBYsz0/ydQIwTcN4taZS71bQfFOhnlPVGqPZ7luKk0zahq7H7VrOX75HYQq6sUMDZppXSslMFpByW49+Naeez57NVxjGXUfbVNQ//MdeyHr4vKX7u4Xuh49siP39hs+coLVtC0D5nn9gZVnQdd0LzfFrv/Z/8eabb/EP/sEvfuDjP/dzP8/P/dz/AsD15c2nWO0BBxxwwAHfi/gs45k/bdH6d2Pd6buO437AxUQyarJ3aVJZMuzW2O0+qw9KEG2gGC0zIJaG0Qe6GDFa47QiScl+GFkqzfXbT/BKkU5X1P3AsO9Ql9e85D1uOSfFSDmr2e1a7O98i6OQGLse4z27YaA6OqKoS+LoUE1NaQx914HSzOsZ4zCy+9Zb9KuGuO9Y7FvarqMUin3bsoiCWkqi9ajB4o2iUIJGaq5bRxx7IonBWWYpUSIwKceER+vRRpGERMfEK1KBs9x0kVBVKCRmtLT5F4Aj56nIhK6IkYWP7H1gHxK1iJgYeTJE5lJxrCJ1UzEXkjEmiAHrI9E5BqUYY8AFOCXXXVkXsspDVqEeku2JC+AJ8NvAPTJ5imSylFuBZ5VrQyZtezLRaqef43S8J6tlp2SVTJJJl57GbcnqWD+dU6R87DVZfaqmOcJEiNoEsylmfyDbBCuZj9EJxilEYyMEpRPUVYFPgkFEViESreNtO9AFaCRoJREJzoSkFo63feBYCoxPnCoBIVGTyeSOTNSsjxxpxUwpOiH4opJEF3gjBvYhck9CFQMuSGTMNjvlAwUgQ0LhqZSiUYqr5LkVoKVAJVAxcaIkHmhS4Dp4ZkQ6WVI1FT5EnAtYF9ApYZRCiKyIKUD0IyZGbpCcas0uRgpT0gnJcYzIFBkjdN6zkipvjqUAI9E+YKRgCJFNN3CmDVZJtj5wGiW9ho2znCZF5R0LCmyKKKkwfc+2KggCqkJSrJaosyPEruPaFJyu5syaBms9pJ4UE0vg7T98g+XZMYvlErmc4bYt8uX77wrO04Whmzf4fYeeSNp6GJl/4eWnY1JM9F1PP1hiSvlDjhA5/ze/+LRFhtjsWBwt8UVB3OyonqsxqwvDuGvp4V0kLcZETAn9goSr32yZfYJekh+E2mjazfaFaoC/H/CZE7TZLL+B4zi+6/5xtDTNh/dauMMbb7zBX/7L/wW/9Ev/O0dHH/wm/MzP/CV+5mf+EgB/4qtf/ZQrPuCAAw444HsFn3U882dRtP5JrTtutMj9gJbZBrZZ74iFgZQoZxUX//qKLxQaqXJfKmktSgmsj7SbHaowHAnJOOxyv6HS8EBJWutAC0LnWZwf8Ye/9+1c87ScU9QVQgqGfmD78IL2jbc5DpGl0Nh+4GR0DE3JeHNLf3ZMU2hW00atamq6mw1h1mAKRXXT09/cokNkbnQOr/AOv+0wWtE5z84HVoXiYrDMiKxTVtLc6OjGkTIlllIyF4JicmjtlECkyLULGCGZkxgEpD6w8zkEoooRLbLdMEqFEJKlVrTeM44jIgbGBEFKvIQzITgGts5ys889mowNbK3lhwAlBNEH6pSJUADcRHpmk0q0Jd/2ZEKyBF4lb6AaMpGywCNy7dRrZPVGAnfms4assM3IapmbHh+mMRueqW81mdjNgQsyyarIitd+Ou8ZWbnT0zGOHCV/R9AAKiEhRnwCk3JaZBsicyPwznOVErUUjD6QQuDVBE4KpFJ0MZCAN71nMa1lFhMSuA2JQCaUFZnEnk3P4Q0fqEJgoRVrwMfAKkUqIehiYiCRokUoRevzOWaAiD6/1wluRKQ2iioJkpZYJNY6HJF9SKDgFMnCe2yKvGktZykhEzRT7zYppl5tMaKjxIZITcJ4j64VIwInBSsUKwH70WNCbgkQY8y1bzFR64L92NEHOEFwGwPO585yEXjkAzpEChLL5ZytUNgEkch+8Mi6oY6euijxIv8unS8WDAmGXc+oNJX3hH5gsZqjhWReFajlgmGz43Z03NzcUi4allqy3m45Wi6fqmjlfIYLgdiOuBQJ905Yzmqc9diuQ1pPowS1EGxuNsTdnntf+iHYt+ysw1rHqVb0WlHNG1yh2U0N6kudr6+l1sTNnlGr/HdV5R5nJ1PrkRexHSYXPrXyJaXMwSU/IPjMCdrJyQlHR0c8fvzkXfc/fvyYL33pix957JMnT/jJn/xP+Pmf/x/5k3/y3/6sl3bAAQcccMD3MD6J0rV/+wkbLanr+kMVNjuOcHlLGEda/5wSpxXVc7183ovni9a1MZ/YujNudhyfrOgfXzCTBTIGZFVw+/iGOYp9YXKMeYiIMZOz1ll8OzITib4bcFIglGBRldwMPVppFiFwqkreSCBDoLi4wSwXtKpldJ79bk85WGb9gJSSIkTe8o5ZCEgj8d4zP1oRrGfTjsjBIQtN1AbmDWKzpdCGUEiur3ruiUQfNKX13AwjMwEmRnbjyOPBgtOcIZiT8GTSso6Bznv6BKcKnMwKm/ORmBKFFpwKwTYGRgTdFPhx2TmWSmeCZBS3UhFTZETTAt4HSqUJPvKyFLRSYH1gkwIzozBIpHcsnacJgflk8buMiYKsholpjY5McjaZCzy1HiYyIVFkUrQGrsg2xGGaI5AVskAmZYZMqs6m+dfT7ck05oK8EXtzOu85maBdA2+RyY+djn97mlMyKVbT/KtpzpZM5gKZ9PR3QSXAPIH0gZVIXFjLRsgcqy8FRYJCwFxKtj7yVvQ8kNlOWU7rezQ9j4pcN/fatJZ2WsddLd09QKacxAiCAQEI1jExYyJ6UmQb6GTP3AONyPVmGx9QMitnW+AmwEmhmJEQMVFM621iYuxHqrKg9yNRG46UpIshE7Omyo20UyQpjbQjY4yUQqAnVW2XIjJGsJ4wWEolUVIxEklJkLwnkggpMXhHLSXaeS594KjQGGNYSgUq1321LtKVCmkUfYg0dcGiMqi9J0mQHtRo2Wz3lFVFvVzSKokRgrlW7KxjVlW5x91qwdp7ViTOfaAG+pst5dGC4eqWVGhMU1M0Na7t2ZSBftFwupjT7Xtk1zM3KqdOxoQNgdvBsnrlAYtV/mAphsDN40vWi4bl+QkApigwZyfZobBvc61rjKS6ZOcDp198meq56+KL2g7vGll/WnxW83wv4HMJCfmxH/v3ef3133rXfa+//lv81E/95Icec3t7y0/8xE/xjW98nT/9p/9dIFsZ75SyAw444IADfnDxokqXHS3jZocaR44ThOMV9WL2PoVNNBX7b7/DSd9T6eeVuEC0jmG7z58UrxYf2MT1rmjdleYTWXdijOhhRBYFoch1HmfLOU+ub2mm5LfidMX+0TVlcFmx2LXofqROiWA92jn0rGL0glF2tD5QV5rjoua2t8h5RXzjMbN5xdFiRn9xgw2Rewjavme0ntp6loXmdrOmaCoQYAeL6QaKWZWtlc5RNDW60Lzz8DHltmeoCjbW0u73pMpwEyOFkKx95EQI3u4H9Gj5klbME4QUGUNEkmhJNAheU4qdC8REtpqlXP8TSKy9JMbAOsF9crPl6xgoEhgpMQlGByZ5tJZoKRExx9DrlAhaoXwAH5lLyRAiowvsomehBHUSDAnmItdmQSZcHZnswDMi4nlGesw0bpzu12Q17YJMqu6IW8szgtSSCYviGVmDbAm8I1+z6f4N2UJ55z06JROvU+AxcDnNczqduyeTp+9Maz+eHt9N5/U8s1Q6ctJjmxIXwDp45sArhcYHTxMFYWoufYcy5udRkgnhPZ7Vzd2FmaRpvSdk4sW0TshBgS56euB0CjVJwA1gQmIkPLV9rsjK2UD+uh/h90fHqlCcO0GFxyLy5jxERiloTLbBNqOj0Yqr4HFIDBJSwk2tHqIQFCkijWS0MYenjJakFUVSOe7eexJwbS21lQQpCY1iZTQuBJDgrCMgWRSKwRhCjJQholWktZG6MMhC8cqyZvSJUNUsZhU2RJwY8d4zzGYoEpXRuLLgyCjkYk5TV/TjSA+MSiGHkcZovvyFV3jsLI9vdxzfbklCoozBhMBCzeivb7koDENdcv+HXuZk1tDuWkJ3RVEYOiIgEaXC1CX64prZ8bNeZf2+46wqubWeoRto5s9cblJK6vfWltn3B/e9qO0wyazmflqkH5D6M/icCNpf+2v/DX/mz/yH/M7v/L98+cv/Fr/yK/+IR48e81f+yn8OwF//63+DX/zFv8/rr/9Lqqpiv9/zZ//sT/JjP/bvcX5+xuuv/yYAf/fv/s8HgnbAAQcc8AOOF63x6nZ75O0uW/NMJlX97RZXGExZPFXY+s2O/ne/Rek9zQdsLKSUNEUBMdE/uaY/XmaS9x7ofshWtRfcNMQYuXrzHeSja1of8N6y2bYcnRyx7wZeXc3pu9zLrN92bL9zjRodDAMa8AjKGCmUoB8sqqpwIWL6gbEVPKwtuihYeIOKniePL0nDSKMUcRjwJ8csYmIYLdpZupQ4FgJpPeMwouqa5bKmc4FSKVoXuPnOmxhdMN93EBP+dsucyKrrkcFjihIjBb7vuBGwaHvOS0MSggKwPtB6jwuRkGBGZEyJtQ/ci4E9OYr+XCm8klwPlhMFs8BTlaVNmYDo0TFK6GMuDyIqovcoqegLw0yAIHEbHKskmSGwKXLpPE5AnRRbCfsQn5KX1fTe5Nbb+TZMtw2Z3CgyKbkjbHeWRsgky5NVr9tpDs0zNW7HM7UskgnI3byOTNAGMlG5T1aq5mQi9jaZnC2n++5IkZu+l2Ql686GOfCMrN2pWkzj/mBazxFZrTPAMYla5kbXsxjxMTe51mRl8BWehZdAJmN3dXN36ZHVNPbudbwLMNkA6wR/jGfE7u6vZDcdt5hu7fT69NPz6KdzzJNAyoQPkToGQohEKVhqyQzYpMjOewpZMpOCgEBpSYqRygdkjAQhsSmRYuI6JAqjOCsMbYjctgMq5JrFEynpkuQIwRADthu5TZFCKHyCldIUIhMoTWIbI68qhSTRxcQyRQYStVTIUjLTghAipVGEuoCgKJqcxIpS+GGkqZaElBAioYTADiMrISm1wnrHk/UOWxgeLOaUvuCJECjv2UnB9XqLXMxZvHSP2dES1Y9Ya1H7jvlqSYq5tjR6x7jpuHzzIW1ZYPctwVjKWQMhYH1gfrpivN2wHgaMkO/qfVbNZ0+vb5XWdNv9uxpSv6jtUBhFtPZT2RxjjAijPn7g9wk+F4L2oz/6I/zCL/yv/MW/+J9R1xUhBH71V//+0ybVwzDSdR1p6svyzW/+bX7913+DX//13+Bv/a3//vNY0gEHHHDAAd+jeJEar263x2z2lO9poloXhu1mh7l3CkC/azGbHSIlVDvQme5dnxy/F3VhsJtdLpJ/D0mrjWa33sJ7mrS+F260tJfXhMtbiqs1Z0rmGhIh6ZVieONths2ehycrjpYLbFmysZbCeppdy6tF3pSM1uJD5EaCr0qOtKDxgb21WBeQRUOBwj66pBgs91VOcGzqKgdEPHxMh6C1nnMl2YeB0VqWSeBSwvcdt08s2oOdUhVfqUseXlziekuVIjpEtm2PSYkmQRkily7gveeBVkQpiCkhQqQLgVFKQgITA0sfMQjKmDfiFxFeml6jEAJ7HygBNfUMe0y2vQXyJr4BqpgJz8MEN1OS4gqPi7k3lw2OIUAg8th5aplrykwCFwMN2S7YkAnNnRoleaYILcgExJBJjiMTriV5LXMyybgjVo/J5CpNx0UysVFk0jab5imn+5fTeQYyyTHTenbTrZ/uv6v9smRrpCO/Xm4ac7euuzq0NJ3zAc+sljuy0reYzj1OY0vgkQ1P7ZHraZ17smVTT3PcRfVLMhE7n85797o10znvaurq6bHN9PM1z8jk9XSOMI1nur+YjrtTHsdpfYPzVEahpaARgityI2aQxJjQIU5JkJGZkFz6wFIrMJo+5jMUStI5n0mghONSk5ynHy1aSM5Kg5MRLQQyRi6c41grqujp+sisqrj1np5ImSQygtIKpUBojQ2JQUmMUhRS42NEVhqJwA0jVtWIusK3PSmBOV7mms22I5ADPLT3yJRohoFFVXF9tUYMIyd1zagEpIJSKV6qKkxdsa9KitMVRW9J+54uBIbTY9LjSxYk+vWG2A3I0WJ8QMVEFJLjwqCe3BCMZF+V7IeR+mhJsW/R1hH2msVZtjqSIrH39PuW8FzcfvLvJ2MvYjusV0v69S5b0L9L9M5Tr5YfP/D7BCKlIX38sP//4k989av8o9f/zz/qZRxwwAEHHPA5IMbI+MY7H/mP3Y6W+OSapvhgEtdZS/HqA4LzxCfX1IWhvV6ziJHWOtT5MUXx0RuH3jrk/dP32R0f3W556fjDNw39rsW9/YimG6kKw3BzS/2e/7qbyxv8ZscQIuxalmdHtL/3bY67nvXjS8rRI12gcB4pwRSaMSV003DtLFYp9OgotUGIRBUipfPUs5JLHzF1yUxJhnZgXpVsdi2VlNlS1fVIZ7kVipfqkuAio8oR81Er1uOAuN7wUl1SSAEucNsP6HHEk5ibgmsSTxD8G8agU0I5R6sEJghORGI/Omz0zENOExxipI6Rb6VMOCw5JVGTycudnRDy5t3yrA+YJ5MGwzM7YUUmGXvyxv/oueM7Mhl00zF3794RmRxU0893ZGtLJiF6muMRmTQsp/F3Pcw20/nuyMYDMrG4U4/uGkYPwB+ffjbTvHcK3DDdVs/NdY9nStxdaMmeZ2Ejd9H+OzKp6ab1rZ57nnck6ZpnpOh8Olec1ndHGiWZBB5P8+6n7+8Urbu/KDut6zWetQu4zzNyu5nWNJ8euyOmd4RMkQneXcuBikyU1fT4LZnswbO6vwbwArwxQOTWBwziaU3eEYlBCLzSCC2JwDtKcVSWqBiZC0FtFH1vGUTiWiSOTcHgAk1KtCmiTW743EhFJQSPnGcRA4UPWKWg0IgIKQS8FJxUFW+mSGMMKyWxSvFYClaLOYu6ohst4WiJFoJGC6xUSKXZBQvScPLgDLfvpjrMiDAljVFsuw6PYCYlR0pRqqw0dVLghWIoFPOTIzhaEgtDXC0ITYmIidAP7Jdz2HUsr9eUJNK2IylJNJqirrnd7Tk9Xk4EF7b9wBWCMxLF0Yqyqdg7T33v9ANVrt464mpOWM5p7p3mGrXtnuQCOymZ3T/92BTd3eNLVp/C5riRksX3WR+0P/fVP8/rr//LD3zsc1HQDjjggAMOOOCzwIvEM4+b3dPEwQ/CnTUnWsfybtxUfzQrDJttS3GWt+4xxtwLzAeyJiFAK5rFjP1zStwdhJIfWiTf71r8w8fMB/u0SWwSkhQC7b7F7ltwgXbXsouOExRSC66+8w7VOCKk4sHpKcmN9PsBN1gSiRACSWtuYqJfzmlcwPUjqu9QCC4Hx3GpkTYg+4GhHTGzCjE1pVZKUzjPtu+pQk5cFEbiupFSJGQQ1Eqz7gfu9QOFlAzWIUuD94HgfG7aHCM6BDY+UE8x5GPK/a0qDyHCXkq8c5QJHk+Wqo5MlO7I1h0xW5BJhuJZqMadNXDGMytcMY25I0pM79RdnddimjdNY79AVoggEzPItVC76TwlmXQU0/Ejz1QlM32tyeRimNbQTmtYk8nlwDPL3im5Fut0musJmQydkcnMnZUyTc/hMVkVvOupdtfk+k5RUtN67+yA59NzjdOcLZmI+Wn8xbSW5XPnuZ7Wb3lGel/jmUK4m+5bTrd6Os/DaY67WrqRTMKup+e+nc5ZkgnYnVLXTnPckchxWn+2Vj5rS1BM89+9x3eE905FiwlMCIykXKcmoYgJnwApiEKigH1MnBtDI0D7gNQiK42DBQkDgoXQjM5TJlBS0CRFiFBIQesCzkgezGrWw0grJDMhkSFSJIEk8STAjQ/IwlDMatajR2hN1VRU8wYjBIt6iTeSWFZoCSlAKA3KC2xZ0rY9brujAJzRnJ1mWrrb7TnXitAPxNLgKZBSEBFUy4a2G0BKkg+UdcXgPOWo8PMZ1dGKd37nDzhazunnDe3Nhqo0LOcNcuqHFgqTA2OsJ5QaZg2L6zVFodFtxwg0VcFut8+2RR+5u/4JLWlmDW7XchNjJtzjyEzl67JsKhrvPzZFtzxe0j28pPkumlV3o6N8+ePJ2WfZfuWPGgeCdsABBxxwwB8JXuSf6cfFM8cYUeP4tObsgyClJFiHGUa4U8ruai0AaS3DMOD2PdJa5ko9d85EHDxt2zEIgV7MqOrq6dzV0ZK+H96n8LnREp5cUe+Hp+TMWsvmZk1/dc08wMJohBD4vucowji2bIaRi8cXEBIPfeDLyxn1bEZZV9TDSGh7xpTotKHQinbfkfYd91OuIVLewWZLKAsuNzucj9TLGaVTBCFw/UCQko0dYRhAQhciJ0pz3hRc9COFd0SZidiRUUifUAGGTZuJkJT/H3tv2iQ3kiZpPnbgdPgRN8nMyqrq7tnZllmR+bL//0+sjOzuTHV15UkyLj9xGezYD4ARQSbzqJbKnppef0Uiw9MdMBjgQXdTqL6qWGNIpKBCoAh8jKGxHAAAIABJREFUaT1dGCWHiXekUrJzgYZA5zzGjsCtZOxtEszW9C0jcHpmBCpxAR/t5V/ec4+gK/ZjrRkBQGTMYs9UlPtdTs8dmQFflOitmVmqNR/L+npGNulmGidKHmN/2fvptatprq+ZnBMZQVY37bNgtuZPmRmxKAmM8r52Os5hOkY0IbHTT1wuO0Zg5KZti+k41XTM75hz12Km2tV03StGU5HyxfW7mMb/ntmJsWJ2mIxyyH6aY84sh8ynOZbMJit+ek9j35p88f5EWWmUkW6nY62muUYQLPgYZG+dJwCXiSKRiqMxY6+cD1glWEsxxgUACymptWDlR4v/JgSslGRKkknJYz/KXGupqAg4pRikoLCO3gaOylNmGYtS8H3XkneBSjC6gGr4VsIX1YJawrbKeZ0kXC4X47VJEnSixhB45zEuIIWiE+CyDJ3l1Ls9C+tYLQpqxuDw/fGEqjuGRLGSEu09Q9PxLAXVF7foLKPQiu7YotMEIQXBOhKt8IcTPfBKKRozsCpLsj9Uo3Nj0xKso7UGt1nQIskv1gjrELsDy3XF4f0z+irFPh9oUoWRipvLj8GM7waauuVoDF5Iyv/jP5FMn6ONMeSTxPuX8iLTLKO5WtNvD2S/cNPNe093OBGsw5gBc7GibFp0knz2++BvHb/y91BngHauc53rXOf6d62/5sv0l/ob2sPpw53cn6v+cGJZFh/+XyQK31qklIjOUP/lB26uNpD8+O6ulJKllCy85+lfvsH//g35ouT4vOfZ9PhDyyYEQppQXCwpN6vRSbLrP4S+tnXL8P6Jy86gvCBNxzmbwfL++cDvvePSB66GgS8D7KXiWCiOg2U3sXkFgsVyQeI9VRCkzuGtRVuLEIJ905O3HXdSUApIA7QC7k81T94hEk2Z5+SJYtcavHVkLrCUgZNz3IQwAhHnOfYDSiuCH8lENxgK57F2YO88g/csUeycI/WBpdZgLZ3zrBBYHxDeYwh0fmTNLhkX9bEPSglYhxEsRBnf5fQ7Gl3EfLB3jIt5xQgKJLMEL4Kne2azjxj63L3YPgKu7TR2xQwq4pItmV5PmPvFIpsV+8A88EdmY5DYJ3bJCEYEYx8X07GjFb9k7qfTzHLDi2nua2ZQ1zH3laXTvJ+ZAd7V9Fy8lgdm0LWYxr6b5lAzgqPvpnEX01xjz109HeNyGiu6VMag7IEZ2FbTc1GiGeWZUaKYMvfbrZjlqPE9uZ3ey3qaWwRsUQ5ZvLjOz8zh31diDEe2woFSNNbxqARXWo1gV2lOU2i79Y5BaDoJvXVsyoJUwP1g6fKU+xC40HrsTZSCRZ5xGixYh3GWTmeslWSdFixTz9u+p/Eg8pxdmdImkv9ysWKV5RzaDiEgryrMYNBAomAIgdYNlMsClyiaJGXpHDLLKNKEx/0Rl2gSM9A3Hbd5gu8MWgi6tselGhYFQQisdSyWFZ11nE4dxUWgaxpM24JxPP/pLxRSUA+WV//8TwAIKciqkt560uqaVZHT3T8hpMA0zWjBD6gy5/C8o9CK0mrSzfpHAEhKiex6qsOJ9eWGw7sHrr76Ahh7YfPPAKbP5UUyPW4A97T/LJM2TC68uusptaazjuxiyUWR4+v2s0Drr4lf+Rxw/HutM0A717nOda5z/bvVX/1l6h3LF4zVp/VrA1CD+1iGmFcL2lONaC1p0yHSX/46lFKinaP+f//MQz+wFII//P4NvsxwD1sKY2i2O56EwFrLOgCLkrZucfdPVKZHZwldqiFA0/Ycnp64NYbLVCOkpKlblonCD46mGVhdb0g97A9H+n5AZophcJRJghTQ1DXF8YSXig0Cm2sy52mMJU0SdKq4cKCs42g9h3ZAJIrBDdD0HLRkiaKXnqe6p/TDuMj2nq+Kkr4z2MFg+wHpR8OBXICQktZ7dtZSSEk9WHrraL1FCEXnHL0PWAmpHxmRS2ZAdGJ0Z7TA/8bISMVFeWRwoqQuMAKYZ8Zer2IaI4KFBaPk7mUGWHQTjJlmsb/qOD0XGMHRgRFkvPwLWjEzRdHe/nmaywVzMLSffi6m7aL8csksyayZQVT8a7fMkj/DzExFsBMln1FGGR0lmV4bpn2inf5yev1q+qmnuT8xAqLr6bwdI1PZTPuvmB0lxfQ7nc4pXr+MGZhtmAHjnhHwRRbtd8yB29H1MhqF3L4474fpekVAF3Pi/DTndto2AkA9XctbPfaKnQLcaHACDkpTSEHIMnSiaMPYNxmC5tk6LqVmkWcErUdZbZZzpxWPfYsIklJKBikh0+RKUQuBGwYKPDslqZ3nIBTh+oqkyCmzlNdFzp+D5b31bIqCxabCWU/QY6QD1qKFoJcetSg5WkO9uiCkGl0WDH/5nqEfKNZL0jzn4Cw7Z5FuoBgcfaLRuUarhFIozPaAen1HkWiy4Hnftfg/fUOhJauL0TszOdWQaHje8xZY3t1QbpYMQhCWC8rF+Nfj02T8HDR2RJGAE4KwO1DcXTMYy8CPbSnMMCDqBl1kFFnK8Lyjvlghs5zs7upH28d6mRf5krUqV0vMFHKt245iuknXHmvk9kClFY2Ao1ZkVxvy6Xvic0AL+FXxKx+O/RPA8e+xzgDtXOc617nO9e9SvzbLLFaZJfSPB07GUP2Ue1f45aZz7z1BjMcPg/tgI707Nlx2PVmWfnZh8mm1dUv38MRllrER0Fxt0EqDgma9xBxOVFmGOp7o3j3gpeR4eYE4ncjbHj25MSZFwf7+CX84oqznerNkOLZoGWi6DtxoEd43De/fGa4v1iTWUfQd9a5HqoQsEWy7nu5wougHGh24qkqsdYTg2QePxCOHgA+BzI4h0k4I9KBpreFSSdxgcdajFOzxCDsyCVJJ2sFRNy3KDAx4gvUI72iFoA5QEVgLycFbeuvRPrAE3gfLmhEYnPwMBmLfUbSbj2xaZKi+YJbWxRDmKJ97xSy/2037ldP2lrknLfaPMb3mpv2jVPKB0fo97red9otAzjEzPnFJaafHsccs5o1FEBL7wCLwEoygJUoS1XQ+ijlT7R0jAyan18y0X5z7S/fEyPsO07lE6R/TNYjyzIaZDXv94nGUG0Zgu2I2KtlN+3/P3Esmp8eS2R7/JWuZTj/fMztWRjB1ZDb4kMzvdcJswvLSyCWd5pBN84+SyUtm9hOg8Y7LJEE6x8kL0iThi7JAKkmHoNIai2ezKKh7i08CS+voEkWtFUOWYKZjf5mVPLqBBx+olKQRAlfmLBKN6gzBDGyF5GJTssxz+qrEL0qytsNpyTKvUMsFqsw5HhqSZYrvDXlesG9blHUEKfB5RrepQCfcfvGK5tu3OO/p8fi2o+sNxsMXSUoWHMtJCdAbx1ELEAKtNUPfoxNF87Tliyyl1Zo+S6mdIzEDC615rDtWWUYIAfO05W3fs/r9l6wXs0NtWpU8f/OWKzX+lZnBkhpDtl7SnBryIuO43aMRCDwBidCK3gwUXiDKcaxVmvH+27ck//WfWf2CK2OZJeyedgxF9iMp+2Lq5633B5rnHcnxRFrk2ERRrKqfvfFWZgnHd48MfU91dfGzc/i0fgo4/r3VGaCd61znOte5fvP6tVlmn9b68oL9n7/F5Dnp5xYDIgrHfuK4xrB/2iEZe6c+fOkHT98b3NOWpiwwy4rCe07HE93hBMMUxKU0xXKBVAr3uKWyA/lyQW8svAj2LauSk/ccfrhHHE+wPzE0Lds/f82mLBFFjrGKIk05Ni3Pz1uKridVerTJ73sq5ymdZxkCnXV8KSWnpkdmHU4Kur6n73rWeWCQCYn1rAKAxwyGtpvsxwdH5hw+0bRSYZqG3noUgVYrLoOj9J5Ca6yFJ2vJfMICj+t7/ttgCR7SpkUxOtgVIdAYQyslgbHHxgmJ9wNJmPO5IvMSF9ixFyy6IkZQ9dKa/TRtF10Gc0YJYQRpO2a7+IbZwCKyWrFfKzJO0a0xAqQIhjbM8roYRB2t5yNwikYa3Ysx3jMDh+h6GBmna2ZGLp5feDHPGPbspnOILB/MgGwxneNumlP74nWYjTyiQcclM2D6CzOYizb/C2YTlHx6TjGDvYYRpPkXx4t9YBEED8ysXTQaiTLFA3NWW/fJXGGOGoiGK/GYhhEMxv68yYLnwzWMYC9ldsSMy+fWBU56lDI6oEgUJ+f5crXABMGgBEfvWekEKwWuNzw52EiFTlPqPKPIM4a2oakNKI1dZNxrRSEFF2k6MaICkSWspWCrFKaqSKuSclVRZwmqN1wtCo55ynJZIauKkGpM17PremSZgRB0PlBcrimTlKMSbJuO0/bA62rB83ZPNxh+t1whncUbizu2DFpipcJlCcs8RaUZXXAc3r5HXq5HE5sk4b7pWG5W2BB4ag5kIdAKwUkKcq24vb2i8oFmd6BNE4rFCPHTNCWUOcP+RCqhazvWWuMCPDQtx7pm8+qG3Dm6tiNYj3OOw+Mz3c0FF5sxZqS3Dn2xRLqfvzkW5Yr2cKL86jVD040gLXh8gGd+ILm7QlUlS6kp39z97Hg/qqZl0RmGyvzIXfeXqswS9tsD6d+xK+QZoJ3rXOc617l+8/o1WWafKyklyaqi3x9Jb38spxGJwg/D510UTzVyfxqzzEw/yisBhCRIQQZkmxXD84Hnxx31D++5TFLuEjXmlHnwxrJ/3rHdHsiUonpzzWAdflWRhoD3Hmst/aFGGkORap63O/LHJ76QmuX2SH+/pbtcI4VkOwy0CG6KnHVR8PzuntQMpH4yFjEWazqU9UgfaJ0jfT4QjGE4NhR6NDwx/YA0Btn1LIxhUArRdkgfGAZLCJ6TsdR4XiFQCHoC2SA4DRbf97g0xSiFCIF919EFuHWOf0Jw8hbtAs4HPIE6BCyBa++plOJr7znhuWC2cI8mE1GqFy3urxlBQ1zoRylgBCc1M6gpmdmUyLJljHK9inERH80xqhfHisAqMEsPe0aGLC70Y45ZBJMRIMVgas8IaiIbFvvgiulxtPN/fnEe0SmxmOZRMhtdRMYrRgC46fVoMR/lmJIRuOz5WMJYMJtpaEaAGa9BNBy5nubwnhmsRsdKpteO0zVYMGeoRZD4ktWLzF8+7RODriOTJ178HKZrol+MGV0kI2tZMUtHY7h2zuzyGB01o1NnOV2nGFUQe+k8ECSgJQpBLgApsammFaMxSCcCN9WCVgpSFINKeKd7DILLLMVmKWWRUIgSEQRP1pFtKm5XS4QZsM5hgx/POUBQkvXNBcssI8szdJZSFTmPXc9zbyizlG3bs7xcoxLNosgJIdAby8lbZLXAZBn/2rZcfXFH97BF3l3x/v6JNM/54+0ViVbU2wNJCDwAUkikUqSLBXrqXc2dZ1V3/HCsufnda8L+SKEkRduNRiHGokPg+VSzfnVLko7uj6kUuK6nf9qiEvUhRiQvMpzzNPsaZQaMdYim4yJN2C8KnpuWojNcJhqpFNtTzd2yJPGBh//+F8zNFZs/fEFe5ISu/6yDrfee7Q/vkU97pHO4Y827h2e+/N1rtNYfbdd8+wPvn/dcfvEKsl/PhEVzqCJNP8q5/GtKt91POvD+PdQZoJ3rXOc617l+0/Leo9vusz1nv6ay9ZLDt+/w1xc/+jItVhXN8UQlPx67PdWE5x3toUZXJZs8xfXDaNoRPMddTdK01MGze37mTiWUYXR1E3L+apRSkFnH6xDojzWnhwS7WrFeFKTe8/DugSrAOk1ojUWcWu5WK4QL7J+3SAFucOjtHlFVbNZLLvsedieOqUIrjRQO33ek1lI3LfbUUGlB4wKLvudkBtLBkuFJTp6tGJ0TN1IQBsvgAsJbhPMkUtCZgUIKjtZwHCxBSW6kZpMmZMHQCkEhRolkDbRK0oqU1A0MAaQLKO9QIVDJUUKWes9GaboQeGvsh54kKSCE0blPMptPWEbwEB0VI1sDc6+TmJ4TL7aJboQx+ywaVGTMrNGWUaoYe9qilC7KBSPjtGcOd46sTMJsE3+cxr1m7KeKTofli2NkjExRNM0IjKYfi2lby8woxWDq6AyZMssPd8wmKTFkOpqHREt5w9xPNzCCq2dmhnDDHAcAc3j3iVmeGFnGdBrjG+DL6XHGHAewf/EevMxTi0xWPm3jmYOwmY4fmcjIqsVMtQiyAiPA1C/Gidd2x+y4GQFb7EPLp/ONTGU+jXUCtJJ0BAopRxdPrSmKHK80O+/ZC8lFnk1Mq2BZSW7LG3ZPex59wKcJEoVnwCpFernm+u6G4D1GKNTQYwIslkt0AGt6QlFgCB/MLDyBoirpbi9pFyU7BCF4SgEBgUg0yXIBdiB7fUu+rKj2B95M8myTaowPmK7nYC2FEPRFjixycpWwcANSCJwZsAh0qnGmx/c9mXUUZsAOFllkpGZACPHh39JKKVZdz/vjgUSnrNYlRaJww4A5NaSX8a9GkJc5u64n7Bzi1LBIFPdNR76uWC0WJIuC7anBK0lflaRK47Tk5mKN857T+ycGJVlfbmgOJ8rNeH6RMRuedqybFj9YxLHmOtEcjGG4f6R7EXotpaRE88Y5hn/5hmczcPkmdiz+fL00h9I/ARR/qYpEU+8PLC42v7zx/4Q6A7Rznetc5zrXb1q/Jsvs5yrJUtKrNd//+TvWy8Vov+w8KEGxWtJ2hlLNbpDGGMzbe5K6odxsyCeJj8mSuXknBPCe9HnHurfomxWWwLA/IOT6g5zSW0e/3eF3p1GSl2pO/+MvONMjtEYJyeL2irZuUceaLNV0RiGUJE9SBiRpb0hUQRI823f3JN6x0Snsajo/oDzkVc5Qj7b3YuhpjMB5TxUCSojRyGLwJHguzUDvAoMSdDZQykAlNdYHHq2lcoHgHMEH/k+laYPjaC2PAZSEZx9QeKxzpB52AbLM87osqbuOEDxFCLyzjjeJRAhYCjFmUgmJwH2QJvZhlu15xoX5xfT4mRl8xYyxCGYGxsV6bNOPzE2UFkYwF9mvCLpyRsbOMcsjW2br+divFSV30WIeZqYnAqLX03bRBn47Pb5l7FP7mtkgBGbmKWEEW7F/rpmOE3usIiiNdvJP0xyieUnKuPh6ZGbu7IufCE4ieL2ZzhNmWWB8HIFYvJYR/EUL/e+YbfwjSIv5bTCHgr+UMUawHFnBl31nMOfHeUYmLALj+C88vv/7ad+OEdRF/jy6bz4yG4X4F9vcT///O2Z2tRASP2USWimRWiEShdEKVIoKAbnIWCEYWkNSLkgSRbooaFxAXq0Ig+fYGfR6yepyhdIKHyRBKWqfkYXAIk04nBpcmaOkQBf5KFeUgt55OiVYXm7obza8fnXH08MTZnei1ONVHLRELy5YXl2yP9VkXhJ6Q6E0D3XH9c0VKwLb7x8QQ4+XgsFadJ7wtGu5SROUFITe4KTgeGpJneMuSdi9f+Ti1S1JUSAmebXQirrpyJYlvbUs04z3/+2/8/ZiyeXFCp8keOfJV9XIXilFsI7gPZXSpFcb3j9u6RPFIs9oswRf5GyuLhBScNweKF/052qpyNsOe6wxTUeILrWTwUdBIG86/GDRp/aDnb4UgkWSQoD2YUu7riiqBd2pplSaRZKy++4thzRhdf3LTNpLc6iYcxmB4q8tKeXYk/x3WmeAdq5znetc5/pN69c6LX6u4l1ZDifcdk943PKqyJBS4ntPfawZQuD+/SPVZkW6qji8e6CsW/QLcAaQVAv6pz1ZqjG9QeyOo7znYgXW4sqcalmx7XoS7zHHhna3J90dWVpHfrFCSUl9qtn+339C5TlsVmydw++PLJKEljGzqe56zOOW6vmZa6kY7IDqBzY+EA4Nz75mSSDzjlZK5CCRAVIt0WnGYX9CeMd1niK9pxPzonkIgp23XDjBQsLBeRoEGyGozMCT8+QhcCUlSEkhFN4HvjXmg2PetQLhR5x6K8E4z0N9YhHgRmtqAoME5/3IAgZQweFcYJiuZzSjiG6Fe+BPjK6MEaREFu2Bud8rYQYLK8Y+KsXMnEUGBUbgEHvY4kI+9nvFHjXJCE5aRjATF/gbZlliNNGINvORzYmSuyhXjCDpB0awFVmvaJYRTUsiCMqZWaPIJr1jZM6iyUaUaUajkGi6sZxej1LAuI+bnovjR4BkmUHSRwYaL8aL/WiRSYsgK/aDrRkB52q6TnfTuSyn7S0zM3icrmE3Pe4YwVc9jRst/WMQ9QBkAmop6H0gD7N0MoLgKFF9NR1zPZ1DeDFGNB3plOTkPVpK0jShUwqDJNOabYBeKq7KkkDAEDgmKdlgMWnKJlEMISDKEiMCWbmg8YG9lFyUGX1RMJgBpROKPKFE4Jzn0LaYsiAR0FrL5eICYz1911OHQH255PrmArEcTSxu7m4wFxv6U400A8J5slVFby0757m43XB82GKkQK8X1I97FsFzs6loDwHdGfLBkSrJtz4g6o4q1QTneD6coO/QznOyDXazprWW1QR6QggcOsPjfs/SVRz3R66qki/ThPZhSxoCKks59j33zrG8u0blGU/3B5p3j1Te89Qbemd5/YffUzctSZER7EB3cAitCB+g+4uSgkxK5P6IzRPaY02yP5KmCfXj88g0H+tPss7mLsUiTeiP9Rih8OK7YVMU3H/7FrNcfL7f+GW9MIeSU4D3v6V+Kcblf2adAdq5znWuc53rN61/65dgvCubmgG5P3FbFmTLBfXhhO4NmdYsk4Ql8Nh02O2e+mlL+7Tn4vdvPoSpwiiz7HtD5z36acfu6Zlqd2S9qT70RfhTh1MaOVi8MaRmIBxr9GAReYactltozfPhRHg+sv/hHkFg5SXHZcH69gpjBsTTFrE/UDqPEAqCJzgHAUol6OqOhRR44L0zVEpzrGuyQwPBUwnwSkEICGspheCtswzW0llHcI5MafAgESTDwLPz47pFTj1ZzvNEGEOaw7iYvhJgJFwEeAqQKEHrA9fOcbLQCPjGe6604iLAvXMfDCSacegP9uyR1YkMU2RVrqbnJCMwS5lt2l+CihgeHZ+P0rcoi3Mvto/5ZtHoIuaEPTC7Bm4ZF/5X0+O4fcLs6FhO29fMwO3AzIwp5uDsy2n8O2Zmq5nO+46P++li/1p0M4xywv20beytisHVkXmL20VDktgPNky/IzMVc9MiMI3XpJ7mcMnMZkUgG8Hkp6xkBHAwM5/RvVEyRwPEsO4IHiMIjYxfHPMIXKQKLSTCOVKhWMtAHzyD8/Rh/JsJApIwX8/4frfT8bfT2Esp0AScFKRC0SaSJkk4CUGvJEspGJTiJs8QmWarFCwq0nI0+ui7nifvMUmCz3OaMkO+ukEmmuJwQg2OdVVi+x7RGgSB3gW8VhQ3V6TBj7LJzrBMEkQC74PDb1bc/sPvRsntS3fENCG93NAaw1EKgpDYqsQoSbteUniPedyynrIFyzACkuT6kmG15On791TGcFEVNM87Hp9OpHmGr2s2IaCsZ50nMBj2+wONlFig6wx5lrBKUoq2Z11klAQ6a0nThIftgZubK6oh0Dwfpj670b1RtB1DnhJCYOkC7dffEdKMvChQ6fjX5lrLw8PjmKVW5KhUI7SCIkebgUQr7p8P5H68Bt57dG/oT80HEAkQfPhg6x8r0xq/P9FLQM+9yUvvaXZ70rtfMO/4xBzq3/odE/5O+8/gDNDOda5znetcv3EFKeGv/AKNd2W9GdDHE2maYBAkaUpyfYn3fuwzs6N1c361YX+qOT7t+WNV4gZLkqYYM9AejrjdgTxAJaEzPf5xS4rAtT3vTw1polEent++ZyEhKUoWAmzXg3UkbUvbtKPToA+Yhyc2SnCzXKLbnuWigL7n6f4JnSYsqhLf9wx1Q9MP9ElKUnX0QnHsGnIzoBYliRCkdc8TPWJ7Yi0E7TCgU4XpLYdjOxqWEBicpzADSx84uEAnPQHxIai68+PCd+PnPqbUBS4EDGFc0GcBnBsX7g4wLnzkxlcGcC5wdJZbxkVCxQwmIlsTTSQimxX7oKIcr2VkSF4xW61Hs4vjtN+bF/u+HCef9hXMQCbyoBkjgIgsnpqOeWC06Y/P5dOxTszgz38y7h4+WK9H5ilavEfWLgKYKBOM/WhR/hiBY87MPA3TOUZZY8cMSA7TTwSal8zvVTTHeDP9fp7Od80MiiIIi0Yn2XScfjqX1TROzeweueBjB8m48FsxG7MkzGYiUXoZDVuiPX/sf9OAFyCVxHhP62Eh1RhojBiDrqVi5z2FHzAh8B1wLWAjBfXEwoppzjH77lIKHn2gEYK11jyHQCMFeZpRSCDPWSzy0QHQe/bGkqcJq+tLbn7/hsF6tt6zP55ojONiWTCkKcUf3nD51Rvs7oRJNMc/fcO+7cjyHJskODOQ5SMzJ4SgcaBvLrlclhx/eCAtcvIv7hC3V3Te0wwDn8KHuus5VQXp1QXZeslxf+D1F3ekWcp3399zsa+p0gSLoN+fyCbAkqQJN1++pr1/grrGr1fIcKB3jpO15D6QS4kWgtZahnbA2C2+SCmkGq3ytUJJSZEm+LqjVGK8EeGg84E+OETXUqYJrsgwIhCKHASI3ZH11XrsoSty3P7EKUvwBJQZ+CLNMO2BdLCEMsNJTYvAIWiTLV5pskmS2J9qMinxZhhz2aZqnKOoSj6tIk3Y7w6wmQFapjWHhx3+5upnVRefmkP9W4CW9x7xCXD8e6ozQDvXuc51rv8flPeedn/4URZNsV795i5WIlF4Y371cYbeILcHBAE5SWe895DOX+RSSopPgkbzzYru/QOnpEA87zmeatRuT+UhUwoItCZgPVTrJaevf6DaH7leFLTWYq3jznpknvL27df0qyU61VQIMu9xbUN5aNi1LZfGcJSK1As2WmIPR2yWsbAO7Rz3bx8xpscdai4HS74o0GmKy8ceGQ5H3vU9l8sVmxD4YX8kN4bGw9APDNaSeo+zhoVOeBwGLtqOIgScH7+8jXGQSDKl0NbxitmqPZphBMb/BMaF/mG6VtEB8B2z02DsocoYwcg3fJzBtWFklOLCIZpit4yL9+YxRKfmAAAgAElEQVTF4ytmWV109DOMZiKv+DgEObo5RpAYM8aigcUDM2DomAFPnFMEmxUjILtmzt6K7Flk5A7MDNSauQeunV6LJhj9NKfoEhnZtQiCosFFBDARrMoX+8ZeLTtds+W0XwzMjg6LBaPcMGEEVqfpZzNt86dpGzX9jsAp9s1FaWXsR4tg9KXFfWQd719cK80cBB6jDJbTT8YcHO2nea8lKCk5IrBSsQ8On2ouUdgswXqPVYqjc+PNgEXB+1aw8o5SSErnqAPscB8kmFF2WWlF6z1CCUopuReCVikqrdmkmh+CQKaaJE05SYV+dU2/LMkuN3RZylupCNcr1leXrDNN++07Fh5MnnD3D7/HSYn7/YrUe3IpOPzLt1wSWET23DkOTUcfPPr1DWZRUl1fsF+t2B5PVDeXXC8reutYXq059QN+GGjtgMtysq/ecHEzmhj1g8UuK/Iix/QGaS3p9NGnU01fFQx1S6LVdGyLUgIvJTdZRnexYv+051JKbNdiy4LgA0YpEmdJ8wR7bAhFxmAF+vaKPMsIXU/IU1xvUFJwqRXfPDyR3l6yenVDvq5oB4dISpqm5btv3vGP6wqEwBc5SaLp2n5k/quSJB9DDro0IfGBrm4ZLtdsyhyAb949Uby5pj/VFKslwY72/Av1iatjmvzkZ7+eXHCjikFKSUGg3h2RUnyUWyle5KO9NIfy3iP0X29A1Q6W4qfyNf8O6gzQznWuc53rP3CZvqffHtBtxyKZjTTwHm8M7e6ILXKyi9VvFtpZrFe0uyOLX+ni2O+PrKZ+huUEymrnKJeLn9/vVHOzXCKFoENQf/09t1eXWAIWgdCSoixo3z+SukB2sUZ1PdvHLSIEhsHTSkjbltfrFcWi5LlpaazDtx1p3QKBcOpYmp6dEFgpCEWOd57d056rLONoLQvr+FIIHoWktRb3tIO2J7seF3dfqITUBpq394jgR8mh8zSHE1cucCkA73jwcOh75GC5FKMcMfYbvQUurGctBY6R+bhmlsZFa/eWj+VyL40YomlFlLkpxkXzP0zb7Jh7riJ7FmVu8ZiRtdGMBhsv93kZWBwzsGDOK4t9T+rFc/W0Tey/imNENuvEnKu2Ze7dijbzUWYYmb6W2eUwZrDF7WCW/B0ZgeUI5ed8tJgPFh0co0tjN80tOkeK6bXoKBnlkPGaRmAVLeoFM3Csp2PHfq1h2i7O5TWzM6LhY2OO5XTdIpiKjGXG7Ix4ycyERWfIKGPcMrKPL/91RSdHM40btMRICUqxTBS4gFIaEwI2y8kSyX7wXOYZ1vToJEUJAYkEY+mtG6+zc2gtCT6Q+kCmBEIrtm60uM+ShE5IlJasqgUmTfjBDjykKXfrinxR0BcFq7sr0j98SVdkmEVBVRas8nxim6G+WvPwsKXbLEmKnGy1YD1JnsvLDQ+Lknd/+R5xqqm8Z5FlZMuKZLnAKcmwWvCc5+iv3rDOM9JTw3PTMqwXFGUBiwUiUVx9Eqjc9AP+ak3ZdOA9/f7I3Vevef7+HcsJ8KRZyqFpEbsDOgRC3SKEwAdHa3qywbNIE4RS7BCssxSnNZdZitEa5cZreX+ouXlzQzbFAvg8Q7Q9PksJ3Rg6UfYGd2wY7sLYb5konrZ7Vl7wUBUYJGmRk+QZTduju54sTbBNh1cKmWiyPGP7tEemCWF75OnUopXiZAx3SvLs4XW1QHiPtx+7KbbGkl6t+anarCq2xyM3FyMLZ4yhq1ucc9x8xKI5/DDQHE+4LCNbL3FZBn6UdOar6ieP8VNli5ziLHE817nOda5z/XtXczgin/Zj/thnwJGUcgRN3tP88EBztab8hJX6W5SUElvkv0rm6L0fbZO1RvcGpkWVn2yZf66CdQipOD08UrSG14uSIEczDIEj2MDhaYvbHVBdB8ZA03ItxnFbZ/DGsRsMQ4BT06KlZPe051A3XOcZfd2Qdh3WOzZS45qRj0md56IfMMOAavsRGElBZUdWQWiJDh77vKfuBg52wARBLgJt27Ml0PvAm2EgFYJ68KhhoAiBIQTWQpJPTnKPjIvnDXAV4OjCB6OMkjETa8lsc94yy+Si/O8lyNgwLs4LZoOMCJoi+GIaR06vF8x9UrF/yzKbcBhG0BMX+PfTGCUjGFkxSw8jUIv2/NHO/mHaJ7Jpj4ysXcIIKvJprBtmxojpd3T/i1by0U0wCq2irXzM7Iq9XxH4xX0iKIqh2/G6xTnE3rHorhit7qP8UDAzfglz71w89hL4vxit8C+ZgWV0vYwSxtirFzPbUmapZMxNiyA3As8I/GIvXPnifDLgQsC7yf/hyPg3kgJKSQieTCpO3vEsFVdJQpmnNCGw0pofrCUREqMlm1WJFin90CLLkmHI8FlCkyTkStLvDuimxbYdTQDlA++MYSEFtQ9UQpBnGiEFmVS8l5Lico0qcrSUWCn56mbNfTdwSFMuv7yjubyA6wvKN7dcLyu899SnBpyjNwOnuxueXt1yt1qyvPrYRl1Kyd3vv6C92sD2gO967p/3+CKFNMNdLLn43RuuN8sPnzn7LKG7uWCpNcXLG11M6oTBjje63tyQZxmnzuCtRfX9KKW8u6Z+d480DjFY1kriFyX1wzOFD5i2gb4fcxClHB1TkwS/qtgnCcNgWYixz1RJweuLNV+ZAdt2kGX0naGqSrySoyybgDkeCcGTpmq0+vBhlE4eazZXG5YC2nwM1m7ajqRtyKZ+MK0VbdswuJTeOqySLE41VQgMSkKZcyUli/2J5nBkpxReSFTXcjKW4DzDYLFVSdEbtNaf/fzWWuPE+AnT1i3icGKZpwyf2T7a8ve7A/Xbe7osw/Y9dlHy16agNf1A9ubvN6QazgDtXOc617n+Q1ZzOJJsD2S/Mhy6zBL67WHsSfkNQFp2saL54eFDptBPVXc4UWo9ymYm2UttBrKbX7ZeFt4zeI9/+4CQEqXGUOdiOS7Lh8HQv3tEPG5JnaNME1opCRJs3SF2o6zS9Ya0s0gl8YlGnWpk19GeTth2QImATBPKVPFsDaqBQUlS7zFNy2JqxF+kCSpNeQZUniJ8oD816L6j6w3WObwLrPKMQz9Q9j19CCx8QDhPExxGKEIIFMHRAXWYF/nRkTH2M8UeJ8ks8Yuyu2iSEW3do2QwAovYD+SZQ4UTRpbumpHBeWIOI75gBmxhOp5j7v2y0+sRDN4y9zgdp7lnzP1dMRxaMrM7YjpOtLdvGHu/ohPgHbNb4ffMIc6RIdszgjc1nZNmBmrRTTHKLyOTOLzYdssIJGMWWwRxMUA5hjfH/jnPCEQLZrloNBEppmsZt9sxM2jldH08UIoxukC8eN0ys1zxfYljR/AWf2pmA5SWUcL65XTOPSPIXU/nvRXQhfF9+JbxhLzSFCFghcRKATrlMs/Qiab1ASMFrZRomeCzFJGm9IuMrzvLcHHBSStMlnBR5lytlqAEDw87/LtHdJFy6AaqJOF3UpDVDcGD8Z77MLqGHpVkeXNFtVig8pTeB3bLAr+suFovaRcFW6XI3tySv7mlXL5gTlLNQefom0uWmxWrV9cMfc/7f/2epffknyz6s7IYGdZ+oHp9g9IartYfxvTeU/dmBF5/+JJllo3P/YRU/CUbIxJFfX9kOWV1rW6vePgfX/NaSvJJ2iikQIWAEYK32z1535FLTa8VjzhWeY7sO3ZmYKkUjZSsyoJLKWmOpxHIa41tOxwBXxZIrUkrjS9y7GAxpaQti/FGQZaiyhy9PXAKgSov2AePkKDSBBkKGht9UgWnzrDIctZaIKVlyDKGvscODpGmZFKSK8nGGB7/n3/Bag3PO26XS9J1RbKqyPMU3/U0dYtPE7JqQZp+/B2QVQXb7YFFb0i1otPxFslcgzGYyRyq0JqFVHRNN7pTLsB89w6bj8xa8gtKjX6w+Ks1+W+kGPlb1Rmgnetc5zrXf7AyfY982v9qcBYrSzTuaY/J0r+53DHNMpqrNf328In98scVrPtgmyylpBssYb0kTX9ZHhmkpD/WqH1NvlyQFTntC9bu8LRjYy2mzFGnBndo0M7SA912R9YP9MeaUkluipxUQtsbfNsxHFseh44CAXmG9p7ajwArFIJ+CHSdYeUthdRIJZHO03U9gxR4CbmxbLynUJqagVRK1s5R7w74YWA92dkLKSmEoETyYAe8H2Vp0QL+NTML89I+PkrfXjEChSUjuNozLncumdmU2EN1wRzYHIHfFXNodM7M1sQsrcjURWfBJ2bgFTPBYs8WzEzXFTOoOzBLICOYircFHpgzw7bM/WprRoDxnxmt+eNcIgsHs5mGZARE8bgws1gRVEaWLWEEUBHcRhA3TMeMtvJ2OteYrRbBYbTQz/i4fywC3eh4GF0fE2Zm8wD8FwUHB52CmzDZ8U/MVgS9krknMLoxxl4xmI1ZXuaaKWZZqWQEhUFCl6Q0IlAlCV0I/Kt1yOCos5RMagZnSXxglaZ0QkCe0khFLwSZkjw5R16W3ONRixxblqz+4ZLF7TXH4MmWC3aDp+1bqkVB9Yff8e6H93RfvyW1lmbqUdtWFWnbQXAkSnNZ5LRFjpWSvZTje3S95urNG/YK2uUCeX2F+s//QPnqkl3dsTfDaHCRavKL11xtlnSDG2WGq7GjzqyWdE87DvdPH25kBCkROqW4vUQ6z5ClGClIpOL4M8BLSvmrgo2L9Yrnf/mGtVS0p5pysPivXuOe97x/HnMVw+FIOhicsbyyjhSJMYbDyeKblkYKrq4uCM7ySmd0WqLcwNB7eucplSRYw+AtZih4DlAWGSiF8AGZJKSbJenvXuOVYHes0Y9bXmvFcX9itaooXQChObx/T1ItyIoMrTVd17EZJKZpR2ZWK7RWHESgD4Ku7cjTFNu0eARr7ymqivthwB+PNImgyBMGrUjShEpKCIHmeUezXFC+cMFEShABIaC3Fl2sxny7qbpTg9wfR7n7i+8BIaCoCvxmBU3Hygfa90+0FyuKn5DDf5Cg/gY3If/WdQZo5zrXuc71H6z67WGUNf4bqswS9tsD6au/vfyjXC1HQ4en/U8yadEuWXhPbQbCekn5GQcwmKzzXzg5bt8/MvzlG24XOZ9m9/S9QZ1OJGmGyiRt3xNOA0nX4Y1jaHuS3lDiQScYP95JruuO0LRk3lMGuBMjw/bkQQySRVFQmwGsQzctiZCQgRaKjkBnLBmeRZaiFiX18UjdGgbnSNzoCOcGw9p6xERn9cJzEtD4wHGyKIcRFFTM/UYxiyuyOtHUoWVcyEdGKH7Ru2n72CsWe7XiveqXVu+RtYpyu8jUHJht32M2WHQCVIzgJZvmmTKCrXtG9uYNc4BywmxMEXup3gNfKriTilRIjt6yFBI1uA8B2HF+cfkV3RXfTHMYpnFeM9vNxxyvFfCv03Nx+/hXcnpxPffMroYRvMXeu57ZKCW6QlbTtXrHCKSb6dwia/aGOZPtkbk/0DKC5kElpInAEvjv1qFD4FUINH7cdpFqFsAzgdq4D+YnDbOUNBqOD0AmwSP4TgkqpUf3RQG+yLlNFUIl1ElK7QwrL0iUYJloDIKhHyhDwAu4D0CiSTKNTVJ8lnIMgs4NNEKwvLsmLUtMpllebNjnKf3vvqD44pYvtSI0HerdA8siY/nmFV//4x8wT1vE/ohqWjYBjk1DV7cUxnJIU5Zljk7HPrRjmdMuC542FcUf3uBvrsn/8Uuuq+onZYZHrcluLj9iR9IsI31zh391Q7s/jAzQBMLcZ0DY36KklNg0xTQtcn8aDY+05nl/4KJpEakeTSp84FC3nI4n1lk6BpM7x+/LnG+fT6RljxeCd8Fwky/wdsxaM/sDP3QDXgiUlLhVSeEDynuCEBw7w0kKSr2hfdqylIqbNB3ZdinpnEc1HU9ty2qz5vbqgsEYDs97fIDMjNLtoevRy4o28YQsJb9Yk1vH0PWEIuNd01FlCVmacdKC6uIC7T2ZBdlbXH+kXxZk5Wg3VCaa/tSOnxmLcvwMbzpebdZ0dUN7atAhfOg37k7NBxffl9WaAb+uuKoW7L1H3l2x3x9RIqC3+/EzcBrjcxLU/xXqDNDOda5znet/sfo5R0YA3Xaf7Tn7taXbDu/9r3JdjHNx/UC3OxCcRyhJvlmhsuRHLpHlaonJUvaTccmnCy0HnAbDUY8N+J9jzj6Vu0gpGYyh3B0J/YDygb3pSfPsg/PjfrvndnL6klIQdIIJnqTrMdsjC+e4yFNObcBkCUfrqBBI7yikIC8yRBtorOESePSOpVesfODeWg5m4I8Bci0QLtDanucQ2OBJdEJwDhECqQtjCK6SKGsJwHd+NAnJABNAh0DGzMhEN8MTM6jaTM/FKxfNNmCWEkaYOjA7CcYep8gyRVYphjLHXqY4ZnQHfJnXFe32I/C5YJYWxtdikPElc09YBGPRRTGaVgyMgPEg4IRgrRSJkigrEECfQDI4UgFFGOfaMYLBAyPL9vrFHJfM4dURuKymOfzxxbkPzFLFeI2WjCzZgVEaWDACth1zsHW8Zrtpu2+YHRpXzGAsYQSLHbAT0IbxOFWisXgaKcmAH1KNTlLKELjwDmMG3gfYO0urU27yhO1guVWSIbGkZoAAhfdY4OShF5Akil5KHAElJImUPKcZ7bKALCNRkq2QFFpxm6WUCnonxlwxraC3HNzAA7BWiiAlidLoRKGEINWSvixxWcqhyGmFZyhK7NUKt1iy+acv+eqPX6G1/vBvtFWS775/T8hTvvqv/zuEwNNfvuPbP3+H7DtYLigWJX2RILuBx7rmKDT2akn25o6bf/4n7m6vyF7dkF9tSP8KmeGn9WvZr79VZRcrDt++ZTUMhEPNwg4k1YJ+GMgONUoEXNsj246V93SHE6Ht0UVBX2SUtxsSM0pCnRR8sz9QtgNVcCzrjooxZ85pBTvH99aRhTD2dfU9Mktp3t6zWK9QZU7Tm/GzOc9IqoJgA4N1nL67xyoxRYpYmqahTDO0c6g8xRKQCEQA2xroO6qLNUlV8v+x96ahsu19ftfnP62ppl17OueOz9Ct0cQJSRtbjEYkxhnsKNiKRmyNpjGgIJoXgWheSEAEQYkiRmgS6A6aNN3aCsYB1IaIQZAQA3Y/j8+9z73nnnP2UOOa/qMvVq1T+9x77vQk3fccUx/Y1N5Va9p7V9Wq7/r9ft+v2+xYLgcTkCgFVVHw9Mkz3i1zmrajXExxdUsPL0RariVhV2PN8B48Ga3ujcF8+13W1iK8R8f4wsUXDuea4AlZRna1pDycG1Tfo82S7PpiWGa7p9nVNEWGKcuv9Nx4HTkJtBMnTpx4Q/gqjozb3rL8ghbCr0JpNPVm+4UfZsZjiZstqm4prOPsIJZijDSbLS4z7MoSeTZ/ySUyy3Oyx1ev/KDVLKZcqgWzfYNuus/s9/PaXdy+xkjJNgYmLhIi3H70jHB1xvWkRHUv2/znRcZt79CtQ1pHKQQ+JlKeEUJCB0+VZ+yDp4zgo6cQIHTGKiWCd/TOogtDKWBrLXsfIBmSUqAlZW/JpEaHSNN19L2ltI4UI0ujSS7gCLyvDTF5djG9sGh/zvDh/wz4FkfXvtGIY3Q6HA0jRlOJO15uLxxd/m4ZBNOYrZU4mkaMM2APnRoftueN7ofj/nLgI45B1e8cfh5nncaqVs0gVEaxONrkj6JznDV7dNhvaTQfCOiNYqY0IpNEa6nSIZg3xkF8p2NL4hgP0HBsRTQMM1XjXNcobCVwrhU9iX2CiQBxmMqbSY0Sgo+tY0rCSAhSce/Ci5DldYI805wJyY7ANZKFkmxT4s45rtWwDYTgPiV670gh8YmSzBEorZjnGU1MrEiIqoQiZ2YUcySN7bFC0hPZd5ZUFSzLnIkX6L4jOcckJZ7vaxob8DrikQgtudIGqyROwidK80luMHlOVhVcnp9xdrlEFzkXVcWu77m735KMIptO6KoCHwKt80g9BE7fOkumFIX1bIIHbYYZo2lJmlfIy0u6sznmfM7V5ZLl5Tkmz2i3e5ILpMzQni9w7z5m/vf+BBrBxx89IXYecXXO4u/7SbarNUYquu0OQiIWinx5xrtnC6bzKULrV0aB/GYLrR8VXZXUzjHdbMmEJO1aiiJnExO7ukVvaqbOgg9kKZF6N8QNWMteSIyWrF3AScl5kGQ+0AigtejgyYQgk5I6RkwuKK1F7lvuM40NkXNjCJsdhVQgJabI6XYNT58+ZyMkhdIIEQj3OyZdT1GVoDVbG/C+JZcSZTQ6RpQA4Rz1aoO4OEdrzX7XUC0fODSmhMo0+XzKtu0wxpBiwmhF3LU4rTEHsVUZzXZf02SGq6rEek9czCAznL/3GG00t9//IbMix402+7mhmJ5/5sJhpTT1ds/kbHieTM7mTM7mbKRkev117UNeH04C7cSJEyfeAL6yI+OuhvWOZjl7eYD+ayClHPJnvuRYMmuRqx3lp8SSlJKpzCBBs94RBcS2/4xL5Ks+aFVxSf/Bx5Tz6WAY8mC7n9fu0nU97bM74mbPXBnEbsc7F3O2jSXVLc9/8DG6d7jCYH0gxTQ4V/aOGDzLGPApUQeGDyRdT1HllCQ6FylSwjrHioRBUOQZ13nGnbN83wV6H+lc5D4FClVQGk0IgamQxOiJUuFtoEoOlyIuCWRK3PQ9ne1xPvJuPLYYjqYflxwrTKOhRmCo0ngGUTKGPo+CZ8LLdu5j66HjGKic8bKF/Bj6fMvRzTEc7v8Og1j0HKtCKwbBM2UQf6MpxZhHpjmalnBYf2w/fGgBPwZC33F0SCyzjHK5GD6EeU9NIvMOLQyt9dwEP4hALfEp8lgZbBxqh61P7DiKWNSwjI4glCAYw/eAKykQQnIXI3MhqEjUIbJNkVpJLpXiLQF9TNwVirsQaUPgusqRUtGqIVB5quRQ0QyRszLH+sgPQ6IqDG9nOU0M7JRGKsHH1lOlgCxydFlwfTEnSo2WCmkd+66lzJc8WlTc1g37oiDlOVUIFE2DtoHNZkfXdqSLjJDnWCMpqgkqRr63b1hrQTebcP6d93h7eUb2Y+8xe3zF/c0d3+sdldQ8iYFCSq7PZszzHOMsAUHIDL3R7GLCVwV919KrjFYmtDEkKSkmFcoYyrMZ1fnZiwo5QLvZ0ruAOD97UdE6/5SwWrz9iL+WsH1P4SNysaD+4ROWmeLm2S3ZvkF3PaI4VIDygGsDU62H175WSBHprGeboGgtJiWmWYbvanSRUxQ5u7oeWm+FZhMFclKQz0tmqy37oqBrOh4t5/Sd5b55ijw7G1p29y1vn8+53zd0QLOviQlC2xGMZmkk0QXu6468LMgT+H3L1jkm8xkpBO7bHlMVTIqCbrsbjE/E0Cx9cTbnWd0wrRtoOoppSZ4pmqbBZEdB5+oWNZtgfSAuZogiIy6mFPmQbTbPDNX0i6NV4PPPV1+nE+R15CTQTpw4ceI15+s4MooYqTJDv9kPff4/okgbZ8E+71iitZgH7Sefx3gsbgHmK7hEjpb8MkZ8MeTcwNDWKF+xv6ZusJ8851IpmsxAkeFmFTEmzLTElDnrj57hm5Z6FSirkiLPsW3PW1py7zzPrWcahw/WRoDQiniYzBJCEH0YnAl94mm0LKUgxcg5klUMFCS8BBMFz/qeRYxEF3ikBVJKtt7RukjKFPc2IpLH9o5FCFwlQXuYM/uAYyjyOcd2upqjoIJjm6NiED7jbNkoch5aro/uh2M+13i/5yjqRnfCMU/r7rCfe47OiBVHo5Ceo0GFeLD98bhGd0PBUbCNodRjhSvj5UqaAD5EQJ5RTkqKCNWk5E5rfn23J1lLrTWtllzlhneFZhUtH/rEEkURArlRJJFQUlJJwfddQEjBQgpMlpNpiZSKT2LCETFFQTSK5/uW2PcUQjIXktvgsQK8Vog8p4+QQmBDpBUSlCE7n2KFYt3syXpHFRN7o3g0nTLTmvV2x5MiJ737iMnZguuYKCSsbteE3nI1n3B2fUnQGoIna3vu1ju+lxLq/Xd561tvMVea/b7hyZNP8Ksam2tUVqCrjMnlOZOqZO/9IMQfX/H4vbcIuUFMJsyul0STE2YVf+O33qYoy5fakZv7NZ9stkQ/PHOEUpRnM+YH4fX+1wywfxMqWr/ZuLst1XxKFgJhUnK72uCe3jJpeuZlQShy9m49tOzuGs6UQOmMqVFURkNI5DFQh8jN1jIrHLrvcXnOvMgIqULHhCwNtYtURc7mfo3IM4z3rNqOJCFPiblS1LZnmuV0WtPs2sFxNiZklmFtj921dMlzPa3wnUU6T2hb7pWkrAq0Hd6LmxhxRM4yg84UflLQ7zvEZOiQEFIwn8/wixl3d2surSHTChmGi2NCCnrrSFXB2jlmb10TEcTF9MX5anTz/cqkz56vvkonyOvMSaCdOHHixGvM13VkTFJCDORaE1Y7bJaR/QjzaAGoV+uX2g9dDOR1h5QCVtsvFWcj47GIRxnyK7hEjpb8+WJG++yOMjPY7f5FaHWMkaZuaLY1pm6gaWmFIAkQSsN0QhMCUkmcD8y0ROaGkozgA1vp6a0lM4ZpmaFDQe08n/Qe2beoQjFLiRgidXDUfU+uNE5EJklw5T0xDm2OnfMkqZDeIrWkTxBSoveej6PER9hYyxbBtPH0ERZKUnrHXGk+CoFlOlq5j1WlMVx4ZM4ghMYq2OjouOKYn7XnaHMvGLZ5xyCuzg7L9hxDmWGo0imOLZNjBc9ydGYcWwhbjpb6439+NA8Zq24PjUbgaFIyhjknjuYi4nCbMziI7qclaTFjUxXUUrJtLfr8jOlsQkqRvQsY27FXGX++65h5w+zwvFxLgRYKmWt6qegSPMoy9kQ2SvN2oZkiyPKMT5ynPFswMQJ3tyW7AKPA+0DjE8Z7bn0YwpK14Z2zOYRAvdkhYqSfT1lOKqRWXErBrmm537dIrehyw1MfuP32O7z92/8mri7PhwgD57i/39I4R7WYcJcSK5fIlCCExH3foaYVi8WUuTEkH9i4gK0bxORH8LMAACAASURBVKNzOqGwVQnTgnIxJZoMtKJYzLhezJFaIqSimlZfqTVw/htgAnTiSIwR3Tbk8wnr//cjpkrRNB3nVUHfdNy3FhkCWgomRnM+q1gAKcHaOTa9o+0dy0ozFYI9kdv7DYtM8awPxBCZaEUvEkWCrXc8u73nLMF5WeCFIO8tIiXOpxXPQ2D30Q364oyUEqrvmUnFXEsa69i5RCYidtuwEpKFGCp5zifoe3YpUijDvu3xj5aclRWht1BkFGXBnQ8U6uH5IDFbzPFVSWsU+/WWXEjqbshtS1dLZtcXrO63NEWOmU1IvWV/s4IUaVZbAKrZ5KtdKBCfXebLOkFed04C7cSJEydeY76uI6PQimjdEOqZGTabHdnX6MN3vaVdbbBCcnm1fGnObfPsBt07VruG89mrnRU/j/FYZtcXX+oSOVryx9WWuJzTrTbo3mIR9PsaaR0mBua74SqrDQETE5vOsj9Ydp+dnWGtQ6zWg3mFlFjnqISk7zti31N3Hdttw7lI5D4QUyRqQYfEI7hpanofWEiJE4nOR661ou4999aRe8+3paTNoDeaLCWIgQ86y1Qc2guFQDvPNCXmmUEHzyTGIeQ3BiSJFYPYSsD7DAJoFDhjKtGWQciMmWbj7NXYvjhmno0CbLTJ/8uHdd7nZee/Mfy5Pmxveli35WjksWQwyBht3hcMQu85xxDolmPe2IZhnmw0AWmAXwO+x2CW0R72lR+O5QL4SQZxJ6SkR1BVBd2k4t3lHBDUbUueZ6ydQ/uIvzpH+GEu8P7ZLZuuQwrJlUjMyglZrjBJQGawWnA2nZCbjOdtx5O2o08R/eiKq/MlzWYDb11jtjVZlg8fmLXCpUQvFNb2rLMc+g5TlVitWUXPWeeYK0GK0CmJWy7Jck3ddqyN5uy77/F3/pbvMpvPiDGydw4rJbO/bcb5O4+RucHvW0TvhvbUXPP4Ykm5mNFudtQ3d2zu1uAiSStmlwseX10wGVs/T7z2tJsthcnIUmJXFdQ396je0veWIiUm5XCBKoSC5CNJamzw+BCgd9BbdtbSN4KromBqFKWWVHmG7T1b57jrHFQZadcS+45LJViYfGiH7nvmrUVax8o5eq24SuDaAm8MMdNUPtG7gLYenTznRU4hBL0PrIxhMZvgtKIqcprOoWc5MdMYbSAmhPcvKmJ6PsVUFfumQVpPPBh/ZHlGtVzgF3NWux07nbN4/xG6KOi0Qhg9vO/e3jNRx7lq4xxliNR1Q8wy8vnkc6NWYowv2kU/zed1grwJnATaiRMnTrymDFdhv54jY/Gp2S3V91+5D7/d1cjVFi0Sl+88/oyNtbGOQmtU15G6nnYxpfwKMwIjsu3Y36/pWwsxvvJK/0OHyrW1yF1Nt6+ZbPfMfGBuNBjNdt2wOLTAJAQ2BIqzKbHpCAjWbcsiJfLJhI11hKaltp4yzyDCzWrLvKl5J0XKzmOkpFGRoA07ARrBO5MZLQ03nUXuO0rACUeynrdJeOuolaKNkSZFKmV4LzOUMhB9HEJoU+AcQaY0RoghWDYGiIlVjC8s2m8YBNMNR6dEONqo97yciTW2KZYc3QMrBpH01uH2KYPwuuJYGbtkEE73DPNmOcf5sMDRibHj6Aw5Hsto4T9hEHZjyPMZR4H4q8CfA/7i4WvzFZ4Xc+Bv9p7HXcc/kme8c3lB9dYVTd/h8sf0SrGdFOjvvst1liN2Ddl6y3sR7O09abvDO89t22ISnOU55Bo5m5K0ZD2ZslGwvbogf+uSLMu5Xa3JYkJ1FtvUbNY7MhcoyhKrJdV8NrgWxkgL+MtzitmEb2U53lu+94OP2Nzt0EZj5hPM5RmXv/XHeff8jH615endiicuIrQivzxjerXkYnn2pa/D2cWS2cWXh7KfeL1JLqByQ2w6ijyj1YpmteF6P0R2uNaRUsS6SGN7pHNsmw7TtkBER8FvlYLgE9Y6fN1Rk4hSMMkzdF4gheDD1ZqGxNtiuCA3ywxGCrwLLJXg3nk2DVQkVFnSdBZjFGvrcU1H3tmhzTl41iFgoqRUAqckJjMUeUZZllgf0EIQBLi2I02nFErS7Bu6lGBSYZsh5dBlmqbICAJaYwhSIiYly0eX5FpRHS4YtruawvohwuRT4itJiUwwO+Sn1Tcrms+JXGmCp5y/upU/vcEXNE4C7cSJEydeU9rNlsnXdGSUUr40u/XQ4eoL97WrX8yUbaT4zAfJdrtnojT9vn5hbd/v6sEF8EtE2gtb/LbDtz3X8yn1esvkbP7CfbKREkGijOmFQ+V8UuG05uMfPqNdbQhC4HLDNMtR1pGUog2RVkuUzjFVSXE2R+5abm/vqZsO13fQO/Z1R0TwcbuB3jHre7LeEmPEkZA+DNb6s5y3kqATsPGObWepeod3Dhk8UyERAnIf6RPIGPApkiNRwVJ7h4iRiRDUIRISGJEoVKQPsHIOERN9GloSv80gzD5hqHLlDCJoynFu62FWV+DlGa+SQSg5BqG0Oyy3Ozz++LDMGGSdM1TPCo4W8uN2LYPQmj/4khzbHycMAnIMdM4YqmkAvwL8PEO17OuyBX41RGh6/sxf+Et8+/sf8c//7r+bn/r7f5LF+YLtcsFbv+3HyTJDv2/pb1fsnt3S1g00b5E2O9jVTF0c8siiJSqDLDK4WBKWc87/lr+BH3v38Qub9ofREMEF+qZBZhn3t/dkxhCVIjubU04L3nrnMa5uXmr3/ev+jr/1My2EL3h0ah/8ax0RI+V8SrPb07YdprcQAl3TooJHh4D2iamE4APr7RZdt0O0gR+qPqsYkeOLPwQWmUa4yK3ryJDElLjU+uA+q+kRZEkgYkSkRIhgsmGWTQtwIdBsdlwKQd41iN5SISm0ZCIEN53Dx0iUkizL6fd7oh5aYiWwF7AsS1rruNntEBH23jN9fMlEyxdzYHXvmJYFtQ/MvnVJXhQv/i4BaNZb2vUWvdoi5lO2KVHol+NWhFZE51/cN8kM3fYwV/0pkRby/JWvwxgjYrTwfwM5CbQTJ06ceE1JLvxILU0PZ7e+Sh++6y3yMFPWWEf+6LMtkeOxJH88plxr4maPzczntp+8ZItfFGxD/Mwxtc/vUHdrREp0yxnibEFxuCLabLYUTc3Z+YK+6Vlbx0d9zVWW0xpFPi3JlEbVNeVhru2+7Vl//JTt81uWSnNRZoTOgnNkXUfRdETnYF+zLCsckbsQWCvJxHm0NjRdj/GembeQBpMQJRTOe+Z6sH3XApo45Kqdi4hH0LhwcFVMLypddYLee0wSiJS4FKDT0PY3ZpGNjoqGoVo2zmudMQitUWBtOIZTj66K47zZDYPQmxzWe5iRxuHnPce2xcTRRKRgqLSNIdVLjnlp/nBMkqMt/zXwBPgPgV8+3P9Xix/cb/ijf/pX+Pd/+X/gH/+9/yD/9h/7N1keRM9keQbvvfUKkeXZ72uIcfjbTKeIMqe6WDD5VOXqR5nF+rzn94kTryJJiZSSkOf0TUv6+DmPixJXtGRNIkropWez79hvawqtEVphu8GxsXCBFCPGaEoy1jFQexBKkfKMTdOSAe9kOS4XbJXEKYWclTytW4RWw/4laKmZGolrenTTYrQkpYhRigbBxtrh/Tgz+CzHOcsiRraNp9Utej5Fz6e8iLT3EVFvWQtIVQUusFvv6ZwlN5pOSorOgpbEmxXtco7KDN12h0NQTCvM3QYvYFEWeGvZfPgJZlqSHbIv8+mEfle/yDoDKIym3uywmX7xevy88xUwBIEvvvjC5OvMSaCdOHHixGvKj9o/b/KMdjnHbnZkWr/S4eoh/WbHPDP03hOXM4pXtVQetvHpYyozw3a7J7s8/8wqr7bFHy4J275j9/yO/uae7PaeQgxXYN16y768o840UkhUjFwoRRUjs6rgosj5+PYOOZswu748nqiDx1rH6nbN7tc+4P3tnllZ0ojEznrcvsE0NabImZY51jp6H3m+2+OVZJYXFIWmu99iRUcWEjomgvMEH5FCcCkFty8qmgEtB5v1hRQkH4kpcc9wYh2t7yPDrFWfGAKB43Ble5wR2x9uRzfGDYO46hlEl+JYISs5ZpgFhjbF0fZ+f1g2MYitkWcMFbPRvZHDrWWw1R9bI8f/+JQhQ6ziGDBtD/vqGERcDvx3wL/F0fHxN4K27fnTf+qX+B//+/+NP/af/Lv8wz/1e148djK8OPE6I4wiWkuUEpoWGTxSgOt7Mi2IThJ8hBTIpGDTe/II70gJ1pPkkMvonWPH8FrMixy0RglFJJJrQZdpTAwkn/DTcnDwrHImEVzTE5yljQkThgDrynuaGNg2lqmGZVEyLUrkRNKFiNCSZ0Lzvd2eLst41wikVpg8o9vsWe9qdusdrYwsrq4ohSDu9ijvuRCC2nryiwVqX3N2cYZbb1k/u0GXJfOzGdO3rmnu18wzw0YMnRpZURAvl+jdnnCzetE67/Ps2D5wYJIZNtua7DL74vMV4MvijQunfsibe+QnTpw48f9z/kr658vZBLeY0Vr3SoerkRgjuutprMM9sDn+DIdtvOqYlB1aBR/ywhb/M1bJgmbfYJ/cED56SvbBx5yHxCRGJgnKtmP26x8ye3pLtd4SP3pK39shu4zBwnlhMqa7Fvv0lq4e6kNOSu4/eEp1e0+53lAYTQ+stjXCWqZlBtMpbe/ZNh23vWNnNEkKJkqRGUXhIoUS9M5jvWUThnbESimEEHRKUgqBSKCUIkqJTZE6JbwUzORQeRoF1yjSNoCLIMOQyfWcQdhsGcScZxBao6PhlkFY1QzCqOZoX18clhnzzkqO1vWj6JtxzDYbK2lja6RkqH79FgbhOIrA0YjkOYMQ84d1xm1/67DvD4F/GfgZfmPF2UNun9/xL/3ef40/8NP/One3979Jez1x4kenXMzZ1A1F0+HLCVEIVNeTVxPq3iF6S9dZaDtc76iiZ5o8MgSkSGycYx0jSQi890Tn2bUdMSZi35KFiERhjMTkGaUU6CIHpRBpaMNuux5vHbHtCNbR1h1KG1zd8pZRXOf50FJpFEoKTKbRWc771xf82PUleabZZRnP1xs2IfJh8Ox2Ne8uprw/XxBjoN7VLFJiqhTERDGfDHO1h7xJ4xyP25786S33XQcM54vaOvL5sTW+mFb42XSI3djVtPuabD6ls+4zf1tpLfuu/8LzVdM78uWbWz2DUwXtxIkTJ15bxquwX7fNMcZIt92TfKAjcbermafI+fkC/UAwxRi5vV2R54bybPG5VyJfHItzn5kNACiVptnXL+WbPbTFf7i/1nvM/YpJjGgE86p88XjftKi6ZTEpaOwgyhZNT58SWwSLs8P2paQ0iuAcat+walrYN/j9jnhzz9w6JmoQT9dS4kJivd0RpGQaPSrCZZFBPkW4QN93bFMEN1jzqxCZacOtc+gsg9gxEwIbBnG0T4mpFDzxnpkQzKUcrORjRMX4orI1iqJbBqH0wzSYdGiGStSYb6YZKlmRQQSNxiBPOIZOZxzt78f5szEk+v3D3++WYfasZhBelkHIFYdttwzVuLFaZxjEWMaxDVIcjm3PMXstZ3Bw/D+B38/QSvlN8Eu/8Cv86v/05/kTv/jH+Ym/62//ho7ixIkvR0pJ2zkuMkNZ5biqwm325Eaxt26oztd77LbGtx1liHRtj02gY+RMysG0R4jhwoyA77WWTjVMMsNUC7Z9x0pIhBbooiB2LWujyK3HO49Mic4HlkYjrKWJgcJGjAsEBBvvwRgkCYRA5jlogUCQlOR8eUYi4auK+80WZT0zYN+2bBGoXDO7usT2PURIVQFKE6qCeVnQbLY465nPJ0wjuH3L6tkN0wjhbPaZtuFiWuEyjd3u8bcr5ONL0mKG3e3JtB7OH8ETtMaVBYtJRbPekvxxNlRohSgL4sUZxRdEubwJnATaiRMnTrymlIs57XrH5Cu6OLre0m926K6nOgxd7wV899tvE2Pk/m6D15p8XmHKEmEUmdYsPqeVMsZIu92TXCAFz83NHVWe01rL5MHg96dnymKM6N7Cp07Am7ZD9g7VNUyur+hvV3BoGXTWIXYtJhsa8VTvsQgmhUE7z13XU1UFJjMIJYl+uNqcQsD94CnJOa6EwCboe0uTEqu6ZtJ7upRYCoFzjokQ9AS8d/RdT3E2I9clfWvRRtPbiI4JUsKHSBTQhYAPkW1KLBhETRKCmGCmFDHEIecrJkqOouwtBvEzmmwIhsrYnqFC9fiwbMcgtjYMJ2XNULk64yimSo6zZmOYdXVYdjTvGIOi28N+J4f7RsrD4zsG4WUPP2ccK3ljltoth9bMw+O/CPwbn9reN8Ht8zv+6d/9+/gTv/jH+V3/wO/8ho/mxIlXE2OkzA3NuqMoc+Jiguvn7J/csveR/ZNnXAePsY5cCLbeg/UUCbQ8RGlIBVKipCAkuNSa2PW0PtAjeSeT3CQori6YKYVse2qG1shSCWSmCSngItzuerSGUmhi26F8QJc5xiSqlOhdpKcnKUVdt4QsJ8pEW3ds6hajNI+XcwofsPuGs0yz8ZFmZnFmcKidlDm6LAdjEkD2ltwF2q5HLObMpOD5J3eob7/D2SvcGAFMlmEuz4nnZ9w0LdXZnJ0UyF1NWeYU03O099T3a2x/PM8Nf/TAft9Q+4Apiy/N23zdOQm0EydOnHhNkVLiywK+wizaaJE/z8xLwmh0uJJScn0Ypm56RywyqvmM+uln6yH2IPRU3z/IphEopZj2ltvNjth05NPJcb7swZzb6PT4abZ1w6OQCEVB13ZM1LEK55uGKjs6bmVaUdcNVCVGKyYJvvf/fI+L+YIUAqvNnjI3bFcbHsfI6uaOGAKTlHBS0N6tyZuehdF0XYfRhhgiRUp4a7FGM5tNsCkRjKGuW2JM+JQ4KzNW+xbnPHvrqGJECsA5opC0RGIU9Ams98PMWRrEy4JBeI1VrHsG8TXjmDG2PDz2IYPIGk057GH98rDe8vD9nqHCdclQzRrn0m4PP4+h0/Lw/fVhmTGwenF4fMcg7D4+HN+SYzVuydDmmDi2SV4xzLf9L8AfPBzn60DbdPy+f/T383P/9X/G7/o9J5F24vWj3WxZTCs6AdsffsJFWRCLHBk850qymxRs7jbMEtxbB13PO1rhUyKlhBACFyM+RTohCUoSpCR6uPYBJyLbXuBIlCEObdIRZkIwqQqe3d6zT4nHmUKGSEPgx4UhT9BKwd47cENESC4G58XgDTQdlDmdsSzmUx5ryTMXuSPhhKA/P+NZjJzFBMsp1fkcmyAu54PZkfWoGAGBdB6ZBPuYyI3GG4XK5eHxL0ZKySwzZOcLJpfLFxcfV3drJvuGWVW8sOaPMdIET8hz8reuuMwziJHmyQ3NxeKlzo43iZNAO3HixInXmHw5p3lyQ/UFYdUPLfIf8nkOV1Vu6FfbwSlQypcEYLPbI1c7FpkB83IFLJtP6W9WLJcL0t2GYNc0swnVpHppzu2h0+PIvuuht1hrSWqG3azQMSG0wpQ50voX1TQYZs1STDR1R73aoNuOC+c4zwqM0eyVQO72PPnBRzwvcs6QTM5m7Jots95TS8n1tMC7MLTpxUjnPV5rqjJHJ/AhoINEELiYlmxcZH+/wbtAfZhO1ykiSBRJkEtFHgMywSR6akAchNkohAxDJaxjCG0e/yOaowjrDt/PGea+bjmaifjDthQvz5c9YRBtY9XMcayu7RgqaGcM4uqSY3tixrFSNmamPWIQaDuOxh/jHJo9HMP08P2vA/8Kr484G3HO8zM/9bP8wp/7uVO744nXjtH1tppNuZmVtB9Hwv2aSwGxzBFlwU1WI3YNhMg0DROrIiWcGF7XTkpCivQpsm8dBMNUCu6CI9eGmdLIBO16TZbnhExDzLFEYqZZ9A6CwAlYFDltBBGHypyyPZl1WCLP25asqqgygdaSrrXYugUSrshxIbG8WLDUmt55ppdLqosz+swglWauFc4F/KSgmM/Y72u26y2Z1phZRdCa7HJJpTXtZo88zCx/Wet+oTXNdk91NsfkGb4syCYlUUl2EaIUICSiyCjn089s7+F57k0UaSeBduLEiROvMVme01ws6Fdb8ldkoj20yH/Ilzlc5UYT7jb0ZfbiZNns9pjNnjx7tRjUWrMWoNZ7iB7VdMS6xV8tkVdHF8dPOz3u2pZnmy3T23uy83MKIbjb1kjviSlyWzeYBH5aoYVktNd4fr/iced5NCmImWHVW57XDVUEJPzwo6f8mJTImLA3t/xwtWbhPJlW3IVETBCVJpMKqRQ6JpJz7FMklwoRBCkEml4y0xolJY13ZMEjhUBLwUZIZEoIEjMJNoI5iLKOoWVxnNHKgfXhd55wdEtccrTTFwzCCgYRpBjEluc4H1YztBmO82k5g3jrDtsfHR4rjg6LHP5qoyOjPiz7cNZsd3j8gqMt/tuH2zESIGcQjBVD0PU/wzff1vh5tE3Hz/wTP8v//Jf+Wy5e4SJ64sQ3xcP3wOnZHCcFUWlWCa4RWASL3KCtQfWWW0CmiJYKrSTEQPKBXUgEEoVRLA75kDoouhhpfKSJILoeOSkpQuLJtmVhDOVyQao76l2N9Z7vVAU2RIK14AX7BNEHqsLQCsWsLJjkBhsCMQau8gxX99z3nnI5RSfYdx1hPmOeZQQEi8fXwDA7nHygr1v6PCe/XDJfTJkeHBhTTNRNh55PEQejpWZXM118sWgaY13geJ4rsoyohzm3L8v2hON57k1sdzy5OJ44ceLEa041n+GWc5r+s45W/WZH+YrK2Rc6Mo7bzQ0yJlrnsb1Frnbkr2hNtNayv72nf/qcc6UoqpJSaoqioOp66u99SLOvsdYCLzs93q+3uN6hG0s1m5G8o7tdkTtHecj7KXcN87s18vsf4W/uyKynXa+53uxgt+fu2S31/Zolibl3LGYVKnjE3YrVs1ueP3mGaFuKp7co55HWk4vI1jua9RYdIyp4FnKYJ9M+DB9U2o48gu4tJgT6fc0yRJQPGOeZG80sN0yU4Kl3rEPkLg6VKgX8NgZhFhlEzC2DeBptTwJHc46WQYSNwmp0T/QMJ+J3DuuuGITRnuMJemyNbA77KYH3GNoQc45zaOlw/xhIbThmrE0PP49fk8Mx5Ayiccw8WzAIuynwh/nmDEG+KrfP7/jDf/CPftOHceLESzx8D3R1hzaK68dX6EdXPAfqrmPX9ETvIZNkeUaj9KE6FOicJ4U0tDlrxVRpMOqQU5jIlaRIoEJk01iedpaPtKQzCZtnTJZnpPMzsvkUVRZEpRFC4oSgFWDKgmw+pSgK3p5WKCHZx8h95ymMJlMSqaB2jkIZ+qZhlcCcnzGZVuA9wXuEFOTTiuJsxtnVOUoritmUh/HQQgoIg9DKZxV9iuC/OJvzxboHofvwPNcETzn/4nPbQ8ZK2pvGqYJ24sSJE28A1XyGzTM2qy267SgP1TTd9ZBlL/fhP7p4qXL20OyDFIe2EKMo51My53F5Rnx+N7Q1fop2XyM3+2G27dDyWE5KrFHYfUMiYXpDut8QQqJdzklSsG16aucRAsqzBW6zo+gsRabAKPaZptvsUW1PERKF1hQaQttzu/sE0TvySYlLliskvnMkBC45+rxn9eye97IcZTSu7qG15DGQmpZtVaKNQbWOmCJd7/kgRooE695yLSWZkky1piPSBc9q2xMDkCJPest3tcZZx95aZEgUUvJISp4mT0owTceKk2H4fsMghkajjYyjmKsPtz2DkBuNP+rD+o5hdq05bNNztLGfMIiocwYBVxz2MQZWf4djm6TjWJEbHRgLBmE3WvGPVbU5x3bKPYOwMwwVuT/LEED9JvBLv/Ar/GP/1D/0Uk7aiRPfJKMDL4D0nlxKGh9QWrJLEWU0qxS46C3XUmF1Yu8jwTqcCygSpRBUWhAilHhcl0hCsAseJTVaSZRIRKmpUyLkGe9fXWAzg59WlFri2ha725FMhhYCk+U89ZF9VaKF4MpoYvDIFNgliZxk9ELSIkArlE5sSBTXl0yMgZRwLlAtpvRNg84WL/3e0jpijKRDruWRRIwRVeaEw89fhSTliyiYcbZ6nKv+Oui2+0ptla8TJ4F24sSJE28IWZ6TPb4ixki92VLf3DPJDFulXtmH/2qzD4BAdI5mt8dnhvpsTrGt4VPOWvVuh//kdnAirIe2wygEQghEjAgBnTHYswWxMNjJBNc77GKCNppJa7k4X9A1Hbnzgzg7oJKg2zcs84xWCjjknCkp8estRYhIrTgrCnbrDTmSbr+jEYo8RSZ1C1qzKCs2OsM3DSoO6zfbPY31xK5FisQySYQPVGnIWuv7nlsf+FgqSiMptcI2PSaCEGBTYmsdrffElIgh0CZ4FiETAhsTBUdTjYxjy2B++L7kKIpqjm2HcwaB1AEfHW6/fVhnnDu7YxBro9HH7rDOlqM1/3sP/k+jA2PBUYTVHCt4HcfK3iggs8N9iqFSt2eonM0O2/tDX/hMfP34Q3/gj/A7/p6fOLU6nngtGB14OZghyTxnZzSsNkx3DROp8EVFaB37GIlJsA4OFQKP5GA6ZFPiQxuG9yUlMCpSaI1Jhxk1AWjFxBgKpbEhoqVAS4lUijidkjctZYj84Oaea6PBe9J8wuXVBXQ9u67HKkMvFDsBj4ocbRStDwSt0CSqsqC3FjGd0LUd5eWSLNOo3pNiGipkByqlqPcNSitC63BtT/KBVggaF8nfucJMK7brHV9WA4sxInRGt91THTo7Pm+u+kv/H0ZTb7Yvwu3fBE4C7cSJEyfeMKSUQwuLC8ymk1cu80VmH+M2pjKDBJvvfwSzCdZ7Mq2x1tLcrRGfPGdZFAgpcNZjmwbVO1IMdAeDDzWfMnOWxnb0k4rrH38fj+Dm9p6ryYSu62g/ekroLU3TIaXAk9C9QxY5pDTY5seAROBjHK7C9g4pJD43GKmwTUfpPF56ws09ed/TpUgIBiMiLoEOkXa95UndUUTPREoKIZBS4qxl4wPX6uIJWQAAIABJREFURtOnxBlQxsB93fNMCELwXErBIi9weQ5dPxhshMh2vBCcIkYL9GEWbQyAdgyiaqyajW6Kc4aT7BhYPc6hhcPtOKc2zoeNYdFbhlbDKYOoShyF24Jj1as9LNMyVOp6jnNrPccAbH+4bzQLWTEYg4wCrjls7+zw83/OUJF7k7h9fsd/8O/8R/x7//Ef+aYP5cSJFw68alujETQhsDCSv3y75rt1zSLT+FzjlMKQCD5RSUVIgSZBmRImBSbpMH8aJblIOO+RWtF4h8XgjCLTiiZ4ljERW0chNfv1hny5QE0qZkqRrEUBH+8T6vwMpRR5kROMYc7wXj5xAZ8SziemZU5mDGvnyUJAOMmzfYOeFC9qX5lW9E1L/uDCnpAC1/WgJPtntyzyHEikPCdoSdU76n3NzhiKpmX2IAfz03TeU8yntPcbpJRfOlf9Zf+Ph1EwbwJvTq3vxIkTJ068xKfNOEZGs4/qc8w+Pk3J8MF/JyWr+w3pZkW+3XFelQgpaJuWsN6SWwdth9o3LHYteWeZpMQ8waMoyD5+xvb//nW6zYaw23PzyXM2v/4hVzFyWRWEw9yZ3uyQ+4bkPbvOkeeGPgy/y2pXI9qWaQpMFejg0VqTUqKPEaM1ynuikJznGZvbe+zTFdFaTEzErufSO66UZBYSyxAwzjJ3nlmIfNL2qBBJQnCfIjFFpi5wjuBcKFSCIs8IAqwQLIR4MetVaMFNTGzjIJp2DOJmNPK455gbNlauxhZGDssZjoHR2WGZhzlnU4YPZOvD9j7gGD4dOAo6OAq/g2cKk8O2I0cjkeawXHHYx/i75BwFYXNYRzCIuP/mKz1rXj/+y5/7s+y2uy9f8MSJ3wTy5Zy273Fdj6g72ts1b0lBXlXsBAQh8Zni3lo66zAxMgN679g4D0mQhXSopCdUSqgY6UPESokxGpeGSlqpFI0Y3qtTcBjr6Ot2CJ/2ga1SfKAk5r23eHyxpMgN8zJnOS1RZcnKBvZNi46RsirxCTZNCwg+2exZC8HZWxdczaZsnt1g225w2v3ULFnfdHC/Zgpk1XBxrw2JZDTZtBq6OKTi21cX2M5yt1q/4i834IuhlVHE+JXnqr+Izztfvq6cKmh/lQgh8L//r3+Bjz98Qr1vmEwr3nn/bX7H7/ztKKW+fAMnTpw48TX5tEU+cDT7+IriDCAhyLRG3m8QClxmCHVLKgq6rkPXHcE7/L4lB0KmUfOSWaZxdUsP5FXJRCpmWvPB//F/EQOUf/13SN4jipzptOJGSWYpIX2k0IoCWHWWfetRWkNK1PuaRRRMSoN3ASEVfeqZFxk3SqGlpNvvQRvsak+qW1TTI4PjaWcprGepNJFEkSnqtkdbx0TKwUY+DVlokiGzpzMKVEJ2nkbAQmT44GlC4r53bIClGMRO8IlKDRUoGMTS6NQoGMTRjkEI5QyiqTjcrg6PFQxC6+xwO/qQycM6Ncew6QVHE5GeY1B1zyDe1GEbiaM1/p5hFu6eQeiN++s5XpEdzUiWwPPDds8YxOOfZBBsbyL1vuHP/Klf5l/42X/2mz6UEyfI8px4seD2L/4a34mRZyEwK3NCXUMXcT6y7z0pBLLgmfuIiomzw5WXLsQhlD4kjBZsY8AojY8Jkxu8kigl6QXELONSSoIWrDqLMoZt32PznHVesr02vLuYci0EUkK7CnQxQky0MWDKDFPlNE2PsD2GhDY5IlNUkwXZfEpqevoyp4+gmm5436uKF79v33ToukErzX7f4H2kW+3YSyjOzzg/tCnGLENKycX5gl3T8LRpmBpN9aANv7UOc7Wk7i0bpbl89KNVzh6S3qD5MzgJtL9ibp/f8fP/xX/Fn/xPf56PPvj4M4+/+613+Of+1Z/mp//Ff5LL66/fN3vixIkTn8c4iP5w7qzf7F5p9vF5xBgR2dDWWLUdPjfI3FC9fc12syO2HdJbVGfJqwJdFpgHMwdGK+KuxWkNRUFXt1zYgG87PvnoE96bz+j3DXmmUYsZ6yfPWT4IqF5OSrZNRxM9ru1prOU7hUEwOH9JrUhdjzUZMtcooeiMpmhb6ralIrFPkSmSjYArCdp71gKmRiGlok+OWUzsxBDivO3sMFQPLLRiBeRFzq13bG3H/8fem8dclub1fZ9nOes9d3m3qreql1kaTDwziiOYCU5GWI49DnJMxiJ2IrDBLCEEA1YwWNgYZMB2jG2IDZLBiDgYghH5w5IV27FDcKzIgxMTBhQlDITALD3dXdu73P2sz5I/nnPqVnVV93T3dFFdPfcrvXrvvec5z3lu1X3vOd/z+/6+33ljcF3LsxIyBJ0QnOA5tx5hQ+UrJbgxPk8gPjE7sjbY2G8IpEkQql73yhsFuxPw4KIo+n0m/Zz3Zp1VBNnhuwmVsiF0eqjSDfJJd88cXf986Ctr+rGGQMxgF0g9VAR/5jV/ct6a+Okf+1m+5k//CYQQn3nwHns8YsgsRbY1Vd0itxXGA0JQ1TWRMWANwjmMtTTWoZ1DipBXlhH+hmugMo5WKxIBOtJYBUWesHTQCE08SrA65nZriOMEax3lKCK+dsxYKZTWiDsXOO/wVUuUJiTO0VmH6gw6S6nXWyaRJI0TfBIhlMZGis47RNeSlIJMKRZdy/l6w6GDLk6CqVHbYS5XNF1DJySH4xFSSc61oJiOmUoo71ywEYLsnU/d/fcZ5zmq7eA4kDHfWdqupTuZkR9OScYF8oUb1Is1reA+g6vXY/jhnENET1ax5Mmik28x/P0f/Qe8/5kv4Qe+64ceSs4AXnz+JX7gu36I9z/zJfzUj/3s7/AK99hjj7czsumEqttFCDvnUE3zuuaojSE9mFIvVmRxhG5abNuhlUYiKMZjEhUxPpgQj7L7GsIHJLGi3WyxziJXG2IBh1mKf/EOOokRR1O2IkheNiqYbAzw3pPFGp/E3BplGHnvfUNP21kwjoUQrIG2rph2hqztiIBEKnQSESWK3DlQEidCxk/tDLNIIZRibi2+68B6tPfBnl4JKqloCRdMrmkQDq5qxfuihHEUo/vcHunDmkciVLp+C7hJIFUDwZoSyM4JwcTjkPuraicEUjXtxycEsnXejxski1W/vSMQPtj1o637MVt2gdglu763NTsTkHE//5CfNlj9D7b77yQQ1m1/7F/s39eTjN/82G/xSx/55ce9jD32AKBZrJlMx6w2G0YIjPN4JAup2M7XjL3n0Akm3qOdpXGeOy78vQ7GPx3he+NQSoQXeDxSKoyDKNJESYwwDm86ZmnMeJwzm425cu0KRggqIbh69Rh3esI6iqmzmEZAayxN0+AJUSOZjlgCJonolKYVsK5qpuOCIh8hXVAfPJVnOOe4eTlntVzhnWd1MUdVJYlxHI4yWmtZWEf03DtIr5/SGUeEYFKMUMsN5WZXp8/jiG69ZTSbICcF8e96F9Onr+Gaju6FmxwrRdw0TJxnYi3ZpuTy1z/Ord/4OJcv3mRzNme7WOFeRcJYdYZs+plz095K2FfQ3iD+xvf8LX7kv/67r3l823b8xW/5Pu7cvMN3/pU/+whXtscee3yuYGhEH2SO1WrDSL2+r3WTJmSTEcuqhjwn0ZrtpsRlKbLtaMuS4jXceWzqBuUsSaypSwk4CmupVmumx4dEhzFuNmVd1VzeviBrWzKlEZFGpwWHgFysuHM8Y3E+JxYCQ7CUdrEiHqWMViVTY4JFdd1QKE1Vt8yE4OPbmuPOEEuFdZ5KK2TrUBhiZ5m3Hc5ZbnlY930b0yzm2BmmHirnGDmQnSH20FqLd5ZEKlIpWXnHsfBYJTnx0Fh3VyY4JZCnOYF0DVb2mkCABuv6wU3xiJ0scpAvrgkXZEP4tCeQq3vliSnw6f4Y9GNuEaplnt3d9qSfI2cXBTAQvaofv+rnG461Bv7P1/iZeavjX/xP/xu/9/f9u497GXt8jsM5h71ziXYeUWR0yw2ZCA6NB2nCepSxPL9k3Bli51Eu3FiBnXR5TPi7RkAtPEKCsY6RVqw7g44iDqMIH2mccaQ6ZmEcszSh7QxeGXwM5nJJksbok0P8tiTJM5YXC7a3SzKpkElEqxRxMkEiUE1H5x0UI4o8w3vPUivKrkPnGdfHBbeWS2preWm5JN1sEVHEVkh8loaes+mYdBQMRNZ4aikolAquuasNJZAXOc45mk2FuXJEdv0E17S4G2dMkwh6WWOdJrR1Q7vaoNqWK0ojvWd7+xI/HZPmKeV6E2JmpmPil8khTZaS7SWOb3/8/R/9B6+LnN2LH/6rP8bJ6Qlf9y1f9Savao899vhcRHIwobxxRp5E+M6+LtlH1VsWN5uSuHfTklLiraPalGRC0LYGXgNBk3GMW21gNkVohW8smVK0ixXucIaUEiklsyvHiDyjW6yoOoNqO5SHqmnInOf05JimqsFYGq2wVU3kPEVZYZ3BVCFfbd0Y4kRStx3GW5R1KAcXTYOQkEpN7i1nTcOdtsUYz4mEtC/ejYHUOlamYWktjfV8vpaUbYtzIAUUQlB7j7GG2HukFKw8CCEYsXNJ1IRq2iBxXPavD/5kQzVrCKxeEipYA6m62v8eZI01oSesZWc2siYQrRNCZW6QS75IcHf0BEKWsXOPbAnkbqjUNf0+Y0LV7pJd9W8N/F+v4TPzJOD//pWPPe4l7LEHyzvnjNYbRtMxNz71Eulyzdg7yqYhsZYjJTn3Ai2CW+yY8Lfo2cVqzNlFYswcdEqQJzFl1WKTiERrslhxyzqkdTSLBWl2hdx54kizUgIdJ3SLJSaK6fBMDybUVc3FfMXR4QHHaSAzTggUnss7C7I8QeqI6XQMQGctk4MpZd1QZymtMYynE1wcMX/pjKLIcUmEmo0xeYbOM0zTcnbnEhsp4klBlqeoUUa1rYL1/npDlSckecbsyiFVlmCalmi+Iknul+l7JahunHEwyu5zJR7FEfVqQw0URQ7OU96+oDwY3zUUKZuO5PrJo/3PfgR4ZHTyH//jf8oHPvBBft/v+4N88IO/n49+9FdedfxqteJrv/Yb+MAHPsgXfuHv5c//+e/GGPOq+zwOnN+54Pu//a99VnN8/7f/NS7OLj7zwD322GOPz4ChEb3pzMuCQV8drTG4gwlREuM7SzYds207gGB7bzqauiFTn7mXpzQGpeTdu79xntF0HTKNST2U252cRWhFlqZkJ4f46Rg7LljHmpV3dJFmgeMyTTBJAlmCjCKsdbRVzfxyzna1pZ2vGTlDtS05EJax8yjTkXjPFId0jnlneLGuKduWU6l4p1Y8F0UcRYqxgAMpyazjsDM8ZT2HwKVxXPT2+c6D8yHprLOeyBEiAbxHOEcuAhEaMse2cDfXZ8g/a7hf4jgEVxt25GnwQDsjVMcGmWJCqL4NVbBjQrVusMk3BDI3ED3Rvz7IItv+sSDIpc77NQp2Fvpn/fFz4Cng7UJrfu1XP4b3ry0Id489HhWaswV5mgICrTVSK9YXC3JraBdr1KpEO0uBIBbibhZiQriJckyocmsgVTJkNDrH0hoqa5HGsClL5psK37SkcYSzjtEox2lFZx1iOiE9maGTmCta4pZLqqohTjPSp0+pIs1KSu54RxlpOi/Irx+jkohonKN0uDnnIo0QApmnjCYjKqmZS8n8YomWgoX1vHR8SHd6wlpIVustHsHR8YzTgymHSpFXDd3t8yChL3KOrl1Ba00+m6C1ptlUyIslSXR/7ahab8mqluT4gPYhvCCNNGK5pu2DwfM4IlpuKNcbms7gjqbESfLAfm91PBKC9iu/8qv8iT/xNfz0T/89/tW/+l/5ru/6Tr70S/9jbt269Yr7fO3X/hdYa/nlX/7X/Jt/86/4yEf+NX/pL33/o1jeZ4Wf+8l/SNtfxLxRtG3Hz/3kP3yTVrTHHnt8riOfjOkOJlTmteW8VG1HNx2TjfsMNe+I4xg/HVN3hrjIgzzGOMRnqMg1xuJHOZGQSAKZE1KwVYrp8QGNs3izI47JKKe2hjiKKCYFPk8plWKLoJSSRksoClZaEDmQXpAJKBw8naZkUqDbhtw64q5FGE8eabI4phGeubWsPCRdx6n3PCUVM+tovePSWi66EDpdWsfSOBY+kJmnCVWmoadscFSsnKeid1F04J1n4zyx31XIBtngktD/NWSLRezcHAeyRv/4DLjBLrdsTAinjgmEaQF8qt/ngFBlG7MzDVn1v4v+Z9g/61+fE97XIHkcLPQX/drG/Zxlv+7n+99vByzmSz79yRce9zL2+ByGcw5dlaAV1WodAqQBWzXIVUnStZimxVnLFM+J1iQi/L23BKIWESrmTgDe8UJn+JRp8dYzFRB3lu26xC43uO2WxbZim6ecVzUrIaiTmHw8Iskz5NEBq6pmMspZnl1SJ5o4iTk8OUBEEfnRIeM04XCcE2lNPSswvetiZyw6TdlWDU1nWJ/NGSWKa8WIZ5MY7RxXrh4R1w1cLDkcZZycHFFMx/cpOqSUjKKYiQd/NqfabFFNc7d3rLtckr+sctY1LXK+ItaatMgx44L6IdfgoziiWW3vPk+0prl9yTZPySfjN/X/9ncKj4Sg/cAP/CBf+qV/iPe853cD8GVf9h9x9eoVfvRHf/yh43/t1z7GP/pH/yPf+Z3fAUAcx3zbt30rP/zDf4fNZvMolviGYK3lZ378596UuX7mx/8HrH2yQvP22GOPty7yyRj59FUW+F6md381zTlH2baspEBePdqRMwARTgV5kdMWeQg5ToakrFdGaQxmlJHnGeJuklaAOphinMdF988jpaQSsFqsqM7njDvDaZZwWow40orrNoSMLY1DmhYhIDKORAm881SNIXIwUYqJUpjOsGpaYqlRXtDqiMpamtZgnMc6z9I7VtaDcRwQLnoGYjMh3KWuCeRokPstgcSHHwiky9/zI7lfimQJRGioqt1hZ97h2DkqDuPHBEdGAwwWU4OUyUCffRSee3ZZZYodiZQEwnZyz7wH/RoSwgXe4OAo2Mkjr/fbLTv55P/yqv/TTx72Msc9Hieq5Yo0iklHGU3d4KqWer5iGmkMjso5lITCemrnkd4zloJY3O+4ugGWHi4tpFJyLBSttXTOkXUdM9MxwRNZS+IM1B3P49nOxnSzMWacUwngcEr9rqdpjg+JD6e4zZa2bvCRpj6cgBQ0TUMpBGpccDCdoooRl86xTjTbpsU6R+4F6WREnGWcrTe4KIJihJBwuNlyJCX+Ykm9ffWwjiyO0OstomqoVptgcPUQ4tUs12T3uBKnRY44OWAtoHrZeU62LcaYu+e54plTlH2yss/uxSMhaP/iX/xL3v/+L7zvtQ984Iv4hV/4l684Pk1T3ve+9943vqoqfvEX//dHscQ3hF/6yEdf0a3x9eKFT73IL33ko2/KXHvsscceANMrx6iDKfHTp5R5ylorNlKw1ooyT4mfPqW4ckT0sgZqEam7JzqZxmTPPUt9OOOirHDufpLmnGfTGZZCoGYT8r53zQH0mY91a0gPJtgiR4zTu06TzjnObp9Tny2wZwt8VVPWNc75cPxtRd0ajoqEd+Q5551jud0iI4XpLNtNSWRavABrbGiijzSR9WxMxyeEY2scrjN01lAZQ+ksMYJTsevzGowxMgLBOSSQtIr7K1A3CRdJQ8jzgl3P1iVBKpj0+w8B0wNRS4CPA7/Wj4VAhjLgGuEC7Hb/2iFB+tj0j0/7tQz3g1eEC7W2P3ZLqPYdsJM3PtUfe8POrfFW/3gwGrjJLiR7IIun/TGHbLe3C27fuP24l7DH5zB8Z1FJRLUpieOI7vwSsd5QCIVOUyIdYaVCKkmFpxGgpMRLgVeCXMJYhu+RA8J30EgIJlJQeEcM3MRxbgz/T91wriKaSCOU4N1RRHPrjNutoUagJ2OygylHT18jfuY6o9NjLtOUT9Q11bQgPTpgWeSIwylkKVIPN9oE+dUjTDbiQkA1yVkfjKlHI7ZJTDqdMJ4WiFjBaksRx7RlRRpr1Kb8jCQt0Rq9LmnLiu1iTZ7df15yzqHrB12JozhmdHxIdO0KVZawUZKtAB9HXFh733lOV/Wruju+lfGmm4RcXl6yXC65du30vtdPT0/55//84ffoPvGJT3L16pX7cktOT0/vbnur4KVP33hT57vxws03db499tjjcxuDq6N0jnz22i2Fs0lBud5QyBiTJhRZyrXf/W5eWK+Z3zgjkio4RUqJiCR5nj5gRlIjmGQJrbH4yYgkjtkKSI6m3Llzibx9jtiWTOuONI1pvUOVNdI4yrKmqmrWmy3JKGOUJDRpQ9JlRG3L7W1FUXfIuuEkTmikpNtWeOe4dLDCU5uWeef43d4SSUkDKDcENXuMgE1vkZ/5XRVs0DEMJ8MJu6ywoUo2JxCigcQMgdBH/eOWQNZyAgEaesdO+3FzglxxqMyNCWTslFDlgkDcJIE8Da6Mgx3+II3sCGQtY+fASL+2QVo59J35ft95P+cgcRwRelvK/r0PYdhvNz1H/ZALuz32+J2CcI5sUnDx/EukUlKfX3JFKcqmRUoYJwnLzZbDOKIRILzDdhBLMM4FmbYPN3DG9DeHnCNHUFpH5UEIyURLOgEnWqGAoySiWa1Ze8dh0yKdY7laY6QiLjL0eIQpMhIhOTk9pt6WZEJS4ChGGc5Y5tsSIwR+nNJFMTrWPPuupx6IWFnPVzTWEucZsjUIKfDG4p0P2ZXLFe10TBTHCK2IR/kD540sjrhYrOlmcHx6v5FHvdqQ61emKVJKspfJF51S9x0jizTb5YrRweyN/Dc+VrzpBG27Dff8kpc15CVJTFk+nE1vt9uHjA/PH7bPT/zE3+MnfuInAbg4u3xg+6PCdvPqdwNeLzbr7WcetMcee+zxOnCvq6NzjnKxpp4v8a0JF+5xRHYwJp9NkFLinKNabVhvKpp6gbxyRLlYkU4KJu+4TrlYMd7WxCr4Qwd53YPGIepgzGZbEx/O7lor2zimco7Dq0fUdy6JXrpFUgRpZZylwchi1Utt1lvurDZczzMuF2tGaYxcr4mjiCj3nHnotoraWaRSOKVIlca2LVnVMkPQSs9GCqadZeQFAs9YCSIh6ILrBzcI/WYDkXEEktQSKklDvbBjlw82GHPkhKrX1X6/g36Osh/fEYjTqp8zJVTGJgSnxafZOTNu+v0Gh0Xb75P3r0PvNNmPH4xBhh61YZ2GcPE2rGfTH+feKlxMuNAb9fMNjQMJgTR6dmTv7YK2ebu9oz2eJPjetdZGEc2mInEOoSVWClxnSSPdR20Ep1hvggFRhkBLicZx24bv2yG7MFOS2nsSJTAuuBlJqSmkJAM2rSHqLEK0XB0XrG/cZm4tx+/9PA4mBa2xuCRmVOQoKciuHnHx/IvkScL6hZs0xkESE185JIki4lHOdrFi8kqGO1LSShG+o2KNbQx1VSOblkSHeJLtpiSfaXxtaTYlNomIihFRvKuWqa6j0foB8ubN63MlDjvdXy2TUuK7J/P205tO0EajcPJtXhaW2jQteZ6/4j4Pjg/PH7bPN37jN/CN3/gNAPye97//s17za8WoePj63yiKe3tA9thjjz3eBMRJwrJI2fx/z6MWKwpjmMTx3ROda1vK+YLb1mHTmMkoZ5JniCSiBQ6UolmsmH/yRdq2Q1jPaDyiK0tU0xJ1grascLFG5zlaa1Z1jb12BSYT0v6OZ9V22CxGth2zqzM2bUfyns/j4s4llBXdektb1Yi2I2o7Mmc5yRKibYVBsLpYIE3Ltm6ZYfHG8OxkhKxqYuAsinhps0aWHQfSs647TqTiwnTMO8vTPlzYbKwnER4pAmmxhIudgbQMVvcQqkk1O6ngUMEaXhsIVNPvH/XbhpDpNYEAxQSyF90zv2LX40Y/v2bXC9YRCNSI0L82jBvkiln/eHBdVP36qn6egXSV7PrU4n78HYIEcnCO3PTvddHvG/f7vJ3w8hykPfb4nYSIFK5tSWZjbr90gy8oCjZNi7COaaTZlDXCeSprmCEwUuKBxloyAZUALUD5cHNGAhedJdcSJyQbD9eiCK8jRklMYixeOla3z2gOZ0zGOa7tQqSGd2zHBTaKSWcjquNDusMZs3c8xWozQ0nN9B2S4mX9Ws45ZNtB9HCq0FpHYz1XZwX1pqS8mCNE+M4brugb70mKEUor0jgCD83FknpSkI5C4LUQEq8e/AYSb0SaKB4kdG9onrcA3nSCdnh4yGw249at+/Xft27d4rnn3v3Qfd797ndx584Z3vu7MsfB8fGV9nkceOrZ62/qfNefufamzrfHHnvsUa7W+FvnxFXIFRul6X3bpZRIYzleb5FLqNItq5MZ0dPXiPEsXrpNtq25GkegNbezksvFiiuHM7zztGXIsJE4ytWGdpyTPPcssRC0ZcPi9jkoSTXK0IuW0fUTNosVzZ0LnHMY46hbw9g5DkY5jDz1umK5rZBxzNxaFjduMRWKZ/KEJtG0taNQkso6SuexZYlrWkabhiMlMMZSeoupW+jlQVtC5coC2ocLnA2BOA15ZBFhnGYnW5Ts3BcHc42sf+0FwsXHTYK8cTACUQRZ42DwkRCkjEPFqiaQKnnPsXW/XQGfZFdpG8ga/XoG2eQg5BnkiwNBGy5HxuycJ18E3tVvG943/dpg5w43GJeseUQN6Y8Rafrk2Wrv8fZBNp1QLdbEeca2c0RaMZqOWS/XNMZSdRbroPYQi55X+GC1v3Lhe0768Dd9Sri5sgZSqUiUxAqBVoItjqqzdJGhiBPSYoT3sHzprJcsdvjzOZN/6zmKUcZ6vmR15xLx3s/HRJqm6mivjGCzDoTsnopVuS0ZqYd/M7TGkp4esbx5Rr0p8ZdznLFE3pHdc85JrOXyxVukszFRnhHFEUms6TbbcHNLQvYF76ZT6oHjeynBvfbql3MOkT54Y8Y/YQHVAx7Jqj/0oT/ARz/6q/e99tGP/iof+tB/8NDxf+gP/UGqquJjH/v1+8ZnWcYHP/jvPYolviF88Ze8n6ff8dSuZ/k4AAAgAElEQVSbMtcz73yaL/6S37nq3x577PH2R7laY164waRqODycok4OWArBuuvuNkqX2xK9qciUwgrwpntZ5mTwYxxw9eQIMx5x53KFkIKkyElnY5LZFJ2n2M5hbl+QVQ0HSuKTCBFFcLGgPr9k+9ufxt28w7hsyC9WTLZbrpVbRh4aY6g7i21qjsYZ75hNOAbeoWL0psKtKlTd0pU129WWtKr5/Dzh86ZTUiF4JotwznO7rFm1HamWKCk41OI+6Z8D8IHUSHb9ZGfs+s2GihPsKmMrdqTG9mOm7HLJIsLFU0EgOzk798QRgVi91B9nsM8ePC0P2RGnCbtK2WAGsr3n+bAmwf13VQeHyME/0xAqZZogxVz0cw15SkN2WtJvG8jp4AT5dsLV61cf9xL2+BzG0A+cTQqckpg0Ah2x8Z7Ue2IhsLFm5T3PW8enneMOHq81qdYkUiIJ3zVrQo9rrCDXQVa4dJ4b1nFpLCSaybhAJBGRVBQCZtailmtk1fIurVneukPTtEyzhIOqwb10B9F2HE5HmPmGdjphWdX3vQdv3EMlhnVrggFUklApgbh5m4mQZFmCOj6gvUdSKJUiQzDyHnO5ZH52SbVYYzZblp96kTMhyMYj8iK/ayY1QGj1ugw+SmvIJsV9rznnENGTqQ94JATtL/yFP8fP//wv8Bu/8f8C8M/+2f/MzZu3+JZv+SYAvud7vpf3ve8LqevwYXjve9/Dl3/5H+UHf/BvAdB1HT/yI3+Hb/u2b6Uoiocf5DFAKcVXf9NXvilzffU3fQXqISXdPfbYY483grZpsDfvkK0r4l5mGMcx4+MDstMTNmnCubFstyVdrIML15UjDk6OGLeW8oVbuNsXzGaTB4jdtdMruGnBjaph07Rsm4bLusYjOC0ysqpmVdWsBGTveIpFpNgu1zw7KbiiFe1Lt7EXl5iypLt9hqoa2vkKffuc+HIBcUScJDRdh9pWHBYZse1ouha9rcnaFtnUqJ46ds7gm5bSg9aCd0Wa61ISW8fIexLn71aoBLsLnJcIzobn/bbBzGNDqIqds8sy8+x6tM4JBOo6gYyVhGqZ63/n7EgS7PrWMkKlbcbOlKQmkKQ1gfQpQs9Y2W/TBMI2hFprAincsutfc/c8HiSUDbs+uHH/HgYLfUFwkhzc4Kb9MYp+3pvA73ldn7a3Pv7tL3rvZx60xx6PEMnBhLqziMMDjFLYNKaUmk9dXKLKigMBmRJcixTPSEkigxthLSW1BC0EUy3vVsK3Hu54Qe3AC8801pykCUdZRtUZSmtx1tJWLXHbIVqD3ZRY6xhZh6wqqrpBpAnj7RZz5wLjHMnVQ5LWsJ2NWQnYdoN9/a73zDtP1XVsBIijKSKJKbUkay2yP9+4SJPmGWJaUIlwA857T2c7yuUGud4yuljQLVeAJxuPOJCS9sVbbC+WVC8zIUknBfVDgqlfCTZJHiCUVWfIpq/dMOuthDdd4gjwRV/0hfzsz/4Uf+pP/edkWYq1lp//+X9y15mxrhvKssTf03j4Uz/13/Jn/syf5QMf+CDWWj70oT/AX/7L3/solvdZ4Su//o/z33zvj3xWYdVxHPGVX//H38RV7bHHHp/raOYrVNXclxkzQEpJMR2z7gzTK8cPbM/iiPn5BepwBsWIOI6Jj2Occ8HMyFiy02MujeUyjenmK6bbEiLNBgHFCJclyGnBZWeIkoSrzz3Lpqxo52v82TmRcZTec5wklGVDVFaoRIMAta0pcVC1zKSEqmEUxYi6QRU5qXfM4pQb25okTvjkcsu1SBO1FuHASkUuHcvO4D00HiYScte7oCkJQiCMZUwgQ7r/nROqU0PfliNUzqr+eU4gNpKdTX8MfJpQBRvTyyjZ9XO1/dxxP4e65zgX/X4tO+IUsZNeHrCTXr5AIFND3tlwxhzyy+iPOWSmDRW6QWZ52e83VPiGAG3Frq8OQvVsTCBtqwc/Wk8cZgdTnn3XM497GXt8jiNOEsqjKcnTx3zi13+Lo+WSa5FCJgmRrZFd+It2naUBRlJwrCQbJ7glDInwvOgcNwmV+lGkOYwVy85ymKSAQGuNMR2JVCRKU3cNjbXkSpFYx7qsWJ1fkshDmrLBG4eeFEyThE/dueDg+lV0HGOOZ8gXbuPShPxwRrnZsl2XKO9ASESsSEazkGPZdjRJTLqtEFphs4z1ekt6OAVAxxodj/HOs5ovqbYVybQIvWxZQqI1XZKgD6bhu1dKpkrQVS2Xqw2HRwdAX4VME3hZ1MvDULYdydWjB143WUr2hEocHwlBA/jwh7+MD3/4yx667Yd+6K/zQz/01+97bTKZ8NM//d89quW8aTi+csT3/q2/yHd/6/e/4Tm+729/N0cnD36Q9thjjz3eCJxzyLIKmTHxw80RQsN3C9GDBM45R7wtkVl6tw/AOUez2SKtRXiHl5JcSbJnTiFJ8E2LNZYhiavBoQ9nTC6WuCgiVYraOnxzGXoSWoO7nLOUEmEN48Pp3Z7jyDo+/clP49uWCIlyFonHWM+mbrkSa4qDgovzjttVQ9x1pMaicSAFUSRpnCRSEmssTitaDyMl0Hi88zTO3rXVj9lZ2hfswqfnBGIz7rdP2JG3ut82OC827KpnC0JFrmXXLzbMOfSxtQSSZNhVxobnw5gX+scDQRz16xukToPmYrDNH+4LN/37avrx2T1zPNuv406/bXCETNiRvsFy/73A//HQT8+Thfd94Xvvi+3ZY4/HhXwyRl6/xrqqOS1biq7FJQmmCaHKudLIWKCNJRJQGUckBUootPB473kGOJACrRQSiY8EhVZsnCfF4+sOlXg659DWEXmPxTNDcm4NY+9py5rVrXNG77yO6wwiTxHWkccR6+Wa8ZUj9HMxL9y8g6kbZsUI5yGtm53brzVYFROfHCBXG1TXMZsUrJsWf2WG7JULECpum/kSudqQpwkCgdCKKEupnKXCczzKQzbmYs3B9SuMpGRx2bGYL5gdzHDOYfFc3joj0wovJUIrkmJ0X6WsMQZ3MCZ9mTFQ2XQk159c8fYjI2hvZ3zdt3wVZ7fO+OG/+mOve99v+55v5mu/+U8+glXtsccen6uolitEWd11UHwYyvWW4hVk1eW25DCKqZqOzeUiVGSaluxe62PrSI3hxY9+jMPDKfGkIL6HDObOcevGHa6PCzZ46m0ZTs4CZFFgliuOD2ZcbEpGkaYqKzpjaJsO5T1jpWBVkiYR0nvGUvBpPHq9pZkVREpSxDGb+YoJHrxHOh8Cl71ACkEuJAvlQ78DsPCQIkmUJ+kcmkCIBkliRyBeQ6UrI0gCV+xs64c+rw2BxLxIkAkOpGoIsh6xyzRLCORoxa5yNmfX7zUYkQzVrLSfu2CXczZU6hYEwmfYEb5ZP77q30N7z/ZBfhn3+71IqJDN+mMOzpRDtWwgpC3wHt4eBG0vb9zjrYLF2QVPOcftz3snFx/9NVjXzLTExnH4flUe24a/WWktSaRBCIypWBNs9sdKEGuNEIJWSbx1NEKgYxluHFmLqEHp4ASplcQaRyk8SkTkkaKyliKNiJYbzuuWqj1GHIyZv3ATO8rJDqfESczptSuYacHZ87dIZhNu37hNoTUiiUiLw7tkzbYt3lg65+lmE06yhLbruJyv8Ks1SdMR1w0CQZwmeOvYNi2rqkHPClLP3ZuBRsu755nZ4YxbN27z0vwFjrRiqjVNkaPXWxKtcZ2hWW8xSUw8KegQuIMx+fj+dqimM7ijKWny5JoF7QnaG8R3/pU/y8npCd//7X/tNckd4zji+/72d+/J2R577PGmw3cW6fyrZ8a8SqaMNw6lFe22hKZlfOXooZU4KSXjzjDxUJ3NqaYFWbGLC1FlBeOCtjMkqy2u6ciUhDxlfusMmhZ3Pic9nAYXsDoYizjvOWsNXV3j+vchI8koiclwlJsKGyliD9M4wjQO1e/XGNDeI6RERILESzIkK9PRNR0TJcF5lAjSx4RdAPUBOzLVsJMpjgjE6xa7CldNIDkD0RkqaUPv2L0hLBW746y4PwQ66p+37GSKA8GbsZNHDq6MF/3xPbtYgMN+XWU/30Cwhgy2th83YUcshyrZiJ09/4hA5Abp5oeAt76O5TPjQ3/k9z/uJeyxB23TYD75IqfFiPnVGcUkxwvLrfMFUWc4iiO0cahMoX1wuD13hs44lJAgBbEQGA8oRSsFl51lmkZEUqCjiK1z2Db0admmQ0gFIiaVglvOI7Ti0jhsLKk2FUXTEXWOZZZy/cohvmmJ4oiz3/wE6ckR0XiEE4Lxe95NM1/huo5MyvvdHVcblHUhruNoygRBeblAdZbCC/TBjLPb54zimApIVah85emYou8zq1dblvEl8cGU5GAXNl2ttxwYxybWdHGMaxryPAs9v8sNWRyRaI1pOxYXC/Qz15i+jJyVTYc7mpK/LMT6ScOeoH0W+Lpv+So+/J/9YX7uJ/8h//3f/TlefP6lB8Y8886n+epv+gq+8uv/+F7WuMceezwSCOdeQ9bLq+n4PXVZo8qK+OTgFUe12zIEVhP61pr1lgrIihH1ZntX699VFbGWNKVFSEFZNdi6RjeGK2nMdluReI+ylq4NdCKyhiTWbFYrRllKrDOUkERpTtfUmLbDd5Y01bxQVkyajlxJSutC9piUjGPNvDWU1pFFish5LpuW2MORkiTSIV2oSg1ZPUO22IadDf+QXzZmR2IguDGOCUYiW0L165qAlQ9zDZU3128rCNUrRSBa54QKXXbPuKN+zoGsvRv4jX78U/32gfBNCWRqsPs/7uceDEMqgpRx1B93sOE/B97ZzzlU2qbspJdDG/6/AzwHfPwVPwFvfXzBez+fL/6SDzzuZeyxB9XFgsI7urYlNZ709AjhLFFVk3jPfNuQllu0AGssWkquqZhVZ1l7y7rpMM6jgKkQxEqTir4S3lmM1qQOZJpgrCOyYI1h4z1OKTb9d74yhripGSca6T1xHrG5fZvLoxlFkZLpKSMkhfOUZ3NK4ORgRnx6QjQtuPjNT5BKhXBB6l5FmuOnTvGLFXGfnTZXivRiQZpEeOcYRxoVCdLJGB0/qNxIk4jl5QJ3fEjU2/JX6y3Rck0cR9iuJT0O56LtaoOPIro05mJdohwcHc0YaU1bN1TrLckoGKWYLCW5fvJEV84G7AnaZ4mjkyO+9c//l/zpP/cN/NJHPsqNF26yWW8pxiOuP3ONL/6S9+/dGvfYY49HCi/la8iMGRK0HkTXdSTrkjiJ8A8J+rx7HGORcvd9lmiNW25o4yhU8WSwRS4iTbmpUHjKqkFXFePRiG5zjjYd3WpLHsdgDcKHbi3RtORCMXdg1iVLJYmylAQ4r30Ie247lkIwSSPOtxVPWYu2lhhPIxRdZ6m8IxfQdp5MgBCSuXdseiIn2QU7nxCI1rZ/P8eEStOWQNoyIJewceG5AVoV/pl9P0fud7LJwVpfEojPkHNW948hSB0FoXpXE8hZw65qNieQxMH8o2RXLRtkmEMiZ9XP4QjkMe1/cnb5a/TzXLIzQfH9+FN2JiZlP/arge97xU/AWx9f881/ct9/tsdjh3OO7vYFB0pTXS7I44TxU6fMmxZ7Nmc0LmiiGCMgtxaRQmsNl52hqjuUVBTCobUglrBBMPUQC4HyHuc8pmmRCCIh8DKoBiIHzoQ+t+M8Zek9hbV8urTkoxHTLKZIImamI7EWs9hQFgWMwzdUHkdU8xXlak0+GZNmGe7dz6LnqyC/JNwQlH11znUGawwjY7GTEeW2hKZDe4Er0oeSM4DSGMRkRNZ1VM7SNS1yviLuTa5ypdmuNoxmE0az+10YnXNUqw2+syAF1XpLOS2YXr/6xBqCPAx7gvYmQSnFv//7v/hxL2OPPfZ4m8A5R7Vc4Tt7986liBTZdPKAVFFECi/FA0Gf90ErXG0eur2rWyIpaPom7FeCt/YB6WMWR6xWG7xziCSh3mwZRTHbOMIuLMm2JNGaNtasupbm5jlj73FxjZIKHYfTkOocvm6InEULweV8RWQ9Tgq6zpERSM5l24VAZqUwziEV1MaSqdAsvukM41gjpGSJYxJHFKZDOkflAgGaEiz3SwIpu8aOVHkCIZKELDHnAymTCLT3VF7g8Xdlh88TCFVNIHMHQlDb0AM3J1Tfhp6ylxuOwK46NrgqDo6OC3Z5bC27k/WGQCCHXrbBDfK5/vVzAjkbpJG3+vmK/n1n/ZwfJ1Ti8n6NVT/mK4G/yY6wPUkYFTl/7Ks+/LiXscceVMsVQ1yzblpaJYiShOTqMc3tS2zXEvfSv8vVCll3ZEqzMQbrHZHQRLHES0dH+G6QztN2htRrpAjfmVIpXNuCEIyFoJGerQuGHFspQWu6JGaUJFzLQpRJIwQyiXDrkvTkELmpWEtJ0bsnxnGEuFjSJjFxkpBPxkEifbEkTyK8lDgTqnsX55ew3pIJiVASPSm4eeOMaRpx8LIqlnOe0lpsHJHOJmRJglcC6aBZrpnc40AspQwE7CGQUt5H2gpgiXh1if8TiD1B22OPPfZ4C6FtGpr5Cl3VjKJ7TDqcw7VtCPnMUpKDCXF/AsymE6r5inpThsrUQ5CPR2y3JeOXncScc4y0YtG1ZJOceJQ/dH+A0sNh8eB21bYsheTKeEQ1XyGlJClG3PrkizztHM16A5stZr1lbB2xd6RobGtotxUAhdaUQKo1sfPkSnK+WlHpiMMkxltP4x0TLWl0RIJgs9lwHCcs2hYpoBaC60KyaRomWnKgI1bCgldIBDNvGflQRfoCdtLFtv89BDcPBM0RJIm5g5kUnEnBpXU0/fjrEpwLFwi3ATzk3t81Hhmw6eeK2EkLb7CruF3t11AQKmu3CUTrUwSJ45Rd7TMnkLxBqujZ2e5n/XGH4OsLQl/bYOu/YNdr91y/j7ln7qH/7Y8BP/MKn4G3Mv7Tr/lPGD/hfSd7vD3gO4sU0Gy2ZFpji4xqW5FGMf7qIVHZ0FUl1fkCEScIa7ldtbSbkus6oo08nbEUQrMxjtRZbntPojQR0DqQwqO8h9ZQC4FTEu/hIE9ptKJJIo5GGbWQHBQZAIkUrMsanx+inMUCqRTIsqZtW7TWCB2TJxHL+Yr4NLgg5pMxbRJzduuczZ0Lrmy2jJOESinipiPWkm3lWCqBnBSMRjlbY/DWhS9JKRGRJM/TQL6cp1UKG8eougYh4OWyRP/aQ6p1Vb/6DconEHuCtscee+zxFkG5WiMvlkyTCJKHm3SMkhico7xxRtk3QkspcXn2qpkxUkpcHIO/f3u1KSmiiNujjCR9MOjzXrjs5XdEXTAW6TouOkMRaZp1yShP0VqhkojVzTMO4gi3rTDGMY0lTkZsO4dqWhIdHBhNZ+ikQAqopCDCc5qOmFc1SgrKzpIkCZH3NEnMUTHiUgpc03AUx5i64ULCNSVQcYRuOwwWKSReK+ad4QoCh+971gQbFypdGwLpGclwUly7nVti7UOVbGMdVyWc+0CsDFCLQHJKJbiCQOJprb8rfxxkhoZAyg4J1bJBVjgmSA1/nUCyUnYZbTMCSTwhELuGXXh2wv3mI4P7ZNz/nLEzI3lnP2bR76fZZaUN7pVbdqYkI+C/Av4poQL4pOD4yhHf8X1/5nEvY489gCADRMheFi5RUYSN+tDpLOP2jXOScos2FhFJOpcyco6reU4BbKxl6jznrcF4yzRNuPQC4T3nxqCdR3tQ3qNlmHflPLkUbLuWhfCMXcr5pkbMckbG0FiLRdAkCWMVZJOJg23XEWcJL37st1FphL5ywuZigclSjIBuucY3hnpdouqKw5MZlQ1kaC0FqRBkSUJ+kDGSgvVyg19tUEVGVhQP/fcprYU4Ip4UtGWNwD9I0F5Fbv9yZJFmu1wxOpi94f+ztxr2BG2PPfbY4y2AcrUmmq9Ikgdzyh6GPIlo5qsQtjwZkxxMaJYrqvn6oWHVAMlkxPZsTqYV1aYEaykXa7q2pcsz2ijilepnVdsxvnZCc7EIGV6bLarpSLWmsparhzNE25G2Dd16w9lqzbHz1AcTLm+ecdg5DkYZF2cVR3lC6jpEkdB2Ltwp1VBXlipLuerCnd66Myg8sjVgPGmW4PGMeqI4GWXUIjSXO6VQTQNSoqwlV4K5gwMpMUoSK8PGGC6A40jT4VnimDrPVMChliipaDycekvnHC9YeIZwolwCv9UTtyMtObOOUkg+Lwl5b7UUaGvJI41wjrl1NBKmShPLQEA3Apz1d2WIFTvL/gmBaA09Z45AllbsQqwnBNK14v5QbNhFB2z6x13/2xBIYtTPv+jn6frnGT05JRiMdP283wF8z2v4HL5V8Dd+/C9zdHz4uJexxx5A6AuWkcIbA0KSjHLmUnFx+4zx5YpxVTNugq1+ZyRGOuYeWimwXqCERzmPcg4jJOdVxyhLMEVO23Yoa7EeTNOwtY6REGhniYXGCElhLGJTUnvHVZNSr7Z01qGUZhVVNG3LGkjOL+iE4KQYceo9pIckdc32pZus7lxyEWuOn3sHUZZyUgdZZvn8TVarDcnBlGwyIYtj1KZE9A6NQkkiIVifzdkkm2DYIYMEcqigNUoSH0yI45huXfLytlHnHCJ9uBrkYXg1SeSTij1B22OPPfZ4zGibBnmxfM3kbEASaew9vQLm2hUqY1DbmvgVMtHWxtCeXXAQxwgpMF2LjiOODiZUxjC/c0ExGxPdI5VsjMFNC7I05dJaJosNo1hDHNEYhx+PSNMY50HrCFE35IsNsfO4NGFpOiot8ULQpDFt0zLS4e5opCWtk1gtGRcF1B3ddksSRTjn0Eqy2pZMpmOMtcg4wlmPijS1EGRJzMIaLntnyMpaYq1w1mCcx+NYGodXEukVX6AkEsFaBPKEd8TO0UhJ6x3KexIh6bxjQiA9hkBkGiBXcKAUWmsW1pKpYEEtnONcSm7huKYkB1pTR6FXpO0MndZsvedqJBAOMmtZeIdxgfxl7HLKhly0wTZ/SyBNA3les5MmDo6QNaGvLur36wjSyOETpQkVOcEuAmCQalYEkhazq+B9OfBLwD95XZ/Ix4M/+hV/hD/85f/h417GHnvchYgUSZGz8DAW0FQN3WpN7iEpK1ItEWlMVVa0bYvoOqbOI1FYOqquo2k7tIRURyydRWrFOIqQeG6XhlMhGCcJXdvSOk8uJCXQWYuMYyoJifOUZ5eoSKOjhDoxnCYFvjNUv/UplueXnL73d5ECxgsuy4rtrXOSbc2RluTO0/32p+mkJH7qKiUebxwz5yh/8xM0CJJnr0GRU6+2SOGxbcv8/ILjOAlkUih0rHDGUJYVl8YSvec5pkNEi3eIlwk/SmvIJg+vvr3iv/lndDJ+srAnaHvssccejxnNfBVkjW8A9/YK5JMx5TPXWT3/EqNtfV8lrdz8/+y9SawsaZ7l9ftGm3y845siIjMrK6tRAxKtZgGoJDa0WtBiEgsQG1YskZAQSxYtJHYsaNGwoNdsQLXrBQIhNYJFQ0klurq6psyMjBfxhjv5ZLN9Awszj/si4kVmZWcUEVXpR3rye234PjO//tzs2P/8z6kRuwNP8ow6RppDhXRQ2ZSzyzVpkY0VnKqmenNPer4iLTKafhjJ2aygLWuy+NizVA+OOC/Ii5w9AjNLOdw80H76lqxpaBGUD1us0KSpYvAeG+G+rKi9o1AKISTWSAigkwQdYesMVddznVqaEBBC4pWaCJLEJRqvFenFGQ83twhj+I1CUmvNpm2JHirvmEX4cQh8JCVGaXZCMkzVMSskiRKUXuIEWCVJhcKFyCZ4Khh7SARcKcWWiIywEIomRJSWKK0YJqnRuVQ8NZq7wXEfPNFoghjJTy8lc6M4dD1D9BACbyJsA3zESJoKHnvGIo/mHQVjleyOx6rXscpVMkoTj46T8EjWnk77wKM9f5jmeuCxr81N41fTNsecNIC/Dfxf03F9V3Fxdc5/+Xf+i2/7ME444QvIlgu67YGQp1S3G8R+z1KND5X6EIkuQtthpcKHyNA7lkBHRLSOZHDch0imNUYKzouC2mh2MaK1QSeOrh17z7wxlMNAIRQ9kaWSbLqO2ik+kpJZniGlog0B0Qt2bYuIkXWSIKUi3+zZ1DVVlsPdwIskxRgNEUwIlLsD7e7A21c3nH/4hNV6CVqTL+ZUL99Q/eFPEU8viVajNjtmAXSaIoFUKqqmQemC3nuclCxfXCJ9pC5r8lkOQuJjoN4fxipYDOyVIu5LssXsz9xXFv8S9Z/BiaCdcMIJJ3yrCCGgm/a9PWd/VrzbIJ0v5ugffZ/Dm1u2b++ZOwe9w5Y1qR2rUkErNosZPrVjL8M7Y+VFjlSK24ctzjmuX1yTpSlD3yN3B2ya8ND3lP3A/GyFtYa27SidY9515FaD8yyAWQi4qkZVDTfe4JTmWZbgE0NoWnrnkcEj/Nh/MARPJiFNMz6dZWO+jdVcTb0Oqijwg0cXxegq5gK+yMmajqglkoRrAfXY/sHSBcqh46fOIZzAKEEXwMRIGiIhehpgkJIFsEbgJNRRMdfgQiBKRdSK3TAwl9DGSCPg2mgS70liRESoBXgBSyXZAwspaWJkKwRthAstKZykGzxOau6d+1x2OOeLJiBHSaJhJE6Ox7Dpgcf+MsXYJxYZL+Z7xhy1bFr2biab59He/8AXXSIbHp0mLSMhO2ap/feM1vtHy/7vErI85e/9zt89SRtP+M5BSonLUtLLM/Z/8CesYyRLLPu2JUcwLzJqoKlK1lbjnKJvx28BHwJxcOy9w6OZS0kQcKYUr7qebZags4xqqMjc+J1pjKLoHTeDx0vBTEmuhRjt8J1n03T0RlHMC5JDg5MwmITcGJrdgWgtZ2VDby3mnb6xum7RZcmHSULvHLvP3rATguVqQZqndGcLzO0Dw6sbMIr8Yo1NU3q7Z3O/I1WSznswGmY5djknnYyo2n3Jru9pt3t033N+tkJKSdUPXFzO0HVLfSjxSUKynGN/zjUyhIAwf7kirU4E7akuuD8AACAASURBVIQTTjjhW0Sz21OYX+2r+MsN0jZJOPvoBeGDZ2ze3NL+4Y9Js3RMQrOGbD3nejXa9TvnuP2jn1AgGW/rBSxmPH1+TdMP1FlKLyVVWTNPE3qtWF2e0dUNfldSVzX1w44nz6/Hi6voyK7P2f3kJbmQiBCZG42xhloIXtUN19ZAlmC6kW7sEWgl2dY1BoG9WnGdJOh5Tfuw5W3VEq1lvlryyb4kJfLBaoH3nqquMPOCsu3oRaDse+g60hDQQ88aiZeQS4mSglJC3XdINxCkREnJWgrKGNlqya539EOPlIpLpYmJRgdwAiKSPZFBCtoYQQqqIVAoRUrE+5GQSSWpfMRIyROraVQgjWNuXBMjWgguDVSDo2MkSneMvWGK8cIsGImSZyRwxwDtjscetThtD4+h1BsejUn6af+jwUg3/Z4zVt+OgdyraVvFSAgTRpmkAv468F8D/wmPgdbfBRij+Xu/83f5F//lv/ZtH8oJJ7wXyXrB/pNXqOtLhp++pD/UrF1ArAraTclykbMFyrqmiiCjRyFotGIjIitjqHvPloGZlEQG5s5TaMt9WSK8p7CGwzBw6DypViQhMoTRqMjJQNn1GAKLPOfSGN6UNVIpkiLH+cDD/YbF9ZqZd6g+MPiAHzzKKOqmxR9qziZiZLViFsYA7toa8jxjcb5mVzV0my35fIY8NGO+42pJYy0cGpLoKZVicbHGvusy3PeI17ekqxl2XiClpB0ccTn/fLuZtBAi9dt76vWcfP5+2WMzOLLl4r3r/qLiRNBOOOGEE75FjAHPv5o04+sapKWUWCm5/Cu/8bX7aq1JL8+Zvcf9sUgTvID8fIlumi9Y+Gezgl0/ELd7wrvyTO9Zrhb47z3n4z/+GBkcizwhEQKtFSK1DFoxREmrDZFIKgRKaxaJZZYmaGu4rRt6rZDXl+TeUx5K8lnO1WJGbwy33jGzOcPuQJVmdPsDNniGuiURE9HQmr33LJXk0tpRShg8wWtaGREIEimJRGIcnZ5LLVmaHBEjQUTuQmCIkSpGCiKF1QTn6Z0nZZQvuikXzSiJ9WNFcK88a63BGDLp2TYthEiDwMfAM6W4koJX3cCBx+DsjskZkpEoHU08FI9Eaza9HittMBKs59Pyc8ZK2zFj7WgKcs9I9o4GIy1jRS1hzEST03oYCd89I1H8beDvAP8p341K2rFy9q/+jd/+tg/lhBO+FtoYRJYisoRGa4abO84Sg8BSR8mhPCCUIC9ytvsK5QIuBsrBY5E8EdAZQS8FwTkaKfAR/HbLOo5hzn7wXAtJFTxV79hLwTyxLKRi23Ys8wQpNXU3UIWAiiA19ETSRc46ROyhpkGwzDK0hb5t0SKhL2uKNEFO9f0YI8OhgsHRBs+wWmESy66qWAmB945qGOjuWponmmRW0FhD6gN5ln6BnLVVjSpr1kXKK+/RaULVDcTlfJQ9fgm5NXS7cjTFeg9Jc1n63pDqXyZP9LuGE0E74YQTTvgW8U01Nr9vnD+rfDJZzqnf3pO/x/1Rtx31ds/sS6Yjfd9jmw65WsD5krofiIOnBoSUpE8uGZIE96ef0DYNOE89DNgiY1/WnF2esTZmOs7IvqoprcEoSRthRyQ1CUtAK0V5fsYuS7BFQWoUZCm3my0xz1gOntI55O0dv2ENt86hIwx+YAigtBx72YAhgtYK7QPEMVstFRKtxjnnSqMFtEPPHolG8JFS3GqBEWADeKV4CJHWKLoYeK4UlfO0zpNGKIxGiMigJIaIk4L94LFWs8WjHexFRAqBtJLLPrBhlCgeg6xnPFryN4zE69gjdgyRnk/7SEaCZxkNR2AkZUcC98n0+7EqdpQ+LnkMyJ4xVshqRrKXTfMfSeF/wCif/A957G37NnBxdX6qnJ3wFwLNbs/5esHmUOLTBJVl7NsO5Rx5ZunVgrrrEH3PMAx86gaE92RWc5FaXNdiIihr6BE0MTAjsms9qdZo5zi0LUOM+Ail0lxnlrlUaBcQUpL4gDGSldU8dD1Ba1KpED6y2e45X85JEPRlyZbIfF4QhoE2RtI0IUTwzuHaHuH8aHjS97haUbW3GKMptgeUcxgh0EXkrMi52x2IiaFYLwF4qBri0JMpjXMOsa+wVtN0PTFPqRczbO9YvoecHZFojd8c6K39gtyx7gaSZ5df2PafJk/0u4bvNn084YQTTvhLjm+qsfl94zS7PdmfQT5pE0tYz+ncV0VsqdY0m8NXnjZ2+wotBWE5I0lT8sWc4nxFfr4mXy/J5jNWTy5QT85pjEJlKYlNWC7mrM/WlHVHjJHWeTolmV2dM18uxsZ0Hzi3FpNoEhFhGFhmKS5LCTKiZxlJkXFmDFcX5+ykoBdQNj0PwXMgkojRsvr7WYoXkXIKZZUxkmtNYTRWSqKIfDoMlBF8gGAUG+9RSrNUiufGsAkBJ8YK2yw1rBPLVaJ5Csx84MYNCCXJhKBRAgQ4Y2iABx941XsWWqImV8oPrGYmJpliCFSMBOkpj71nBY95aUfnxaOro2QkUhtGInU+7b9glCs+AD/lMYstZawoZowE7nZ6fWDsRUunMY/ZaivGp7fFNPYxtPtfAv4B8O/+wk/Unw/+rX//3+B//8d//0TOTvgLgaM6IklTsqsz6kVO0BqTZzz0A9UwMCQpP9lXNCIyIHieJJwbjZACnWdEYykFKCVZS4lB0vtAPwy87nsyqdjESKI1UQnSIAhdT3SORGuEC/iuZwiQWUvvPLX35FLQ7Upk3dKWJYmPuGHAEKHtqXcHTJrQDz2xbEhjJJkca13b4/clxTAQnOOyyCmyDLc90E12+0WEwkfi/Y4wOIrzNcmTK+os4aFucanhIUbKq3Muvv8B6WKGvj6nf8816F3k1tBsd1TbPeXthodXbzkEx1A3hOkhZb0/EF7dsgyBIrFfuXYd80SXIRBe3VLvD39un4FfBacK2gknnHDCtwhhFKHvfyW5xdc1SP8y8sl8PhuNNzaHL1TSpJSIfoAi+3xZCIG+rNAXa7KjVfIEYRShcaO80lpmHzyj3B5YK8nNzT2urhERHtxA23Q8vVwjlaJrW+wwEENAEJGLAqs0frvnpm04v1jxJEsZ+oHX91tyayikQFpNCJF515OkCXdtx4v5jJumofKBayXIZIryASugEYIWkEoRhSDxgtoNpEaxVJKX3nORp2SDpweEENRKkRuFjqP7SIgRM9GWtZDcRfBxNCYJETqtaRE4H8iEIFWKPEm4aVpWWpG6wD5GYggkfqxQzRkrZZZHZ8ZjkPTxnXc8ErSMkZTZaZmd1h8Y+9XENMa7ddUSuGAkd0dS9wZ4Pa1bTevKd8aGsaJ27GF7CvwPwL8O/OeMJO/PG+cXa/6r/+5v87f+vb/5/8NsJ5zwzeCoamiqhus0Jbx4AlJz//YGLQVCSjCSREqeLea0PjC4gBKRIATeRWyeYOJol3/oehLnWcjI0hjCMLDQioZITAyD0Wy6gach4oSgA4o0hRg4OMcgx4dfqXNsqgYbArEfiF3P3jucXtE2LfXgSVdznHP4XUlwjmEKKuvdqESwixmJlLytW5aJRSYWI6AvK7rFjCwx1HVDPstp9yVtYiikxOYZMngaF4iznMRa2qrBG0NxvaAB/Gb/3izPvu/p9yWuqpk/f8IQImI5I+kG/MeveBg+pgyBXGmunl5+Zf/34ct5ot8lnAjaCSeccMK3iGy5oNkeKH4FF8eva5D+ZeWT+XxGby273QHVdeRqlIYcu9NCCNTesW97zp5ckKbpV8ZIZwVNWVHI8XxMYqiyhNvP3nJRZBjnMVqzzDMegNt9Sd/2nCnFLLXcAdYY8sWC3dDzSYxk19fk2ThX7z2XizlKCDZ1hSbSuB7RdwirUC0kWnKmJctlwdu2ZynG6lU/OIyQJIw3Ga1WeCkphCBEuAlgU4uwGi8lSki6GJBKIWIg9I7gAkbIMTdMSwYtkUOgJ9Apw1UM3LUdlRIUQtII0H4AqSgSy845ehmRQOU8y/goZ7xjNPBYMxKsnpF0KUaCVANXjMTLM17AB0bCdvx5MY1RMUoYf8pYCftN4C2PNvxxGv8YlC2nf46RmB3dI8N0PEeL/4aRBP5N4J8H/hvgd6btv2lk1vA3/vpf5T/6t/81LqziD//X/xOVJsznM4SUiESTTBKq5n5DdbOh3ezomgabJghjSFdzivWS/GyFSswXek/+IvennPDdR5QSpgdOAFIqYtexXi+halA+sLl1LGYJ7f2BPMvohp4sguodRnnoBlotMT7igiOTAqtTvA9cJ5ZtAK81SggukwTvAnutkFLglKbSAqLEdgMqtXgirh9wcWCdJui6JYY49vmWLbu395TnC85bgztUnBlN3w+kEryPJFVNowS9UdjMjrKDCTpJoMjo6gZHJKjxoaEXAl133H/2hmazYyUF2WoxZm2GQGgdb1+95SBGub24Pme/O6DbjlSP16CmrJC7kplWKCl5tTtQLOck+8Pn16k+RNa3W2IIbPcl5nz1C90f4at5ot8VnAjaCSeccMK3iKMdM79CL9rXNUgfbxB+GdjEYq/OCSFQ7Uvi4ClTQyIEKk/JFjPC/Y7Uf9WUBMbz8dZCHJ8ci33Jh08u2fUDu64j8Z5ViEgpsFKyynM6v+eubnmrJPnVGVXbQWbJ5jPMbIYeBvrBY42i856ziazZAL7pWc1m2LKl3Wwp0oRD0zHTFqUkyiZEH9j2A1IKtHM0AZIIRkicimTS4vIUGQLr1HA3RNZG0vQ9eZEx856sdehEMAyObhgwStILjTGKtQoEBJ8MA594TzX0fDhIYppiXSDxntIPlEZz4x0FggDjk3HGytSCkUBZxqrUGSOBsjwSJsVIvgZGknTLSLByHnvLckbZomQkfHIa62gYctzfT8tglDse7f0HRiL4EeMNwstpjpeMRDLjkQRq4L8F/jPgfwL+R+DHv9Sn7f34wXLGv/mDD/h3fvCCy1nB7T/8x9T/z++zmBdkz54gv/eE5PKCvuu4+fg15WaLipGVNixjQA4O37bU3UApJOU8Q1+dwWpJ+uQKc7VCSE0mJWfnS/Sxv/Kd/pQ+sQQpMFJ9Tt6iGp1O4+Bpt3uiDwglSVeLr5C/E044qiPSIqe8fSADNt4jD9Xo1tgPHPYlsXU8CYFVYmiipWkbfN+RhIh3HlqISn7uJhuUJDiHkYr9MNDEyDMV2XcdT7KMED3lELhIU/rgUULijKVqWgoPTgSk1qRS0PmAMJo8BA5dy3qeUb66o/WBi4tzYJyPGPF9h1ECrTVaSmLZMMQAeUqMEZRCJ5a8yChFpDMGKSW33jPrOlCS1ZNLFl/yo5JSMtOaYnJrDOs5s+kaVO9Lmu0eWzWYLKHRCp+l5HXD+Zf7ovcli6nyptsOt68Ibf9z3R+PeDdP9LuCE0E74YQTTviWkawX1K9uyf8pwqrf1yB9xK8in5RSUqwWhBA4e3GN2pePVb7480mfXczYfPyKoutJ7HiZMVNWlSpL9vd7tISSSN13FHnKi7MVA4FKWZInl7imw+cJlx89pa5bNh9/yqxtsfpRypkqybZtKfTY7xWNpusGlNWIEAlCssoTehHJ+5Hk7ZoG7QMmBmop6ZRkOcvZNz1JDOxixCWGVoJKE2I/MIuCPngyoJOCVkms0uhJxhh8oOp7CilZ+UgjJBshuBKeJgpiBKckH4hA8KCi5yYEfqgkaQwM4bGqdew5u+PRQn9g7Dd7wmP17MBYTUt5NBE5Bl0HHnvIjpU4z0jQDtPPn/+tGOWOGSMxO2MkiDfTGCkjISuB63fGOOanSUay9h8Dfwv4Y+D/AP5f4J8wyi9/EWbAjwT8Vp7x26sF/8r1OXlm2f7sNXdty0Irni2WyG6gv9ux/dmnVErTlhXWGn7TaIa6YeMnY5boubvbknYDuXdsq4a9UhSXZ5TrBU2WkT45I7m8YJMmuCJn/r1nPPn+C6rNgebugeFhQ+wdnbUUixm+aTEx0LUdMUqMhFj3BN+zCZE+scQiJT1bgxR450jzgmSW0zlHNs8pFnOE1qcq3a8JjuoIoRVl2ZDvS2JZY/sB6SP+cOB7ePaTU+yfbvYULkAM9P1ANwyAIHOOUmoaLTlTilC13PQDe6WwRtEoiYjA4AgR+hixRcqBiHCBQCCLkYWQNFrQK0MtI0JAajVFljIoiQ2BrPfMo0fdH6im3rIksTRVg3aBHkApksQgEai6p2s7hFZjdMr08Ez3HrPOaITg7GzJPMto+h73VbPgUaI/Xfu+7NZoshS1r8iuLwCoyxq7LxFWf2UM1fdgjpEAmrA7oC7XhJ/j/vgu3s0T/S7gRNBOOOGEE75l2CShPl/SbfYkv0QmWjc4wvmS9GtkGd+UfLJ4tqQa3GM1Tki+eJv/HojxBuAIvZ4jkwT3YPBKo3YHMqNJQiSbSJcYIi0DepYzzGdYa5gXOWmRcyfgxx+/4kXVEMI4tnbjMfRE7lNN3ltWQkI/0IaANQYvBakQuMTglSQXgjJ69i6SSiCxSK3Z9o4FgjJEkus1+13N8xgJwNB2DDEyxIiOkEnN4ANRgBg87eBIkSjvqENkJiV7BJkyVMPAXAlUjAgkCxkoW885ILRgkJpCBkofmMWxUjYHLpSkC4EmjoRry0i4YCRulzySr8hIlp7yKG98y0h88mm7jkcZpGI0IlGMxCtO+6TTtk8Z+9ICj9lsR3fHgUd3yWMMQMVI6iTwW8Bf47F37hPg94HPpvHvp+NKGcng82mOvzrLeWs0yg3Etw/0UiC8Z6EkqYDdzQNDYkFr+q6HIufJakbsB/ZCYrWEfc3HZY3xA1dC0XQdNsKPrEIheP36li2R6/MF6XpNtVqivvecTAle/v3/jd891BRJwvnlGTOlMDFinaMCBmvoBkciIfEeqS35+ZLcWO5eviE8bLndHeiMYrZecvX9ZySLOdIYFllKzDMOiUVenJFdrakWc2rnMUVOYvTn8spkPqM7jJVr3/dsXt8QnSfLUoQxiDzh7INnj1W/E76zOKojhrd3mLJE7Q48P1+z+fSGom2wQtB7T9005HXL9TDQdh0IKAIIBDfBE3wguJbOK2qd0IlAF8MYeC0UIQRK5/FGUYWIUoK5izgcQgnumoFOSZyU9FqjE0uhFEtrkGmCtZrKO8wQCN4xCMmVVlQPO9wTi1aKWgo0kWAU0WokghBH18e6qjGrBTKxCDl+6VsheL3dMz9bM8/GLtpEa8q6YZ5nX3ifGu9IZ49h8++6Nfa7w+dVsb7vEbsDqTUM4oskqi0rcvXF/xOpNRz2JcXF2XvdH7+ML+eJfts4/Q8/4YQTTvgOIF/MR5OO+92fqZJWdwPhfPlzG5u/Sfnku1U+YRRhGL72SWO/L1mvlrRVTbuvEIA5X2KspTeaoUipE8vDzQPPE0sJdCEQl3Pmqxlbazj73gsAdvuKoaxInz/h2dmS+Pael69vENs9JgS2RUHZtlw/fcJn9ccUXmHmhkIb4mTE0QyeEAKtFghj8THSS8Gt95BYDkAjJbbvybIEozSr1YxQtSQxIkPE+EDTdBgxEqWoJK0f89B8iKQysgseYkQkCWmMbL1jCJ52upnoQ0ALQQP8UECcbnLM9D5mPqCAQ4SUiBKCpYhUAV4AZwLK+OjOuOPRMMROr0f54rG37GgaIhmrYtm0rmckbcceM8tjf1rHo2tkz6O88nhrIxgJm5jGl9O8x4y25bR/xXjca8Z+NsdIPlNGeebR7n8loPMe5QLLGAn9wIMLrJUgnd7fhVHc7Eu0hExKyoct/V3KPLE4H7jrWube81s+ECLgIx8ogZKKrochBJ7EyJmU3LxseHuzwc5nvPrd32e1WvCj9Yx/tmoZ+p797/0B0iYkuaUVmiACyyDAOUoBYT5jF+GmrOi85zK1XErBv2ASXAs3ZcPdx5/xUGSYeUG2mCPPlqw/fEp3t6X+sUIvFywu18QsRV6fI5Tk7T/5Mf3DAe8HXOvIo+d6NUcLSeM8PrGoRcH2Z69w6xWz7z9n9s7//xAC1WZLebuhu9/AEEYTivM1s8s1xXr1nakO/LrAK8lwv2WeWaIxdE1Dkhj6Ch5uHliWFbPOYZxD+kAWGeWEiNG5MUQ8nioKog+Qge4jafSIIElCZKYElVJ47wlFgpgMQpxzVD6wkAprDVFrfGrZIciN5BA8KwG9j/RKs1SaIXrS1OIk5O1AU9XMF3MSqaiNwgGLKc+sDoFZlrAdBpz3FNkj8doMDj+fcbZ67I2WUiLgK1Uqb7/qtJhbw2a7I+kGmObr9hVLa75QcTvi6wyxdNcTQiC3ht3ugL06/9q/1dfliX5bOBG0E0444YTvCPLFnD6x7Kb8luzd/BYmU4PBjfktzy6/tnL2Lr4p+eS7Vb5sMaM+lMzkV59Gvis1SYucSgiaidSoELDWYs8svshJzxZsHnYQI8VyTppnJEXO3Pup6TsQr87IfuMDXNdTv75l/vya2bMrHl7fkvQd6b6hvrlnV9XI8zWLKKialq7vyZTEBXAiIh2shWSIAqkVWZbSKMGu60mAKCNZYQFFEyIrqXkjJWFwLKymkRlb70m6jjHiGmKINMBMK16HSB/GxngZIwFB6QIrH+kkLLQkCLCMeWp1hPMY2EuFC5HaB3yEuRRsibRhrN4RR9KUMdnyM1XAJu/7o1tjwiPBumUkRoKxUlZN+3lGyaHjUQLJ9Huc9u+mZWseieD2nbGPOExz7qc5FtN4K8Yq2ZtpfTId79Hifz+9ZtO/O2AXoa07ZlZzaMfA79XgWAlIhKRTUHeO3DsSBIlRrAP8bHfgYDS7fsA4z7nRZECMEKQgDRKCI4Yw9uzoMbZBxYDve17tDvwgT9lVFR+/EogQmMXAC22JpqXaC1ZCor1n5yNKSl5oRfn2llWIzBM7Bn4fFLUQ/MQqolCYoWcVx/y+Ok9I5nNibvnsxy9JFzm6yNimKcP3P0RnCbf/4B8S647vX5+xeXNL95NPMI0jppb7NCFeLJk9e4IOge3Djr2CQ9NRe496/ozsbEXb16RRjKYzIbBIkrGa4QKN87xSIJ9fYz96zuzqnEQbonNU+wPNoSazFiEl0UgwhjRL6ffl1/bZnQxWfjH6riMtG8Jqye6T11wlhs3tPcuuZQiOwjtyKdnUDfO2wfeeVEmkEOxD4AHItMJKgXWeM2DXO66UxkjBdhh41To2KiGdp2Q6Z6HE6NvRD0gBwjlQkl0X0UYTgWQ1Q7hAWXespSJag+4F0SjaYUAZjZeCPEb2uwNhPmMIHpEXmCKjJSIHxyAVaQjIRUEfYSYF9eCJVhMu1syk+Mp7kuTZ+N08ka6mH7CX6/e+f+52y3w1PoAIISD7Hoz5SsUNeK/sPoRAbFo2L1+TF9nYb6cV+errP6PfVC7pN4ETQTvhhBNO+A7BJgn2yeX4NPxrboDeZwjy88b7puST71b5fJKMnvJfwrtSk7YfEOdrzmb5eENXVkQ3ns9hlmNWCy5+9INxvrLCO08TAlFJ7r3n/IOnpNO5JllKHDyzyZzEAEUcL8I3FyvEm3vypqW+37Kc53SVZNO1iMGRCQlaMQiB1YoOEFnC0mhUmvHmfkNX9szOFgzWEuuWIQTOtWGfZfykrSiCZKYVOmqkjyhGyU0ZIw8x4rzjiTZUSvDUj3LIhoiXil0IeAdLowgyUiiJ8IGDj7TRY6RkqRRVDNzGyEIKpI9jH1x8rD7tp7e7A0QYq1tzIJGgwkiaekYS1PJFd8eMURZ57GHreQy17hmlkMdetGMq0C1jRazisfesmMbTjLLGy2mfo93+MRx7OS0z0zGaaR/Ho0HJDfDhNMcrIPaOTIXRAQ6oQgRr6AbPxgWuGMnfdiJvFxFuekfOWCW0vUNOx6AEGGvYh4BzHh1B+oF2Oo/NdLxmX5NM53GpRuvzzdBQ1ZE0BAYlGZAspWBlDVUfWYVI5iN11eK0IlUSqxS3Dz0PQ8+lUlitydKEvmmptyW1lsyFgPmc+fmS83nGzZ9+wk4KLrOUqCU3v/+HzHc130s1qdbcPFTc+QHzk5+yax1tkaFCwBxqTNcjuo7N4Lm1lrM8RYpIv1pQrubE5ZJ0VlCs5xR5TuE6dn/ykoP6Xe6LjD61zI0l6Qfi4NhKiCZBa0ViJT7PWVyfM7s8R2lNu93Tac3LuqHa7kkQLLIEkSbYeU5btfiq4eXDA5Xz2PmM8w+fo4qM/Hz5a1m96zZ7lomBIuW2SNh8/OkYDu8D3d091g3I4BEx4t2YM+aHMcdxUJq5Hs0zQhjjOoSPbIeBSkjOgLUyPMQAGtbGMijBg/M0XYdxjsxHljEQoyZBoBHcEVlLRbCSxnselCANgdRoQmrpZwXGSHTraPuOXAR2dcOgDfNFQTpJBEvn6BC0NkGfLwnAjRu4ur6idR5pNe97fCiUxCWjiVTnHGE5+5ysfRkZkbZqmC3n1IeK2dEV8j0VN4T8nKQNfc9QVqhuINcaQiTPs/G77eaBvqxxaUKynGO+JHn8pnJJvwmcCNoJJ5xwwncQUspvTAv/Tconj1W+Sgrczz5jnWdflKv0A51zuMRiL9ek08VXSkk2jVf3A+vrc4ZDhZz6yLIvzRWU+spF+F1pZZQS/CiViWmCPVtgn12xqRts01MHzxJBko63CYHI4KETApklmImsWi3xaUpKRCeGbZEzKMFd05GHwHJR0MVAdI4+pnTBo6MnuMhGCC4Z5Y4NiipGEh/YRZgJiVWSXEqSIVLKMU9NxwBaI3H0LpCFSC1hLSVCSG66ATPZ8J9JRUnAh4hgss5XktSHzyteuYKAwItIOlXbLhkv7sdq2/GZcDstD4yVrmM/GowkrWYkf8dKWcZoRHI0Aok89qwtp9eMR7J3fKYdprGK6ViOcshjdY5p/hUj8bufxoAx2Hs+7euBthvwjOQx8iijVPGxj+6cRxdKPR1TFeHTbvi8B08xksO7aZvldG6fAd+b9sFHgh/NYOaMRG4IgRWBREHtEVtEZAAAIABJREFU/Di+D3RSsFKKu3bAhYhVgnUcSWPnBqJzlG3HWkkaY0iVJNWa1AeqvuOwSUij4MJqBiEYfMBKyXVuKO9rXrYtsWmRbUcVoe17qkOFCAFjDWcRnsFIImOgk4qYGnjYjXK2sxVllvFpGMZ+OT0a4ugIumpItEIkhmS1ZjbLSMX4+epDgCzDGc2dMdyczwnzBUYp5H5Puq84u1gjraEE3K7k7Zub8eFJmvB8lqPUmBW4/f0/wZ2t6K7OqJ9fI68v0FnyuTPmEALbt3ck2qBiICr1tT12f9EqdiEEdNNCYmnqhoUP1FYzvLohvr3jA20gE2ybA0qIMVtSSLzRpEARxyq6j6PUOfiICI7vK8ldDBibEPBoL5gZzasYSFAsh4HnQrETkegHZAz00rMXGusHzuwM6wOvvWf94VNK53lzv+VppinylLzIkYnF7Q5sNj3D0OP7nuX5DNn39MPA3nu69YrZkwvS5Rw99Yjdtx3btic5WyKahr4fqDe7kTiJ8Ts7XqywsxmbV7fYi9VXcjTfhYLRxRLAjaqKr6u4HfM3+6ZD7ksKq+GYpTYRNynHB2O5tRAizdt7mvWCbF58/jd7X57ot4UTQTvhhBNO+DXANymftEnC+UfPqZYzNp98hkV+ftPUpAnF2Yrka26aOucI6zlpYnFNS+i/ppftPZKVd6WVQivC4IBRximVpHv1lvWHz9i9fIVoWnoBIBi1PhKTSroA2XRukcjORdRyjk41zsPlfMYnAs4XM3zV4LcHpDVkgDKaMtEMTUtd1iAEWy1JhSAEQRlAhgBylEAaKfBS4NX4JFwgaCIoCUFK5kbivedtCKN8MXjOpUBqSR9hO/WsISK5FCAERgickGxdwDAaCYzvdeCtH4nc0Q6/YbzI7xlvvg/AB4xEpWYkKQ0juTq6P6aM5OhImCrG3rOCkdysGInRZ9MckpG0Hc1E4rTeTGN1PEoat4xOlCljdS2Zlg08mp4k074X07h7Hvvk2mn+Y/refhr3SNSORExN2x7PwU7b7Bmln3pa307zMZ3HfHp9PR3TuxLQlYcDgXPGj5MNYy6VnI4ndZFhmqsEMheRRLIYUSFwrTRvncdEUC6w2lU8iAipZW4MZVnT+cgnRpN4T9EP5BEG1/OybrE+fi4jTVyHFWDfDUcXHh0Ch7rnMwHlzT3nWc6Hi4wagUDwRAqC8wwhIDPLbLHED57Npx23SmNjQHuPMZblsysSa9l++ikhgpCGKCLaJIibe/YKwr7G5hm/GQK27ajedAxGMb88x2QpedsjpWD3sGH7yWfY5QKuLgjXK8pPbhCv37KcXAcrAbPLM7JFwZt/9Ed06xWX/9yPSLOUbrNH1g2ibqB3bD57RbstoXcMaUJYz5h9+IL1xXr8DH4HyFuz21MYzdD1uJt78l3FwkeEkgxuoDeKIAUbPzALEWcUifPMg0RaxeDGzMkyBFaAFnEkF1oRga1zrK3GaDmaMUnFM6OpSdk0PVErOqVwfsAPniGCDNBET9CC+XJJGyL9eom9vqTre8quQ58tMUrRxEB+vqSvOnwMyFnOdn8gCIm6XLNezwlfJjNa0V2cUe1LDp++5ofXl5ijZDAGqqqiUZKDj8gPn5L9AjlhlKO9//Tbz624pbOC7dt7Fl2P+ZLDI18wFHlUfWTW0O8ONEA2L742T/TbwomgnXDCCSf8muCblk8WqyW1lIgvVeaOVbEjQgh0ZUXdtIT5jLQbqP0eOyto9+X4RPPLEF89Dinl59LKZFbQHSqCgMXlFW2aUt9t8J/d4FYLlj4QOodrWjIjpq4xCEogpsb4fYz0FyuSPEPtK5q2JVejgUO925OHyGyR0xpF3FcIKZgnljvvCTEileQSRSEE+xCZy0jrFX3wvIwDyaC5ShTKGDTQEaicJx0CjYIkQFSCpZBIpfBR08ZIUFCI0ZEt15Jk8Oy8Z/AOJxUFEAR4AUIIFLATktRE1BA+lyQe3RkjI+FIeTQQaRmJRMIXg6mPBGjHSOKOf5mjHNJM4wnGG4hmGuvJNIac9ltM+24ZSdSRfB1J1DCNdZQtFowEcsFIpI4W/mr6+SWjHPJYGYzT8R773JjWHQnasf+umJYfCel8Gv9IJl8wEs9uWhem1+P7lvKYVXckhi6O+1eMlTs/vT/zad75O+NFH8FHatfjgF3T0irFdZ5yPnju9yW1UljnuYyRBylYSMkyRPZ9T+8Ca0bSHab3wjLm+AUgDePv93HsTxLAD8T4oGDrdlg3sNCaBx+QVlMAuTE0h5rXh4YstaytRTnPOk2Yp4aybSn/8CdUs5SFMlgh6Y0kNZZBlrytamzTM1vNGe62NGmCJDIj0lQND5sSc7FkdbZmc/eAOV/xdFdS7mvuf+8PaPc1H764Zrle4NuOfl9zSWT/40/Yzmbkzy55FiI/+5//Fw5GcnV9SdyVuJtb1ObAkzyhsAn9MLD7rMH7gfb//kfcPb1m+c/8BqsXT1BG02wP4wOn9eIXBhB/uULngbZpSLPsC6TvXZfNn1fJO5pWPHz2lnOluG07iptbrPPMZzld26N6R+IDCwmzNKGtO/rBUVYDQgvOjSG6QOI8VkqClGwjJErQCXgIEa0l0nt0DMzylHWEne7YNTV12fLEGnprCfM5wmi6CB9XNU2ScHV9zno+G6MpUkubn7M6WyPbnuFQkbmAmmXcJZaH5ZyQJbyYz0iP3/UR2vs9+zxBr+Y0WcrKB4r1ks+IdErTec/xG6NcLTn/6PnnlbCDVuT9QGbfr+oQWhH6ARjdhNW8eG/FLYTA4WFLfXNHrhQOAUqRFqNpibDvEskv9sVZrfGbPYM1X5sn+m3hRNBOOOGEE37N8E3LJ9+tzEUpPnfpGvqedrunr1t0kTFfL7HWgvOEfqDdl+wPNXrOuHxCCAGRvr8vIVnOqd/ek1uDSyxxOp98luN++BFvbh54YixcnBMOB5wRlE2LFZIueKRN6KWiUoJDkXL2/Q8odyXKGGLXcecDSykoK83KRoa6IbpIVAbnB7oQ6YPn3Fo6ATMElfN0kVGOpCXnDjaM5iifxsi50tjoIAqSELiXAhMiwkeMFPRMFScjIbF4IRiAhZBE56iloGkjL9DEEGh9IDOKRIwhsD0RYuCHOuEgI5fecYiRPEbi1KvWMJKhjkepYeQxnFowkplbxhuD14ykoJ72izwakeymbZeMfWT+nX9M+x+rVx0TgeCxX+3ASHYCYyWtmY4BRtJ4JJPHG5R8Gmc/LTuSz/Sd43LTeAOPrpMrHolUzyjBPLpNHit+blpeT8fY8ijfPLpTzhhNT57ySAzbaT4znc+x0njMnDtu46fxQxznfBPhOnge9hVFHNd1WqJj5Fwqys6BVuyGUU654LEHUTPGEhxrAGL6+ZbHuAUYA9DD4JkDZXcgSROeGsmuqXFS8UoKMgFJjDyUipBafqgNMnrKkGLcQO4jfdMilGA/RLJUw2KBUXC9OeCtZffZG1Tn2IQAixnLxLDOUrRzdK86Pr3fYkKk/+wts+sL6u2ep1JjtOD2j0taqSisZTbLyWYFsySh71r2P37Jqz/6KUbAB8Zy+JOX5DHwXBuslgyHho0vsTFynaWgElrn6R52VL/3B2wedsz/yg/Iioz2YUv58jVuUYAQRARpntLWLYKIUIryzS2qGzhbzPBEhqqhsIaFUvThnsFaOjfgNwfe3NyjUku2XjK7WKOtwc5yui+RQRECXdNibsbuTDP0CGPo7g/Mh0BhDcFobh4kbWCsbEqBE4KFFBQBvA/gI4VV4CFYyzoE+gCtFtwKSdYPWKMprMYpQ1nVpFLwNM/om45XSpBnCb0U6MWcTkpeXCxJjWHwAeU8b9ueJMtYZBkPD1tkVVOkCbv94f9j7812JEnSLL1PNl1t9S2WXKqql+E0AWLAJyHmXXgxTzAALwYgeDMvMQCfhAAxvOCgZ6oqqzMzIiM83HbdZeGFqoR65FJd3ZXVkwDtAA63RVVEVN3cTI+d/z+HfFGiFzmvP3vg1Ha8/XBgZRRGKpASsTSUieFiLaWEMjE0/UB2syF3s1tj2w9s7rcf7+eJQVlLU6YMLqDbjkx/WtWh8pR3VU2QAvnqgdR9+sVf3/f0pwuq7zHHCy+XS9zhRG4UoXc0TUstofzVZ8D4ucKPkME8Mbx73LH8N//6B8/998SVoF1xxRVXXPFn4RNlbn/k/e+/RtYN8nQhyzO2dzc/KDWSUlIkCWYJ9ZtH3LN+hNpZ8tWPh4omaUK9XdIdL7gsJTz7RnR1s+HwP/yG/f/9/7K0lkRJKHNs1dDWDU6myMTQaw2rBcWre+yy5Nx1bJYbsjSh7x32zRsuw8De9SRNx8IPZEbwNMBQtyO50hpjLYMQdNKjjCI4uNWGixhIXGCRGJxS9FrSeUPrAkOWYbuOpZKcrKUM0AhBIQUnIblJUrLE4LXmbdsQjOIGQbBnnmxABniUkARBqgVeGV5MJO8bIXDec4PGBY/1jn4ycrlnJiRGwBDGi3oBpALy6b5lJB0LRsXqiZF8aObg6ki6DtPthpFYwUii7phLHQvm0knLaM4hmJUzNT1XTfunjOSvYVKgmHveLszZbzEKICpqsX+um8aUzMYkDSNRel5+GZ79jpd9zy/dsmntNSNJs9PjkUhGMuSZA8GjRhNz407MxHcy3cRN59ZOhK0GrB17CltnR7fMwX0kkSfmaAL3bN5YorlnDBBfT2NFwhr7CAegbTtMN/bleYax5FNJtlqgwjD2jSYa1xsqd+KzVYkN0HQDXgiUHWgrzaUbUAEKa9m3e7S13KQpi+Dxw8AlScbXipYMSrERkuWioHIDb755NzrqlRnL1QLZW5Yvbrm7SbCHM+fDGZkmOB84fXgi9I4yNVRK0nUN2199SXi4QZgMax3LtkOFwCAEJkvJtEL1Az54+m/f8Hg8svzsFWWaoN4/EY4VvjAI5/lwuJCXGV3ToY5n1jcrVnc31B+eoO25XS/xUlJJCQSG3Ynw7pFyUfD5YoEYLJev39I97QmbFU2eIVYLCmBoOurbNUFKjt++41YJwu5ImWc8DY5N35IogXMBZwfUYLlVglMYQ+uXmaHtLG3wODsgfaBxZnqdB7yEDy5QBUhFQBiDwXPqHSf82Bs4WIQyJHdb2rZHZQXZIqVIE2yescozPIG6G7CmQ+QpdZ6wrGpud2dEcIQsoVuW1N5ze7dFa83NQlNIRXc4ozYZxZRn1g8D9tv3bP7urz6WIa6LnMubdyT9QNcPuCIjudRY3ZEuSqSUo3pVdcgXt6i7LfXp8tFEKkhJJVPKf/N3LCfX0Prb7z46BzeXCnm8sEoMXmmGwWISg13k9FVLoiWFVOM/4P5Mu/IMiaFY/lCB66xFZCna/NOdjv+SuBK0K6644oorfhZIKVnebml2B278ieTl/T+6j0kS0rstbn8YewEWJS5N/2jvSLFccBgsPk/JpzDTZDIVuLnZ4P/Hv0V/90jwjvpS05QdjRKYyf1LJwl+WZDdbRmEoHz9AnU4km02FMBXj0+kxqDSnC5IDk8HEm/JJMjMsBYBpQN11/EPg0cjeGk0Tmnq4GmUIcUhhWRjzGiSYQTKwMIHnJLsnWObJByEQDsPdqBPNGpZkhiFlZpXRUpmDJdhoNKS/bGiry4s8pzWSD5ThkQIBjzKBhJG1SyTnqq3HAUk0uL9WAqpRUALKJXmEgLvB4eCT9zWXjGbegRGxaZmVIlq5jLAgblMsXg2xj1zieCOmWDlz8aM/W4wEr1IgF5M93fMJYMVc65aVK1iKWGMAbgwE6WW2TDEMccDZIzEKSpNw3Q8cbtk2u8dc1mng489ZkvmkO3ogllMxx/JopmOQ03bqem8DcyB4bHsVDCrd8dpzEfGUlExzeum/YZpm/U0R8NMer9kDhyPc75n7NnLpmN5ZDRVWU7P3wB752kdaAFLFWjFaH4SQuCrnaOQsLAOLxVbLRms46ltaa0nzRK21jE4B9ax1Ipd2yNEQ5klpMCu7jGZpm9b7DAgzzWf5ymHtkVeau6LjO6N4/F4QSqFENA2HbobWGmJDKPxSjEEkkzz9W+/wtUN+mGLbi1SCLwPuKalLXIWmyVGSfSpoq1atmXF7nFPG+CmyKhOF6rHPcVqwa8TQ/P7b/BuQC8KssHx9r/9AZmk3L66IzhPqyTiUnN+3GPqlrv1gm534hygbzpCP9DZAbsokWXB+m++xLc9Yb2g//2FQ99j/vANl0uLbFpKIVitFxy+ecNtEIh+IFWCxGiqqhlLaZWm9Y5GjqWrvYPOBQbpYOojlEZyk2hyIVmkhuNgqa3nmMHaOTZZglqWmADaB4bTha4wDMqQLXNQmkZKhJSkSqKyjGpwnB53LENgKUEISXVp2dxu+ECgr2okAV0UZEWG957j20cuZU6eplzOF4yWnPYn8r/6Ap0Ymt2B7nAicZ50vSTLc3AeP1i6czWaSK3GfrLT8czi4ZZi82n/l/1e/mYsb28uFfpckcYA66omm97/8yIfv5C5NMgAervEJJr+UnNclpTf+1yp+wG/XXJTFr+okGq4ErQrrrjiiit+RvRdR+bC6Gz3J+6TLYoxIPnDnh5Iv3j1R7evuwH95Wt0mtDtT1z6gcW5oszG4rfNww1HLajePJLfbblflaRTD0rbW9wyRyQJNk0oVgsupwsNsCpzmqqhXBb4Fzec65bCrCmFQB7PlInnw+mCVprKBJr1kqTryOqWOkAwAhkkCx8ICCopxotkKTgLQa410jlEgNY57pTEpIYzARdSRF5wyRLOjI3/mR7LKFvgxc0Wow3vFLwyCd57bqXG4KmlxkuLs4Gdd3gtKWRK07e4IEaFLQTkdJFXW4cAPlOS985TTE1lJWMm2bdMYdyMxMAwEhLPZIDBbOEfe9iaaZ8LIylZMBKC/fQjGYlZDMeWzGpY7BeLrxfJSF52jMd+w6yMwaxiSea+Nqbf+bPxYg9bHC9M64Q53Dsirr1j7tOLKlwkp9FwJUz7qun5GGMQ++ZWzCWf22fzbqftFozqY+xz04zE9mvm3rhYJhlVy+dGLeV0TqJJSs+cN5dO571gVjXTZ+va82mung5QWI9goA6ghEDabjQf0YZAz2nQdN6NypVJ6Kwl+IAmMGiF7gcWcoywsJWjD57PEBxPHR+OF7bG8FqBanvSANo5XO+owpF0tRpL0tqBO6NJs4zd8YJMNEJKCuuQTlMOljRJ+O7rN7y+uyFZlKAUKjX0hzOHywXrAynT+4NRaCG5//VrhrZl+eHA6zThcX+g7QeGS83aGOSxpl7nfCY1Sd2y/93X7H0g8R6KjPu6J9eS8+5I3zQ0f/87ltsVeZqiELSHE74sef/7r2lvt6xe3rH97CWibWmajlXb4ZqWZn+kMIZvipzqcc926uNSUnLxntdiNEtRARZa4p2g8dP/3uDxRpLIUflGKVolyAkUUuKN5j7N2RY5jRh7gN85S1OkhO2Crq751esNSZHTa4NJDc55vJIch4FV0+OMQliHSAzWe1SZ0TQ9+RcvWNzd0Nc1+7ePY46Y0dwVBefzhdPhTL8/wv0NzfsPXKRglaWkRYa42dD2PZuy+Ph/JqUcTT4CtI972vUSnegfhFfHDM5PYmLWS45fvyU7Xj6SM2BU3Z5lruVFTiXE+F4lBNoHbAhkPtD3PVpramdxaUr64vZjdMAvKaQargTtiiuuuOKKnxHd/sRmVVKLQHe8kOo/7WMmWxRYKXgrJC8B/b0P7J9ymUxe3uMfbjm+/8D+8UDvLEEq1KsHtr/6jO5ScXzcIwZHSA364ZakSNFljnOeJkvJ7m/ov33H6cOB5HThdrOi8YHFa0O3O3LOU3Z1y91g6dKENIOVVizywPn9I2elWElITUIYLL1zIBXGGHotEc7hnCMhICeXRmUV32hDLQSiKNkWGa4ssZnGeVD9gPUeKwVdCLh+oCgyfqVuUJeGLghq5ykIqGHgFAQ9gVdG8SYEjtZxKxVOCTrvkQRC8PjgGRDTBX34GE69DOMFfQH8FSPJ2TEbYUSClDCSlah26WePxb6tWEQULe3vmHvBYn9XJGpREWsZSUvJXF5omYlE7O2KwdmS0V4/kr9o5JEz57RFu/+o9j0xq2H9dPsdo2qYMfe9RRMRz6x2bZjDuSOxrJj73dw0R8yLa6ZtDDNpPE9rjcSxYzYvMc/GKJjDwSMRjMegp/2ZnovnMM7hpzXsmcs/02ktcX2xDzAStxyobJjCy8N4zjws+jE3rlSO++DHskdr6ZUgtY6jh296y98mCokiG8ZjOgePcgEjAlsP+34gUYJOaUohMCHBhJ5MK067Pc3kUBpMwlPbslUaM1h2g2UpJTjHQ1Xzxjk+Wy4pzs1IMtOUen8CAWmiWSvDpW7IqgvFaoGXkqdvxozBZVngrUU+nZDB80JJmq4nZCnu3Q6xXYNW5MczKQJZ5hx++w3cbzl1jvB05HZZYruB+ut3kKfYLKMsMvaHM18oAV+/4Wm35+l8QW/XPL595E5russF1bRkacIXi5K3hxMiBHI/9j89MaqZuRwdZ73XDMISJJRujALJpSIgkEZxtpalSMgJPDrPXnpyHcbe3sEyFCnL1ZqXr17QNy1fvXnLU9WQBzC3OcIY1CJB9QNhf2JZ5hyrBrVecG5bTJGDNmA0idGYRDNYwyJLcU1LHRyND0gpaQfL9tefkec5WV0zfPuOtszpvnjJ9tULbG9pDifoe4J1Hy33hVakZYE9X+gXxWgWNSlo38/gjDEx8ulIIyW5+NToQ3zP8bftLXK75rYc8zd3xxPDoiAvcz5UDctX9+SrxQ9jXH5BIdVwJWhXXHHFFVf8THie/VMsF2P22v5M8RMuXc9R9wPcb3mZJJgvXlH9hFPaj7lsSSnZvnyAlw+cX98T3r7H+TCajSxKzOsXgEB4j/AeKyVOK7LV4mMQ9rBa0O0OFFJggyDkKUWeIaTEC1j/1eeoqua7f/iOzA1oBCSCosyRgyUIwcl7jNHcLXLa3tIIMEqRak0XLO+9YE2gd5bHPGNxu2atE0SZss5S+iTlgEc4hzaGru9p6xoVQCsDEu6yjA8BZN0QrKOSEu8hHRx7O7APBm0HvLXkWUrrA13TUjtPA9xJwVIorBD4EEinvqcDkyOhAhdG1U/YwD1z39qD1gzO4gLswkykYm9V7NPqGMlAz0wmBKMaF1WnSMZgJIZRQYt9VlENOkzjloxkJip5ObPa9bzfKipacZwln9r7V4zkqWZWyaKaB7ODZfdsHsds079iVv0i0TkwxxPEksSHaY54fAXwB+aYA8Ws4kWCF4lozJvTzCWNUT28Yy4fvWFWBiPiscf/uFhCGYlcJMlRZbxM48eSSzvN0TCT8yQ4tJAEHyi8pxAS68dxAPa9Q0hHbszYH2gHVlIip6gB72ErFY0dMEisD1ivObWBXCruEk3vPWfbcfEelxrqEGicZ5kYgtYkWtPuzxilRgOWpiEsS9bF6K153J1p8pSy6TCD5VD33K1L6rfvyTYrrFb0VcPKOU7WQp6SKzn25w2e9nGHXi3IQsAC3eHMRsL+7TsWCBYu0H/zjmKZ03Y9SEFoWp4OYAdP+foOZRLy4wV5+Hv2mxV3WYboOpKmY+k9p8c9uZKcixwXAp0QfLs/stYarKcnYIQgSDj0AecsmVIIIRFCUAE3StMSUEbiQhgJuFDY3tJrze1qQecDXZpi+47gPJvPPyMtM9qqwTiHB4RzhKoldZ6AJwRPLQTZ7Zaq7dCJJrvZEHygutSYpiVNNI3TcLhQ3G5wqaBJO7Yv7rHWUnYDvijINku6c8u++gNiUSD7nrxqWcRQ6OAJraOtalxi8N3AUOSwWf1kBmexWtIaTXh84pwl2KphMWVcBiEJztE6i0sM5nZNOplONdaRvH7JZjGpeENP9iPkDH5ZIdVwJWhXXHHFFVf8TIjZPxHFckGfJByPZ1TXUagfZq99v9TEe091vvyzewHK7ZrudKFM/9QCyxFmWeI82EXJcXfkdrOmudTkecZeKvAe4z33N2vyvgfn6ZuW7GZDow3n05lCSFICLYKkzHAuIHzg7D2JyVHBIRAcpWS5XvLlwy0u0bwTcAmCdFnQNx2+7UmkoLSOQo7lTKUY+zcuoefRWrI0I7iG2wAw9rKcAyQEUq35WkpKGxAEai0pjCIPUFnPOThyxrVWSvKvpMAi6Nx4kbiSEiUFNRYEGClRWnEJASslr6XEOod24WPZ48BsAR9LGCPBiI6LG2ZyMjCbjUQCJhjJxYmxHDBa9keTjajQxb6v2KPVTXOdmRW5bBrnOO3nmaMBYj/aPzCXXcYiLDGtLZqSxLLFmJO2YiaEMW4gYzYkYZqrYyaLMZA7qnJiOq7FNG40++gZ+8Wi2+WamdC+Ze6hWzCXR0bEcshonBJNV+IxR2XuuctkLKeMRDKWoTbTnPtpvYMHgadnMpOx/qNrZszUUx6+7YaPx7Z2nh3whRiPpXVuzO3zntZZVsEjhSRJBFU/jlZOTqsWyUaBb3vawY6ljGXOWkmoWoJS3ArF7niikwKlDQqP/bBHlRlZENC21KlhMTg0An+p8ccTXmmSZ2fOWkvWtQwu4NIE4wMyBFTf0/YD6bkiCeCUoO4tw9CTCuh7hzGS5WBJ85x3bz5ggHRZcvvqnuHNO/jyc/YeMudZBVgESELA5Tm7/ZHbImGd5xR24NK05NbTOQ/B44xk6zRKjHMHJckCVM6xyjIu1mGNwaeKBR6VZRRC0FuHkmrsvTw3hDSB1GC1Iaz1+LrpekTtSUIgGEWjDWatcYnBrRaE5YIuTZFKIq3FftizWC9omhZ1aRBGc2xalq8fWFeKrm4IdqBIFG3sLu07sv0ZtV2hbjaou4LTpUL2A4WSY6mjNBCgPpz42lv44tUfzeB0bcf96wd4/cDpw47j7ohuOoTReClJyxWubunOFXt3wiUJyWbFpsg+jlEoTXW6UH6v3+2XFlI41zBLAAAgAElEQVQNV4J2xRVXXHHFz4SY/fMcSZqQPNyOxOs0qmIfy1yy5AelJlLKP6sXQEqJzTP4J5aruK4nvV0jLzXJX3/BaX8kTQ3N/kI2DNzdbGiLDLs78fZdwybTBFNipOD21T2Xd0+4DzsuTY8cBnKl2C4KOusQdjSyb6UiZBn1MPDXn72gDeCVZmU0H9wAIeASyXq5wB0PeGvZZCmFc1DVtHbAWMvGOhI/YAloJZEOau+5Tw1923CjE5xRFIPn6AZuvCAhcFSKtQz0IuFWKzrvKJyj84E2BPLEjOpV8OBGm/cjUBhNqhXeBSSWnRBkjCWViRLUbiyPWzNb2kfDitgjFQmEYyZEe0alqWQmM9H9MJKxxbRdzGiL/W6RhA3T8+dpjHhp1077OMZSSDvt207HFE0+sul2++z28xJBGEnZhVGNujDnrNWMRHLFbNzxYVpbzWwaEhXKB+a8uUjUOubYgd9M8+bMUQXVtP6CWa1smUljjEpYT8cXDUvaaV1RVfTMymR0nOyZCXIsEx2YCfaGsQQ0Esz4t4nKYrzEjaQ4TM+Xz7bpwkSgPSRiUkYDiH4YyV3w3GmFERJUIHMeKTr2jWMIntJKBiVHU5MyY5ASf4H1dkU2eIx3NFWL6ywFHle3GKkwStKcK5bp+BWBrRoKG2i9/TSvzIcpMDnQni5kywWuH6jONYf9iRfe8aEd0DLwuihwg0UahRscrgmoINi1PWme8bAc+7L2WvFqseC3f3jD6m++QLDkw1ff8KDGebdFhnOON4cjhQx4pdFJRu8afPCgBGYYQ613LnBjzEfVuZOStZQYIcYojTxlsA7hLDqMvVs+19iqwRtFCLB5cYNcLlBK0Tc1bQOnpzNdkZCvFxyNISQapRP0ekFeFOjEEHzg8e17jFIcnCM0HXmekRbZ+P6gNb1QeDugegtGE5B0dYOqGrZFyrHvEacL3K5Z3mzGz4GqJtj4ihSIVUlpNDJL/mhe3fPPl83D3Rh67j37d0+8+y+/pdh1FFojE8N9uUZO7o/Vd4/4JCFdlSRJ8qOfL7+0kGq4ErQrrrjiiit+JvyxGn4p5Q++tfznjPOn4Lnz15+KYB3FcsHOjuWFMk1Jm5Zj3RCkHMva8hz9YrzgW0hJe6nRiUEnhuJmQ+M86Y3Adj3fni/sBkeWZ6hsgdaaXClkENRdx7m33BY5Wgv2g8WlmlerJdXTDt80LD3cFikCweBG6/VSCI7Os9GGYhh4DMNYaqY0vfJjf1aQiODxQqKMJAsKaQLd4LFDj1SaG6NolMJ5QSkVZ+/QziOkwIZAh8AqSS4lSWqoEAxa4YQjUZrGBpZa4NXYl6SDpfNzxlgMl44kYsEcfB17yNbMqltUhmKp5AvmAOgLs7PiO2a7/pyRDKSMBCYGZsdL76iwPbe3d9P2MevtlrnPK2axNdMcu2nbYjqmflpny0xqYonkc9fH98/GjCWPkZBJZtIV1xXNVaLKGMeJBNcyK1odI1kapv1jaWIM/477wqxG9szGJB+mdV2YyxlP07wr5py7mH8X/waxly/2IMbjiCRYTOO8nOZYT78/Z3bwtEAfJrfLML4G7gAZQFqPl2OPpHOebLBU3rMQgkSCmUw7DgRqZ1mEQJ+OKvPx0pAlBqqGc2BUQULLziZsJLgsIQSQw4DRkrrrEdmsqITgwfoxzNwNXKig70malpuqYRg6XgiFFND4iqAkpcgwUqF9QAaPbzvawVInimWa4o4nhiLF2B43DGN8wKLk1HQo50hDoFASugFQFFnKJcDRmrGHcrCspMApiUk1VghOBGxiWC4WWKAaLG2w3CQJHxgoUkPb9bjE0PYtm9WKs7ecs4TVckEylQPmZgWqpgzw9f7M8uUdtizGHMrEkG/WeO+5XGrcYKFuCamh7wbuN0vERJBSFG3dILSk3Z+5KXKCD1jlSc4NZgqHVv1AupJUl5rkZnTRXSw/jVDx3rNNE9qvvsH8XfaTJO3HPhfaqqYcLMX9Dcvww32klGMfYwhUj3vq9RJWP7Ta/6WFVMOVoF1xxRVXXPEzIUj5T1aufnKcPwOfOH+ZP+1jTnhPZy3J5y8wScL58Ynj12/48sU9xzQds3+cI59cFb95+8gyy0ikoHcBX+T4VUkWAnKz4vbl3agk5Rl48CJgteZ8rnj58hbV9fTW0gnFqUzYPtwwnGpU12P6gb4feNtbMqNGG/vM0FWOKgS+VIraSzY+YbADOyEotSL0lrvMUA2OfWcZBHgXuEXQS0HjAucQ2CQGF0AbSWtHH8HEBSo70EtBRsBYQZpoVGJw3uGUpPcBN3gMgdxosuB56gcOfr54j0Qo2tdH5SWqMzUzYYiOj/F+DHyGWYFZTOPeTI9fGFWrJbOByCNzIPRbRhKzZFaDYubZW+ZerC0jsYjkKroqxt6419MxRJv8+CqKylM7rS0qg1EF2zLHEUR7/FiuGJVE+2zsWCJ5nMaLqmXsE4vz6mm/qJBF05HVdNwVs9V/yxzeHYlay0iiohK3mB6rpuM9PDsnkYxaPiVr0REz/h3ks/GiKcrddE6P0+1oIvOe2Vkyrk0BwXuUUnTO4x0sgqcdHA1wLyERAi8FRxe48Z5Qd9Q24IRkXebsq5oWuLeOUilElmCD4D5VlNbyeKpoE80qBAYHQ1WBCNT9GKVeNy2F91jr6J3jRktQkt+dzvwqOC69RetRRe4JSCEYBssZx8vU0PSerdHsQ0CcKs6lpygL6lPFokh52p8pfvM5IkvJAng7cD5XDL3l1WbJ7/oe38FSCV4rifSet+czEHB4Oq2otSLLcqSUnJRArRbkRuJ2Rz4QaFNNHQRbLVikGVoGhuDYC8X6xe1HcvYRHtIip7CWECBdLyjKkne7A+JwQvUDpVLUbctayvFv0/Q0dYM3hrTIMEYTrCNfLdg/7hBS0PUWoRRpMpcKFkpR1S1yKl//sd6vyjnK1QKkotv/dDzL9z9f6vMFMzk6DqsF7eN+JOs/gTIxtKcLZ6V4ThGjY+QvDVeCdsUVV1xxxc8CYRS+7/9ohtk/hp+rFyA6f7mn45+kpNWDJVsWCOfpThVaa+xywbvzmWK7pHWW3GiO7UB6t6Hfrqi//Q7saAwiGZv7n45nVusV92XOuRsQqUE5z7nrSJUgffVriixleNxR1Q2dALtesFBjH1vZ9pTWs8gTDv0AlxqfGo7WY7UikQrhA1oIkjzh0MLBWhzjt/mLMGZbFT6QKwBP8H58zBiEVJwCBAFrk6KVHe2nRaDHg/c0CAYVKPCsCKRK0ylBpgwi1LwfAnawFFIglER6R3CjPf96+smZ1aaU8YK9Zbwo3zIbbdwzEqbj9Hf4DSOxiRbxzw08Yv+YYFZvYpaZ5NNctoaRdMS+r5grtpjGiEpftMCPjoeB0e1RM4dwnxnLEyNpimM+Tb/Ns7FiuHTLXEoY+/QEo7LUMhK4hlF1apht+jVjmWPMeIvnLhKdM3Pv3hMjOfPPHotqINPvglEN1IxulfHyNhqTRJTMKlwznadYtvlcoYsq6WpaS5jmiKWbMS/ui+mcd9PY8Vz2z44NwFtH5cY8PikEYTK+KIHaw9CPJYUDAjMMXJTizln08cyubimN5tYYijCGe5/PFWctx2gLIEtT8m6gr2uC0NjeUZ4byiIleDidLpz6YVyP99RCIjOD6ixDbykCqOlFGMIo0WQItLW0UiJDPEOBUiuqS0utBCYEBgS1v9CeTpzalv3TjlXTk2mNDw6jFa/SJdmtQZ/P1LKmqSpUmlKbBK8UToDLUjopScoMLySF0VzqBrFc0CDIbrYM3YCoa5pgEUlGt1iQLkZlrGpacA5CACFomxa0RBcFVinK1vLeHjEE1iHA9KVWsA4hRlfFtZEIMSpRzemMLXKYervc1O9rE4Xu3cf9AaQUBOcplaK61CMR+x78lE8pJpOpSOSstey+fkOoO4RzVFVN4z23X7zCO4/cnz/a7ZskoV0v6c+Xj5mYP4ZESXRV0Xc9SZr8wDHyl4QrQbviiiuuuOJnQb5e0RzO/2SDjuf4OXsBitWSPk047k/opiU3PzQpaQZLIwV1YsgPZ0pjkFJyOV749bKkkZL+cKRPDMs8J9+MFwTFZs1hUdL/tz+wLHJgtMxuyhxlEhrr0EpilcBkGd+dL6w+f8l2vaTynsPDLVnVEBKDbhvUpeJ1kXFoey79wBKJ1gbfD9QOijLj2PYE57k4x1KPbm42NSghRuc+4emtw/vAOjEcRUApEC5QeMfZOZYh0CvJIkvppEBYyfuhRsnRbfLOaHb9gAmQCUEnBIMax9dZQmg7hPQstcI6j0cilOFGg/Se4ANPzn8sKxSMhGzBeCH/CPyWMWA59mpZ5tDn6Oi4mW4fptsZ8BUjSVoxm3qcpu1/xeweuWfuEYulezmflgxGj7hItmpGgvnAqPzE3rcYYP003f+cuccuEj47zRvXqpnJWQzNjqWZse/tllHRi8pWJDKf86naGOMBVtM+CbNDYzf9ROOUdrpvmU1HYv5aOd3XzFb9kfC6Z88zPRdt+Htmt8aoPhrmMs3oQhlLSutpzuh2GcljLM1cTscbSzMtYxZbAPxEgGIgeTSP6Z3nVo59aLkQSOvphSXrHE5lVJ3jMgxkaULnAhiDFC1eCEQIDNbi+x4dgDzBhUDf9ri+JxssQ91ghEApSTFYdqcTwg74riPVChFt3QMgJF0ILLSm6zoKJbkIgfaSpu3wg6Wqa5Y3G1zTk726I3z7nqyqMYeKzjqCcwjn6bWANOOpyLiRerSdTw3DuSJzjsx60lVBkIodnjKAVAKnNWq9JPHgpKSXQKrwyRKvFUWec041Qgou5zMPiwUy5oSFgO8HDkOAmy0ijG6RvmrZfP6Kbn+eFbAQGKzDJAYR5vrBXGn6uuUsJJSWxf0Nx/c7ZJlSqB/5cs2P5dO4H/Z+Vf1Aer8dp5OS3Gjeff2GcLiQHE88ZCl6IlzeGOpv3nJ+98TOWj57eQ/PFLOYp+mP559U0hpn2d4/cD6esevVjzpG/lJwJWhXXHHFFVf8LPjnGnQ8x8/dC5Ck6ZiV5j3V8fQD6/4gBMX+zM3thr5pZwJnx4b0clliUkPYH3l68571zYZ8smze3N/w1Pf8w/sd0joWecL6foPpHbZt8U3Ht13PycP9//SvWa+XOAlpanjIUg6nivqrb/hisURyoXMOUeZ0zvF26OnxbNYLjFAslxnN7ow1hn/oBx6MQEvFVgluTcJvqwrnPWshEFPuUycCfRj7NBwKIyUaQecDuRAc+gEnJdmiZC0Fl8Hx1HdYJSmNQXuPkBLhLK0LnKqarfdstaJjvPiVCLYTmcu1JjiHF5al9ZwYyUVgvKCPjoa/Bf4vRvVszajsxMyw2Jc1dueMxOqeuUwyYbywf2IkUrHHKT7+3JDkgZEoLBhVJMHsgPi7aS3+2TyfMdvUn5kdDdNpDdGIpGImQt9Nzy2ZjTLEtI1hLO2Lhh1RbYoRALHMM6pJ6XQ/EsZo/BFVyKgU+mmdYpr/jtk8JOoA5+n3LbNrZlTGYhB2JJ4dY99f7OMLz85DnFc8O7bzNOaC2RglbhuDsrfTsVyYyy+jy2Ykb7HcNaqMURF1zBenHSNxW4TAoXcsCVw89DYwSMnZWl7nGZn19L5DpwmFcxzPF0yZk3hN0fWkzvPUNpy6lvcu8DpRqCDG8jtncVKxVJq6acE62qZj6Dsan3BjNC0OLyVGjfmDhIDtBr4ZLF4JVsaM6rYQrFKNP54xy4LhcMberjDdwJ2UrBaGerDs6g7lLP3lwiDggxC8XBT4Q4/JEnIhsdOXKbbpScsUmyQMRiFdINQtQ6I4ZznLzQo+7Kjaga5I2TmHuljKNCNflchJg/YhsO8HqkXBQ5GRJglffXjCty3rh5vR9GOZM1QNRisQApf8OE0wUqLajgaBTBPsi1vU8fxJYPRHfHw//7RJrB0sYb0kScbyR6ETDt99wH/7ji++eAWL8nvDSChybp2neP+E/fvfc/jsJZsXdx+3yRYFQ6I5ny7orifVn34pNySGYC219yxf3lLk+Y8e3y8BV4J2xRVXXHHFz4Z/jkFHxF+yF0BK+QPr/vp0JtmfSKe12iwFHy8i5ouJJEm4eXHPpSg4v31PYyRploGQ6M9fcnN3Q6IUb3YHTKI47E6kmw3hQaGN5iZJuFmVICQyBrRaR3lpSX7zOf3jjsxl1NaBViSpIRwvvFgt6a3l0rb0Dk4KVndb7vKM3vbobkA4yWAtG2CVJDTDwFBkHIwiU4JWSAYhWSWSQ9XT2A7rBR+0ptASLRU9cJAKpT1BSwYHh6FniWQVAghJogO+7dglilwpGEYVIATPWsvRMVEIAgrhLMpoUgL31lGH8YL8hvGC+3Pga0YCsmQkGW66H1WnSDgCozmIAv6aUeW6TM/F29GEJBKfqNbEMsgDIxGI1vEL5pDmaFLy+Gzc/5nZkj6WTEpmBaxndp5cMytJkWDEHjU/bbd5dhzRMOMDI7HbMJLHhJmUymfnIropnqb11czlmLHPLZLF94xkKIZuRyv+ZPodnSHjHDGeoGZ2rUyn86iA3zMqk5FkbZ89l0/7ien89tPPLbNCZpj762ImXuzBi4pfPLdy2i+6SUrgzTTPJsDFee4Z1ba33rJGcOcDtyFg+wErBKF1KCVpBZQ6IVWS2gfaqsEpTWsdt6eanYR0UbLRmiwEdID3bUeYiFoO6H7A9Q7DQOg1NnjOUqK8J0tT+t6impatD5hE4/xAkgScB+8tb8JYUry2Aw9I2vWCaugxrSU3ik1m0MJwqwylhPfO8/ZSo8ucF2rMQEytQ/c9YVEweIcQgY0yhFRQEbBtD+eaDoHJEkSao6qKrbYcE8NZaVyeUh9rvFaE1LB+8cAmUXS7sahYSDWW6Hro6oZsUYyk+NxgPWRZhu9iOt+M3jnS5YKLdSx/fU9yutAMPc25IX9Wou59QJjnaYgjqn4grJcU05ddrbXUl5ryu/fkecZPIVkt2P3uG26VRJqc6rv3o3L9jKSZJMHc3YwVEpdqLNX0nsY6xOt7irsb7oGq7eBK0K644oorrvj/A/45Bh3Av3gvQN91yKfjR3IGkK6XNO+eyBPDrBnMWCxLpHxB/3REL0bLZoC2aqgPBx7++kuSJKF9WaMuNTYEDkry5XbN0LQE6wjDQHs8sz+cuLm/wQwDdD02gFmUiOOJXGsug4euo0wMRhrOiSSVgrxu0alm7x0hgQ91wzA4jIAjgjYxvJ6CcIc0YVHmtHWLHgZeGkNoE74aemRiSPMMrENoQaoMrq5JjMElhmZ34Gg9Pni8BKsMgx1LG5d5gvaBt8caZQeCEhgPtXcEpRiEpHKeXkq8lOA8d4yk4z0jYfg140X7MJ3bWNYYw64joen5VJ2KxiFR/YkB1/Giv2S2jY9ZaEzzrJhJypmRbMRiWsNIQPQ0fiRnz/vfEkZS8pz0RGIVx4glf5Egxn6tmOcWSzOjy2U0OokkJR778163SPzumTPMdtP4NXOJ45ZRTYv9bstp22p6bMmcWbdgjiVomU1dIuGMilhUvOyz7UpmRTLm2zXTNm+nv0ssGtPTMcb4hUjInp6tMSqSz+MLIlmMc0ezl/3geDDjlwRtCOQednWHN4pSaczgSNKEYBSXwVPiuFjHY13xGyFJlcR5T9v1fNsN3EqB9QGhxBgJ0Q8Mg+W11jz1Ay+kwPc9PgQ2eUbtAkPVsJByVFeVZLCeTZlgnacNnqFTlKmiry5sXt9DCGyUpn/9gvrpRFddyFPD7lyzul1i0oSXUnA+X8a/53aJ6Af6DwfOQlAGyzII+iRFrwpsbyG0qCLnb7Yr6qohSzLOduCQZvQhcNaK1/cbrBB0D1u2WUb6TA3zRnPpekyZs1gtGE41PkvIFgVpkdMIgV1mnPdnMgnB+rEHjbEX7+w9bBYUmxVZWdB0PVlZopThUtfI3pJPamNRZAQf8EpwHobR8v5++/H9E+BkLdn7HcuyGEsnfwJJkuDLDHu8kEgo05Th2++oy5ziRxS3fCpf7K0lXS/Jl/M2f06cy78ErgTtiiuuuOKKnxX/ZIOObvgX7wXo9ifW31ubSROa7Yr+eAat8K39geFJURZoY/hQVSyFoFQKmRqGVy/Q1uG9Z0gMx2WJaFtC3WE/7MiV/lj+0zQtuffIc0XVdMh+YPHyniRLObxRBP+ENZKKDGl7lquUNEDfW/ylQSqFtJZcKcrlgqruOAWP1RIlFVUAXRYUqxIhJFIKugtUTYfzFq80RoEqc0JvEUOPU5InIciXBWut8XYY+0ysY60VtrOYxKAV1IMfL4JXJepyQThHix9L8AQIIalkGMvA8B/7rw7MoclbRtUqKlT/lZE0RVv7qAxtGRW36Pq3mcaJKlgskYuOh5HceOYLnC0joYhGGgdm18IYph3Dpy1z71Qsh4yEJTxbRxxLMTsaLplz3mrm8sJYsmeZlazy2Zyxpy3myBlmU5WYDxedD5m2iQHbhrE8MWUkPY6xtNNN64vKWwzD1tP2TOPGnLqEOfqgYi4z/W56LmahRW1DTMcQrf7juDEH7cBoFBKdJG+ZFc09MwH8+2m9sS+wnu5/YCSbDXN/W4w72DjHewELAa0wKAGKgJGM2XxC0AvJue9437ZspBxLAosUPDxIwS6E0RTEeryHMAwcERgJmfc8WotLNHZwGCPwYrS9XwYP1lFJqJVkGQJWCoIHj8AIxROOIghUWiK7gapt0VLia08oc1yiqK2jDYJcQigyFIEbsaLUmv9SNay1pCyysXRyGBBZSmIUh7ZDWE+5XdG2PVIIUiUYhp5gPa8WKd8MFv36JWq1ZKEEgwvUUkDvSPTo5tqWOee64fP7W5Qe3+M+HM+s7m7oegvbDbdlzjHfwbni8LijkBAQXJxD/91fsdxu8d5TXyqS1YL66UChFWazIvhAXTccfcBpTWUt+f0N5fdyLwGafqA/V7wui7HU8R/5zMiKHOc87akiSzSbIuftm/cU/+o3P7p90w/47eoTcgZ/fpzLXxpXgnbFFVdcccXPjj/VoMPmGenr+39RFy0/uYXxI2Ym+bIcLzrt6Bq2/JF+uCQxrEWBebjlw+GMXy/IipyztfRVw9JoimHg/N1Ammf4YRiJm/W41NBnCRut6MNYUugnpU5IwfLhlqbt0G3H2gWscxzOF/q6Y5MaagU5mnWS0Hs/XrwXCdvp2+jeutGgIk/wLlD7AWE9CwRkKd8QeKUkLZLvmpZ1nkGqGUJge7Nm1zSI1mKkYrla0g0DT21HqQUSw1d+oBeCeym51YqnxOA7wUY4tkpQD5ZWS4xQKO8ZBlgLeLKOHWOfV8VY7hjt4Rvm7LNIkJ6XOsaep0iKosoSe6Ois2AkDDGDLFr176f9j8zW+r9mVryi0tUxG2usmQlQ7Dtrp/GiIUhUtKLaFXvEnpdAxrXHcaIpR1S5oiIV3RejkmamuWBW6SKpice8ZFYPo0tjdICMLpVuOu4vmR0mI8lcTvNvmZW2qD7Gr0oMc4RBNH5R03E0zP2FMWYhks8jc2g3z/aNaqKZ9o0llfEcRML7OD0fC54rwBmF94E6eCofKLOUROnR1MRIjkJydB7dD9wnigdjaJsO43rugudd1bAtMwop6LqBRCka52mtJQueL9OUxjreW8vRw9Z5vvNudERdlYgQqKwjEYJcSiSCY9uhs4RWgbUBtEJ3jurcEPIMmoYCgVnkFErSBY9IU05DRfnyjg+Xmu1mRbXbY7uWMlkgEo1MEg5tj7UDUkvUYLEEtmVOkWk651H5M7rcO4QQOAssV9zebkhu1tRtR7BjBuJhU4J1lFqxMQln73AhjOHhaYr1nm8FlKuSZT7lpq2WOOtQNyv84OiUxDzcstiM1jFSSsLgMKsE8/qB02//wDrLxi+j0oTbmw1JYvBCjL1y30NvLcOyoHzzDsqCxlmyxc0PtvsUgqws6I3mcqlQ/YDpBqyzaDUZivjx72qzlPTFLemPvNf/uXEuf2n8RQjav//3/xv/6T/9nyRJwmefveY//sf/g4eHh5/c/j//5/+H//Af/ne++uoPeO/p+4F/9+/+V/7tv/1f/hLLu+KKK6644h+B957mR0w18vXqT7bR/8cMOvL16r9LOGhzPFH+kfLLfFkyJIanukE37Q8azb334Dwf2o7t3/4K870P//p4xn77lnC/RQWwzvHUdiRZigTaw5jdk5YFt8Dx9wPyXI0ZV0WGur+hO5zouwbhHUulaTcGJyQHpZBDh9GKCkXuQYuA0po2SdDnMUns0lty4VgkhixPOQ6WQkoCASsEhVK4RYFUCmctT23HusjRvWNR5vjMcBg8vXe4LKWqKpxS3FKSC3jz/7H3rqGSrel93++9rlutuuxL386cMzMaTTLGsQXOQIRxEBkNBINkEIHkgyFEoAhBiE2wLWyhOGCQQbYDwRBDhAkGg0z8IYLIyFIcR8Egf7FQiIOl4MQzo3Pp05d9qdu6vrd8WFW9+/TpntMz06M5kvYfmr1716pVq6r2XvX+1/M8v38/UmvJuZ5gIt5BEzxbP7KY14iQMCEgfORpDM8MzvtMJuGIsT9W05bcGK6aaYF+JAhuualCWW4y0ySTcQjcAC7gBqpxpAd+g8kAHCtaRwPTMBmHayZDcXrY/gk35uXYAnikLB5n1gw3gdczJjN1bPvbMOWoCW5M58AN0n/OjYFrntv38/c7tj423JAkO24y345tmtnhvkci4hH3fzRxxeH1jUym8khiPLZwHqt0x33bw3M/zucd88+Or/+xinis9CluaJAfHrbbHp7j0ZQdTdixKjo8dx/JNOt2DNA+Bmp/6fA4WsA+Tdu2aTJAhZDcyzJ6KRlIWKlZKcmImMxmmWONoR0cRYo87T1vZ4qZSwgf2cWI0xJPwLmRVVFQaclucFMunNGshOBrLrJQFhcjo/NkAk6twcgpDiAOjrWRlAcEfWamahXjSGYtIsFpURGd0CgAACAASURBVNC7ge3Gs1zUE1UyJfSsJI4T8XH43ff54umKtDJ0Xc+yaVg/esLn6ppxPqOQgkpprrc7UtOxVQo5n1FYg296EIJd3+OLgrCoePv+OftxZOwGynpqqq2AnRDMTpbEGLleb5F3ztgPA7LpsMZwcv4W3Dsjn1W0+2ZqAcwM3WIKqLb9QHa6Iq9emNtKUyWqrGdcnSwZ1nuQklRXWGs+Qmp8XsfKVne15vxwDg0H5D5M59l214A/1k8FaEVSkug91lrsyQQYcZsdHzy94vTB3enzRVvy+Yz8FZ8vbyrO5bupN27Q/vbf/u/5+3//F/kX/+I3mM1m/MW/+Jf5sR/7j/mN3/g/Xnmfv/bX/jpnZ6f8+q//r0gp+cf/+Nf4kR/5MX7t136Zr371h9/0Id7qVre61a1eoXEYGA5Vr+r5qleMxHGkW++mqtdqjn3NqtfLAB3fSyUXPtFkmsxy8oV3cB8+JY7js0HzJCUiM2TnJ9N82AvmzA0jarNHzmpWd09xXU/Z9hNu/bjoiYEUYWhasqpELefEJ1fIXYvXinJR4z/7Fk//r3/NaT+gtUQqTZFZTu+c0Xzjfd7ODQpBCInOOZQSWCMQdYUbelSYMp0qIfFSoOtqynqTAqs0Vit2CPIyZ9d07KxFVyWFFlyOHlNVVFXFXAguL65wSlJoTew7siGwEAIvBRdqqmqspCBIS6skhTY41xF9wKfITIAVcJpgLuAkTYv0nMkovMf0/6PR2TMtTmpuIBZwMz8mn/v+kslI3GEyDDWT0TnSIy+YTNfRxEgBM63IU6KNkSFOj/kZAU/SDfTia9wYm+M8lOSmUgTwLpOBPLYjHo9py9SWeYRxHCtSxzbPY35Zw2SAju2Px4yz+vDaXHGTIXbBDRjkWOmrDo9/PN4joXFkMkgPuDFJx/bGIwXyCTch4UfzdYcb43cM837KTTvlMZA7cEOaDNwAQ/rD8zoGg++ZTFvOTXVsxc1s3TEbzXMDdvFMRvkIfvFp2u8asCmSS3MIh49YBDomdjqxTGAPQc5BCqzNEMOIHD0mRjbC0GewFoIHlWHjEuuUOK9LglRchIDO7BRg7AOSxIkM3C9yLiU07UAVYT06jDYIJbF1RR4jwWhsglzA19uGhZCc1SUXxiCNJMNA29NdXhMQiNMFmTaMPvCl+3f54HLNxdUabSw+BBZa081mzKoSIwXb0XHhHVIbRG4RUk35cVpBYWlSoFvMmNc1xfkKrTXae6I7TkdOkuNUyfcxkr11DzWMzGNkHEd211vyMsePDinls3bzGCNi7tmdrYj7HcXLxraemxmr752zHhxYTa013TCSlvNn82Yvq2ztHj5Ba003Ouz5inEcGbYNchyZKfXcuToRe8/OOZ6sd5yspv1KKalXC/bWUN45fckBflxvMs7lu6U3atBijPzcz/08P/uzf5nZbAqj+0t/6b/i3r3P8k//6f/OD//wV156vy984fv4iZ/48Wdvwp/+0/8hX/rSv80/+Af/8Nag3epWt7rV75Ha7Q55uZlms17SEiKlnDLOYqR9+JT2U5wh8830urMHNrP40wVysyd7Sfjpy/YzbHZkUuAWM/Jsurr75Ovvs0iRUh0Nr6CKgdSHAwJfsAmBu3lG27Zou2B+fsL+wSn9w6f0TcP8kLU2m1U8NZrRjXgkrYSTkyWDlBNcoVK4daQKgUspyWYFKiSSiIxMcy2kRBuhD4FMSsrlnM9rhW87bFkR5prFakFmDd3oGJRELOcUAWQKODcgUkQFqDPNk5jx1EdWRnMnRa4HR6YkRYzUmcX6QIdn9PEZ6OMIgDi28h3bATumRf9xPuyIkzeH7Z9wg285VoqOpuP6+L5w0xKYuKEaDgI2UuJ8oEo3+8/FFNzt0nRcx1mqY3Xp6eH+xwmWI9Aif+4YjwCMjslswE1Q9zHwuT18tdxATI5h2hmTMTkSGc3hGHJuACAwGbWWG5O4ZjJCFZM5uuBmPu9YITwGgh+N4MA03/UeU1ukZTJnm8O+VofX+YjgP5qo5rCvDigkZEKw0IaNdxDSs9iCY5WzPBzPsWV0d9j/ca7MHr4es+cecTOPt+MmmuH4l2eUYUwRHQRGSKQIDDFimcijewSzWY6Ump3zFBEqqzEknoZIUeRYa1hnmiEDUmDTe4yEt6oKKQUxJHZ9T98P5CTe76dq9XmZM4x+gp4ogSosnQuE0SPLnItxahcMQjCfZfRKcTKvGcaAShC6nlAWFEXGbhhRCbKqQGvNal7hQ0SEiFGSNiTmMuKtJYwjM6PZ7xpYzhnKHHUIjPYp0mmNPl3hHz7CJxAuMKaewlou+57qWYodlEpxtd6Sv3WPfFayD4HYHypR987ITpbs2g60urkYdahEnUvJOIxcfvAY8+SSkyJHSvlsZizGSBs8Ic9Qf+QLVP3A6AOdkuRFzv6F/T1f2RIhMHhPXMymmdjNjoU1YD4+iyalZJFlSNMRLzd08xnFoaInXpKz9iq96TiX74beqEH7l//y/+bJkyd8+ct/4tnP7t69yzvvvM0/+SevNmg///M/97GfFUXBMAxv8vBudatb3epWr1C73WGeQ85/ksrMMFxvaeH3nUlLUr52VltZz6ZKwfWO8oXw0xdnGGKMuO0eefd0ut9uj7yewq+r54JehZbEfrpSXUhDAVxYw+X1jllVkA6o/+VijkDQ9gNX3UDmA1YJ7MmSiyeXBKPR1kyzS6s5uVKkceDk1LDf7SmkRBnLqBMtCWE1u23LsirQAhpt6HPNMhzarpQkSs387ARyy8Vmx6ZpyeuKz+QZftsQ8LgosALqGPEp8aWqYtu20PUIKVgKgTGWYfCQEl0ImJjItCQTknUM2MPrkSnFTGv2waF9xMVDZU1JUoqow9skgVHAPSnYCsEuReoAhVbUJFSM7ONkao4NWBfcUAmjFAgSOkQyAVHBozgZgM8qSYOgTGGCg0iIYcL4H8mLlQSFIB1AL3sfnxmau9zANY4tggU3DFDDDYnweUT9MRPuhMlQmee2ldzMZR3nznaHnzXP/c4Vh8d7ctj/0dBtD49/rKLBDSXRH7bLuAnavmAyZscMt6M5PVYFjxXPo2EatUIj6IVgnmfokMA5ZIw06QYI8lkBHyR4LKCWgjakZy2PM25M6pEW6bgJLXdALmGJ4FFMyBTJpWIfIkZKgpBsY6SKEW80VZFRaoMXAqMEUgm6IEiZJYuJTAm2SuK05Qv1jPc3W5JP1Nbg1HThBCPI9YwPgmPpJhPqBseoLdWiJjeKy35AhkQMEZFpNlGwOJmTtz2Dknhr8XmGMYrGOSotyRYzghBoIfCbPemtu1irGIaRtmmpYiIpTZqV+KZlzCx5pugdJOcnQIkLKKDMLaP3hDGRvEfkltnb9xHXO5RzKO/xXU83ZLizKd9s8J6QGcSyJj+g7cu6omlajA/Y89V0PlrOqc4+3o4I0wWr8+97m+H+OR++/wjddIQYyBfnhMxQzKfCTOc8F0VGHhKn8+ql+3peXQj4uiIh0Nv9K0Omn1c2qwjjGrVrpgsGVUF6WUj2S/TdjHN5k3qjBu1rX/s6APfv3/vIz+/du/fsttfRdrvlX/2r3+av/tWfeZOHd6tb3epWt3qJXoacfx1lRhMuN4yZfe12x0+DhFH4vmfctx9tXdSK/CWUsbKeMVrLZrNDDQPlYRBd6Ju2nc55tsPI6q275EVOu9tjNtOs2TivaJ5eUx0WHmVV0h5Q3Uedna546gPbfUN9uCJc5hkbHyhXcwprGZqOrm3JlOahD1TWMCsL1inx1qzEtS2x6ehTwllN9JGLcSQvLDYvSUrQWctcSkSR86CuIXr23YA3hov1jlx7dAisqoLNOLBUYpqBa3sSiZmx+CzhtMTtmmlhriWZsfRNh0+J6+D5vDZ4o+n6EYVAqandMgJKSmKErUispJryxYRGmcTD4NmFhCIiuAFw1FoRlaBLx0W8INeSTAhaBJ13zFIkP2SuHdsD50CuJTol+jAZlyYd2uiMQglBmcS0EFeSLka0VFQGihCQAnyEqxQpEGgpn5nZRYhYbjD2c25y0hyQ5DSec6w6HaEY/nD7EyZzBpMBOlYDjyZpy1RZOkJRjllhV0zHfwSWFIf9HAEkR4Lk8X7HVkvHjcGqmCpXxxnAnpuWyyhglabHGbmhNJZKTKHRxoLVQCRF8DFhSDgpsEKSHcxyAOZak6fJyEsElyJNRFJu5vlgan21UuBDemZmtQQvBCOCSJqqgfHwGErRxIA1Go3Ep+kOTkiiFIwBSmsIPmCURPcDmVBoAeuu55pEPw6shOA6wtta4WOkD4Fm8JwqzUkMNEIQigzhPb3zSKupiwItBbt+ZFlalDZIm9FJRZcCY4LFcjERFvueIstwLvBot0MqRyYku+s1vjHUNkf6RK1gGB2EgBwdzgf0yZJ7d07pu542JvQ4ctX2XI0OrTTVouZuXdLIKZfRGTvNCHpPdB6pBO12T1rW1HfPyKQkPJcjLaVkUBJVVeTPhUV/krIi5+4XP0eMkcf7Fg5zbfsXZovHYXgtSBSffUC6uEZc717LnMEEamrrCvYdYrunkyAWn2wGf6/jXL4TvVGD1jTTdZ3shSeeZZa2bV92l5fqb/yN/5avfvUr/Jk/8yNv8vBudatb3epWL9HLkPOvqzIzbK632Huf/iuSMJlR3w2sv/EBZ2Xx3IxdII6Ofruf5iMW9Ufmy2xmsXdOJ+DJdk/TdmTLOVutny1Kqotrcu8ZhxF5vSM7LDastbSLmn67Jz8sVKI18FxVDeD87hkX+ooPm5a5UuAj2fm0hB92LVmVE/MMUc+Yny2plSC0PartuNo1tJuG3AeindDjMiXmcVpQOwminrHKM9aXa9ZNhxtH3tKG3Ohp3vBsyT0feJoiu7Yj9SO2KAhCsA8NMgbGpiMTApsZdq2kHjybpsN6j1KKWkg+cIHNOLINjmVKFFKyJpEJSUPEoIgyYYSkJ03tTxxMg9J4IyiT5Fom2tGTK8X14XatBUIKQpzm2kJMZCnRSEmICZHSMzrjXaa2uZUQB5BImgKgpaAxhhpBiJEoYE2cFv5aswMWCe5IxaMUiUpSRDERIKWkDREvIWkzcQuEIBsdbUzTNkLwnoCahJQwk4pKCmLwyHCTL/Yhk5E6zrYhoBGChVKMQuCCYwdswmTmjplix9mz7Ll/x5Br9dxtR5BKOPy7x0dz28RhOw4/33GTrbbj0KaoQAtJEAKjDaUUiEMlNCZFcANEcNFTSIlA4JUgxkAAHqbIFljEhM0MD2IkOI8QApRk4wOP0wQCuR8SWyaz2Qu4JyXv+0hQgkIcDWxCp8jae7xWLGJCWInWCoEiknAxkXzESEApVIqkJNgPPU+7yF1jyZXkJAkeSMEHRB41HQqoEMxExGSWJDzj6MiMxlpLMhoZE57EpY9TxchqTJ7hsozUDSznMwgepzWuaemBcXDIFKnqErVtKZREDQKpNc1+jxGSzsXpqw+kELmfWfRmzygk+mRJ6QJlisS2o7LmWVXMDQNSa8KsRGc1MXjEvicaQ312wnxV43xg7IYJ7vHcvFg3OsRb94jthNfpvSc/VMFeR70LrD7/mVdenHtdSFRxtuLD3/kaXyi/tdDosiqnsPRdw9PLNXf+xL/zTbf/XsS5fCd6LYP2sz/73/BzP/fz33SbX//1X6OqJvf6YmviMIyUZfmyu31Mv/Irv8ov//Kv8M/+2f/2ym1+4Rf+Lr/wC/8jAJdPr15rv7e61a1udauP65sh519XuuuJMb423fF7peOM3Soz7OYzZPyoQZJSUloLMdE9vqR7SXaOlJJqOcefLKlfMKXHmbThOEPxnMrZtJhoNjsqa8hmFe3VmvIFmuTZ6QljjGxDZB8cyyJHCsGYWdb9QKEE3nmoS7TWZGNg98EjtvsevaphK6kF5MYgteY6RjqrMUphBkfUilbA0iiwho1zqGWNriuM0Tz93Ydky5p20/L2GEhuB1nOyXxGPzpENrLd7DAuskoJaxThgC0XWtGEQFVYdk4gmkDQgkEcDECYIpmFFAwJZIKnIbBIsJQSJwQ+JXIhySWMAWaZ4W6WI0XivXECJRQx4kQgSsHOR/bBI1NkZhTD6DFKYHyilILPSEk85NU9TW5aoEoBKWG0JCnFJiQyKdBK4mMi+MgooJCSmZQYbdDBczl6lIBdiozasKhKTqwipchV29MMI0shJuJdEtwh4Q+GMUfwlERF4CrcIPePFMdTKciFYBRwQSIgMFLTkehS4AsIKq0ZUuKh8xNGX0BIU4vgsaWy5ybnbMnNvJ5iqr4dowuOIdvHlkchprmy95JgT0JJSSMSShvOhMRryV4KnFTshpGVhpmQB2hLZIiJJnqMUuRIvIrolEhaoqMgl4JTNW2/B6QUfBgDpYD7WrAL0+tUHSqOPsEHMRGUQAJWKx7HwAMhSVIxZoaUBEpAVBKEoOs7isyCSIydZ68lxiiebDukkiSfWMpDJMLQ0yUYjCHTmjwmbExcjwN1PuHrhZSIsqADjLXMSosLiRgSSUPMLZckhjxjdXZC3XQ0mWEYHCsJYR/JlGSRGWJKPBlGrEhopdFyisQAwUoLmtaxF2AGgcssWW5RzhPi9G4JLQnNQDU4BiGmv32t8N1IzKGJiaIw2KTxSrNrpsnHFBNGK+J2z6AEqZ7RjuMzSMcis7S7PcNmujD1Kurhi/pWKlGfBImSUpK+zYpWWZWMxrDe7Ki9p5LiUxPn8p3qtQzaT//0X+Cnfuo//6bbnJ+f8zu/8/8A8OjRYz73uc89u+3Ro0d85Ss/9ImP8xu/8c/5K3/lv+ZXf/V/YbFYvHK7n/zJn+Anf/InAPiBL3/5NZ7BrW51q1vd6mX6JOT866gwmmaz/VSRGl/UizN22aKmfXz5sbmyowprGDe7ab7hBZP2qhmGJCf8sxoGMB83vOWsZLSazbaZAp2rkqHtyQ5BsSkm2hAYtKL8I1/gREr6fUN0AZ0iWkj6FHF1jWpbrh9dkDdXzD77gPT2Pa7/32+gYkQhcXIyCnmWUdQlKaVpyH+zJ0iBzzKSUlQnS/LTJbbIKVaJ311v0LuGanTkh+Ny44jHMipBaFpWWiOjgzExCEFwHmUNcxJPg+KLmeHdfYsdHD55gpScGM02RIgBFRO5lLjgWUTJQkp6wZQRhcDGyJUQiJRQ2rKJCSESlTZYIwlJ0gWBjxDlhFnPrEa7iMol85gYk+dpmuaddjGxFolkNPe0ok6wGR1DENSZ5VInbIyMJB4lODGapGFMIKUiU5LRKGYCmgijldSZYTWv2KbEZt+yLDP6BJdCUEnJMDoex6mdLwFjDIcYAMFI4opj66YkxUgyiiYmLHAtBeKQNWekpPWRioRPU1U0F5OBUUxeczw8xp6bihjc4POPs2lHA3cEiBwJjpHJpIUEQ4KqzFhpw8OUcD6xy9RUGQseQ0KngE+SoATRGrpxJEo5ZbMpxXWYfledBItgqSU+SfaATZD0lLs3B06U4r2U0FLw0Ecypmrh5wCjFVYIHvupbTBIgReCaCSZVFzFSJdA+wjJgxQIpbBGcSfTDINnPQx0wVN6yVYIToxGyUhtLJn3PHIDKousigwnIlJpvA94JfBSMqty3MGkRR8YlaCwliolQhKM1mDyYqo+nSzQTUssM64eX5GNgXo+FScaH8hCoChLpLE4N9IMI6YokAikFMiupxWK/E7NXgpqYzBakdoBNStouo6FVvTPXVjSStLtWsRqgS1LuvUWiUDfO6W6f4emaem2e3CBy6aj/mNzyllFuayfGZmynnE5eHT2ep8Db7oS1W22nH7+La5/52usXkT4v4Ya53n73/2jxMWM5pDL9mmIc/lO9Vrvxnw+Zz7/ZBzlH//jf4y7d+/ym7/5W/zgD/57ADx58oR3332Pr3715YCQo37rt/5Pfuqn/kv+0T/6n7l//z4wVcqORuxWt7rVrW715vU6yPlP0jGs9NOql83Y2czSrmqGVxAaAazWhOst7jmc/je7ciyMonmyo1av/mi11mLP7LOMn2u9Q+72lMaAUWRlzmmR0cQAz+GuAdrRka1qVvWMZtcQN3uyt+8jdg0mgcpz7HKJ7ge0kiQiwyHrR4ipklXMSuZKsl3UxAB3Csu47/FK03UD9dkJ7ZMr6hhBTb8XRgr6/Z4wOJKxqAOvPnmPdp61FNRCMo6epBRaSmIIKGuIZY4MiX0/MDOKR30gCEEuJAKJUYkoBXNj6ZxjDTw5oMCFEjQJ7uWa4ANSSfxh7ksmQERyrZmlBEox6sToHVcu4KSi1opcCJIAJQW1VBAjKkVmWrOLkSfOU1cFIUHrHEImpLForRhS5Colam3Ye0dR5FwkAUaRH8ibTsD9wiJjwtmIHAYKOREj9ykRtEIkeCwSKySXLrCQcC7VNIunBBUHbL6YFtwRMIdF+7UQLEXEpSkTbCcF943hOgb6OEFVjquzPTdI/CU3tMSTw/d7pvbG43zakTB5jCtIQCkEbRA4I2kI6ELTR8EMOBOKmMBIyV5IrAQREsUBRNP7wC5M3E2rJLWURAG9j1ijGEOkjYFtioiYyJXiaUpUMU6VMC3QCWZK4pHsSMwT9EIgSQSlGLSiUIZBCmbKgA9sYqRIibKwGCFokCgl2MYOPXoqpSZaqRB47xm0xMZALgVXLnCSBG4M7JXgvLCECFcC1iRGIbDLGifUVE0de/rNjqLImWWGJ0Lwzmfv467W0I9IBP3okd6h9BRmDTCEiEGgjEUqGEeIWU4XA3EM7EaHVYbHXc/9uiQhkAmc8xR5RjsMN9SZ51qjvQ/YeUU7jBir6YpsIjxaQ7/dI0fHWZ4jSoHwgUVZQj/Qv988a+WOUpJ97gE6s681M/ZiJeo7zcxMLjBf1Fy/c5/dB4+eVTBfR7u+x79zn9WiZhsS1emn9yLht6o3OoMmpeRnfuan+Tt/53/gx3/8P6WqKv7W3/rv+JN/8gf5ylf+g2fb/dAPfZXPf/5z/L2/93cB+O3f/h1+9Ef/I/7m3/zrPH16wdOnFwD84i/+T7cG7Va3utWtvot6XeT879V+vht61YzdNyM0HlVYM7X03Tn9xCvHxWLO1b95l4X8ZJqYlJLZoma2qD+S+zN4TzE/w2s1ob61nvDV2dSSlB+MYup67NkStWsQxvD0/Q+xVYGQkrUEs2+wQmFKQ+M90RpGpVAI2vmM/GRBQNBebSmt5nq9QeU5i5MFTduRSIzjiPQRUkINjigEdV3CGCZYh9YsrCVzni4Gdnp63lsgWYOWikwKSiPYKMm6H3BSs1BiwskLTZ40SMEuJQYBZ9qwTZFtgjxFooRRSIbCkIeAEeBHzxMf+IIUIA8oeSkmemOQPBKRrMyYywkX3qVEmjbFk/ARAgKlFRdaomPCS0GWW5bAXikGa5FKIrQhWAVJ0GrBuncUWuGaBhkhM4ouJJYxcmIiV96z95F7xjKaSB8TXUqsBFgf0EZilCYpyTrCUgtKqem9pwsBFyJOKZzW3DMaEyJ9jFPWXYxEKRmEJGnF1oMi0iEmiEdKU5xAmt4Dw01wtmAyau8xERuPM2vH0Ov7QqCV4kIIZgruFBmX3lNJMCGCUuCm0PVFXuBSAqXpD3kHfUo4AZfRcy8JjJrm+bZhCinPU+KSqc31TkrMjCYTki56fIJNhNoqWqU4lxIlofKJTgpkCJRKorXGHf5ONQlSpFGSSkuKwz5cjBgBSkmiMZTKEEOYejgFU4XWhYmUqQQyRdoUuGsyWu/pYqTIcuYisfEBff+cxXJB13WM+455lTP2I0EIuhhRWU5IEMsSuW2YW8PVVUtSEmcMXYiQwAiBNwrvRmIT0IWl1IK+c9gDqGbUmnpZE/c99byi3+zxSiKGgegCeZkzdD3o6TUYfSCVOTbPkDHSDSPm/ITL9Q617zhbajh0R/SjZ7aqGfYNxbx+1sp9+d4j/Pd9htPDOe11ZsaOelOZmcfPjtWDO1wD/t0PX6uSdt10kzl7cOcj+/mDojceVP3n/tx/wW6340/9qa+QZRkPHtznl37pH04DoQe1bUfX9c/+/+f//F/g4cOH/Nk/+599ZF8/9EP//ps+vFvd6la3utVz+laQ85+4n0+hPmnG7mWExhevHPf7Dn/nlPwTZhiknBDb+G+tmvh8Ve1x01IZQyMgVhULJSheIEvGGNH9QDGr6ACut8zLgrwquHr/EWV5Sl9XfHi9Y15l5MaCELRXG04f3GVR5fTOo08WtM5z3XZs+5HPnCxxMVE+uEt4+Ii4TfhM0mwbqrrE7hp8kaHomc+XDFXOer1F2oyNjyznM4a2RwqBCB43BkYh8TFQiQl1HmaK7eCZk8gRyBgokDjvCMqwk5MpUgApcDV6eiWZVRlDhOvtHq0Ui5QYU6SIk3kQAlqX6BGoqiA3hqdjTxGmY1hIRUiJPYI2xQl3H+HfkppgFGOEKyG4pyRVbtFFyV5JzhY1XqnD7F7k3hh552TBxeML9jESmw55vcEKic4z5moCPVw7jwqCJka6EDnViqThJEytc99IkZMyJ/jI+yQqa7mKgcEFvphbnJyyrrYxsgNsShRKswKkkgwh8kRKVIKOyDvaHjLPIkWaFuRHVH4toEsTMOXY8miBqCVvSUmXEp2QfBDjtK1U/H/9gLcaozQDnjIkRinZekdIEbRmMBIfJCQ4UYJNgtPckhJEKblkmgfam8S1i8yUoGfaT5cgimkm0QmwRAohQIoJVZ8STgkKo5iheRoCp0WOi5GGiNYZtZF455BILoN71n5YFhnBB3Kp6JUkiWkGLsVEnin2IU3PISa0EDgEnYQs16iY2IeA05rizgp7ekrbtIh+Cl/uty0KphiJGLk7K0i7HcZa1imShwQpUSwXRCKXTc/oPaUUyMEhlMSUOc45uuAJWc7WO3SeIZXgfp6x3u1Yi8PsnQQQDM4BU6X4adPSi2kuTo6O3TDiVnNUbgk+UM5KqvMTtvsGi7P2JgAAIABJREFUObppFnA+I89znA83mWVZRvX2PVKItNvdswtPnzQzBm82M/P5z6DVgzs0dcXDdz/E7vYsM4t+rsPBe896GBnrGdUf/X5Wz7Wff1o/g75diZT69MmbfXr1A1/+Mr/6m7/0vT6MW93qVrf6fanmek3VdN9Rm2OMkaYqPpUzaN/K84sx0m33U7tmiiCmK8fZrKSrq9d6ftfvPWT2wROK18RFP69udMi7p5jMstUau5gRHz6lfKH61663lG3/7DldX1xhn15ifMDtWhYC+jEQq5x+vWVsesbgWBlLVmSYIifFyMYoRgTLIsNdbXBS4vOcKMA0DcP7j1kZA1drbIioEGiFQDQtMwGjC1zu99Q2Yx8i57OSXddRdwNPtnuy0VOXOf0wIHqH7nu0MVxGT+XjhA6PgTwlhA8gQWsLWnIhJHp0rIXkC3dOaFNAIdlud/jgCf1IOzgeHNrQktETDj6BKgtEZni0naiWtRI0vackIAHtAloIpNHETLNHIawiGQNJcKEVdZmzl5L5Z+6wzDLWo0MZw9ZoZkiSG0hdT7zaooKn7XrqcWSGYOMilfeMQ8/oI/3hd2kpQERIIvGvneOzeT7NnnUOrSVVkdOOjipBFxzGRSotiTHx9XGklpIC6IQkTwmTEl30ZC7ilcCFyFtC4IWE4MlItD5NYdMCZkqxEQKfIkujcTExpESm1RTILQQPrGGXoBaSa6FYFoo+Qb9r6WJACsHSGHprWCpFGzx9NyLU1M5YxYQTkoqpArUjMZK4E6dogt04sgyTSQwCtJQMPlBLKKUkScnWaqLQdCJRSclSSZ4IgbCGpnMsMs1gDUop4ug4c4GdUUhjKPKMMXg2o8ekxCwmolX4kCjVlNvmlaKMcN11oDWZUiQpkFpSScUuz1icL9GLBY3RpPUeup7VvKRzjse7PWVVQpaRlSWdFJyeLRnbgd1uT1OWnJaWzXpPc7qk3zWs2p5CCvy+mSiePpIta4IUXDy54m2lSFZTlgUxJfZKIsuSpyFghYBxoDcGlGK2rLGDI9MaoRWjVKTVnA9Tojg/4cGd02fniqYfaLQktxkw0U7L++cfu+jTDg754Py14lKezfN+C7PLg/O41fylJu1V52jvA+uHj0jdiAiBpBSisCwf3EPrj3YpfJo/g76ZfvTL/wm/+Zv//KW3vfEK2q1udatb3er3j4rFnG69m652fpvqnKdYfPKc8vdC38qM3ZHQ+Kr9vI7srMQvZoy7BvuK2baXafSeuJqTZYc8IqOwWUZ7umB4YTGU/EefkxGS+myKABjshvffewRaUfYD2bxmfu+c6yeXmNERnWM3joQ8Q6zmLFYL9u9+yIm1bFKifnDO7npL5gPuZEFzvcFaTezdBPYQArmYs73eEvMcuZgRu57TcULrr8qCrQsoJdnJyB2rEVJwERNaV6i+JwqJygzLlJAC1v2AlJIRQWk0XkruFgVP80AggRSYqJFVRl4VDLsWK3b0IUJIeDWZm270aCHxSpJLxcmi5v3tjlwr5gjEmCgQjEYgU6IV0IaIygyFtTgkVaHJjWUvErrKib3jIstp5jWV1swfnBFJbN59zPbRBT9wOscA612LDYFH2y2N74llRlSCB9bSuKnK0QGD94gQ+PxiPmWnac0qQKslJs84z3OSdzBKHqeBrCwQKVEKyX7sWUnNaWawUrDziavGo5RkoaaK1UMx5X/5ISF8JNNTnIGRU9SAATIULiXyQ26Z1JoxBs615QRBJxIoQR4Dsk9EAcpo3ooKlRLrkFBaMmYGnGBhDHmC3TiSouNx8pRRUCjBZ4TCaoVNiW+0He9ITRJTi6IEtilxpQRdiJQCTBIoJFYJ6qpCienCxTzLGI3Cec/OGpQ1mK7Hpci7SlDnmlxpdkVGj8V6z3lMxBDwKdFaxZ6AGD33jUGFyBqYCUGhJN9wnkZETvOcqiqQs9k0h7jZsyThFgUf7jvGMSBWS3yWYZWkKnNiSlzuGjqpSEriBVwsFqzunlPlGWKzoxaStu/ZXG2Q+xavFeEAG3FlgfYBcTBHUkwtq34Yuf/WXZphZPP+HuMTxec/w+p8hR89rutJg2MvEnlmyJ1nFSP7XYPIDcFa7N1TzuzNuT1p9dJz3OvGpXw3MjNf9RmkteLsnbdea/+f5s+gb1e3Bu1Wt7rVrf4QS0o5hYV+B22Ovsg/tZSs3+sZu2IxZ1jvcFISrrevVUnrRkd8Dun//GKjnNfTnNzl5lkl7ePHMjXCSCmJUsHZCWdaP6NDwhQumxfTwug4gr++3hJnM2KRsbm4otWG7HrLSkp67zmpZ3SbhrpUrNtrkhC43FIv5qwzjY5wvqhptzu6R5dEIZBCIDML9dR+OYTEEAJ1WZIXGRch0DrPfr/HhERpNMYaKjkZKzl6ehEZSssoBcv5nCdtQxXBx0A2m14j4QZmIbAZBrwUlNoyM5YoYJFlGDWZsCrPCcEj8oxtCAgluRo9SgqqzCKERGqFVBIdEjJEvAoUs4pcTSHafQzMMo2azVjcu0PwAd+NdKPjqu+ofGCQEpAs53PmJycoH+ialkftwBPnWUnBgyzDO48XgrnWDF1PTGnKyxOR3ihmxtCPEpFgpRRzbSAFknNckDNTk9HqtWEvHHdmFY33PEqJO5lk9J6ZNhilacYRDWxiRCiNiYExJj70ju/PLF4oUBIlplwzJRKXMZIJQQTqlLgkshKgrGafBDEE9sGzkBqlLVZo+jDiIkgJlTZT1IKZwsG9UpSkKcNNKjSJvY+TiRaJzCfeQiKsZn1AyvsE1hh8mr6nKBFW87jvafMckWfUucUrjfWOKCQBSHlGNZ+x6nt2vcOnSMwynBDUISKVxenAkGl2bc9aS4zR2Nxyf1ZQrFY8urqegs6HkVxK2q5FzWtMTOSLmjG3zM5PcC4wxsillDQSVicrcin53YdPeOvuObrK2XYdPHxCJqbKnVKSWZmBc9R5RuYDSikwU/TFQj13Dk1pqqRv99RKMTtdcdV2bJJHSTWFAOYZvffI1RykJF5uSJnFBYearShnJf2+we1aSJEIdPOKIi5eetHqdeJSvhuZmX/QP4O+Xd0atFvd6la3+kOubDWnfUkr3evoVcj5T4t+r2fsjouNRWZxB8CIPsA+Pjbb5v2zPKLsuavHLy42ynnN+Bxh7cVnE1OicSOtD5SZYbWc0zYtYdfc5KxJCfGjVUBrDHrfsNvsKZUhN4r8YCiDNZiUaMsM3/XUVYlNiRAjoxDMv+8d4ujZXK3JypJ4B/YfPsY6j9CSriwwxrAbB6SXjC7irKWYlyipqKucfnBsPnhE3o/sUsCExFgZTqqMKCRFkbNaLWk3Fj+OdErhBUSjcUXJ5RhYWctcCKzR5EqxEwKpFb139CTuVCVd29K4wJ1ZSTc4TlYFiSmwWicxzWppjbKSr/cDi5Mlq1mJ0YqdZCIoDo40AzcMxNHRxsj3f/Eddpdr1v/mXc7LnMEn1JCoqoJdM1BojSqmYO3T4HkSImWRoWOilRPy/cp5CimYW8PF4DmzGVFp6lqTDz1778kimDynSyODUbgQUJli7iSzQlKMni1AgnXTsg8BKyUyz9FEFlLTpsjl6FkEz1JlBKWZZRoTEyIkpNW0PnAZPHNtMCFMM21JUCpNEIIhRLSARZ5TSAHRY61GDIbLviWMHoWiEoJMSWSIdCEQtaKPkZXWeBLRjxNtMokp6uEAelki8VLQMMUqbLoeYS2LUqOM4YHV+DLnUmli25Fbw3xeceI9697RKQ19jxzcRNq0BS5FbJgiDoJWeO/w3cjpagFFjhim7LaUoBtHFmcrpICdljS7LT7PyfIMpwRmPmdZ5NiywJcZAoHYteRVTnmAWtThlKFr8NsttrDk/QBKUmpNcp7+asveaBZNT1lk9CGg6hnKTaHYVk68BhcSWkv0tsGeLhiUJFUlpxGy3GCyjMEFVF1RVAX7zY6TuyeUizl6HNm8+wFhVrIoimfnnW4cKdSc8f1HzwiO5rnzzifFpXw3MzP/IH8Gfbu6NWi3utWtbvWHXK9qpfskfSthpd8rCaOI4/gdz9gJ88lkxqNuFhsWc2dqPWy3e5J/joqmLfl89rFg2FctNmyWPSOsXfzu+6T1HikAIWnrimXIqa93zwzWMcD1CApIAmJMyMMCMPpAZyA4j/EjJ2cntHnGDoEcHVmR02535HmOT+CaFucirsop9ZSLVS5m+CJnbFu8UZBbHq639N1AWVfk3nPx9IqZD8xPS3SZ0+cZNrPolJjnOSEGmv2e5BO678mVYfSeTghm9WzCwNcVaTDYGFlIiS0LunrGRgqiEMRhpHMjQWqSlFxFzyAE+AgEqrKgaxo+EILOWt7OMiyCtutBCazSNFoT8ww5y7m3ummVSi7gTEIJQb2YkfYdTdsh8py8KMg/U/DIRz54eoV1HTbLMAJGJajLAqKnjR6REtVsxlxK3DDi2w4hplDopbGcZBltP0wETTnNW0Wt6XzAWkXygSLX7GNEGs2mc5wVlk6oZys5pRX3rOLr+446M1RGE0JkH2GlwMWE15IzIejThHGXh1ZDCfRpymNbKQUCxpB4oOCi7cilZGUMvdHM5zUG2IbAiMQYyYk1bEfHVQp81hjGKNilyNwYlBDsfCAwBZKbImPn/QGCIQBJCp5KCD6MiSgTHsFJWdIwETaLIscTidZilSSpkjA6GiHIYkSkSHG+pBkDSgwo59g3HXiPIOGsIXqBS9A7T2p6cq0Yc0MrJxi+VQJCpOkHsAZpMvKUGDJLPZ/hgME5nDdkoyQhuE6B+aHydbVr0D5yXhT0YuBxOyDzHBM8LgTGbqCczyid46of2PdwdzVnKRX9bo8XgtAP6ATMSpyPLDPFummJ8zmzWU6Z4OpiTX5+SprPKA7GsBtHTk9X9E2L2DbcsZrt4JDVDUTDZ5ZMaaT4/9l7syY5kuxK89Pddt8iEFhyq2Kxm+xukfn//2FERuZhlmYXWazKxI4I32w3NdV5sAASQAKVC1nCYaZ/r+Hu5ubm5qFXz73nBNr9ifOzV4SqICmLxaWxKv5qK/cvzcx8f7Y3zp4300R+vf3Ahv/X/D/ol3Ip0C5cuHDhwidb6f4a/95hpX8r/iNm7D5ebEgpyT4z2/Y+P2WxIaXk6usvGHj67pyysOL2//x/efRRO6W1BrtdE0KgPte8enFLISQg6A2kj28Qh5p8teJ8qFn9w4OlTTIEurqli5HQDVRpwvz4huPrOzarisRoprrDK4W2GqUL6iRh1gprNL4bMNNEmDxht6Z5+gIlJWWekq+rJTD5eMYiEGlCtqoY9keOWUY8N0yJxuUFNkvJnCUXAj9OvLq9o1OC0QdORNQ3jzGnjjWR//Xnp3grcUJTTpGqSOnHiWqcaIeJwVqmxPFwXXGsW7q2JyhBJwUPipQyT5nmSKYlb7qeXGu0XNrPGiRXmxV+Dsx+IsYZ895cT1Fl6DmQ7ja0zLwePH3/CqEl2hRsqwrOZ6bRcxgnDIHJKCrt2DiNMAl3YUIbwwHBldEsxvgCIxTjDCOR3Ghu+5EbZ6gApTUhgNdAWBwa+yhgVSK0XhSYEJiAZ13PkFn6YeIbbcmDx88z7TST3odMyyxFTzNOKcbgAfAIUq0ZhpHMaJSQCLWEoJt5BiKlMxy85toZnvYjPkZe+om1USi1xBgMRIwQjHJpKzQ44uxpJ0+qFJHIYfR0WvBVUTAnDp0YWiXo5kivQekEbxSZteT39vvP24HD/sTDTUm1Kpne7DHe044Tz6aeB2hEjJh5Ju1HKgS3EnSesMkzntYtwipEnnE7eFKrkaml7wZOSvDfvvqCYfS82R8XBWu7xlhz31Uc8c4xx8i/PHuF1YbH24rucCJPE1Z+Rq0KXvcjoeuo8pRMSsLkeXhzTetHbkMgF4IgJZWFfQfHOZDGwHBXM+UJsiqZtWDwM8fDmcYaNo8fsEq//52YtWbselTdYu2ytJfj9E6t6scJVgXnN3vkOFIoRaUU4/GMDxGbJbTnmiZJsavik2YhPzczcxxGhnt33PydO65A9iNp0/3Ahv/X+j/ol3Ip0C5cuHDhAvDDVrqfE1b6/1f+o+Yb/paLjU+dk/iRx1erCjEH8vuQ2yhg7gZKq4lasT83rN57fF4V5FVBXZUMf/qWTVYs80RFRtcNRBVou57UrRDOEIuczXYNmxXXVlO/2RPuDriHV3yrNPF0YtaazHtUiOyloMhShpjAPOPXFVZAXxUYq8mtQY0j8j6iR2q1tFIqyXGcOW9XPFyvePPsBf/H81eImx3fbFa4JKHrRyY/0p0bZJIwC8m1Fng/4yPoMkenlkFKjI/YabrPKNOUSUIfA6euZ04s2mWQGmziOA4jo7PkV2v6w+nd5zspRcgzIPAgS2malo1RpCEwj56660iyjL3oKdKUue1IWYquvpOkTpMqh4+Rue1R1i5B4G2HmD04R6cUd0pR7LaErmNjLX6eUTIyeJiMxhUpMgoea83/qjtux5HEOfI0IaYJJgZs7zmfzjgEr8ZIIRW90yjneJI6XtYt3TTTzZDGQBckVinOSmKFJFOCbvAkRYJQCqZF7TTWcOgGSiGQQiKExErFnkilJa8HwVdZwhgDldaIORKMRqqJs59xRmOkZKMV3hkiM95moDW5McypI8synrUNXyWW3nuY4MYZ/rxbcScV/f6E7wZyJUnzhNU8s/WeKBR+CriwBH4XWtM1PSetqMoCYiBVhrgrKFYFQzfi2xp/d2LftogoUNs1Vw+2H9xX3exxVUk3zayLYpmxYlGqZIhMcWZUmqt/eIJ0CfX/9U/EpqPMEqQUFNahvGeyllfnhld1yy5PcYljVstnPbUDb/70HcWjHXlZkZUZZvQkx5rezwRrmJ1DpBaxr98VZwCZkjRNi00TGqVIjjWlNWC+/z2yWhOOZ2arKaxdlPbP2OL/nHne9lwj92dW1oD5cHNM3BeNn7Lh/zX+D/qlXAq0CxcuXLjwjvdb6X5KWOl/Bv6j5hv+louN98+pP9VUm4rm9kj+V0xJXJHT3h2QEdSmJBzOYDSDn0l3a8amJSmLD55TlDmHmy0v92fEqmTopnfzNmKasUVKFyNHZ9nd7LD3ytLm8Q3h4TXd6Ux6tebl05c8HSZcO1ImS8HTNS25VMTDHlUW9M5i03QpmJqecRo5tx1q8rRtj61ydFWSaU3qHBORPt4gs5wrp2mmCa0XG/zRT4RXt6yVYh5GHJFI5DhDUIJzL8nLggdG8+blLaMEFSNCSERiEWVOCuTO8crP7IcBXxXI1ZInJQ9n5smjjKZVGrtyWAFj3SEnD1IRfMCzKJnndmSSAq8kNklgHJFVTrkWiHmGoSeViiORgw8weTJnGBLHEANplfGPV1cYo/mn714w7s/kAqzQyMxwnTg6IRkFRGt5YhTzHDlJSdt2PDKK70bYaUHIU8a6RRYOlzisEFgpeT55tFbsQ2AI0ITIlRAMgmXGDkEjBc00Uc0O5OK4OErN7AdqZ1iFyH72XGnFDCRCo5XkupRYY6mJnP2MUUuYtNMO7wOSyNAPdEozaEWaJcsMnVEkWnNqeqIxnMeIFIuy+O3U88XVirXWjOOEVoK8SAlNz9z0bCbPMC/Fnx9HlF7y8nKhkbNn33S4LEXZhDlE1DQxj55oNTqmrB4YXjQdjx7ekCpBjAEhlvu3nzx1YjHWMEVICEzDAH5mNoaaSFaWdDGgjFncR7+4IX73krEfYV5aCccQqY9nfv/lo2VjoW7YbSpubw+4uqO6V2ZXZcngPdEudvzdy9dkNzvk7JikoKsnbj6ynpdS0ncDQ5aRh/Cu/fljEms4n2rUdo3Qdvne7U+0979hb/mp87ztucYc68X85hN8PM/78fF+jf+DfgmXAu3ChQsXLvyAnxJW+p+F/8j5hr/VYuP9c4p+JkkS2lWgP9UknzlHaw2HLFkc4kZPrhSjn4lVTm40zfH8gwINQFcl0SWsqoL96z3t6YwWgmgMpzmQblcfFGdvkVIisowHXzwi/x//lYd5hveeu6cvid1Idz7T1B2ThN8/uELdLzBjiJyPJ/y5QeYpSilOxzNPVhVDmJnSFJ1YKBKeTNdEP9MPA+dnL9k4RxgnnJ8pgPr2ACHgQyQoSWcltXPkZU6yKum1QZU53blBAKsiR6mlDW+cA6/6Af1gS41A5zllmkEMbDcrvv3uOcV6RfH1Y05/eYYP0Ewjqu2Z+55hGFlbgxSC2zDxZZbQDp7TOGCtYZ49xXaDnGZ6JUmcRUhN2jaEGAlmmX1ajQN7qXDWME2er/OUSSuaYWCewcol0NqHxX0yzTOmGIhaU2xKnj57zaHvqdKEu/0JkyfUUrCNkStrcfcqpe8HRAx4Y5gjzDFgnCHOAWcX1UvPkTl1vPIT4b4NdEgMEcPKjCRCch4Gwn1AuZfgWVSrPbDLUmSMmCkAgTAHgvKMYcaUFWVioMiQCEKMy7yiVCRz5Gk7kGaWc9fTuQS3q5BK41JH8GGJDIiRu3bAdh1GQu8cTTtxk1iEEEwCjII5gu4HpBAU2zW3TYdVknkY2WeOc5bxB2up+wFXpMxK8mqcSBNHNwdYl5SrgrHpEXcHcmuX+U4pGfuRzijq45m9EOT/8HcAJGXBmB5gjrgsYeh7cq/QiSACymlat+H2cETf7smEYk4TXL74rjqtGNsBURXYdUk/zQy+pygLVtPI3TSzqwpiiAzeMzuDL1LKef5scfbuHh9G2mkiqa6WY33CFv+nzPOOw4jcnz9bnIUQEPqH7eafOt6v6X/QL+FSoF24cOHChV89/9HzDX+LxcbbcxpevqHUmqzIaIHmeP6kktaNE+bmioig/fNT9ByIVU6SZwCci4zBe9x7+W3NOMF2gwP8uWZ3s6MvMuSpxtkl7FhsVj8ozmDJ/GqyFPfwirWz7xS/B19/n23Unmv2/zuo93o0hRRUmxVsVsQQOZ7Oi0lDnIlFQVUV2DyjOZyobKQRsClu6NYlt6/3JMNIhuBMwPiZaB1i6umMYSpyEgFXaYpPHGW1FKR13SL1Ym8f57CclxRoKdg+eUhbN4xzYA/MQiDLnGZdUhQZuh9JpCCZPP00UcaISRL2/bCEj2sN2lBLTblJkfch0U2MKCWx40RIU6KUyMQzzZYuRvI0RUhByHIyLelGjxknpFKsE8ekNZM13LUDqRYYqRiNpjWK+dFDpDXsh4HHf/8N2eHEcfBcZRlbIXj1/DWDFEQtOQ8Tc1wCsCtj0MIjUGxMxt0cQCuslES1FCBKCpTSDM4i1OLImSpFsz/jhOQwjmAUcQjMSuKsI7eKKUQKITiGwDh7KqVQTjP2kBtLZg2dMwzjyNV2xWGOyCzFx8CkFccyZWscJgRCiDjveXFuKKyhkItRxtrPXFtJ00tya8iF4JaBdhYkUqDuNy/aObBal4z9wNB0FJsKm1henmr6VUE+g1OC2iu0n0nyjFYIwrpilaf4yRNPNXaYWDmDEN9/ga1RSwj3bsP+7kg8nGjL5T4brEOuNKdTDecWZw1pVNw2DeluixkmfNfTOEcqJFIJ0vd+r3yMxGmiUZLt10+otObV05c4Cf00cZgDLnXYfI2TksPhRJ5lP/pb4rTmMHkSoD2c3hka3dUt5RcPlo2knzDPOxzv2xo/Q+89SfXDTSD46VlsvxUuBdqFCxcuXPhN8Gucb8iqkv7RA463e9QwkGUJ3mqOpwY5jqRCMMSwhNZeb3Ba086eerdGxIiLEXs/E+KKHG8Nfn8iKEmwFne9eVd89UA4nknylMkoXu+P1Knjiyz54D2FENi3HcOja9ZfPX63I/4pFTMrC5q//5KX//efyMUyN/P+Neknz7jbEIEsS7H3i78QAnKcGCKY3QqlNVfffAG/+5Lp6XPadsRsK+pXd2RDjwrwdZGz7zqKEElipPF+UapCwOxWRASi7nDpouRN08yQJ5RVTrAaoxSzM8hh4nh3ACTheEYljiRNePnmBXk/4O5d/VaritD1nLuOTVkgtWQcPVJLtFLsthumGHgdIU0dr9uBECxZjHihMKucOHhkYlhZzeHeotz3I/00EdOEylmiiOi8QEqBB6ayYPXNlzhnmV7fUmUpzhi6N3cUmWN/u0ckhjCO9MbikkV1FLPHRIXUcPKBMrEEpRjHidbPDFqjUkeHJE0XRQpn8XEp3NAS72EwCpRmTiUHqVBGsZOKREBLZKUVdYy8bDp0nuIzS6o0/RyWQO0sZxKSQQYqq+nmwFgkfPH4AVpKXr94TQwTG+eg7RH9SGIM53okFjldMzCmCTMzao6stWKeZm5FxISIAshTcmcWN9PTiXlT0EpJ9vsvsUJQe8+bY02fJoQ5QJhxuy3VuqJtO3TTLfdSM7xre3wfOXmaVOP+8XfM1jAdToQQCZlDdQPaaNx2zV3T4pVkyBK0NdRvDjx5fEPT9STjxH6aiEpDWALbuyxhfb1lcu7dfVm93SR4sqapW1b3Krj3HjV/3pXxfZquZxKC8bsXZO9HggwN9tww3Bt6TFKQf+Y1QgioYfjBzNn7+MT9wLn2fX5KFttvhUuBduHChQsXfjP8GucbXJGS32/gN/d21iSOKcK575eZKQG9kO/stDdJSjXP9w6PDWGa6IwhXVVMZYGMATNNaPX9MiEpMgYteb4/IaSk+sPXyDSldYboZ6L3tHNkLjNW//0PrNL0g/f5ORVz9/ghx3OHajuaYST6JbC4mzzxwZbdzRXtuUH3w7vntE2LjZFQlSTW0o0jrtgubZVfPCE5LpEDyWaFazq6py9o25b+3CJZ2u4QcDg25DcbbLoUmV4p2q4n9j2qKBD5kiOl84yRyO13L5jmma+VZnO9pZ9n5td7nIBD2+G7nuDcEnytJCelCVqThkBAMVlNPc24LKNK3KJipg5j7HIu08jh5R2kKW2MkAgyIZjannhulxw0a+imASvg5eHM9abCOktS5lRK8cponFb4vme7XlGHgHKGJE34Fu4aAAAgAElEQVTouwGTZogQ2AyWdvY4wI6ejbPoacYmCaXUnKaJXaqZiMQwY4ymjwGdGESe0/uRJLHoVUnT9dRK0c0B8/CacY5MIVAogR0DTfB4rRhipJ89UWu4qvCzwEdohUAYRYekyDLGCLFMuNOWUc3oB1u8NZBnJOuS9vaO08s7qipnOLecxhG1rghKsrqqSIaJpukIU48BrLNUWjAYw1EqiiLhBBwEiDQjAKubHWmacNt0FFmCjeASixGSrh+QWjFOE6Jp31OZ4yfvSRGgsZb1k4foYSJbV9zuT0y7Nd/98S+4eWZOLatNhZSCEwIZA+v7wjdLEg5tx3qzQt8fa5hmqlXBGCOZVt8XMnFpQW2GAeEM/TiSWMubU83V6sc7AE7HM3OIbApB9pESnilNU7fk6wpC4NCN3J1qtrvND16nO9Xk6vNlRTdOuJvdX30vP5bF9lviUqBduHDhwoXfHL+m+Yb3W4/yj+z8P2fuL4wiTBNSSopVSTuO7L54+ANF8V3BFwMIiVhX7L56DCytUI21FFXxrsDdvpdt9Ck+p2Ka3ZpgDHJ/ZE4W9a6q8ncqQVbmNE1Lef/afTegq5Lk3rDEO4u7/1tSZExWcz7V9EBfNyipOL6+4/G6YhomxDAQtOI8T5jRI7THGI22mkDKfL2lGUcoc279TJ853DSzeXxD/eL1YjevFet1yQE4/PO3PLrecnj2iv7cYLOUUQlUmd0XSwNynGiB7uGG1gea/YmkSEmSlOM8o51h7iPiesMkBM25YxNn+rrjdT8wAw8Sh5WKSSu2SUo6T2TaEOaZ+dzQJRaTbwjeM/YDqwcFQklGIaDpOHnPJkh8dEQh6Pc9VZxwUjKLSBMiuRGkMmHooPWeMUQGpdgYvViyK0ViNDo1HAAtBFORMYmI3K15XOTMdYMdPU0MHPZHYlQkLsFJycl7nJJcaUMdPPM8cwyBRCq6LKXXik4KnlxvGYGQJay2G+4E+O1qmZXqJ/JHGv9mT6UUQ93AquLQdGyUxslIYwwyF7SjZvSexGiskFRZQpkktD4QrcEVKZNzJM4xjjMucaAlzeAplME5zTlG4hyITcdKv790FnxcpA3TTJdY9Cqn2K4Z2x5/rrnerTkKwenBDvvdC+QU6KcGELRaooeRnVzUWx8DvszfFWeTn4lFiraaUUBqDF3TkpYFiKVIU8PE6nrLnkgcJ4JU757/OfaHE0oINpuK86eUQCk/yEZbVzmHu4nD/sD6o9/Pv2bDP3pP2FS4H4k7+fh4v2UuBdqFCxcuXLjwn5hfEiWQVgXtuaaQy4LpU61HUsofFHzvI/KM66+f/Ox2pE+pmNOmovMzpsyRMWDH6YPFpZQSbzTdOC425tsKKxX1uabvBuS2WgxBtCIrc4y1TElCmqVM29ViNDJdczd4TCZxRpIYS4Ugi5H2cKa1BrMuMJsSIRV2t0Y5Sy0FuxBxpeZ8d6B6sONV01FIgQmB1WZFeNBwOC/zS90w4fyI0ylrZ+j9xGGIHMcJkac8ynLQi0V9iHDuB55LwRwsqzThelVS5hn7//lH/G2LnjxrIRlVBD8TVSSxhttx5GFmUUJAjJz7nklKRJiZ2h6dJggpl0DoVY54fIO823PYH1lt1pxPNee6oTl1/JdNjpCKfhywATo/MQTPaZp5UOZwX6S50iGMWUK11xm6KNFGI1cFpXvEaX/kOExIqUgqS44gr3Juv33BY2eISrI2GV5KzjHS+ZnEGc63B6Y0Z7WrUGmGMJLb1CEiUGZ8CxS/e0K13RBf3SLOLWroUVnKUNdLvILRyDzlBdCFGeElj0xCXiTIfgkLP3tPEwK1UNjCUZUlNnOMxtCeG9SDHXocCAjiukAYw9j0BGfJnlzT/OU5JkKqJEIKhJbE0QOCfg5Eo4llilmVyHRRX5MioweGN3cMdYPxExKBGSesWZSwru/wdcdxnvFSIsscowx355rUOUSZ41LHMM7oTYmQguiXQkZoRexnnNb0XU+yquidYdCCZhpJ1SdauWfPKCTKGKo8Xcw7PjebGz/8XVlv19y+OXA81+/aKT/1uLd040TYVKTl55ojP+Tn2Pn/mrkUaBcuXLhw4cJ/cn5ulICUktk5CPEntR59il+SD/fxe3hfxWw3K8z9jFoIgfZUvzMriFIy3+yY2gErBec/P6PrB2yMi5KmDYRA6D1N09JMM1mMVHkKyTV758iyhCwCp5phf0BMM4MUSCFQWYIzlmAtoxDEIkUYQ+csWTfgrHk392adYf37L8Eabp+9Zm5bsqpAbFaoLx/z9C/PuDrVjCHw1Gg666hWkofrFd5owrpCRpj6nr7tULsb/se6ZD9NcO546UeKuuZ0asnOJzZyycPKtCR2kdpZTGoYwsR07glWMiiNShNWUnK7rxmE5PpqaUOLSHSWIIuJc9MQbx5gZs9Ka0qtefHmNd82I+noSaKgCwGtFXLUVLlbFLTEErWhcoboHF5r/HbF1VePmc818zAR5Uzy6CHz0NGVBe3xRJY4pmFi+OIhfYhYBEoCASYB7irj0I+8WQfSLx/RR4HRivRqgzGKucipdhu0kpT3oespkXi943S3R48TTduhp0CZOoQQXJcZ9qqirntePX3OKkiillgE5Ck3SYqpUto5kqSWCYEPkZgY0sRxOB5pOo99tKVrekKYOVtDMgeudmsEgq7pYJ4JecLdMJJZg1sl9HOAIkVqg/3IDCMiSJVkX3v09Zb5fKYbRk5di/CB6VyTa8UcIzICRtJMgX6YWFlNJ0CsyndzmG8LIpdn9E1LapZW42GasF89ZNNXuGmirZsPVXBnSIot4e5Aeb8J0s2epPgw5+0dn1DWdldrXk+eo5TvlPDlcUvRGEKg9x6fONzN7keVsw8+p/9kLeZ/Ky4F2oULFy5cuPCfnF8SJeBWJYenLzHX25+1gIJflg8XQqD7zNyflPIHM2rZJ9S722cvCd++YCUlKgTCqnrX5ghL0ee8xxzPzDHw5nRiHCa8Mwz9SNsvBV6+XtPtD9giw5U5IUTaeeZ8buDRNWmRYasCeapJ7xfEbdOSK8l+msmrAmMtJnHs//wMY3oSpRFSkOa/p3t9hxgmTscz282GZJ5Ik4QYI52Q+NQS1iVOCJJ+QmoF00TvPas5EueZ68QREsfrYcALWBuFK0uu76/vMHv2AmyIZFKgASkgTJ42RozRxBARTi1B0mlCf73hq92G2//5Z8ztATfPZMZRrBzOe+Qc2DctYhjRWYJSkjF1OK2xUtAyk5Q5Ok3YblYoYxiEYp463HaFioHxwQPS1USzKtFaErXiBqifvsT1A6c5ghKELMXkGVMIPEwTVqtyiUOIkCaOUGYUWUI7edz9LNXQtKRK4y380zBS7g98LWCyiiRGopSYcWIcRrRWbB9fI14fmeaJwWgeFhmRyDQsNvSzn+lSw1xkxH6if7NHtgNpkbNLU4YoOLy5xT284vntgRslqZKEtPzeGTFGCD7QKIktC5CCKU8x9+Y5fd2iz/WSH5in1NowS0lnFOOLW/o0RQ4jIknAT5RS4acJUVRs1glN29M+fw2rkiRNcW8PfV84SSmZrYG4OFlOq4p1WdDMJ5imTzrRhhDQwwj3LcSztZ9UwkMIiOTTvw1ZCLgHy8ZOczxRtz3UDUJrhLYkVfFXDUE+RQgBYdSPP/A3wKVAu3DhwoULF34F/NwoAY9g+OYJbv55LUU/Nx9uHAaG+5mz/H3nzBAI40h37xDnNtVfddpszzWFn+nKnKHrSZRklac/OF6zP6GOR6ZjTeh7spsHbMqcYfToaeJ4bnnd95x8IBtnsmFajFaKNYXWHCUIIRmPZ4bXd4vleZERfWDyM+F6i7lf2FprybcrrC/omnZpO7OGabuGumGlJHK94nQ4MIUIUtJrxfZq8+68fDrRti2HfiBNFCsvefWn7yhCQCYJo5bUUqJTx2wMPYAQBGvZKMloFCHC0A2chpF5s0IOI/XhzOA9frfBxbg4k8Yr6jd79KZgbBoOf3mGmCMmWebJrA4oVVDOnn3d0yrNzWZFPwdejRNzkiKsIc9TjNaM/cAEnMqMXBvKVYGyhrnKGbc533YjV5NnkyboLEWcaoamY5BAkTOvKjYC8givbg/kjx4Qi5QWgY2BbvTEKn+nGs3jxP7c0J3OfPX4IQT47vlrds4QYsC6BD9MJEret/JFbsucKyUQ/cTdOFE6wynMuGJFcJbZWNIQEMAsIn67InvrTGot/VePeVAUlEKiup7bEBbFlggIpt0a0Y/kzjKMnlDkYBQmTzm+uSO+vMUZxYQApRBSkhYZSiniMIKImKdvSMqMws/Ie8v+tu2oAZUnZKsSP3va754zTROr3QZh1f1tFBid41XdIrZrss1SkKVVQXM8o4bxQwXNKGII5G/Vs3HCXv/Q9AOgnT3pZ2zx3zf0yDdr0lXF8Oenf9WG/8foJk+6+nxb9W+JS4F24cKFCxcu/Er4uVECO+doT+e/WT5cezojb4+snIFPLNyklMuCLgTaZ6+pNyUiRoSUeGd5VTdEBNpoxKkhqwqqLx4yT579H/+C7Xuc/rCI6/70HeU0UWYJ5vqKYZ65fXUHXc/8+g2FsXxhNF3qmIoM4zRaSrrDGec0pdLkec7QtFQIGEbatmN/qnGbFbubq4/OQiClXAwb3l4H4NV3z8nmiJKC9OED4v6MtYolTuz7a6KtofYWdbVBhsh3/8+/kO+PhGSJFUidxeUF/eFE3zcYq0hSR55arJ+ZJ0+jNbPRnKeJldGkEca2hXXFriro/czpVJN/+YhmnDj/y7fc1IvL36gUUgjcPHOeRp4fa1ySkW83HH1gJrKuCh6sS6x1vLw7cnYG4T2zVpjtmt26QOcZQ93wcn/A/Ne/4+aLh0ileP3n73jxlxeLWYbWpFcbHn3zBU5J4jxzfHNkMoru909YbTeIyRP9zHkYaLQiEwJPREjFPgQ2SrFzjtQoXjYVcfJUWnAYZ4xUDFqREBFKsc4zMj/T9CPGJTRNgxcSXRVkRc5pHIjzjAc6o6nW1dLOCrSjp0scD75+jACatmMjBMUcCNaS3m8OhBA4Hs8Mk6fYrZDAXdNRvnyDOdaUSi42+USinzmFmRenGjdNyCJnFwL+8TXcndjvD+RSAAKVpfg0IXnPibEocl4fjvyL1myvv2KSEqyhvN7SNQ2HtqOqCsZhZDie6fZHHor3oitiIHSeu9sDQklIHWK7Jv1EjiHA7NxnZ0w/NvT4JbOwH/NvbZv+NXEp0C5cuHDhwoVfET83SuBvlQ/Xns7LTNlPKPzGYWQ+nglPX2B2a/L7RemqyAkh8PrZKzJr0GmClBLpLJs/fIV//powjkQ/M9YNh6cvuNaSanuFn2e6tifULaof2O7WDNaSROjaHpuliLrh3EPsPFtrCGFmzjP28O59D96DM5TrkjkEuqZZAq3vVYm2blHek5bFu88t3CsUeltx6AYyIVB5gux6MN9nubVzIFjDpA2lNZjRM80zD8qSLoYlm2oa2WUpfZmRzIF+8nR1y6A0pxBIjSZOM+sio6pKQpGxrQq+qxseXu9QWpEDXdcR//hntts1XG2xIfLm5Ws2abLM4SFIp4n/bVUxRui05suHV9zVLXU/sEoT6nnGPblBlRnrmyv2w0iYZjqjcImjc5b1P/4dJ6V5c27xt3usEGy+foTLM6ZxIgrB4XAizor11Yry5gpzqqnvDrx5/gZ5PuPKArcq2K1XAHTTRC88dpxQfiI1itZ7kic3YCwv/vwd11WBSRyZs4S6xd7n0SVGM3mPVppqu+YpEZ0k3LUdEcH6ukK5hN3Njm6cGJ0jOEtoOrKHV987iT7Yoe6jFPq2pXca4xzCLQXS0HbUz14j65rdzRVKaabJw3vBzZFImaWcnr0iCFCnGrMu0UXO1A0oscKF710hJ++JISDk23ZGwc12vcyMrcoPAuKFc/DwAfu7E3nbsbKGdLume70nt9/fz1JKCiUQw0QrBZ/Tu9qfMJv6saHHz52F/eB4v6Bt+tfMpUC7cOHChQsXfoX8nCiBf+98uL7r6P75u2Ue573WqrQqfrAj355r5P7MyhrIUrpjzZQ4zHuK2yoEshBpX97SbkqyssA4i9+tUcczIgTCsWYtJKt1Rdf1iLYjmWbUODIIiDGgk4T2eEYWKYVSdPsD892RcL3FbSq4t6c/3R0YnGF0juJ6S5Yk7F++Jpkj4Z//gqmW9wCQpwnNyzeMXc9sDabIGYeR/D50u7QGu17RNi3no2QYJlZSIawhy5eBotMf/5XrssAmjpPRtEIi6hpRVRSrinmYMMbip57MGjJrGEPkRT+QdiOtloy6ICkzYozMIeLzDH1fHByONanT5GnCcKqR00xyc8Wt1TT7M7vUIYVgakCFgBOR8zByN05UN9cEETkfG6QzrPKUfg73qmFOO3tkkTGlGXm1KI/x6Qs2q4J0VX5Y7BtDN3vSmyt0kbHfH3n28oj701OK6zXl1Rr96Jqp7WAYGZ6/IqYOW+TEc4OoG+72Z+brDcm6IjUGZy3f1mc0gmyeyZQkphbfj2gpCTEirOFViGzShMdKMu82HJXGJgbpHKcYkALmmy3bm2sGP9PeXKHeK0CyMqdrWsqyICkLTgKy7Uf3l5JMV5slMPxck73nRBpD5HYYkFdr3IMd+uUbsjDRth1ZljI7TSKW7+fb56VK0XXDMr92TzfNVEVKfzxjr78voM5S4raL0Y4PM20/kGiNX5X0p5rk3nxn8J6z1Kx3ORtrGc4NHZAW37ssDt4TNiXJj7Qrfmzo8UtmYeHnt03/FrgUaBcuXLhw4cIF4N+eD/d23qz/yzNupETGtwu4mTBNtOea2TncqsQ6S3uuMcca957KkFrD6XjG3BsQ9KfvF7qZNQzHmhbIyoK0zOmA/o9/JhlHMq3o2g7d9ugAse1RejGQ6PsRqQ3TdoXpBqbzibQbFkv7puN4OPHgZofLU3ofUGXFRkuG/ZmX8YxJDEmcKExCX3eMzmLfmis4SxojROhvj/RhpkyWxWa8bzErygLlLOVuzVS3qGEE4Lg/kviAs4buVBNjpLcad+/2aK1lBMQwgrNM04gRAkJANw2HGbRTnLoRW0aCCIxCkO5WDKPHzx6APFnmqsIwkfuBWgQe/t1X9HdHDrcHxDAyxoiWkilEVo+3TELS+xGZp1RfP0JqRdP2hGnm2LTwYMu0vsI6Q5EkHF++wTx/yS7LyM1nWlqlhQj7b18g247fEbndrbj54vG7Yi5J3KIwNi3RB5rbA904Yoqcoh+x1mLvlUiXJVR/+B3z61uin2m8Jyq1fGb9hLOGLLFczTM6z7k71dwJWFcZ1+uK4X7Ojd0K4Ry1Vrjdmo2zdOeGeX8itQYpl3w+4qJwqXF8FxY9jiPjmwPu5oqkyAghsP/2+dLa+HaDwirU9QbrLK6KtHdHxLgEX49GY7KMOJyJecbQdTi5tJ7G92ZERx+IRco6SXi9PxB2yyzjoe0J3zwmrzuyIoP799CeaqI1NFJwPtdkaYIrtuR1g+6W4HenNeFYM1qDtZZ2nAib7zcgPsfnDD1+7izsz22b/q1wKdAuXLhw4cKFC/9m3s6blUbhQkB+FJIrpVxy1+6VsEPmSNrhg+LsLbof3i1+o/8wANdpzbw/M1q7LHbzlDFPaW/30A+s6w5rNENbk2hFjJFxDrQhUK0KrPf0d0fC/sBKSCZAR5D7I/26InEGZw39MBBlQtN1qBAoVjdMADGSWE1dN9jtUoS4Iqe9O5AZTWI13W3NEAI2Sd6ZOcASqJ0nCTZJltbRuuHln8483q1opaSOApulXCWOeZ553XSEGMilRKQJ0zgxTCPy3FK3HaWUHJ1mnaWEfmQcBkgdvutBbelSS3sceLx6b7E9z7gs5/U4sjIGuVkRkRgt2b++Zb4vBGfnUFoxpQn5fashQFEsql8fAsnNNfrRNcPxTH17h3n+ijJJOCH+6nelbzrcucY/e82QZwxEXj5/RVkVZHm2tLHeF7UA4ixZ1XAKkaRIEeeWSS/ulMPoWT95wLAuaZ6+RNYtSQhsspQ4B8a+p58m4jTzYhrg909w11ekIvK0Hxk2FeXjh9g8wX3kPJiWOdP9hoHuB0yR0tweya0hVZr6VCOzhNO5ZftwxzxOtHcHRAiI0SO0wuWLitiME+mqxNctvu2pqoKhH5Dnlr7pqNYVQ5lhm5aRlLlpl42J+5bHblrCqtNsUdOSuISwj1ozfPOERGsy+WEr41sn1Pxq824ubR4GkixlODfvZs+cVry4PZA+ucHd7H5UOVvez+cNPf5WbdO/JS4F2oULFy5cuHDh38T782bt4fRBa9enyKyhe/oSkWcfzOi8JdGa9lSTratPBtdm1nA8nrEPdvSnGh0im+sdb/oRMU60ITD7GbQGrbGVw4bAeK7h7shKK0Zj8H5G+pkcgT/VvPjLMx5/+ZiYK2Yif+k6VkazzdKlNbDMaOuWzGjUOL0rIq01tGXOUHc4LdFaI84dDZDuFkWy/8gtT0qJSBzpbkO1XtSD/u5Itq4YXr0hMYZyU5HmGV3XM7UdYwTShMEYojFEoymAJnNAxGiNtYa6GxhjxGxXOARDN+Dsck1aP5GWGWkjiCGirWEoM+amBZcgi/yDljo/zYtdv/yw6BqkINmtMc4ypgn1vz7jSboUnuIT1/QtXdMyfPuceDxzIwV3xwOPv3rMQMTULV3TEazBFd+7N4bJM48T/cs36Mwh2wHvJ4rrLaEqsVov4d+biqgk7Thx2w+kViFdSVAS7o1Uit9/QdOO9KuC/MuHPFj9deXGOIt5sFuyvU41bRQMx9NyzY0mv1qjbg/Evid9z7BGxkDaz/RNSysV4tE1K2uZw32+nxQkWcKkFf3xjBhGisQxAvrcwqrk0LTsx4k5QrKuMPfXMIRAG5c21Oq//z2b3Ybhz08/acTzFuss9v48ulNNfU4pQwAEWEOWGLL33EV/jB8z9Pj3bpv+rXEp0C5cuHDhwoULv5hxGJC3x3emGh8rXp8ihEAyB+R7rVXv81Y5g/s5lzD/4DXUsKhs0c+I+zaw3GhIHGqcSNcV4t6yfOoHQj9ilSBxlqkfSKxBWEskMA6eGEEME8+OJ5Ldmt31hn99/or1vWLhrMaPI/G+EEuUpmvad+6NWZ4trV3nBqEWReo8enIpGb0nrEqS986zGycaKVhtSojLZyL9TJKnnKTEhghGI4Ugz1IGKSiVRm9XNF1PtvEIIn0/0UpJrzVdjKQI+u2Kx7/7ktPtkURr4qbk5fGMAOS6JNMGpST7w5FEG4ZxpJtnlLPEYcS9V5ClSixzUsX32V/Htkf84SvScplbCk1HmmcMw8REfDdb9zF90zJ++5yNlAwRxhhJqopp9GR5ylxk6HNHEiPt3YFD4lAh0L++YyUgaIUZJmTqOL85srcGuo7EGKrEUSaOSUp821JozQyExJLkKUJIQpFjdhvmbKD45skHc44/xltFKltXtOcV7M8I7+n/5SnXUv5AMRZagZ+JiOX43UBXN0uBEr/fdDDWcLVbc7aGRkjQCm81U9MjlKLcrcBaOh/oiIsiLCXj9Zbyv3zD+npHsz8s3/2feB75usKmCeHl7bucvxACzakm/0T+4Mf8HEOPf2vb9G+VS4F24cKFCxcuXPjFDPvTYqN/z6cUr49pzw2FUkgpOZ1q7NX2B495+zpCK8I4vXsefgYiIUbehOf8f+3deZSld1ng8e+7L3evpau6O0sHoh43wKQjCJhgSIg4qONhEESUOAOIckQYFDGBIXNAcEEPLjCM5iDKgWH0aIawKGYxbojYZCCMos6YRUjS3bXe5d3f9/fOH/fW7dq7qrq67u3u53NOTp+uqnvrqVtv+rzPfZ7f8/iOjUZJ1AupWBaxbaKF8ZrkTA8jLMfBSBIwzX5SN2jD09BxHJsCjVbVp1ev0NT6VSdX14nTHHdQuTCSDKvZIKafiK0kkSv8ik9qWaSdLk8stqlNNAjjBFqN4dmkOM/JXQdnZhKnG6BZMSpOSIOwX+XKcvR6lc5Cm9qgNbHICrQwwTT77ZKlKtHpj2P3XIesVLi+i2daLJWK5ZqPFcfkQB7F6PVJJo7OArD0xCmWlrqUUcpykjClQ3OiSUvXyNOMxSdO0Ts9j+E62L6PaZuUuaJUJUmeE5kmXHmY2uCMoFKKbH6RqUaNJEro9QIqmyTocRCid3r4qiSJY5RSqEoF33PopRl2tUJSgjbZoNcLSKMIbW4Bs1nHtyw0VYCuk3R7WI0aalpDb3eZmWySdCMywPE9LNvCshv9eMOIMi9YnF8mOzKFOd3CPHKISpzuKjlbz69VaScZ4ck53FyxvqNTKUVqW3TDiMZEc1gJTLoBvbLc0ACq6zqagkpr7bmvTpKgVX1QJfqg+qSbBnXfw6r6FF7/zYMyO/ubIutZjk3UqpO2u9iDyt/qsflbkYEeB0MSNCGEEELsiVIKM4rXtFZtVfFaY1WVbfWwhdVWJsTpjs38I1+jUpbDpG6F1gmIVBfVCfDSlKqhY/o+yfwyrmGgshw9jEkBgxLTWDkPVrKBrpGicBwbxzLonZrHq7iU9QppL8Q2DRzTJA5C/FqV1LJYCAKKLKOyKi7btlD1KvNXHQVDR1V96vUKXV1HM23cVeecsnYXv1YhCELMvMCrVkjnFvFqVeaSlIpS6IZBGsf45qqBDINBFUVRkCYpy2nG4WoFrchZNEyufuoV2LbNfC/AM03SLB/G5zVqZKcXmGjWcFo1dMcl7fRwbBPTtmgenSFf7GBmGVEQoJRL6lfQXRtlVbBbDZRtYg8WGMedHi79JENZJt6xo7TjFD1Nh69LmqZonQAVJxRlSVQqmq069qDq4xsGQZyg2RZ2zaZwCnwnA90gDGNCU0cvQW/UUJZJnOfUTZOsWSfU+r9bvRuS0E/ShmwLVfOZuHyWvISObZEUCn+ygYqSXSc1K7Ikxe6FTFw2SxEn9JupVygAACAASURBVNq94RsHw5bB6Qk018Fedak5pkkeJ/3KqmGsaxvdeE2Wrkt11fm/Fb0sxan6RIMhHTt5U2QzK0N2iqUOjmkQdHuDb7z55FUZ6HFwJEETQgghxJ5E7c6G1qqVitf2N79nbkY9wyTsBWtu+pRSaKY9HMFfsUxqm+dU1DyHotsjnV8irlVwfZewWiHrBqg4xjUNYk3DUOWwqtYveZx5QkVJUiqo+lh6/6bX1XS6cYp72CcG4k6Aa5vDqpltW1TdCbxWnd6qyl6c5aiZKWYmmzC3ROG7+FMtNlPqOrpeomwbreyh6RqFY6LSgsrRw0SdDnaUoGd5/4zV8EXWSJMELUnxdR3LcShVSexaMNHCHUxs9CyHqipoP3maqOqjaTp2L4SK30/yNB234pFZBkEvwEiyfhJR8ymDiFrFI01zurqGXa9i16tYtk1H14ZJZpkXmECc5ZSNWn+IyGB/3crrEgQRVdchyXMmD01gdHrY5ZnXX9f70wq1Ug2SuR6uY4Fj4VZ99LK/5LlimcwnKWa7hzPZoNTAafarZWkYEYcxiW1j2haabWBXmjiDOPM0xSsUga7TajWJOo/3l6TvQdLuohsaXr1KmBVUtzjHZterxHNLuKvO5FVcp58oJumaj68vwwVphjO9+XVTOA5JoYZDOvpviuwtSTMGUx47p+YxKKkOhrSsTF4N2l16hoE+M0VNBnocGEnQhBBCCLEnm7VWufVqfzS+vd3N75kEabPWqjjPURo4gxH82SY3uv2n0XGqFZJ2F2UYGL2QGHCrPmmWweIysWXg1KqUUXzmYaZBmWXDNsdOmpFNtZhoNekNl00X6KXWPy9X8Umt/uTGJM1wVtovnf74db9WGbYu1hq1Yftc2KqRdkMqbG4lmXXqFYLT83i6Tuk6pFpOo1Eltk26T5yiYmrEWYaWFZSqYGlukUYQYVoGy6VGMtUk8mwK3x+2HvafX0fFGXXXZeGrj2NaNn6zAVWfcH4JbXCGzLJtrAm734IZhGAa9DQIghjHsSk1RZ4r9E6Pbl6gHZkeVj01pQiLAq9eXXNOTdd1qo0aSimMJKZi2VhlgV6u/f0PqX7VJu2F1Oy1t6dmXpAPElSNEl3rv/4l+uAy0HCqPk7VJ9DAa22sOuWOjaHr/cfrOrnn7impUUphxgmZ6/R/fstAZZu/IWHZNnGjRtrt9QeZDPiOTS9JcVc95+rBKivJ7vqzmXBmgXS0akiHZhmoNN11RXDlDZBJ20LNTNFzHUJd67cAK0VpWmi+y3S9SpwV5EmKLQnagZAETQghhBB7sllrla7r5K4zHA++KdNAxWfa7ijXPk+oa/jtYDiCf7MbXaXUMEFSnovyHKw4RnVDaFbIiwKzViHQNTw0tFXhmI7dXyytaSjLRDXrWIMqiGYM2rlUyVSz2j/bVq/2d29N2BQaRLZFECbY9Rpd09jQurjCr1XpmiZhkm26E2p1Mttr1Vl8Yg53soUNZL0A13cJKj5hFEMSY4cRZZLRyot+BSwr6FomFccmSXL0polunonBr/iEQUTVMqET47mQ+f09Ygu+u6GCpOs67mDoiVnxCJaWOX1qAc9xyB75KtSrlPUq9mKHsBcS2DaJqVM/PN0/i7WJuBfgG/3fWanp/d+1YVCmxZoWvxKNUtfQoxTWVWV9Q2dJ1+jFKW4JmV8hTgu0ysbX1EiyDS2zcZpRNuuoVh1PlSilcFp1wifmdrSra83P0+mBKnEG14tXrxJ2e/0VEptwq/0KrGp3h28w1DyX0zp0FzvUXIewUMPBKkGaUTZqa5LdFSsLpBVaf7H6gNeoEy13d1URXL+DMM5z/ObUlkme7+gkS53+DkJpcTzvZL6lEEIIIfak3OJmzmnUiAaDPTbj1yoExaqqmXbmeaK0X9ny11XL3KpPXqsSD543KnLcar8CZNeruM06C0mGaxsUUUJY9icWtmamcCYaxJ5LD40AjdAwCHwXp1HDcG00z8H1XMKiwPcHC509p59ArIpTKYVhW3j1GvaRaaqzU1SmWvjN+qY3tkop/IkG+pFp2rpOkPTP263QdZ3UtuhlKdqRQ4RHZ1CWiVvxyKsVOss9zCCkbhrUbBuzXiVzLfR6lUXfJ2rVmTwyw4Tn4ZkGepZjxSlxEA2fX9kWpSoxkhTHNsl6AQBWq0Gxxe8pDiLSUwu4vZCKbTHVrBNlOXHVx/FdVJ4TRf32UTNTGJZFnOeb/q5XV1k106BUJW7FI1q1gFmpkhRFiYZvbFx+rOs6lmYQGgZ6MTg75VoUm0wudEyTNAiHf0/znNB30A5N4NUqeJZJ1O5gOw5qskGSbR73VuI4hckG9iAZ0nWd4ixVJbfqo0236GoQpf0F5ZVKlezwIbpxTG4aBEVBW9MwplubJmdhmpE1qhiui5psrKlkDSuCO5QmKfpSF2dVVS8fVAS341gm+kK7v29PnFdSQRNCCCHEnmzVWrV+Qtx6/cTBhrIcVsKgfzOdN6o4ne6m38+t+mS2SafdY7EXMbG4jEE/UVS+Q893saKYzDQxZibRuv1ERdM16pNN8oXl4WAKx7GJ2l0yz8Fs9AdWRJqGruuEWU7z0CThcqe/xXogyXOc6gTRoM3sbFaW+eq6vuVOqOzIIfQgpuE5GJqOESe0OwF5luFZOj2lcHshnmVRlDqhrpN7Dq16hbAbYnsOWq1CxTLpFAV6UaD3gn6rZ8XDqVZYfOxx/MFACSPJCOIEe2YS27ZJbYtOp4eRpniGSRolFKfnsaOUDIVRqxBYJjNXXUZarw7PW63Ub6yioP3Vk1hVH3+zAs6q6qhd8Ul6Ia5tUdrmcNhJWBTYE63+gmd9qyXXJa5tk/g2tmVi1XyMaoVuL0RPM/zB0A1t0KKnlGIpSsgOTdA4OjNsO13dUuvXa/3VCAvtHVXSwiQjr/kb1gg4jRrhqYUNbyqsZtk21tTEcEF5ryipHJ7mSUMnzwsOt2pULXvDQuewyCmc/tRPhUbWqm9awdpNRTBpd2msinWn1zOA71i0lzrYszsbsy/2RhI0IYQQQuzJdq1VqyfEeZvcuDr1CsHcEmgl7iDpUa06FMWwJW69LE1JOz2KIGT6slnKPEdlBah+FSefbPHkqTlmXIdC0yhrHlkQYZn9m/fCNodHnzJNo1Ov4HoevucQ5jlus06SK8paBc916NrWYJx9X+7YaEqhWnWcHbSTrV/mu9VOqLDTJVnq4DRqFHGKW69QRDFpUZA5DsmEQZhlhGHMVKuBYRikGmiTk1h6ia4bJFmB16hSdCNomeidHpllYNs2uWeTJTkeQAmxodManG+ybRt7kDi0F5eJ5paoZBmpaZA36kxOTw6ThjTfOJ2z6jokyx2yTkBHKerVdSfuVtoaWak2WVCC5XvES11c2yBCo1avka2qfG3UP7dmNWtkjkvhWJSlwh/s7Qp6IRQFShUsFgVWxaPx9cdobFJZWt2a69drpI5Ne6mDGcV4lrkhSYqynNxzcY5M47Z7sK5aaDs2YatG0u6tqUptRtd1vHqN3DQwGjWmn3I5pmMTLfTbSV36w2/QdDTXxqn6JIUi8lycVn3LIR224xBONvrX0TY70fpnAhOw+r//NM93fD2vMKN408mrYv9IgiaEEEKIPTnbsAWvViGzLTrtLmac4Jpnbn5t26ZXq9DudKiZBs5kE8ex6c0tbXrjF/dC9HYXW9fQp1p4q8epD9SmJmhPNmk//G8sdXtcVa9hew4qSHBsA8N1WF5sk9oWeqNGs1WjzHI67R5Go0qORln1hhUSy/foBhEV+ueYikYVGrXhgubt7GaZ70olR19oo7Xq9B7+KpOuA2FI8/LDxPNLNCwDpxPgKUWY52gVnynPIYwS4nYXp1HDtE1MIAxDvGaDoBdgTdgYloXWaLCw1MGbbOK4G2/ydV2HLGfSsVCuRVmr0NqwcHrzc4W1iQbBE6fpujZunq+pmmqWgYrOnDe0qhWShTaObRHXfOYXl7CuOIpt22RBtOn3WBmiEUcJXtXHnGxRHeyVC3tBvyLWqA5Hw9eb9TXDUtZb35prO86WFU7NMvAa9WGinVnRplVjv1btV+OWuttW0lZ+nlj1q14r1TD7yAxqdpqo3UENvr/SdaJ13387O6kIRp0elcEbICtviuzkel7Ns0yCdkcWUJ9HkqAJIYQQYs/O1lplOTbWocn+zXSnd2ZCnK4TN6vY33gVephirTy+3Jjsxb0Qs9ujAIpaBW99lWaVxkQTy7Yp5xdYBFw08kpE2o3QKwZ+s0FT14bDEXqqpDMzCaaBZ1trKi6ZoWPNTnFycRlmp9e0ym1nL8t8Vyo58cIyPcAOI+wkQ7MtlG2iCkUvzShsE7dRG7Zq6oZJeeQQcVmSDVr99KLonzvLc/I8p60bTNarmIcmSOOUOElx11VA8jync2oe03NxqpXhcuW1Nm8/tG2bYqpFsNQhPTxN0e4Nq6Z2xWPpyTl8TUMrFaWmk+pAmpFoGuFTrmBy5XUyjP71sa7NMSxUv8pk6rjNBt7gjJau6xva/ZRSqG0SJKUUmrXxnNvK850t6diuauzXqqS2TbvdxUgSfGNjNS4scrqaTu0brsb11r7JsJPvfzZnqwgWSbZ2WfoeVg3sdKm12DtJ0IQQQgixZzttrdJ1fdiOBv0kZqWCkCbJ8IZy/fDHNI6J5pewqh52vYq37fj+Pr/qE3oO7flF6hWfKf9I/9ybUsS9gOWlNvFSB7PiYx+Z4dBkc/j5YUWmVLQ9F6PVRF19BbWiPJNEbuNclvnajkPmOcx+89WceuSrGEmKmWWYFZ+wF+JMtahTUqqSMCsobROrVaM+SEiUUgRhjMoKOlGEXa2wHMdUv/GpVMr+eHmqFZSuEdjW8OdE0wmiiNZEg5q3sTK58txsk/h41QpWkhJEEc2ZSRbnFijmlqjmOVap8Mt+0lUWBRSKrwYhTDS47LJZSqDT6aE5JkEvoLp68bkqWcgVdqvBxOFpivnFbV/DOM9xB0u0N7NyLnCvzlY1th0be/CGRNDprXmNNdfGq1fJTHNDcraftqsIhp5Ddbq1YeLobu11ObbYGUnQhBBCCHFO9jJsYXUSs/qGcp6vobV7w+EfQV5w6IrDuzrvopTCqXgcnXoqS6fmMXy3f6Osa9Bq4hyapOLYZN0AMz4zkW6lIqOUYimMMK48Sm12Cttx1iSRZz2ndA67osqswDRNmq0mtVo/lrAbELW7tE/OY+Y5um3jVrwNlSZd1/uLooFA1zFqFZxWnebMJOHjJ6nq/V1nhuuuSZah3/pW3SbuoCjwz9IKN91q8G+WQ5HnWHFGa3qCNIzILYuF+SVs0yAyNMzpQxwdDBtpLyyjuQ6tiX7laCEr0LKcUhUkqqRrWdSv+SZqg3i7zvYrHHLX2Tb5WH8ucC92MpBD13UqzY2JYJhkONMT5/T9d2qripy+xcTN3dhqgqvYH5KgCSGEEOKc7XrYwibJgK7rTF15Gcljj+M7g2QijHa/gLfI8epVdF3H8D10z8Vrbqy8OZ67aetlioZ59TfQaJ5ZeLybc0rnYqUysfLnysLnaqNGr1kn/H+PMe2ffaR6nGY4tQqe750ZBa/KLStMWrr5suUVyrbP+nvQdR0V9GjVZ7CechlRp0fpOOhNRdSsosKE1rqVBFOHDxGnKQuqwHVdzMsPE84v4fkujutgtur4tTPxbjcx8WzTCHdzLnA7O60ar7eX1tf9ttel1qtt1yYq9ockaEIIIYTYF/uRxKxuIYs7PfyzTMXbTOGc2ek0MdFgvigot1gWvb71MkwyrG1aFPfjnNB2Sl2HwWuGWnvOp1qvsnh4mm6nt2a0/PCxqiQsiv4ZrKkWXrVCd/A6rCQ2W1WYtlkrTpBmONOts8aepin6chfniqMAaypIVSYJuz3ipS6+vfb7u7ZNmWbotQqVqRZRo0Yyt7ghOYOtJyaebRrhfidHm1WNlVL9pHR1W6Nl4NWrxFmx59bX/bSXpdbrnWubqDg7SdCEEEIIsa/ONYlZaSEr82L31bN1VRRd13FtG71RPZAWxXOhlCIMAljukXR6lEmCbln4tcow3upkk0KVuKYxHC3fT680sIzhAA08p1/pMAfj9B2bBd/Ddje/Mddsc9PKSpzllI0a9g7O/sWdLt6GyY9nbDdEw7MtlpfapK0GeaNGMdHA7EVbPs/qiYlnm0Z4LucCt7NSNZ47OY86NU+1KKhY1vBnUiojDALmeiHGzOSas3WjcrYzdDuxH22iYnuSoAkhhBBirKy0kGULS7CLG8Ekz1GtGu66G2FNqQNrUdyLNElIBsnjlGGQJwn1ikfW6eIUiiAIUbaNU69g2zZho0ba6VHZYhhGkKW41Yk17YxJluMcOwJAuMlZQbfVIFpcpuKeaZ8M0oyyUcOvbp10rVBKkXYC3COz237ddkM0YqVoXn4Yb1AZS+tbn/tzKz7tEhaTDK/l0qisHbpxUEl3nqRUVIl75BBxp0ewqlVWM23c2Sn8QdzhE3OEY1BF281S6/X2q01UbE8SNCGEEEKMHb9eY65VJ5xbOuteKehXzlSrtqElDtYONDjfLYq7FXa66AttGo4Fg8Qydh10VZI7Nl4JNV2HsiSYWyIcJEwhELS7VDZ5bYrBebGVdsb1FaTNzgr6zRpLpomnFEFR9BPC6daOKmcAcS8gd22azZ0lH5sN0fCVIuj2MAe/n7Ml1bUjMzQG0zdHkXSHnS7WUgdnkOisH7yynu9YJEsdQhhpknYhn6G7VEiCJoQQQoix5E/0h3S0u8G2e6UKp7/TaX3lbOVrxnWgwfob/BVOo0Z0agG7XiWeW8IdJGEV2yLu9Po3+FWf1DZpdwL0NKViGOi6TpRm2NMtgjghm2zQ1vUNFaStEp9gdgptoc3E9MSuW0ujKME6NHVOwye22q91tqR6FEl3miToC+0Nv7uzcSyTYqFN6tjYI0x0znXyqji/JEETQgghxFjyGnWS5S61s+yV2i4pGNeBBtvd4FuOTdSqU7a7qEaNtNvDHrT9uZZJ0O6S2ia2bWNP9add9roBSZKQt+oYlkU21WTy8iPbvjbrExurVSf8l0fIowR7F4lWmucErs2hfRgff6Hs10qWOv2q5x74jkV7qYM9O9pWwf2YvCrOD0nQhBBCCDGWVg802Gqv1NmM60CDs93ge7UKEaCrDnmtimp311TS2p0Ae6pfMdR1HX1wE+3YDmqyQXOPi7LzK4/S++oTeN0IbwetpVGaEdU8rMkm9j4MwbgQ9msppTCjeNiSuhdmFKMG1/UojfPZzEuZJGhCCCGEGFsX40CDnd7ge7UKmW2RtLuUlCRRjJ1mOKaJXhTkeU5cKjLbQjVr6I06Tqt+TpUOv14jvPwI8ZOnyaIEM05wzY2VlTjPyV2HolXDPHwIoyhQwe531q02zu2oq0XtDpVdnN3ajGeZBO3O2JyHHLezmZe685ISv+tdv8Q11zyLZz3rel784pdx+vTpHT/2i1/8EpZV5Y473nE+QhNCCCHEBcR2+hWhJMt39biVgQajPOezlajdwdvhDb7l2FQPTVJ5yuVolx8mvvwwpyseHc/l0bIkvfIy9GOXUfv6q6jNTu/Lz+vXazjHLqOYnSY7NEnPtemaBj1d6//p2mSHJilmp3GOXYZfr/X3a+3yd7TeuLajrldmu1//sN5W5+2EgPNQQfuN33gfH/7wR/n7v/8bqtUqP/Mzb+EHfuAH+Zu/eeCsj1VK8brX/TTOGP5jKoQQQojRuNgGGuzlBn/1Qu3aof6et45pUj00ud3D9mx161vU7qA2aX1b/TNcSvu19uuc3IVy3k4cvH39v0ApxS/8wi/xkz/541Sr/TG3P/uzb+Szn/0c9913/1kf/773fYDrr38uU1Pn5x8bIYQQQlyY/HoN/cg0bV0nSFLUuptbpRRBktLWdfQj02ObnMGFdYO/0vpWPTRJZXa6/2eruWmC6bTqhEm2p+8TJhlOa/yrZ7B/5+QuhPN2YjT29cp46KEvc/r0aY4fv2b4sZmZGa644nLuuWf7BO3xxx/nzjt/l//yX27fz5CEEEIIcZGwHYfa7DTOlUcJKh4d06Sr63RMk6Di4Vx5dN/a/M6ni/UG/2JsR92MZhkb3iDYrQvlvJ0YjX1tcXz44UcAOHx47Rb52dnZ4ee28vrXv4lf/MV34nnetl8nhBBCiEvbhT7QQLMMVJpelAM1LrZ21M14jTrRcpfKOUxxvFDO24nR2Ne3XoIgANhwhsxxbMIw3PJxd9/9SQzD4IUvvGVH3+e3f/tOjh9/NsePP5uFucW9ByyEEEIIccAu9oEaF1M76maG5+3OQe65Ix+xL8bXjq6Mt7717Wiau+1/DzzwF1QqFQCSJFnz+CRJ8X1/0+fu9Xrcfvvb+fVff8+Og37Na17FiROf5cSJzzK5D0sRhRBCCCEOyqVwg3+xtKNu5VI5bydGY0ctjm9+85t47Wtfve3XTE9P85Wv/BMAJ0+e4tixY8PPnTx5khtvvGHTx/3t336Ooij4oR/60VVff4oPfejDPPDAX/ITP/EaXvrSl+wkTCGEEEKIC8LFuN9tMxd6O+pWbMchnGyQLHVwdrETbeW83bnsqhMXvx1dUfV6nXr97Jn+0572rczMzHDixIM861nPBOD06dP82799lZtuunHTx9x880384z9+cc3Hjh37em699Ue444637SQ8IYQQQogLitzgX/guhfN2YjT2tTau6zq33fZm3v/+/z48j/ae97yXZz/7Wdx443cNv+6GG27i1ltftZ/fWgghhBDiguLXa2S7aJULk4ysVZcb/DFysZ+3E6Ox74uqX//619Htdnnuc2/EcRyOHDnMXXf9AZqmDb8mDCOiKN7w2A996Pf50Ic+vKbF8SMf+RBHjx7d7zCFEEIIIUbOr9dIHZv2UgczivEsc83ZMqUUUZaTey7OkWmpnI2h1Uu9g3aHcpOl3hfCAm4xPrSyjMtRB3Eunn78OH964q5RhyGEEEIIcU6UUkRb3OCP80AQIcTufe/xl3LixGc3/dy+V9CEEEIIIcTuXawDNYQQuyNvxwghhBBCCCHEmJAETQghhBBCCCHGhCRoQgghhBBCCDEmJEETQgghhBBCiDEhCZoQQgghhBBCjAlJ0IQQQgghhBBiTEiCJoQQQgghhBBjQvagCSGEEEKIkZEF3UKsJQmaEEIIIYQ4cGmSkCx1MKOYimWeScaUQqUp0XKX3HNxWnVsxxltsEIcIHlbQgghhBBCHKiw00U9MUdDKSqOvaFSpus6FcemoRTqiTnCTndEkQpx8CRBE0IIIYQQBybsdLGWOviOtaOv9x0La6kjSZq4ZEiCJoQQQgghDkSaJOgLbRxrd6dsHMtEX2iTJsl5ikyI8SEJmhBCCCGEOBDJLipn6/mORbLU2eeIhBg/kqAJIYQQQojzTimFGcXn9BxmFKOU2qeIhBhPkqAJIYQQQojzLmp38HbZ2rieZ5lEbamiiYubJGhCCCGEEOK8K7PinPea6bpOmRX7FJEQ40kSNCGEEEIIcd5p+9SauF/PI8S4kgRNCCGEEEKcd+U5Vs/2+3mEGFdyhQshhBBCiPNOs4xzHvChlEKzjH2KSIjxJAmaEEIIIYQ477xGnSjLz+k5oizHa9T3KSIhxpMkaEIIIYQQ4rzTdZ3cc8/pOXLPPedBI0KMO7nChRBCCCHEgXBadcIk29NjwyTDaUn1TFz8JEETQgghhBAHwnYc1GSDZJetjkmWoyYb2I5zniITYnxIgiaEEEIIIQ6MX6+R7aKSFiYZWauOX6+d58iEGA/nts5dCCGEEEKIXfLrNVLHpr3UwYxiPMtcc7ZMKUWU5eSei3NkGlcqZ+ISIgmaEEIIIYQ4cLbjYM9Oo5QiaHcoswJNKUpdR7MMvEYdTwaCiEuQJGhCCCGEEGJkdF2n0mqOOgwhxoa8LSGEEEIIIYQQY0ISNCGEEEIIIYQYE5KgCSGEEEIIIcSY0MoyLkcdxLmYmjrKsWNXjjqMNebm5pienh51GGIMyLUgQK4D0SfXgQC5DkSfXAfi0UcfY37+8U0/d8EnaOPo+PFnc+LEZ0cdhhgDci0IkOtA9Ml1IECuA9En14HYjrQ4CiGEEEIIIcSYkARNCCGEEEIIIcaEcccdb71j1EFcfEquvfaaUQchxoJcCwLkOhB9ch0IkOtA9Ml1ILYmZ9CEEEIIIYQQYkxIi6MQQgghhBBCjAlJ0PbZ3Xd/kuuuew7XX/98nvOc53HixBdGHZI4QJ/85Kf5nu/5fp7//O/mWc+6nhe+8Pt46KEvjzosMWK/9Vv/DU1zeeCBvxh1KGIEHnvsMV760ldw44238K3fei3XXvsd/PmfPzDqsMQBSpKEN77xZ3nGM76dG264iWc+8zu5666PjzoscQDSNOUtb3krplnh0Ucf3fD5O+/8INde+x0897nfxc03fw//+q//evBBirEjCdo++sIXHuTlL38lv/d7d/KXf3kfP//zb+aWW76XkydPjjo0cUBuvfXVvOIVP8R99/0pn/vcX/L0pz+N5z//hZw6dWrUoYkReeKJJ/iVX/m1UYchRmR+fp4bb/xufuInXs3993+Ghx46wVOechX/8A9fGXVo4gC9853v5uMf/wR/9Vf38Rd/cS8f+MBv8rKX/Qhf+tJDow5NnEePPvooN9xwM08++SRFUWz4/Mc//gluu+3tfOpTd/HXf/3nfP/3fy8veMGLiON4BNGKcSIJ2j5697t/hVtuuZlv+qZvBOBFL/oeZmYO8b73fWDEkYmDcv31z+XlL3/Z8O9vetNPMz8/z5/92b0jjEqM0k/91H/mttvePOowxIj88i//Gs985nU873k3AKBpGr/6q7/Ii170whFHJg7SF7/4ENddd5xarQbAt33bM2g0Gtx//wOjDUycV71ewIc//EF+7Md+dNPPv+Md7+ZHfuTlzM7OAvDjP/4q5ucX+MhH/sdBhinGkCRo++jeW9brKAAABSNJREFUe+/n+PG1E3muu+5a7rnn/hFFJA7aH//x/1zzd8/zgH57i7j0fOITn8KyLG655eZRhyJG5I/+6C6uv/4713zsiiuu4NixY6MJSIzEi1/87/mrv/obvva1rwHwmc/cw9zcHDMzh0YcmTifvuVbvpmrr37qpp9bWlriC194cM19o2VZPOMZT5P7RoE56gAuFouLi7TbbQ4fnl3z8dnZWf7kT/5sRFGJUfvbv/0cruvyfd/3olGHIg5YEATcfvvb+cxnPiEJ+iUqCAIefvgRiqLgh3/4lTz66GP4vs9rXvOfeMlLXjzq8MQBuvXWHyUMI77lW67l8OFZ/uVf/i8vecmL+cEf/A+jDk2MyCOPPAqw6X3jww8/MoKIxDiRBG2fBEEAgOM4az7uODZhGI4iJDFiZVnyjne8m3e+8w4OHZJ3SS81b3vbf+W1r301hw8f3vRguLj4LS8vA/DWt97Bfff9Cddc8218/vN/zw033EyWZWvaocXF7c47P8i73vXLnDjxWa6++qk89NCXuffe+9F1aWS6VMl9o9iO/MuwTyqVCrCxlS1JUnzfH0VIYsRuu+1tXHnlFbzpTW8YdSjigD344P/m7/7u87z2ta8edShihAzDAOBFL3oh11zzbQB8+7dfxw/8wPfxa7/2G6MMTRygsix585tv59Wv/rFhu9vTnvat3H33J3nXu35pxNGJUZH7RrEdSdD2ycTEBM1mk5Mn107rO3nyJE996lNGFJUYlfe+9zf5x3/8J373d39n1KGIEfjUp/6EKIq58cZbeN7zbuZlL+sfEH/DG36W5z3vZv75n/9lxBGKgzA9PY3jOFx22dE1H7/yyiuG7U3i4jc3N8fS0hLHjl255uNXXXWMP/qj/zWSmMToXXXVMYAt7huvOvB4xHiRBG0f3XTTjZw48eCaj5048SA33fRdI4pIjMKdd36QT3/6T/mDP/gIpmny8MMPc++99406LHGA3va223jwwc/xwAP38MAD9/Cxj/0+AO9976/wwAP38A3f8PUjjlAcBMMweM5zvoMnn1y7auXUqdNcccXlI4pKHLSpqSkcx9lwHTz55El83xtRVGLUWq0Wx49fu+a+McsyvvSlL3PTTTeOMDIxDiRB20dvecvP8JnP3MNXvvJPAHz603/Kk0+e5HWve+2IIxMH5WMf+wN+4Rd+idtv/zm+/OX/w4kTX+Cee+7jr//6s6MOTQgxAj/3c2/i4x//JI880j/0/9hjj3HXXXfz+tf/5IgjEwdF13Ve+cpX8MEP/h6Li4tAvw36vvv+XIaEXOLe+ta38OEPf3S4K/V3fueDTE5O8MM//EMjjkyMmlaWcTnqIC4md9/9Sd7xjnfjeS5FUfDe976H6647PuqwxAGxrCp5nm/4+Nvffjt33PG2EUQkRu0Nb/gZPve5z/N3f/d5nv70p/F1X3c1f/iHHx11WOIAffSjH+M973kvvu+R5wWvetWtvOpV/3HUYYkDFIYhd9zxTu69935836Pb7fHKV76CN77x9WiaNurwxHmSpikveMG/Y3m5zZe+9BDPfOa3c+TI4TUree6884O8//2/je97uK7LBz7wW1uO5heXDknQhBBCCCGEEGJMSIujEEIIIYQQQowJSdCEEEIIIYQQYkxIgiaEEEIIIYQQY0ISNCGEEEIIIYQYE5KgCSGEEEIIIcSYkARNCCGEEEIIIcaEJGhCCCGEEEIIMSYkQRNCCCGEEEKIMSEJmhBCCCGEEEKMif8PNkocA4HqsPoAAAAASUVORK5CYII=\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -1950,7 +2496,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.112779, + "end_time": "2021-02-23T11:21:52.991787", + "exception": false, + "start_time": "2021-02-23T11:21:52.879008", + "status": "completed" + }, + "tags": [] + }, "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", @@ -1959,18 +2514,33 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": {}, + "execution_count": 32, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:21:53.230795Z", + "iopub.status.busy": "2021-02-23T11:21:53.230090Z", + "iopub.status.idle": "2021-02-23T11:21:53.234620Z", + "shell.execute_reply": "2021-02-23T11:21:53.234063Z" + }, + "papermill": { + "duration": 0.131028, + "end_time": "2021-02-23T11:21:53.234759", + "exception": false, + "start_time": "2021-02-23T11:21:53.103731", + "status": "completed" + }, + "tags": [] + }, "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", - " n_samples = trace[\"variance_of_shot\"].shape[0]\n", + " n_samples = trace.posterior[\"variance_of_shot\"].data.flatten().shape[0]\n", "\n", " idxs = np.random.randint(0, n_samples, trials)\n", - " variance_of_shot = trace[\"variance_of_shot\"][idxs]\n", - " variance_of_distance = trace[\"variance_of_distance\"][idxs]\n", + " variance_of_shot = trace.posterior[\"variance_of_shot\"].data.flatten()[idxs]\n", + " variance_of_distance = trace.posterior[\"variance_of_distance\"].data.flatten()[idxs]\n", " n_shots = []\n", " while distance_to_hole.size > 0:\n", " theta = np.random.normal(0, variance_of_shot)\n", @@ -1998,14 +2568,37 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": {}, + "execution_count": 33, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:21:53.469481Z", + "iopub.status.busy": "2021-02-23T11:21:53.468777Z", + "iopub.status.idle": "2021-02-23T11:21:54.479830Z", + "shell.execute_reply": "2021-02-23T11:21:54.478657Z" + }, + "papermill": { + "duration": 1.133675, + "end_time": "2021-02-23T11:21:54.479980", + "exception": false, + "start_time": "2021-02-23T11:21:53.346305", + "status": "completed" + }, + "tags": [] + }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:18: RuntimeWarning: invalid value encountered in arcsin\n", + "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:18: RuntimeWarning: invalid value encountered in less\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": {}, @@ -2031,22 +2624,44 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": {}, + "execution_count": 35, + "metadata": { + "execution": { + "iopub.execute_input": "2021-02-23T11:22:03.542093Z", + "iopub.status.busy": "2021-02-23T11:22:03.541376Z", + "iopub.status.idle": "2021-02-23T11:22:03.635427Z", + "shell.execute_reply": "2021-02-23T11:22:03.636322Z" + }, + "papermill": { + "duration": 0.220669, + "end_time": "2021-02-23T11:22:03.636514", + "exception": false, + "start_time": "2021-02-23T11:22:03.415845", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "pymc3 3.9.0\n", - "scipy 1.4.1\n", - "pandas 1.0.4\n", - "numpy 1.18.5\n", - "last updated: Mon Jun 15 2020 \n", + "Last updated: Tue Feb 23 2021\n", "\n", - "CPython 3.7.7\n", - "IPython 7.15.0\n", - "watermark 2.0.2\n" + "Python implementation: CPython\n", + "Python version : 3.7.6\n", + "IPython version : 7.13.0\n", + "\n", + "pymc3 : 3.11.1\n", + "numpy : 1.18.5\n", + "matplotlib: 3.2.1\n", + "pandas : 1.1.5\n", + "scipy : 1.4.1\n", + "arviz : 0.11.2\n", + "theano : 1.1.2\n", + "\n", + "Watermark: 2.2.0\n", + "\n" ] } ], @@ -2054,13 +2669,29 @@ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "papermill": { + "duration": 0.119759, + "end_time": "2021-02-23T11:22:03.876034", + "exception": false, + "start_time": "2021-02-23T11:22:03.756275", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "pymc-dev", + "display_name": "Python 3", "language": "python", - "name": "pymc-dev" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -2072,9 +2703,20 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.7.6" + }, + "papermill": { + "duration": 293.253793, + "end_time": "2021-02-23T11:22:04.105533", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2021-02-23T11:17:10.851740", + "version": "2.1.0" } }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file From a6d376c6131c05fc786b81b6f26fab5729b5459a Mon Sep 17 00:00:00 2001 From: Marco Gorelli Date: Fri, 23 Apr 2021 17:13:54 +0100 Subject: [PATCH 02/10] fixup putting workflow --- examples/case_studies/putting_workflow.ipynb | 1639 ++++++++---------- 1 file changed, 746 insertions(+), 893 deletions(-) diff --git a/examples/case_studies/putting_workflow.ipynb b/examples/case_studies/putting_workflow.ipynb index 24aaac3df..a1d3f7917 100644 --- a/examples/case_studies/putting_workflow.ipynb +++ b/examples/case_studies/putting_workflow.ipynb @@ -1,20 +1,141 @@ { "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T15:57:22.926939Z", + "iopub.status.busy": "2021-04-23T15:57:22.926024Z", + "iopub.status.idle": "2021-04-23T15:58:05.756432Z", + "shell.execute_reply": "2021-04-23T15:58:05.757068Z" + }, + "papermill": { + "duration": 42.874496, + "end_time": "2021-04-23T15:58:05.757291", + "exception": false, + "start_time": "2021-04-23T15:57:22.882795", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found existing installation: Theano 1.0.5\r\n", + "Uninstalling Theano-1.0.5:\r\n", + " Successfully uninstalled Theano-1.0.5\r\n", + "Found existing installation: Theano-PyMC 1.0.11\r\n", + "Uninstalling Theano-PyMC-1.0.11:\r\n", + " Successfully uninstalled Theano-PyMC-1.0.11\r\n", + "Found existing installation: pymc3 3.10.0\r\n", + "Uninstalling pymc3-3.10.0:\r\n", + " Successfully uninstalled pymc3-3.10.0\r\n", + "Collecting pymc3\r\n", + " Downloading pymc3-3.11.2-py3-none-any.whl (869 kB)\r\n", + "\u001b[K |████████████████████████████████| 869 kB 4.4 MB/s \r\n", + "\u001b[?25hRequirement already satisfied: typing-extensions>=3.7.4 in /opt/conda/lib/python3.7/site-packages (from pymc3) (3.7.4.1)\r\n", + "Requirement already satisfied: dill in /opt/conda/lib/python3.7/site-packages (from pymc3) (0.3.3)\r\n", + "Requirement already satisfied: patsy>=0.5.1 in /opt/conda/lib/python3.7/site-packages (from pymc3) (0.5.1)\r\n", + "Requirement already satisfied: scipy>=1.2.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.4.1)\r\n", + "Requirement already satisfied: pandas>=0.24.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.1.5)\r\n", + "Requirement already satisfied: fastprogress>=0.2.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.0.0)\r\n", + "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", + "Collecting arviz>=0.11.0\r\n", + " Downloading arviz-0.11.2-py3-none-any.whl (1.6 MB)\r\n", + "\u001b[K |████████████████████████████████| 1.6 MB 32.6 MB/s \r\n", + "\u001b[?25hRequirement already satisfied: matplotlib>=3.0 in /opt/conda/lib/python3.7/site-packages (from arviz>=0.11.0->pymc3) (3.2.1)\r\n", + "Requirement already satisfied: pandas>=0.24.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.1.5)\r\n", + "Requirement already satisfied: packaging in /opt/conda/lib/python3.7/site-packages (from arviz>=0.11.0->pymc3) (20.1)\r\n", + "Requirement already satisfied: setuptools>=38.4 in /opt/conda/lib/python3.7/site-packages (from arviz>=0.11.0->pymc3) (46.1.3.post20200325)\r\n", + "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", + "Requirement already satisfied: netcdf4 in /opt/conda/lib/python3.7/site-packages (from arviz>=0.11.0->pymc3) (1.5.5)\r\n", + "Requirement already satisfied: scipy>=1.2.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.4.1)\r\n", + "Requirement already satisfied: xarray>=0.16.1 in /opt/conda/lib/python3.7/site-packages (from arviz>=0.11.0->pymc3) (0.16.2)\r\n", + "Collecting cachetools>=4.2.1\r\n", + " Downloading cachetools-4.2.1-py3-none-any.whl (12 kB)\r\n", + "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", + "Requirement already satisfied: python-dateutil>=2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.0->arviz>=0.11.0->pymc3) (2.8.1)\r\n", + "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.0->arviz>=0.11.0->pymc3) (0.10.0)\r\n", + "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.0->arviz>=0.11.0->pymc3) (2.4.7)\r\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.0->arviz>=0.11.0->pymc3) (1.2.0)\r\n", + "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", + "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from cycler>=0.10->matplotlib>=3.0->arviz>=0.11.0->pymc3) (1.14.0)\r\n", + "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", + "Requirement already satisfied: cftime in /opt/conda/lib/python3.7/site-packages (from netcdf4->arviz>=0.11.0->pymc3) (1.3.0)\r\n", + "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", + "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from cycler>=0.10->matplotlib>=3.0->arviz>=0.11.0->pymc3) (1.14.0)\r\n", + "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.0->arviz>=0.11.0->pymc3) (2.4.7)\r\n", + "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", + "Requirement already satisfied: python-dateutil>=2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib>=3.0->arviz>=0.11.0->pymc3) (2.8.1)\r\n", + "Requirement already satisfied: pytz>=2017.2 in /opt/conda/lib/python3.7/site-packages (from pandas>=0.24.0->pymc3) (2019.3)\r\n", + "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", + "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from cycler>=0.10->matplotlib>=3.0->arviz>=0.11.0->pymc3) (1.14.0)\r\n", + "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from cycler>=0.10->matplotlib>=3.0->arviz>=0.11.0->pymc3) (1.14.0)\r\n", + "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", + "Collecting semver\r\n", + " Downloading semver-2.13.0-py2.py3-none-any.whl (12 kB)\r\n", + "Collecting theano-pymc==1.1.2\r\n", + " Downloading Theano-PyMC-1.1.2.tar.gz (1.8 MB)\r\n", + "\u001b[K |████████████████████████████████| 1.8 MB 36.3 MB/s \r\n", + "\u001b[?25hRequirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", + "Requirement already satisfied: scipy>=1.2.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.4.1)\r\n", + "Requirement already satisfied: filelock in /opt/conda/lib/python3.7/site-packages (from theano-pymc==1.1.2->pymc3) (3.0.10)\r\n", + "Collecting typing-extensions>=3.7.4\r\n", + " Downloading typing_extensions-3.7.4.3-py3-none-any.whl (22 kB)\r\n", + "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", + "Requirement already satisfied: pandas>=0.24.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.1.5)\r\n", + "Requirement already satisfied: setuptools>=38.4 in /opt/conda/lib/python3.7/site-packages (from arviz>=0.11.0->pymc3) (46.1.3.post20200325)\r\n", + "Building wheels for collected packages: theano-pymc\r\n", + " Building wheel for theano-pymc (setup.py) ... \u001b[?25l-\b \b\\\b \b|\b \b/\b \b-\b \b\\\b \b|\b \bdone\r\n", + "\u001b[?25h Created wheel for theano-pymc: filename=Theano_PyMC-1.1.2-py3-none-any.whl size=1529946 sha256=5964d0529a98ce38bf97ed02fbbf41096446995b248374c836a762bbe8060628\r\n", + " Stored in directory: /root/.cache/pip/wheels/f3/af/8c/5dd7553522d74c52a7813806fc7ee1a9caa20a3f7c8fd850d5\r\n", + "Successfully built theano-pymc\r\n", + "Installing collected packages: typing-extensions, theano-pymc, semver, cachetools, arviz, pymc3\r\n", + " Attempting uninstall: typing-extensions\r\n", + " Found existing installation: typing-extensions 3.7.4.1\r\n", + " Uninstalling typing-extensions-3.7.4.1:\r\n", + " Successfully uninstalled typing-extensions-3.7.4.1\r\n", + " Attempting uninstall: cachetools\r\n", + " Found existing installation: cachetools 3.1.1\r\n", + " Uninstalling cachetools-3.1.1:\r\n", + " Successfully uninstalled cachetools-3.1.1\r\n", + " Attempting uninstall: arviz\r\n", + " Found existing installation: arviz 0.10.0\r\n", + " Uninstalling arviz-0.10.0:\r\n", + " Successfully uninstalled arviz-0.10.0\r\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\r\n", + "earthengine-api 0.1.244 requires google-api-python-client>=1.12.1, but you have google-api-python-client 1.8.0 which is incompatible.\r\n", + "bokeh 2.2.3 requires tornado>=5.1, but you have tornado 5.0.2 which is incompatible.\r\n", + "aiobotocore 1.1.2 requires botocore<1.17.45,>=1.17.44, but you have botocore 1.19.31 which is incompatible.\u001b[0m\r\n", + "Successfully installed arviz-0.11.2 cachetools-4.2.1 pymc3-3.11.2 semver-2.13.0 theano-pymc-1.1.2 typing-extensions-3.7.4.3\r\n", + "\u001b[33mWARNING: You are using pip version 20.3.1; however, version 21.0.1 is available.\r\n", + "You should consider upgrading via the '/opt/conda/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\r\n" + ] + } + ], + "source": [ + "!pip uninstall theano theano-pymc pymc3 -y\n", + "!pip install -U pymc3" + ] + }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:17:53.710379Z", - "iopub.status.busy": "2021-02-23T11:17:53.709652Z", - "iopub.status.idle": "2021-02-23T11:17:57.768529Z", - "shell.execute_reply": "2021-02-23T11:17:57.769223Z" + "iopub.execute_input": "2021-04-23T15:58:05.864201Z", + "iopub.status.busy": "2021-04-23T15:58:05.863475Z", + "iopub.status.idle": "2021-04-23T15:58:10.704468Z", + "shell.execute_reply": "2021-04-23T15:58:10.703272Z" }, "papermill": { - "duration": 4.122366, - "end_time": "2021-02-23T11:17:57.769375", + "duration": 4.895769, + "end_time": "2021-04-23T15:58:10.704782", "exception": false, - "start_time": "2021-02-23T11:17:53.647009", + "start_time": "2021-04-23T15:58:05.809013", "status": "completed" }, "tags": [] @@ -24,7 +145,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Running on PyMC3 v3.11.1\n" + "Running on PyMC3 v3.11.2\n" ] } ], @@ -38,6 +159,8 @@ "import pymc3 as pm\n", "import scipy\n", "import scipy.stats as st\n", + "import theano.tensor as tt\n", + "import xarray as xr\n", "\n", "print(f\"Running on PyMC3 v{pm.__version__}\")" ] @@ -47,16 +170,16 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:17:57.890320Z", - "iopub.status.busy": "2021-02-23T11:17:57.889643Z", - "iopub.status.idle": "2021-02-23T11:17:57.892285Z", - "shell.execute_reply": "2021-02-23T11:17:57.892830Z" + "iopub.execute_input": "2021-04-23T15:58:10.811472Z", + "iopub.status.busy": "2021-04-23T15:58:10.810761Z", + "iopub.status.idle": "2021-04-23T15:58:10.814965Z", + "shell.execute_reply": "2021-04-23T15:58:10.815494Z" }, "papermill": { - "duration": 0.066211, - "end_time": "2021-02-23T11:17:57.892975", + "duration": 0.061622, + "end_time": "2021-04-23T15:58:10.815671", "exception": false, - "start_time": "2021-02-23T11:17:57.826764", + "start_time": "2021-04-23T15:58:10.754049", "status": "completed" }, "tags": [] @@ -72,10 +195,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.055679, - "end_time": "2021-02-23T11:17:58.004747", + "duration": 0.049508, + "end_time": "2021-04-23T15:58:10.915711", "exception": false, - "start_time": "2021-02-23T11:17:57.949068", + "start_time": "2021-04-23T15:58:10.866203", "status": "completed" }, "tags": [] @@ -93,16 +216,16 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:17:58.120226Z", - "iopub.status.busy": "2021-02-23T11:17:58.119501Z", - "iopub.status.idle": "2021-02-23T11:17:58.133736Z", - "shell.execute_reply": "2021-02-23T11:17:58.133016Z" + "iopub.execute_input": "2021-04-23T15:58:11.028465Z", + "iopub.status.busy": "2021-04-23T15:58:11.027613Z", + "iopub.status.idle": "2021-04-23T15:58:11.031506Z", + "shell.execute_reply": "2021-04-23T15:58:11.032091Z" }, "papermill": { - "duration": 0.073523, - "end_time": "2021-02-23T11:17:58.133861", + "duration": 0.065971, + "end_time": "2021-04-23T15:58:11.032252", "exception": false, - "start_time": "2021-02-23T11:17:58.060338", + "start_time": "2021-04-23T15:58:10.966281", "status": "completed" }, "tags": [] @@ -132,7 +255,10 @@ "20 152 24\"\"\"\n", "\n", "\n", - "golf_data = pd.read_csv(io.StringIO(golf_data), sep=\" \")" + "golf_data = pd.read_csv(io.StringIO(golf_data), sep=\" \")\n", + "\n", + "BALL_RADIUS = (1.68 / 2) / 12\n", + "CUP_RADIUS = (4.25 / 2) / 12" ] }, { @@ -140,16 +266,16 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:17:58.257617Z", - "iopub.status.busy": "2021-02-23T11:17:58.256908Z", - "iopub.status.idle": "2021-02-23T11:17:58.595707Z", - "shell.execute_reply": "2021-02-23T11:17:58.596240Z" + "iopub.execute_input": "2021-04-23T15:58:11.144246Z", + "iopub.status.busy": "2021-04-23T15:58:11.143378Z", + "iopub.status.idle": "2021-04-23T15:58:11.517379Z", + "shell.execute_reply": "2021-04-23T15:58:11.516782Z" }, "papermill": { - "duration": 0.406519, - "end_time": "2021-02-23T11:17:58.596390", + "duration": 0.434879, + "end_time": "2021-04-23T15:58:11.517499", "exception": false, - "start_time": "2021-02-23T11:17:58.189871", + "start_time": "2021-04-23T15:58:11.082620", "status": "completed" }, "tags": [] @@ -195,10 +321,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.058072, - "end_time": "2021-02-23T11:17:58.713952", + "duration": 0.052229, + "end_time": "2021-04-23T15:58:11.621572", "exception": false, - "start_time": "2021-02-23T11:17:58.655880", + "start_time": "2021-04-23T15:58:11.569343", "status": "completed" }, "tags": [] @@ -213,10 +339,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.059134, - "end_time": "2021-02-23T11:17:58.835546", + "duration": 0.051403, + "end_time": "2021-04-23T15:58:11.724761", "exception": false, - "start_time": "2021-02-23T11:17:58.776412", + "start_time": "2021-04-23T15:58:11.673358", "status": "completed" }, "tags": [] @@ -240,16 +366,16 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:17:58.962583Z", - "iopub.status.busy": "2021-02-23T11:17:58.961693Z", - "iopub.status.idle": "2021-02-23T11:18:37.186110Z", - "shell.execute_reply": "2021-02-23T11:18:37.186640Z" + "iopub.execute_input": "2021-04-23T15:58:11.838971Z", + "iopub.status.busy": "2021-04-23T15:58:11.838268Z", + "iopub.status.idle": "2021-04-23T15:58:52.429581Z", + "shell.execute_reply": "2021-04-23T15:58:52.430117Z" }, "papermill": { - "duration": 38.29181, - "end_time": "2021-02-23T11:18:37.186820", + "duration": 40.653376, + "end_time": "2021-04-23T15:58:52.430272", "exception": false, - "start_time": "2021-02-23T11:17:58.895010", + "start_time": "2021-04-23T15:58:11.776896", "status": "completed" }, "tags": [] @@ -276,9 +402,9 @@ "\n", "\n", "\n", - "b\n", + "a\n", "\n", - "b\n", + "a\n", "~\n", "Normal\n", "\n", @@ -292,21 +418,21 @@ "\n", "\n", "\n", - "b->success\n", + "a->success\n", "\n", "\n", "\n", "\n", "\n", - "a\n", + "b\n", "\n", - "a\n", + "b\n", "~\n", "Normal\n", "\n", "\n", "\n", - "a->success\n", + "b->success\n", "\n", "\n", "\n", @@ -314,7 +440,7 @@ "
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -344,10 +470,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.057922, - "end_time": "2021-02-23T11:18:37.303322", + "duration": 0.050922, + "end_time": "2021-04-23T15:58:52.537158", "exception": false, - "start_time": "2021-02-23T11:18:37.245400", + "start_time": "2021-04-23T15:58:52.486236", "status": "completed" }, "tags": [] @@ -361,16 +487,16 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:18:37.469972Z", - "iopub.status.busy": "2021-02-23T11:18:37.449161Z", - "iopub.status.idle": "2021-02-23T11:19:24.573550Z", - "shell.execute_reply": "2021-02-23T11:19:24.573010Z" + "iopub.execute_input": "2021-04-23T15:58:52.687525Z", + "iopub.status.busy": "2021-04-23T15:58:52.682151Z", + "iopub.status.idle": "2021-04-23T15:59:42.365745Z", + "shell.execute_reply": "2021-04-23T15:59:42.366273Z" }, "papermill": { - "duration": 47.212283, - "end_time": "2021-02-23T11:19:24.573673", + "duration": 49.777195, + "end_time": "2021-04-23T15:59:42.366434", "exception": false, - "start_time": "2021-02-23T11:18:37.361390", + "start_time": "2021-04-23T15:58:52.589239", "status": "completed" }, "tags": [] @@ -485,7 +611,6 @@ "with logit_model(golf_data):\n", " logit_trace = pm.sample(1000, tune=1000, return_inferencedata=True)\n", "\n", - "\n", "az.summary(logit_trace)" ] }, @@ -493,10 +618,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.058893, - "end_time": "2021-02-23T11:19:24.692033", + "duration": 0.05455, + "end_time": "2021-04-23T15:59:42.473788", "exception": false, - "start_time": "2021-02-23T11:19:24.633140", + "start_time": "2021-04-23T15:59:42.419238", "status": "completed" }, "tags": [] @@ -512,16 +637,16 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:19:24.858562Z", - "iopub.status.busy": "2021-02-23T11:19:24.826309Z", - "iopub.status.idle": "2021-02-23T11:19:28.842682Z", - "shell.execute_reply": "2021-02-23T11:19:28.842088Z" + "iopub.execute_input": "2021-04-23T15:59:42.644461Z", + "iopub.status.busy": "2021-04-23T15:59:42.613055Z", + "iopub.status.idle": "2021-04-23T15:59:46.808492Z", + "shell.execute_reply": "2021-04-23T15:59:46.809074Z" }, "papermill": { - "duration": 4.091469, - "end_time": "2021-02-23T11:19:28.842839", + "duration": 4.279295, + "end_time": "2021-04-23T15:59:46.809253", "exception": false, - "start_time": "2021-02-23T11:19:24.751370", + "start_time": "2021-04-23T15:59:42.529958", "status": "completed" }, "tags": [] @@ -531,7 +656,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/opt/conda/lib/python3.7/site-packages/pymc3/sampling.py:1689: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n", + "/opt/conda/lib/python3.7/site-packages/pymc3/sampling.py:1690: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n", " \"samples parameter is smaller than nchains times ndraws, some draws \"\n" ] }, @@ -566,7 +691,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -581,32 +706,28 @@ " # hard to plot more than 500 sensibly\n", " logit_ppc = pm.sample_posterior_predictive(logit_trace, samples=500)\n", "\n", - "logit_ppc_success = logit_ppc[\"success\"].T / golf_data.tries.values.reshape(-1, 1)\n", + "logit_ppc_success = logit_ppc[\"success\"] / golf_data.tries.to_numpy()\n", "\n", "# Plotting\n", "ax = plot_golf_data(golf_data)\n", - "t = np.linspace(0, golf_data.distance.max(), 200)\n", - "\n", - "logit_trace_post_a = logit_trace.posterior[\"a\"].data.flatten()\n", - "logit_trace_post_b = logit_trace.posterior[\"b\"].data.flatten()\n", - "\n", - "for idx in np.random.randint(0, len(logit_trace_post_a), 50):\n", - " ax.plot(\n", - " t,\n", - " scipy.special.expit(logit_trace_post_a[idx] * t + logit_trace_post_b[idx]),\n", - " lw=1,\n", - " color=\"C1\",\n", - " alpha=0.5,\n", - " )\n", + "t = xr.DataArray(\n", + " np.linspace(CUP_RADIUS - BALL_RADIUS, golf_data.distance.max(), 200), dims=[\"distance\"]\n", + ")\n", + "logit_trace_combined = logit_trace.posterior.stack(sample=(\"chain\", \"draw\"))\n", + "expit = scipy.special.expit(\n", + " logit_trace_combined[\"a\"] * t + logit_trace_combined[\"b\"],\n", + ")\n", "ax.plot(\n", " t,\n", - " scipy.special.expit(\n", - " logit_trace_post_a.reshape(-1, 1) * t + logit_trace_post_b.reshape(-1, 1)\n", - " ).mean(axis=0),\n", - " color=\"C2\",\n", + " expit.isel(sample=np.random.randint(0, len(expit[\"sample\"]), 50)).T,\n", + " lw=1,\n", + " color=\"C1\",\n", + " alpha=0.5,\n", ")\n", "\n", - "ax.plot(golf_data.distance, logit_ppc_success, \"k.\", alpha=0.01)\n", + "ax.plot(t, expit.mean(\"sample\"), color=\"C2\")\n", + "\n", + "ax.plot(golf_data.distance, logit_ppc_success.T, \"k.\", alpha=0.01)\n", "ax.set_title(\"Logit mean and posterior predictive\");" ] }, @@ -614,10 +735,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.06285, - "end_time": "2021-02-23T11:19:28.968897", + "duration": 0.056747, + "end_time": "2021-04-23T15:59:46.923422", "exception": false, - "start_time": "2021-02-23T11:19:28.906047", + "start_time": "2021-04-23T15:59:46.866675", "status": "completed" }, "tags": [] @@ -631,16 +752,16 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:19:29.113196Z", - "iopub.status.busy": "2021-02-23T11:19:29.112191Z", - "iopub.status.idle": "2021-02-23T11:19:29.115789Z", - "shell.execute_reply": "2021-02-23T11:19:29.116405Z" + "iopub.execute_input": "2021-04-23T15:59:47.046305Z", + "iopub.status.busy": "2021-04-23T15:59:47.045520Z", + "iopub.status.idle": "2021-04-23T15:59:47.055788Z", + "shell.execute_reply": "2021-04-23T15:59:47.056880Z" }, "papermill": { - "duration": 0.073761, - "end_time": "2021-02-23T11:19:29.116558", + "duration": 0.072826, + "end_time": "2021-04-23T15:59:47.057180", "exception": false, - "start_time": "2021-02-23T11:19:29.042797", + "start_time": "2021-04-23T15:59:46.984354", "status": "completed" }, "tags": [] @@ -655,73 +776,20 @@ } ], "source": [ - "print(f\"{100 * scipy.special.expit(logit_trace_post_a * 50 + logit_trace_post_b).mean():.5f}%\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.063068, - "end_time": "2021-02-23T11:19:29.243417", - "exception": false, - "start_time": "2021-02-23T11:19:29.180349", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### Aside: Calculating expectations with traces\n", - "\n", - "An interesting thing to note about calculating the posterior expectation -- a strength of Bayesian models is that you can get strong correlations between parameters, which often show up particularly in regression models:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2021-02-23T11:19:29.378207Z", - "iopub.status.busy": "2021-02-23T11:19:29.377156Z", - "iopub.status.idle": "2021-02-23T11:19:29.641059Z", - "shell.execute_reply": "2021-02-23T11:19:29.641564Z" - }, - "papermill": { - "duration": 0.334942, - "end_time": "2021-02-23T11:19:29.641748", - "exception": false, - "start_time": "2021-02-23T11:19:29.306806", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = az.plot_pair(logit_trace, figsize=(7, 5))\n", - "\n", - "(corr,) = np.correlate(logit_trace_post_a, logit_trace_post_b)\n", - "ax.set_title(f\"Correlation: {corr:,.2f}\");" + "prob_at_50 = float(\n", + " scipy.special.expit(logit_trace_combined[\"a\"] * 50 + logit_trace_combined[\"b\"]).mean()\n", + ")\n", + "print(f\"{100 * prob_at_50:.5f}%\")" ] }, { "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.066704, - "end_time": "2021-02-23T11:19:29.774925", + "duration": 0.064798, + "end_time": "2021-04-23T15:59:47.180435", "exception": false, - "start_time": "2021-02-23T11:19:29.708221", + "start_time": "2021-04-23T15:59:47.115637", "status": "completed" }, "tags": [] @@ -737,13 +805,13 @@ "\n", "```python\n", "# Right!\n", - "scipy.special.expit(logit_trace_post_a * 50 + logit_trace_post_b).mean()\n", + "scipy.special.expit(logit_trace_combined[\"a\"] * 50 + logit_trace_combined[\"b\"]).mean()\n", "```\n", "rather than\n", "\n", "```python\n", "# Wrong!\n", - "scipy.special.expit(logit_trace_post_a.mean() * 50 + logit_trace_post_b.mean())\n", + "scipy.special.expit(logit_trace_combined[\"a\"].mean() * 50 + logit_trace_combined[\"b\"].mean())\n", "```\n", "\n", "to calculate our expectation at 50 feet." @@ -753,10 +821,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.065587, - "end_time": "2021-02-23T11:19:29.906273", + "duration": 0.059284, + "end_time": "2021-04-23T15:59:47.299314", "exception": false, - "start_time": "2021-02-23T11:19:29.840686", + "start_time": "2021-04-23T15:59:47.240030", "status": "completed" }, "tags": [] @@ -781,54 +849,24 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:19:30.055992Z", - "iopub.status.busy": "2021-02-23T11:19:30.054859Z", - "iopub.status.idle": "2021-02-23T11:19:30.401302Z", - "shell.execute_reply": "2021-02-23T11:19:30.401835Z" + "iopub.execute_input": "2021-04-23T15:59:47.423014Z", + "iopub.status.busy": "2021-04-23T15:59:47.422270Z", + "iopub.status.idle": "2021-04-23T15:59:47.806432Z", + "shell.execute_reply": "2021-04-23T15:59:47.806983Z" }, "papermill": { - "duration": 0.430615, - "end_time": "2021-02-23T11:19:30.401978", + "duration": 0.450805, + "end_time": "2021-04-23T15:59:47.807175", "exception": false, - "start_time": "2021-02-23T11:19:29.971363", + "start_time": "2021-04-23T15:59:47.356370", "status": "completed" }, "tags": [] }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n" - ] - }, { "data": { "image/png": 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\n", @@ -841,20 +879,20 @@ } ], "source": [ - "BALL_RADIUS = (1.68 / 2) / 12\n", - "CUP_RADIUS = (4.25 / 2) / 12\n", - "\n", - "\n", - "def forward_angle_model(variance_of_shot, t):\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", + "def forward_angle_model(variances_of_shot, t):\n", + " return xr.DataArray(\n", + " [\n", + " 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", + " for variance_of_shot in variances_of_shot\n", + " ],\n", + " dims=[\"sample\", \"distance\"],\n", + " )\n", "\n", "\n", "ax = plot_golf_data(golf_data)\n", "\n", - "t = np.linspace(CUP_RADIUS - BALL_RADIUS, golf_data.distance.max(), 200)\n", - "\n", "for variance_of_shot in (0.01, 0.02, 0.05, 0.1, 0.2, 1):\n", - " ax.plot(t, forward_angle_model(variance_of_shot, t), label=f\"variance={variance_of_shot}\")\n", + " ax.plot(t, forward_angle_model((variance_of_shot,), t).T, label=f\"variance={variance_of_shot}\")\n", "ax.set_title(\"Model prediction for selected amounts of variance\")\n", "ax.legend();" ] @@ -863,10 +901,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.069996, - "end_time": "2021-02-23T11:19:30.542931", + "duration": 0.06099, + "end_time": "2021-04-23T15:59:47.928629", "exception": false, - "start_time": "2021-02-23T11:19:30.472935", + "start_time": "2021-04-23T15:59:47.867639", "status": "completed" }, "tags": [] @@ -880,19 +918,19 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:19:30.697566Z", - "iopub.status.busy": "2021-02-23T11:19:30.696468Z", - "iopub.status.idle": "2021-02-23T11:19:41.745751Z", - "shell.execute_reply": "2021-02-23T11:19:41.744098Z" + "iopub.execute_input": "2021-04-23T15:59:48.054447Z", + "iopub.status.busy": "2021-04-23T15:59:48.053689Z", + "iopub.status.idle": "2021-04-23T15:59:59.754736Z", + "shell.execute_reply": "2021-04-23T15:59:59.754123Z" }, "papermill": { - "duration": 11.132681, - "end_time": "2021-02-23T11:19:41.745895", + "duration": 11.765129, + "end_time": "2021-04-23T15:59:59.754869", "exception": false, - "start_time": "2021-02-23T11:19:30.613214", + "start_time": "2021-04-23T15:59:47.989740", "status": "completed" }, "tags": [] @@ -957,18 +995,15 @@ "
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "import theano.tensor as tt\n", - "\n", - "\n", "def phi(x):\n", " \"\"\"Calculates the standard normal cumulative distribution function.\"\"\"\n", " return 0.5 + 0.5 * tt.erf(x / tt.sqrt(2.0))\n", @@ -995,10 +1030,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.0704, - "end_time": "2021-02-23T11:19:41.887311", + "duration": 0.062774, + "end_time": "2021-04-23T15:59:59.878309", "exception": false, - "start_time": "2021-02-23T11:19:41.816911", + "start_time": "2021-04-23T15:59:59.815535", "status": "completed" }, "tags": [] @@ -1013,19 +1048,19 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:19:42.066051Z", - "iopub.status.busy": "2021-02-23T11:19:42.065315Z", - "iopub.status.idle": "2021-02-23T11:19:46.678730Z", - "shell.execute_reply": "2021-02-23T11:19:46.679312Z" + "iopub.execute_input": "2021-04-23T16:00:00.026788Z", + "iopub.status.busy": "2021-04-23T16:00:00.010970Z", + "iopub.status.idle": "2021-04-23T16:00:04.934264Z", + "shell.execute_reply": "2021-04-23T16:00:04.934823Z" }, "papermill": { - "duration": 4.7176, - "end_time": "2021-02-23T11:19:46.679468", + "duration": 4.995592, + "end_time": "2021-04-23T16:00:04.934977", "exception": false, - "start_time": "2021-02-23T11:19:41.961868", + "start_time": "2021-04-23T15:59:59.939385", "status": "completed" }, "tags": [] @@ -1066,10 +1101,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.079714, - "end_time": "2021-02-23T11:19:46.839642", + "duration": 0.072163, + "end_time": "2021-04-23T16:00:05.081462", "exception": false, - "start_time": "2021-02-23T11:19:46.759928", + "start_time": "2021-04-23T16:00:05.009299", "status": "completed" }, "tags": [] @@ -1080,19 +1115,19 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:19:47.010363Z", - "iopub.status.busy": "2021-02-23T11:19:47.005136Z", - "iopub.status.idle": "2021-02-23T11:20:07.085089Z", - "shell.execute_reply": "2021-02-23T11:20:07.083947Z" + "iopub.execute_input": "2021-04-23T16:00:05.239387Z", + "iopub.status.busy": "2021-04-23T16:00:05.238703Z", + "iopub.status.idle": "2021-04-23T16:00:26.374766Z", + "shell.execute_reply": "2021-04-23T16:00:26.373994Z" }, "papermill": { - "duration": 20.166644, - "end_time": "2021-02-23T11:20:07.085238", + "duration": 21.220872, + "end_time": "2021-04-23T16:00:26.374897", "exception": false, - "start_time": "2021-02-23T11:19:46.918594", + "start_time": "2021-04-23T16:00:05.154025", "status": "completed" }, "tags": [] @@ -1135,237 +1170,27 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:20:07.260822Z", - "iopub.status.busy": "2021-02-23T11:20:07.252888Z", - "iopub.status.idle": "2021-02-23T11:20:07.727401Z", - "shell.execute_reply": "2021-02-23T11:20:07.727937Z" + "iopub.execute_input": "2021-04-23T16:00:26.529298Z", + "iopub.status.busy": "2021-04-23T16:00:26.528590Z", + "iopub.status.idle": "2021-04-23T16:00:31.100608Z", + "shell.execute_reply": "2021-04-23T16:00:31.099822Z" }, "papermill": { - "duration": 0.564738, - "end_time": "2021-02-23T11:20:07.728086", + "duration": 4.655369, + "end_time": "2021-04-23T16:00:31.100743", "exception": false, - "start_time": "2021-02-23T11:20:07.163348", + "start_time": "2021-04-23T16:00:26.445374", "status": "completed" }, "tags": [] }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n" - ] - }, { "data": { - "image/png": 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XLjkvKipKGjBggKTRaKSuXbtKaWlpemX37t0r3b59Wy8tLS1NOnjwoOTq6iq5u7tLsbGxcp5Wq5Xq1q0rVatWTTp48KBeOa1WKx05ckQ6f/68Xvr69esljUYjeXt7S2fPnpXTU1JSpF9//VXSaDSSl5eXrCNJkqS4uDjJy8tL0mg00pdffinFx8dLkpTeJ/744w+5fWa3zx07dky6cuWKgR4uXLggNWzYUKpatape+5Qk/XbYqFEj6erVq3JeUFCQLKevr69eucjISMnV1VXSaDTSvHnzJK1WK0mSJCUnJ0uzZ8+W62BsDM8MU+3w+++/lzQajdSoUSPp+vXrcnpISIjUqlUrSaPRSGPGjNErExsbKzVs2FDSaDTSV199Jc+naWlp0tq1ayUXFxeTejYlx8uM+S9bx2rVqklz5syRkpOTJUlKb2Nz586VNBqN5O7ubtBHTT1bN6dWr15d6t27txQZGSnnHT58WKpataqk0WikO3fu6JV7k+yQzOb87PZjScr5/KFrD66urtLff/8tp0dEREjNmzeX7b7atWtLp0+flvNv374t1atXT9JoNNKxY8f07nnz5k2pWrVqkkajkZYvXy7rKykpSZo+fbqk0Wik2rVrG/zes2fPlnUSEBAgp9+6dUv64IMP5D72Ynt4VXOAKXK8Iq37NJGVS4cpdCsDvXr1okOHDnK6ra0tP/74I/b29oSFhbFr1y6j5b28vBg4cKC8gluwYEE5osKxY8fo1q0b7du3l68vWbIkgwYNAjC6ogLpq3ijRo3Cw8NDTitVqhQ//PADAAcOHOD+/ft6ZTp16kSZMmX00szMzOjWrRtt2rTh/v37Bp/udahUKn7++WdKlCghp2XHd7dr16589NFH8v9tbW2ZNGmS0TqeOnWKgIAA7OzsWLBgAYUKFZLzWrZsyZAhQ9BqtS/97JyQHXlv377N7t27cXR0ZMmSJXo6LlSoEHPnzqVkyZIcOHBA/iT/puLr68vz58+pWrUqX3/9tbzyqVQqGTp0KI0bN0ar1fLHH3/kyfN0n6cBvv76a70V9ZIlS7Jw4ULS0tKMlv3ll19ITk7miy++oHv37npfSLy9vRk7diypqamsXr1aTg8JCZHf7ufOnUvZsmXlvBo1ajBlyhQ9PbyIVqtl6tSpehEA6tWrR8uWLZEkiaNHj/LDDz/otQGd+0hycjLnz5/Xu9/ChQuRJInvvvuOFi1a6OV169aNfv36ERcXx+bNm01oMHNSU1OZPn06bm5ucpqu37Zu3Rpra2v++ecfA3cArVYrj2cZ+8HLkpKSwscff0zbtm3lNHt7e+bNm4eFhQXXrl0z+ALWqlUrg8/2CoWCZs2a0b9/f54/fy6vIgNER0fz9OlTNBoNzZo10ytnZmZGkyZNqFu3rpyWnJzMkiVLUKlULF68mPr168t5KpWKYcOG0bJlSyIjI/VWGHfv3k1kZCQODg7MmjULKysrIL1PDBw4MEer9ZC+ibhWrVooFAq99Dp16jBmzBhSU1NNrhTr2mHNmjXltPLly8vzxokTJ/SuX79+PfHx8dSoUYPx48djZpa+5UitVjNp0iQqVKiQozoY4/nz57IL3jfffEP16tXlvHLlyslz1L59+/RcaXbt2sXjx4+pUKECM2fOlPdbKBQKevfurdeW8oNKlSrx1VdfyZFBzMzMmDBhAtWrV+f58+ds2LAhW/dTqVTMmzdPL/KFt7c3TZs2BQznmTfRDjFGdvtxXtC1a1fatWsn/79EiRJ8+umnQPpK/MiRI2nQoIGc7+zsTPfu3QHDuq1YsYKUlBSaNm3KoEGDZH2Zm5szbdo0KleuTGxsrNzGIb3Nb9y4EUhv85UrV5bzqlSpwtSpU03aLK96DniRHBvSOv8U3QCY3bI649JYsHArKyv5BzHla9a1a1eDtIwTsbH8atWqAZj0MVWr1UbLValShdq1ayNJEidPnjTIv3v3LosWLWLkyJH07duXnj170rNnTy5cuACkG4XG8PT0zFWoG2OyOjs7Y2FhQWxsrN5nvtOnTwPQokULo6GDcjKxZ5fsyHvo0CEgfQCxtbU1KGdlZUWDBg2QJMmkP92bgq4N9+7d22h+v3799K7LLXfu3OHhw4dYW1vTqlUrg/xy5cpRu3Ztg/Tk5GSOHz+OSqUy2R50/nu6tq2TW5IkateuLfexjLRs2ZISJUoQHx9v9BO/nZ2dgdEG6f0O0vutsfvq+nvGl9uwsDBu3LhBkSJF5MnzZeqQHQoUKGDy3ra2trRs2RKtVmvwufX48eNER0fj4uKiNylkB2NtqEiRIrJ7nbHxKTw8HB8fH8aMGUO/fv3k8Uln2GYcnwoXLoy5uTkhISEmx62MXLlyhcePH5v8jcC4vnVydu3a1SC8GqQbNjklKiqKVatWMX78eAYMGCDXV/fyZ6pehQoVMph0If1lEAznDV0devbsafR+uanDi/j5+ZGQkECpUqWMtr2aNWvi5uaGJEl644hu3O/YsaNs6GfkdYz7mWFKRzqdGmvPmfHBBx/oLUzp0P2GGceKN9UOMUV2+nFekJO66fJfrJtOf8b0rFAo5PSMeta1eUdHR7y8vAzKNW3a1Kj99DrmgBfJcdQOGxsbgEw3OJji3r17pKWlYW5ubrCaq6NSpUoAek77Gcm46qWjcOHCmebb29sDmHRSL1GihFGjDdL9pf38/Azk+e233zJd4QNM+qPmdsXCWB0hXQ8RERHEx8fLddbJbSr8oKOjI7a2ttnawJddsiNvQEAAkG5QX7582Wg53QYrYxs33iR0ute16RfRGVX//fcfz58/N9kGX5bQ0FAgfTVNt/r9Is7OzgYruSEhISQlJaFWqxk8eLDRctL/+75l1HlW9VMqlVSoUIHIyEhCQkIMBkVTY4CuP2eVHx8fL6fp2k1SUpJJA0fnm5jTdlOuXDlUKpXJ/C5durBt2za2b99O//795XTdJq2cGi9qtZpy5coZzatYsSJgOF5u27aNb775JlN/zIzjk0qlom/fvqxYsYLOnTvj7u5O/fr1qVOnDrVr1zb4YqbTd1hYmEl96zYfGWszOrlN1Se7nDx5ks8//zzTDU+mxmNT7UznE/zivPGq6mCM4OBgIH3OeHG1XUelSpW4fPmyXhvIatzP73C0WenO1PxviuyMFW+qHWKM7PbjvCAz2QsXLmx0ntLVPWPdnj17Jn+dM/V7G9Ozrs2XL1/eaJtXKpU4OTkZjOOvYw54kRwb0ro3gZwcH6pTcuHChU0OCkWLFtW79kWMhQTLeC9jK+WmnqVDN2BmlpdRngsXLrBgwQJUKhXjx4/H29ubUqVKYWVlhUKh4KeffmLZsmUmdwvn9qRHU+V1n02kDA7/uhce3QuQMWxsbF6pIZ0deXUTYWhoqGwYmiI7mzbyA93gbap9ZUyPi4vLtSGte15Wv/WL6HSu1Wqz3AmeUee652WcQF7ElDECpr9q6fprVvnG2s3z58+zVYfskFW/rVu3Lk5OTty8eRN/f3+cnZ2Jiori+PHjqNVqvc/pjx8/lk/azEi1atWYOnWqXpqdnZ3JzcjG9Hvv3j358+cnn3xChw4dKFOmDDY2NigUCjZv3syUKVMMxqcvvvgCBwcHfH19uXjxovzFx9bWll69ejFq1Cj5BU2n76ioqEwjW0D22oxu/M8Oz549Y9y4ccTGxtKpUyd69epF+fLlsbW1RalUcvr0aQYOHJjt8djUvJFVHTKbT7JLTvtYVuN+ZmNEThk9erReZAcdGT/b68jq98+OsQnZm2PeVDvkRXLaj3NLZrJnNSZnJOPLi6k+YUzPL9PmjY0Tr2MOeJEcG9Jubm6sW7eOy5cvk5KSYvSzkSl0nTcqKgpJkowq/7///tO79nWQ2USgy8soj+7T7aeffsqQIUMMykRGRuaxhDlH1/AzNuoXye6g9SrRDYizZs2iW7du+SxN7rC2tiY2NpYnT54YfcvPGHkkL9q7TnfZ/a11z3ZwcDDwB32Z52XWf3R1fNX9WSeLu7u70Yn7ddG5c2d++ukntm/fzsSJE9m9ezdarZaWLVvqHUuflJRkdLA3Np7GxMSQlpZm1Jg2Nj7t3bsXrVZL27ZtmThxokEZU6G9lEol/fv3p3///jx48ICLFy9y4sQJDhw4gI+PD3FxcUybNg34n77bt2/PvHnzMlOJHlm1mZeNxpOREydO8PTpU9zc3Pj+++8N5hVT9c0pun4dFRVltF9n9WKR3WdldU9jfSyrcf9VjPnXr19/6X0rUVFRRr/Mvo7x4k21Q14kp/34TSHjy82TJ08oXry4wTXG9JydNm/sea9zDsixj3Tjxo2xtrbmyZMn7N+/P1tly5Yti1KpJDk52WDzno47d+4A6SF2XhcREREmBxZdeLaM8ugGi4ybjjKS1z5LuUEnt7+/v9H88PDwHK1GZ/ft+mXRferRfaZ5m9HpXtemX0QXb7xo0aK5Xo3O+LygoCCTmzGM6bVcuXKo1WoeP35sMm56Zs8zVb+0tDQ5NNur7s+6dhMUFJSpu9WrpnPnzqhUKv7++29SUlJMunWULl0af39/gz/GQgxqtVqTMZlf1fhUunRpOnXqxIIFC1i6dCmQHjtWp1udvk3FzDdFxjZqjMziyppCV19XV1ej41Jej8evog6mKF++vHxPyUTsdGNzZlbjfk7G16zG/CNHjhht08bISnevcrx4U+2QF3mb7AxjFCxYUF5VNtUnjOlZ1+aDg4ONtvm0tDTZ/SMj+TEH5NiQLliwoOwgPnv27CxdPPz8/OSVFxsbG7lRGJswEhMT5d2UjRo1yqmI2Uar1fLXX38ZpAcEBHDx4kUUCgUNGzaU03X+gsbeik6ePPlGNXCd3AcOHDBqML8Y4P5l0elAdwpfXqHbfLZz506jsVFfN7pPeDmpp64Nr1u3zmi+rg/kVVuvWLEiDg4OxMfHG33JvX//Pn5+fgbpVlZWNGrUiLS0NKP90hSNGjVCoVDg5+dnNND9gQMHiIyMxNra2uihTHmJk5MTGo2GmJgYtm/fnq2yut84Lz73OTg40LBhQx4/fswff/zBjRs3chw7OiO+vr4GaVFRUfLhGsbGJ91qT0bu3r2b7V3+rq6uQHof0Plj1qlTB3t7e27fvp1pzPwX0bX1v/76y+jLnrF6ZkVm9Y2OjjY6tucGna5NRZbIy9Ww2rVrY2VlRUREBIcPHzbI//fff7l8+bLBHKX7986dO0lNTTUol5NxPy/HfFO/sy49Y13ymjfVDnmRvO7H+YFOf8b0LEkSa9eu1bsO/tfmw8LCjEY4OXLkiFEf59zMATklV2d2jxw5Ejc3N/777z8+/vhjtm/fbjAJBQcHM2PGDPr166e3RK/bzLR+/Xq93e3Pnz/nyy+/JCoqCkdHx9cansfMzIzFixfrbcKKjIyUP6e0aNFC7xOeLvKBj4+P3hvttWvXmDx58ht1DLWnpyfOzs5ER0fzxRdf8OzZMznv0KFD+Pj4GN09nxW6TRoXL17M9JS57FKjRg1at25NTEwMn3zyiYGBlpqayrlz5xg/fnymQdnzCl09X9yg9zL07NkTW1tbbt26xezZs2V509LSWL58OceOHUOtVjNw4MA8kVX3aR7SXWMyhl+MjIxkzJgxJleVxowZg7m5OUuXLsXHx8dgsnz06BGrVq3SMxLKlSsnRzuYOHGiXl+4ceOGfNhP796982TFPSu++OILFAoF3377LZs3bzbwHbx//z5Lly41CMifm9/YGF26dAHg559/BtLdHzLbpJgVZmZm+Pr66oWRi4mJYcKECSQlJcmn+OnQjU/r16/n1q1bcnpwcDCff/650f5+584dpk2bxrVr1/T6c3Jysrwi7ejoKG86srCwkH28x4wZw8GDBw3GgYCAAH788Ue9l7e2bdvi4OBAZGQk06ZNk9uZJEmsWrUqW65FOurUqQOkh4DTRauA9DY7evRoo4ZkbujZsyfW1tZcvXqVhQsXyu1Mq9Xyww8/mPxCkxNsbW3ljVPffvut3nh47949+UTc1q1b681Rbdu2pVixYty5c0dvs5okSfj6+poM65YZeTnmBwYGMnfuXPllKiUlhQULFnDjxg1sbGz4+OOPc3X/rHgT7ZAXyUk/ftP45JNPMDMz4/Dhw15DKrsAACAASURBVPzxxx/ySnFycjLfffcdAQEBFChQQG9zoK2trezWOWPGDL3V7Nu3bzNr1iyTdc/pHJBTcuwjDekxAFesWMGkSZPYv38/EydO5JtvvqFs2bJYWFjw6NEj+Y1BdwqTjiZNmjBkyBB8fHz44osvmD9/PkWKFCEoKIj4+HgKFSrEwoULjTrzvyrc3NywsbGhb9++ODk5YW1tTUBAACkpKZQpU8Zg80+PHj1Yv3499+7do3Xr1pQvXx6tVktwcDCVKlWiTZs2/Pnnn69N/sxQKpXMnTuXvn37cvToUby8vKhYsSLR0dGEhYXRt29fjhw5QlhYWLYm++bNm/PTTz+xe/durly5QsmSJVEqlXTu3DnXoZW+++47nj17xqlTp+jcuTOlSpWiWLFiJCQkcO/ePXnynT17dq6e8zK0bt2awMBAhg4dirOzs2wQLliwgGLFimVa1sHBgblz5zJmzBhWrVrF9u3bKVu2LOHh4Tx58gSlUsnUqVPlcG95Qf/+/Tl9+jQnT56kR48eVKhQAUtLSwICAnBwcODjjz9mzZo1Bv62VatWZcGCBUyYMIH58+ezZMkSKlSoILt86PzxXozqMX36dIKDgwkICKBly5ZUrlyZlJQU2ZjQHYf+OmjcuDFTp07lu+++Y8qUKcyZMwcnJycUCgWRkZHyys6LJ521bt2aY8eOMX36dPlkNIDJkyfrhX16Wby9vbG3t5e/qOS2Pzg4OODl5cXnn38ux7i9c+cOiYmJ2NnZMXfuXL0XpGbNmuHq6sqVK1fo0qULTk5OqFQqAgMDKVq0KMOGDWPhwoV6z9BqtWzcuJGNGzdSsGBBypQpgyRJ3L9/n9jYWNRqNd98841emV69ehEREYGPjw8jR47Ezs6OMmXKkJaWRlhYmOwmlDHGtLW1NXPnzmXw4MFs3bqVAwcOUL58eSIjI3n8+DETJkzgxx9/zJZ+XFxcaNmyJfv372fgwIGUK1cOa2trAgMDsbCwYPz48Xk6VpQoUYIZM2bw5ZdfsnTpUjZs2EDp0qW5f/8+z549k0/rzCvGjBnDjRs3OHfuHJ07d6ZSpUqYmZkRGBhIamoqVapUkX3Xddja2jJ37lyGDBnC5s2b2bdvnxzp4NGjR3z11Vd8//332TpRNy/H/DFjxrBgwQK2bNlCmTJlePDgAdHR0SiVSmbOnJmr8LAvw5toh7xITvrxm4buDIVvv/2WH374gRUrVlCyZElCQ0N59uwZ5ubmzJs3z2Au/fzzz/Hz8+PGjRu0bdtWjnAVGBhItWrVcHd3Z/fu3QbPy+kckFNytSIN6Z9HFi1axLp16+jatSslSpTgwYMH3L59G0mS+PDDD/nuu+/Yv3+/fOSxjvHjx7Ns2TIaNmxIfHw8/v7+2Nvb8/HHH7Njxw69wPivA4VCwZIlSxg1ahSSJHHnzh3s7e3lI5xf/JFtbW3x9fWlU6dO2NraEhwcjFarZeDAgWzcuDFfNygYo0qVKmzZsoW2bdtiYWFBYGAgNjY2TJs2jSlTprxUtIcXKVu2LMuWLaNevXo8ffoUPz8/zp8/nyeHpNjY2PD7778zb948GjVqREJCAjdv3iQ6OhpnZ2cGDx7M5s2bX8vK/5AhQxg5ciRly5blzp07nD9/nvPnz7+0G0DTpk3ZunUr7du3x9zcXO4fzZs3x9fXlx49euSpvGZmZixdupTPP/8cJycn7t+/z+PHj+nUqRObN2+W3+SN/dbNmzdn9+7d9OvXD0dHR4KDg7lz5w6WlpY0b96cH374wWBzbeHChdm4cSOjR4+mYsWKhISEEB4eTo0aNZg6dSo+Pj6v9QtN79692b59O926daNw4cLcuXOH0NBQ7O3tadeuHT///DOdOnXSK9OpUye+/vprnJ2duXfvnvwbZ/x6kx3Mzc3lAw1yEzs6I9988w1ff/01NjY2BAYGYmVlRfv27dm6datBaCkzMzNWrFhB3759KVKkCPfu3ePZs2d07dqVrVu3GjVSypUrx6xZs2jVqhWFCxcmODiYkJAQ+eVrz549NG7c2KDc+PHjWb9+Pe3atcPKyorbt28TFhaGg4MDXbp0wcfHR+/wBgAPDw82bdpEkyZNUCgU3L17lxIlSrBgwQL50IrsMm/ePIYPH46joyPh4eH8999/tGzZkr/++itPX1R1dOjQgVWrVlG/fn2SkpIICgpCo9GwfPly2rRpk6fPsrS0ZMWKFXz99de4uLgQHh5OSEgIFStW5PPPP2fDhg3yl4KMeHp6snHjRj788EMg3R3AwcGBBQsWyONOfo35bdq0Yfny5VSuXJmgoCCSkpLw8PBg9erVr20V+E2zQ14kJ/34TaRXr16sW7eOZs2akZaWxu3bt7G0tKRDhw5s27ZNbp8ZsbGxYc2aNQwePJhSpUoRHBxMXFwcAwYMYM2aNSbDu0LO5oCcopDy8nv8W8q5c+fo168f9erVy5Zv6LtEdHQ0Hh4eFCxYMM+ClAveXIYOHcrRo0f55ZdfjB6GIsgbxo4dy549e5g2bZrJA3kEgvzi+vXrdOnShSpVqrBjx478FkcgeCvJ9Yq04N1At+nE1M5gwbtDZGQkp06dQqVSUatWrfwW550lOjqaw4cPY25unu9HMQsExtCN+696E7BA8C7zxhrSO3bsYNq0aXz00Ue4uLjg7Oycox3GaWlprF27lvbt21OzZk08PDwYM2ZMtk9Mehfw9/dn48aNeiH+JElix44d8oaoV725Q/D6+PXXXw3aeVBQEMOHDyc5OZmmTZtm6d8tyDlLliwhKSmJtm3b6sWOFgheJ2fPnmX37t16m7K1Wi1//vkn69evR6lUykdhCwSC7JOrzYavkp9//pmwsDDs7e0pXrx4jn1uv/nmGzZt2kSlSpXo06cPT548Yc+ePZw6dYoNGzaYPNb4XSQmJoZp06YxY8YMSpUqhZ2dHffv35c3A/Xo0UM+g17w9vPXX3/x888/Y29vj6OjI8+fP5cN6zJlyjBlypT8FfAdRBeZ5dGjR4SEhGBpacnw4cPzWyzBe0x4eDiTJk1CrVbj6OiIra0tISEhchjU8ePH52gzrUAgSOeNNaRnzZpFuXLlcHR0xMfHJ0e7n8+ePcumTZuoU6cOf/75p+yY3qlTJwYOHMj06dPl+IXvA5UqVWLQoEGcOnWKiIgIIiIisLW1pUGDBnTv3j3PN8cI8pdhw4axb98+AgMDCQwMRKlUUrlyZZo2bconn3xCoUKF8lvEd45nz55x/vx5zM3NqVGjBhMmTDB66p1A8LqoU6cOffr04dy5czx69IgHDx5QqFAh6tatS58+ffI1RrJA8C7wVmw21BnSc+bMyVZ4nfHjx7Nr1y7Wrl1L3bp19fIGDRrEP//8w759++QTdAQCgUAgEAgEgpfljfWRzgvOnTtn8jQ13Vu4iFAhEAgEAoFAIMgJ76whHR8fz+PHjyldurTRA0Z0Z7q/j5sOBQKBQCAQCAS55431kc4tsbGxACaPJNal6zZcGEOSpPSjSyOuw8qukJaSMTOXEkpG/ill+Dv9j7GDnNOvUoFzC2gzG2yL5FKW7KFWq+UjXQX/Q+jFOEIvhgidGEfoxThCL4YInRjndegls4NQ3kfeWUM6L1AoFOmh4gqWh9F++SNEqhbF0wcoA46gurUDVfRdVKQBqeC/lzT/vWiL10Tbdh7YlQaFMdM7b7G3t9cLoSdIR+jFOEIvhgidGEfoxThCL4YInRjndehFGNL6vLOuHQUKFABMrzjr0k2tWL8xqNRIhcuT6vEpyQN3kjDuBnG9tpFkXw2J9B/Q4tE1rP9shfLYAkh8mt8SCwQCgUAgELwXvLOGtLW1NcWKFePBgwekpqYa5Ot8o3W+0m8TUokqaAduIW7QMZKK1Ph/gzoNq8u/Y7GqCzy8BWmGdRYIBAKBQCAQ5B3vrCENUK9ePeLj47l06ZJB3smTJwEMwuK9VRR0QNtvI/FtFpOqtEABqOPCsNzQG4X/YUiOz28JBQKBQCAQCN5Z3glDOioqirt37xIVFaWXrjv2dOHChXrHo545c4aTJ09St27dtz+GtEKBVKUZCYMOk1Qk3d3DLDUBy73jUPqth8TY/JZQIBAIBAKB4J3kjd1suHnzZvz80jf4BQQEyGnnz58HoFmzZjRr1gyAdevWsWTJEkaOHMmoUaPke3h4eNCtWzc2b95M586dady4sXxEuK2tLdOnT3+9lXqV2BZB29uXtJ3jsQw5jIpULM/MJzFNS5pbd7AunN8SCgQCgUAgELxTvLGGtJ+fH9u2bdNLu3Tpkuym4ejoKBvSmfHtt9/i7OzMxo0bWbNmDdbW1jRp0oSxY8e+/avRL2JmQWqH+SQenInlrS0okbA8t5hEpZq0mh3Bpmh+SygQCAQCgUDwzvBWHBGen0RHR+e3CNknJQnlkdlYXd+EAkhVmJHUaCJpLm3Byj7Xt7e3t3879fKKEXoxjtCLIUInxhF6MY7QiyFCJ8Z5HXqxt8+9HfEu8U74SAtewMyCtCaTSXJqggSopBTMT89HGXwGEp/lt3QCgUAgEAgE7wTCkH5XUVuQ0moOSQ5u/78BMRGz4z+gDLsKySKIvUAgEAgEAkFuEYb0u4x1IVLazEVr6wiAOuERylOLUTwOhFRxtKpAIBAIBAJBbhCG9LuOnSPJLeeQorJEAVj89y/KSxtQxNwD4R4vEAgEAoFAkGOEIf2uo1BAGTeSPEaRhhIFYH5nN4qg0xAbmd/SCQQCgUAgELy1CEP6fUBphlSrG0kVmsmbD80uLkf58BYkPs1v6QQCgUAgEAjeSoQh/b5gWYBUr/FobUsBoE54jMJvLYonIcJfWiAQCAQCgSAHCEP6fcLOEW3DcaQq1On+0uHnUNw5AU/Dhb+0QCAQCAQCQTYRhvT7hFKFVLkxyZVbIQFK0lBfX4/y0W2Ij8pv6QQCgUAgEAjeKoQh/b5hbktqg89ILlgWALOkaBTX/kIZHQopifksnEAgEAheF35+fnh4eLB8+fL8FiVPGTZsGB4eHvktRq7YtWsXHh4e7Nq1K1f38fDwYNiwYXkklcAYZvktgCAfsCtLSr2hmB3+BpWkxTzsLEn36qGwtkeyd0qP9CEQCAR5SEBAANu2bePy5cs8evSI5ORkChUqRMWKFfH09KR169bvzdHDfn5+jBgxgk8//ZTBgwfntzgCgSAXCEP6fUSlRqrUhOTAA1iGHkuP4vHvBlKKlkeysgOr92MyEwgEr560tDSWLFmCr68vKpUKNzc36tevj6WlJVFRUfz7778sXLgQHx8fDh8+jEK8yAsEgrcIYUi/h6SmSly9XRCtYjANzK5hnRKFOi4cbeBRFIVKIpnbgkqd32IKBIJ3gGXLluHr60vVqlWZOXMmpUuXNrjm5s2bLFmyhOTkZCwsLPJBSoFAIMgZwpB+zzh+QmLJrxIRkWCp0tCzTFeGu/yOWpmGxd39JJdxQ7IsBIUMJzuBQCDIDvfu3WPdunXY29vz008/YWdnZ/S6atWq8csvv1CoUCGePXumlxcYGMiqVau4fPkyT58+pWjRojRq1IjBgwdTqFAhg3udPHkSX19f/P39SUlJoWzZsrRt25Zu3bqhUqnk68LDw/noo49o06YNffv2ZcmSJVy9ehWFQoGHhwfjx4/Hzs6O69ev89tvv3Hjxg1UKhVNmjRh7NixWFlZGTz78uXLrF27luvXrxMfH4+DgwPNmjVjwIABWFpaArB8+XJWrFgBwIoVK+R/A2zdupVSpUrx7bffsmfPHrZs2cKJEyfYvXs3oaGhNG/enJIlS7JixQq+++47mjZtaiDDX3/9xbx58xgzZgw9e/Z8iV/pf7L7+Phw+/Zt1Go1Hh4ejBw5kuLFi+td5+fnx969e7l27RqPHz8GoFy5cnTq1IlOnToZ3Pf27dusWrWKmzdvEhUVha2tLY6Ojnh5edGvXz+9a6Oioli9ejUnT57k4cOHWFtb4+bmxuDBg6lYsaLBva9cucJvv/3GrVu3MDc3p27duowePfql6wzpvsizZs1iypQpFCpUiD///JO7d+9SsGBB2rVrx+DBg1Eqlezbtw9fX19CQ0Oxs7Oje/fu9O7d2+B+iYmJrFmzhkOHDhEREYGlpSUuLi4MGDCAmjVrGlz/9OlTli1bxrFjx4iPj6dChQr0798/U5kz6xPvi3vUm4QwpN8jjp+QmPKNhGcD+Gaqggrlbbh/rRMPjhylvGUgqpQ4lDf+BruypFkWAosC+S2yQPBuI0mQkpDfUpjGzCpXeyZ2795NamoqnTt3NmlE61AoFHqGLsCJEyeYMmUKSqWSDz74gOLFixMSEsJff/3FuXPnWLFiBQULFpSv37hxIz/99BMFCxakRYsWWFlZcfLkSRYuXMiVK1eYM2eOgetIREQEQ4YMoUqVKnTo0IFbt25x8OBBHj58yIgRIxg9ejT16tWjU6dOXLp0iZ07dwIwefJkvfts3bqVH3/8kQIFCtCoUSPs7e25efMmK1euxM/Pj19//RW1Wo27uzsRERHs2bMHNzc33N3d5XsUKKA/5s6fP5/r16/TpEkTPDw8KFy4ME2bNmXlypXs2LHDqCG9c+dO1Go1bdq0yVTfGblx4warV6/G09OT7t274+/vz4EDB7h69Sp//PEHRYoUka9ds2YNDx48oHr16jRu3Jjnz59z5swZvv/+e0JDQxkzZox8bUBAAEOGDEGpVOLl5UWJEiWIjY0lODiYHTt26BnSDx48YPjw4Tx+/Jj69evj5eVFdHQ0R48e5dy5cyxevBgXFxf5+jNnzjBy5EiUSiXNmjWjaNGiXLx4kSFDhhjo8WU4fvw458+fx8vLi5o1a3L69Gn+/PNPJEmiQIEC/PHHH3h5eeHq6srRo0dZvHgxRYoUoVWrVvI9kpOTGTlyJNevX8fZ2ZkePXoQHR3NoUOHOHfuHLNmzaJJkyby9YmJiQwfPpy7d+9So0YN3NzcePjwIVOmTKF+/fpG5cyqT2zZsiXbdRfkDmFIvyekpqavRHs2gDmzFCiV6ZOJc11HsBxA4sEZWKqSUUdeIjHsavrGQ3MbUIjALgLBK0GSsNrYG1X45fyWxCSppdxJ6LE2x8b09evXAahdu3a2yz59+pQZM2ZgZ2eHj48PJUqUkPMOHDjAtGnT8PHx4YsvvgAgLCyMRYsWYW9vz8qVK3FwcADSIziMHj2aY8eOsW/fPlq3bq33nMuXLzN27Fh69OgBgCRJjB8/ntOnT/PFF18wc+ZMvLy8AEhJSWHAgAHs2bOHzz77TDYwg4ODmT9/PpUrV2bx4sV6K+WrV6/m119/ZdOmTfTu3VvWxZ49e3B3d890s+GdO3dYvXo1VatWJTo6Wk738PDg9OnThIeHU6pUKTk9ICCAgIAAmjVrZnS13hRnz55l8uTJdOjQQU5bsWIFy5cvZ9myZXz99ddy+pdffqn3TJ1exo0bx6ZNm+jRo4f8W+3du5fk5GTmzp0r61DH06f6p+rOmDGDJ0+esHDhQj0jcuDAgQwYMIA5c+awbt06IN3vfurUqaSmprJkyRJcXV2B9N/um2++4cCBAy9ddx1nzpzBx8eHatWqATB48GC6du3Khg0bsLGxYfXq1Tg6OgLQu3dvunbtytq1a/UMad3XiJYtWzJ9+nT5pa1Hjx58+umnzJkzh3r16mFjYwOkv5TcvXuXjh07MmnSJPk+bdq00XshyaizrPrEokWLGDlyZLbrL8g5wkp6T7h6DSIioW/v/xnRAKjMoZIXTwvXRpL+//jwG9tRxNwXsaUFglfOu72x7smTJwAULVrUIO/ixYssX75c78/Fixfl/D179hAXF8ewYcP0DAaAFi1a4OzszKFDh+S0/fv3k5qaSq9evWQjGkCtVjNixAggfYX8RRwdHenWrZv8f4VCQfPmzQHQaDR6BqCZmRne3t6kpKQQEhIip2/bto3U1FTGjRtnYMD26dMHe3t7Dh48aFpRJujdu7dB3QE6deqEJEkGodF27NgBQMeOHbP1nHLlytG+fXuDZ9vb23PgwAG02v+dfvuiEQ3peuncuTOpqan4+fkZ5Bvze8+oJ39/f/7991/atGljsBJbtmxZOnbsyN27d7l79y4AV69e5f79+zRs2FA2oiH9txs2bJjBl42XoWXLlrIRDWBjY0OjRo1ITEzko48+ko1oAAcHB2rVqkVwcDApKSly+u7duzEzM2PEiBF6Xz4qV65M27ZtefbsGSdOnJDT9+7di1qtZsiQIXqy1K9fnzp16hjI+DJ9wlgbF7xaxIr0e8KT/7eJK5Q3kmlth1m93kTtvE4Rq1jUz4JJCT2HwrY4kkVBMDN/rbIKBO8FCkX6au877NohZXJi6sWLF1m5cqVemp2dnewLq1vNvnHjBg8ePDAon5ycTExMDDExMdjZ2eHv7w+g5yqhw8XFBQsLCwIDAw3yKlWqhFKpv6akW2muXLmywfW6PJ1/cEZZz549y4ULFwzKmJmZERoaapCeFdWrVzea7unpSfHixdm1axeDBg1CqVSSlJTEgQMHcHR0lI2w2NhYNmzYYFD+xVXwmjVrGri8WFpa4uzszNmzZ7l37578u8TFxeHr68vx48cJCwsjIUG//f7333/yv729vdm4cSMTJ06kadOm1KtXj1q1ahkYgTr9RUVFGY1prdNdaGgoFStWlH/HjEa0jpIlS1K8eHEiIiKMaM40Go3GIC2rdpCamkpUVBTFixcnLi6OsLAwnJycDPzKIb1dbtu2jcDAQFq3bk1cXBzh4eGUL19ez3VGh6urq96LJbxcn4iOjpb7hOD1IAzp94QihdP/DgoGlxfHZqUZQSnuBIV9SPdKu1AiofbfR0op1/RweGLjoUDwalAoQG2d31K8MgoXLkxoaCiPHz+mXLlyenlDhw5l6NChwP82fGVEt+nwr7/+yvQZCQkJ2NnZERcXJz/TGPb29nrGrw7dZ/aM6FY0M8vLuBKpk/XFF4PcYqouKpWK9u3bs2LFCs6ePYunpydHjhwhNjaW3r17y0ZxbGys3mZGHS8a0qY2qOme//z5cwC0Wi3Dhw/H398fjUZDq1atKFSoECqVSvb7Tk5OlsvXqFGDJUuWsHr1ag4ePCivllapUoVRo0bJbi46/Z06dYpTp06Z1IfOaNfJk5nc2TWkc9sOsmp/L+pSd31Wus9IdvuE4PUgDOn3hFo1oWQJWLNOYs4s9Nw70tIkVm0ugFlCVzpbncM84RHqxEek3D2BsoADadZFQG24Q10gEAgyo2bNmly+fBk/Pz+jn6ozQ2e8rFu3zmjEBlPXR0VFUbJkSYP86OhoowZRXqC77+HDh1/ZM16kY8eO8qZDT09Pdu7ciUqlom3btvI1pUqV4uzZs1neK6P/dUaiotI/Zdra2gLpG938/f3p0KGDwWbLgwcPsmfPHoN7uLu74+7uTmJiIjdu3ODkyZNs3bqVcePGsW7dOkqXLi3rbPz48XpuNqbQyZOV3K+TjO3PGLp03XW6v7NTh5fpE/b29ibvKXg1CB/p9wSVSsHI4QpOn4FJUySu35CIj0//e9IUiVNnlLTqW4WUSi1IQ4kCUAcfRnpyF8XzR/ktvkAgeAtp06YNSqWS7du3ExMTk62yOreGf//996Wud3Z2BuDSpUsGeTdu3CApKcno5/u8QCer7tN7VuhWM9PS0nL8zOLFi+Ph4cGpU6e4evUqV65cwdPTk2LFimX7XteuXTNww0lMTMTf3x8LCwvKli0LpG/oBPjggw8M7nHlypVMn2FpaUnt2rUZM2YM/fv3JykpSXaDye5vrXO1MPbMiIgIHj16/XOWjY0Njo6OPHjwwOjzL19O31Ssa4M2NjaUKlWKBw8eyHsJMmKsbtnVk+D1IAzp94jGXgpmzVAQFARDR0i0aCMxdIREUDDMmqGgURNbJJcOaG3TN5OYaWNRBhxFEfsIkp5lcXeBQCDQp1y5cvTs2ZPo6GjGjh1r1K8T/ve5OyPt2rXD2tqa3377jaCgIIP8xMREPcO1RYsWqFQq1q9fr+fCkZKSwq+//gqgt1qbl3Tp0gWVSsWCBQt4+PChQX5sbKzsww3IIftya/B17tyZlJQUpkyZgiRJ2d5kqCM0NJS///5bL23dunVER0fTokUL1Or0A7p0vs1Xr17Vu/bSpUvyRseMXLlyRXZhyIhutVW3CbF69epUr16dgwcPGt2UmZaWpveCVKtWLUqXLs2pU6f0DE5Jkli6dCmpqakvVe+8pk2bNqSkpLB06VK9F5O7d++ye/dubG1t9Tavtm7dGq1Wi4+Pj959zp07Z+AfDS/XJ7J6oRHkPcK14z2jsZeCRg3To3g8iUr3na5VM33FGhRIhcuTqmlF2uU/UUqpqCPOkvSkMQqbwkjmBXK18UggELx/DB8+nJSUFDZu3EiPHj1wc3OjUqVKWFhYEB0dTWBgILdu3cLGxkZeVYb0T9QzZ85k8uTJ9O3bFw8PD8qVK0dycjIRERFcvnyZmjVrsnDhQgBKly7NiBEjWLRoEX369KFp06ZyHOnQ0FC8vLz0QpXlJRUrVmTChAn8+OOPdO/eHU9PTxwdHeUNZZcvX6Zt27ZMnDgRSH/BKFasGIcOHcLS0pLixYujUCj46KOPZLeFl8HT0xMHBwcePnxIsWLFaNCgQY7kr1+/Pj/++COnTp3CyckJf39/zp49i4ODg+zHDtCoUSNKlizJ2rVrCQoKokKFCty7d49Tp07h5eXF0aNH9e7r6+vL+fPnqV27NqVKlcLc3Bx/f38uXrxI6dKlady4sXztzJkzGT58OFOnTmXjxo1UqVIFc3NzHj58yL///ktMTIwc8UKpVDJz5kwGDx7M6NGj9eJIP3nyhEqVKnHnzp0c6SI39OnTh1OnTrF3715CQkKoU6cOMTExHDp0iJSUFKZNm6bn+tOnTx+OHTvGjh07CAoKkuNIHz58mIYNGxr4i79Mn3B3d2fevHmvu+rvy1Gt3wAAIABJREFUNcKQfg9RqRS4u5nINLdBqtYa7d0jWDwNQpWSgMr/AGn2ZZGs7MHa+EYKgUAgMIZKpWLs2LG0bt2arVu3cuXKFW7cuIFWq6VgwYJUrFiRMWPG0Lp1a8qXL6/n39mwYUNWr17N2rVruXDhAufPn8fKyopixYrRrl07A8O4V69elC5dmvXr17Nv3z5SUlIoU6YMo0ePpnv37gaRKfKSTp06odFoWL9+PVeuXOGff/7B1tYWBwcHPv74Y70DUlQqFXPmzOGXX35h7969xMfHA9CsWbNsGdJKpZJWrVqxatUq2rVrl6Owb4B88t5vv/3Gxo0bUavVNG/enJEjR+pFlLC2tuaXX35h8eLFXLlyhUuXLlGhQgWmT59O4cKFDQxp3YvBjRs3ZNcGBwcHBg4cyMcff6xnVJYqVYrVq1ezfv16Tpw4wd9//41KpaJIkSK4urri7e2td29PT0+WLFnCb7/9xuHDh7GwsKBu3brMnj2bGTNm5EgPucXCwoJffvlFPtlww4YNWFpa4urqSv/+/Q2ijFhZWfHrr7+ydOlSjh8/TkBAAOXLl2fWrFk8f/7c6MbLrPrEy/iYC/IWhZRZfCLB++m0n/Qc5flVWFz8DZWkJUVlSVLDsVDWA6loReyLFH0/9ZIFYpOHcYReDBE6MY7Qi3Ey08vYsWM5e/YsW7ZsMRrj+V1FtBXjvA69iGPI9RE+0gJDzG2QnJuitXMCQJWaiCrwCIq4RxD/X+ZlBQKBQPBaCAoK4uzZs3h4eLxXRrRA8CYhXDsEhigUSIVKk6ZpQ+qFpajSkjF7eIWkx/4orAuTlpKc9T0EAoFA8ErYv38/9+7dk8PNffLJJ/kskUDw/iJWpAXGMbdBqtwErX16rEpVWlL6qvTzR/DccFe6QCAQCF4P27dv588//0ShUPD1119To0aN/BZJIHhvESvSAuMoFEiFHElzbkfq2SBUaUmYPb5O0qNA0kqUB3MzUFvmt5QCgUDw3rF06dL8FkEgEPw/YkX6JfD/7wpzjo9gx60/iU4wPGL2ncXcBqniB2iLOSMBZmnJqAIPID1/CHHvkR4EAoFAIBAIjCAM6ZfgZMgeDt/dwuIzk+ixoRYT9nZjt/9ania+/mNIXysKBVLBkqRVaUeqMn31WR3lD2E3UCZEgzYhnwUUCAQCgUAgyD9U06dPn57fQrzJJCYmUr14HWzNCxGbHMN/8ZFEPr/H2fsH2HL9N24+ukCqlEIJ2zKYm72Drg4qNaitkSKvYxYXiVJKg4SnJBeugsLCCiwL5beEbwxWVlYkJibmtxhvHEIvhgidGEfoxThCL4YInRjndejFysrqld7/bUP4SL8EFmZWdK8xnO41hhP+LITjwX9zLHgHd6OucyHsKBfCjrJQ+SV1HD/kwwodaVC2Jdbqlw+q/0ajUCAVKoWkaUHqf7cxS02Ax/4onvhDIQckqyJgYZP1fQQCgUAgEAjeMYQhnU1KFXSiZ61R9Kw1ivtP73A8eCfHgnYQEuPPmfsHOHP/AOYqSzzKNKd5pW7ULd0EM6U6v8XOHWprJCdPUgL3o4q8giJNizLgIKnFqqKwKIhkbi2ODhcIBAKBQPDeIQzpXFCmUCX6uI6jj+s4QqJvcyx4B8eCdvLg2V1OhPzNiZC/sbMswocVOtGsYleci7q+0iNqXxkKBVLBUqRVaE7q4wDMUuNRPw0m7b9bYFsEKbkIWBTIbykFAoFAIBAIXivCRzoLXtbXyM6qKK4lG9Gx6id4lm2JpZk1EbGhxCQ+4fbjy+wJWMex4B3EJT/DwdYRW/O3zLdYZQZqK4i8ilncI5RSGqkJsaQ5uKBQW4Kl3Xu/Ki189owj9GKI0IlxhF6MI/RiiNCJcYSP9OtHGNJZkN0GqVAoKGLtQN3STehSfQjVitUmDYnwZyFEJzziSsRJtt5YztWI06gUKhwLln87XD8UCjCzgMRY1JHXIC0FRdIzUgs5oShQPN29413cbJkNxMBuHKEXQ4ROjCP0YhyhF0OETowjDOnXj3DteIWolGbUK9OUemWaEpccyz8huzh09//Yu+/wqKqtgcO/My29EtIDoVfpkNAFlQ4C0gRULFyqSNMrV+x8oHKxIAKicAVFwS5gAAVBKUJQSkhC74Q0kpCQPuV8f8REYgYIQ8gkZL3P44M558yeNYsB1uxZZ++vORS/m0MJBf+9v+c/dK89iF71H6Z+teYVu/XD4IJauzOc/Q014SBaSz6a09sx+zVEcXRHdXCv8rPSQgghhKg6ZB3pcuJicKNX/Yf5b+9v+GzYPh5r+Sz+riFk5Wew/uhKJq3rxbjv7+O7mI8r7vrUGi2qRzDUu69oXWld2gmUxGMouRmQm2HnAIUQwroNGzYQHh7Ohg0bymS8P//8k/DwcD766KNSP2bChAmEh4eXyfPbw6VLlwgPD+e11167rXEqex7Att9/awYOHMjAgQPLKCphD1JI24GfazCPtJzBqqF7eavXV3SrPQi91oHTabF8sHc2I9a0YM62cRyM34WqqvYOtzgHV2jYHZNnLQC05jw0Z35FzUpByb4MqsXOAQohKorCwmvq1Kn2DuW6wsPDmTBhgr3DEEJUUtLaYUcaRUOrwM60CuxMRl4av5z6lo3Hv+BUanTBCiBnfqCGRz36NXyUHnWH4epQAW5Q1OjQeodirn0v5iun0Vry0KUex5J0ElyqoeZeBacKEKcQQlzj3nvvpWnTpvj4+NgthpdffrlS9/X6+vqyZs0aXF3vkn0ShCgDMiNdQbg7eDGw8ZN8OHALSwb8RL+Gj+Kkc+F8+gkW732R4WtaMH/HVI4mH7B3qChO7lCrI0bPUAC05lw053cWzEpnJcustBCiwnF1dSU0NNSuRaC/vz+hoaF2e/7bpdPpCA0NteuHESEqGpmRroDq+TRjqs9bjG3zIltPfcP6oys5k3aEzSfWsPnEGupXa0a/ho/RrfZAnPTlv6ugotWjeodiDu2K+crZglnppJi/Z6Vz0sHZq9zjEkJUbidOnOCdd95h//79ZGZm4uPjQ9euXXn88cfx8Cj5Tdf+/ftZtmwZR48exWAw0LZtW6ZMmcIrr7zCgQMH2LNnT9G1GzZsYM6cOcyePZt+/frx559/MmnSJAAOHDhQrGe38JrSOnDgQFEcer2e8PBwJk+ejK+vb7HrJkyYcMO4/Pz8+Oijjzh+/DgGg4FOnTrxzDPP4OVV8u/TnTt38vnnn3Ps2DFMJhM1atSgb9++DB06FK1WW3TdpUuXGDx4MH369OGRRx5h0aJFHDp0CEVRCA8PZ8aMGXh6ehIdHc2HH35ITEwMWq2Wbt26MW3atGIrNFw71ksvvVR0/OjRo2zYsIH9+/eTmJiIyWQiODiYnj17MnLkSHQ620uNwt+nJ598krCwMJYuXcrRo0dxcHCgW7duTJkyBUdHR37//XdWrFjBiRMncHJyom/fvkyYMKFYLgBMJhNfffUVP/74IxcuXECn09GgQQNGjRpFx44dSzx/bm4uy5cvZ/PmzVy5coXg4GCGDRtGSEjIdWO+dOkS//vf/4iMjCQ1NRV3d3fCwsIYO3YsAQEBNudCVExSSFdgLgY3BjQaQ/+GjxGTtI8NR1fx65l1HE+J4u1dM/ho3+v0bjCSBxs9jp/r9f9Q3xEOblC7I6Yzv6BNO4nWnIPm/C7MvnVRDC6oTh6gyBceQtyIqqrkmrLtHcZ1Oeqcy20loaioKKZOnUpeXh7du3cnICCA6Oho1qxZw65du/j444+LFdN79+5l+vTp6HQ67rvvPnx8fNi/fz/jxo3Dze3mG0QFBATw5JNPsnz5cvz9/enbt2/Rufr165c67piYGFatWkWHDh0YNmwYx44d46effuLQoUOsWLGCatWqlWqcnTt3smvXLjp16sTgwYM5ePAgERERXLx4ka+++qrYtWvXruWdd97B3d2dHj164OTkxM6dO3n33Xc5ePAg8+bNK/H7Fh8fz7/+9S8aNmzIgAEDOHLkCD///DOJiYlMmjSJKVOm0K5dOwYOHMj+/ftZt24dAP/5z39uGvsPP/zAzp07adGiBe3btycvL4/9+/ezePFiYmNjeeONN0qZzeuLiYnhs88+IywsjIEDB3Lo0CG+/fZbsrKy6NKlC6+99hqdO3emSZMm7N69m88++wwXFxcef/zxojFUVWX27Nls376dGjVq8NBDD5GTk8PWrVuZMWMG06ZNY/jw4UXXWywWnn32Wfbt20edOnXo0aMH6enpvPfee7Rq1cpqnNHR0UydOpWcnBw6depEcHAwCQkJbN68md9//52PP/6YoKCg286HqDikkK4EFEWhqV87mvq1Y0LYq2w6sYYNR1cRf/UcXx5ezNfRS+lQozeDmzzFPX7h5fMPn86A6h2KKbQTuvTzaC35BbPSl0/JrLQQpaCqKlN/HEBM0j57h3JdTXzb8W7fH+743ykWi4XXX3+d7Oxs3n333WKzw0uWLGHlypUsWrSIF154AQCz2cy8efNQVZUPPviApk2bFl3/+uuv8+OPP970OQMDAxk7dizLly8nICCAsWPH2hT7nj17+M9//sOAAQOKji1fvpyPPvqIpUuXFsV8Mzt27GDx4sU0b94cKHiNTz/9NPv37+fgwYPUrFkTgLi4OBYuXIiXlxeffPIJfn5+QMFs95QpU9i+fTubNm2id+/excY/cOBAsUJRVVVmzJjB7t27mTlzJq+//jpdunQBCmZtx4wZQ0REBOPGjbvph4FHH32UmTNnFpv9VVWVuXPnsn79eg4dOlT0umy1Z88e3nrrraIYXV1dGThwID/99BN79+5lyZIlNG7cGICxY8cyZMgQ1qxZwyOPPFI0I75p0ya2b99Oy5YtWbhwIXp9wR4Ojz/+OI899hjvv/8+nTt3JjAwEICIiAj27dtHeHg4CxYsKHp9w4cPL1agFzKZTLz44otYLBY++eQT6tWrV3Tu4MGDTJo0ibfffpsFCxbcVi5ExSJThpWMh2M1ht8ziU8e2s1r96+kZUBnLKqFned+ZHrEIMb/8ACbjn9Bvqkcbmhx9IDQzpjcC/7S0Zqz4dxuLNlpBSt4WMx3PgYhKjVZdx0KZqMvXLhAly5dSiyLNmbMGDw8PPjpp58wGo0AHDp0iISEBDp37lysiAYYN25cia/z76SaNWvSv3//YsdGjRqFl5dXsZhvpmfPnsWKTa1WS58+fQA4fPhw0fHNmzdjNpsZOXJkURENoNfri1pVrH2QCAoKYujQoUU/K4rCAw88ABTMwBcWqFDQC929e3dMJhNnz569aewBAQElcq4oCg899BAA+/bd/ofFVq1aFYtRr9fTvXt3VFWlU6dORUU0gIuLC506dSI9PZ2kpKSi44V5mTx5clERDQU3UT788MOYTCY2bdpUdHzjxo0AjB8/vtjrq1u3Lr169SoR486dO4mPj2f06NHFimiAFi1a0LlzZ37//XeysrJsTYOogGRGupLSarR0qNGTDjV6cibtCN/HrmDLya85lRrNf3dO46M/Xqdfg8cY2PgJvJyq35kgdA5QrRamkA7o0uPQqkb0SdEYU06Dsxdq7hVwLt3XmkJUNYqi8G7fH6S1Azh27BgA7dq1K3HOycmJRo0asWfPHs6fP0+dOnU4ceIEAM2aNStxva+vL35+fly6dOm2Yrp69Spr1qwpcfyfM9fNmjUrkSNHR0caNGhQLOabadCgQYljhT3WGRl/r9FfmCtrrQVNmzbFwcGhKD/Xqlu3LhpN8bmzwpnmfxZ9155LTk6+aexGo5GvvvqKLVu2cPbsWXJycoot3Xr58uWbjnEz1tptSht/4Qzz8ePHcXBwoEmTJiWuL8zntbk7ceIEjo6ONGzYsMT1LVq0YP369cWORUdHA3Du3Dmr60unpKRgsVg4f/48jRo1sv5CRaUjhfRdoJZXI6Z1nM8TrWex8fhqfjjyCclZcaw+9A5fRi/mgTpDGXrPeEI86pb5c6tOnii1umI6vxNt+nl0piyMZ3ZiqVYPxZCC6ugJmvKbHRKiMlEUxS43DFc0hTN011sNwtvbG4DMzMxi13t6el73+rIopJcvX17i+D8LaWs3AhbGAH/HfDMuLiXfB4WzoBbL3yshFb72wvH/ycvLy2rxe6Pxb3TOZDLdLHRmzZrFzp07qVGjBvfffz9eXl7odDoyMzNZu3Yt+fn5Nx3jZsoi/qysrBI3gBay9vtVmuuvVfiBZ/PmzVYfUygnJ+eG50XlIoX0XcTD0ZsRzZ5maNMJ7DwXwVfRSzmavJ+I45+x8fhq2tfoybB7JtLUr+Ssj810jlC9DuagtlgyLqFRTX/NSp8EZ3eZlRZC3FRhIXS9mcvU1NRi1xX+euXKlRtefzsCAwOLra5xPWlpaTeMoayX2yt87ampqVZXgEhLS7NaWN4psbGx7Ny5s0QfMRTM0K5du7bcYrkZFxeX6743/vkeK/z/m/3+/nN8gP/+97906tTpdsMVlYT0SN+FtBodXWsN4P1+P/JOn+9pH9IDFZXd5zcx9ccBTNnQj51nIzCXRQ+zoqA6e6GGdsboWtCvpzNlwrldWHIyULJTpFdaCHFDhW0NkZGRJc7l5uYWLXdWeMNd4Vf5UVFRJa5PSkoiMTGx1M+t0WiKzfjeqqioqBI70Obm5nLs2DEcHByoUaOGzWNbU5ir/fv3lzgXExNDXl7eLa06crvi4uIA6NChQ4k+6YMHD5ZbHKVRv3598vLyiImJKXHuwIEDRdcUqlevXtH775+svbbClpFre9rF3U8K6buYoijc4x/O6w+sYvng3+hdfyR6jYHYpD945ZcneOLbzmw8/jlG821+7aZzAr/GmAPbYlF0KIA+KRpNyimU/GzIsf6JXgghoKDPODg4mN9++61EMb1y5UquXLlCjx49im4Qa968Of7+/uzYsaNEUfThhx9iNpf+w7u7u3uxG9Ju1blz50r0yq5evZq0tLRiMZeVHj16oNVq+eKLL4q1cJhMJhYvXgxQbCm/O83f3x8ouAH0WqdPn2bVqlXlFkdpFN68uWTJkmItH0lJSXzxxRdotVp69uxZdLxw5ZOlS5cWe0+dPHmy2E2Jhbp06YK/vz9r1qwpKsyvZTKZKtyHC3H7pLWjiqjpWZ8Znd5mTKt/833sctYfXUlcxmkW7JzOqgMLGH7PRHrXH4mDzunmg/2ToqC6eEOtzhjjInHIvIQuPwPj+UgsPnVQDKmoTp6gkbebEFXRqVOneO2116yea9CgAcOHD2f27NlMmzaN6dOnF60jHRMTwx9//EFwcDATJ04seoxWq+W5557j2WefZeLEidx///1Uq1aNAwcOkJycTL169Th58mSpYmvdujVbt25l1qxZ1K9fH61WS4cOHahbt3T3lISFhTF//nx27dpFaGgox44dY8+ePfj5+TF+/PhSjXErgoODmTRpEgsXLmT06NHcd999RetInzt3ji5dulhdUeJOady4MY0bN2br1q2kpKTQpEkTEhMT2bFjBx07duSXX34pt1hupnfv3mzfvp3ffvuNUaNG0alTp6J1pNPT05kyZUqxNZ779OnD5s2b2bNnD48++ijt27cnIyODn3/+mXbt2rFr165i4xsMBubOncu0adOYMGECbdq0KbrRNCEhgUOHDuHh4VGh2l3E7ZPKpoqp5uzHk23+w8jmz7Dh6Cq+il5CclYci/a8wOpD7zKkyTj6NxqDs/4W+/r0TuDfCHNACywnE9GoZvQJBzCmhJFpNtCp4xRSjcF8vvp9wto5otXKsl9CVBXJyclERERYPZeZmcnw4cNp0aIFa9eu5d133yUyMrJoZ8Nhw4bxxBNPlLixsEOHDixcuJBly5axZcsWHBwcaNu2LXPmzGH69Oml7hOePn06ULCD3q+//orFYsHb27vUhXTTpk0ZM2YMH374IWvXrkWv1/PAAw8wefLkUm/GcqtGjhxJcHAwX3zxBZs2bcJkMhESEsKUKVMYNmxYuW2iAwUfahYsWMDixYvZs2cPR44cITg4mKeffpoOHTpUqEJaURTmzp3L2rVriYiI4Kuvvira2fDhhx8utrweFLT9zJ8/n48//pjNmzfz5ZdfEhQUxDPPPENISEiJQhoKPlh8+umnrF69mt27dxMVFYVer6d69ep06dKFHj16lNfLFeVEUf/Z3CWKud6NBneLfFMum06sYe3hRSRmXgTAzeDJoCZPMbDxk7g7lLwj3cvLy3pe8jLRHP8Z3e8LMWQmoKJwxvFelv45nNOJfpzJqo1Z1RHgD5MnKnTtcncV09fNSxUneSlJcmJdWeQlKyuLPn36UKdOHVasWFFGkdmXvF9KkpxYVx55ud5KNVWV9EhXcQadIwMajWHlkN95tvO7BLvX4Wr+FVYd+C+j1rZh+R9zSc8t5R3weifUgGaY/JpjQYOCivPlAzQNOstLz+ey6cs0ln6gULs2zH5Z5dff5DOcEMI2OTk5JTa2MJvNLFq0iLy8PLp27WqnyIQQVYnMSN9EVfvEa7aY2XF2A58feo/TabEAOOtdGdR4LEOajsPNwfPGn3hz0tEc24zu90UYcpIxqwp5ofdhaT0CxaU6arXaWNAya7bK6TOw5jPlrmnzkBkS6yQvJUlOrLuVvBw/fpxx48YRFhZGUFAQ2dnZHDx4kDNnzlC7dm2WL1+Ok5MN93xUQPJ+KUlyYp3MSJc/7SuvvPKKvYOoyHJzy2Gr7QpEo2gI9WpIv4aPUs+nGeevnCQp6yKHE/ew/uhK8s15NAlsjeV6a/RrdaDVk3b6LI5Z59BpVNS8K6jedVCcq6FqdCgOrgT4w5q10KqlQkDA3VFIOzk5Vbn3S2lIXkqSnFh3K3nRaDQkJycTExPD/v37OXbsGE5OTvTv358XX3yxXNdSvtPk/VKS5MS68sjL3fIBtazIzYbCKkVR6FCjJ+EhD7D73CZWHpjPmbQjfHpwAd8fWc5DTcYxqPFTuBjcij9Qo0N18yPOoQNqThRBrpfR5aZhuri/YAWPnDRUJy9q1yp466Xc/r4JQogqyMvLixdffNHeYQghqjjpkRY3pFE0dArtw4cDt/Jit2XU9KzP1bwrfLL/TUZ/1Y7PDy0kx1i8TxGDKwS15HBKYyxo0KCiu/QnmtSzKMY8yE7h9JmCS6tZ3+VWCCGEEKLCk0JalIpG0dC11gCWDdzG3L6fEuJRl6t5aaz4cy6Pfd2edUc+wWQxFlys1dOgtR9HjR1IMxb0UulyU+DCASzGLMi+wurV+QQEQPNmdnxRQgghhBC3QQppcUu0Gi09Gw7j40G/8nyXRfi71iA1J4mFvz/PE990Ztvp77GoFjRObrTq25IDCfUxqwoa1YLm4j7ioi/w/vt5HN2fyuQJd8+NhkIIIYSoeqSQFjbRarTcX3cI/3toJ0+Hz8XT0YdLV8/yf9vHM3FdT/Yl7KJl1wCqt+1Iam7BrLQ2K5mDP/7B5fhsZk9Np2tHo51fhRBCCCGE7aSQFrdFrzXwYOMn+HToXsa0+jfOeldOphxm1k8PM/PXseQ3c8IptDZmC+i1Fno13Merky/Stnk+ZKXYO3whhBBCCJtJIS3KhJPehdEtpvHp0L0MaTIOvdaBQ4l7eDpyOq/pL3LBuWApKjdzMpr4Q1jys1HyMsCUZ+fIhRBCCCFsU6EL6aioKMaOHUvbtm1p0aIFQ4YMYf369bc0RkZGBu+99x79+/enZcuWhIWF8dBDD/HZZ5+RlydFXFnzcKzG+LBX+eShXfSsNwKNouG3zCOMdozjPcccMjGijduL5spFMOVDtqx/J4QQQojKqcJuyLJ3714ee+wxEhMT6d27N61btyYmJoavv/4avV5PmzZtbjpGRkYGgwcPZuvWrYSGhnL//fdTp04djh8/zvr16zlw4AAPPvgginL9G95kwfeSSrPgu6vBnY41e9GxRm/irxznYtYFonUmfjDk45ifSR1NNRSfeiioYHAr2MilkpMNAqyTvJQkObFO8mKd5KUkyYl1siFL+auQ1YvJZGL27NkoisLq1atp3LgxAJMmTWLEiBG8//779OrVi9DQ0BuOs3btWi5cuMCYMWOYNWtW0fH8/HxGjhzJnj17+PPPP2nbtu2dfDlVWu1qjXnjgc/YF/U/Pjz8Dmc1WbznlMXXCZ/xL1ctHesNhZxU0AfYO1QhhBBCiFtSIVs79uzZw/nz5+nXr19REQ3g6urKxIkTMZlMfPvttzcd58KFCwB07dq12HGDwUDHjh0BSEmRG97uOL0z7eoNYlnN8Tyb542XRSFOyeflUx8xfc80TiREglHabIQQQghRuVTIQjoyMhKATp06lThXWAAXXnMj9erVA2DHjh3FjhuNRnbv3o2joyMtW7a83XDFzSgKqpMn2hph9HFpylcZHozJdcSgKkRdiWHizvEs2DmVtJxke0cqhBBCCFFqFbK14+zZswDUrFmzxDkPDw+8vLw4d+7cTccZOnQoP/zwAytWrCA6OpqmTZtiNBrZsWMH6enpLFiwAD8/v7IOX1ijd4JqtVCDWuGYcZbxuQoDjC4s9vVmS84JNp75jt8ubuXRVjN5sNHj6DR6e0cshBBCCHFDFbKQzszMBMDNzc3qeVdXVxISEm46jqOjI59++ikvvfQS69atK5rF1mg0jBo1ilatWt10DBcXl1uIvOqwKS+6QKjfBeIPoCZFEWi28HqeF0Oav8A7577m2JVjLNn7EhuPr2Zal/m0q9Gt7AO/w+T9Yp3kpSTJiXWSF+skLyVJTqyTvJSvCllIl5XU1FQmTpxIamoqy5Yto1WrVuTl5fHLL7/wxhtvsH37dr755hs8PDyuO0ZWVlY5Rlw5GAwG2/JiAcUlCMWvCYa00+iMmViunKdBShoL28xnc+KvLD/+P86mHeOZHwbQqWYfxrV7mQC3kt9MVEQ25+UuJ3kpSXJineTFOslLSZIT68ojLwaD4Y6OX9lUyB5pV1dXAK5evWrrx7aQAAAgAElEQVT1fGZm5nVnq6/1xhtvcODAARYuXEjXrl1xc3PDx8eHYcOG8eyzz3LhwgVWrlxZprGLG9BoUZ29UGuEYXILQgW0ljyUuD/RX02gb0gfPunxNYMaP4VG0bLzXARPfNuFT/a/SZ4px97RCyGEEEIUUyEL6cJl7az1Qaenp5OWlma1f/qffv31Vzw9PWnYsGGJc+Hh4QDExMTcXrDi1hicwac+loBmmHXOAOjSz6HEHUQ15eGhKkxqPZsPB26hZUAnjOY8Pjv4Dk9+25W9F7bYOXghhBBCiL9VyEK6cF3nnTt3lji3a9cuANq1a3fTcfLz88nMzCQ/P7/EudTUgh315CuKcqbRoTp7oga3w+QeBPw1K33pT5T0i6iqipKdTC2vRrzV6yte6vYR1V0CScg8zws/j+aVrU+QlBln5xchhBBCCFFGhfTZs2c5cOAAZ86cKYvhaN++PSEhIWzYsIEjR44UHc/MzGTx4sXodDoGDRpUdDw1NZVTp04VFceFWrVqhclkYvHixcWO5+fnFx0LCwsrk5jFLTC4gn9DLP73YNY5owC6K+fQxB1ENeWj5GVCfg6KotClVn9WDN7B0KYTrmn36MyXhxdjshjt/UqEEEIIUYXZXEjn5uYyf/58wsLC6N27NyNHjmTZsmVF57/55hsGDRpUrBAuLZ1Ox5w5c1BVlZEjR/Liiy/y5ptv8uCDD3LixAkmT55MrVq1iq5fvXo1ffr0YfXq1cXGmTlzJi4uLixZsoShQ4cyb948XnnlFfr06cPOnTtp0qQJQ4cOtTUFwlZaPapTNdTAdhjdAgHQWfJQ4v5Ac+UsKqDkXC663Envwrh2L7P0wS009Qsj15TNsn2vMf6HBzicsNdOL0IIIYQQVZ1NhXR2djajR49mxYoV6PV6unbtiqqqxa5p27YtR44cISIiwqbAwsPD+fzzz2ndujUbN27k888/x9PTk/nz5zNhwoRSjdGoUSO+/fZbBg8ezOXLl1m9ejXfffcdTk5OPP3006xevRoHBweb4hO3ycEF/Oqj+jXFpC/oldann4e4Q6j5uX/NSmcXe0ht70a83ec7ZnZ6B3cHb86mHWVaxIPM3zGV9FzZoVIIIYQQ5UtR/1kBl8J7773HkiVLGDZsGLNnz8ZgMNCwYUMGDRrEvHnziq7r06cPTk5OfPPNN2UadHlKS0uzdwgVjpeXV9nkJTsN5eRWtH+uxCHtJAqQ61UPS5sxqH6NwOCK6hli9aHpuaks/2MuEcc/A8DD0ZuJYa/TvfZgFEW5/dhsUGZ5uctIXkqSnFgnebFO8lKS5MS68siLl5fXHR2/srFpRjoiIoKgoCBefvnlG96sFxgYSGJios3BibucwQV8m6D6NSlawUOffh4uHkTNz0bJz4R86+thejh6M73Tf1nYbwO1vBqRnpvKvF8nMeunkSRcPV+er0IIIYQQVZRNhXR8fDxNmjRBq9Xe8DpXV1fS09NtCkxUAToDqrsvlqC2mNwCitaV1iQcRJN2FhUVJSsFbvClSWPfNix58CeeaD0LvdaBP+K28dR3Xfk6+kPMFnP5vRYhhBBCVDk2FdJOTk6l+urg4sWLeHp62vIUoqowuIJfY1TfJpiv7ZW+eAg1PwvFmAXG7BsOodPoGdn8GT4a+AvN/NuTa8phaeTLPL2hD6dSZJ1wIYQQQtwZNhXSTZs25fDhw8THx1/3mhMnTnDkyBFatmxpc3CiCtA5oLpVxxIchsn1H7PSKadRVVCyLt9wVrpQsEcd/tv7G6Z1/C8uBneOXz7EhHU9+PiP/5OdEYUQQghR5mwqpEeNGkVubi6TJ0+2uvtgXFwc//73v7FYLIwaNeq2gxR3OQc38GuE6tu4+Kx0fCxq3lUUYzbkZ5ZqKI2ioW+D0awYvIPOoX2xqGbWRL3Pv76/j+jEyDv5KoQQQghRxdhUSHfv3p0xY8YQExNDr1696NevH4qisGvXLgYPHkzPnj2JjY3lqaeekg1PxM3pHMDNB0tQGCbXwL9npS/9iSblFKpF/WtW2lLqIas5+/Fy9+W8et//qObsT1zGaab9+CBL9r5MrunGrSJCCCGEEKVh84Yszz//PG+//Tb169fn5MmTqKpKUlISsbGxhISE8NZbbzFjxoyyjFXcxVTDtbPSLgDoMy5AwmHIy0Qx5kBuRqnGysrKwtvbG29vb1r4dGH5oF/pWW84KirfxHzIuO/vk41chBBCCHHbdLfz4D59+tCnTx9SU1OJi4vDYrHg7++Pn59fWcUnqgq9I7hXxxLUDlPSEbRpJ9Ba8tHGHcDs1xg1qBVKdgqqgxtobrxazD+5OnjwbOf36Bo6gLd3zSQu4wzTIwYyqPFTPNFmFo5/Lb0nhBBCCHErbJ6Rvpa3tzf33HMPzZs3lyJa2Kz4rLQbALrMOLh0CHKuopjyIMf25RTbhdzHx4N/pVe9h1FR+Tb2I/71XXcOJ+wpq5cghBBCiCqkTAppIcrEtbPSboW90ka08QfRJMWioqDkpIDFdMNhzGZwdumIu+dgDkVpMJv/XvHD1eDOzM7vMLfH51R3CeTS1bNMjxjEB3tmS++0EEIIIW5JqVo7Hn30UZufQFEUVq5cafPjRdWiGtxQ/Bqi+jbCnJmALj8dfWYieQmHwacuiosPanYquPpaffyvv6ks/MCB0Do/APDcLAjwV5k8Ebp2+Xvr8HbB3flo0HY+jHyVjcdX813sx+y7uI3nu75Pw+qtyuW1CiGEEKJyK1UhHRlpfdkwRVFQr7O+b+E5RVGsnhfCqsJZ6ZAwjMnH0KZkoFGNaOIPgm8jzLU7oeRcQXXyBG3x7el//U1l9ssqHdprePUlhdq14PQZ+HR1wfE5rxYvpl0N7szotIAuof1YsHM6FzNOMWVDf0Y1f4ZRLaah0+jL+9ULIYQQohJR1OtVwteIi4srcWz58uV8+eWX9OzZk379+hEQEAAUbB++YcMGNm/ezLBhw3jyyScJCgoq+8jLSWl2cKxqvLy87mxeTHkoqWfQHFiN7uQW9HlXsCg68mp1x9J0ELj7FxTSbv5FDzGbVUaMUqldG+bNUdBo/i6YLRaVWbNVTp+BNZ8paLUlP9xdzbvCwt9nse30dwDUr9aMf3ddRE3P+qUO+47npZKSvJQkObFO8mKd5KUkyYl15ZEXLy+vOzp+ZVOqHumgoKBi/+3bt4+1a9eyZMkSFixYQLdu3WjYsCENGzakW7duLFiwgKVLl7J27drrzmYLcV06B1QXHyzB7TC5BaOioFFNaBMPoUk8iqqaUXLTwZhb9JBDURCfAI+MKl5EA2g0Co+MUoiPL7jOGjcHT164dwkv3LsUN4Mnx1OimPBDD76N+QjLLaxfLYQQQoiqw6abDVeuXEnr1q3p3Lnzda/p1KkTbdq0kf5oYRsHN/CtjxpwDyZHTwB02Zch/iBK+iVQVZTsy0WXp6QW/Fq7lvXhCo8XXnc93WoP5KNB22gT1I18cy6L977IvzcNJymz5LcyQgghhKjabCqkz5w5Q/Xq1W96nY+PD2fPnrXlKURVp3NAdfZBDWmDyb0GKho0qhltcgyaxGhUswkl72rR1uHVvAsedvqM9eEKjxdedyM+LgHM6/E5T7efh4PWiQPxOxj7fTe2nvqmDF6YEEIIIe4WNhXSrq6u7N+/H6PReN1r8vPz2b9/P66urjYHJ6o4B1fwqYca2BSTU0FPli4nFeJjUNIvoMJfW4erNG8GAf4FNxZaLMXb/i0WlU9XqwQEQPNmpXtqRVF4sNHjfDhwCw2rtyIrP4N5v07ijV8nk5V/tYxfqBBCCCEqI5sK6e7duxMfH8/06dNJSEgocT4xMZGZM2eSkJBA9+7dbztIUUXpHFCdvFGD22HyqImqaNFgQZcUiyYhBtVsLNo6XKtVmDxRYffvMGu2SnSMSnZ2wa+zZqvs/h0mT7B+o+GNBHvU4b2+63ikxQw0ioYtp75m3Pf3EZv0xx160UIIIYSoLEq1asc/paWlMWLECM6dO4dOp6N58+YEBASgKAqXLl3i0KFDmEwmatasyRdffIG3dym+T6+g5K7gksr1bmlTHkr6RZRD36A7HoEhOxEVhVz/lqjNh6H6NgKNFtUrFDTav9aRNpOY+PdnxICAgiL62qXvbBGdGMm8XyeSmHkRjaLl0ZYzeLjZM2j/2rJc7iK3TvJSkuTEOsmLdZKXkiQn1smqHeXPpkIa4MqVK7z99tusW7eO3NzcYuccHBzo378/M2bMqPQJlz+oJZX7X2DZqSgXD6DZ/ykOCQfQWPIx6l0xNngQtXFfFIMjFpfq4OIDQEZGFo2bjECn9+Pz1e8T1s7xlmeiryczP4OFu5/nl9PfAtDUL4xZXRfh5xoif7Ffh+SlJMmJdZIX6yQvJUlOrJNCuvzZXEgXys7OJjY2lqSkJFRVxdfXlyZNmuDs7FxWMdqV/EEtqdz/AjPno1yJQ4n+Ae3xH3G4ehEVyKveFEvTIViCW6IoFMxKaw1kZWUREhICwIULF3BxcSnzkLac/JqFvz9PtjETF4M7Uzu8xeDWj8v7xQr5B68kyYl1khfrJC8lSU6sk0K6/JVqZ8MbcXZ2pk2bNmURixDWaQ2ozl4Q3BJLQgzmnBS0phx0aafIT4hBqRYKjp6QnVpsk5Y76f66Q2js25Z5v07kSPKf/N/28RxK3sW4Vq/gpC/7wl0IIYQQFY9NNxsKUe4MLuAZilqjFUZnXwC0phw0CQfRJMSiKgpKzhUw5uLi4kJqaiqpqal3ZDa6UKB7Td7p+z2jW0xDo2jYEPMpk9b14nTqkTv2nEIIIYSoOG5rRvrSpUts27aNs2fPkpWVhbUuEUVRmDt37u08jRCg1aO6eEJgK9RLhwtmpY2Z6NPPk58ci+JdG9z9UbKTUd2DQSmbnuib0Wn0jGn1b1oFdmHeb5M4n36Cyet7Myl8Dn3qj0IppziEEEIIUf5sLqQXLVrEkiVLsFj+3j65sJAuLB5UVZVCWpQdgwt4BGKp0RZjxgU0aSfRWvLQxB8CzzqY3aqjyctEzc8s2BmxHDXzb88Xj0Qya90j7Ivbxju7ZnLw0k6mdpyPi6F8YxFCCCFE+bCptSMiIoJFixbh7+/Pa6+9RocOHQBYvnw5r7zyCm3btkVVVR5//HHZIlyUHY0O1ckT/JuhVquP2eABgD4zAZKPoFw5j6poULKSwWIu9/C8nKvzfz1WM7bNbDSKlm1nvmfiuh6cSDlc7rEIIYQQ4s6zqZD+/PPP0ev1rFq1iqFDh+LrW9Cz2rFjR0aMGMGqVat4/vnnWbVqFRqNtGGLMqR3Bo8ALCFtMboHoaKgsRjRJhxCSTqKasxHMeVBzhW7hKdRNAxvNpl3+nxPdZcg4jLOMGV9X3448j+rrU9CCCGEqLxsqnKPHTtGy5YtCQoKKnb82kJhzJgx1KpViyVLltxehEJcS6NFdXAH/yZQvQEmx4LNfnQ5ySiXDqNJPY2q6FByUsCcb7cwm/i1ZemDP9M+pAdGSz7v/z6L17eNJTMv3W4xCSGEEKJs2VRI5+fnU7169aKfHRwcAMjIyCh2XYMGDYiOjr6N8ISwwuAMrr5YQsIxuQcXbB2uWtBdjoX4w5CfCRYVslLsGqaHozev3b+S8e1eRafR89vZDYz/4QGOJh+wa1xCCCGEKBs2FdLVq1cnOTm56Gc/Pz8ATpw4Uey6xMREzOby71UVdzlFg+rgCj71wL8xRqeC958uLx0lIRpN0hFURYuSmw752fYNVVEY0nQc7/b9AX/XEBIyzzP1xwF8E7NMWj2EEEKISs6mQrp+/fqcPn266Od27dqhqioLFy4kKysLKLgh8Y8//qBu3bplE6kQ19I7g2s1LMHtMHsGY9E6oqCiv3IC4qNRMhOg8MZD1XLz8e6whtVbsfTBLXSq2ReTxciSvS/x+raxZBsz7R2aEEIIIWxkUyHdrVs3Ll++zO7duwFo3bo1YWFhREZGEhYWRlhYGDNmzEBRFCZOnFimAQsBgKIU9Er71EH1b47R9a9NWozZKIlRaOJjUFULijEbcq/aOdgCrg4evNz9YyaFzylq9Zi0rhfn0o7ZOzQhhBBC2MCmQvrBBx8kIiKCxo0bFx374IMPGDZsGB4eHmRlZVG3bl3eeustunTpUmbBClGM3hHVyRs1uDUWj9qYDG4ogD79AiQdRZN2FlWj/2s5PJO9owUKWj0GNX6Kt/t8T3WXQC6kn2TS+t5sO/29vUMTQgghxC1SVGnUvKG0tDR7h1DheHl5VZy8mPJR0uNRTvyM5sg6HNJOoqCS5xKIufEALLXvRaN3wOLsBa5+dzSUW83LlZzL/N/2CRyI3wHAoMZP8a+2L6HXGu5UiHZRod4vFYTkxDrJi3WSl5IkJ9aVR168vLzu6PiVjSzyLCo3nQHV2QM1sBlqtXqYHAv+gOuzE1EuxaBJO4VFo0XJuQL5OXYOtjhPJx/e6LmGkc2eAeC72I+ZufEhLmfF2zkyIYQQQpSGFNKi8nNwLdg6PLgNJregv5bDM6O7HA3xsSjZKaCAkpVUIW48vJZWo+WJNrN4/f5VuBjciUnax/gfHuBg/E57hyaEEEKIm9DZ+sATJ06wYsUKIiMjSU5Oxmg0Wr1OURRiY2NtDlCIm9LoUB09UAKaQvIRjFnJGLIT0OVdwZgQg8YrBHPNjmiM2ai5GeDkae+IS2hfowdLBvzEq788yanUGJ7bNIwnWs9i+D2TURTF3uEJIYQQwgqbCunIyEjGjh1LXl4eiqLg6emJk5NTWccmROkZXMC1OpYa4ZB2DkteGhpzHoa04xgTa6B41ED1qoGSdRnV4AJavb0jLiHQPZSF/Taw8Pfn2XxiLR//8X8cSdrPs13ew9Xgbu/whBBCCPEPNhXS8+fPJy8vjwkTJvDkk0/i6upa1nEJcWsUDaqDG4pP3YLl8LKScEg/i86UjSk+CsU9BIubLxqtDjU7Bdz87R2xVQ46J2Z2epfGvm1Z9Pt/2HV+I2fXHeWV+1ZQy6uRvcMTQgghxDVs6pE+duwYLVq04JlnnpEiWlQcemdw8kINboXFMxSTQ8EsruHqRZT4WDQpJ7FoDX/deJhl52CvT1EU+jYYzbv91uHnGkxcxhmeXt+XHWd/tHdoQgghhLiGTYW0h4cH1atXL+tYhLg9ioLq6A5eoahBLTG6BaEqGjSqCe3lw3DpMEpmMmh0FWbHwxtp4NOCxQN+omVAZ3JN2bz6y5Os+PMNLBU8biGEEKKqsHlnw6ioKPLz88s6HiFuj86hYDm8gBbgXQejc8EHPn1uCiTFoEk+gqqCYsyBnCt2DvbmPBy9eaPnFwxtOh6Azw+9y4tbHiUzP8POkQkhhBDCpkJ66tSp6PV6Zs2aRWZmZlnHJMTtcXADz0AsIeGYXAOxaB1RUDGknoCEY2jSTqNqDSjZl8FU8T8MajU6xrV7hee7LMKgdWTvhS1MXteb81dO2Ds0IYQQokqz6WZDb29vvvrqKx555BG6d+9O06ZN8fOzvmucoijMnTv3toIU4pYULofn2wDF7x6MOak4ZJxDa8zClHAI1SMQ3AJAZ0DJSkZ1D4RKsMTc/XWHUNOzPi9tfZyLGaeYvL43z3f9gA41eto7NCGEEKJKsqmQzszM5JlnnuHUqVOoqsru3buve60U0sIuDC7gVh1LzXZw5SymvDR0eRkYrl4gL+EIeARgCWqNJi8DNdcVnDzsHXGp1PNpxuIBm3h927+ISvidl7Y8xmMtn2VUi2loFNlfSQghhChPNhXSb775JpGRkdSrV4/hw4cTEhIi60iLiqVwOTzvWqghbTBmJqLNy0RjMaJNPozZLQDFLRDV3b9gVtrgXCHXlrbGy6k6b/X6kqWRr/B97HJWHpjPyZRonuuyEBeDm73DE0IIIaoMmwrprVu3EhAQwNq1a3F2di7rmIQoG3pnVCdPVP/maJOOY8xLw5CVhD7nMubkwyge/licq6EoKmRdBvcAe0dcajqNnsnh/0dd76a8t/vf7Dq/kac39OG1+z4h2KOOvcMTQgghqgSbvgvOzc3lnnvukSJaVHwOriiegVhqhGNyCym68VCfegIl6QialOOoWkeU3HTIu2rvaG9Zr/oP83af76nm7M/5KyeYtL43kRd/sXdYQgghRJVgUyHduHFjLl26VNaxCFH2tAZUBzfwbYji24h8t0BUQGfKQRMfBclHC9aW1hpQMpPAYrJ3xLeskW8rlgz4iSa+bcnKz2D2z6P5JmYZqqraOzQhhBDirmZTIT1x4kRiY2PZsmVLWccjRNkzuIKrD5aa7VE9amB2rAaAPjse5VL0X2tLqyhmI2Sn2DlY23g7+/Lf3t/Qq97DWFQLS/a+xNu7ZmI0V/zl/YQQQojKyqYeab1ez6hRo5g6dSr9+/enQ4cO+Pn5oVxnCbG2bdveVpBC3BaNFtXRDcU7FDW4NcasFDT5GWgsRnSXj2ByC0Tj7o+lWgOUnCuoBjcwVL62Jb3WwIxObxPq1ZBl+15l4/HVXEw/xcvdP8bTycfe4QkhhBB3HUW14fvfhg0boihK0VfH1yugCx05csS26CqAtLQ0e4dQ4Xh5eVXOvGSnwuVTaGO+R3NxHw5XL6ACeZ51sdTvgVq7a0EBrdGietYAjfaWhq9IeYm8sJU528eTbbyKv2sIrz+wilpejewSS0XKS0UhObFO8mKd5KUkyYl15ZEXLy+vOzp+ZWPTjPTAgQNvWjwLUeE4uKF4BGKpGQaZcZjz0tHmZ2DIOEdefCyKiw/mGuFoTHmo2Sng6mvviG3WLuQ+3u//Iy/+/CiXrp5lyvp+vHDvEsJr9LB3aEIIIcRdw6ZC+o033ijrOIS487R6VEd3FJ/6qAGtyc+6gmPaX2tLXz6M2T0AxS0Ai3cdlJw0VINLwcYulVRNz/q83z+C17eN5WD8Ll7c8hhPtZ3NsKYT5YOwEEIIUQZkKzRRtRhcwNkbNbgVVKuN0aVg1lmfkwrJh1ESYlDyMkDR/bWKh9nOAd8eD0dv3ui5hn4NH0VF5aN9r/PWjinkm3LtHZoQQghR6UkhLaoWRYPq4A4eIViCwjG7BmHWOaOgYkg5gZIQgyY5FlWrQzHlVdpVPK6l0+h5pv2bPB0+F42i5eeTXzFz0xDScpLtHZoQQghRqUkhLaoevSOqoxsENAbfphjdA1FR0Jrz0F6OhvgjKClnsOhcULJTIT/L3hHfNkVReLDxE8zr8TmuBg9ik/5g4rpenEqJsXdoQgghRKUlhbSomhzcCtaWDg1H9QzF5OIHgD77MiRHoyTGFux2qDWgZCZWyo1arGkd1JVF/SMIdq9DclYcz/zYnz0XfrZ3WEIIIUSlJIW0qJo0uoIdD71qoga1xeQWiEXn9FeLx/GC7cMvH0FVtJV6oxZrgj3q8H7/H2kZ0IlcUzYvbXmM72I/tndYQgghRKUjhbSougwuqE4eqIFNoXoj8t2C/m7xSIyChKNoUk5h0TujZKdB3lV7R1xm3Bw8mdfzC3rXH4lFtfDBntks2vMC5kp+c6UQQghRnqSQFlWbgxu4+WOpEYbqEYLJ+a9VPLKTUZNjIOkYSvaVv1o8ksBstHPAZUen0TO94wKeavMCAN/HLuelrY+Rbcy0c2RCCCFE5SCFtKjatHpURw/wqYMaEl6sxcPh8jGUpKNoEmNQFQ1YTChZyXDrm4FWWIqiMKLZ07zU7SMMWkf2XtjCtB8fJDnrkr1DE0IIISo8mwrpy5cvs2/fPi5fvlzs+IULF5g+fTr9+vXjX//6F1FRUWUSpBB3lN4ZnDywBN4Dvk3Idy1s8chFmxQFScfRpJxE1bsU3ICYc8XeEZe5LrX6s6D3t3g6+nAqNYbJ63pz4rL8+RVCCCFuxKZCetmyZTz66KNkZGQUHcvKymLkyJFs3LiRkydP8ttvv/HYY49x4cKFMgtWiDtCUVAd3FDc/ApaPDyvafHISoSkKEiKQclORtU7o2QngynPzkGXvUa+rVjUP4JQzwak5CQyLeJBdp3bZO+whBBCiArLpkI6MjKSOnXqULt27aJj3333HcnJyfTt25dNmzYxa9YscnJyWL58uc3BRUVFMXbsWNq2bUuLFi0YMmQI69evv+VxMjMzWbhwIf369aN58+a0adOGQYMGsWjRIptjE3cZraFgoxaf2gUtHu5BmPV/bdSSehIl/ihKfAyq2QQoKFcTinY9zMrKwtvbG0VRyMqq3GtO+7vV4N1+62kddC+5phxe2fo4X0d/iHoXtbMIIYQQZcWmQjoxMZHg4OBix7Zt24ZOp+OFF14gNDSUxx57jEaNGrF3716bAtu7dy8jR47kjz/+oGfPnjz88MOkpaUxc+ZMli5dWupxLl26xKBBg1i8eDG+vr6MHj2aQYMG4evry+bNm22KTdylDC7g6I4lqBlUb4TRNRgVTcEqHkmHUZKPokk+gqp3QjHm3FVL4l3L1eDO/z3wKf0aFGwrvjTyZRb+/jzmu2QtbSGEEKKs6Gx5UFZWFi4uLkU/q6pKVFQUTZo0wcvLq+h4rVq12LZt2y2PbzKZmD17NoqisHr1aho3bgzApEmTGDFiBO+//z69evUiNDT0huOYzWamTJlCUlISn3zyCeHh4SWeR4giioLq6I5i9sVSIxxNVgJGYxaGzDj0uSlY4g6jOnujOFXD4hGCkp2KqncGFHtHXuZ0Gj3PdHiTYI/afBj5KuuPriT+6nle7LYMF4ObvcMTQgghKgSbZqT9/PyIi4sr+vnw4cNcvXqVdu3aFbvOZDJhMBhuefw9e/Zw/vx5+vXrV1REA7i6ujJx4kRMJhPffvvtTcfZvHkzhw8f5oknnihRRAPodDZ9jhB3s2tbPILDMbsFYDa4owCGq2cgPgYlIRYlLwO0DgW7Ht5FS+JdS1EUhjQdzyv3rcBR58Qfcdt45sf+JGbKfQ9CCCEE2FhIt2jRgqioKLZs2UJmZiZLlixBURS6dV6wdnYAACAASURBVOtW7LrTp0/j6+t7y+NHRkYC0KlTpxLnOnbsWOyaG4mIiACgV69exMfH88UXX7Bs2TI2btxY6XtZxR1kcClYxSOgKfjeQ75bIKqiQ2Mxok+ORkk+VtDiodGCakaTlXQXzkn/rWPN3rzd53uqOflxNu0ok9f34djlg/YOSwghhLA7m6Zkx48fz88//8zTTz8NFLR2hIWF0apVq6JrLl68yMmTJxkyZMgtj3/27FkAatasWeKch4cHXl5enDt37qbjREdHA/Dnn38yb9488vPzi855e3vz7rvvEhYWdsvxibucoqA6uKO4+WKpGYYmO5F8YzYOGefR5WdgSYjC4uyNxtELi29D1KsJBFcLI90cxKEoDWHtVLTau6u0ru/TnPf7RzD750c4nRbLjIhBzL73Q8Jr9LB3aEIIIYTd2FRI16lTh9WrV/Ppp5+SmppKkyZNePLJJ4tds3PnTho2bMj9999/y+NnZhbsrObmZr0X09XVlYSEhJuOk5JScDPYnDlzeOKJJxg9ejQGg4Eff/yRN998k0mTJhEREXHDWfNre8HF36pEXhx0oNeC8SrkZ6Aas1ByUjBkXoSUo+BWjcgzfiz+tBqtGr7NhexgnpvlQGAATJ9q4L7uenu/gjJVy6U+y4Zt4YWNj7L3/BZe2jqGGV3fZvA9T970sVXi/XKLJCfWSV6sk7yUJDmxTvJSvmxuEm7SpAlvvPHGdc+PGDGCESNG2Dp8mShcsuvee+9l5syZRccfeeQREhMT+eijj/j666+ZOHHidceQFpCSDAZDFcmLAhhQvGqj+DVHyUrHIT8TjTkPU8JhLqY489MeR2rVaM/AyQ6EBCdxMjWEVV/oePb5XOa8mkfXLnfXzDRoeLX7/3h313NsOvEF87dP5ULqKZ5oPQuNYr1TrOq8X0pPcmKd5MU6yUtJkhPryiMvttz7djezqUd60aJFbN269abXbdu2zaa1ml1dXQG4evWq1fOZmZnXna22Nk737t1LnCvs5y5s/xDCKgc3cKmGGtIafOuR7x6CioLOlI3j5cN0qHWMZx+OpW4DBxwdzDStkcy811U6tIdFS1TM5rtv/WWdRs+MTm8zptVzAKyJep83fp1Mvvnu26RGCCGEuBGbC+ktW7bc9LqtW7fywQcf3PL4hcvaWeuDTk9PJy0tzWr/9D/VqlULAHd39xLnCo/l5ck//uIGNDpURzfwCMFSswMW10BMrgEA+Dqn0No3CiX5GErqSVSDG0peBprcNB4ZpRAfD4fu0l22FUVhdIvpPNf5PbSKjl9Of8uszQ+TmZdu79CEEEKIcmNTIV1aZrMZjebWn6Jt27ZAQZ/1P+3atQugxFJ71hQueXfy5MkS5wqPBQUF3XJ8oorRO6M6uIBPfajRFpN7ILmKOxpFxT3vDEr8YZT4IyhXEwuK6ewUagcVfLWWkmrn2O+wHvWGM7fHapz1rhxK2P3X8ngX7R2WEEIIUS7uaCF98uRJq7PBN9O+fXtCQkLYsGEDR44cKTqemZnJ4sWL0el0DBo0qOh4amoqp06dIjW1eNUyePBgDAYDn332GYmJicXG+fDDDwHo3bv3LccnqiBHj4Il8QJbQvVGZDsGk2vSo1FN6C/HoiQfQUmMQTXlgcbApWMJ6JR8qnnbO/A7r3VQV97tuw4f5wDOXTnOlPV9OZFy2N5hCSGEEHdcqW82nDVrVrGf9+/fX+JYIbPZzJkzZ4iOjrZp1Q6dTsecOXN46qmnGDlyJP369cPV1ZWffvqJixcvMnXq1KK2DYDVq1ezaNEiJk+eXLQkH0BISAjPPfccc+bMYcCAATzwwAMYDAa2b99OXFwcw4cPp3379rcc3/+zd+fxUZXnAsd/7zmzZ50sJCRsCfsioJRNFGtxq6CV1vbihrde7XWt1q2iWLVFsfZaFLFq916qvdat1rUgKqhsIgiyKWtIyL4nk2SWc977xwBKCQJDkknC8/0nMHPmnOe8n5nkyZv3fR5xAlIG2pOKSg5j952IJ1BF0dpm+iftwhEJYJeux/KkYriTiOSM4fXXGjmpTymjRvTiOPb0dhn5acN44oI3uHvRZeyq2cKtb1zEvd/6HeN6Hbo/QQghhOgujvon/CuvvHLg30opCgoKjljLefDgwdx5550xBTZhwgSee+455s+fz1tvvUU4HGbAgAHcfPPNXHjhhUd9niuuuILc3Fz+8Ic/8MYbb2BZFgMGDODaa6/lBz/4QUyxiROUw4X2pKDS8tB9J+ErqaWotIneSWU4m8oJF2+gvDGR1/4viWVrBjH7lnrMYDU4MkF1t+odh8pMyGHe1Fd5YMl/sa7kA2YvvoKfTPoVl46/Id6hCSGEEO1C6f014o5gfydBrTVXXnklp59+Otdcc02rxzqdTnr06NEt1h/X1NTEO4ROx+/3n7jjojU016AaylG7llK/dine+m2kuBppiThZXnwyO/R4hpw9npNPz8YI1mMn9QRvarwj7zBhK8SvP7qNxdtfAODqCXfzH0NvQp0Av0wcrRP6M/Q1ZFxaJ+NyKBmT1nXEuPj9/nY9f1dz1DPSX93cN336dMaMGXNUG/6E6FaUAk8yWBF07jdIaahEFzYRrPwcjyPMpL4bmdA3CbIT0OEktCsBFShHmy5w+dokhEAgQO/evQEoLCzsdMX3naaLO0+fT1ZiL/766Tx+v/IhCiq3ceukR3GaUn9UCCFE9xHTZsPx48eTn59/xOM+/fRT/vGPf8RyCSE6L8OB9iRDcjZ2v4lYKX3YVNaC1hq3bsJRtgFVvhWjdCMaQDlQjaVgheMdeYdRSvGfp/yUWyc9iqlMFm9/gXsWX05jqD7eoQkhhBBtJqZE+q677uLFF1884nEvvvjiYTckCtGlOT1odxKk5xHpM4HdtRG2VUYTZWdzBapkA5RuwSjZgnb4wI6gGspA23EOvGOdP/gy5k1/GY/Dx9riZdz25nSqmsqO/EIhhBCiC4i5/N3RLK22bVvWRYruy50EnmQimUP5qDDMjpoIEXdKtLF4fQGUbYLKLajqHdH60qEGCFRG11mfQCblnce88/+B35vJjupN/Pj1qRTWHVrbXQghhOhq2rWOdGFh4YE23UJ0O0qhPSngS2V1scXakhBBXy62w4OhLVyVm6H0C1TpJlRDKbYnBaOpCppr4x15hxuYMZL5014nNzmfssYifvz6BWwuXxPvsIQQQojjctSbDRcsWHDQ/7du3XrIY/vtryO9Zs0aTj311OOLUIjOzHBgu5MpbtR8WGjx47Q8QsrCXbMN0wriLFtLxO0Fpw/cCWh3IipQgTad4D6xfsnsmdSXx6f+k9mLr2Br5TrueOv7zD7zGSb2OSfeoQkhhBAxOaZEWimF1hqlFFu2bDmo62Br0tPTufXWW487SCE6s4SUdNZ/voskM0LjFx9hbw0QjjTjqt+DM1SHXfoptisB5fFh9RqLMl2oxrJoMu1wxzv8I2rLKiGp3gx+9e0X+cV7P2J10RLuW/Kf3HLqrzh/8GVtFa4QQgjRYY46kZ47dy4QXRt99913M2bMGC6++OJWj91fR3r06NG4XFLuSpwAXImYbg09hkBzLVYkSMRqwREox9VYQrBkHdrpxTDd2LmnoEKNqPoSdGovMI6t86FlgS9hEg5nFus3GIwfpzHNrrMXwetM4Bdn/YV5H93B29v+xq8/uo3KphKuGH2b7KkQQgjRpRz1T/Dp06cf+Pcrr7zC5MmTD3pMiBOaUuBNAU8yds4ojKZawpEWVKQFM1iPq3YXQacPXB4MVyJ2jyGollpUQxk6uSeoo9uusHSZZv6Tbvr1fxWAO2dBz2zNjdfDGZO7ThJqGg5uO+3XpPuyeXb9PP533f9QGSjl5lMfxjzGXyyEEEKIeInpJ9bChQvbOg4hujxlmGhPKsq20H3HopqqCNkR3FVfYFhBXJWfE3Imo5UH5fKgU/pitNSgAy5IyDhiG/GlyzSz79OcOtHggZ8p8vNg5y5Y+Gz08TkPdK1kWinFD8f8lIyEbJ5YMYs3v/grNS0V3PPNp/A42qZ5jRBCCNGe2rVqhxAnHIcr2qwlJRc7fxKk5hFKyUMrE9MO4iz/FCo2ocq2oBor9lXyqITmr2/palmaBb/RnDoR5s5RjBiu8PmiX+fOUZw6ERY8pbGsrlda74IhV3Lft/6Ay/SwYs+/uPPtH1DXUh3vsIQQQogjimlGesqUKUd9rFKKd955J5bLCNE1uRLQdgSV3h+7XyMq1EDIDuGq3Ykj3Ihduh7LnQSmC1zfQLuTo5U8DEe0/Xgr1m+AklK4716FYRw862wYiisug2tv0KzfAKec3BE32bYm9f02j5z3d+5dPJPN5Wu45Y0LmXvOc2Qn9Yl3aEIIIcRhxZRI7927t63jEKJ7cSejbQvVYygEG7HsIJFIC87GYpzNlejitdimB+X0YOWMQTk8qMZStGGC69CqGFX7Jmjz81q/3P7Hq7rwRO6IrHE8NvVV7lp0KYV127n59Qt46Jzn6J8+PN6hCSGEEK2KKZHeunVrq49rrSkpKeHDDz9k/vz5fOc73+GOO+44rgCF6JKUAk8K2JHo5sNQgEg4hLKCOJqrcNUXESxdizadGKYLO+dklNaohlJ0Sq9DyuKlp0W/7twFI1rJK3fuOvi4ttSRVUL6+gfzxLTXuWvRJeyu2cpP3ryIB6b8iZNzTmuX6wkhhBDHo03XSCulyMnJ4Qc/+AHPPPMM//u//8vf//73tryEEF2HYaK9qajETHSvb0DWKMJJvbGdiShsXNU7oGQ9quxzjLLNaKcPtI2qLwYrdNCpRo2EntnRjYW2ffA6aNvWLHxW07Nn9Li2tHSZ5ofXRKuE9OrzW+6c5WbGZZqly9pvLXZGQk8eO/9VRmZPoCncwKxFl/Dezn+02/WEEEKIWLXbZsPhw4czcuRIqfAhTmzm/s2HPbHzJ0LmIIKpfbHNaBtxd9VWdMlnUL4Zo/JztDsF7DCqoRTsyJenMRU3Xq9YvgJmzdZs3KRpaop+nTVbs3wF3HidatOZ4v1VQgb0N3j6ScWiNxVPP6nIz4fZ97VvMp3oTuHhc/6Pyf2mEbHDPPj+tby06bftdj0hhBAiFu1atSMtLY09e/a05yWE6PycPrQrEVL7YOedDv5+hPx5aMOBYYdwV2xAlW6Fko2omp1odwoq3IxqKAPbOnCaMyYr5jyg2L7D5tobNOecr7n2Bs3OXTDnAdWmpe86Q5UQl8PDPd98houG/RcAT636Gc+sfgBb2+12TSGEEOJYtFvng9raWtauXUtSUlJ7XUKIrsOdhNYWKj0fu+9pqEiQkBXBVbMdM9KMo3QtYYcL5XCDw42d2BOjpRYMA52YdaBhyxmTFSePDjJs+Awcziyee/YJxo/ztPma5c5SJcQ0TG4YP4cMXza/X/MgL2x8iurmcm4/bR5OU7qmCiGEiK+YEumPP/74sM81NTWxa9cu/va3v1FdXc2MGTNiDk6IbmP/5kNtQ/YwCDdjRcKE7TCuut04Q/XokrVYpjvaMjzXiZ2YgdFcg1aOgxq2mCY0BT4CYNTIx9tl419nqhKilGLGyJtI92XzPx/8hCU7XqKmuYL7p/wRnzOx/QMQQgghDiOmRPqKK65AHaELm9aasWPHctttt8UUmBDdjjIOdD60c0diRFqwdgcJW2GcjXv3lcX7BMt0okwH9BqD7UnFaKrEVoDvyN0P20o8q4QcztkDvk+qJ4MH3v0v1hYv49Y3p/PQ2c+S5uvRcUEIIYQQXxFTIn3RRRcdNpF2Op1kZmYyduxYJkyYcFzBCdHt7K/koTV2rzGYkSYiVgRlh3A0VeAKlBAqXottOMFwQu4p0TXTgSq0MsHXMZnrV6uEzJ3DQcs72rNKyJGM7XUmj57/MvcsupztVZ/x49en8fC5/0evlPyODUQIIYQgxkT64Ycfbus4hDhxmC60JwWlbew+EzCCQcLaBjuCo6UGV30BwWITTCfKNLFyTka5k/Z1PzRpx60NX4ZoKm68PlqdY9ZszRWXRZdz7NwVTa6Xr4hucGyvetJfZ3DGaB6f9hqz/nUJxQ27ufmNaTx49rMMyeyCLR2FEEJ0ae1atUMIcRhOT7QsXlI2dv4EyBxMOKUvlisZhcZdtwtVvAZKt2GUbEDbNji8qIYyVLC+Q0LsyCohxyo3OY/Hp73GoPSR1LVUc/tb32V10btxi0cIIcSJ6bintsrLy1m3bh3l5eUA9OjRg9GjR5OVlXXcwQnRrbkSom3EU/pg55+OYYUIYeOu3oERDuCq3kbQ8KAcBoYysXNHoxxujIZyEl2KxlD7lZ7br6OqhMTC783kf85/mQeW/BefFC/l3sUzuf30eZw94PvxDk0IIcQJIuZEuqysjAcffJAlS5Zg2wfXdVVKMWXKFO655x6ys7OPO0ghui1PMlrbqLT+2PkRjEiEoGXhrt2BEWnBXbWJoNOJMsx9yfQovEmpFG5cgU7KAXdCu4fYEVVCYuVzJjLn7IX8z4fRah6/XHYT1U1l/OCkG464IVoIIYQ4XjEl0mVlZcyYMYOSkhK8Xi+TJk0iNzcXrTUlJSV8+OGHLF68mM8++4znn39eZqeF+DqeFDQald4fu38Yxf6Z6e0YdhhX6QZCGChlYJgO7OyTUIBqKEHTE9wndgk4p+nip5OfIM3bgxc2PsXv1syhqqmMa8c/gKFk9ZoQQoj2E1MiPW/ePEpKSrjgggu45557SE1NPej5uro6HnroIV599VUee+wx5s6d2ybBCtEt7asxrbVG9RiMtiPY9hKCWuOu3oZpB3GVrSeICRgYKOyeX0mmVQ642n9mujMzlMF/j7uPdF8WT6++n5c3/47q5nLunDwfl+mOd3hCCCG6qZgS6WXLltGrVy8efvhhTNM85PmUlBQeeughPvnkE95///3jjVGI7k8ZXzZsyRqKjoSwrfcJaTva/dBqwV2+jiAKTI0B0WRaa1R9CTq55wmfTANcPOJa/N4e/OqDm3l/16vUtVRx/5Q/keCSDqtCCCHaXkx/92xqamLUqFGtJtH7mabJqFGjaG5ujjk4IU4o+2pM401F54yEPpOwknoSSs1HozAjzbgq1kHxZqjcilG2Ge30gWGi6ksgFIj3HXQKU/p/lwfPfhavI4F1JR9y65sXUdVUFu+whBBCdEMxJdL5+fkHqnR8nfLycvLzpVGCEEfNcES7H3pSsXuNhj4TsZJzDyTTjnATrpJPUMUbofxzjPItaGcCGI5oMh1sjPcddApjcifz6/NfIdWTwY7qTdz8+jSK6nbEOywhhBDdTEyJ9JVXXsmaNWv44IMPDnvMhx9+yJo1a5g5c2bMwQlxQjKdaF8qypeO3WsM9J4QTaZT8vYl0wGcJZ+gijdA6aZ9ybQvmkw3SDK938CMkcyf9jq5yXmUNhZy8xsXsKV8bbzDEkII0Y3EtEZ67NixXHrppVx33XWcf/75nH/++eTk5ABQXFzMm2++yVtvvcVll13GuHHjKC4uPuj1+48VQhyG6Yq2EifaStzAxt5jE0bjrNuFI9wIpZ8QBjRgKIWdOQQVaW7zah4JCQlUV1e3ybk6Wk5yPx6b+k/uWXw5X1Su5463v8fPzvw943pPiXdoQgghugGltT7mrg5DhgxBKRWtMnCYWq2He04pxebNm4890jipqamJdwidjt/vl3FpRbuMSySIaq5BN5Rj7FmBKlyNWVeMq3539GlnEuGeY9A9T4IeQ7Gzh6MizWAF99WZjn9pvM7wfmkOB3jg3atZs/c9DGVy+2m/5pyB/xG3eDrDmHRGMi6tk3E5lIxJ6zpiXPx+f7uev6uJeUZaCNEBHO7ommlA9z0VAEt9TAhw1u/GEW6AkjWEAJTGwPpKnelitM6KVgPpQgKBAL179wagsLCQhITjr0bidSbwi7P+wqMf3so7O17kkQ9upqqpnBkjb5TGLUIIIWIWUyK9cOHCto5DCHE4Tg+alIOTaRtQ4KzbHV3mUbKGkNKAjaE1dtZwlFKohjK01uBN/bornBCcpos7J88n3ZfF8589yR8+eZCq5lKuH/8LadwihBAiJjG3CBdCdCCnN9r9UGt0n/GgbawiBVrhrN+3Zrp4DSGtQINh29g5I1AuH6qxDG1b4EuLNn85gRnK4Jqx95Lmy+KpVT/jH5v/QE1zBT+d/IQ0bhFCCHHMJJEWoqtw+tCwb2Z6AigDSwFK7duAGICSjwlZFsreNzPd8ySUKxEVqEBjgy/jhE+mAb43/EekeXvwy2U3sXTXP6ltruSBs/5Mois53qEJIYToQuTvmUJ0JU5ftGlLYja676noXt/ASskhlNLvQGk8d9knUPwpqmIzRsm66Gy0OwUjUAmBymj3RMGZ+Rfx0DnP4XMmsr50Obe+cRGVTaXxDksIIUQXIom0EF2N0xtNphMyosl073FYKb0P1Jk2I024Sj+F4vWosq0YxZ+irRZsrx+jqRLVWAa2Fe+76BROyTmdR89/Bb83k501m7n59WkU1m2Pd1hCCCG6CEmkheiK9ifTiZnYvSdAn/FYqb0JpQ1EKxPTasFd+ikUrUNVfIG5dy0q2Ijt9aOa61ANpWCF430XncLA9JN4fOrr5CbnU9ZYxM2vXyiNW4QQQhwVSaSF6KqcXrQnBZWUid17PPQ5FSsph6B/ANpwYNgh3JWfQeEaqPgCVfwpqqkW25cOoUZU/V6IhOJ9F4ewLPAlTCI59bus32BgWcdc6v6Y5ST35fGp/2Rwxmjqg9Xc/tb3WFm4uN2vK4QQomsz77///vuPdFBxcTGWZeHxeDogpM6lpaUl3iF0Ol6vV8alFXEZF9MZbQ1uGNFOiIYDHWzANpyYoXoMO4zZXIUdaUEbDpQVBHciOqEHKtyICjWCwwtm++07PpZxWbpMc/e9Bk7XpSSnXMDiJQ7+tQiyekC/vu27SdLj9PGt/Olsr/qMPXXbeH/XP8lMyGFA+kltfi35DLVOxqV1Mi6HkjFpXUeMi9frbdfzdzVHlUiPGzeO6upqpkyJttWdNWsWtbW1DBs2rL3jizv5oB5KvoG1Lm7jYjrAdKKUifb5UQ4vuqUW23BhhBow7BBmcw12uAmNA2WHwOlGJ2ZHW4oHG8B0gcPVLuEd7bgsXaaZfZ9m1EjFPXcpfnyjYtKpisIi+MtC6J/f/sm003TxzfzvUNZYxI7qjSzf8y8chpMRWePbtHGLfIZaJ+PSOhmXQ8mYtE4S6Y53VEs7tNZ8tZP4K6+8wieffNJuQQkhjpHDHZ2R9qVj54xC538TO60XQX9/bKcPpS3c1Tswi1ajSjdFl3lUbkO7k0GZqIZiaKmLW/iWpVnwG82pE2HuHMWI4QqfL/p17hzFqRNhwVO6Q5Z5OAwnd54+nxkjbwLgj5/MZcHKu7Fkg6YQQoh/c1SJdFJSEiUlJe0dixDieDhc0RnphDR0zih0/7PAn08wbQCWOwWFxtWwB7NoNZRsQZVswKjYinZ6weGNbkAMVMSlPN76DVBSCldcpjCMg2d+DUNxxWWKkpLocR1BKcXV37iHG8bPQaF4dcufePD9/yYUkRkwIYQQXzqqhZEnnXQSK1euZNasWeTm5gKwdetWFixYcMTXKqW44YYbji9KIcTRMZ1orx+Fgh7DsQ0Hxo4PCCkHzroCHM1VuAKlqKIVhCNB0Boj2IydPQLlSsZoqkLbEXRCDzDMDgu7qjr6NT+v9ef3P77/uI4yffjVpHozeGTZj1m2+3VqW6r4+ZQ/k+hO6dhAhBBCdEpHlUjfdtttXHvttbzyyisHHtuyZQtbtmw54mslkRaigxmOaDKtFGQMwlYOjIKPCKPAcOIIlOJsqUIVryJkh1B2CMMOYWePQHv8GC21YEXQSVnRtdMdID0t+nXnLhgx/NDnd+46+LiOdGb+RaR6MrhvyX+yoXQFP3nzIuae+zcyfNkdH4wQQohO5agS6eHDh/P222/z2WefUVpayl133cWYMWO4+OKL2zs+IUQsDBPt9YMyUMYgbIcHw3QRNh1o04mzvhBHqB5VvJpQpBkVDmJEQuisEdgJaaiWGlTdXnRST3C2f7WeUSOhZzYsfFYzdw4HLe+wbc3CZzU9e0aPi4eTc07j1+f/g7sXXcqumi38+LWpPHzu/9EndWB8AhJCCNEpHHXNq4SEBCZMmADAXXfdRZ8+fZg+fXq7BSaEOE7KAE8qGoVK64dtOjBcCUSKDbRy4qzbhRlpxl26jmCoCWW1QCQI2cPQyb1QwTpUXRE6MQs8Se0aqmkqbrweZt+nmTVbc8Vl0eUcO3dFk+vlK2DOAwrTbN+qHV9nQPoIHp/2Gnf96xL21u/k5jcu5MGzFzKsxzfiFpMQQoj4iql47JIlS/D5fG0dixCirSkF3lS0MlCqN7bpQjncRIrWYjucuGt2YthhPFVbCEaaIBQCOwjBZnSPAahwM6qhGG2lgS89mpy3kzMmK+Y8APOftLj2hi+v07NnNIk+Y3L8kugDsSRFG7fMXnwFWyvXccdb3+feM59hQp9z4h2aEEKIOIgpkd6/4XC/mpoaysvLUUqRmZmJ3+9vk+CEEG3Ek4w2TJQysPtOwnB6sfesJqicuOp2YoSbcNfuIhRpwbKDqGAIFWnCzhry5SZEK4xO7AFG+zVvOWOy4uTRQYYNn4HDmcVzzz7B+HGeuM5E/7tUbwa/+vaL/OK9a1hd9C4/W/JDfjLpV3x70KXxDk0IIUQHO66fiH/7299YuHAhu3btOujx/Px8Lr/8ci655JLjCk4I0YZcCftmpg3sXuMwHF7swpUETQeuugLMlhpcjcWEC1uIBANgt2BEmrGzRqC96RjN1WCFouumHe52C9M0oSnwEQCjRj7eqZLo/bzOBH5+1l+Y99Ht/Gvb8zz64a1UNZVx2ahb2rRxixBCiM4tpkTatm1uueUWFi9ejNaa5ORkcnJyACgpKWHHjh38/Oc/Z8WKFTz++OPyg0WIzsLpKmvdowAAIABJREFURSsTpRQ6dzS4k1AFHxFSJs6GIhyBMlzN1RjFqwhHGsEKY0SC6Mwh2InZqJbqL9dNuxPjfTdx5TCc3H7aY6R7s3luw+P8ee0vqW4q44YJD2J2YOlAIYQQ8RNTIv3888+zaNEi8vLyuPPOOznzzDMPev7999/nkUceYfHixTz//PPMmDGjTYIVQrQBhwvtS0MZJvRwYju9GM7lhA0T2+HBWbcHRziAUbKOUDCADgVQoQBkDkGn9Yuum67fi/a1/7rpzk4pxVXfmIXfl8lvVt7LP7f+mermCu4+40lcjvavdiKEECK+YvoJ+PLLL5OYmMjChQsPSaIBvvnNb/KXv/wFn8/HSy+9dNxBCiHa2L5a09qbAhkDsPt/C3p/AyulN6G0QWjDiWGHcVdtwdyzfF8nxPUYpZvRpgNcyRiBSlR9CViheN9N3E0fdjWzz3wGp+Hiw4I3uGvRDBqD8Wu5LoQQomPElEhv376dCRMmkJGRcdhjMjMzmThxItu3b485OCFEO9pfHs+dCP7e2PmT0X1Ow0ruRTBjCLYrEaVtXPV7cBR+BHvXQ8kGjKK1EG7G9mVAOICqK4JQIN53E3dn5F3I3HP/hs+ZxIbSldzy5neoDJTEOywhhBDtqF3/Jitro4Xo5JQCTwrakwKJWdh9x0L/M7BT+xJMG0jEm4ECXM0VuPauRO39BFW2BVW8BlVfivakAQaqfi80VYO2431HcTW65yTmnf8P0r1Z7K7Zyk2vT6Og9ot4hyWEEKKdxJRI5+XlsWrVKmpqag57THV1NStXriQvLy/m4IQQHcSVgPamoRIy0LknoweeC5lDCPv7EU7ugwYc4QDu0nWoPStQez9D7V2DqvgC7fSC04fRWCZLPYD+6cN5fNpr9E4ZQEVgL7e8fiGbyj6Od1hCCCHaQUyJ9PTp02loaOCHP/whq1evPuT5VatWcdVVV9HY2Mh3v/vd4w5SCNEB9m1CxOeHHoOwB50FvcYSSemzb920a9+66c8xCpdDyQbUvqUe2gpj+9K/XOoRbIw5jISEBKqrq6muriYhIaENb7DjZCf14bGprzIk8xQaQrXc8fb3Wb7nX/EOSwghRBuLqWrHpZdeygcffMCyZcu48sorycjIIDc3F6UURUVFVFZWorXmjDPO4NJLpUmBEF2G4UB700CZKKMvtsuHcqdiFa2mxeHGVbcHM1iHu7GY8J4A4aYGVKgBI9KEzhyMTsxGhRpR9cVonx+8afG+o7hJ8aTzq/NeYM77/82qwne4f8kP+fHEXzJtyBXxDk0IIUQbMe+///77j/VFhmEwdepUEhIS2LlzJ2VlZZSWllJaWkpTUxM5OTlcd911zJ49G8Po2qWxWlpa4h1Cp+P1emVcWtFtxkUpcHrAMFGmC+1LB08yKtSEta8+shlqxLSCGIFyrFAz2BoVaQYNOjETZbqiDVwiQdxJqbSEwnG+qfhwmi6+mXchlYEStlV9xsrCxUSsMBPzz+oe75U21m0+Q21MxuVQMiat64hx8Xq97Xr+ribmzoaGYXDVVVdx1VVXUVJSQnl5OQA9evSgZ8+ebRagECJOXAlowxmtN+0che1OwShcScR0YZteXPUFmHYQT9UWQi21WME6VKgJ1VKNzhyK7ctAtdSgqwvAcoM7KZqkn2BMw8Ftp/2azIQcFn76KM9teJyacDk3jXsYl9l+HSKFEEK0v+NqEb5fz549JXkWojtyuNBGGhgOVI9B2J4klC8Na++nBF1eXHUFGKFG3I17iYTqCbfUR0vhhRohfSA6tReYLlRNMdrrh4R0MNrk206XopTiylPuICuxF/M+uoO3tvyN4poC7p/yR5LcqfEOTwghRIy69roLIUT7M8xovWlPMqTkYuedDgO+hfbnE0wfRDgx+ku0I9SAu2QNquAj1N5NqL1rMUo2YisD7UnBaKlF1Z7YNafPG3QJD57zVxJcSawvXc4tb1xIWWNhvMMSQggRo06dSG/YsIFrrrmGsWPHMnr0aC6++GJee+21mM8XDof5zne+w+DBgznvvPPaMFIhujmlwJ2E9vpRvgx0rzHYg86BrBFE/P0I+vt/pRviF5iFH6CKPkWVfYbe+RGqqRrb4wdsVN1eaKwA24r3XcXFN3K/ye//410yfD0pqP2Cm16byrbKDfEOSwghRAw6bSK9atUqLr30UtasWcO5557LJZdcQk1NDbfffjtPP/10TOf8zW9+w549e9o4UiFOIE4POiEN7U2FrCHYA85C956AldqXlozBWO5UFBpXoAzX3hWwezXsWY8q+hhVuQPt8IErCaOpClVXCOHmeN9RXAzqMZInLniDPP9QqpvL+cmbF7G6cEm8wxJCCHGMOmUiHYlEmD17Nkopnn32WebMmcNPf/pTXn31VQYOHMgTTzzB7t27j+mcmzZt4re//S233npr+wQtxInCcIDXj/akQmov7LzJ6IFnQ/pAQv7+hJN7o1GYkWY8Feth57uw91NUyWqMoo8hVI+dkAG2FU2mA5Un5Ox0ZkIO86a+yik5k2mJNDH7nZm8vnVhvMMSQghxDDplIr1y5Ur27NnDtGnTGDZs2IHHExMTuf7664lEIrz88stHfb5QKMRdd93FqFGjuPzyy9sjZCFOLEqBOxHtS0MlpkPOKOzB50POGCKpfQmmD8F2+lDahro9uPZ8hNqzFlX8GarwY1TFNrQrCZyJGIGKaIvx8IlXyirRlcyDZ/+Vcwb8AFtbPLb8Dv64Zi5a63iHJoQQ4ih0yu3z+7slnnbaaYc8N2nSpIOOORoLFiygoKCAV199FXUClt8Sot043F9W9TBd2J5EVGImunQtQacXR2MJzsYSHOFGjJJPCAcqsFpGoFoaUM1V6MzB2L50VLAeVVcYbQbjTY1ucDxBOE0Xd5z+OFmJvQ+UxyttLOT20+dJeTwhhOjkYpqRXrBgAUuWHHk937vvvsuCBQuO+fz7l2307dv3kOdSUlLw+/0UFBQc1bk2bNjA73//e2666Sby8vKOORYhxBEYZnSphzcVknLQfcehB30bskcQSe0LGUOwTTeGtnDV7cJZ8AFq7yeo0o2oPatR1TvRrkRwejEC5aj6ohNu7fT+8ni3nzYPUzl4d+fLzPrXJTQEa+MdmhBCiK8R04z0ggULmD59OlOmTPna4959911eeuklbrzxxmM6f2NjIwBJSUmtPp+YmEhpaekRzxMKhZg1axZDhw7lqquuOqYY9ktISIjpdd2djEvrTuhxSUgAOwLNyZCaDuk5ULgBitehHB50QzEqUI4zWItj78cQKIfsEWA3QaQRegyBjN4QrIdgBZhp3brudGvvle+dfDW90/OZ9eblrC9dzq1vXcSjF7xEz+Q+cYgwPk7oz9DXkHE5lIxJ62RcOla7/oSyLCuuLcIfe+wxCgoKeOmllzDN2P5UHAicuDVvD8flcsm4tELGZR/tBjuCcqWjc8eQmN6Lli3vgeHEcCTiaihE2SF09TYigQoidcVQU46uKUFnDkSn9gOcGFV70bUV6IRMcCV0q66IX/deGZ4+nsemvsrdiy5jV/VWrv77mcw5eyGDMkZ1cJQdTz5DrZNxOZSMSes6YlxcLle7nr+radcsd/v27SQnJx/z6xITEwFoaGho9fnGxsbDzlbvt2nTJv785z9z7bXXMnjw4GOOQQgRo69uRPSlYeSOxB7ybXS/07DS8mjJHEbEm4ECnMFa3MWfYBR8AHvXoYpWYxSuRjXXY3vTAYWqK4LGMrBC8b6zDpOfNuyg8ni3vnkRHxW8Fe+whBBC/JujnpGeNWvWQf9fu3btIY/tZ1kWu3btYuPGjZx11lnHHFS/fv0AKCgoYMSIEQc9V1dXR01NDSeffPLXnuPzzz/HsiyeeOIJnnjiiUOe37VrF4MHDyYpKYk1a9Ycc4xCiCMwXWhfOobXjJbJc6egUnJRhR8TdnqwAim46gsxrBDu+gIizdWEmyohvQ6aa1Dp+dhp+eDwoFrqIBRAJ2SAOwlUpyw41KYyE3J4bOo/+cV7P2LN3ve4f8lV/Gjsz7h4xLWyaVoIITqJo06kX3nllQP/VkpRUFBwxA1/gwcP5s477zzmoMaOHcszzzzDhx9+yNSpUw967qOPPgJg3LhxX3uOfv36cfHFF7f63IsvvkhSUhLnnnsuXq/3mOMTQhwlpVDeFLSvGWU6wDUC2+dHlXyGVbaJFlcCzoZSHE3lOMINGCVrCdcXYzWdhGqpx2goR2cMRCdlo8JNGPXFaFdidLmH0xPvu2t3Ca4kHjx7IQtW3sNrW//CMx8/QFH9Tm6a+BAOwxnv8IQQ4oSn9FEWLN1fbk5rzZVXXsnpp5/ONddc0+qxTqeTHj16kJubG1NQkUiE8847j7KyMv7+978zdOhQILqkY8aMGezatYvXX3/9QBWO6upqampq8Pv9pKWlHfH8gwcPJi8vj7fffvuIx9bU1MR0D92Z3++XcWmFjEvrDoyLtiHYiAoF0M01qOrdGEVroWYHRqAKZ0MhRiRaSzri9BFOHYzOHAD+3uDvi50+AJw+VLgRtI32+KOl8syul1Ae63tFa83Lm3/H06vuQ6M5JWcyPzvzdyS6U9oxyo4nn6HWybgcSsakdR0xLn6/v13P39Uc9Yz0V2eAp0+fzpgxY444KxxzUA4Hc+bM4eqrr+bSSy9l2rRpJCYmsmjRIoqKirjlllsOKmX37LPPsmDBAm688UZuuummdolJCHGclAGeZLTDgzKd4ErETsxElW7GKlmH7fLiaKzAESjBEW7CrFhPOFBEpHEoKlCDEahEp/dH+/uBtjCaq9GhBrQvvdsv91BK8b3hPyInqR8Pvn8ta4uX8eM3pvHg2X+lZ9KhZUKFEEJ0jJiqdsydO7et4zjEhAkTeO6555g/fz5vvfUW4XCYAQMGcPPNN3PhhRe2+/WFEO3E4UKb6dG1zw4Xtmff2um9nxCp2oblTsbVUIQRDuBqqsBRVEeorggCQ6G5AlVfis4YgJ2QiYo0n1DLPSb2OYd5U1/l3sUz2VO7jZteO58HpvyZ4Vlj4x2aEEKckI56acfhRCIRamtrCYUOv6M+JyfneC4RV/Kno0PJn9RaJ+PSuq8dFysMwQZUqAmaKlGlW1DFn0L9XszmSpz1e1E6ggYsZyJh/0DIGIRO7wOpfbDT+0eXe4QawLajTWG8/k6/3ON43yuVgRJmvzOT7VWf4TTd3Hn645yZf1EbRhgf8hlqnYzLoWRMWidLOzpezHWkly9fzlNPPcWnn35KJBI57HFKKTZv3hzrZYQQ3ZnpjHZFdLhRpgvtTkKn5GCUfEqkbCuWJwVnfQmO5goc4cboco/GvViB4RCoim5GTMtD+6PLG4zmGnSwIdpq3JPcbVuNZyT0ZN75/+ChpdezYs+/ePD9a9lbv5PLRv1EKnoIIUQHiimRfu+997jxxhuxLIuUlBR69eqFz+dr69iEECcCpcCVgHa4weFEOTxYvnRUWj6qaC1hpw8rkIqzYS9GpAlXUzlWYS3hhkJ0xlBUcyVGYwl2+qDomutIC0ZjKbqlLlour5s1c9nP60zg/m/9kd+v+QUvbHyaP699hKK6ndx62qO4THe8wxNCiBNCzC3Cbdvm7rvv5rLLLou5a6AQQhxgOPbNTntRDjd4krCTslBlW7FK12O7EnE0VeBoLMa0QxjV27EaSgnXDEBn5qPqy1H+fujMfGxfGirUHG3m4kpEJ6SDs/uVujQNk/8edz+5yfnMXzGLd3a8SGljIQ9M+SMpnvR4hyeEEN1eTIn09u3bGT16NDNnzmzreIQQJzqnZ9/stAflcEeXafj7oErWEy7dQsSdjLOxDEdL1YHlHpGGPUTSBkFjBQRKUf48bH8/8PhR4QZUbSHakwy+NDC7X3vbaUNm0jOpLw+8ezUby1Zx02tTefCcv9I7ZUC8QxNCiG4tpnpRPp+PjIyMto5FCCGi9rcZT8iIziZnDMQacBZ6+DTIPolwxkCCaYOwnYkoNM6WatwlH2Psfh8KVqP2rMLYsxxVvRNtetHuJFRLHapmDwQqwT78vo72FAgESEtLQylFIBBo03OPyT2DJ6a9TnZib4obdnPTa1NZV/xhm15DCCHEwWJKpE899VQ2bdqEbdttHY8QQnxp/3IPXzoqKQuyR2IPnYrO/xZ2xhCC6YMJJfdFGy4MbeFuLMZdtBy1axkUrUUVfYy5ZwWqvhjtTgGnGyNQiaopgKYasK1432Gb6usfzBMXvMnQzDE0hur46b/+g1e3/CneYQkhRLcVUyJ9++23EwwGefjhh7Gs7vWDSAjRCTk9aF862pcGqX3R/SZiD5uGzj+dSMZAWjKGEE7MQSsD0wrirt2Ba9d7GLs+gKJPULtXYexZBU112J5UMBwYjaWo2j3QUhftuthN+L2ZPPrtl5jS/3vY2uKJFbN4fPlPidjheIcmhBDdTkxrpF966SUmT57MwoULef/99xk3bhzZ2dmtHquU4oYbbjiuIIUQ4sByD6cXnG6UKwE7sQcqrT+q+DPClVuwPCk4Gsv3rZ8OYFZsJFJXSCS1Hzp9AKquBJXWF52ej+1N/7Khi8PbrSp8uBwe7pq8gH6pQ/jjJw/x2ta/UFi3nXvP/B0pnrR4hyeEEN1GTA1ZhgwZglKKo3mpUootW7bEFFxnIAXfDyWF8Fsn49K6dhsXKwTBRlS4Cd1Ug6rejbF3HdTuRDVV42wswwzVA6BRRDypRPz9IX0AOjkH0vqi0/qhPSnRCh+RZrQrIbq5sZ0S6kAgQO/evQEoLCwkISGhza/x71bsWcRD719HcyRAz6S+/OKsv9DPP6TdrxsL+Qy1TsblUDImrZOGLB2v07YIF0KIr2W6wJeGDvtQDg94UrCTc1CV26BkAyFvKkagCmegFCPchLOlBkfpWsK1u7HShkQrfNQXo1L6YKf2RXv8qHBgX8k8H9qXDk5fl5+hntjnHOZf8Dr3Lp5JSUMBP359Gnef8Rsm9Dkn3qEJIUSXF1MiPX369LaOQwghYrO/XJ7Ti3J40D4/Oq0vqmwrdvlmgvV+zKZKHIFSDCuIq7kSu3glkdodRDKGoFKLMeoKwd8P298X3D5UpAlVW9htEuo8/1CevPBtHnj3ajaUruDed67k6m/cww9OukE6IQohxHGIuUW4EEJ0Gvu7Izq9EPKiXAnohEx05gBU2WYi5ZuxGqIJtTNQhmGHcQWircc/Xx1gXWmYqTOuxpmZh07PQ6f0Bo8PFe4+CXWKJ51fnvs8C1bewxufL+R3a+awq2Yrt076H1wOT7zDE0KILum4EulIJML777/PZ599Rk1NDSNHjuTiiy8GoKysjJqaGgYMGIDDIfm6EKIDKAPcSWinD5yeaEKdmAWZg1Flm4iUbcHy+nE0VeEIlGHYEYZmuemX5sTYsxQrUBrdfJici07ri07t26YJtWWBL2ESDmcW6zcYjB+nMc32S8xbW5N9y6mPkOcfwm9W/Yx3drxIUf1OHpjyJ9J9We0WhxBCdFcxZ7irV6/mzjvvpKysDK01SinC4fCBRHrFihXMmjWLxx57jHPPPbfNAhZCiCMyTPCk7EuovSh3IlZST1TGYFTpRiIVW4n40jEby1ENpXidBgRKsJsrCVdtw0ofhNFQgq4uAH9f7NRe4E45eMmHNw1cvmjyfhSWLtPMf9JNv/6vAnDnLOiZrbnxejhjcsfNciuluGjYf9E7ZSC/eO8atlas5YZ/nsfPz/ozgzJGdVgcXVE8NosKITq3mOpIf/755/zoRz+iqqqKmTNn8vjjjx9SwePcc8/F4/GwaNGiNglUCCGOmekEb2q0tF1SD8gaijX4XOwRF0HueEL+/iwvaGZnVRitDAw7jDuwF0/RhxjbF0HBClTBCoxdH2BUfI7WRBu72BGMusJop8SW+iPWoV66TDP7Ps2A/gZPP6lY9Kbi6ScV+fkw+z7N0mXHXDzpuI3JncyCC96id8oAKptKuOWN77B4+wsdHocQQnRlMc1IP/nkk4RCIf7whz8wceLEVo/xer3079+fzZs3H1eAQghx3EwXeF0HZqjxJGEl5xL09+e9hW9wUg+b7IEjcQarcTRVRBPqhr3YgXLCVZ9j+Qeg/IUYKb0gdV+VD3cqygpi1O9FOzxorx/cSdHZ8K+wLM2C32hOnQhz5ygMIzr7PGI4zJ0Ds2ZrFjylOW0S7brMozW9UvJ5YtobzF12A6sK3+GXy25iW+UGfjTuZzgMZ4fGIoQQXVFMM9Iff/wxo0aNOmwSvV9OTg7l5eUxBSaEEG3O4Y6WzEvIhJRc7KzhvLY9wnMbgwR7jSeSMZiWjGGEE7K+nKFuLMZTtBxz+2LUzmWoncswdi3FKPkMrJZop0QURkMJqmY3NFWB9WUXwfUboKQUrrjsyyR6P8NQXHGZoqQkelw8JLpT+MVZ/8vlo38CwMubf8dP3/4Papsr4xOQEEJ0ITHNSDc2NpKVdeSNKaFQCNvuPq13hRDdhMMNDjd2GEoaNbUtNpH+U7BDozFKNxOp3EqkORNHUyWOQAWGjuBqKsduriJSvQ0rNQ/8eVC7G5XSE52Sh52QhrJDGI0V6KYatCcZPKlUVUdndvPzWg9l/+NV1R10760wlMF/nvJTBqSdxC+X3cT60uVc989zeWDKH2XdtBBCfI2YEunMzEx27NhxxOO++OILcnJyYrmEEEK0P4ebyiaN29TopGxw9sRK7Y2qHYpRuoVw9TYivh44mipwNFVGy+Y1V6JbqolUbyfiz4fUvpBSiErJQfv7Yif0QGGjmmugpZYcbwIeM5WdO72MGHHo0o2du6Jf0ztB5+7T+p1P75T+/GzJD9lbv5Nb3vgOP5n0K84e8P14hyaEEJ1STEs7TjvtNLZv387ixYsPe8zLL79McXExZ5xxRszBCSFEe9pfjs6d9F0+3ZZOxJMOyT0h+ySsweehh02HvqcR7jGCloxhhBJzsU03Sts4gzV4Stfi2PkOxvZ3UbuXo3YsxSxaCfUlaIcX7Uxg2IAAJ/cp4K2/FWA3H7wx0bY1C5/V9OwJo0a23/0lp36X9RsMLOvImxr7+gfz5AVvMb73WYSsFn657CaeXDmbiB0+4muFEOJEY95///33H+uLBg0axIsvvsibb75JKBQiISGBF154gby8PPLz83n++ed59NFHSUpK4pFHHunSJYJaWlriHUKn4/V6ZVxaIePSus46LkuXae6+18DpupTklAtYvMTBv94xycr10neAB5xulM+PTu0Nqb3Ak4Q2DCzDizZdKCuEYYcxrSBmcwWqrgjdWAFN9ahANaqlOpo0e1NJTk/gtX+G2buthrSkRnwezRc7TH4932D5CrjrDkVeXttuNGz1/hZBVg/o1/frr+VyeDgz/yI0NhtKV7K1Yi0bSlcyrtcUvM72+37eWd8r+4XDYebNmwfArbfeisvl6pDrdvZxiQcZk9Z1xLh4vd52PX9Xo/S/1607SmvWrOGWW26hsrLykBazWmvS0tJYsGABp5xySpsEGi81NTXxDqHT8fv9Mi6tkHFpXWccl/3l6E6dGN0EmJ8XXWKx8FnN8hUw5wEVre1shSHchAo1QSgADSWoiu2o8k3QWIoRqMLRXI0Zqj9wbstwE/GmY6UPRKX0Qqf2gqQcVu3I4ffPJVFXY+N1NGPZDrxpSVx+VSqnn+Fp046JR31/R+HD3W/yy2U30RwJkJmQ267rpjvje+Wr4lVHurOPSzzImLSuI8bF7/e36/m7mpgTaYhuOnzxxRdZsWIFe/fuxbIssrOzmThxIjNmzCA5ObktY40L+aAeSr6BtU7GpXWdbVwsSzPjMk1+/sHl6CC61GLWbM3OXfB/f1VflqOzIxBu/jKhbixDVe1AlW+F+kJUoBZHcyVmSw2K6LdUWzmIePxYqf0gpTc6JZdmVwYX//fT1ESymP/4zzl5mI1hAE5ftHzeMTR4adP7O4KCms8PrJt2mm5+cuojnDPwP44rztZ0tvfKv6uvDzBs+Awcziyee/YJxo/zdEjJws4+LvEgY9I6SaQ73nEl0icC+aAeSr6BtU7GpXWdbVzWrtP8+Ceap59UjBh+aBK0cZPm2hs08+cpTjn53563rWhCHW6CYBM0VUL1HozyzVC3GwLVOJqrcDRXobQFgEYRcSVhJeYSTO7F4396kcJ6m4efeRZ3Zj6YTpQVRFkhtMON9qRE61GbsS0bOK77+xqNwboD9aYBpg6+ghvG/wKXwxNTnK3pbO+Vr4p2prQoK/vyF52e2XDj9Uc/ux+rzjwu8SJj0jpJpDve8U19CCFEF7O/zFxM5egME9yJ6IRMdHIPSM+DvmOxhl+IfdL3oN8ZhDOGH7wxEY0zVI+7eguJhcu4eKibb/Vz4NjxAeaO9zBKN0OwGduVBCiMQCWqpgDqS6Kz30fomtim9/c19tebnnny7SgUb3y+kFveuJDShj3HdqIuqDN2phRCdA4xJdJLly5l5syZrFq16rDHrFy5kpkzZ/LBBx/EHJwQQrS1/WXm9ped+3dHVY5OqehyDF86OrEH+HtDz1HYQ85Dj/4BeuBZWD1HEswaQTClH5Y7GQWYVpBh2R6+OzwB7+5FsGMJaudS1M6lGIWrobEc2+FBmx5UqBGjdk80qW6qBivUcfd3GIYymHny7Tx0znMkuf18UbWB614958AsdXf0750pRwxX+HzRr3PnKE6dCAue0kdVEUUI0f3ElEj//e9/Z8uWLYwadfgNJ6NGjWLz5s288MILMQcnhBBtbdTI6J/kFz6rse2Dk5+YytE53OD1R2epU7Ihawh64FnYI7+PHngedq9xhDKH0+IfTNiTTtjSuB0GrmANnpJ1OHcswvjibdT2pRjb3sPYsRSjchvYFrYrEQCjsRxVU4CqLz7iLHWb318rxvY6k6e/s5ghGSfTEKrlnsWX86dPfollW7GftJPq7J0phRDxFVMivXnzZoYMGYLHc/i1cV6vl6FEs4aXAAAgAElEQVRDh7Jx48aYgxNCiLZmmoobr1csXwGzZms2btI0NUW/zpodrWpx43VHvxHvyxM7wZMSTaiTsiC9PzpvMtZJ07FPuhidfwbBjOF8VNDMFxUhLNODQuMIN+Kp3Y674D3MbW+ivliM2rEEte09jKI10FiB7fShTQ+EAvtmqXfva0V+6Cx1u93fv8lK7MWvp/6DC4f8JwDPrp/HrEWXdLvW4u21VEYI0T3E1NmwsrLyqMra9ejRg/Xr18dyCSGEaDdnTFbMeQDmP2lx7Q1f2TzW89hKw7XKMMGVgHb6wB0EbxIkZGKn9SeUNoSXnn6VkVkWvYYPxgzWYwZrMFvqol0TmyrQTZVYVVuJ+LLRafmo5Bx0chak5KKTc7A9KSg7jBGoRDdVgTMhukHxKxU/2vX+vsJluvnxqQ8zPGsc8z66jbXFy7jun+dw75m/ZViPb7TJNeLtq0tlRgw/9PnO1JlSCNHxYkqkk5KSKCsrO+JxZWVlUrhbCNEpnTFZcfLoYPuVM1MKnB5wetCuRHAnYSkXi3dHWF8e4eJbL8RTuxO7fg/hpiocTTWYLVUYVghHuBFH3XbshoJoCb2UPpDSC5JzMFJ6YifmYCdngeFChZswgv/P3n2HSVWejR//njN1p+yyfZfeuzSpghJRo4kNTUwMthgx2Evim4SEvEbjG03eNxaIJpr8YmIh9hKxIYoiSFNBLEhd2sLWmS1TdnZmzvP748wubHaAZdkyy96f6+KSzJk988ydM2fufbif+6lBWewoR7rZ8cPqaP/3d4gzBl3MoKyR3PXeXPZWb+f212dz3eTfMHvkNc32GehqDi2VufcemrUTbM+dKYUQqa9VifRJJ53EqlWr2LZtG0OGDEn6nO3bt7NhwwamTZt2XAMUQoj2YrFAKLgKgLFjHmq/nsAWG1hspDk8fLxlDz1cdqrLSzDCJ0F1CZp/G7HKHcRqS9BDPix1fiyRmsQsdRkqVE68/CviaXkYPfqjZxSCtxCV2Rvl7Y3h6oFGDK3Ob5Z82NJQznQsaB3z/oD+mcN5+IK3+OPKn/BB0b95eO0Cvixbz09n3N+uuyG2N7NUxuzOMX+B4orLSLrBTUf0kxZCpJ5WJdJz5szhgw8+YN68efzyl7/kzDPPbHJ82bJl/O53v8MwDH7wgx+0yUCFEKLL03SwudA8mag6A5xeNE8eKncQKlgB/n1QsZm4bw9auNzcNTFchW5EsMZCWGt3YQT2Ei/zEvcWQkZfyOiFnt4LI6MXKr0Q7Glo8Th6bSmWugh90jWq6jB7YLczl83Dgm88yqi8STy67i7eL3qVnb6vWHD6owzMGtnur99eOqpURgjR9bQqkZ45cyY//OEP+cc//sHNN99Mjx496Nu3L5qmsXv3bqqqqlBKcfnll3PGGWe09ZiFEKLrs9jBYkc5vBDzoqVlQEZPjPwRECiFiq3EKrYTqy1GD1Vhqa/CUleFruLokSpskSri/h3EHT2IZ/RFz+iLyugJ6QXmLLU3B8Ni4LLpZDo1LFW7gVxwZpidRo5zB8XD0TSNi0ddy7Cccfx2+Y/ZU72NG1/7FjdMuZvzhl3ZZUs9OrJURgjRdbQqkQb4xS9+wYgRI3j00UfZuXNnk510Bg0axLXXXsvs2bPbZJBCCHHCSsxSK5vL7MLhSEdzZ6Ey+2H0PBmtdi+UbcXw7yIa8mEJV2KJVKHXB7DE67E0lH5UbCbuzMHIHICWXgjefKzObNLtUB4yMDQdLVKDFvabOyjavY311LRDcjsqfxKPzl7GHz68lbV7l/HQRz9nw/6V/GTGH/HY09v89TpCh5UCCSG6jFYl0oFAAIALL7yQCy+8kLKyMkpKSgAoKCggLy+v7UYohBDdReMstQdiEXD1gIwCjNzhEChFq9xFvHIn8cBetKBZ9mGp86Mb9VijQazRIEZgH3G7h7grH4unFxcOtlEcNLD6dkDuQAyHFw0DLewz66mtjsQiRY/5+m2YVGc4s/ntmU/w0peP8df197Bi12tsrfiMBac/yvDc8W32OkII0VlalUhPnDiRsWPH8uyzzwJmmztJnoUQoo1oOtjSzEWDDi+k9UBzZaN6DED1HAe1pWj+7aiKHcRqDqDX+bFEqrDU1SRKP6qxRaqxV+3ksnEutldGsWxbiubrh+4txMjoiXLngcODhkIPVaBCFWB1mq9n94DV3iZvRdd0vjv6OkbnT+ae5ddREtjDrUvOZ+7EX/Gd0fPQ26nERAghOkKr29/17t27rccihBAdyu124/Ol+E4auhXsVpTdDbF6cPVASy9A5Q7G6O03dzss347h30E0WI4lVImlvha9vhZdxeiVYaNXho343hXESzOIp/dGz+iDyihA8xRgZPTCcOeaiyDjMfRAGUqrMNv2OdLN/tSWliXVwWCQPn36ALB3717c7oPdOobnTuAvs5dx/8qfsmLXazy6/i42lqziZ6c+RIYzu11CJ4QQ7a1VifSIESPYu3dvW49FCCHEkVjtYG1YoFgHrkzIKEwsUCwD3z6o/Jp4VTGEKxJt9GrRowEsRhRLXQWqrgKjcjNxRyax9D7oGYUobz6atwDD28vsT22xocXq0etLUJoOtkT5h819XDPVHns6vz79MV7f8iQPr/01a/cuY94rZ/LLbzzCmAJplSqE6HpalUhfe+21/PjHP+att97inHPOaesxCSGEOBJNO6T0Iz2RVGehZfbF6DUGAgfMemrfLuK1eyHowxqpMntTx8JY4hEsoRJsoRKMcidxRwax9N7oGb3MpDq9J4a3J4Y3D6w2tFgMvb4UpWlm+YfdCw53q2qqNU3jvOFXMjJvIvcsn8ee6m3c8eZ3uHL8Hdww8zftEy8hhGgnrUqknU4nl1xyCbfffjuvvvoqs2bNorCwEIfDkfT5kyZNOq5BCiGEOIzEluTY3SgjHdIiaJ4cVPZgVMgHwUo03y5ivu3EavejhXxYwg0bvtRjiddhCdVhC5VilH9B3JFOzNsXPaMnKr3ATKo9hRiebLC50YwYeqgcFSo/2L7P4W1x+UeDgVkjefiCt/jTml/y9rZn+cenf+CL8nX89JT7yXX3bKdgCSFE29KUUupYf2j48OFomkbDjx6tL+jmzZtbN7oUcGhbP2HKzMyUuCQhcUlO4tJch8QkHoVYBC0ahvow1FVBbQmafxeabyfUHEAL+7BEqs2kOh5p/FEFGBYHcXs6cW8v6NEHlZ5v1lR7C8Cdh3K60ZRCM2Lmd4HVTjCmM2T0BOpisOc/aqSP5J3tz/PQRz+nLhbCa+/B7TP+j9P6n9dOgWm9I9WAtyf5DDUnMUmuI+KSmZnZrufvalo1Iz179uwu21RfCCG6hcS25MrhMftTuzMTixSHo8KVEChD8+1E+XYRC5aY7fQOSaot8QiWcDkqXI5R8RVxRzpxbyG6pzfKm4eeUYBKL0S581AOD1pcoddVMyTLQiQOWm0pWHPNEhT9yF81Zw2+hBG5E/jDylv4qvQT7n5vLt8aOocbpvw2pbYX7xKLU4UQHapVifR9993X1uMQQgjRXhr6U9s94IyaSXVGL1TuCDOprilFqypC+fcQCxxIJNV+LJEAerwOi1GPJVwB4QqMiq+J21zEXXmQ3gd6FKJ58iG9J1i8hOsVCmV2DamqQ1lsZi233Qv2tMOWgPTOGMTff/ABC9/7Ff/atJA3ty5mU8lq5s98RHpOCyFSVqt3NhRCCNHFaFrTzh8NM9UZvVD5I1Fhv1n+Ub3XnKkO7EcLNnT/CKLFw+hGtLFPtVG1E2N/GvG0LAxvH6zOHC4ePZDySB47v/AxfFwBulVDqw+jR2rNDiBWh5nQN/SqPqSPtM1i40cT53Nyr5nct+JmimuKuHXJ+Vw5/g4uHXMzFt3S5O10VqmFEEI0aFWN9KGqqqr48ssv8fv99OzZkwkTJrTV2FKC1GA1J7VpyUlckpO4NJeSMYnXQ6zerKmO1UFdDQRLwbcP3b8TqvdDqMJcqBgNoEeDaBz8+jDQCNU7KQ/3YFegD2XhAiL2XMZMLWDIyYXgzkXZXGiaAmWgKQNlsZv9se1usDrJzMlrjEttpIoHP/oZHxT9G4CT8qfyi5mLyPf0aXzN7pJIp+T10skkJslJjXTHa/WMdEVFBffccw/vvPMOhmEAZu10QyL99NNP89BDD/HII48wceLEthmtEEKI9nHo9uTxqNlOL70AcoZi1E2GYDn4d4N/B/GqEqirQA8lkupIAJ04HnsYjz1M/4wDxDU71REPezbkUubvRf6QQnRvnllX7crDcPUAw0CLVKOFfCiLFYMg1MXB7sZrT2fBNx5lSu8zWbR6Pp+XruHHr5zBzVN/xxmDviPrdIQQKaFVibTP5+PSSy9l3759jBw5kgkTJvDUU081ec6ZZ57J7373O9566y1JpIUQoitpWKhod4MRB1cE0vPRsgdi1E9ChSrRqkpR/iLi1fv4an0J+e5KCtJrzcTaiGJV9WTbfWTn+4gFt8HmNOKOHhjpvdDSe4K3AOUtQHnyMVxZYLFhxCLooSoIlqEsdrC7+WbfbzE6Zzz3rryNzeWfcN+Km1i5+01uO+X32Ejr7EgJIbq5ViXSjzzyCPv27eOWW27hhhtuAGiWSOfn5zNw4EA+/vjj4x+lEEKIzqFbQHeBzYVyZpjblHsLIGsQqn4cWz7z8eSWMm6Zs4eYfRexQClaqAI9UmNuVR4LY9UNiAaxRoOoQDFGqYO4zYvhzkNl9EZ5CtC8uaj8QSjNZdZvawZanTlb3Uu38tApD7F4xzM8+eVfWLn7db4oXcsNE/+ns6MjhOjmWpVIv/feewwaNKgxiT6cXr16sXHjxlYNTAghRIrRdLA5weY0d1SMRymOZfN5TW8ypo7C0GohWAFVe1G+HcSrS1DBCvbvqKJXZi0OgugqZrbWi0egrgLDtwXD6iRuz4CsfuiuXPDmg7cAw5OPSstG2a1YDMUVAy5hauZJ3LfxPnbVFvG7lfMY8H0Le16Jd3ZkhBDdVKsS6fLycs4444yjPs9utxMMBlvzEkIIIVJZogNIRq4NX8TD9oo4o4dlQ0ZPtNwhGPVTIOhj7+ZS3np/JxcP3EuuswItVGH2qo4G0WNhdBVHT8xWE9yPXbdhWF3EXdno7kJUZiGauydk5KNcOQx29+eRUx/jH1//P57f+SyZkyxkDNX5fNfrTB10jpno67Zj3rpcCCFao1WJtNfrpbS09KjP2717N7m5ua15CSGEEF3A2DFQWABP/svCvfe40O1ulLMHxOsx3Pn887F+lBhj+NGZ1Rh1fqguRlUVgb8YQhXodX4s9QH0WAjdiGIxoljqq7HVV6OqijBK7GYZiCsX5S1EZfQizZvHdTmzGO8Ywvw196FnRFmw9hYuKrmYa0ddh8PuQdncYHeB1WnWfAshRDtoVSI9fvx4PvjgA7Zt28aQIUOSPueTTz5hy5YtXHDBBcc1QCGEEKnLYtG46QZYcKdi/gLFFZfBwAGws8jOk0/b+Gi1h//5TRw9LxcVr0fLH4YRCUCoCoKlKN9ujKo9EKggLeqjPuDDEg2hx0JoymhaBuJPlIHY0qmI9yJQVMiVNdfyft+P2dNzHS/vfokP963j11N+weisk9BClSjdCharJNZCiHbRqkT66quv5r333uP666/nt7/9LVOmTGly/OOPP+bnP/85VquVH/7wh20xTiGEEClq5mka99wFCx+Oc92NBzdYKSyEe+7SOO00G2AD3CilIM1csKjFBqAKx6HqaiBUAbFqYvu/Jl69H4JlaCFfYsFiKFEGYqBHQ1ijIXqqEvIKrBi9nVyTls578bHcz1Yq2MdtH93MRT3P4kdD5+J05aAZBlosKom1EKLNtXpDlieeeIL77rsPpRRut5tgMIjb7cZqtVJdXY2mafzqV7/isssua+sxdyhp+N6cNMJPTuKSnMSluRM1JjU1QUaOuhSrLZ/FTy9iymQnFstRapWNuNm3Ol5PhttBTdkBqKuCsA+q9yc2gymFUDl6xI+lrpZYOITTEm1yGgVUazoPOOp422muzelp8fBf+ecyLm8yhjsbHJkohwdN10CzoKk4SreYrf5SOLE+Ua+X4yExSU42ZOl4x7Wz4caNG3nsscdYs2YNoVAIMBcYTp48meuuu+6E6B8tH9Tm5AaWnMQlOYlLcydqTI53p8HMzEz8leUHd1mMhaE+DGE/BCuhei/lW3ez5ZMyJg8rx22pMjeDiZlblzdYbY1yrytImW5+vV0Yz+THrnG4evQFdx54cjHcOZCWhXK40SxWQDN3W2xMrM2Wf42JdScuXjxRr5fjITFJThLpjtfqnQ0Bxo0bxyOPPIJSCr/fj2EYZGZmYrFY2mp8QgghuhPdav6xuVCYixbx5kO8Hq1+FFtKg/xrp4/JV/mIBvegV++BQBmEfVjqqtCiQcaHwvwrZuVPaSFedtTzqsXP2vAH/MLnZaJKJ+7wgjsfevSCtCxzcxhPrtlqz+lOlILUo4X9KDQzsbY6zcTalmYm1rp8zwkhjjGR/uCDD1i2bBkHDhzAbrczbNgwLr74Yvr06UNWVlZ7jVEIIUR3ldi6HMxuIK6e9WwNFLLDqGfESWPNhYtBP4TLMXz78BftYfOOck4eUsHtejUz6yr5vb2CA7rBbe5qzo+EuTlUQ3rwAEb55xi6HcPuxnDnoDy9UO48NG8BKj0X5coxd3e0paHF69EitYBK1Fk7UPa0xKy1w0z+hRDdTos/+T/96U954403AGioBlm+fDl///vfuf/++1vUV1oIIYRoNU1jzDizd/XjL7i597egu2KQ0Rti9ajCII+/WUtVdTVTvuEnWruXsVV7+X81B/hr7ce8TAmvOepZZYvxk3AaZ0RtWONxCIchXIGq2GIm1jYXcWcmKr0QlV6I5slFufNRriyztZ89DS0eRasPojUm1jaULc2csbamgcVqbmAjhDihtSiRfv7553n99dexWq1ccMEFjBw5kmAwyPLly9m4cSM///nPWb58OV6vt73HK4QQohtr0m7v13DFZTYGDrCxs8jFk0+ns25NDr/9dQx9QBSiYzGiIRwhPzeFLuG0/Su4f++L7I1VscAd5HXl5aeRHhRGo+jxCBoKixHBEolgi/hR1TsxdBuGxYnhzMBwF0B6AbhzwJ2Lcueg0jJRTg9a3IYWDaMBaBpKt4HVkUiunWBJzFrLRjFCnFBalEi/8sor6LrOX//6V6ZNm9b4+Lx585g/fz6vvPIKS5cu5Tvf+U67DVQIIYSAI7Xb0/jNbxzMOM0JYM4eG1HwFkI8ypieY3ls1JX866tHWVz0LKup5fK0Oq7JGsVF8UxsYT96fa25eDEWQcMwN4gxohCthdp9GKWWxKx1GoYz29wkxpuP5s1DuXNRaTmoNK9ZDhKLoEVq0cBcxKhbzcTa6gJ7WqIeXGqthejKWpRIb926lbFjxzZJohvMmzePl19+ma1bt7b54IQQQnQdbrcbn8/XIa818zSN8eMiR263p2mH1FibLfJs7hyunP4/zBxxOQ+s/RVfVGzg4dBGlnkH89OB32NwvUILFEOgHC1UgR6pQY+G0GN16CpmbmkeD0M8DHU+VNU2DM2GYXVgODwYrlyz1MSVC558lDsT5eiBcnrB6kCL1qFpVYlZa4tZa211HNIhREpChOhKWpRIBwIB+vbtm/RYw+OBQKDtRiWEEEIchcUCoeAqAMaOeejoPauhsStIv/wJ3H/+67yx5Sn+uv4ettRu57qvf88lQy7nygmX4YzUQZ2PePU+9Jp9UF0G4Ur0sB89GjQT63idWQ6ioliiUYgGIFCCUfYlhm620DNLQgohPQdc+WZ3EFcmODNRdjeaNYIW0dE0XyK5toLFnpi5doLViTKMdo6kEKK1WpRIK6XQ9eS/ITc8bsgHXQghRBeiazrnDb+SaX3P5uE1v2LFriU8u/WfvF/8LjdO/DWn9JuJFqvDqK+DSDWEqjCqi9Fq96PVlkCwAi1ciV7fMGsdQTOi6BjoRgQiEYj4UdW7UAcs5sy13YVy9MDw5KO8BWjefJQnD+XKRDm8YHOhWWyJkhAddA1l+NFC9ebMdSK57uze1kIIk/TrEUII0a1lu/L571l/46M9b/On1b+kNLiP//5gHlP7nMWNU++hMLMPGGadNT1PgmgYVR+AUBWE/cRr9qPVFKPVlkKoEj1UiR4LokfD6PF6NBVHU3F0FYc6c6ZbVe9EaYfUWzsSXUI8eWiePHPm2pkJTi9xpw3CITRNP5hcNyxmbJJcS1mIEB2tRTsbDh8+HK2Vv/lqmsZXX33Vqp9NBbJzUnOyo1RyEpfkJC7NSUySO9a4HO9OismEo0Ge/uxBXvjiL8SMKHaLkzljb+F7o2/AbnUefGI8CkYM4lG0WB1E66A+aG5tXlsOtfvRa/ebfw9VotdVmSUh8UjjQsb/pOBgcm13Yzh7oNJ7k5bZi7DNk0iue4A9A2V3olnsoOnm97OuHywLsToSbficJ+yCRvkMJSc7G3a8Fs9It3Yn8ePYgZxNmzaxaNEiNm7cSDQaZfDgwVx11VWcf/75Lfr5jz/+mGXLlrFu3TqKi4sJhUL06tWLM844g3nz5pGent7qsQkhhDjxpNnczJ34K745+HssWj2fDQdW8o9P/8A725/npqm/Y1Lv080nWmzmH1sainRQKpFc921MrhtLQsJ+jNoyqDmAHjhgJtd1fvRI9cGFjPF6NAxz5joePtjb2r8d9lix6TYMm9MsC3HlozJy0Vz5KE82ypUDjnSULQ3NZkdTGppuMZNrzQIWq7kz46FlIdKKT4g20aIZ6c6wdu1arrnmGmw2G+eeey5er5elS5eyb98+br/9dq677rqjnmP69On4/X5OPvlkRowYgaZprFu3jq+++oq+ffvyzDPPkJ2dfcRzyG+8zclMQHISl+QkLs1JTJJLhRnpQymleL/oVf6y9k4qw6UAnNr/XK6ffDd5nl4tOIEB8ZjZgi9ejxaNQDQMkRoI+6G2wpy5DhRDbSVa2IcW8aNH6xLJtdnbOhkDHaXbMKx2DEcGhivb3ErdlWd2C/FkoWxec2dGe5pZFqLpoOkoi7ngUlkdZn/rhj7XXag0RD5DycmMdMdLyUQ6FovxrW99i5KSEp599llGjhwJmJ1BLr30UoqKinj99dfp37//Ec/z2GOPMXv2bPLy8hofU0px11138a9//Ys5c+Zw5513HvEc8kFtTm5gyUlckpO4NCcxSS5V4xKsr+WJDf/Hy1/9DUPFcVrTuHTMLVwy+joc1rRjO9mhybURQ4uGob4OIrVQ5z+kLOQABCrQQuU4o0GikVr0WJ25mFHFk58aDUO3Yuh2lN2D4cpCeQoTrfiyUe5slDMD7B6UJQ3NZgPNcnD2WreAbkvUXaeBNdE6MAVnr1P1Wulskkh3vJRMpFeuXMk111zDxRdfzL333tvk2BtvvMHtt9/OvHnz+MlPftKq85eVlXHqqacyZMgQlixZcsTnyge1ObmBJSdxSU7i0pzEJLlUj8tO31csXD2fL0rXAlDg6cOPJ9/Jqf3ObfU6IqB5ch2rg0gd1Acg7MetQgRLtqEFDqAFfGbNdcSHHg2jRRMz1ypGshEcWnetrI7E7HWOuYmMKxvcuRhpmeDIQDndaBYnWHQ0zWLOXic2ksFqR1nsie3P7WBNlId0klS/VjqLJNIdLyW7dqxbtw6AGTNmNDs2ffr0Js9pDavVfNsWy4m3AEMIIUT7GJg1kge+/QrvF73KY+vvpiSwl7vfm8u4wuncMOW3DMwa2boTa7o5+0vDxjEZ4FaNibXV60EVTID6EKo+ZNZc1/mh+gBaoBwteACC/kQrvlr0aB1aPIJuRNFQB+uu42GIVEHNblSJhqFZUBYbhs2FsvXASM9LlIbkmLPXaZlgc5tboOt2NIu1eXmIxZ6ovbaf0IsbhTiclEykd+3aBUC/fv2aHcvIyCAzM5Pdu3e3+vwvvvgicDApP5K2rrk7UUhckpO4JCdxaU5iklxXiMt5J13GGcNn89QnD/LUpw+y8cAqrnv1TGaP/hE/nrKAjLQjr705VprdjjsvUUJixA6pu46ZNdf1Iagz+1xTUwaBA1B9AGpLUcEKc8FjfRBidRCvBxVLbCQTg1gMYmEIV0LNDhQa6DYzMbZ7IC0L0nuBJxfcWeDNA0c62L3gTAMcYIQgZjET6MYZbIc5c21zJv5ulpG0ZYnIsVwrwWCQrKwsAHw+X5e4zlrrRH5vqSglE+mGXRK9Xm/S4x6Ph5KSklade/PmzTz88MNkZ2czd+7coz4/GAy26nVOZHa7XeKShMQlOYlLcxKT5LpaXOacdBuz+l/MY+t/y4pdr/HS53/jnS0vcOWEOzh/+FVYdVubvE7yuOiAPVHH7AV7NniikBOHWCRRex2Cuiq0sA9VfQCtthQtXGHWXod96PW1aIlFjXo8anYNQYFRD/X1ZmlJoARV/hVK01GaDcNiR9ldZms+dwG488z6a082ypaOcnrMrdCtTtAtib7XFnMGW7M0LxFJzGwfa4J9rNfKoc/tStfYseqIz5Ddbm/X83c1KZlIt5e9e/cyb9484vE4999/f+Nvp0IIIURrFHj78t+z/srGA6t4ZM2v2en/iofXLODVrx7n2kkLOKXvOa2un25xV5L/KA2BROtZFYd4DKXi5kx0LIKqD0LE7HcdD/ohUGbu1Bj2QciHHq5EiwYT5SH1h5SHGKAiWIwIRGshWIqq3ILC7F9tbonuRDkyMDz54Ckwu4ekpaOc6WDzJNrzOdGsdjQ0M8FuKAWxOlC63Zy9ttoPadHXNbqIiO4rJRNpj8cDQG1tbdLjgUDgsLPVh1NcXMxVV12Fz+dj0aJFTJ069bjHKYQQQgCMK5zOny98hze2PsU/P/0D+2p2cOe7V3NS/lTmTf5vhudO6NgBaRpo1kMWBLrNRnpKmeUhRjzx33qIRlDRENTVYNRVQbAKagBy+9MAACAASURBVPajBUvRghVmgl3nQ2vYBv3QBBsDjHosRj3EgmaJSNVO84hmQVnsGFYnyp6B4ckFTz6kZaHSMlHuDLB5UQ43msWBZrWi6YkSEIu1caGjsjpAb5h9N9v0pWCfBNFNpWQi3dDWbvfu3YwePbrJserqavx+P+PHj2/x+fbt28eVV15JWVkZDz74IKeffnpbDlcIIYTAols4f/hVzBp4Mc9+/jAvfPEXPi9dw02vfZvTB8zmRxPnU+htvvanQ2nawc1kElQaiQQ7ejDBjkcTM9gBqKvFqKuG2lIIlqMFyg7OYNf50erNHRu1WATNiKEnSkQO1mCHoM4HNUWHdBGxmUm23Y1yNJSJ5IA7C+XKQjkzULY0sLnMHRxttsQsthWlW1GxSrRAGGW1H6zHtjgO1mkL0UFSMpGeNGkSjz76KCtXruTcc89tcmzVqlUATJ48uUXnOjSJfuCBBzjzzDPbfLxCCCFEA7fdy49O/gXnD7+Sxz+5j3e2P8/yoldYufsNZo/8EXPG3obX0aOzh9mUpiWS0YMPmTPYxiEz2HFzBjsWMbuHRAIY4Wq0kB8VKkWrLUELVEKdDy3sR68PoMXC6LF6NCOKpuJokOgiEod4HdTXmIsjKzeb6bdmNTuJWBwou9ecuU4vhLRcM8FOM8tE4vF8qIuhWexoFlvjLwgqUQ6iGpPrxEx2PIrW8J5OQO29OZE4vJRMpKdNm0afPn1YsmQJV155JSNGjADMko5HHnkEq9XKRRdd1Ph8n8+H3+8nMzOzSd1zQxJdWlrKAw88wFlnndXh70UIIUT3lOvuyc9OW8jFo37MY+vv5tP9K3j+i7/w1tZnmDP2Vi4Y8cNj39Clo2n6YRLsRA22EUclZrBVvN5c5BgJQKSWeLgKAmVQW4EWLkML+dCCFeiRarT6EIGqChxWnTS7Bc2stgYVhVjUnMWO+KF2D6rss8Rix4O12Lhy0J09wJVvzmKn9TBrse0elN0sFcFuQ9PtoOlooSgT+k4EPYct6/YzbrwH3Z7YLt1il5ls0WopuSELwJo1a5g7dy42m43zzjsPj8fTuEX4bbfdxvXXX9/43EWLFvGnP/2Jm266iZtvvrnx8VmzZlFcXMy4ceOS9qQGmjw/GWn43pw0wk9O4pKcxKU5iUlyJ3JclFKsL17OY+vuYlfVFgByXIVcMf6nnDPkUixJNjfpsrOMDbPXKjGTHatHi9aZNdR1AairJlJZzO//+7/Id8M1l16IPVqDXl+NFgmYPbBjkSaz2IfTWCqiWVC63VzwaPeg0vJQnlxwZbOtNJu3VqZRWplOOO4hYtjpkWnnou/YmDBeP2QmO9FVpKH9n8UGugMsljZv3dfWOvJakQ1ZmkrJGWmAqVOnsnjxYhYuXMibb75JNBpl8ODB3HrrrVxwwQUtOkdxcTEAGzduZOPGjUmfc7REWgghhDhemqYxufcsTu55Gu9sf54nNvwfZcFiHlh1B899/gg/nPAzZg64AP2QLhXxOLjc07Ha8vlsk86UyQqLJXWTuUaNs7uJLiIOmi10jGXX8Pjnt+KwwBWLbsVqMTAiAbPndW0Z1Jaj1VWgBf1ooQq0SE2iFrsOLR7FosxuJI2lIqqh7CQA4Qqo3oUCDHSGRC0M7G/DMsKJ5vRSozL4uqSQzS/n0MPfgwEjMsyNZ+xpaHYXmm4z67ITLfuUxZZ4TzaU1WYufLQkEu3G9n3SXaS7StkZ6VRxos6OHI8TedboeEhckpO4NCcxSa47xaU+HmHJ10+w+LMHqaqrBGBQ1mh+dPIvmNz7DFZ8CAsfjlNaejBBKyyAm27QmHlaF0imj6LZDKorLZFkG4m2fdFD+mEHzXKRsB8CpRCoxB2vJVyV2NmxvtZs2RevR4tHze3SWzCTbRgaMcOCxWFDWRwYdldi4WMeuLLB1QPlyEC5GhJtF5puBbsTTUskz4fUZTfOZjcs5jx08WM7J9oyI915JJE+iu5yUz8W3enL7lhIXJKTuDQnMUmuO8YlFA3w0peP8dznfyYUNVu+9nFOZser85k2aApXXKYxcADsLIInn1Z8tBruuavrJ9PHlPglWfCY4XFTU7YfoiGoq4WwDy1QhgpUokUq0UI+QmU+Kotr6J0bxKYnNp1pQbkIHCwZaewwYk2UjNjTUem54MozF0I60sGRjnKkmZvQWBOLH3Vr45/G7dR128FdIy3WxMy2tU3KRiSR7jwpW9ohhBBCnOhcNg+Xj/sJ5w//Ic9sWsSrmx9nb9067GdfhFF4GuTcgcs1mdGj4N57YP4CxZ/+rJgxna5R5tEWkix41NMzUXHHIUm2kdh4JrHoMRbh0/drePKtIA/cUwPRclTIZ7bvC/rQ6nwQrKJiX4DsjAh2SyLRVvFEf2yzZAQVP9gjO/EvB1SAQkNpOoZmJsjK6kQ5vKi0LJQ7F1w5KFc6yp4OjsRmNA2JttVxyGy2zazB1q3mjo+NM9qJRLthy/UUrs/u7iSRFkIIITpZhjOLeZPvZKi6lrteegDH8GfYcGAFG15fwYSep3HV+P9iVP4krrgMrrtR8dkmmNDy7RRSTpvVfydJssGcUXb0NfiyOsZ2w2DUaMOczY5HExvQBNnxdS0L36jl9qur6F/og9oytIgfLVCBFvChxQJmyUiiP7ZmxMyyEUjs9thQmx0xa7PrKqC6KPH6GoZm7vqoNDvKloayu1HOHih3DrizUc4McGSA042yutFsTrDY0Wz2g5vpWGz/MaNtTSyCPCTh1ixdt57+BCCJtBBCCJEiYoFCYmt/zz/uuJmXty7ira3/4tP9K/h0/wpO7jmT7438KTCRSl9nj7T1PlihWPiwg/6DXgXgZ/OhsEBx0w20acnK2LEaeflWnngG7r1HQ7eZ5zbroxWPvRGj1Bmn91kGSlcQr0fFo2ixCNTVNJaNaMFyVMgP4Uq0sC/Rxs+PFq1Fj9WhxSNo8ViT2mxzQ5q4+RsDEYjVQhioJjEGLdHSz4LSbBhWO8rmNme1XdngKkC50sGeDq4MlMOFZnNBw0JI68EFkOs3WnnqXzDjpIUEol5+Nt/RLvEUyUkiLYQQQqSI7MRWCIGyPtw+/X/5wZibWfzZQt7e9gyf7P+AT/Z/gO3MmQQcdwCTOnWsrfHBCsWCOxWnTNO567+b1n8vuFNxz11tl/xZLBo33QAL7lTMX6C44jL+o97cwj13WbE4G17PrCs+2CfbnMVWKm7+/ZCyEepqIRqESC0EfGhhHypUjhasRAv7zT/1QfRYKLHjY6Js5JBEu6F0BOohHjT7ZgeAykSNNvrBZFu3o+xpKKsH5c5EpeWCO4edB1x8+E460wd4mTLHSc6wgewIZrdLPEVystjwKLrbwpeW6I4LglpC4pKcxKU5iUlyEheIxxWXXqYYODAxi6qbSVBJ7R6e/uwh3tzyLGgxAMYXzuDSMbcwoeepaF2ghvZw7w3MGeL5CxQ7i+CZp7SjliUcy7VizoD/RweUQrjp+uNYtHlIos0hiTbxKFqsjlB1JRd+6ywyHBpP/+UBnEYIFapEq/Mlku2qRLeRMJoRMbuNGLEmNdpHHQIaMUMjrqxY7RaUxUE0dzjG9x8/5ngeC1ls2JTMSAshhBAp4nCzqBV7+lD2xv8S+fxmply1kM9rn2PDgZVsOLCSYTnjmDP2Vqb1PbtJH+pU89kmOFACd/66aRINoOtau9V/zzxNY/y4CCNHXYrVls/ipxcxZbLz+JJLTTO7bSTZDVEBhi2LT0vjWDSIDj8He5ozsQtkFKJ1aNEQRBra+lWjhStRgUqI+NFCVejhSrS6arRoCC0WTiTazWe1bbrCRj3EgXgYW/EagsEKdHfOCVNPn+okkRZCCCFSyMzTNO65y+wjfd2NTWdR7/mvfsw87X5KAz/hhS/+whtbnmZLxUbufPdq+vUYyg/G3MLpA2cn3SnxaNq7hVpDXffAAcmPNzzeHvXfFguEgqsAGDvmoQ5ZiGco8w9WJ9ibxrLpNuvGf5SPRFGxiJlo1wfMP+EqtJAPFayEkB8tXEnNAT/VZdUM6BlO1GnXY6T1MGusad94ioMkkRZCCCFSzNFmUfM9vblx6j3MGXsrL3/5N17Z/Hd2V23lvhU38Y9Pf8/3TrqRc4Zcit3q7OR3clBD/ffOIhg9qvnxnUVNn3fC07REd47mhxprbhvLRxLJtmGYiyKNKLs3hvj9fSF+c1aIQb1qIeBHeXs1tsrrdvHsJKn7b0BCCCFEN9Ywi1pT9RJjxxhJZ1Ez03L50cT5LP7+J/zo5F/Sw5lNSWAvC1f/gjnPTeTJDX+kuqH/cScbO8bcnfHJpxWG0XR5lmEonnxaUVhoPk8kJPpNY3WAzQUOD7iywJPP8Gn9CXtG8Nhb44n3nYEadR70OxmQeHYkSaSFEEKILs5jT2fO2Ft46nvruXHqPeS5e1FVV8E/N/wvc56dyIMf/Yx91Ts6dYxm/bfGR6vNjWW++FIRCpn/nb/A3LXxpuvbdmHciawhnqtW68y/08oXW+yEIlaJZweT0g4hhBDiBOG0urho5FzOH34VK4qW8PwXf2Zb5SaWfP0Er3/9JNP6ns0lo69ndP7kZp0+OmJTjyPWf58AW5836KgNUrpLPFOZtL87iu7eiikZaVGVnMQlOYlLcxKT5CQuTbXF4j+lFJ+VfMQLX/yFNXvfaXx8eM54vjv6Omb0/zZW3Za8RVwB3HRD+yRjNTXB4+qikcrXSkfHEo4/nsdC2t81JYn0UaTqB7UzpfINrDNJXJKTuDQnMUlO4tJUW3fR2F21lRe+eJRlO14gGo8AkOMqZLTzSt7+y+WcMiGbKy7T/mPTkvaZ2Tze95aq18rBDWfosFhC+3dcOZQk0k1JjbQQQgjRDfTrMZSfzvgji7/3MZePu50ezmwqQgd43/d7nN+dSNbZt2HP34TLpTF6lMa992icMg3+9GdFPC5zbkcTjyv+9IiZRN97jxlDieWJTxJpIYQQIgW53W58Ph9KqTadYcxMy+WHE37O4u9/yvf7LcSoGIvSI7yz4zlu+PfZ3LrkfJbvfAWDGFdcpnHggLmZijiyhg1nrrjscBvOSCxPRLLYUAghhOiG7BYH/bmE+je+w8InNvDmzv/HiqLX+LJsPV+WrSfbVcBZA+aA6wdU+np39nBTXmduOCM6j8xICyGEEN2UuVmHhr32ZH71jT+z+PufcMW4n5KZlktlqIRnvrwfx8VT+Lf/KtbuXUbciLfJ6zbMtvt8vnat5+1Ih244k4xskHJikkRaCCGE6Kb+c5OUbFc+V034L57+3sfMP+0RPOFpaLrB5pql/Oqdy7ni+ck8vfFBKkOlnT30lCMbznRPkkgLIYQQ3dThNknZ+rWdpX+fTeULL3J93xV8Z9Q8vPYelAWLefzT+5jz7Mn85t1rWL9veZvNUnd1nbnhTHvV04ujk/Z3R5GK7XU6W6q2HepsEpfkJC7NSUySk7gk1xFxSdr7uNBM/BratUViYVbsWsKSr5/ky7J1jc/LdffkrMHf4+wh36dX+mEKhNtYKl8rLYlle+mIuEj7u6YkkT6KVP2gdqZUvoF1JolLchKX5iQmyUlckuuouBzLph5F/s28vuUp3t3+IrX1VY2PjymYyjlDfsCp/c8jzda+vYxT+VrpyA1SDiWJdMeTRPooUvmD2llS/QbWWSQuyUlcmpOYJCdxSa6j4tKaTT3q4xFW73mbt7b+i4+L30dhphRpVjffGHghZw+5lFF5k5ptR368Uv1a6cgNUg4liXTHk/Z3QgghhGgVu8XBzAEXMHPABZQH9/PO9ud5a+u/2F+7ize3LubNrYsp9PbjjEEXc8ag79AnY3BnD1mINiWLDYUQQghx3HLdPZkz9lb++d3VPPDtVzh7yPdJs7o5ULubpzY+wNUvzuDGf5/Dy1/+DX+4vLOHK0SbkBlpIYQQQrQZTdM4qWAqJxVM5eZp9/LR7rdZtuMFPi5+ny0VG9lSsZE/r7uTib1mcsag73JK37PbtZ5aiPYkibQQQgghGluotSWn1cWsQRcxa9BF+MPlvF/0Ku9uf5GvKzawbt97rNv3HnaLkyl9zmBm/wuY0udMSapFlyKJtBBCCCHaXWZaLheNnMtFI+eyr3oH7+54kXd3vMT+2l18uOt1Ptz1Og5LGlP6nMnMAeczufcZXTapbo9fSkRqkq4dR5HKq4I7S6qvlu4sEpfkJC7NSUySk7gkdyLHRSnFdt8XfFD0bz4o+jcHanc3HnNa05jS5yxmDriAyb1n4bS6Go+dyDE5HtK1o+PJjLQQQgghOoWmaQzJPokh2Sdxzcm/ZFvlJj4oeo0Piv5NSWBPY4LttLqY2ucsZvT7NpN6zyITSeZEapAZ6aOQ33ibk5mA5CQuyUlcmpOYJCdxSa47xkUpxdbKzxoT6dLAvsZjNt3OpL7fYFLPM5jW92xyXAWdONLUIjPSHU8S6aPobjevluiON/WWkLgkJ3FpTmKSnMQlue4eF6UUWyo28EHRa3y0522Ka3Y2OT4sZxzT+32LU/qeTb8ew9p885euRBLpjieJ9FF055vX4XT3m/rhSFySk7g0JzFJTuKSnMTlIKUUe6q3saFsBe9ueZnN5Z80Od7T259T+p7NKf3OYVTeZCy6pZNG2jkkke54kkgfhdy8mpObenISl+QkLs1JTJKTuCQncWmuISa+UBmr9y7loz1v8en+D4nGI43P8dp7cHKvmUzuPYuJvU4ny5XXiSPuGJJIdzxZbCiEEEKILinLlce5wy7n3GGXE44GWV+8nI92v8Xafe9SG/HzftGrvF/0KgCDs09icq9ZTOp9OiPzJmLRJQUSx0+uIiGEEEJ0eWk2N6f1P4/T+p9H3Ijxdbm56cv64vfYWvEZ2ys/Z3vl5yze9BBuezon9zyNSb1nManX6eS4Czt7+KKLkkRaCCGEECcUi25lVP4kRuVP4uqTf44/XM7Hxe+zbt97fFz8PrURPyt2LWHFriUA9M8czoTCUxnf81TGFEzDbfd28jsQXYUk0kIIIYQ4oWWm5XLW4Es4a/AlxI04Wys+Y92+d1m/7z22VGxkl/9rdvm/5qWv/oquWRiWM47xhTMY3/NURuVNxG51dvZbEClKFhsehSzwaE4WviQncUlO4tKcxCQ5iUtyEpfm2jIm1XWVbDywig37V7LhwIcU1xQ1OW63OBmVN4nxPU9lQs8ZDMkem7LdQGSxYceTGWkhhBBCdFsZzmxmDriAmQMuAKA0sI8N+z9MJNcfUhkuZcOBD9lw4EP+/gm4bF5G5U3kpIKpnJQ/lWG547BbHJ38LkRnkURaCCGEECIh39Obc4b+gHOG/uBg3+pEYr3xwCoC9dWsL17O+uLlANgsDobnjE8k1lMYlT8Jl83Tye9CdBRJpIUQQgghktA0jX49htKvx1Bmj7yGuBGnyL+Zz0vW8HnpGj4vXYs/XJ74+xoAdE1nUNZoTsqfwuiCKYzMmyjbmJ/AJJEWQgghhGgBi25hcPZoBmeP5qJRc1FKUVyzk89L1/J5yRo2layhJLCHbZWb2Fa5iZe++isAue5ejMidwMi8kxmZN5HBWaNlAeMJQhJpIYQQQohW0DSN3hmD6J0xiG8NnQNARfAAn5euZVPJar4sXc+uqq8pDxZTHixmxa7XALDqNgZnjWZE3smMyD2ZEXkTKPD0RdO0znw7ohUkkRZCCCGEaCM57kJOHzib0wfOBiAcDbKlYiObyz5lc/knfFX2MVV1FXxdsYGvKzbwMn8DoIczh6E5YxmaM4Yh2WMZljOWbFeBJNcpThJpIYQQQoh2kmZzM65wOuMKpwOglKIksKcxsd5c9gnbfV9QVVfBun3vsm7fu40/m5mWy5DsMQzLGcuQnLEMzRkr9dYpRhJpIYQQQogOomkahd5+FHr7MWvQRQDUx+rY7vuSbRWfsbVyE1srPmN31Vb84fJmyXVWWh5DcsYwOOskBmWPYnDWaAq8fdE1vbPeUrcmibQQQgghRCeyW52JhYgnNz5WFwux07eZrRUb2Va5ia0Vm9hdtRVfuIy1e5exdu+yxue6bB4GZo1i5pBzuXDIXEmqO5Ak0kIIIYQQKcZpdR0muf6KrRWfscP3FTsqP6eoaguhaIAvStfyRelaZvaeTZYrrxNH3r1IIi2EEEII0QWYyfVERuZNbHwsZkTZW72dHZVfUpDdS5LoDiaJtBBCCCFEF2XVbQzIHMGAzBFkZmbi9/s7e0jdihTRCCGEEEII0QqSSAshhBBCCNEKkkgLIYQQQgjRCpJICyGEEEII0QqSSAshhBBCCNEKkkgLIYQQQgjRCpJICyGEEEII0QqSSAshhBBCCNEKkkgLIYQQQgjRCpJICyGEEEII0QqSSAshhBBCCNEKkkgLIYQQQgjRCpJICyGEEEII0QopnUhv2rSJa6+9lkmTJjFu3Di++93v8tprrx3TOQzD4KmnnuL8889nzJgxTJ06lVtvvZVdu3a1z6CFEEIIIUS3YO3sARzO2rVrueaaa7DZbJx77rl4vV6WLl3KHXfcQXFxMdddd12LznPnnXfy3HPPMXjwYC6//HIqKyt54403WLVqFc888wyDBw9u53cihBBCCCFORCmZSMdiMRYsWICmaTz99NOMHDkSgBtvvJFLL72URYsWcc4559C/f/8jnmfNmjU899xzTJw4kccffxy73Q7A7Nmzufrqq/nNb37DU0891d5vRwghhBBCnIBSsrRjzZo17Nmzh/POO68xiQbweDzccMMNxGIxXnrppaOe5/nnnwfgtttua0yiAaZNm8aMGTNYv349RUVFbf8GhBBCCCHECS8lE+l169YBMGPGjGbHpk+f3uQ5R7J27VpcLhcTJkxodqzh3OvXrz+eoQohhBBCiG4qJRPphoWA/fr1a3YsIyODzMxMdu/efcRzhEIhysvL6d27NxaLpdnxhrIQWXQohBBCCCFaIyVrpAOBAABerzfpcY/HQ0lJyRHPUVtb2/jcw53j0Nc6nMzMzCMe764kLslJXJKTuDQnMUlO4pKcxKU5iUlyEpeOlZIz0kIIIYQQQqS6lEykG2aLG2aV/1MgEDjsbHWDhuOHm3FuePxwM9ZCCCGEEEIcSUom0g31y8nqoKurq/H7/Unrpw/lcrnIzc1l3759xOPxZscbaqOP1kJPCCGEEEKIZFIykZ40aRIAK1eubHZs1apVAEyePPmo55k8eTKhUIhPP/202bGGcze8lhBCCCGEEMciJRPpadOm0adPH5YsWcLmzZsbHw8EAjzyyCNYrVYuuuiixsd9Ph87duzA5/M1Oc/3vvc9AB588EHq6+sbH1+9ejUrV65k0qRJDBgwoJ3fjRBCCCGEOBFpSinV2YNIZs2aNcydOxebzcZ5552Hx+Nh6dKl7Nu3j9tuu43rr7++8bmLFi3iT3/6EzfddBM333xzk/MsWLCA559/nsGDBzNy5EjWrFlDWVkZAEOGDGHevHmcf/75LR6XYRgsXryYZ599lt27d+NyuZgyZQq33357lysTKS0t5c0332TFihXs3LmTiooKMjIymDBhAnPnzmXs2LEtOs/atWu58sorD3v82WefZdy4cW017A4xa9YsiouLkx77/ve/z913392i85xI18tLL73E/Pnzj/icqVOn8s9//vOIz+mq18urr77KJ598whdffMHWrVuJRqPce++9XHzxxUmfHwgEWLRoEUuXLqW8vJzc3Fy++c1vcvPNNx/z2oxNmzaxaNEiNm7cSDQaZfDgwVx11VXHdO9qDy2NSTQa5b333mP58uV89tlnHDhwAE3TGDx4MLNnz+bSSy9N2qb0cNrq89lejuVaafj+SsZut/P5558f02un6rUCxxaXYcOGHfV877//PoWFhUd9XipfL635Hu4O95auJCXb34H5hbx48WIWLlzIm2++2fh/8K233soFF1zQ4vPcfffdDBs2jMcff5x///vfAPTu3ZspU6awdu1a7rjjDoqLi7nuuutadL4777yT5557jsGDB3P55ZdTWVnJG2+8wapVq3jmmWcYPHhwq95vZ3jyySf561//St++fTnllFPIzs5m9+7dLFu2jGXLlvHHP/6Rb3/72y0+3+TJk5OW3BQUFLTlsDuM1+vlqquuavb46NGjW3yOE+l6GTFiBDfddFPSY2+//Tbbtm1LuonS4XS16+Whhx6iuLiYzMxM8vLyDvvFDGYf+8svv5zNmzczffp0zj33XL7++mv+8Y9/sHbtWhYvXozL5WrR665du5ZrrrkGm83Gueeei9frZenSpcd872oPLY3Jnj17uOWWW3C73UydOpVZs2ZRW1vL8uXLufvuu/nwww/585//jKZpLX7ttvh8tpdjuVYaXHTRRfTq1avJY8fyywWk9rUCxxaXw91rdu/ezWuvvcagQYNalEQ3SNXr5Vi/h7vLvaVLUd1ANBpVZ555pho9erT68ssvGx+vra1V5557rho5cqQqKio66nlWr16thg4dqubMmaMikUjj4x999JEaNmyYuuyyy9pj+O3m7bffVuvXr2/2+Pr169WoUaPU5MmTm7zPw1mzZo0aOnSoWrhwYXsMs1Ocfvrp6vTTTz+uc5xo18vhRCIRNXnyZDVy5EhVXl5+1Od31etl1apVat++fUoppR599FE1dOhQ9eKLLyZ97kMPPaSGDh2q/vCHPyR9/KGHHmrRa7bVvau9tDQmJSUl6umnn1ahUKjJ48FgUF188cVq6NCh6o033mjx67bF57M9Hcu1snDhQjV06FC1Zs2a43rNVL9WlDq2uBzO3XffrYYOHar+/ve/t/hnUvl6Odbv4e5yb+lKUrJGuq2tWbOGPXv2cN555zFy5MjGxz0eDzfccAOxWIyXXnrpqOd5/vnnAbjtttuw2+2Nj0+bNo0ZM2awfv16ioqK2v4NtJNvfvObTJw4sdnjEydOZMqUKVRVVbFly5ZOGNmJ4US7Xg5n2bJlVFVV2IryyAAAGJdJREFU8Y1vfIOcnJzOHk67OeWUU5rNGCajlOL555/H5XJx4403Njk2b948MjIyeOGFF1AtqKprq3tXe2lpTPLz85kzZw5paWlNHne5XFx99dUArF+/vl3G2BlaGpe2lOrXChx/XCKRCK+99ho2m40LL7ywDUfWeY7le7g73Vu6kpQt7WhL69atA0j6z87Tp09v8pwjWbt2LS6XiwkTJjQ7NmPGDD788EPWr19/QixgtFqtTf7bErt27eKJJ56grq6Onj17csopp5CVldVeQ2x39fX1vPzyy5SWlpKens6ECRMYPnx4i3++u1wvL7zwAgCXXHLJMf3ciXa9NNi1axdlZWXMmDGj2T+xOhwOJk6cyLvvvsvu3buPWiffVveuVNZwjznWMobj/Xymmo8//phNmzZhsVgYOHAgp5xySpNfwI+mO1wrS5cupbq6mrPPPvuY7xVd8Xr5z+9hubekpm6RSDf0jE7WezojI4PMzMykPasPFQqFKC8vZ+jQoUlv+A0XbcNrdWX79+/no48+Ijc3l6FDh7b455YsWcKSJUsa/7fT6eTmm29m7ty57THMdldeXs4vfvGLJo+deuqp/OEPfzjqTby7XC/FxcWsXr2a/Px8Tj311GP62RPtemnQcC853BdZw32oJV92bXHvSnUvvvgikPwL/UiO5/OZihYuXNjkf+fm5vL73/++Mak5mu5wrbT2l3boetdLsu9hubekpm6RSDfsYni43RA9Hg8lJSVHPEfDLouHWxHb8PjhdlLsKqLRKD/72c+or6/njjvuaNEsUVbW/2/v7oOiuu7Hj78hgAoYRRQrKJpodxUUAQUxSqxGo6NgUPGpUYtPM+JjTGIqamtDmqn4EDNCHGUcq9hErQJKtWpsxIC2gAafBRkJRNFq5UGEEuRh7/cPf7s/1l1gwbXy8HnN8AfnnHvuPXfPvfdz7549txOffPIJv/rVr3B2dubJkyekpqayefNmNm3ahL29PTNmzPgfbL35TJ48GV9fX/r06YONjQ3Z2dlERUWRlJTE4sWL2b9/f50/jGot/SUuLg6NRsPkyZNNfqLYEvtLTaZ+9rW9ubUmc5y7mrKDBw+SlJSEn58fI0aMMHm5Fz0+m5J+/foRERGBj48PnTt35sGDBxw/fpydO3cSGhrKX//6V5OenLb0vnL37l1SU1NxdnY2+eZCq7n1l9quw3JuaZpaxRhpYRqNRsOaNWu4cOEC06ZNIygoyKTlfvnLXzJ//nx69+5Nu3bt6Nq1KxMnTmTXrl1YW1sTGRmJRqN5yVtvXkuXLsXX15dOnTphb2/PwIED2blzJ4MGDeLSpUt8//33r3oTXzmNRkNcXBwWFhZMmTLF5OVaYn8RDXf27Fk+++wzXFxc2LRpU4OWbUnH5+jRowkKCsLFxYU2bdrQs2dPFi9ezNq1a3n69Cnbt29/1ZvYJMTGxqIoCpMnT8bSsmGhS3PqL429DotXp1UE0vXdpZWWltZ6V6alza/tCaI2vaFzODYViqKwbt06EhISmDhxIp9++ukL16lSqRg4cCD5+fkt4isiS0tL3Xynxt6WWVNL7y/w7C2j9+/fx8/Pjx49erxwfS2lv5j62dd3zgHznLuaouTkZJYtW4ajoyN79+7FycnphetsyPHZHAQFBWFlZWVyW1pqX4FnwWV8fDyWlpYNummvS1PsL/Vdh+Xc0jS1ikBaO1bI2MW5uLiYoqIio+OEarK1taVLly7k5eVRXV1tkK8db9TcXrIB//8OODY2loCAADZs2NDgO/7aODg4AFBeXm6W+l41bXt+/vnnOsu15P6i9SLjFWvTEvqL9lxS2/h37XmovnMOmOfc1dQkJSWxZMkSHBwciImJMctNmJapx2dzYGNjg52dncnHQkvsK1rJyck8ePCAt956C2dnZ7PV25T6iynXYTm3NE2tIpD28fEB4Ny5cwZ558+fBzD6Yojn+fr6UlZWZvTuVVu3dl3NhUajYe3atcTFxTF+/Hg2btzY4F/P16aqqoqbN29iYWHRoInzm7KrV68CmDSFU0vsL1pFRUV89913dOzYkTFjxpilzpbSX3r16oWTkxPp6emUlZXp5T19+pSLFy/i5ORk0kXKXOeupkIbRL/++uvExMSY/ULdkOOzqcvNzaW4uNjktrS0vlLTy7hph6bTX0y9Dsu5pWlqFYH00KFD6dGjB8eOHSMjI0OXXlpayvbt27GysmLSpEm69MLCQrKzsyksLNSrZ9q0aQB8+eWXVFRU6NL/9a9/ce7cOXx8fJrVVGY1D95x48axadOmOoPo2vbLpUuXDOatrKqqYuPGjdy7d4/hw4fTsWPHl9KGl+H27ds8efLEIP3ixYv8+c9/xsbGhnfffVeX3lr6S01Hjx6lsrKSwMDAWqfoai395XkWFhZMnTqVsrIyvvrqK728nTt3UlxczNSpU/V+3FRZWUl2djZ37tzRK9/Qc1dTpg2iO3ToQExMTL3fxtS2Txp6fDZlpaWlZGZmGqQXFxezdu1aACZMmKCX1xr6Sk2FhYUkJibi4ODAqFGjai3XXPtLQ67Dcm5pmiwUU2bubgFSUlJYsGAB1tbWBAQEYG9vz7fffkteXh4ffPABoaGhurKRkZFERUWxdOlSli1bplfPunXrOHToEH369GHEiBG6Vz63adOm2b3yWdtOW1tb5syZY3TO6NGjR9OvXz+98s/vF+3JzcvLi65du1JSUqJ72YizszN/+ctfXvkdf0NERkaya9cuhg4diouLCzY2NmRlZXH+/HksLS359NNP9Z6MtJb+UlNgYCBZWVkkJCSgVquNlmlp/eXQoUP88MMPAGRlZXHjxg28vb11T39Gjx7N6NGjgWfTH/7617/WvcbX3d2dzMxMkpKS6Nevn8FrfPPy8njnnXdwcXHhzJkzeuttyLnrf83UfZKdnU1QUBAVFRVMmDDB6A2ki4uLbswq1L5PGnp8vgqm7hdtG/v3749KpcLR0ZGHDx+SlJTE48ePGTZsGDt27NC7WW2ufQUadgxp7d69m4iICObOnWswfV1NzbW/NPQ63FrOLc1Jq5j+DsDPz49vvvmGbdu2ceLECSorK+nTpw8rVqxg4sSJJtcTHh6OWq3m4MGD7Nu3D1tbW0aOHMnKlSub3dPFe/fuAc8OzB07dhgt4+LiojuAazNjxgySk5NJS0ujqKgIKysrXF1dWbRoEfPmzaNDhw5m3/aXaciQIWRnZ3Pz5k3S0tKoqKjA0dGR8ePHExISgoeHh8l1taT+onX16lWysrLw8PCoNYiuS3PtLz/88APx8fF6aenp6bqhOy4uLrogwNbWln379hEVFcWpU6dIS0ujc+fOhISEsHTpUoOXKdTFXOeul8HUfZKfn6/7Vub48eNG6/L19dULpGtjzuPzZTF1v3Ts2JH333+fy5cvk5iYSElJCe3atUOlUjFx4kSmTp3aoKF2TbmvQMOOIa0XHdbR1PtLQ6/DreXc0py0mifSQgghhBBCmFOrGCMthBBCCCGEuUkgLYQQQgghRCNIIC2EEEIIIUQjSCAthBBCCCFEI0ggLYQQQgghRCNIIC2EEEIIIUQjSCAthBBCCCFEI0ggLYQQQgghRCNIIC2EEEIIIUQjSCAthKiXWq3W+3N3d2fIkCEEBgayevVqTp06RVVVVZ3Ljxo16n+4xS3TnTt3WLJkCUOGDKFv376o1WpSU1Nf9Wa9sMjISNRqNXFxcS1iPUKI1sPqVW+AEKL5mDRpEgAajYaSkhJyc3M5cuQI8fHx9OzZk82bN+Ph4WH29cbFxREWFsbSpUtZtmyZ2etvDjQaDcuXLycjIwNPT0969uyJpaUlnTt3ftWbJoQQrZYE0kIIk23YsMEg7c6dO3zxxRecOHGCOXPmsH//fvr166dX5u9//zvW1tb/q81ske7du0dGRgaDBw/m66+/ftWbI4QQAhnaIYR4Qa6urnz55ZcEBwfz888/s2bNGoMyvXv3xtXV9RVsXcvx4MEDAHr06PGKt0QIIYSWBNJCCLNYvXo1tra23Lx5k4sXL+rl1TZG+sqVKyxZsoSRI0fSv39/hg0bRnBwMFu2bOG///0vALNnzyYsLAyAqKgovbHa2rGuiqJw7NgxVq5cydixY/H09MTLy4vg4GC+/vprNBqNwbprjpe9desWixYtwsfHB09PT2bNmkV6enqtbb106RIrVqxg+PDh9O/fH39/f+bPn8/Ro0cNyhYWFhIREcHYsWMZMGAAPj4+LFiwgAsXLpi8b9VqNbNmzQIgPj5e1/7Zs2cDkJqailqtZvXq1Tx69Ii1a9fy9ttv4+bmxp49e/S2OzQ0FD8/P/r378+oUaP4wx/+wMOHDw3WGRcXh1qtJjIykjt37rBixQqGDBmCt7c3CxYs4Pbt2wBUVVWxY8cOXfvGjBnzQk/MG/pZHDlyhJkzZ+Lt7c3AgQMJDAxk586dPH36tEHrraioYO/evUyZMgUvLy88PT0JDg7m0KFDKIrS6PYIIVo2GdohhDCL9u3b4+/vz6lTp0hNTWXw4MF1lj979iyhoaFYWFjg7e2Nl5cXxcXF5ObmEh0dzfTp07Gzs8Pf35+qqirS09Pp27ev3rAR7VPuiooKPvroIzp06EDv3r1xc3OjqKiIy5cvEx4ezrVr14wOSwG4fv064eHhdO3alaFDh/LTTz9x4cIFQkJCOHz4MCqVSq/8nj172LBhA4qiMGDAAHx9fSkoKODGjRvk5OTw3nvv6cpmZ2czd+5cHj58iKurKyNGjODx48ekpKRw/vx5Nm7cSGBgYL37dtKkSTx69Ihz587h6urKoEGDAHjzzTf1yhUWFhIcHEx1dTXe3t5UVFTQrl07AI4ePUpYWBgajQYvLy+6devGjRs32L9/P6dPnyYmJobevXsbrDsvL4+pU6fSvn17fH19yc3NJTk5mRs3bpCQkMD69etJSUnBy8uL7t27k5qaSnh4ONbW1kybNq3etr3IZ/H73/+egwcP0qZNG/z8/Gjbti1paWl88cUXJCYmsmfPHtq2bVvvesvKyli4cCEXL17EwcGBQYMGYWlpyeXLl1m3bh3Xrl0jPDy8QW0RQrQSihBC1EOlUikqlarectu3b1dUKpXy4YcfGiw/cuRIvbRZs2YparVauXbtmkE9V65cUUpKSnT/x8bGKiqVStm2bZvR9VZWViqnTp1Snj59qpdeUFCgTJ48WVGpVEpaWppe3rZt23Ttio6O1sv7/PPPFZVKpaxatUovPS0tTVGr1Yq3t7eSkpKil/f06VMlKSlJ939VVZUSEBCgqFQqZe/evYpGo9Hl3bhxQ/H19VU8PT2V/Px8o216XkpKiqJSqZTf/va3teapVCplyZIlSnl5uV7+/fv3FQ8PD8XNzU05c+aMLr26ulrX1ilTpugto93nKpVK+dOf/qRUV1criqIoGo1GWb16taJSqZTx48crAQEByr///W/dcv/85z+Nft51acxncfLkSUWlUin+/v5Kbm6uLr2kpESZOXOmolKplIiICKPriY2N1Utfv369bh2lpaW69IKCAmXq1KmKSqVSEhMTTW6PEKL1kKEdQgizcXBwAKC4uLjesgUFBbRv357+/fsb5Hl4eGBvb2/yeq2srHj33XexsbHRS+/UqRMfffQRAN99953RZQcNGsTChQv10kJDQwEMhqhER0ejKIpuCrqabGxs8Pf31/2fmJhIVlYWAQEBzJkzBwsLC12em5sbixcvpqysjISEBJPbWR8bGxt+97vf0aZNG730Q4cOUV5ezoQJExg5cqQu3dLSko8//hgnJyeuXbvG5cuXDep0dXXl448/xtLy2eXCwsKCkJAQAG7fvs3atWv5xS9+oSs/dOhQ3NzcuHfvHnl5eQ3a/oZ8Fvv27QNg+fLl9OzZU5dub2/P+vXrsbCw4MCBA1RUVNS5zoKCAg4fPkz37t354x//iJ2dnS6vU6dOuifRBw4caFBbhBCtgwztEEKYjfL/xpLWDBpr4+7uTkJCAmvWrCEkJMTga/vGyMjI4Ny5c9y/f5/y8nIURdGNtc7NzTW6zLBhwwzSHBwc6NixI//5z390adXV1aSlpQGYNGTh/PnzALzzzjtG87XDM65du1ZvXaZyd3ena9euBunaINTYMBIbGxvGjRtHTEwMFy9exNPTUy/f19cXKyv9S4X2B4/W1tb4+voa1NmjRw9u3rzJo0eP6N69u8nbb+pnUVlZyeXLl7GwsDDaJu0Y8szMTDIzM+uckjEtLY3Kykr8/f0NbsQA+vbti52dHdevXze5HUKI1kMCaSGE2RQVFQHQoUOHest++OGHZGVlERsbS2xsLA4ODnh5eTF69GgCAwONBjW1qaioICwsjGPHjtVaRhtQP6/m09Sa7OzsePz4se7/oqIiysvLcXR0NOlp+b179wBYuXIlK1eurLWcdp+ZQ7du3Yyma4NQFxcXo/na9JrBqpaxwNzW1haALl266J5UG8uv72nw80z9LB4/fkxlZSVdunQxePqu5eLiQmZmptE21aT9nPbv38/+/ftrLdfQHy8KIVoHCaSFEGaTmZkJQJ8+feot261bN2JjY0lJSeHs2bOkpaWRmJjImTNn2LVrFwcOHDApIIdnPwA8duwYKpWKVatW4e7uzuuvv461tTU5OTmMGzeu1mVNeXremPLV1dUAvP322zg6OtZa7vkfDL6I2oJKrfq23Vh+Xcs0dN/Vx9z1mVKndkYXNzc31Gq12dcvhGjZJJAWQphFSUkJycnJAAbjh2tjZWXF8OHDGT58OAD3798nLCyMlJQUoqOjWbVqlUn1nD59GoAtW7YYDBG5e/euqU2ok4ODA23btiU/P5/S0tJ6n0prn67OmDGj1uEd/ytOTk7k5OSQl5fHG2+8YZB///594NkT5uagY8eOWFtbk5+fT3l5udGZOUxtk/aJu6+vr26aRSGEMJX82FAIYRYbNmygrKyMAQMG4OXl1ag6nJ2ddT82y8rK0qVr34pYVVVldLknT54Axoc2nDhxolHb8rzXXntNNx740KFD9ZZ/6623APjHP/5hlvW/CO1UhH/7298M8ioqKjh58qReuabO2toaT09P3fzhz8vKyiIzMxM7Ozv69u1bZ11+fn689tprnD17VvctghBCmEoCaSHEC7l79y4ffPABhw8fxtbWls8//9yk5fbs2UN+fr5Buvapds2g2MnJCYCcnByjdfXq1QvAYIzryZMnjb4kpbEWLlyIhYUF27dvN5hForKyUrftAGPHjuXNN98kPj6e6OhoKisr9cpXVFTw7bffcuvWLbNtX22Cg4Np27Ytx48f5+zZs7p0jUbD1q1befjwIQMGDDD4oWFTpn1BTWRkpN63DqWlpXz22WcoisL06dPrHWvftWtXJk2aRG5uLp988gmFhYUGZdLT0/n+++/N2wAhRIsgQzuEECZbvXo18CwAKy0tJTc3lx9//BFFUejVqxebN282eZxpVFQUERER9O3bl549e6IoCrdu3SInJwcHBwcWLFigK+vp6YmjoyOnTp1i9uzZdO/eHUtLS6ZMmaJ7015ycjJbtmzh5MmTvPHGG+Tm5nL9+nXmzZvH7t27zdJ+X19fVq1axcaNG3n//ffx8PDA1dWVgoICMjMzsbW15cyZM8CzYStRUVEsWLCALVu2EBMTg1qtxt7engcPHvDjjz/y5MkTvvrqq5c+NtfZ2Znw8HDCwsJYtGgR3t7euhey5OTk0LlzZyIiIl7qNpjbuHHjmD59OgcPHiQgIEDvhSyFhYV4enqyfPlyk+pat24dd+/e5dixYyQmJtKvXz+cnJzIz8/np59+4uHDh8yZM4cRI0a85FYJIZobCaSFECaLj48HngWJ9vb2ODk5ERQUxKhRoxg1apTBNGl1Wbdune4NeUlJScCzp9Dz5s1j7ty5uqfQ8OxHdDt37mTr1q1cvXqVCxcuoCgKgwYNwtvbGx8fH7755hu2bt1KRkYGubm5qFQqIiMjcXNzM1sgDTB//nwGDBjAnj17uHTpEhkZGXTq1Al3d3eCgoL0yvbu3ZsjR46wb98+Tp8+TXp6Ooqi0KVLFwYPHsyYMWMYOnSo2batLu+99x49evQgOjqaS5cucfXqVbp06cLMmTMJDQ01OjtHUxceHo63tzcHDhwgLS2N6upqXF1d+c1vfkNISIhJbzUEaNeuHbt37yY+Pp6EhARu3brFlStXcHR0xNXVlTlz5hAQEPCSWyOEaI4sFO3Er0IIIYQQQgiTyRhpIYQQQgghGkECaSGEEEIIIRpBAmkhhBBCCCEaQQJpIYQQQgghGkECaSGEEEIIIRpBAmkhhBBCCCEaQQJpIYQQQgghGkECaSGEEEIIIRpBAmkhhBBCCCEaQQJpIYQQQgghGkECaSGEEEIIIRpBAmkhhBBCCCEa4f8ACs1k+I08v+UAAAAASUVORK5CYII=\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1377,26 +1202,30 @@ "source": [ "ax = plot_golf_data(golf_data)\n", "\n", - "t = np.linspace(CUP_RADIUS - BALL_RADIUS, golf_data.distance.max(), 200)\n", + "angle_trace_combined = angle_trace.posterior.stack(sample=(\"chain\", \"draw\"))\n", "\n", - "angle_trace_post_variance_of_shot = angle_trace.posterior[\"variance_of_shot\"].data.flatten()\n", - "for idx in np.random.randint(0, len(angle_trace_post_variance_of_shot), 50):\n", - " ax.plot(\n", + "ax.plot(\n", + " t,\n", + " forward_angle_model(\n", + " angle_trace_combined[\"variance_of_shot\"].isel(\n", + " sample=np.random.randint(0, angle_trace_combined.dims[\"sample\"], 50)\n", + " ),\n", " t,\n", - " forward_angle_model(angle_trace_post_variance_of_shot[idx], t),\n", - " lw=1,\n", - " color=\"C1\",\n", - " alpha=0.1,\n", - " )\n", + " ).T,\n", + " lw=1,\n", + " color=\"C1\",\n", + " alpha=0.1,\n", + ")\n", + "\n", "ax.plot(\n", " t,\n", - " forward_angle_model(angle_trace_post_variance_of_shot.mean(), t),\n", + " forward_angle_model(angle_trace_combined[\"variance_of_shot\"], t).mean(\"sample\"),\n", " label=\"Geometry-based model\",\n", ")\n", "\n", "ax.plot(\n", " t,\n", - " scipy.special.expit(logit_trace_post_a.mean() * t + logit_trace_post_b.mean()),\n", + " scipy.special.expit(logit_trace_combined[\"a\"] * t + logit_trace_combined[\"b\"]).mean(\"sample\"),\n", " label=\"Logit-binomial model\",\n", ")\n", "ax.set_title(\"Comparing the fit of geometry-based and logit-binomial model\")\n", @@ -1407,10 +1236,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.085584, - "end_time": "2021-02-23T11:20:07.896678", + "duration": 0.071812, + "end_time": "2021-04-23T16:00:31.247630", "exception": false, - "start_time": "2021-02-23T11:20:07.811094", + "start_time": "2021-04-23T16:00:31.175818", "status": "completed" }, "tags": [] @@ -1421,19 +1250,19 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:20:08.069316Z", - "iopub.status.busy": "2021-02-23T11:20:08.068575Z", - "iopub.status.idle": "2021-02-23T11:20:08.074023Z", - "shell.execute_reply": "2021-02-23T11:20:08.074498Z" + "iopub.execute_input": "2021-04-23T16:00:31.403369Z", + "iopub.status.busy": "2021-04-23T16:00:31.402695Z", + "iopub.status.idle": "2021-04-23T16:00:34.220183Z", + "shell.execute_reply": "2021-04-23T16:00:34.219589Z" }, "papermill": { - "duration": 0.094677, - "end_time": "2021-02-23T11:20:08.074662", + "duration": 2.899489, + "end_time": "2021-04-23T16:00:34.220337", "exception": false, - "start_time": "2021-02-23T11:20:07.979985", + "start_time": "2021-04-23T16:00:31.320848", "status": "completed" }, "tags": [] @@ -1449,7 +1278,7 @@ ], "source": [ "print(\n", - " f\"{100 * forward_angle_model(angle_trace_post_variance_of_shot, 50).mean():.2f}% vs {100 * scipy.special.expit(logit_trace_post_a * 50 + logit_trace_post_b).mean():.5f}%\"\n", + " f\"{100 * float(forward_angle_model(angle_trace_combined['variance_of_shot'], np.array([50])).mean()):.2f}% vs {100*prob_at_50:.5f}%\"\n", ")" ] }, @@ -1457,10 +1286,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.082387, - "end_time": "2021-02-23T11:20:08.239867", + "duration": 0.073223, + "end_time": "2021-04-23T16:00:34.367407", "exception": false, - "start_time": "2021-02-23T11:20:08.157480", + "start_time": "2021-04-23T16:00:34.294184", "status": "completed" }, "tags": [] @@ -1471,19 +1300,19 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:20:08.417464Z", - "iopub.status.busy": "2021-02-23T11:20:08.416410Z", - "iopub.status.idle": "2021-02-23T11:20:09.931548Z", - "shell.execute_reply": "2021-02-23T11:20:09.930989Z" + "iopub.execute_input": "2021-04-23T16:00:34.541857Z", + "iopub.status.busy": "2021-04-23T16:00:34.530445Z", + "iopub.status.idle": "2021-04-23T16:00:36.055625Z", + "shell.execute_reply": "2021-04-23T16:00:36.054876Z" }, "papermill": { - "duration": 1.608815, - "end_time": "2021-02-23T11:20:09.931662", + "duration": 1.613185, + "end_time": "2021-04-23T16:00:36.055767", "exception": false, - "start_time": "2021-02-23T11:20:08.322847", + "start_time": "2021-04-23T16:00:34.442582", "status": "completed" }, "tags": [] @@ -1502,7 +1331,7 @@ ], "source": [ "angle_of_shot = np.random.normal(\n", - " 0, np.random.choice(angle_trace_post_variance_of_shot, 500)\n", + " 0, np.random.choice(angle_trace_combined[\"variance_of_shot\"], 500)\n", ") # radians\n", "distance = 20 # feet\n", "\n", @@ -1524,10 +1353,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.08464, - "end_time": "2021-02-23T11:20:10.100850", + "duration": 0.075601, + "end_time": "2021-04-23T16:00:36.207931", "exception": false, - "start_time": "2021-02-23T11:20:10.016210", + "start_time": "2021-04-23T16:00:36.132330", "status": "completed" }, "tags": [] @@ -1540,19 +1369,19 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:20:10.280476Z", - "iopub.status.busy": "2021-02-23T11:20:10.279795Z", - "iopub.status.idle": "2021-02-23T11:20:10.282684Z", - "shell.execute_reply": "2021-02-23T11:20:10.282043Z" + "iopub.execute_input": "2021-04-23T16:00:36.372274Z", + "iopub.status.busy": "2021-04-23T16:00:36.371088Z", + "iopub.status.idle": "2021-04-23T16:00:36.375001Z", + "shell.execute_reply": "2021-04-23T16:00:36.374297Z" }, "papermill": { - "duration": 0.096645, - "end_time": "2021-02-23T11:20:10.282825", + "duration": 0.091511, + "end_time": "2021-04-23T16:00:36.375122", "exception": false, - "start_time": "2021-02-23T11:20:10.186180", + "start_time": "2021-04-23T16:00:36.283611", "status": "completed" }, "tags": [] @@ -1598,37 +1427,27 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:20:10.468110Z", - "iopub.status.busy": "2021-02-23T11:20:10.463577Z", - "iopub.status.idle": "2021-02-23T11:20:10.743424Z", - "shell.execute_reply": "2021-02-23T11:20:10.742890Z" + "iopub.execute_input": "2021-04-23T16:00:36.536165Z", + "iopub.status.busy": "2021-04-23T16:00:36.535297Z", + "iopub.status.idle": "2021-04-23T16:00:40.778231Z", + "shell.execute_reply": "2021-04-23T16:00:40.778752Z" }, "papermill": { - "duration": 0.377923, - "end_time": "2021-02-23T11:20:10.743543", + "duration": 4.326098, + "end_time": "2021-04-23T16:00:40.778892", "exception": false, - "start_time": "2021-02-23T11:20:10.365620", + "start_time": "2021-04-23T16:00:36.452794", "status": "completed" }, "tags": [] }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n" - ] - }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1640,9 +1459,13 @@ "source": [ "ax = plot_golf_data(new_golf_data)\n", "plot_golf_data(golf_data, ax=ax)\n", - "t = np.linspace(CUP_RADIUS - BALL_RADIUS, new_golf_data.distance.max(), 200)\n", "\n", - "ax.plot(t, forward_angle_model(angle_trace_post_variance_of_shot.mean(), t))\n", + "t = xr.DataArray(\n", + " np.linspace(CUP_RADIUS - BALL_RADIUS, new_golf_data.distance.max(), 200), dims=\"distance\"\n", + ")\n", + "\n", + "\n", + "ax.plot(t, forward_angle_model(angle_trace_combined[\"variance_of_shot\"], t).mean(\"sample\"))\n", "ax.set_title(\"Comparing the new data set to the old data set, and\\nconsidering the old model fit\");" ] }, @@ -1650,10 +1473,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.088244, - "end_time": "2021-02-23T11:20:10.918769", + "duration": 0.076424, + "end_time": "2021-04-23T16:00:40.932725", "exception": false, - "start_time": "2021-02-23T11:20:10.830525", + "start_time": "2021-04-23T16:00:40.856301", "status": "completed" }, "tags": [] @@ -1666,10 +1489,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.086015, - "end_time": "2021-02-23T11:20:11.092313", + "duration": 0.07846, + "end_time": "2021-04-23T16:00:41.088809", "exception": false, - "start_time": "2021-02-23T11:20:11.006298", + "start_time": "2021-04-23T16:00:41.010349", "status": "completed" }, "tags": [] @@ -1682,19 +1505,19 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:20:11.284633Z", - "iopub.status.busy": "2021-02-23T11:20:11.272933Z", - "iopub.status.idle": "2021-02-23T11:20:21.730182Z", - "shell.execute_reply": "2021-02-23T11:20:21.729600Z" + "iopub.execute_input": "2021-04-23T16:00:41.260719Z", + "iopub.status.busy": "2021-04-23T16:00:41.255115Z", + "iopub.status.idle": "2021-04-23T16:00:52.203359Z", + "shell.execute_reply": "2021-04-23T16:00:52.202733Z" }, "papermill": { - "duration": 10.551913, - "end_time": "2021-02-23T11:20:21.730350", + "duration": 11.03572, + "end_time": "2021-04-23T16:00:52.203503", "exception": false, - "start_time": "2021-02-23T11:20:11.178437", + "start_time": "2021-04-23T16:00:41.167783", "status": "completed" }, "tags": [] @@ -1737,41 +1560,27 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:20:21.935069Z", - "iopub.status.busy": "2021-02-23T11:20:21.921010Z", - "iopub.status.idle": "2021-02-23T11:20:22.231034Z", - "shell.execute_reply": "2021-02-23T11:20:22.230443Z" + "iopub.execute_input": "2021-04-23T16:00:52.375024Z", + "iopub.status.busy": "2021-04-23T16:00:52.373910Z", + "iopub.status.idle": "2021-04-23T16:01:00.717146Z", + "shell.execute_reply": "2021-04-23T16:01:00.717962Z" }, "papermill": { - "duration": 0.412727, - "end_time": "2021-02-23T11:20:22.231153", + "duration": 8.435674, + "end_time": "2021-04-23T16:01:00.718117", "exception": false, - "start_time": "2021-02-23T11:20:21.818426", + "start_time": "2021-04-23T16:00:52.282443", "status": "completed" }, "tags": [] }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n" - ] - }, { "data": { - "image/png": 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bmxtpaWnk5+fj6uoKlI1SAhaf5Ojt7Y2Tk1OVJx1WRVXaq78Pdu7caciTvdmlS5eAqt8Hll4LfdB7q/L8/HzDNn2/enp6UqdOHbPH+fn5Ge1b/t8356nr+fr6YmtrazK6re+XY8eOWfz9uHbtGnD7vx83t1Hf/pup1WqaN29Oeno6Fy5coGvXrkblNXHPu7q6mv2wqK+z/GsDcObMGQBWrlxpyKm/mf46r1y5Yth2c7Ct0+mIi4sjICAAZ2dnOnTowPr167l06RJeXl6G/Tp27Fjpa7nVPWBpO9TMexTAyZMnGT16tFFfWKNeISyRYFsIK7l5ne3Y2FjGjh3Lf//7X+rXr89TTz1lKNMH0pmZmbdcsaCoqOi22mMpKIKyP64zZ87ExsaGt99+m27duuHl5YWDgwMqlYqvvvqK7777zuxX/LdzTpVKVaV6KlOnWl32xZxSbkUL/WRUR0dHi/U5OjrWaLBdlfbq74OkpCSSkpIqrLeq94G5Cbnw12txq/Ly7dQHjBVN0tSnLpQPLvVBof7Dxc3UajWurq4mK4vo+yUtLY20tDSL54Tb//24uY3mRt71Kgqc78Y9fzP9/az/kFIRfRoJlE0odHBw4MSJE+Tl5XHx4kVycnJ48sknAQzB9qFDhxgwYIBhZLsqkyNv1b+W7qmaeo/SarW8+eabXLlyhbCwMEaOHImfnx/16tXDxsaGpKQkevbsWeV6haiIBNtC1JDg4GCmTp3K2LFjmTZtGt27dzekCuj/mD7xxBOGry3vJH0+YkREBKNGjTIpT09Pv9NNsgp9AHnzyF95tzPSWFP098HUqVMZOHDgXW6NZfoPL/rRZHOuXr1qtC/8dX3lU2fK0+l0ZpcM1B83ZsyYClersAb9uSr60Ku/7oo+xN1N+mv4/vvv6dSpU6WPq1WrFu3atWP//v0cOXLEsFqPfuS6/Mh3586dSUxMpEGDBrf81uzmtt24cYPMzEyz3/pY6veaeo+Kj48nKSnJME/i5pVibvXhTojbITnbQtSgHj160K5dO7Kzs/n+++8N2/VfWVtaz7qm6SfbPfTQQ2bL/675ivo1zfVfq9/s0qVLtzWqXZ1Ryoro74PKjEjeTfp+TUtLs/hhRb+Mn37f8v9OSEgwe0xSUpLZCat38vdD30ZLyxDqdDpD+8tf271En4pxO/dR+YD68OHDqFQqQ062r68vDRs25NChQ4YUkqrka+vrAMv3gKXlOG/3PepWv6v6egMDA80uyfh3fe8T9zYJtoWoYSNHjgRg6dKlhkClffv2uLq6cvr0aQ4ePFil+vTr5Jb/Oriq9KuSmBup3Lt379/2D45+lYzt27ebDarXrVt3W/Xq+6s6fW6OfgLjhg0bLI7+3gv063QXFRWxZs0ak/LLly+zbds2ADp37mzYrv/3zz//bPb6fvjhB7PnCwsLo1atWuzZs8coB7wmdO7cGZVKRWxsrNkHD23fvp309HTq1Kljsrb9vUI/QXPVqlVVTqvRB9uHDh3i8OHD+Pn5GaV8dOjQgYsXLxpGmquSrw1//U6uXLnSbLn+YVM3u933qFv9rurfP/XfxJRXUlJieO6BENYkwbYQNax79+60aNGCnJwcwx8WOzs7w0ND3njjDXbs2GHyNL2zZ88yY8YMo2W54K8JWdVZhSE4OBiAqKgoo5UN4uPjef/99y0+vONe16lTJwICAsjKyuKdd97h+vXrhrKdO3cSFRVFrVq1qlyvvs8PHz58y6ceVkXr1q3p06cP2dnZhIeHmwR7Wq2WgwcP8vbbb5s8AfBOUqlUREREAGVPMi2/vN/Vq1eZMGECJSUltGvXjpCQEENZaGgoLVu2pKCggHfffddo0tmWLVtYsWKF2dUzGjVqxPDhwykpKSEiIsLkA6miKMTHx/Pxxx9X+ETFymjatKkhWH3vvfeM6jtx4gRTp04FYMiQIWZXjLkXPP7447Rr146EhATGjBljkv9fXFzMb7/9ZliCsry2bdtSu3Ztjhw5QmZmpkk+tv7/f/nlF6P/r6wXXniBOnXqcOzYMWbNmmXIhS4pKeG///2vxW8Ubvc9Sv+7+n//93+GORzltW3bFltbW+Li4oyeFnnjxg3eeecds0G4ENUlOdtC1DCVSkV4eDgffPABixYtYujQodjZ2fHiiy+SlpZGVFQU48aNw8XFhcaNG6PT6UhNTTXkst78FMc+ffpw7tw5xowZQ0BAgCEAmDlzJg0bNqxUmwYPHsyKFSu4ePEiffr0oVmzZpSUlJCYmIifnx99+/Y1Snv5u1Cr1UyfPp2hQ4fy66+/0rVrV1q0aEFWVhapqakMHTqUX375hdTUVJM1divy+OOP89VXX7F582aOHj2Kp6cnarWap59+utrLCf7nP//h+vXrREdH8/TTT+Pl5UXDhg0pKCjg4sWLhhG6adOmVes81TVkyBCOHDnCpk2bePnll2natClOTk6cPXuWkpISvLy8TOYfqFQqpk+fzksvvcSePXvo2rWr4QmSqampvPjii+zevdvsGuJvvfUWV65cYcOGDQwbNoyGDRvi6elJcXExycnJhm+Jhg0bVu1rmzJlComJiZw9e5ZevXoZniCpDwQ7derE+PHjq32emqJWq5k9ezajR49m37599OzZk6ZNm+Li4kJeXp4hXaf8+tt6dnZ2tGnTxrC05M3BtH4kW1EUXFxc8Pf3r1LbPDw8+OSTT3j33XeZO3cuK1euxMfHh+TkZK5fv85bb73Fl19+aXLc7b5HBQYG4uvry4ULF3j00Udp1qwZtWrV4oEHHuCDDz6gYcOGDBs2jIULF/Lee+/x9ddf4+rqyh9//IFWq+WDDz5gypQpVbpGIW5FRraFuAOefPJJ3N3dycjIYO3atYbtb7/9NitWrKB///44ODhw+vRpUlNTadSoEc8++yxRUVGEhoYa1TVq1CjGjRtHkyZNOH/+PIcOHeLQoUNV+vrYycmJH374gQEDBuDk5ERiYiIlJSW88sorrFq16p6dCFYZDzzwAD/++CP9+vXDzs6Oc+fO4ejoyEcffcTkyZMNkyerco1NmjThu+++o2PHjuTk5BAbG8uhQ4eq/KAZcxwdHZk/fz5ffPEFnTt3pqCggJMnT5KVlUVAQAAjR45kzZo1d/3bBpVKxRdffMF///tf2rdvz7Vr1zh37hze3t5ERESwbt06s8vg+fv7s3btWvr374+9vb3h9fjwww/56KOPLJ7P1taWGTNmEBUVZUi3OXXqFBkZGfj6+vLSSy9Z7XHtbm5urFq1itdff50WLVpw4cIFLl26ROvWrfnwww+Jioq66/1/K+7u7qxatYqPP/6YDh06kJ2dzcmTJ8nLy6NNmzaMHz/eYopE+QD75mC7fFpJ+/btb2v+wpNPPsnixYt5+OGHKSoqIiEhAY1Gw7x58+jbt6/ZY273PUqtVvO///2PXr16YWNjQ3x8PIcOHTJKO3n33Xd5//33ad68ORkZGVy6dInQ0FCWL19Oly5dqnx9QtyKSrHmd6JCCHEPy8rKIiQkhHr16t32w4KEEEKIqpCRbSHEP4Z+gqSlFQ6EEEIIa7tng+3169fz0Ucf8cwzz9CqVSsCAgJuayUBnU7HsmXLeOKJJ2jTpg0hISG88cYbNT7DXQhxd5w5c4ZVq1YZLVGnKArr16/n66+/BuD555+/W80TQgjxD3PPTpD8+uuvSU1NxdXVFXd399vOjfz4449ZvXo1fn5+vPTSS1y7do0tW7YQHR3NypUrLT6iVwjx95Sdnc1HH33EJ598gpeXFy4uLiQnJxsmnA4ePJhu3brd5VYKIYT4p7hng+2pU6fStGlTvL29iYqKMjtb+VYOHDjA6tWrad++Pd9//71hAfsBAwbwyiuvMGXKFJYtW2btpgsh7iI/Pz9GjBhBdHS04XHfTk5OhIaGMmjQIIsTsoQQQoiacM8G21V55Kwl+ocvvPnmm0ZPigoNDaVz5878/vvvJCYmWmU2uxDi3lC/fn0mTpzIxIkT73ZThBBCiHs3Z9saDh48aPGpX/onm8mKBEIIIYQQoqbct8F2fn4+GRkZ+Pj4mH14ha+vL4BMlBRCCCGEEDXmnk0jqa4bN24AWHy8rn57bm6uxTq2L1jDte+PodJCSTH4nKuPjaLmZO8EDj99grQbF7icm4KCQm21PXn/bwchLVvw2VQVavVfC//rdAqTJitcuKBi/TpHbGyq/lCAv7tatWpRUlJyt5vxtyf9aD3Sl9Yh/Wgd0o/WI31pHdKPlVM+TdmS+zbYtgaHgO703lj25LK4IwrLRpxneMZ+Wv7cnO6dnqfByw9QVFrARztfJvbSbmxCJjCk/0+o1cbdqlarGDoExoxV2Lc/j6CH/nnBtqurq9FSbOL2SD9aj/SldUg/Wof0o/VIX1qH9GPlVCbYvm/TSOrWrQtYHrnWb7c08g2wdLmCTlf2gM22bSDJvwVH27YFIO3jQ+TuTcPO1oG3On2BqtQJtXsMJ0oWmK2r+Z9zMK9l3tblCCGEEEKIv6H7NtiuU6cODRs2JCUlBa1Wa1Kuz9XW526bs28/TJqscPyEQlERPPkE/O96KxJ9fUGBq+sSOX5C4avPvSmO+QiAJcc+IyUnwaSuhMSyn/XdqntlQgghhBDi7+K+DbYBOnbsSH5+PnFxcSZle/fuBaBDhw4Wj//qCycSEsrSP3r2VfjfPHBxVXEYLwBiNuUyZqxCQiJ8/OIQbK91oURXyP8OfWJUj06nsHS5gqdn2Qi5EEIIIYT4Z7gvcrYzMzPJysrC1dUVN7e/ho4HDRrE5s2bmTVrltFDbfbv38/evXvp0KFDhWtsP97Djofa5XEsviz9o75bWbCcH1OXC4PAr24u33ylom0bsLFRk1H6EfOSH+dg0h6O/l8Rmha1SUgsS0fZtx+mfqL6R06OFEIIIYT4p7png+01a9YQGxsLwNmzZw3bDh06BECPHj3o0aNs8uLy5cuJjIxk3LhxjB8/3lBHSEgIAwcOZM2aNTz99NOEhYUZHtfu5OTElClTbtkOGxsVQQ8Zb7P3LcsHt83Mo1VrBZVN2RcEA3sEsnyxG/lkMv7TIygZHQHw9CwLtMO6SqAthBBCCPFPcs8G27Gxsfz0009G2+Li4gwpId7e3oZguyKffvopAQEBrFq1iqVLl1KnTh0ee+wx3nrrrdt+cqStuwMqOzVKkY6SS3nUblIWfKtVato36cSeC5t4Mnw/7Wo/bBgNlxFtIYQQQoh/HpWiKMrdbsS9LCsry+z2s4/9P4r+uE6zFY/j9IinYfv6kwuZfeB9HvLswow+a+5UM+95rq6uFvtSVJ70o/VIX1qH9KN1SD9aj/SldUg/Vo6rq+st97mvJ0jWpFqNy5YMLL5ovLRgO89HADh55TDF2iKzx2q1CnFHFHbsKvup1crnHSGEEEKI+9E9m0Zyr6utD7aTjYPtJi4aXOwbkF14lTMZR2jtEWJUvnuPQuS3Cmnpf23z9IBxryE53UIIIYQQ9xkZ2b5N+jzt4uQbRttVKhVtPTsBcCx9n1HZ7j0Kkz9WaN4cvpujYvsWFd/NUdG8OUz+WGH3HhnhFkIIIYS4n0iwfZtqW0gjAWjrURZsH02LNmzTastGtDuFwmdTVbQKVFGnTtnPz6aq6BQKkXMlpUQIIYQQ4n4iwfZt0gfbJcmmwfZfeduxFJcWAnAsHtLSYegQFWq1cbqIWq1i6BAVaWll+wkhhBBCiPuDBNu3SZ9GUnq1EG1eiVFZY2c/3BzcKdYWciqjbKnCa5llZc0trDao367fTwghhBBC/P1JsH2bbJxro65X9kTKkhTj0W2VSmVIJdHnbdf/88GWCYnm69Nvr+9mvlwIIYQQQvz9SLBdDbWbVJC3/WcqiT5vu22bslVHli5X0OmM87J1OoWlyxU8Pcv2E0IIIYQQ9wcJtquhokmSrRuVPar97NVj6BQdNjYqxr2mYt9+mDRZ4fgJhfz8sp+TJivs2w/jXlXJkyaFEEIIIe4jEmxXg2Fk28wkSW/n5tiqa1FYms+V3BSgbB3tqZ+oSEiAMWMVevZVGDNWISERpn6iknW2hRBCWE1ISAivvvrq3W6GQWxsLCEhIcybN+9uN+WOstZ1b9q0iZCQEDZt2mSlllXOq6++SlzpuRIAACAASURBVEhIyK13vIVLly4REhLCp59+aoVW/b3IQ22qwdJa2wC26lo0dvYjMesUF7LP4FG3CVAWcHd+pGzVkWuZZTnabdsgI9pCCHEfqmqQcuDAgRpqiRD3h5CQEB566CHmzp17t5tSaRJsV0NFaSQAvi4BJGadIinrDCGNHzdst7FREfTQHWmiEEKIuygiIsJk24IFC3BycmLw4MGGbQ4ODhQUFFj13CtXrsTe3t6qdYqqCwwMZOXKlbi4uFSrnkcffZRWrVrRoEEDK7VM3CkSbFdD+bW2FUVBpSo3Oq3T0kztyK/AhdRoaPUqqG3uTkOFEELcFSNHjjTZpg+2y5e5urqSlZVl1XP7+vpatT5xe+zt7a3yWjg5OeHk5FT9Bok7ToLtaqjl7QQq0OWXor1WiG0DBwBszm3Hbvd0NAWJ4AgXk/dQZ2EvisLeRevf8y63WgghxL0mJSWF7t2707dvX4YNG8bcuXM5evQoOTk5rFu3Di8vL3777Td27drFqVOnyMjIwNbWFj8/PwYPHky3bt1M6jT3dfunn37Kli1bWLduHfv27WPNmjWkpaXh5uZG//79CQ8PR602nc61Z88eVq9ezZkzZygqKsLHx4d+/frx/PPPY2NjPJBUWFjIggUL2LZtG9nZ2fj4+DBo0CAaN25c5X5JSEhgwYIFxMXFkZubS4MGDQgLC+OVV17B2dnZaN8BAwYAsHXrVmbNmsWuXbvIzs6mSZMmREREmO0jSwoLC1m6dCk7d+4kLS0Ne3t7WrVqxcsvv0ybNsbLhs2bN48FCxYwZ84c0tPTWb16NRcuXKBly5bMnTuX2NhYxo4dS0REhMmHr7i4OKKiojh9+jS1a9emQ4cOvP7660yZMoUjR44YpRVt2rSJqVOnMnnyZPr372/Yrn+dp02bxpw5c4iOjiY/Px8/Pz9ee+01goODjc55+vRpNm3aRFxcHJcvX6a0tBQfHx969erFiy++iK1t9UJDrVbL8uXL2bBhA1euXMHd3Z0nnniCHj16mN0/NjaWrVu3Eh8fT0ZGBgBNmzZlwIABhtdUv9/YsWMBOHLkiFGKlr5PcnNzWbduHfv37yc5OZns7GxcXFzo0KEDERER+Pj4VOvabpcE29WgtrfBtlEdStPzKU7OxbaBAzbntmO/8U20zR/FK/At+D2CC7VtKXX2x37jmxQ+MUsCbiGEKEdRFApL8+92Myyyt61j/M1lDUpJSWHEiBE0a9aMvn37cv36dWrVqgXA3LlzsbW1pU2bNjRo0ICsrCz27t3L+++/z4QJExg0aFClzxMZGUlcXByPPPIIDz/8MHv27GH+/PmUlJSYTKqcO3cuixcvxt3dnUcffRRHR0eOHj3K7NmzOXHiBNOmTTPsq9PpmDhxIjExMbRo0YKePXuSk5PD119/TVBQUJX6Ij4+njfeeIPi4mK6deuGp6cnx48fZ+XKlURHRzN//nyTgFur1RIeHk5mZiZhYWEUFRWxY8cOPvjgA2bNmsXDDz98y/MWFxczbtw4jh8/TkBAAIMHDyYrK4udO3dy8OBBpk6dymOPPWZy3PLly4mNjaVLly507NjR5EPIzQ4ePMiECROwtbWle/fuNGjQgLi4OEaPHk3dunWr1Fe5ubmMGjUKR0dHevXqRWZmJrt27eLNN99k0aJFtGjRwrDv+vXr2bt3L+3atSM0NJSioiLi4uL49ttvOXnyJJ9//nmVzn2zzz//nI0bN+Ll5cWzzz5LcXExK1asID7e/COyly5dSkpKCoGBgYSFhZGbm8v+/fv5/PPPSUpK4o033gDA09OTiIgIFixYgIeHB/369TPUodFoALhw4QLz5s0jODiYsLAw7O3tSUpKYvv27URHR7N48WI8PT2rdX23Q4Ltaqrd2MkQbNdp64bd7ulomz9K4VORNFIUau+zp0hbyIVuE2n+qwq7PTPIb9FdUkqEEIKyQPvNzU9y4krM3W6KRYHuHZnVb/0dCbjj4+MJDw9n1KhRJmUzZ87E29vbaFt+fj4jR44kKiqKJ598stI52qdPn2bZsmWG/N/w8HAGDhzImjVrGDFihCHAP3jwIIsXLyY0NJTPPvvMUL+iKEyfPp2ffvqJX375xTBqvGXLFmJiYggJCeHLL780BJyDBw/mlVdeqXQ/6HQ6/v3vf1NQUMCsWbOMRjH1wX9kZCQffPCB0XEZGRm0adOGb775xnANPXv2ZPz48axYsaJSwfayZcs4fvw4vXr1YsqUKYbXffDgwURERPDZZ5/RsWNHHB0djY47cuQICxYswM/P75bn0Gq1fPbZZyiKwpw5c2jVqpWh7N///jebN2++ZR3lnTt3jmeffZa3337b8M1E+/btmTZtGmvXruW9994z7Dts2DDeeecdow8DiqIwbdo0Nm7cyLFjx2jbtm2Vzq8XGxvLxo0b8ff3JyoqCgeHsm/8hw8fzrBhw8we8+677+Ll5WW0rbS0lAkTJrB69WoGDx6Mh4cHXl5ejBw5kgULFuDp6Wk2RcvX15dNmzaZfAiLjY1l/PjxfP/997z//vu3dW3VIUv/VVP5B9vYpMaivp5KccdRoFJjo7ahsXPZL11i9lmKO45EnZOCTWrs3WyyEELcY2Q1Jr369etbDEpvDrQB6tSpQ79+/cjNzeXkyZOVPk94eLjRRDsXFxe6dOlCfn4+SUlJhu1r164F4F//+pdRIK9SqRg7diwqlYodO3YYtm/duhWAMWPGGAVzfn5+9O7du9Lti4+PJzk5mdDQUJMVXV5++WWcnZ3Zvn07JSUlJsdOmjTJEGgDdOjQAQ8Pj0r3z+bNm7G1tTVcn56/vz/9+vXj+vXr7Nmzx+S4p556qlKBNsCxY8dIT0+nS5cuRoE2wOjRo285Kn4zBwcHxo4da5QC1LdvX2xsbEyu29PT06R+lUrFs88+C0BMzO1/8NW//uHh4YZAG8Dd3d3iNy83B9oAtra2PP3002i1WmJjKx8zOTk5mQTaAMHBwTRr1qxa11YdMrJdTX+tSHIDVV7Z5BZdA39Dua9rAH9kHicp+wyPPNgFAFVexp1vqBBC3INUKhWz+q2XNJI/+fv7GwWK5WVmZrJkyRL2799Peno6RUVFRuVXr16t9HkCAgJMtrm7uwNlKQl6x48fx8HBgQ0bNpitx87Ozig4P3fuHPb29jzwwAMm+7Zr146NGzdWqn1nzpwBMJt64uDgwIMPPsiBAwe4ePGiUYpE3bp1ady4sclkU3d3d44fP37L8+bl5ZGamoqvr6+hP8oLCgrip59+4ty5c/Tp08eoLDAwsFLXBmX9BJjkf+vb2qhRIy5dulTp+ho3bkydOnWMttna2uLm5mb0egKUlJSwZs0adu7cyYULFygoKEBR/nqydVXuo5vpr6tdu3YmZea2QVmf//DDD+zevZvU1FSTVXmq2p7Y2FhWrVrFiRMnyM7ORqvVGsos/W7VNAm2q6mWV9nXSKVXClAcGwKgvnoOnVfZTdXUpewN7ULWGdRXzwIY9hNCCFEWcDvUcrz1jv8Abm5uZrfn5OQQHh5Oeno6bdq0oUOHDtStWxe1Ws25c+fYs2cPxcXFlT7PzSkQgGG0s3xwcv36dbRaLQsWLLBYV/ngKC8vz2yQCpavzZy8vLwKj9FvvzmQNHddUHZtOp2uxs5b0TEVncfScoBubm5VCrYruu7yryeUjfzv3buXJk2a0KNHD1xdXbG1tSU3N5dVq1ZV6T66WV5eHmq12ux1meufkpISXnvtNc6cOYNGo6F37944OztjY2NDWloaW7ZsqVJ7du3axeTJk3FwcCAkJARPT0/DNzKbN28mPT39tq+tOiTYriZbt7IXsfRqIVrvR9HV86b2oSgKn4oElZpmrmWf7pOyT1P70Dx0zj5ovYMrqlIIIYQwsnHjRtLT0xk9erRJmsmSJUvMpjVYg6OjIyqVim3btlV6f0tLGGZmZlbpvBUdo99uKci8XXfqvPrjs7OzKzyPtZ08eZK9e/ea5NRD2bcYq1atqlb9jo6O6HQ6srOzcXV1NSozd0179uzhzJkzPPnkkya51Dt27GDLli1VOv/8+fOpXbs2ixYtokmTJkZlO3furFJd1iQ529VkU//PYDuzENQ2FIW9i03Cb9ivH4f60hGaOpYtdXQx8zRKwq8UdZ0okyOFEEJUSWpqKgBdunQxKTt69GiNnTcwMJCcnBwuXrxYqf39/f0pLCzk9OnTJmVVaac+zSUuLs6kTF+/nZ0dTZs2rXSdleHo6Ii3tzcpKSlcuXLFpPzIkSPAX6tf3C5//7J0U3MrdFy5coXLly9Xq35L9PdRp06dTPK2rXEf6a/LXF3mtt3Ofa1Wqy1+S6FPAbo50M7IyCAlJaXixtcgCbaryba+HQCl18py57T+PSl8Yhbqq2eps/JF/BY/jb0CJehI6P4vWfZPCCFElXl4eABlE+vK27ZtG/v27aux8+ontf3nP/8hJyfHpPzatWskJiYa/l+fx/zdd98ZpS+cP3+en3/+udLnbdOmDT4+Puzfv59Dhw4ZlS1evJjs7Gx69uxZIzm4ffv2pbS0lLlz5xrlMv/xxx9s3rwZJycnunbtWq1ztG3bFg8PD37//XdOnDhhVPa///3PJPXDWizdRwkJCSxZsqTa9etf/4ULFxqlF125coXVq1dXuj1xcXGsX7/e7Dnq1atn9oOQvr6UlBSuXbtm2FZUVMT06dNrrE8rQ9JIqsn2z5FtpaAUXUEpagdbtP49yW/RHZvUWFR5GTT5v884e+M8Cc4NMJ1LLoQQQlSsT58+LF26lJkzZxIXF4eHhwfnz58nJiaGRx99lN9++61GzhsaGkp4eDgLFy7kueeeIyQkBA8PD3JyckhJSeHYsWOMHj2aZs2aAWWB6rZt2zhw4ADDhg0jNDSU69evs2PHDjp27Eh0dHSlzqtWq5k8eTJvvvkmEyZMMKyzfeLECQ4fPoyPjw+vvfZajVzzSy+9RHR0NFu3buXChQu0b9+e7Oxsdu7cSWlpKR999FG100hsbGx49913mThxIq+99ho9evSgfv36HDlyhIyMDPz9/Tl//ryVrugvLVu2pGXLluzatYtr164RGBjI5cuX+f3333nkkUf45ZdfqlV/cHAw/fv3Z9OmTQwZMoSwsDBKSkrYuXMngYGBJq9/586d8fT0ZNmyZSQkJNC8eXMuXrxIdHQ0Xbt25ddffzV7jl27djFp0iQ0Gg02NjZ06tQJPz8/Bg4cyJdffsnw4cN57LHH0Gq1hg9r/v7+hgmcd5oE29WkdqqFqrYapVhH6bVCavv8+ShVtQ3axh0B8L2yjbM3zpOUfYYu9KugNiGEEMKUu7s7c+fOJTIykpiYGEpLSwkICODrr7/m8uXLNRZsA4waNYp27dqxevVqDh8+zI0bN3B2dsbLy4uIiAh69epl2FetVjNjxgzmz5/Ptm3bWL16Nd7e3rzxxhs0bty40sE2lK1eMX/+fBYuXMihQ4cMT5AcNGgQ4eHhFicXVpednR1z5swxPEFy5cqV2Nvb065dO4YPH25xVY2q6tSpE9988w1RUVHs3LkTOzs7OnTowNSpU5kwYYLV89GhLMj/8ssv+fbbbzlw4ACnTp3Cx8eH8ePH06lTp2oH21A2AbNJkyasX7+etWvX4u7uzgsvvED37t1NXv86deowZ84cZs+ezdGjR4mLi6N58+ZMmTIFNzc3s8H2hAkTgLJVR3bv3o1Op8PNzQ0/Pz+ee+45bG1tWbNmDRs2bMDJyYlOnTrx6quvmqzJfieplPLfkQgTliZ6lHeq41pK0/NpsbEvddo2MClf9X9zmBfzb8KaPcmHj0XVRDPvea6urpXqS1Ex6Ufrkb60DulH65B+tJ6/e1/m5eXRt29fWrRowcKFC+9aO/7u/Xin3DwR1BzJ2baCv/K2C82W+/65/F9S1pk71iYhhBBC3LsKCgoMSwDqabVaIiMjKSoqIiws7C61TFibpJFYgX75P+21IrPlvq5lwXZyzh9odaXYqKXbhRBCiH+y5ORkRo8ezcMPP4y3tzf5+fkcPXqUxMREmjdvbvGJi+LvR6I+KzBa/s+Mho7e1Laxp1hbSHpuMt71mt3J5gkhhBDiHtOwYUO6devGkSNHOHDgAFqtlkaNGjFkyBBefvllo8edi783CbatQL8iiaU0ErVKjVc9Xy5knSY1J0GCbSGEEOIfztXVlQ8//PBuN0PcAZKzbQX6YFtrYWQbwKdeCwBSryda3EcIIYQQQtxfJNi2Alu3PydIXrUcbOtHs1Ou/3FH2iSEEEIIIe4+Cbat4K+cbfMTJAF8nJsDkCIj20IIIYQQ/xgSbFuBfjUSSznbAD71yoLt1JyEO9ImIYQQQghx90mwbQW2DW6ds+39Z7B9JS+FYq3lEXAhhBBCCHH/kGDbCvQj27q8UnSFWrP7uDo0xMHWEZ2iI+1G0p1snhBCCCGEuEsk2LYCdb1aqGqVdaWltbZVKhU+zpVfkUSrVYg7orBjV9lPrVaxXoOFEEIIIcQdIetsW4FKpcLG1Y7SKwVorxaCl6PZ/bzrNePctXhScipekWT3HoXIbxXS0v/a5ukB416DsK4qazZdCCGEEELUIBnZthLbWzxFEv7K265oZHv3HoXJHys0bw7fzVGxfYuK7+aoaN4cJn+ssHuPjHALIYQQQvxdSLBtJTb6tbYrWJFEv9Z26nXzK5JotWUj2p1C4bOpKloFqqhTp+znZ1NVdAqFyLmSUiKEEOLWQkJCePXVV+92MwxiY2MJCQlh3rx5d7sp/ziXLl0iJCSETz/99G435R9J0kisRL8iScVrbZflbKdYWP7vWDykpcPHH6pQq43TRdRqFUOHwJixCsfiIeghKzVcCCFEjQkJCanS/gcOHKihlghRfSEhITz00EPMnTv3bjflb0WCbSvRr0iircTI9tX8NApL87G3rWNUfi2z7GfzZuaP12/X7yeEEOLeFhERYbJtwYIFODk5MXjwYMM2BwcHCgoKrHrulStXYm9vb9U6hRBVJ8G2lRhytisItp3t3ahb24Ubxdlcun6B5m4tjcrru5X9TEiEVoGmxyckGu8nhBDi3jZy5EiTbfpgu3yZq6srWVlZVj23r6+vVesTQtweCbatxKYST5EE8HZuzumMOFJy/jAJttu2KVt1ZOlyhc+mYpRKotMpLF2u4OlZtp8QQoj7R0pKCt27d6dv374MGzaMuXPncvToUXJycli3bh1eXl789ttv7Nq1i1OnTpGRkYGtrS1+fn4MHjyYbt26mdRp7iv/Tz/9lC1btrBu3Tr27dvHmjVrSEtLw83Njf79+xMeHo5abTqda8+ePaxevZozZ85QVFSEj48P/fr14/nnn8fGxsZo38LCQhYsWMC2bdvIzs7Gx8eHQYMG0bhx4yr3S0JCAgsWLCAuLo7c3FwaNGhAWFgYr7zyCs7Ozkb7DhgwAICtW7cya9Ysdu3aRXZ2Nk2aNCEiIsJsH5kzb948FixYwJw5c8jKymLJkiUkJSXh5OREt27dGDt2rNlvDI4cOcKyZcs4fvw4+fn5NGrUiB49evDyyy8b9s/JyaFPnz507tyZ6dOnG449efIk4eHhAGzYsAF3d3dDWXh4OBcuXGD79u3Y2lYctmm1WpYvX86GDRu4cuUK7u7uPPHEE/To0cPs/rGxsWzdupX4+HgyMjIAaNq0KQMGDOCVV14x2m/s2LGG6yyfHjV58mT69+9Pbm4u69atY//+/SQnJ5OdnY2LiwsdOnQgIiICHx+fCtt+P5Ng20ps6/85QbKC1Uig7LHtpzPiSDGzIomNjYpxr5WtOjJpssLQIWWpIwmJZQH4vv0w9RMVNjay/J8Q4v6hKApKQendboZFKgdbVKo7876bkpLCiBEjaNasGX379uX69evUqlULgLlz52Jra0ubNm1o0KABWVlZ7N27l/fff58JEyYwaNCgSp8nMjKSuLg4HnnkER5++GH27NnD/PnzKSkpMZlUOXfuXBYvXoy7uzuPPvoojo6OHD16lNmzZ3PixAmmTZtm2Fen0zFx4kRiYmJo0aIFPXv2JCcnh6+//pqgoKAq9UV8fDxvvPEGxcXFdOvWDU9PT44fP87KlSuJjo5m/vz5JgG3VqslPDyczMxMwsLCKCoqYseOHXzwwQfMmjWLhx9+uNLn//HHH9m/fz9dunQhKCiIAwcOsGbNGnJyckwmGq5bt44ZM2ZQt25dOnfujKurKydPnmTRokXExsby7bffUqtWLZydnfHz8+PIkSPodDrDB5u4uDhDXbGxsfTp0weAvLw8zpw5Q8eOHW8ZaAN8/vnnbNy4ES8vL5599lmKi4tZsWIF8fHxZvdfunQpKSkpBAYGEhYWRm5uLvv37+fzzz/n8uXLjB49GgBPT08iIiJYsGABHh4e9OvXz1CHRqMB4MKFC8ybN4/g4GDCwsKwt7cnKSmJ7du3Ex0dzeLFi/H09Kx0/99PJNi2kr9ytit+FPutViQJ66pi6icQ+a3CmLF/rTri6VkWaMs620KI+4miKCQ88zP5sRl3uykW1WnfkOY/9r4jAXd8fDzh4eGMGjXKpGzmzJl4e3sbbcvPz2fkyJFERUXx5JNPVjpH+/Tp0yxbtowGDRoAZaOnAwcOZM2aNYwYMcIQ4B88eJDFixcTGhrKZ599ZqhfURSmT5/OTz/9xC+//GIYNd6yZQsxMTGEhITw5ZdfGka9Bw8ebDRSeis6nY5///vfFBQUMGvWLKORVH3wHxkZyQcffGB0XEZGBm3atOGbb74xXEPPnj0ZP348K1asqFKwfejQIRYtWkTTpk2BshH7YcOGsWPHDsaPH0/Dhg0BSExM5Msvv8Tf35/Zs2cbfQBYsmQJ3377LatXr2bIkCEABAUFsXLlSs6ePcsDDzwAlAXYLVq0IDMz0yjYPnbsGFqtluDg4Fu2NzY2lo0bN+Lv709UVBQODg4ADB8+nGHDhpk95t1338XLy8toW2lpKRMmTGDJkiU89dRTeHh44OXlxciRI1mwYAGenp5m06N8fX3ZtGmTyQeg2NhYxo8fz/fff8/7779/y+u4H8nSf1by12oktxjZrsRTJMO6qli5XMU3X6n4+MOynyuXSaAthLhPyVubQf369S0GpTcH2gB16tShX79+5ObmcvLkyUqfJzw83BBoA7i4uNClSxfy8/NJSkoybF+7di0A//rXv4wCeZVKxdixY1GpVOzYscOwfevWrQCMGTPGKL3Ez8+P3r17V7p98fHxJCcnExoaarKiy8svv4yzszPbt2+npKTE5NhJkyYZAm2ADh064OHhUaX+gbIPCPpAG8De3p7HH38cRVE4ffq0YftPP/2EVqtlwoQJJoHmSy+9hKurq1Ef6Uf4Y2NjgbLg9tixY7Rv356goCAOHz5s2Fe/T2W+FdD3fXh4uCHQBnB3d7f4rcfNgTaAra0tTz/9NFqt1nD+ynBycjK5foDg4GCaNWtGTExMpeu638jItpXY/DlBUnejBF2RFrWdjdn99CPbt3qKpI2NSpb3E0Lc91QqFc1/7C1pJH/y9/c3ChTLy8zMZMmSJezfv5/09HSKioy/Sb169WqlzxMQEGCyTZ8nnJuba9h2/PhxHBwc2LBhg9l67OzsjILzc+fOYW9vbxixLa9du3Zs3LixUu07c+YMYD7IdHBw4MEHH+TAgQNcvHiRFi1aGMrq1q1L48aNTSaburu7c/z48UqdW68qfQRlyzaaCyhtbW2N+uihhx5CrVYTGxvLkCFDOH36NPn5+QQHB3P16lV27drFpUuX8PLyIjY2FkdHR7Ntudm5c+eAsn6+mbltUJam8sMPP7B7925SU1NNVsSpyj0FZR8OVq1axYkTJ8jOzkar1RrKLN3X/wQSbFuJTb3aYKMCrYI2sxC1p6VHtpc9RTK78Cp5xTdwrF33TjZTCCHuOSqVClWdf+4f4vLc3MwvN5WTk0N4eDjp6em0adOGDh06ULduXdRqNefOnWPPnj0UFxdX+jyOjqZ/o/Qj0eUDpOvXr6PValmwYIHFusoHaHl5eUaT+8qzdG3m5OXlVXiMfnv5oBfMXxeUXZtOp6v0+S3VZamPABYtWlSpeuvWrYtGo+Ho0aOUlpYSGxuLWq2mXbt2hg8JsbGx1KtXj7NnzxIaGmoyCdWcvLw81Go1Li4uJmXm+rGkpITXXnuNM2fOoNFo6N27N87OztjY2JCWlsaWLVuqdE/t2rWLyZMn4+DgQEhICJ6enoZvQzZv3kx6enql67rfSLBtJSq1Cls3O0ozCim9VkgtC8G2Y+26uDo0JKsgg9TrCWgatL3DLRVCCPF3s3HjRtLT0xk9erRJmsmSJUvYs2dPjZzX0dERlUrFtm3bKr2/pSUMMzMr/5AIfaBr6Rj9dkvB9Z2kb8OuXbsq3Z7g4GBOnz7N6dOniYuLw9/fn3r16lGvXj0aNmxIbGwsLi4u6HS6SuVr69uh0+nIzs7G1dXVqMxcP+7Zs4czZ87w5JNPmuRS79ixgy1btlTqvHrz58+ndu3aLFq0iCZNmhiV7dy5s0p13W8kZ9uKDMv/VfAUSfhrdNvSkySFEEKI8lJTUwHo0qWLSdnRo0dr7LyBgYHk5ORw8eLFSu3v7+9PYWGhUU6zXlXaqU+bKL9Kh56+fjs7O6Oc6rslMLDswRhVSVPRp8ccPHiQ+Ph42rdvb1QWGxtbpXxtKOt7MN/P5rbdzj2lVqstfkOQmpqKr6+vSaCdkZFBSkpKxY2/z0mwbUWVebAN3HpFEiGEEKI8Dw8PoGx1ivK2bdvGvn37auy8+ol1//nPf8jJyTEpv3btGomJf03416+i8d133xmlWpw/f56ff/650udt06YNPj4+7N+/n0OHDhmVLV68mOzsbHr27HlP5AE/++yz2NjYMHPmTC5fvmxSfuPGDUMOul67du2wsbFh7dq1FBQUGI1eBwcHk5GRwbZt2wwpJ5WhFfsnxAAAIABJREFU7/uFCxcapfZcuXKF1atXm+xv6Z6Ki4tj/fr1Zs9Rr149rly5YrbMw8ODlJQUrl27ZthWVFTE9OnTje6FfyJJI7EifbBd0SPbAXzq3XpFEiGEEEKvT58+LF26lJkzZxIXF4eHhwfnz58nJiaGRx99lN9++61GzhsaGkp4eDgLFy7kueeeIyQkBA8PD3JyckhJSeHYsWOMHj2aZs3KBpH69u3Ltm3bOHDgAMOGDSM0NJTr16+zY8cOOnbsSHR0dKXOq1armTx5Mm+++SYTJkwwrLN94sQJDh8+jI+PD6+99lqNXHNVtWjRgokTJzJjxgwGDRpEp06d8Pb2Ji8vj0uXLnHkyBH69evHe++9ZzhGP+nx5MmT2NjY0LbtXyml+sA7KyuLrl27mn3IkDnBwcH079+fTZs2MWTIEMLCwigpKWHnzp0EBgaa9H3nzp3x9PRk2bJlJCQk0Lx5cy5evEh0dDRdu3bl119/NXuOXbt2MWnSJDQaDTY2NnTq1Ak/Pz8GDhzIl19+yfDhw3nsscfQarWGD0r+/v6GCZz/RBJsW9FfD7a5RRqJc9mb0i/Ra0iavI6vF66gdovOoL71BAghhBD/PO7u7sydO5fIyEhiYmIoLS0lICCAr7/+msuXL9dYsA0watQo2rVrx+rVqzl8+DA3btzA2dkZLy8vIiIi6NWrl2FftVrNjBkzmD9/Ptu2bWP16tV4e3vzxhtv0Lhx40oH21A2+jt//nwWLlzIoUOHDE+QHDRoEOHh4WYnAt4tAwYMQKPRsGLFCo4ePcrvv/+Ok5MTjRo14vnnn6dv374mxwQHB3Py5EkeeOABo1xvb29vPDw8SE9Pr/KDgCZNmkSTJk1Yv349a9euxd3dnRdeeIHu3bub9H2dOnWYM2cOs2fP5ujRo8TFxdG8eXOmTJmCm5ub2WB7woQJQNkEzt27d6PT6XBzc8PPz4/nnnsOW1tb1qxZw4YNG3BycqJTp068+uqrJuuh/9OoFEVRbr3bP5eliR7mXJ51jCszj+H6vB8+0ztZ3O/C0fmMiJtMPZ2K7dfL3ix09bwpCnsXrX/Parf5XuTq6lqlvhTmST9aj/SldUg/Wof0o/VIX1qH9GPl3DwZ1RzJ2bYiQxpJBSPbNue20+KXLwG4rlZIHbmD/OdXoGugwX7jm9ic235H2iqEEEIIIWqeBNtWpH9ku8UJkjotdrunU6v5YzSs4wlAakE6Oq92FD4Vibb5o9jtmQG6f/ZEAiGEEEKI+4UE21ZkY8jZNh9s26TGor6eSnHHUXg737T8n0pNcceRqHNSsEmt/ONRhRBCCCHEvUuCbSv6a+k/82kkqrwMAHQN/M2uSKJroDHaTwghhBBC/L1JsG1F+mBbd70YXbFpKoji2BAA9dVzhrW2U67/YShXXz1rtJ8QQgghhPh7k2Dbimxc7ECtAsxPktR6B6Or503tQ1F41/MFyo1sKzpqH5qHztkHrXflHs0qhBBCCCHubRJsW5FKrcLGtYK8bbUNRWHvYpPwGy0O/wBAak4CqtQ47NePwybhN4q6TpT1toUQQggh7hMSbFuZrVtZsG3pKZJa/57/n707DayqOvc//t3nJCczGUiAJIxhFFDmGcGpYhW08a9IQXDuRYiVq9ZKS+vVmxaH216qESxerZZGtKJosagMMogIEVCQmUAgkIQhA4EkZDpn/18cEohkONk5ARJ+nzcxe6+99uPWFw+LZz2L4nFziM09gs2EM+WFnPnnz7Hl7KN43Jxm22dbRERE5EqkZNvLfCLPbpKspde2s+vN5E/4BPOU+zyhHdfOoOiBz5Voi4iIiDQzSra9rM5e22cFhbRgQM8bADjeIlSlIyIiIiLNkM+lDqA227Zt49VXX+X777+nrKyMLl26cN999zFu3DiP5zh16hR/+9vfWLFiBUeOHMHhcNC2bVvi4+O5++678fPz82rM9paeJdsAsS06sSljFUfy99c5VkRERESanss22d64cSMPPfQQvr6+3HbbbYSEhLBs2TKeeuopMjIymDp1ap1znDp1ijvvvJPDhw8zYMAAJkyYQGlpKWvXruW///u/Wb58OX/729+w2by3wF9Xzfb52rZwH2xzfq9tEREREWk+Lstku7y8nFmzZmEYBsnJyfTs2ROA6dOnM2HCBF599VVuueUWOnbsWOs877//PocPH+b+++9n5syZlddLS0uZOHEiGzZsYPPmzQwaNMhrsVcebFNLzXaFylMkTx3w2vtFRERE5PJxWdZsb9iwgfT0dMaOHVuZaAMEBwczbdo0ysvL+eijj+qc5/DhwwCMHj26ynWHw8GIESMAyMnJ8WLkYPewZhvOrWxnnjqIy3R5NQ4RERERufQuy2Q7JSUFgJEjR15wryJJrhhTm65duwLw1VdfVbleVlbG+vXr8ff3p1+/fg0Nt4qKbiTO6vps/0jr4LbYDR9KncWcKMz0ahwiIiIiculdlmUkBw8eBKBDhw4X3AsNDSU8PJxDhw7VOc/dd9/NJ598wltvvcX27dvp3bs3ZWVlfPXVV+Tn5/OnP/2J1q1bezV2T7uRANhtPsS06Mjh/FQyTqXROritV2MRERERkUvrsky2CwoKAAgJCan2fnBwMEePHq1zHn9/fxYsWMDvf/97/vWvf1WuhttsNiZNmkT//v3rnCMoKKgekYOj3dnj2k+WEuDwx+Zbe0u/9uFdOJyfyoniI/V+V1PT3P/9LhZ9R+/Rt/QOfUfv0Hf0Hn1L79B39I7LMtn2ltzcXKZNm0Zubi7z58+nf//+lJSU8OWXX/LCCy+wevVqPvzwQ0JDQ2uco7CwsF7vNP1cYAAmnDqSh2+rgFrHtwlyr94fOLG73u9qShwOR7P+97tY9B29R9/SO/QdvUPf0Xv0Lb1D39EzDoejzjGXZc12cHAwAKdPn672fkFBQY2r3ud74YUX+O6773jllVcYPXo0ISEhREZGMn78eH71q19x+PBh3nnnHa/Gbtht2MPOtv/zoG67bWhF+z91JBERERFpbi7LZLuipV91ddn5+fnk5eVVW8/9Y2vWrCEsLIwePXpccG/o0KEA7Nixo2HBVsOnXgfbqNe2iIiISHN1WSbbFX2v161bd8G9r7/+GoDBgwfXOU9paSkFBQWUlpZecC83NxfwbPm/vuqXbHcC3O3/nK5yr8ciIiIiIpeOV5LtgwcP8t1335GW5p3V2WHDhtGuXTs+/fRTdu3aVXm9oKCAuXPn4uPjQ3x8fOX13Nxc9u/fX5lAV+jfvz/l5eXMnTu3yvXS0tLKa0OGDPFKzOeznz1F0pODbaKCYnDY/XGa5RwrOOL1WERERETk0rGcbBcXF/Pyyy8zZMgQfvrTnzJx4kTmz59fef/DDz8kPj6+SrLsKR8fHxITEzFNk4kTJ/K73/2OF198kTvuuIN9+/aRkJBAp06dKscnJydz6623kpycXGWep556iqCgIObNm8fdd9/N7Nmz+a//+i9uvfVW1q1bR69evbj77rutfoKa4z+7su3Jke02w0ZMi46ATpIUERERaW4sJdtFRUXce++9vPXWW/j6+jJ69GhM06wyZtCgQezatYulS5daCmzo0KG8++67DBgwgM8++4x3332XsLAwXn75ZR599FGP5rjqqqv46KOPuPPOO8nOziY5OZnFixcTEBDAY489RnJyMn5+fpbiq019ykjg3EmSGflKtkVERESaE0ut/9544w22b9/O+PHjmTVrFg6H44JNiO3btycuLo7169fz5JNPWgrummuu4f/+7//qHPfYY4/x2GOPVXuvY8eOzJ4929L7raosI/Ew2a7YJFmflW2n02TrNsjJhZYR0OcasNuN+gcrIiIiIo3GUrK9dOlSYmNjefbZZ7Hbaz60JSYmht27d1sOrqmqLCPxoGYbzm//51nN+5q1JklzTbLOO9cnug0kTIPRo5Rwi4iIiFwuLJWRZGVl0atXr1oTbXD3y87Pz7cUWFNW3zKSio4kR/L31zl2zVqTWc+axMXB668ZLFtq8PprBnFxMOtZkzVrzTrnEBEREZGLw1KyHRAQQF5eXp3jjhw5QlhYmJVXNGmVybYHh9oAtG3RGYDjhUcoc17YprCC0+le0R4+DGYnGvTuZRAY6P45O9Fg+DBImmfidCrhFhEREbkcWEq2e/fuzQ8//EBWVlaNY/bt28euXbvo16+f5eCaKnvE2TKSvBJMp6vO8eEBUQT4BOEyXWSdvvAgnwpbt0HWUZg8ycBmq1ouYrMZTJ5kkJXlHiciIiIil56lZHvSpEkUFxeTkJBQ7SmPGRkZ/PrXv8blcjFp0qQGB9nU+ISf7XBiuhPuuhiGQWxo3Zskc862EY/rVP39ius5udXfFxEREZGLy1KyfcMNN3D//fezY8cObrnlFsaOHYthGHz99dfceeedjBkzhp07d/Lwww83yqExlzvD14Y91H0yZXmOh5skPWj/1zLC/fNADfsoK65XjBMRERGRS8vyoTbPPPMMf/7zn+nWrRupqamYpsnx48fZuXMn7dq146WXXrLc8q858ImsX912Rfu/io4khYWFREREEBERQWFhIeBu7xfdBhYkm7hcVeuyXS6TBckm0dHucSIiIiJy6Vlq/Vfh1ltv5dZbbyU3N5eMjAxcLhdt2rShdevW3oqvybJH+MP+Ux6dIgnndSQ5VXNHErvdIGGau+vIzFkmkye5S0cOpLkT8PXfQOJzhvpti4iIiFwmGpRsV6hYgZVz6n2KpIe9tkePMkh8DpLmmkydfm51OzranWirz7aIiIjI5cMrybZcyMfiKZInCjMpLi8Cl5NRHXyJDrbjm7kJOo8Em7uv+ehRBiNHoBMkRURERC5zHiXbU6ZMsfwCwzB45513LD/fVNkre217tkEy1D+CEEcYp0tPcnT7u1z17UJWTD77twVLpuJqEUvJ6Kdxdr3ZPb/doP+V11VRREREpEnxKNlOSUmp9rphGJhm9QeoVNwzjCtztdWnote2hyvbALGhcew+sYVjX71Aj3Y3U3Tbn3BFdsWWvQ9Hynz8l8ygeNycyoRbRERERC5vHiXbK1euvODam2++yT//+U/GjBnD2LFjiY6OBtxHuX/66ad88cUXjB8/noceesi7ETcR9e1GAtC+RWd2n9hCWmQ7htyRBIa7WYwrpi/FdyTh/0kCfmtfpqjzjZUlJSIiIiJy+fIo2Y6Nja3y+8cff8z777/P66+/zrXXXlvlXo8ePbj++uuJj4/nP/7jP7j66quJj4/3XsRNxLmabc/KSAA6GoEAHAhrXZloVzJslA5+hMD3JmLP2Iyz3WCvxSoiIiIijcNSn+133nmHAQMGXJBon2/kyJEMHDjwiqzXBrBHBgBQnn3G42c6+LQAIL34RLX3XZHdADAKq78vIiIiIpcXS8l2WloaUVFRdY6LjIzk4MGDVl7R5PlGna3ZzivBLHN59Ey7iJ4AHM5PxWVe+Iwtey8AZlDd315ERERELj1LyXZwcDBbtmyhrKysxjGlpaVs2bKF4OBgy8E1ZfZwP7AbYHre/q91l1vxNQ1KXCUcP3246k3ThSPlDVyhbXHGDmiEiEVERETE2ywl2zfccANZWVk88cQTHD169IL7x44d46mnnuLo0aPccMMNDQ6yKTLstnMH25zwrJTE7uNHbFAMAFmf/ye2zO+gtBBb5nf4f5KA/cBqSkb9SpsjRURERJoIS4fa/Od//icbN25k+fLlrFq1ij59+hAdHY1hGGRmZrJ161bKy8vp0KEDM2bM8HbMTYZPqwDKj5+h7MQZAjx8pn2rfhw8mEH6qf1c+97Eyuuu0LZq+yciIiLSxFhKtsPDw3n//ff585//zL/+9S82b95c5b6fnx8/+9nPePLJJwkPD/dKoE2RT9TZTZIermwDtA/rCsDuzqO46Yl/Eh1s5y9vLcRx3gmSIiIiItI0WD6uPSwsjOeff55nnnmGnTt3cvz4cUzTpFWrVvTq1YvAwEBvxtkkVWySLD9ej2Q71N1x5MjpA6w9VAaU8T8xA3Eo0RYRERFpciwn2xUCAwMZOHCgN2Jpdhqysn3k1P5GiUlERERELp4GJ9tSs4pku+y456dItgvtjIHB6dKT7M/YQ3iA2vyJiIiINFUNSrYzMzNZtWoVBw8epLCwENM0LxhjGAZ//OMfG/KaJsvKyrafTwCtg9txtCCd9JP7lGyLiIiINGGWk+2kpCTmzZuHy3Xu8JWKZNswjMrfr+Rk27dV/ZNtcJeSHC1IJz1/H32ihzdGaCIiIiJyEVjqs7106VKSkpJo06YNzz//PMOHuxPCN998k//6r/9i0KBBmKbJAw88cMUe1w7WVrYBOpyt204/uc/rMYmIiIjIxWNpZfvdd9/F19eXv//978TGxrJlyxYARowYAcCECRN4++23efnll7nxxhu9F20T43O2G4mrsBxnYRn2IF+Pnmsf5u5IomRbREREpGmztLK9Z88e+vXrR2xsbJXr59ds33///XTq1Il58+Y1LMImzBbsi+HvbtlXfsLzTZLtQ8+ubOenNkpcIiIiInJxWEq2S0tLiYo6t3HPz88PgFOnTlUZ1717d7Zv396A8Jo2wzAslZK0C+sCwInCDM6UFTZKbCIiIiLS+Cwl21FRUZw4caLy99atWwOwb1/Vsodjx47hdDobEF7TZ2WTZAu/cML8IwFIz1cpiYiIiEhTZSnZ7tatGwcOHKj8ffDgwZimySuvvEJhoXsldunSpWzatIkuXbp4J9ImyuomyYrDbQ7l7fV6TCIiIiJycVhKtq+//nqys7NZv349AAMGDGDIkCGkpKQwZMgQhgwZwpNPPolhGEybNs2rATc1FZsky+qZbHcM6w7AoZN7vB6TiIiIiFwclpLtO+64g6VLl9KzZ8/Ka6+99hrjx48nNDSUwsJCunTpwksvvcSoUaO8FmxT5NMqEIDy4/VLtjtFXAVAWt4ur8ckIiIiIheHpdZ/DoeDuLi4KteCg4N5/vnnef75570SWHPhe3Zluz7dSAA6hvUAIC1vt9djEhEREZGLw9LKtnjOas12p3B3sn2iMJOCknyvxyUiIiIijU/JdiPzsXhke7BfKFFB7j7mWt0WERERaZoslZGAu83fW2+9RUpKCidOnKCsrKzacYZhsHPnTssBNnWVK9vZxZguE8NmePxsp/AenCjMIC1vF1e3GdJYIYqIiIhII7GUbKekpPDII49QUlKCYRiEhYUREBDg7diaBZ+W7ppts8yFM78En3B/j5/tFH4VKUdWapOkiIiISBNlKdl++eWXKSkp4dFHH+Whhx4iODjY23E1GzY/O/YwB86TpZQfL65nsu2u2z6Yp/Z/IiIiIk2RpZrtPXv20LdvXx5//HEl2h6wvknyXPs/0zS9HpeIiIiINC5LyXZoaChRUVHejqXZqki263uwTbuwLtgMOwWl+WQXZTVGaCIiIiLSiCyfILlt2zZKS0u9HU+zZLUjicPuR7vQzgCk5apuW0RERKSpsZRsz5gxA19fX2bOnElBQYG3Y2p2fC2WkUDVUhIRERERaVosbZCMiIjggw8+YPLkydxwww307t2b1q1bVzvWMAz++Mc/NijIps6n4hTJ4/U7RRLcyfbqtE/q3Wvb6TTZug1ycqFlBPS5Bux2z9sOioiIiEjDWUq2CwoKePzxx9m/fz+mabJ+/foaxyrZtr5BEqBjeP2PbV+z1iRprknW0XPXottAwjQYPUoJt4iIiMjFYinZfvHFF0lJSaFr167cc889tGvXTn22a2F1gyScKyNJz9+H01WO3Vb7f7I1a01mPWsyfBg8+zuDuE5wIA0WJLuvJz6nhFtERETkYrGUbK9cuZLo6Gjef/99AgMDvR1Ts+NrcYMkQJuQdvj7BFJcXsSRUwfoENatxrFOp3tFe/gwmJ1oYDt7WmXvXjA7EWbOMkmaZzJyhEpKRERERC4GSxski4uLufrqq5Voe6iiG4kztwRXibNez9oMW2UpycE6Skm2boOsozB50rlEu3Iem8HkSQZZWe5xIiIiItL4LCXbPXv2JDMz09uxNFv2cD8MP/enLj9WVO/nK0pJDtTR/i8n1/0zrlP19yuuV4wTERERkcZlKdmeNm0aO3fuZMWKFd6Op1kyDAPfNkEAlGXVP9nuHNETgP2522sd1zLC/fNAWvX3K65XjBMRERGRxmWpZtvX15dJkyYxY8YMxo0bx/Dhw2ndujWGUX0d8KBBgxoUZHPgGxNI6aHTlGUV1vvZri2vAWBfzg+1jutzjbvryIJkk9mJVCklcblMFiSbREe7x4mIiIhI47OUbE+ePBnDMDBNk8WLF/Pxxx/XOn7XLh3I4ht9dmU7s/4r23ERPTEwyCk6St6ZE4QHRFU7zm43SJgGs541mTnLZPIkqnQjWf8NJD5naHOkiIiIyEViKdn+2c9+VuMqtlTPN9q9mbTUwsp2gG8QbUM7czg/lX05PzC47Q01jh09yiDxOUiaazJ1ull5PTranWir7Z+IiIjIxWMp2X7hhRe8HUez5xvjXtkut1CzDdCl5dUczk8lNWd7rck2uBPukSPQCZIiIiIil5ilZFvqz7fN2ZXtzPqvbAN0admbVQcWk5rjWd8+u92gfz9LrxIRERERL7HUjUTqr3Jl+6jFle2IqwFIzam9I4mIiIiIXD6UbF8kFTXb5dnF9T7YBtwr2wCZpw9SUHrKq7GJiIiISONQsn2RuA+2sQPWVrdD/SNoFRQLwH6tbouIiIg0CUq2LxLDMPCNsd6RBM71206t43AbEREREbk8KNm+iCp7bVvuSOIuJdmX7dkmSRERERG5tJRsX0QVddtlljuSnN0kqZVtERERkSZByfZF1NCV7a5nk+30k/soKT/jtbhEREREpHFYSrazs7P59ttvyc7OrnL98OHDPPHEE4wdO5Zf/OIXbNumcofzVa5sW6zZbhnYhjD/lrhMJ2l5u7wZmoiIiIg0AkvJ9vz585kyZQqnTp1rQVdYWMjEiRP57LPPSE1NZe3atdx3330cPnzYa8E2dRW9tq2ubBuGQeeW6rctIiIi0lRYSrZTUlLo3LkzcXFxldcWL17MiRMnuO222/j888+ZOXMmZ86c4c0337Qc3LZt23jkkUcYNGgQffv25a677mLJkiX1nqegoIBXXnmFsWPH0qdPHwYOHEh8fDxJSUmWY7Pi3Mq2tWQbzpWS7M3eRmFhIREREURERFBYaG21XEREREQaj6Xj2o8dO0afPn2qXFu1ahU+Pj789re/JTw8nI4dO/Lxxx+zceNGS4Ft3LiRhx56CF9fX2677TZCQkJYtmwZTz31FBkZGUydOtWjeTIzMytX2IcPH87o0aMpLS0lPT2dL774goSEBEvxWVGxsu3MKcZV7MTmb6/3HN0i3d99T/b3Xo1NRERERLzPUrJdWFhIUFBQ5e+mabJt2zZ69epFeHh45fVOnTqxatWqes9fXl7OrFmzMAyD5ORkevbsCcD06dOZMGECr776KrfccgsdO3asdR6n08kvf/lLjh8/zttvv83QoUMveM/FZA91YPjbMYudlB0twq9jSL3n6BHZD4C0vF3aJCkiIiJymbNURtK6dWsyMjIqf//hhx84ffo0gwcPrjKuvLwch8NR7/k3bNhAeno6Y8eOrUy0AYKDg5k2bRrl5eV89NFHdc7zxRdf8MMPP/Dggw9ekGgD+PhY+rOGZe6DbSrqtq2VfUQFxdAyoDUu08n+vB3eDE9EREREvMxSst23b1+2bdvGihUrKCgoYN68eRiGwfXXX19l3IEDB2jVqlW9509JSQFg5MiRF9wbMWJElTG1Wbp0KQC33HILWVlZLFy4kPnz5/PZZ59dshpn3zYNq9s2DIMeUf0B2JujUhIRERGRy5mlpd2pU6eyfPlyHnvsMcBdRjJkyBD69+9fOebIkSOkpqZy11131Xv+gwcPAtChQ4cL7oWGhhIeHs6hQ4fqnGf7dnfHjs2bNzN79mxKS0sr70VERDBnzhyGDBlS7/gaonJl2+LBNgDdo/rxdfpn7M35nlEdfIkOtuObuQk6jwRb/evARURERKRxWEq2O3fuTHJyMgsWLCA3N5devXrx0EMPVRmzbt06evTowU033VTv+QsKCgAICam+pjk4OJijR4/WOU9OTg4AiYmJPPjgg9x77704HA7+/e9/8+KLLzJ9+nSWLl1a6+r7+bXp3hDUIYyTACdKLc/dr91w2Az7D69gxeQI98UlUzFD28JPfgdX/dRr8XqTt7/llUrf0Xv0Lb1D39E79B29R9/SO/QdvcNy0XKvXr144YUXarw/YcIEJkyYYHV6rzBNE4DrrruOp556qvL65MmTOXbsGG+88QaLFi1i2rRpNc7h7XITs6UvAEWH8y3P3elYBoYJR40yjsTPJSx2MLbsfThS5mNfNJXicXNwdr3Zm2E3mMPhUHtCL9B39B59S+/Qd/QOfUfv0bf0Dn1Hz3iyN9FSzXZSUhIrV66sc9yqVass9bIODg4G4PTp09XeLygoqHHVu7p5brjhhgvuVdSXV5SaXCy+MQ07RRKXk4ivX6WDj/vff5e9DBxBuGL6UnxHEs646/Bb+zK4nF6KWERERESsspxsr1ixos5xK1eu5LXXXqv3/BUt/aqry87PzycvL6/aeu4f69SpEwAtWrS44F7FtZKSknrH1xC+0Q07RdKesRnbqQx6tBkGwK4TW87dNGyUDn4EW/4R7BmbGxyriIiIiDSMpWTbU06nE5ut/q8YNGgQ4K77/rGvv/4a4II2g9WpaPeXmpp6wb2Ka7GxsfWOryEcZ0+RdOaW4Cquf59vo/AEAD1irwVg9/nJNuCK7FZlnIiIiIhcOo2abKempla7qlyXYcOG0a5dOz799FN27dpVeb2goIC5c+fi4+NDfHx85fXc3Fz2799Pbm5ulXnuvPNOHA4H//jHPzh27FiVef76178C8NNW+X5yAAAgAElEQVSfXtzNhLZQB7Ygd6l86ZH6l5KYQVEA9PRxb4zck/09LtN1bv7svVXG1cbpNNnyncnyle6fTqdZ73hEREREpGYeb5CcOXNmld+3bNlywbUKTqeTtLQ0tm/fbqkbiY+PD4mJiTz88MNMnDiRsWPHEhwczLJlyzhy5AgzZsyoLBEBSE5OJikpiYSEhMp2hADt2rXj6aefJjExkdtvv52f/OQnOBwOVq9eTUZGBvfccw/Dhg2rd3wNYRgGjvYhFO/Ko+xwAf5dQuv1vDN2AK4WsXTbtRw/uz+Fpac4kr+f9mFdwXThSHkDV2hbnLEDap1nzVqTpLkmWec1dYluAwnTYPQow8q/moiIiIj8iMfJ9uLFiyv/2TAMDh06VGev6+7du/P0009bCmzo0KG8++67vPLKK3z22WeUlZXRpUsXHn/8cW6//XaP55k8eTKxsbG8+eab/Pvf/8bpdNKlSxemTp3K+PHjLcXWUI72wRTvyqM0vfoNoLWy2SkZ/TT+S2bQPTKIbRSzO+sbOhYV4Eh5A/uB1RSPm1Nrv+01a01mPWsyfBg8+zuDuE5wIA0WJLuvJz6nhFtERETEGwyzoj9eHSpObDRNk/vuu49rr72WRx55pNqxvr6+tGrV6qLXQzeGvLw8r8+ZlbiJ7Pk7afnwVcT8fpClOez7ljF/zX+y0JbD/yvx41dnAnGFtqVk1K9qbfvndJpMmGQSFwezEw1stnNJtctlMnOWyYE0eO8fBna79xLu8PDwRvmWVxp9R+/Rt/QOfUfv0Hf0Hn1L79B39Ex4eHidYzxe2T5/Q2J8fDwDBgzwaJOiXMjR3t2SsCy9wPIczq43067s97DhcT4tKOGhn/0dx49OkCwsLKRdu3YAHD58mKCgILZug6yj7hXt8xNtAJvNYPIkmDrdZOs26N/PcngiIiIigsUNkkOGDCEuLq7Ocd9//z0ff/yxlVc0a4727h7ZlspIztOjlXtVvDjcJD+qu0dHteec3UMa16n6+xXXc3Krvy8iIiIinrOUbD/zzDMsWrSoznGLFi2qcRPllexcsl2Ah1U81WoZ0JqSbBPDZrA7+zvPnjl7uvuBtOrvV1yvGCciIiIi1llu/edJkuhyuTAMbbT7Md+2QWCAq6ic8uziBs1VkOZu+7cz+1uPxve5xt11ZEGyictV9b+hy2WyINkkOto9TkREREQaplH7bB8+fLjyyHQ5x+aw4xvjPkmytAF12wAFae6EeeeJTR6Nt9sNEqYZrP8GZs4y2b7DpKjI/XPmLJP130DCo97dHCkiIiJypfJ4g2RSUlKV33fv3n3BtQoVfbY3bdrE8OHDGxZhM+VoH0xZRiGl6acJGlD3ATQ1qVjZ3pe7lVJnCQ67X53PjB5lkPgcJM01mTr93Op2dDQkPmeo7Z+IiIiIl9Qr2TYMA9M0MQyDXbt2VTndsTotW7bkiSeeaHCQzZGjfQiF3xyj9JD1TZJBQUFk7s7h7oW9OVmcw77sbfRq7VkrwdGjDPr1LaJnrwn4+Lbm3eRXGTLYXyvaIiIiIl7kcbI9e/ZswF2r/Zvf/IYBAwZw1113VTu2os923759cTgc3om0malo/9fQMhLDMOjdegjrDi1l+7GNVZNtl5NRHXyJDrbjm7kJftQa0G6HosKvAehzzV+UaIuIiIh4mcfJdnx8fOU/L168mFGjRlW5JvXj6OCd9n8AvVsPZt2hpfxwbCP3kAC4D72JXP0iKyafbSuyZCquFrGUjH661kNvRERERMR7PE62z7dgwQJvx3HFOb/9X0P1bj0EgB3HvsVluvBNXYH/khk4466j6LY/4Yrsii17H46U+fgvmUHxuDlKuEVEREQugkbtRiI1qygjKT9ahKu4vEFzdW15Nf4+gZwuPcmh3F34rXkJZ9x1FN+RhCumLziCcMX0pfiOJJxx1+G39mVwORv+LyEiIiIitbK0sn3jjTd6PNYwDFasWGHlNc2aPdwPW7AvroIySg8X4N81zPpcNh+uihrAd1lfsWPPB1x9KoPiW/8HjB/9WcqwUTr4EQLfm4g9YzNE9Grgv4WIiIiI1MZSsp2RkeHtOK44hmHg6BBM8Y48StMblmwDXN1mCN9lfcUP2d8xAXBFdq12nCuym/v9hSdAp0SKiIiINCpLyfbu3burvW6aJllZWaxbt45XXnmFO+64g1/96lcNCrA5c7QPOZtse2OTpLtue+vpVExMbNn73CUkP2LL3guAGRRVZ7cSEREREWkYS8l2TQzDICYmhvHjx9OrVy8mTJhAhw4dGD9+vDdf02xUtv871PBNkr1aDcTX5iC7JIeDLbrSLmU+xXckVS0lMV04Ut7AFdoWzuQS+Xm8upWIiIiINKJG2yDZq1cvrrnmGnUuqcW5jiQNX9n28wmgZ6uBAGzoOgz7gdX4f5KALfM7KC3Elvkd/p8kYD+wmrKuN+P/6ROYUd0pmrCQgoRNFE1YiCuyG/5LZmDft6zB8YiIiIhII3cjiYiIID09vTFf0aSd67Xd8JVtgH4x1wKwuTyH4nFzME7sIfC9iQQnDSTwvYnYcvZRPPbP+O79Qt1KRERERC6CRku2T548yZYtWwgJCWmsVzR5506RPI1pmg2er//ZZHtr1teUdr6R7AmLuWlBLpMX55M77nWKHvgcAiKwncqgdPAvauxWYss/4u5WIiIiIiINYqlm+9tvv63xXlFREWlpaSxcuJDc3FwmTJhgObjmzjcmCGwGZrGT8uNn8G0d2KD5ukf2JdA3mNOlJ9mfu53YgC6sPVQGlPE/MQNx2OzuLiR42K1ERERERBrEUrI9efJkDMOodYxpmgwaNIgnn3zSUmBXApvDjm9sEGWHCyg9eLrBybbd5sM1bYax4fByvsv8itjOXS4YYwZFud/tSbcSEREREWkQS8n2z372sxqTbV9fX6Kiohg0aBBDhw5tUHBXAr/OLSg7XEBJaj5BQ1o3eL5+Mdey4fBytmStY2znBy6474wdgKtFLI46upU4Ywc0OBYRERGRK52lZPuFF17wdhxXLL8uoRSszqQ4Nd8r8/WLdtdtbz+6kTJnyYUDbHZKRj+N/5IZ+H+SQOngR3BFdsOWvRdHyhvYD6ymeNwc9dsWERER8QKv9tmW+vPvHApAiZeS7U7hPQjzj+RkcTZ7cr6vdoyz680Uj5uDY/WLBL43sfK6K7QtxePmqM+2iIiIiJc0ONk+fvw43333HcePHwegVatW9O3bl9atG14ScSXw6+LdZNswDPpFj2RV2sdsPba+xnHOrjeT3WYok0Z1JTrYzl/eWohDJ0iKiIiIeJXlZPvYsWP84Q9/YOXKlbhcrir3DMPgxhtv5Le//S1t2rRpcJDNmV9Xd7JdllGIs7AMe5Bvg+fsF3Mtq9I+Zkf2RnJzc2seaLNf0K1ERERERLzHUrJ97NgxJkyYQFZWFgEBAYwYMYLY2FhM0yQrK4t169axfPlyfvjhB95//32tctfCJ8Ife4QfztwSSvefIuCalg2es6Lf9q4TWygoySfYL7TBc4qIiIhI/VlKtv/3f/+XrKwsxo0bx29/+1vCwsKq3M/Pz+ePf/wjn3zyCXPmzGH27NleCba58usSSlHKcYpT872SbLcJaU/70K6k5+9jc+YaRne63dI8TqfJ1m2QkwstI6DPNWC3197yUURERETOsZRsr127lrZt2/LCCy9gt19YehAaGsof//hHNm/ezOrVqxsaY7PnfzbZLtnvnbptgMFtbyA9fx8pR1ZaSrbXrDVJmmuSdfTcteg2kDANRo9Swi0iIiLiCUvHtRcVFdGnT59qE+0KdrudPn36cObMGcvBXSm8vUkSYHC7mwBIOfIlLtNVx+iq1qw1mfWsSVwcvP6awbKlBq+/ZhAXB7OeNVmztuFHy4uIiIhcCSwl23FxcZXdR2pz/Phx4uLirLziilKxSbJkn/eS7d6tBxPgE0TemROk5vzg8XNOp3tFe/gwmJ1o0LuXQWCg++fsRIPhwyBpnonTqYRbREREpC6Wku377ruPTZs28dVXX9U4Zt26dWzatIkpU6ZYDu5KUbmyffAUZln9VqFr4rD70T9mFAApR1Z6/NzWbZB1FCZPMrDZqpaL2GwGkycZZGW5x4mIiIhI7SzVbA8aNIiJEyfy6KOPcuutt3LrrbcSExMDQGZmJkuXLuWzzz5j0qRJDB48mMzMzCrPV4wVN9+YIGyBPriKyik5dBr/Lt7pHjK43Y18nf4ZKUe+5N6+T1xwPygo6ILWgDlnf43rVP2cFddzaukoKCIiIiJulpLtG264AcMwME2TJUuWsGTJkgvGmKZJcnIyycnJVa4bhsHOnTutRdtMGYaBX+dQzvyQQ0lqvveS7bY3ALDr+Gbyi3MI9a+700nLCPfPA2nQu9eF9w+kVR0nIiIiIjWzvLIt3uXX5Vyy7S1RQTHEhffkQN5ONmWs4cbOd9b5TJ9r3F1HFiSbzE6kSimJy2WyINkkOto9TkRERERqZynZXrBggbfjuOI1xiZJcJeSHMjbScqRlR4l23a7QcI0d9eRmbNMJk9yl44cSHMn4Ou/gcTnDPXbFhEREfGApQ2S4n2N0f4PYEjbGwH49sgqnC6nR8+MHmWQ+JxB6n4XU6eb3HyrydTpJgfS3Im2+myLiIiIeMbSyrZ4X2WyvT8f02Vi2LyT0PZsNZAQRxinSnLZefxbrm4z1KPnRo8y6Ne3hJ69JuDj25p3k19lyGB/rWiLiIiI1INWti8Tfh1CwMfAVVROWVah1+a123wY2v4nAHx1aGn9nrVDUeHXnDr5EX2ucSnRFhEREaknJduXCcPXhl/HFoD367ZHdrgNgHUH/41p6jAaERERkYtFyfZlxL9HGADFu/K8Ou/A2NH4+wRwvDCjXqdJioiIiEjDKNm+jPj3cjevPrPDuyfG+PkEMOhsz+16lZK4nIzq4Ms9vfzxzdwEHm6wFBERERE3j5LtzMxMTp482dixXPECzibbxTu9u7INMLLDrQB87WGybd+3jMj34lkxOYIF8aFELJlK4FtjsO9b5vXYRERERJorj5LtG2+8kZdeeqny95kzZ7Jo0aJGC+pKVbGyXbI/H1dRmVfnHtL2Jnxsvhw6uZf0k/tqHWvftwz/JTMwo7pTNGEhBQmbKJqwEFdkN/yXzFDCLSIiIuIhj5Jt0zSrbKxbvHgxmzdvbrSgrlS+UQH4RAWACcW7vfs3CcF+ofSLHgnAukOf1TzQ5cRvzUs4466j+I4kXDF9wRGEK6YvxXck4Yy7Dr+1L6ukRERERMQDHiXbISEhZGVlNXYsAvj3bpy6bYARHpSS2DM2YzuVQengX4Dxo/89DBulgx/Bln8Ee4b+sCUiIiJSF48Otbn66qvZsGEDM2fOJDY2FoDdu3eTlJRU57OGYTB9+vSGRXkFCegVQcGqDM5sb4xk+xb+sv5p9mR/z7GCI7QObnvBGKPwBACuyK7VzuGK7FZlnIiIiIjUzKNk+8knn2Tq1KksXry48tquXbvYtWtXnc8q2a6fgJ7hABTv9H6yHR4QxdVthrDt6AZWp33CPVdf+N/FDIoCwJa9z11C8iO27L1VxomIiIhIzTxKtnv16sXnn3/ODz/8wNGjR3nmmWcYMGAAd911V2PHd8WpKCMp3n0Ss9yF4ePd7ow3xN3JtqMb+HL/4mqTbWfsAFwtYnGkzKf4jqSqpSSmC0fKG7hC2+KMHeDVuERERESaI4+SbYCgoCCGDh0KwDPPPEP79u2Jj49vtMCuVI72IdiCfXEVlFGy/xT+3cO8Ov+1Hcfy6je/YX/udg6d3EuHsG5VB9jslIx+Gv8lM/D/JIHSwY/giuyGLXsvjpQ3sB9YTfG4OWCzezUuERERkebI42T7fCtXriQwMNDbsQhg2Az8rwqn6NvjnNmR6/VkO9Q/goFtr2Pj4RWsOrCY+/v/+oIxzq43UzxuDo7VLxL43sTK667QthSPm4Oz681ejUlERESkubJUoxAbG0t4eHjl73l5eezZs4e9e/eSl+f9A1muNAG9ztZtN0JHEnCXkgCsOvBxlZaO53N2vZnsCYu5aUEukxfnkzvudYoe+LxKou10mmz5zmT5SvdPp7P6uURERESuVJZWtissXLiQBQsWkJaWVuV6XFwc9957Lz//+c8bFNyVqrGOba8wvP0Y/OwBZJxKY0/29/SI6lf9QJudtYfKgDL+J2YgjvNKR9asNUmaa5J19Nzw6DaQMA1GjzIaJW4RERGRpsbSyrbL5eKXv/wlzz//PAcOHCAkJITu3bvTvXt3WrRowf79+3n++ef55S9/WePKqdSs8tj2HbmN8v0CfIMY3n4M4F7drq81a01mPWsSFwevv2awbKnB668ZxMXBrGdN1qzVf3MRERERsJhsv//++yxbtoyOHTsyb948UlJS+Pjjj/n444/ZuHEjr7/+Op06dWL58uW8//773o652fPrGgY+Bs78UsoyCxvlHdd3dm9uXX3gY5z1OA3S6XSvaA8fBrMTDXr3MggMdP+cnWgwfBgkzVNJiYiIiAhYTLY/+ugjgoODWbBgAddff/0F96+77jreeecdAgMD+fDDDxsc5JXG5mfHv5t7Y2Rj1W0Pir2eEEcYOWeOsfXoeo+f27oNso7C5EkGNlvVchGbzWDyJIOsLPc4ERERkSudpWQ7NTWVoUOHEhkZWeOYqKgohg0bRmpqquXgrmQBZ/ttF23NaZT5fe0ORsfdDsAX+97z+Lmcs7l/XKfq71dcz2mcPyOIiIiINCnePTHlRwxDG+WsCuznPqGxaHPjHYt+S1f3BtavDv6bgpJ8j55p6f4zAAfSqr9fcb1inIiIiMiVzFKy3alTJzZu3Fhrm7/c3Fw2bNhAp041LIFKrQIHuJPtM1uzMctdjfKO7pF96Rjeg1JnMavSPNso2ecad9eRBckmLlfVumyXy2RBskl0tHuciIiIyJXOUrIdHx/P6dOneeCBB0hJSbng/saNG3nwwQcpKCjgzjvvbHCQVyK/rqHYQnxxFZZTvOdko7zDMIzK1e3P9y684H5QUBC5ubnk5uYSFBQEgN1ukDDNYP03MHOWyfYdJkVF7p8zZ5ms/wYSHjWw2/W3GiIiIiKW+mxPnDiRr776irVr13LfffcRGRlJbGwshmFw5MgRsrOzMU2T0aNHM3HixLonlAsYdhuBfSMp+CqLoi0nKtsBettNnf8fb3z73+zJ/p4DubuIi7iqzmdGjzJIfA6S5ppMnX5udTs6GhKfM9RnW0REROQsS8m23W7n9ddf5+2332bBggVkZWVx4sS52uKYmBjuvfde7r//fmy2Ri0Lb9YC+0e5k+3NJ2g5uXujvCMsIJJh7cew7tC/+WLfezw65DmPnhs9ymDkCHfXkZxcd412n2vQiraIiIjIeSyfIGmz2XjwwQd58MEHycrK4vjx4wC0atWK6OhorwV4Jauo2y7a0nibJAFu6TaBdYf+zYr9H/DwwN/ia3d49JzdbtC/hsMnRURERKSBx7VXiI6OVoLdCAL7ulsrlh48TXlOMT4t/RvlPYNir6dlQGtyzhzjm/QvGNVpXKO8R0RERORKoxqPy5g9zA+/rqFA465u220+jOnm3ij5r91vN9p7RERERK40l3WyvW3bNh555BEGDRpE3759ueuuu1iyZInl+crKyrjjjjvo3r07t9xyixcjbTyVpSSN2G8b4Lbu92IzbHyf9TWH8vY06rtERERErhSXbbK9ceNGJk6cyKZNmxgzZgw///nPycvL46mnnuL111+3NOfcuXNJT0/3cqSNK7D/xanbbh3clmHtxgBa3RYRERHxlssy2S4vL2fWrFkYhkFycjKJiYn8+te/5pNPPqFr1668+uqrHDx4sF5z7tixg/nz5/PEE080TtCNpDLZ3prTaIfbVLj9qgcAWJ76AUVlBY36LhEREZErwWWZbG/YsIH09HTGjh1Lz549K68HBwczbdo0ysvL+eijjzyer7S0lGeeeYY+ffpw7733NkbIjcavSyi2Fg7MM+UU76r5xE5v6B9zLe1Cu1BUVsDy1A8a9V0iIiIiV4LLMtmuOJVy5MiRF9wbMWJElTGeSEpK4tChQ/zhD3/AMJpWH2jDZhDYz92VpLCR67YNw+D2q+4H4F+7/oZpmrU/ICIiIiK1spRsJyUlsXLlyjrHffnllyQlJdV7/ooSkQ4dOlxwLzQ0lPDwcA4dOuTRXNu2beP//u//eOyxx+jUqVO9Y7kcBA1qBUDRxmON/q6fdBmPv08gh07uZevR9Y3+PhEREZHmzFKf7aSkJOLj47nxxhtrHffll1/y4YcfkpCQUK/5Cwrc9cIhISHV3g8ODubo0aN1zlNaWsrMmTO56qqrePDBB+sVQ4WgoCBLz3lT5I2dOPY/31P4zTECAwIxbI23Oh8UFMRPe/ycxdvf5JPdbzKiy81enVsaTt/Re/QtvUPf0Tv0Hb1H39I79B29wyuH2tTE6XRe0uPa58yZw6FDh/jwww+x2+2W5igsLPRyVPVndAvCFuRDeW4xOZuPENAzolHfd3v3B/h4+1t8lbaUXRnf0z6sq6V5nE6z8jj3jh1CiOtUoOPcG8jhcFwW/082B/qW3qHv6B36jt6jb+kd+o6ecTjqPnW7UTPh1NRUWrRoUe/ngoODATh9+nS19wsKCmpc9a6wY8cO3n77baZOnUr37t3rHcPlxPC1ETSkNQAFX9e9ot9Q7UK7MKy9uw3gou1/tTTHmrUmEyaZ/PI/TZ77b5MHHj7FhEkma9aqDlxERESuHB6vbM+cObPK71u2bLngWgWn00laWhrbt2/npptuqndQHTt2BODQoUP07t27yr38/Hzy8vLo169frXPs2bMHp9PJq6++yquvvnrB/bS0NLp3705ISAibNm2qd4wXW9DwNpz+MoPCr7OIeqRn3Q800Pirp7E+/XOW7/+ABwb8mvCAKI+fXbPWZNazJsOHwbO/M4jrBAfSYEGy+3riczB6lFa4RUREpPnzONlevHhx5T8bhsGhQ4fq3KTYvXt3nn766XoHNWjQIP7617+ybt06brvttir3vv76awAGDx5c6xwdO3bkrrvuqvbeokWLCAkJYcyYMQQEBNQ7vksheEQ0AIUbj2GWuTB8G7c8p1erQVwVNYBdJzazeOebPDjgGY+eczpNkua6E+3ZiQa2s/XlvXvB7ESYOcskaZ7JyBGopERERESaPY+T7b///e8AmKbJfffdx7XXXssjjzxS7VhfX19atWpFbGyspaCGDRtGu3bt+PTTT5kyZQpXXXUV4C4fmTt3Lj4+PsTHx1eOz83NJS8vj/DwcCIi3PXM/fv3p3///tXOv2jRIiIjI/nDH/5gKb5Lwf+qcOzhfjjzSijamk3QwFaN+j7DMBh/9TSe+/Ihlux6m59f8xgBvnVvlNi6DbKOule0bT/ayGmzGUyeBFOnu2u5+9f+lxMiIiIiTZ7Hyfb5K8nx8fEMGDCgztVly0H5+JCYmMjDDz/MxIkTGTt2LMHBwSxbtowjR44wY8aMKm38kpOTSUpKIiEhgccee6xRYrrUDJtB0LA2nFp6iML1Rxs92QYY3v4WYlt0IuNUGp/vXUh8r4frfCYn1/0zroYuixXXK8aJiIiINGeWahFmz55dY4mGtwwdOpR3332XAQMG8Nlnn/Huu+8SFhbGyy+/zKOPPtqo775cBY9oA0DB11kX5X12m527ek8F4J/b51LqLKnzmZZnG6UcSKv+fsX1lo3bUEVERETksmCYDTwmsLy8nJMnT1JaWlrjmJiYmIa84pLKy2vcI9Lro+TAKfZe9zGGw0bP7ROw+Tdq50YASp0lTPlgKNlFWTw+/EXG9biv1vFOp7sLSVxc1ZptAJfLZOYskwNp8N4/DNVsWxAeHn5Z/T/ZlOlbeoe+o3foO3qPvqV36Dt6Jjw8vM4xlrO19evXM2/ePL7//nvKy8trHGcYBjt37rT6GjmPo1MIvtGBlGUVUfTtcYKvbfw/xDjsftxzzXRe2zCLhVtf4ZauP8fXXnNPSbvdIGEazHrWnVhPnkSVbiTrv4HE55Roi4iIyJXBUrK9atUqEhIScDqdhIaG0rZtWwIDA70dm/yIYRgEDW/DyQ8PUPD10YuSbAPc1u1e3tv6KscLM1iW+k9u635vreNHjzJIfA6S5ppMnX7uL06io92Jttr+iYiIyJXC8nHtLpeL3/zmN0yaNMny6YxSf8HXxnDywwOcXpVBm2eq77bibQ4ff8ZfM515G3/Pwq1/YUzXe/Cx+db6zOhRBiNH8KMTJE9rRVtERESuKJY2SKamptK3b1+mTJmiRPsiC7k+BmwGxbvyKM0ouGjvva37vYQHRHG04DDLUz/w6Bm73aB/P4Of3GgweJCvEm0RERG54lhKtgMDA4mMjPR2LOIBn3B/Age4T3M8vfLIRXuvv08g43tPA+Af3//Zo84kAIWFhURERGAYBoWFhY0ZooiIiMhlx1KyPXz4cHbs2IHL5fJ2POKBFje1BeDUiouXbAOMu+o+Wga24VjBEZbsfueivltERESkKbKUbD/11FOUlJTwwgsv4HQ6vR2T1CHkbLJduP4ozsKyi/Zef59ApvR7CoB3t86hsPT0RXu3iIiISFNkaYPkhx9+yKhRo1iwYAGrV69m8ODBtGnTptqxhmEwffr0BgUpVfl1CcXRPpjS9AIKvsoi9Jb2F+3dt3SdwKLtr3M4P5UPts/l/v6/vmjvFhEREWlqLHcjMQwD0zRJT08nPT29xrFKtr3PMAxCbmpHzlu7OL3i8EVNtu02Hx4cMJPnvnyIRdv/yh1XPUh4QJTl+ZxOs7JjScsI6HMN2kgpIiIizYalZHv27NnejkPqqcVNbd3J9pcZmC4Tw3bxEtSRHW6lR1R/dp/YwoLv/sQvh79gaZ41a02S5ppkHT13LboNJExDvbhFRESkWbCUbMfHx3s7DqmnwMGtsMebZAAAACAASURBVIX4Up5dzJnvswnsb311ub4Mw+Dhgb/lqc/+H5/uWcDtV91Px/Ae9ZpjzVqTWc+aDB8Gz/7OqHLK5KxnTRKfU8ItIiIiTZ+lDZJy6dkcdkJGu0+QvNhdSQD6Ro9gZIdbcZlOxr8wioiICI9b+zmd7hXt4cNgdqJB714GgYHun7MTDYYPg6R5Jk6nWfdkIiIiIpexBiXb5eXlrFixgv/93//l97//PYsWLaq8d+zYMXbv3k15eXmDg5TqhdzUDoBTn6djmhc/Mf3FoGfxsTlo0d1GaM8aVqFdTkZ18OWeXv74Zm4Cl5Ot2yDrKEyeZGD7UfmLzWYweZJBVpb79EkRERGRpsxysp2SksJNN93EY489xl//+lc++OADNm/eXHn/m2++IT4+npUrV3olULlQi5vaYjhslKTmU7z75EV/f0yLDvys+0MAxN7uQ9mPDrqx71tG5HvxrJgcwYL4UCKWTCXwrTH4HVgOQFyn6uetuJ6T6504Kw7Wqc/qu4iIiIg3WEq29+zZwy9+8QtycnKYMmUKf/nLXy5YWR0zZgz+/v4sW7bMK4HKhewtHIRcHwtA/r/SLkkM/++qqZTmm/hHGizZ+/a52PYtw3/JDMyo7hRNWEhBwiaKJizEFdmNwYdmcEP0cg7UEHLF9ZYRjR+/iIiISGOylGy/9tprlJaWMn/+fGbOnMmYMWMuGBMQEEDnzp3ZuXNng4OUmoXe7l4GPvmvg5eklCTQN5jMpe6Djd7fmcTxggxwOfFb8xLOuOsoviMJV0xfcAThiulL8R1JOOOu45m+/8M/kstxuarG7HKZLEg2iY52twEUERERacosJdvffvstffr0YdiwYbWOi4mJ4fjx45YCE8+0uDEWW6APZYcLOLM155LEkLvFRUGai+LyIl7bMAt7xmZspzIoHfwLMH70v5hho3TwI7TyPULx3s3MnGWyfYdJUZH758xZJuu/gYRHDfXbFhERkSbPUrJdUFBA69at6xxXWlqKy+Wy8grxkC3Ql5CfuI9vP3mJSkkwIf1DJ3bDh6/TP2P9YXdNtiuya7XDXZHdAJg+KZvU/S6mTje5+VaTqdNNDqRB4nOG2v6JiIhIs2Ap2Y6KimL//v11jtu7dy8xMTFWXiH1EDbOXUqSv+QgpuvStMsrPmrysx4PA/CXgwspwsSWva/asbbsvQD0GNiKv71RwsH9d3Ak/Re8NLuE9/6hRFtERESaD0vJ9siRI0lNTWX58uU1jvnoo4/IzMxk9OjRloMTzwSPjsHWwpfyY2co+vYil+2c19pvUvhw2gS353hxNvND7ThS5oP5o7/ZMF04Ut7AFdoWZ+wA7IaTgZEp/DR2KQMjU7Ab+psQERERaT4sJdv/8R//QWBgIE888QRz5szhhx9+AKC4uJi9e/cyd+5cnnvuOcLCwnjggQe8GrBcyOZnJ/SW9sDFLSX5cWu/mKWP86tT7lXpfxq57D60Av9PErBlfgelhdgyv8P/kwTsB1ZTMupX2PevrLY1oH2fOtiIiIhI82CYFltYbNq0iRkzZpCdnY1hVP1rf9M0iYiIICkpif79+3sl0EslLy/vUofgkdNrMzl47wrsYQ56fHs3Nj97o76vorWfM+46Sgf/AldkV2zZ+3CkzOe/j37KF45S2gdE83ZBGIGnj1Y+5wptS8moXwHU+Lz9wGqKx83B2fVmnE6TrdvcPbdbRrg7lNR342RhYSHt2rkPADp8+DBBQUHe+gwXXXh4eJP5f/Jyp2/pHfqO3qHv6D36lt6h7+iZ8PDwOsf4WJ184MCBfP755yxatIhvvvmGjIwMnE4nbdq0YdiwYUyYMIEWLVpYnV7qKXhEG3yjAynLKuLUF+mE3V7DiTHe8KPWfhUdRypa+z2+uJRNeZ+TfiaLpJ5jWZYwn+hgO395ayGOziMBCHxrTI3P+3+SgN/al/ks8waS5tnIOperE90GEqZRv7rus6Uu0cF29ymWnUeCrXH/MCIiIiICDVjZvlI0pT/VHfvT9xz/yzaCR0bT6d2fNNp77IdTCPjgPvchNTF9L7hvy/yOTYvu4ungQmyGjV2vlFB4yKxcVfbk+cD3JvLw+r/h120wkycZxHVyH3azINndGtDTjiX2fctwrH4R++nMymuuFrGUjH4aZ9ebG/QdLgWtNHiPvqV36Dt6h76j9+hbeoe+o2c8Wdm2fFy7XH7Cx3cBAwrWZVGafrrR3mMUngBqb+03qtzBzVHDcJkuOtzjg+Fbv+cBhvc+wexEg969DAID3T9nJxoMHwZJ80ycztr/nFjbKZb+S2aoNlxEREQanaVke82aNUyZMoWNGzfWOGbDhg1MmTKFr776ynJwUj+OdsEEj4wGIPefqY32HjMoCqDO1n4JvR4jIqA1/q0M2o6z1/v5oTe2wmarunptsxlMnmSQlQVbt9US5P9n787jq6jPxY9/5uxL9oRACGvY90VAAQVXqnW3rUWR2l43RGz1tnpLS3/U1lu1tm6gtbbXtiqK2mq9blzUKlQQQdlkkS1sCUnIvp19Zn5/zMlGEnKSTMgJPO/X67zmnJnvzPmexznynMkz328Ms1g61z4KmhrDJxZCCCGE6JgOJduvvfYau3fvZsKECa22mTBhArt27eL111/vcOdE+6XONa4Wl792AD3SNcPoqdlnoSVltzm0n2fQbH407VEAes2wsiFvdUz72zf+iYJAPzImndXi++dEy9FLy1rvYyyzWFoq87Dmfxnz5xZCCCGEaK8OJdu7du1i5MiRuFyuVtu43W5GjRrFjh07Otw50X5Jc/pjTXUSKfRRveZY2zt0hMVKcPb9WHM/OenQflisTOwzk6KPjavHyzctpqS2oM39bbmf8OhXPyH3cMs3MeZGRzdMT2u9i7GWqtS1E0IIIYToCh1KtktKSsjMzGyzXWZmJiUlJR15C9FBFqeVlG/lAFC+suUyDTOow+YQuPIJlOI9eFbeSMLyKXhW3oildF/9sH11jq1S8eVpVIcqeHjtIjRdO+n+vsufYLd+CS+u0NFOmBFT03ReXKGTlWUMA9iaWEtV6toJIYQQQnSFDiXbiYmJFBUVtdmuqKgIt9vdkbcQnZAWLSWp+jCPUH5Nl72POmwOJXPf5OIXy5j/ZiVlVz6L7wermo3yoatw8KUITqubrQXrWLH18ZPur4+Yw6KFCus/g8VLdHbs1PH5jOXiJcZoJIvuVE463naspS5qdsulKkIIIYQQZuhQsj1u3Di2bt3Kvn2tXzndv38/W7ZsYdy4cR3unOgY1/AUvDP6gKpT+tevu/bNLFbWHg7z6s4A4b5Tmo1f7fV6KSsrI1Cs86MZjwDwwpbf8WX+mpPuP3uWwoMPKOTmwoK7dOZ8U2fBXTq5B2Mc9q8dpS5CCCGEEF2lQ8n2jTfeSCQS4Y477uDDDz9stv3DDz/k9ttvR9M0brjhhk53UrRfxq2jASh7ZR9qbbibe2OYM+x6vjn8JnR0frPmTo7X5J+0/exZCitXKDz1uMLSXxjLlS/FNr42tK/URQghhBCiK3RoBsnZs2fz/e9/n7/+9a/cfffdpKSkMGDAABRF4fDhw1RUVKDrOjfddBMXXXSR2X0WMUi8MBtHThKh3CrKX9tPxg9GdXeXAFh0zoPsK93OvtLt/Prj2/n17JdO2t5qVZg8qePvpw6bQ0mfc5g3a1jTWSzlirYQQgghToEOT2rz05/+lEceeYTBgwdTXl7Otm3b2Lp1K+Xl5eTk5PDwww+zZMkSM/sq2kGxKGT8x0gASp//Gl3tmmEA28thc/H/LvwTCY5kdhd/yZ+3/LpTx1NVnc1bdD74yFi2ONFNG6UuQgghhBBdpUNXtmtqjJvurr76aq6++mqOHz9OYWEhAH369IlppBLR9VK/PYSiR7cSOlxN9Ud5JM0Z0N1dAiArcSCLZz/Nkg/ms+rAy2TMsFCyvv0/Btas1Vn+jE5BYaNj94FFC4m51EQIIYQQoit16Mr2lClTuOWWW+pfZ2ZmMn78eMaPHy+JdhyxeOyk3WiMTFLy593d3Jumzu5/MbdO+TkA/a+2kjC0fcnxmrU6S5bq5OTAs08rrH5P4dmnFXJyYMlSnTVrTz6VuxBCCCHEqdDhof/69etndl9EF0j//kiwKdRuKMK32fwJXOpGGykrK8Pr9bZr3+vH3cVFQ76FYlU460eZVKrN+1dbW0taWhppaWnU1tYCRunI8md0ZkyHhx5UGDtGweMxlg89qDBjOiz/QyslJUIIIYQQp1CHku1Ro0Zx9OhRs/siuoA9y0vqdcYkN0VPbu/m3jSlKAr/OfN3jMiYSHWwnJ+tnkdl4CRzsEdt2w4FhTB/noLF0vSKuMWiMH+eQkGB0U4IIYQQojt1KNm+7bbb+Oqrr1i1apXZ/RFdoNei8WBVqPk4H9+2+JrR02lz86uL/0amN5u8qgP8vw+/TygSOOk+pdF8PGdwy9vr1pe2nbcLIYQQQnSpDt0g6XK5+M53vsO9997LW2+9xYUXXkhWVhZOp7PF9lOnTu1UJ0XnOAclknJtDhV/P8DxJ7Yz6C8XdneXmkj39OY3c1bwo3evYufxjTy89m6WXPBHLErLvwXT04xl7kEYO6b59tyDTdsJIYQQQnSXDiXb8+fPR1EUdF3n448/5pNPPjlp+9274+vmvDNR5t3jqHgjl+qP8vB/VYp7XHp3d6mJQakjeeCiv/DT/5vL2kNv8+znfbjz7F+12HbCeGPUkRdX6Dz0IE1KSTRN58UVOllZRjshhBBCiO7UoWT7mmuuQVFkaLWexDk4iZSrB1PxZi7Hn9zOwD9f0N1damZi1kzuO+9JHlqzkDd2/YkkVyrXDrujWTurVWHRQmPUkcVLdObPM0pHcg8aCfj6z4wp3a1W4xytu4lTCCGEEOJU61Cy/fDDD5vdD3EKZP5wHBX/zKVq9VF820rwTMjo7i41c9GQ66gKlPH050v46+bf4sDdYrvZsxQefACWP6Oz4K6GUUeysoxEW8bZFkIIIUQ86PAMkqLncQ5JJiU6Mknhb75E1+NzaLxrx9zK9yb9BIDnNj/A9Dl2vjvGhf3YF6Cp9e1mz1JYuULhtw8FyTtyO4cOXM3//NEvibYQQggh4kank+2KigrWrVvHO++8w+bNm83ok+hCvX8yEcVpofazIqo/zOvu7rRq/sQfc13fOQCEL1G46Xo3aW8vwPP8N7DuW13fzmpVmDBeo6riDXy167DKTOxCCCGEiCMdTrZLSkq45557mDlzJrfeeiv33Xcfr7/+ev32FStWMG3aNL744gtTOirM4chOIOOW0QAUPrQZPdL+adJPBdv+D/jxrk1c6RyEpsADCX7enb0ALWM4rrfvaZJwCyGEEELEqw4l22VlZcydO5dVq1YxYsQI5s2b16wk4eKLL6a2tlbG4o5DvRaOxZrmJLi/krKV+7u7O81pKs41v0XPuYC7b/iUS4fdgKZr/Pf237Jq/BzUnPNxrn20SUmJEEIIIUQ86lCy/cwzz5CXl8cPf/hD3njjDZYsWdKsTe/evcnJyZEr23HImuQg80fGuHjHH9+KWhPu5h41Zc3/EktVPqFpt2Ox2PjPc3/PnKHXo+kqv1mzkHeyB2OpzMOa/2V3d1UIIYQQ4qQ6lGz/61//YsiQISxcuPCk7bKzsyksLOxQx0TXSps3HMfgRCLFAY4/sa27u9OEUlsMgJYxDACLYuHH5z5ef4X74a9+zz8cwfp2QgghhBDxqkPJdnFxMcOGDWuzncPhoLa2tiNvIbqYxWGl7y+nAVDyP7vx7y7v5h410L29ALCU7KtfZ7VY+c9zf881o28B4FGPj1eK/90t/RNCCCGEiFWHku3ExESKiorabHf48GF69erVkbcQp0DiBdkkXTYAVJ1jP9uArsXHUIBq9lloSdk4Nj4HesMNnBbFwl3TfsV813AA/rjvr/xx4y/R1DCzBrY8PGCzY6s6m7fofPCRsVTV+PjMQgghhDg9dSjZnjRpEl999RX79u1rtc2XX37Jnj17mDJlSoc7J7pe1tKpWDw2fF8WU/56nNwsabESnH0/1txPcL21CMuxLRCqxXJsC+7/vZuFhSXcMfi7ALy+41n+8NrZvD8/lRevTW5xeMA6a9bqzJ2n88N7dR74tbGcO09nzVpJuIUQQgjRNTqUbP/gBz9AVVXuvPNOPvvsMzSt6fBxX3zxBffffz82m43vf//7ZvRTdBFHXy+Z/zkBgMLfbCZSFujmHhnUYXMIXPkESvEePCtvJGH5FDwrb8RSuo/AlU/wnQueZPHwO7DqsNpSyT1Dcii8/V/45r7S4vCAa9bqLFmqk5MDzz6tsPo9hWefVsjJMaZ9l4RbCCGEEF1B0Ts4jeALL7zAww8/jK7reL1eamtr8Xq92Gw2KisrURSFn//858ybN8/sPp9S5eXxU8vcVfSwxv7L3yHwdQXJVw9iwLJZpr9Hampqh2JZW13FvFnDyEqw8uTzr+AYci5YrKCpeJ7/BuuTklgS2Eog4qN/8lB+ffEL9EsaZFwRL92H7werUHULc+cZifZDDypYLA0zTGqazuIlOrkHYeVLClZrfM8+2dE4iuYkluaQOJpD4mgeiaU5JI6xSU1NbbNNhye1+d73vsfLL7/MBRdcgKZp6LpOTU0NPp+PmTNn8sILL/T4RPtModgtZP92BlgUKt86ROV7h7u7Sw0sVtYeDvPqzgDhvlOMRJuG4QEnn/v/ePzyt+jl7cvRyv3c/fY3+fLYp4Sm3VY/POC27VBQCPPnNU20ASwWhfnzFAoKYNv27viAQgghhDid2Tqz88SJE3nmmWfQdZ3y8nI0TSM1NRWrzJnd43gmZtBr4ViKl39F/s824J2WiS3D3d3dalXj4QGHObw8feUqln70A3YXf8ni1Tdw15T/x7xou9IyY5+cwS0fq259XTshhBBCCLO0K9les2YNH374IQUFBTgcDkaMGMF1111H//79SUtL66o+ilMk80fjqf7wKIGvK8j/+ecMeHY2ihKfZRWNhwfU+k4kzZPJ7y/7B4+t+wkfHvg7yzYtJd/t5E53KunRUzP3IIwd0/xYuQeNZbqcwkIIIYQwWcxlJD/+8Y9ZsGABf//73/n000/517/+xbPPPssVV1zBRx991JV9FKeIxWml32MzwaZQ9f4RKt482N1dalVLwwM6bC7+a9Yybj3rZyjAG84g9+38HQOHlZDVB15coaOdMLyhpum8uEInKwsmjO+GDyKEEEKI01pMyfbrr7/Ou+++i9Vq5dprr2XJkiXce++9TJgwgWAwyH/9139RXV3d1X0Vp4B7bDqZPzSyzmM/30Awt6qbe9SKVoYHtBZs5fsHv+aRmgRcFidbC9ez8O2LueL7n7H+M1i8RGfHTh2fz1guXqKz/jNYdGf83xwphBBCiJ4nptFI5s2bx5YtW/if//kfpk+f3mTb4sWL+ec//8mDDz7It771rS7raHc5E+/E1VWNgzd8QO2GIlxjUhny5jexuDpXh9/h0Uhqa+nfvz8AR48exev1Ntlu3bcaxyePYK0+Vr9OS+5HcNZ9HMgYwK8+vo0jFfuwKBbOS/0x21b+kMLChs+SlWUk2rNn9YxEW+4ON4/E0hwSR3NIHM0jsTSHxDE2sYxGElPN9t69e5kwYUKzRBvgjjvu4M0332Tv3r3t76GIS4rVQv+nzmPfpW8T2FlOwX9/Qfavz+6Wvni9XsrKWr9zUR02h5I+57Q4POAg4OkrV7Hss8Ws3v8aa8oeZeLNG7g7/WlC1b1ITzNKR+SKthBCCCG6SkxlJDU1NQwYMKDFbXXra2pqzOuV6Hb2Ph76P34uAGV/20PlO4e6t0Mn08rwgABuu5f7Zz3F/ec9icvmZmvBv1l+4CIyRq1j8iQpHRFCCCFE14op2dZ1HYul5aZ160+cRVL0fIkXZJOxwBi+I+8n6wl83XP/nDRn2Hd5+spVDEoZQbm/mPtXfYfnNv2KUCQ+ZswUQgghxOmpw5PaiDNDn/sn4Z3ZB80X4dAtHxMp77nJ6cDUESy/6n0uG34jOjqvffUMd/7vHPaUbO3urgkhhBDiNBXTDZIjR47s8HjLiqKwa9euDu0bD+TmAIiUBzhw5XuEjtTgndGHwS9djGJr3++0rrzRoq2bKFuy7vAqnlh/H+X+YiyKlRvG/5CbJt6L3erokj6aRW5YMY/E0hwSR3NIHM0jsTSHxDE2pk7Xrut6hx6dKS/Zvn07t912G1OnTmXixIl8+9vf5u233455/y+++IKHH36Y6667jrPPPptx48Zx6aWX8uijj1JVFadD2sUhW6qLgf9zARaPjdr1hRz75SZi+I0W12YOvJQ/X/sJ5w++Gk1XWbHtcRa9fRkHSne2ua+q6mzeovPBR8ZSVXt2LIQQQgjRdWK6st0dPv/8c2655RbsdjuXX345iYmJrF69mry8PO69914WLFjQ5jFmzpxJeXk5Z511FqNGjUJRFDZu3MiuXbsYMGAAK1euJD09/aTHkF91DSpXHeHI7Z8A0GfxZHrdOTbmfePtynZjaw7+L0+u/ylVwTJsFjs3jL+bG8b/EIfN1bztWp3lz+gUFDasy+oDixaemuED5UqDeSSW5pA4mkPiaB6JpTkkjrGJ5cp2XCbbkUiEyy67jMLCQl599VVGjx4NGCOezJ07l4MHD/Luu+8yaNCgkx7nueee45prriEzM7N+na7rPPDAA7zyyivceOONLF269KTHkBOtqZI/76LgV18A0P+pc0m5Jiem/eL9S1vuL+aJdfez7sj7APRNHMTd0x9iar8L6tusWauzZKnOjOkwf55CzmBjqvcXVxgT4zz4QNcn3PEex55EYmkOiaM5JI7mkViaQ+IYG1PLSE6lDRs2cOTIEa644or6RBsgISGBhQsXEolEeOONN9o8zu23394k0QajhnzhwoUAbNq0ydyOnwEybh1N+q2jAMj78XpqPi3o5h6ZI9Xdi19e9Dy/uOA50j19OFZ9iMWrb+BX/7qNktoCVNW4oj1jOjz0oMLYMQoej7F86EGFGdNh+R+kpEQIIYQQTcVlsr1x40YAzj333GbbZs6c2aRNR9hsxlw+VmvnZkU8U2UtmULyFQPRwxqHb/sY3+bi7u6SKRRFYfbgq3j+un9z3ZjbsSgW1h56m/944zyWf/gcBUUR5s9TsFiaXr22WBTmz1MoKIBt27up80IIIYSISzHNIHmqHTp0CICBAwc225acnExqaiqHDx/u8PH/8Y9/AA2J+8m0t/73TDHij3P4+ob3qFqbz6HvfcTof16Fd0Kvk+7TU2Lp9Xq578Lfc/W4m/ntxz9iZ9EXvJ2/FMcVK6l0LwXOb7ZPzmBjWVPrxOu1N9teW1tLWloaAGVlZZ2KRU+JY08gsTSHxNEcEkfzSCzNIXE0R1wm23WzUSYmJra4PSEhgcLCwha3tWX37t08/fTTpKenc+utt7bZvra2tkPvcybo/9wsDs7/CN+m4+z61tvkvDYH14iWa5ccDkePi2W2ZwiPf/N/eW/PCv74+X/jT93N0k/mMm3/hdwxdSkDU0fUt809aCwTvEFqa0PNjtX4s3cmDj0xjvFKYmkOiaM5JI7mkViaQ+IYG4ej7SGD47KMpKscPXqUO+64A1VVeeyxx+qvNIqOsXjsDPrrhbgnZqCWB8md+wH+3T3vZoq6q85paWnN/sdiUSxcMXI+L3x7Hc7Dt4JuY2Pev7jtnxfyxPr7KfcXo2k6L67QycqCCeO76UMIIYQQIi7FZbKdkJAAQHV1dYvba2pqWr3q3Zr8/HxuvvlmysrKeOqppzjnnHM63U8B1kQHg1+4CNfYNNTSAAev/z9820q6u1umS/Wmc/9Fvyb01sek1FyKpqu88/UL3PTqdL7/+ydZv8nHojsVrNauH/5PCCGEED1HXCbbdUP6tVSXXVlZSXl5eYv13K3Jy8tj/vz5HD9+nCeeeIILLrig7Z1EzKwpTnJemYN7cgZqZYiDN3xA7cai7u6W6WbPUvj1T4airH+e4P/9A61kPEGthmPpD5N609kUpz1HMOLv7m4KIYQQIo7EZbI9depUAD799NNm29atWwfAtGnTYjpWXl4e3/ve9zh+/DiPP/44F198sXkdFfWsyQ4Gv3QJ3um90WrCHLzpQ6o+ONrd3TLd7FkKK1coPPnTGfx08vvMHbicrMRB+NRSnt24lO/9fTpv7XqekBo09X3rSl0URZEaOiGEEKIHictke/r06fTv35933nmH3bt316+vqanhmWeewWazce2119avLysr48CBA5SVlTU5Tl2iXVRUxGOPPcYll1xyyj7DmciaYGfQXy8i4YJs9IDK4ds+ofSlvd3dLdNZrQqTJynMudjKrRd9m+WXruLwaxGC5TqlvkKWbfgZ3//7DN7bs4KwGr1ZUlOZNdDOd8e4sB/7AjS1ez+EEEIIIU6JuJxBEoyJbW699VbsdjtXXHEFCQkJ9dO133PPPdx55531bZctW8by5ctZtGgRd999d/36Cy+8kPz8fCZOnNjimN1Ak/YtkdmT2k8Pa+Qv/ozy1w4A0OvucYx88AIqKiu6uWct6+x073X7K1b4wwe/4R+7/0Cp3yij6eXty/W9z+fafVtIqG4YQUdLyiY4+37UYXNOSR9FczI7mjkkjuaQOJpHYmkOiWNsYplBMi6H/gM455xzePnll3nqqad4//33CYfDDB06lB/96EdcddVVMR0jPz8fgK1bt7J169YW27SVbIv2U+wWsh+dgb2vl+NPbKd42VfoR/30fngqFk/zMai7XfSqc1aC1bjqPORcsLR/wiNdhcuHzefqsTfz9tcv8PpXz1Bce4ync1/mRZuDa6dcz9WT7iWluhjHxudwvX0Pu8Y+Qb+LLpEbK4UQQojTVNxe2Y4X8quuc8pe28+xxRvQwxqusWkM/NP5OLITurtb9az7VuP45BGs1cfq15l11TkUqmXNRctY3gAAIABJREFUC+exwlZJnmbUWbtsHq4YMZ9rR9/CgA8fpmT3Pm7d/h4LF9qYPav1hFuubJtPrtqYQ+JoDomjeSSW5pA4xiaWK9txWbMtTh9p1w9l8CuXYM9wE9hRxoEr36Pms45NSGQ2677VuN6+B73XCHxzX6Fm0Rf45r6CljEc19v3YN23ulPHdxft5NoqP3+55DV+fv6zDEkbSyDi4+87/8j8v0/n547jFHkPcfGIL1iyVGfNWvndK4QQQpxuJNkWXc47rTeT1szFNTqVSEmAgzd8QPEzO9C1bkwuNRXnmt+i5pxP4OrlaH0ngsOL1ncigauXo+acj3Pto526kVGpLTaWvUZyQc41PHv1Bzw05xUmZZ2HpqusLfqUBYnVbBl9DyPm/J1lzwZQVUm4hRBCiNOJJNvilHANSGLIm5eR8q0c0HQKH97M4Vs/JlJh7hB5sbLmf4mlKp/QtNtBOeFroFgITbsNS2Ue1vwv2z5YKyON6N5eAFhK9hmHVRSm9ruARy97neeu+Zhv9rsUpw57aw9zqPcPKZ85jd/+328pqsmL+T2EEEIIEd8k2RanjMVto99jM8l++BwUp4XqD/PYN+dtataf+rKSuqvOWsawFrdrGcObtGuNdd9qMlZey4fz03jx2mTS3l6A5/lvYN23GjX7LLSkbBwbnwNda7JfTuoIfubz8Caj+I/J/0Wauw+Ku5iPCh9n/uvT+PkHN/HZkdWomnrS9xBCCCFEfJNkW5xSiqKQduNwhrx5GY6cJCKFPg7esJrChzejhU7d1doTrzqfyFKyt0m7lrRZ833gI4Kz78ea+wnOtxZhObYFQrVYjm3B9dYirLmf4J61mBsn3svPx24ktPYPDEmYiaZrfH70Q37x4fe46eVxrFh9B0Xp/bukrlwIIYQQXUtGI2mD3IlrjpbuatZ8YY79chPlK/cD4BqZQvajM/BMyOj6Dmkqnue/gZYxnMDVy5uWkugarrcWYSndh+8Hq1oeBrAd+1sPfIT940ew1TQa8SS5H8FZ96EOm4Om6SxeovPvf+fx9c7JbNj1CR8f+Tv/t+9VqoJGzBQUJvedxZxh32XmwEtxWV1t91GclNxpbw6JozkkjuaRWJpD4hgbGY1ExDWLx06/385gwLOzsaY5CXxdwYGr36fgv79A80e6+M2t9VedXa1cdQ7Ouq/VJLY9Nd/qsDmU3vAmV/1jOD/98hGeqPwLG89+n+rsS9ix00i013+mk3/054BGduJg7pj2S16f+SceqPUyIXUcOjpfHlvDQ2sWcv0r4/n9uvv4cth0lMqjsdWVCyGEEKJbxO2kNuLMkfzNgXjP6U3BA5uoePMgJX/cRdWqo2T/djoJ0/t02fuqw+YQuPIJHJ88gmfljfXrteR+BK58on6c7ZbGuG53zbfFyqrd/2ZdfhJTIn/hr4ssgPFHpawsWLI4xA1z321yDGegkm+EHcy8/J8cC5Twwf7X+GD/6xTWHOH9vSt4nxVkJ1qY9NmzXO7yMjRjNIoik+MIIYQQ8USSbREXbGku+j95HslXDebYzzYQOlzNwe+uJu3GYfRZfBbWZEeXvK86bA4lfc5h3qxhZCVYefL5V3DEMINk45pvre/EZttbq/murnqXv/wpyP4DHkrLID0NJoyHQEBrdozG79G370Runnwf8yf9mK8KN7B6/2usyf0n+QTIr3mPd95+jwz7ML459mrOH3w1A1Ja/hEghBBCiFNLykhEXEm6qB/DPryKtPnGleGyl/ex5/x/UvrSXnS1eUJqCouVtYfDvLozQLjvlJjqn0820gi6hmPjn9CS+6Fmn9VsX6sVJk9SuOQihcmTlFanam/pPSyKhQlZM7jv3Md4O2kOD2j9GZf6DRTNSUl4Hy9s+R3/8cZ53PHPi3h521Mcqzrc/ngIIYQQwjSSbIu4Y010kP3f55Dz+jdwDk1GLQ1w7Gcb2H/ZO9SsK+ju7hk6WfNtxnskHPyUWbP/m8ev/Rtv3PQVg4qewlZ8EVbFxoGynTz/5W/43t/PZuH/foOXtz3F4fI9yP3QQgghxKklo5G0Qe7ENUdH72rWwxqlL+3h+GPbUCtDACR9oz99fn4WzkFJpvStpZrsJturq1otM7HuW43jk0ewVrc80sipfI8dO3UW3KXz8KMVVCev4uPcf7K14FO0Rlfe+yYOYsaAbzBj4KWMyZyK1XLmVpLJnfbmkDiaQ+JoHomlOSSOsYllNBJJttsgJ5o5OvuljZQHOP74dkpf3AOqjmK3kHbzCDIXjsWW4e5U306WCLeY6CZlE5x9f8MNlCdJlGMR63vc/s1bGDXge/zXLzOxD2le7uLz6cz5ps7SXxglKgDl/mLWHV7F+iOr2FLwKWG1YcbOJGcaZ/e/iBkDLmVK9vm47U1/AJzu5B8Sc0gczSFxNI/E0hwSx9hIsm0COdHMYdaXNrC3goJff0HNGiMxVdw20m8eQa8FY7CluTp0zNaS7bpJa9Sc8wlNux0tYxiWkn04Nj6HNfeT+hFL2rpqfTLteY8RI+cyaMhbPPu0wtgxzeu8665sP/W4UQt+In+4lk35H7P+8Co+z/uI6mDDfw+71cmEPjOY2u8CpmZfQP/koaf9yCbyD4k5JI7mkDiaR2JpDoljbCTZNoGcaOYw80ur6zo1a49R9Lut+LeVAmDx2kj/j1Fk3DYaW4qzXcdrMVlux6Q1tf5Ax5Ltdr/HQEaO2cJ552Xz0IMKFktDMlw3MU7uQVj5Uus3XdZRtQg7ijay/sj/sf7IKgqqm95ImenNZmq/C5mSfT6T+p5HgsOckp14Iv+QmEPiaA6Jo3kkluaQOMZGkm0TyIlmjq740uq6TvVH+RQ9tpXAjjIALIl2Mv5jFOnfH4ktvWNXugGsRzfifv1mY2r0lob2O7YFz8ob8X/nb1SljelQst2R90hMupwBg//KjOkK8+cp5AyG3IPw4gqd9Z/Bgw8ozJ7VPNFWVZ1t22ky3GBdQq7rOocr9rAp72O+yP+E7UUbmpSbWBQrozOnMCX7fKZkn8+w9HGnRa23/ENiDomjOSSO5pFYmkPiGJtYku2e/y+mOGMpikLSxf1IvCibqtVHOf7YNgK7yzn+5HaKn91J6neGkHHbaJyD239Vtl2T1qR1sP8deI/qqndZsjjEn593suCuht/JWVmtJ9pr1uosf0anoLBhXVYfWLQQZs9SUBSFQakjGZQ6ku+Mu5NAxMf2gs/YlG8k30cr97Oj6HN2FH3OXzc/gseeyPg+5zAxayYTsmYyJG0MlhNn0RRCCCEEIMm2OA0oikLyNwaQdEl/qt4/QvEfduDfXkrZS3spW7GXpG8MIOP20XinZMZ8zPZMWuP1eikrK2t3vzs6Mc65MzUuvkhp9Up1Y2vW6ixZqjNjOiz9RdMr4UuW6jz4AM0SdJfNw7T+FzGt/0UAFFYf4Yv8T9iU9zFbC9dRG6piw9EP2HD0AwASHSmM7zO9PvkelDpCkm8hhBAiSspI2iB/QjHHqfxzlK7r+DYep/jZnVR/lFe/3j05g/SbR5J82UAsrjZGC2lHPXWHx9Lu4rpwVdWZO08nJ4dO13jXH1NTOVC2g60F69hasI6vCjfgj9Q2aZPsSmNs5tmM6T2Vsb3PZlj6OOzWrpkBtDPkT6TmkDiaQ+JoHomlOSSOsZGabRPIiWaO7vrSBvZVUPKnXVS8kYseMsabtqY5Sf3OUNLmDcc5KLHVfZuOFHIbWsZwLCV7cWz8U5ORQjqjve/Rnjhu3qLzw3v1Do9eEgtVi7C3ZLuRfBeuY2fR5wQi/iZtHFYXI3tNZEzmNMb2nsbozCkkOlM69H5mkn9IzCFxNIfE0TwSS3NIHGMjybYJ5EQzR3d/acPH/ZS9so/yl/cSLvDVr0+Y3Ze0m4aTdGE/FHvz0odYJ5TpjPa8R3vi+MFHOg/8Wmf1ewoeT/NkuqVxuTsrrIbYW7KNHcc3srNoEzuKNlIVbF5iMyhlBKMypzCy1yRGZkxiUOqIU37TZXefk6cLiaM5JI7mkViaQ+IYG7lBUogoe6ab3j8aT+ZdY6n+Vz6lL+2hZs2x+octw0Xy1YNJ/fYQ3GMa7nhUh82hpM85nZq0pi1d9R7p0Y+RexDGjmm+Pfdg03ZmsFsdjOk9lTG9p8I4o6Qnr+oAO4o2Rm+y3ER+VS6HKvZwqGIP7+9dAYDT6mZYxnhGZkxkRK9JjOw1iT4JA077sb6FEEKc/uTKdhvkV5054vEXcuhwNWUv76X89QNESgL1612jUkn5Vg4p1+Rgz3R3atKaWMX6Hu2JY1fUbJuh3F/MzqJNfF2yhT3FW9hTshVfuKZZu2RXGiMyJjIiw0i+R2RMJMWdYVo/4vGc7IkkjuaQOJpHYmkOiWNspIzEBHKimSOev7R6WKN6zTEq/nGAqg+O1td2Y1FIOLcPrkuymH7vpVTh61HJNjQdjaQ943KfSpqukVd5gK+Lt7CnZAtfF2/hQNlOIlq4WdsMTxZD0scwNG1cdDmWPokDOjT6STyfkz2JxNEcEkfzSCzNIXGMjSTbJpATzRw95UurVgSpePsQ5f84gH9zSf36iK7ypbqXKx65iV5XDsXazlkq29JVyTa0Ms52Fiy6s+OJ9skmyTFDSA2SW7YzmoBv5eviLRyt3N9iW489kSFpYxiSPoYhaWMYmj6OgSnDcVhP/t+op5yT8U7iaA6Jo3kkluaQOMZGkm0TyIlmjp74pQ0erKLy3cOU/28uoa8r69crdgveGX1ImtOfpEv6Y+/j6fR7dWWyDeYmx61PktO1V8l94Rpyy3ZxoHQH+8t2cKB0BwfLvyashZq1tSo2BqYMJydtNANTRjA4dQSDUkeSmdCv/ip4Tzwn45HE0RwSR/NILM0hcYyNJNsmkBPNHD39Sxs8UEnlu4epfOcQga8rmmxzj0sn8ZJ+JM3pj2tUaodu6uvqZNss8VaWEtHCHKnYz4Fo8m0k4TupDlW02N5l8zAoxUi8R/WdSG/XQAaljiTd3Vtuxuyg7j4nTxcSR/NILM0hcYyNJNsmkBPNHKfTlzawv5Lq1Uep+uAovs3F0OgbZO/rIWFWXxJnZ5Mws4/p5SbdGcd4veHyRLquc7w2nwNlOzlU/jUHy7/mcPkejlbub/EqOECCI5lBqSMZmDKc/slD6Z88hP7Jw+id0A+riSPPnI5Op+92d5I4mkdiaQ6JY2wk2TaBnGjmOF2/tOFiP9Uf5VH1wVFq/l2AHlAbNloU3BPTSTyvLwmz+uKZlIFi69w05t0Zx1MxSU5Ximhh8qsOcrh8DwfLv+aY7yD7ir4iryoXTVdb3MdudZKdNJgByUPplzw0uhxC/+SheB2tT4h0Jjldv9unmsTRPBJLc0gcYyPjbAvRxey93KTNHUba3GFo/gi1G4qoXmuM3R3cX4l/cwn+zSUcf3I7lkQ7CTOzSJjVl4TpvXHkJPWo0oXS6Nw0OYNb3l63vrT5HDZxwWaxMzBlOANThjNr8JX1/5CE1CB5lQc4WP41Ryr2cbRyH0crD5BXlUtYDXKo/GsOlX/d7Hjp7t70Sx5CdlIO2UmDyEoaRHbiYPomDcJtN3/EGiGEED2TJNtCmMTitpF4QTaJF2QDEDpWS82/oxPnfFqAWhGiatURqlYdAcCW4cIzrTfec3rjPbs3rhEpKJb4Tb67Y5KcU8FhdZKTNpqctNFN1quayvHaPI5W7OdI5X7yKg9wpHIfeZUHKPMfp9RfRKm/iG2F65sdM82dSVbiILKTBtE3aTB9EwfRN2kQ2UmD42KqeiGEEKeOlJG0Qf6EYo4z/c9Ruqrh31FWn3j7thSjB7UmbSxJDrzTMvGebSTf7jFpzaaQl5pt83QmljXBSo5WHuBo5X4Kqg+RX3WIY9WHOFZ1qMXp6RtLdKTQN5qEZyUOpE9Cf3on9KdPYn96efu2OWRhvDnTv9tmkTiaR2JpDoljbKRm2wRyoplDvrRNaUEV/7YSajcep3ZDIb4vitF8kSZtFJcV97h0PJMy8EzqhXtSBpmjs6moaHmkjVMh3kYj6YyuOidrgpUcqz5EftVBjjVKwo9VH6LUV3jSfRUU0j196J3Qz0jAE/rTO7F/fUKemZAdd8m4fLfNIXE0j8TSHBLH2EiybQI50cwhX9qT0yMa/p1l1H5eRO2GImo3Hkeraj5yhqOPF9fEdDwTM3BPysA9Ph2r135K+9oVk+R0h+44J/3hWgqqj0Svhh+ksPoIhTVHKYo+AhF/m8donIxnevvS64RHsiu9QzNqdpR8t80hcTSPxNIcEsfYSLJtAjnRzCFf2vbRNZ1gbhX+LSX4thTj21pCYHc5qCd8XRVwDknGNSYV99h03GPScI1Nw2bykIMn6uoZJE9FH+LtnNR1ncpAaX3yXVhzlKLqo+1Oxu0WB+mePmQm9CXDU5eEZ9HLmx1dmpuQx1sceyqJo3kkluaQOMZGkm0TyIlmDvnSdp7mj2A7GKLo3wfxbSnBv6WYcIGvxbb2fl7cY9NxjUkzEvBRKdj7envU6CcnY8Yslj3tnNR1napgWZMkvLj2GMW1BRTX5lNSW0CZ/zg6bf8v3W5xkOHNqk/CMzxZpHt6k+bOJN3Tx3juycRla3t21J4Wx3glcTSPxNIcEsfYSLJtAjnRzCFfWnOcGMdwsZ/AzjL8O4xHYEcpoSM1Le5rSbDjGpGCc3gKrhEND1uG+1R13xRm1Y2fjudkWA1R5i/ieM0xSnwFHI8m4UZSbjzK/cUxJeQAXkcS6W4j8U739Ikm472bPB/SdyTB2nAXf7LT3+l4PnYXiaU5JI6xkWTbBHKimUO+tOaIJY5qZQj/rrrkuwz/zjKCuZUQafmrbk13GYl3NAl3jkjBNTTZ9NkvzWDmiChn6jkZVkOU+gqjV8SPUew7RkltAaW+ImNIQ18hZb7jBNW2S1bquG1e0jy9SfdkkurOJNXdixRXRgvLDBmDvBVn6vnYFSSW5pA4xkYmtRHiDGRNdpAwvQ8J0/vUr9NCKqGD1QT2lBPYW0FwTwWBPRWEDlejlgaoXV9I7fqmI2VY0104c5LqH4665YBELM7umcJ823YoKISlv2iaaANYLArz58GCu4xa7smTuqWLcc9uddAncQB9Ege02kbXdWrD1fWJd5m/iFKf8SjzGeOL1z33R2rxR2rJr8olvyq3zfd32dykuHqR4m6ajKe6MqLrMkiNbk90pp7Smz2FEKIrSLItxBnA4rDWl400pvkjBPdVEthTQWBvOYE9RiIeLvChlgbwlQbwbTp+wsEUHP0TcA5JwjG4UTI+MBF7lgfF2nXJUU+fxbKnUBSFBEcSCY4kBqYMP2lbp9fOgWN7jMTcf5xyfzHl/mIqAiXG0l9CeaCYcn8JITVAIOKnsOYIhTVH2uyHRbGS4kon1d2LJGcayS7j0fA8nSRnKkmuNJKj65y2nlUWJYQ4/UmyLcQZzOK24R6fjnt8epP1am2Y0MEqgrlVBA9UETxYRehAFcHcSrTaCKHD1YQOVwP5TQ9oU3D0S8AxIAHHgERjOTCx/rk10dGp/sbbLJbxMCpLd/M4EuiXnEO/5JyTttN1nUDE1yQRL/eXUBFNxOvWG8l5CdXBcjRdpcx/nDL/8ZMeuzGXzR1Nxhsl4tFkvCEpN7Ylu9JIdKZIgi6E6FKSbAshmrF67cZQgmObJuG6rhM57ieYW0Uoty4ZryR4qJpwXg16SCN0qJrQoWqgoPlxU50NiXg/L/ZsL/a+CdizvTj6erEk2U86YsqE8caoIy+u0HnoQZrVbL+4Qicry2jX1VofEYUeNd74qaIoCm67F7fdS9+kQW22D6shKoNlRvLtL6YqWEZlwHjUPa9fBsqoDJYR0cIEIn4CkXyO1+a3+R517FYnSY4UEpzJJDpTSXSmkOioe55MoiOFBGcKic4UkpwpJDiM5wmOZKyW7impEkL0HHKDZBvk5gBzyI0W5ojnOOqqRrjIT+hINaEjNQ3Lw8ZSLQ20eQxLgh17X6+RiPeNPqKJuD3bi723h7WfKd0+GsnpNJNmZ8XLOanrOr5wTTQJL6UqUE7lCcl43baGpN24et4ZXkcSidHkuy4BT3KmRhP3FCNRdyThdSThdSSS4EiOPk9qMhtovMTxdCCxNIfEMTYyGokJ5EQzh3xpzdGT46jWhAkdjSbhh6sJ59cSPlZLKLpUy4JtH8SiYO/txpfgZV+Zm8Kwm0qbhwqrG2umh6tu9jDjcg+WhJNfIYeOx9LMEVFOBz35nKxL0GtCFVQFK6gJVlIdLDeehyqoDlZQHaykOlROTbCSqmAF1cFyakKV+MItD7HZHnarE6/dSMCTPam4LF68jkS80Xr5uqTca08iwZmM1950m8eeKFfWW9CTz8l4InGMjYxGIoSIG9YEO+5RqbhHtfw/Js0faZJ8h/ObPg8X1KKHNMIFPuz4GA2MbnyAYuB+2HU/WDw2bH082Hu7sfU2lvbenvrntkw3EZsXXdfbPdFPvI2IInXjHacoSjS5TaR3Qv927RvRwkZyHoom5MFyIzmPJulGcm4k5rWh6uiyitpwNbWhKgDCapAKNUhFoIS8qo59Bo89oUlS7nUk4rUn4rYn4HUk4LYn4LEn4LEn4rZ7G20zXnvsiXjsCditnbufQgjROkm2hRBxweK24RySjHNIcovbdU0nUhJoSL6P+4gU+QkX+ggXRZ8f96FVhdF8EULRuvLW7AUUlxVbLze2DJfxSHc1eu3G1stY2jNcWJIdKIoSVyOiSN1497FZ7KS4jeEK20vTNXzhGmqjiXhtqAocKkVlBfXJeW24ippglbEMVVEbqsJXn7RX14+D7gvX4AvXUFx7rFOfx2514rF7cdvqEvG6JD0hmpB78TgSmyTuDdsS8DiMtm6bF7vVedrMViuEGSTZFkL0CIpFwZ7pxp7phomtJzhqbZjIcX9DAl7kI1zY8DxS6CNSEkDzRdADKuGjNYSPtl0SoDgs2NJdZHpcLCxwceBuN72GurCmu7ClurCmObGlOjlQ6sCtOklPdQBdl3A0rhtf+oumdeNLluo8+IAk3PHKoljqh1ask5qaSnla7H+yD6uh+ivlJ14994dro0l4tbEM1eCPJuUNj2r84RoCEX/0eEEq1SCVdP5XokWx4LIZN8O6bB7jxlibF7fdU//aZWu0ra5dk32M1y67p/5YdotDknjRI0nNdhukXskcUvtlDomjeZIcCZTsKyBcEiBS4idSHF2WBKIPf/1Sq+rAdOQ2BVuqE2uqC1uaE2uqkYxb0xq9TnM1rE91Yklsu9Yc4qtuXM5Jc3RXHFUtgj9cS200+W6SkIeqm2wzlrX4QkYSb6yrS+Sr6xP3rmJRrPWJe0OibiTwjZP71MR0iCg4rW6cNnd0u/HceB19bm1Y77K5sVrk+mNj8t2OjdRsCyFEK6xeuzEG+MDENttqAZVIaTT5Lg6w8zM/H/3Dz/DMAKP6BnGHg/gLg9QcC2DzBXHpEYjoRgJfHCCGWz8NFgVrsqPpI8UZfR5dpjg4XOog4aCdm+Y5iRS6sCY7sHhsKIoideOiXawWGwnOZBKcLZdvtYeqqQRVP/5wLf5wLYGIz3geqSVw4uuID3/Y19Au2qbxa3/YRyDiI6QaIxlpumpczQ91sMC9DXaLo2lCbm2anLtsnhOSdfcJSbynaRvricm9S0pszlByZbsN8qvOHPIL2RwSR/N0NpYt1ktnwaI7Fc6bpqFWBImUBVDLg0TKgqjlAWNZFiRSHogug6hlASLlIXR/pHMfyKZgTXZiS3FAgoMv9zoYMsFB9nAn1kQ71kQHlkQ71iQHlgS7sS4pui7RWKdY2p8EfPGlh0cerWmhbvzMGf7QDPLdbp2qRfBHjMQ70EIi3/DaSNJ1a4Sq2kqCEX903HUfwYifYMRHQPVHnxvbghE/OqcuDVJQcFhdOKxOHDYXTqsLh8147bS6G9ZZnThtLhzWujbuaBtXozauhjbRYzisbpzR7fZGx7Ao7Z/ZV87J2MjQfyaQE80c8qU1h8TRPGbE0swruloggloRQq0MoVYGmz5vsgxRmR/ieG6QPt4QSm0IPax16nPUqUvCLYkOY5nkaEjUE+xYkxq2WRMdfHXQzvK/2Rh9lp1rvmtn8Cg7BwusvPQyZ9x4450l323ztCeWuq4TVoP46xJytSEJb5yQG+t9BMJ+gqqvybZAdHvz5L7hdWfHc+8su9XZkKxHk3MjIXc1Sc4dVmf9MtGThBYBh9VhrLPUbXOc0NaBw+rCbnE02d8eXe+wOk/rEh1Jtk0g//Mzh/xDYg6Jo3l6ciwb12z/5tdAQK1PxCPlQf72TIDKYyFuuz6MVhNCqwqjVofQasKo1WHUqhBadXRdddi0ZB0Ai4LFa6NatePTbfQfZseaYMfisRkJu9eOxWvD4rUbr6PrW9tu8dhiuuLe00tZevL5GG/iMZZhNURIDRJSA9HkPUAoEiCkBqPPo+vUIMFIINrOWIbUAMHo67AajCb2ddsat/c3eo8Aqt7Jv5aZyKJYjATc0jQRt9cn7g7sVhcOS0uJfHQ/mzOa0Lui+9e1cTEha0aTG45PJanZFkKI05DVqrBoISxZqvOzX8D8eTZyBtvILffw4js66/ONq8qZMVxV1nUdPajVJ95qdQitKmQk5TXhhud126uMpL2qMMTxQ2H6JISxBI3hFgHQdLTqMF7CeIHA9s5/XovH1jQBd9uMdW7jUVhpZctuG+V+K0GLjZBi4/0UGxdeamPM5Ggi36i90uh1R0pnhGgvI6l04KXte0TMomqR+qQ+qDZO4IOEogl7UI0m8JEAQdVPWA3V/zCw2hWqfJXR14H69WE1aCy1E16fsL1xsq/pmnGVn665iXZy31n89tLXuuTYZpAr222It1/HPVU8XmnoiSSO5jkdYnmyuvGuLt/44COdB36ts/o9BY9HQdd0NF8ErcZIvH0lIf7z7hA/uF5l/NAIWm0YtbZuexitJoLmiyYkAtQgAAAgAElEQVT0tcZ2rTZivI5uR+v6f54Up7VZMm7xRBNyV6NtHhsWVzRBd1mxuKwoLlt0aTW21T13N12vOK1tJvWnw/kYLySW5uhsHFVNJaw1T8IbEvNAKwl7o8ReazmRb7x/WA1z+Yh5zBn2XRM/fezkyrYQQpzGZs9SOHcm3VI+kZ5mLHMPwtgxxjjo1gSjZARgn19nn1sn4UKFlEnt749xxV01Sl+iiblWl5j7Imj+CJHaMC/+OUJmcoQLp6vogQi6z9iu+iPs3xlBrY2QkxVBC6jGfr5Ik5tR9aCKGlRRy2MeM6ZDFKcFxRlN4Jsl6laOJbqJ2DQjOY+uq0vUG7dvsq/D0rDdYUVxWtFtFnbus1BaYyW9l4UJE7p++EchWmK1WLFajBFaznSSbAshRA9mtSqnZHi/E00Yb4w68uIKnYcepNlY3y+u0MnKMtp1hKIo0aTShq2VOYw2b9F5w6rz7CMKfcc0Tyhrd+osuEvnqd8pTG6U8OtaNJGPJt+aL4IWiDRJxjV/o22NX/uNpF4LqOgB1dgvoFJbplJVGsESUXFoKnZdxUZDLbwe1NCDIbRWRq1re1ql2NmBPtHn2yxWrC4rDm80MXc2JOaKw2K8jq4znjdvZ3FaGm2P7udqvL1R4l+/n7GPYrcYj+hwdz29tl6IjpBkWwghRLs1rhtfvERn/jyazGJZNxpJVyZSpdHJDnMGt7y9bn3pCZMiKhYFJVoyQnrn+1E/m+d3YP68htk8X3pR5YvPVP7ffRrnTFJbSNQbXrusTmpLq4x1wYYkvi6h1/0nrAuq6KFo26BG2Kei+lXsNL3Z1a6p4FOJ+Dr/OTtDcVjQLBb8ESsh3YJdsVCmWPjYbiU900JimgVL4+Tc2ei5I5rM2xu1cTTaVvfaYcVit6CmluEL+1s+lj364yH6XKl7bm3/0HhCxEqSbSGEEB0ye5bC47/z8sijNSy4q6G+Oivr1Az7d2Ipy4lyDzZt1xVU1aibnzG96WyeY8fAb35jZfESC8tWwMzLFBwn+eHRmfrYJqPT/AqUSPTKfUhF9Uf4/SMRjh3VeGSphhLRjEQ9qKKHGj+vS+C1aLLfOJlvtP7EdSck/npIQwuozert9ZCGgoaHCE2KCsLAIfAf6tBHN49FiSbsFhSbpSE5t0UfjdZjVagJWAjrFuxuC8lpFiyOFvaxNzywWVBsivHjwKY02x7TPq30R7FZwKbIZDlxTJJtIYQQHXbJxU4mTaztltKAri5licW27VBQCEt/oTR5f+CUzebZuA9Wm2L8y+6yYsUoKbl6oVFOs9eiMPnsU5OQ6RENPayhhzQigQgLF6gM6qfxk7t1CNdtM+rl//JnleMFGj++S0NRdfRwNJEPaQ3Po+21Rs/r15/w2qIqhAOh6DHU+n7UP48+mtB09OhfDWJhAZzR59WmRq7j6hN0u9LyDwabEk3gLShWpSFJr3ttt4A1muBbLRz3ugip4YYfBzbjh4bxlwDlhNeW+nZE92943XB8xaqc8LpRH2x120943ej4WHvmjwpJtoUQQnRKd9WN9+RSltOtDyeqT87csC3Xzp5ynXsfVHAPb/7f4qI048fAtwY0ra3vqFj+SqBreouJev3rsNbwgyFi/AD4aqvGyy+pjBquM+scjV4pGsWFGhs3aBzO1bj8Ep3B/Rvv0+gYYQ0iTV/Xb4/oTV/XtT1hXeN2LY3Uo4c144dM14yuFz8aJfPYLKhYqLlkFK75Y+P2HgBJtoUQQvRYs2cpPPgALH9GP2NLWeKhDycTlz8GLAqK0wrOuuv/J6eqOo//QSfnErizUblQH2CMZvzY+91BWPnQqRn9pf7HQsRIsLXGCXp9Uq42PFejibiqo0d01JDKoVydmkqNBLdO/ywNi6ajqxp62Fi67S581bVGsq/q0R8Lev1rPayBGl0X3a/+dfSHBare8IOi7nW0P3ok2j76fnok+h7121oZ+jOio0dU9OgAQgqw/70Sntusk9UHFi0k7maulWRbCCFEj9adQyDGQylLPPThZOL9x0As4qFcqLGmPxbA2o5916zVWf7nE8bn7wOLFjb9cdrd45Xrum4k1o0S+LqEf8N6lcce05gyQeOqy+Fb5yUx+YjCiyuMm5UffCC+Em65/VYIIUSPZ5SyKFxykbE8VX9KNkpZFNZ/BouX6OzYqePzGcvFS4xSlkV3dm1/4qEPJ9P4x4B2QvlDPPwYiEU8Xp3viLqRc3Jy4NmnFVa/p/Ds0wo5OUY51pq18TPPoaIYdd0Wlw1rgh1bihNbhhtLLzdPveZl+KxEFi9LYdw3U/EmWhk7RuGhBxVmTIflf9BRW7sy3g0k2RZCCCE6wShlUcjNNa5uzvmmUdKSe/DUlLLESx9aE+8/BmLR+Op8S3rC1fkTR84ZO8aY/TWek9SW1P2VYf681v7KoFBQYLSLF3FdRrJ9+3aWLVvG1q1bCYfDDB06lJtvvpkrr7wy5mNomsbLL7/Mq6++yuHDh/F4PJx99tnce++9DBo0qOs6L4QQ4ozRnaUs8dSHk/WtO2vrOyveS3ViEW+lMB3VE//KELfJ9ueff84tt9yC3W7n8ssvJzExkdWrV/OTn/yE/Px8FixYENNxli5dymuvvcbQoUO56aabKC0t5b333mPdunWsXLmSoUOHdvEnEUIIcSborlFZ4q0PrYnnHwNtiYeRbzqrJyapLemJ9wDEZbIdiURYsmQJiqKwYsUKRo8eDcBdd93F3LlzWbZsGZdeemmbV6Y3bNjAa6+9xpQpU/jLX/6Cw+EA4JprruEHP/gBv/zlL3nppZe6+uMIIYQQgvj+MdCWnn51vicmqS3piX9liMua7Q0bNnDkyBGuuOKK+kQbICEhgYULFxKJRHjjjTfaPM7rr78OwD333FOfaANMnz6dc889l02bNnHwYCsFWEIIIYQQjcyepbByhcJTjyss/YWxXPlS/CfacHrcqAo98x6AuEy2N27cCMC5557bbNvMmTObtDmZzz//HI/Hw+TJk5ttqzv2pk2bOtNVIYQQQpxBumvkm87qiUlqa+L5huCWxGUZyaFDhwAYOHBgs23JycmkpqZy+PDhkx7D5/NRXFzM8OHDsVqbj0BZV4JS915CCCGEEKeznl4K01hPugcgLpPtmpoaABITE1vcnpCQQGFhYYvb6lRXV9e3be0Yjd+rNampqSfdLmInsTSHxNE8EktzSBzNIXE0j8SydddcDVdeofPl5gjFJRq9MiycNdnWYpLaE+J40YXd3YO2xWWyLYQQQgghuobVqjBtatvT1AtzxGXNdt1V57qr0yeqqalp9ap3nbrtrV25rlvf2pVvIYQQQgghOisuk+26euqW6rIrKyspLy9vsZ67MY/HQ69evcjLy0NV1Wbb62q1ZWIbIYQQQgjRVeIy2Z46dSoAn376abNt69atA2DatGltHmfatGn4fD42b97cbFvdseveSwghhBBCCLPFZbI9ffp0+vfvzzvvvMPu3bvr19fU1PDMM89gs9m49tpr69eXlZVx4MABysqaTnt0/fXXA/DEE08QCoXq13/22Wd8+umnTJ06lcGDW5lKSQghhBBCiE5SdF3X22526m3YsIFbb70Vu93OFVdcQUJCAqtXryYvL4977rmHO++8s77tsmXLWL58OYsWLeLuu+9ucpwlS5bw+uuvM3ToUGbPnl0/XbvT6Wxxuvbt27ezbNkytm7dSjgcZujQodx8881ceeWVp+Rz9zRvvfUWX375JTt27GDv3r2Ew2Eeeughrrvuuhbb19TUsGzZMlavXk1xcTG9evVizpw53H333Wds/XxRURHvv/8+a9euJTc3l5KSEpKTk5k8eTK33norEyZMaLaPxLFlVVVVPPXUU3z11Vfk5eVRWVlJamoqgwcPZt68ecyZMwdFaXrHvcQyNn/605/43e9+B8Crr77KxIkTm7WRWDZ34YUXkp+f3+K27373u/zqV79qsk5i2LYPPviAl19+mV27duH3+8nIyGDixIncd999ZGVl1beTWDb3xhtvsHjx4pO2Oeecc/jb3/5W/1ri2Hlxm2yDkfg+9dRTzRLfq666qkm7kyXbmqaxYsUKXn31VQ4fPozH4+Hss8/m3nvvbXZV+/PPP+eWW27Bbrdz+eWXk5iYWJ/g33vvvSxYsKDLP3NPU/cPSWpqKh6Ph/z8/FaTbZ/Px/9v786DorrSBg7/QEAFHAUExwU0arq1QQRE1CgmMLiUokFFjRm3GM3EJUYTF1wyjmacqNGYKFpKUm6puAQBdZyJxDUqGQTGHVlGBVFxA0VwCJt9vz+0+7PtZjMwIHmfKsrqc86995y3pfrl9rnnvP322yQlJdGzZ080Gg3JycmcOHGCjh07sn37dqytrWtgFDVr5cqVfP3117i4uNC1a1ccHBy4du0ahw4dQlEUVq1axYABA/TtJY6lu3btGkFBQXTu3BkXFxeaNGlCdnY2R48eJTs7mxEjRvDpp5/q20ssK+bKlSsEBQVhYWFBfn6+yWRbYmmav78/ubm5jBs3zqjOzc0NPz8//WuJYdkURWHRokXs2rULFxcXevXqhY2NDXfv3iU+Pp7PP/8cb29vQGJZmqSkJA4dOmSyLjo6mv/85z/MmjWLSZMmARLHKqMIRVEUpbi4WAkICFDc3NyUxMREfXleXp4ycOBARaPRKGlpaTXXwVoqJiZGuXHjhqIoirJx40ZFpVIpERERJtt+9dVXikqlUlasWGGy/Kuvvqr2/tZG0dHRSnx8vFF5fHy84urqqvj4+CiFhYX6colj6UpKSpTi4mKj8ry8PGXAgAGKSqVSUlNT9eUSy/KVlJQow4YNU4KDg5VZs2YpKpVKOXPmjFE7iaVpfn5+ip+fX4XaSgzLtnXrVkWlUimLFy9WSkpKjOqf/d2XWFZOYWGh4uPjo2g0GuXevXv6colj1aiVc7ZrQmxsLBkZGQQGBqLRaPTltra2TJkyhZKSEiIjI2uwh7XTa6+9RsuWLcttpygK4eHhWFtbM3XqVIO6P/3pTzRu3Jjdu3ej1N4vWqpN37599XdjnuXt7U23bt3IyckhJSUFkDiWp169elhYGG8fYGtrS69evYD/X+VIYlkxX3/9NcnJyfztb38zuRsvSCyrgsSwbAUFBaxbtw5nZ2fmz59v8v+i7ndfYll5hw4dIicnhzfeeIOmTZsCEseqJMn2U3FxcQD6D+Rn9ezZ06CNqLz09HTu3r2Ll5eX0VdO9evXx9vbmzt37phc7vG3TPfhoftX4vhiCgsLiY2NxczMTP+chsSyfKmpqYSGhjJ58mReffXVUttJLMtWVFREVFQUGzZsYPv27SQnJxu1kRiWLSYmhpycHAICAtBqtfz444+EhYWxY8cOo5hILCtv9+7dAAwfPlxfJnGsOrKD5FO6dbdNrd/duHFj7Ozs5D/Ur6CLXWnrmuvifu3aNVn7/KnMzEx+/vlnHB0dUalUgMSxonJzc9m6dStarZbs7GyOHz/OrVu3mDZtmtE6/hJL00pKSggJCaFdu3a89957ZbaVWJbt3r17hISEGJT5+vqyYsUK7O3tAYlheS5evAg8+fZq8ODBpKWl6evMzc0ZP348c+fOBSSWlXXz5k3+9a9/0axZM3x9ffXlEseqI8n2U7odJUvbmdLW1pbbt2//L7tUp+h2Ay3tyeXydg39rSkuLmbOnDkUFRUxa9Ys/VemEseKyc3NJTQ0VP/a0tKSOXPmMGHCBH2ZxLJsGzZsICUlhe+//x5Ly7K3dZZYlm7o0KH4+PjQvn17rKysuHLlCqGhoRw/fpwpU6awY8cOzMzMJIblyM7OBmDz5s1oNBrCw8Np164dSUlJfPLJJ2zatAlnZ2fefvttiWUlRUZGotVqGTp0qMH0HIlj1ZFpJELUMlqtlvnz5xMfH8+IESMICgqq6S69dFq1akVKSgqXLl3i8OHDTJ8+ndWrV/PBBx9QUlJS092r9ZKTk9mwYQMTJkzA1dW1prvzUps2bRo+Pj7Y29tja2tL586d2bhxI126dOHMmTP89NNPNd3Fl4JuXrClpSXr1q3D3d0dGxsbvL29WbNmDebm5mzevLmGe/ny0Wq1REZGYmZmxrBhw2q6O3WWJNtPlfcX2qNHj0q96y3Kp4ud7huE55X3zcJvhaIoLFy4kH379jF48GAWL15sUC9xrJx69erRqlUr3nvvPWbMmMHBgwf5/vvvAYllWebOnYuzs7PRUqqlkVhWjrm5uX55VN0OxxLDsuk+o93c3GjWrJlB3auvvoqzszMZGRnk5uZKLCshJiaGzMxMunfvjrOzs0GdxLHqSLL91PPzOJ/18OFDHjx4YHI+t6gYXex0c+Ofp4v7bznGujvaERERBAYGsmzZMszNDX9FJY4vTvfws+5BZ4ll6ZKTk7l69SqdOnVCrVbrf6KiooAnm7Go1Wr9er0Sy8qzs7MD4JdffgEkhuVp27YtUHpipysvKCiQWFaCqQcjdSSOVUfmbD/VtWtXNm7cyMmTJxk4cKBBXUxMDAA+Pj410bU6oU2bNjg5OXH69Gny8/MNnmwuLCwkISEBJyen3+wvrVarZcGCBURGRjJgwABWrFhhcmkrieOLu3PnDoA+rhLL0gUHB5ssT0hIID09HX9/f+zt7fXLfkosK+/8+fMAEsMK6tatGwBXr141qisuLiYjIwNra2vs7e1xdHSUWFbAgwcPOHz4ME2aNKFPnz5G9fJ/surIne2nevTogbOzM/v37ycpKUlf/ujRI9avX4+FhQVDhgypwR6+3MzMzBg+fDj5+fmsW7fOoG7jxo08fPiQ4cOHG22l/VvwbKLdv39/Pv/881LXM5Y4li0pKcnkVLCcnBxWr14NQO/evQGJZVmWLl1q8sfT0xN4ssbu0qVL6dixIyCxLM3ly5fJzc01Kk9ISGDz5s1YWVnRt29fQGJYHt2OkdeuXSM8PNygLiwsjNzcXAICArCwsJBYVtDevXspLi5m0KBBWFlZGdVLHKtOrd6u/X8tNjaWiRMnYmlpSWBgILa2tvrt2mfMmMHkyZNruou1Tnh4OP/+97+BJ2vyJiYm4uXlpf9LNyAggICAAMB421dXV1eSk5M5fvz4b3rb17Vr1xIaGoq1tTVjx441uSlLQECAPrGROJZu6dKl7N69m27dutGiRQsaNmxIZmYmx44dIz8/n379+vHll1/qp+dILCsnJCSEqKioCm3XLrF88rv9zTff0KNHD1q2bImVlRWpqanExMRgbm7O4sWLDb6+lxiWLSMjg7feeovs7GzeeOMN2rZty6VLl4iNjaVly5bs2rULR0dHQGJZEYMGDSI1NZV9+/ahVqtNtpE4Vg1Jtp9z/vx51qxZw9mzZykuLqZ9+/aMGzeOwYMH13TXaiXdh29ppk2bZvCQVV5eHqGhoURHR5OVlUXTpk3p168f06ZN+80+ZFFeDAE+++wz/QNVIHEsTUJCAhEREZw9e5a7d+9SUFBA48aN0Wg0BAUFMXDgQKO7MBLLiisr2QaJ5fPi4uLYvn07ly5dIisri6KiIhwcHOjSpQvjx4/H3d3d6BiJYdlu3brFmjVrOHHiBDk5OTRt2hR/f3+mTp2Kg4ODQVuJZenOnz/P8OHDcXd3N/qm4HkSx19Pkm0hhBBCCCGqiczZFkIIIYQQoppIsi2EEEIIIUQ1kWRbCCGEEEKIaiLJthBCCCGEENVEkm0hhBBCCCGqiSTbQgghhBBCVBNJtoUQQgghhKgmkmwLIYQQQghRTSTZFkIIIYQQoppIsi2EeGmo1WqDH1dXV7p168agQYMICQkhOjqakpKSMo/39/f/H/a4bsrIyGDq1Kl069aNDh06oFarOXXqVE1361dbu3YtarWayMjIOnEdIUTtYFHTHRBCiMoaMmQIAFqtlry8PNLT09mzZw9RUVG0bt2alStX4u7uXuXXjYyMZN68eUybNo0PPvigys//MtBqtUyfPp2kpCQ8PDxo3bo15ubmNG3atKa7JoQQtZIk20KIl86yZcuMyjIyMvjiiy/44YcfGDt2LDt27KBjx44Gbf75z39iaWn5v+pmnXTz5k2SkpLw9vbmu+++q+nuCCFErSfTSIQQdYKLiwtffvklwcHB/PLLL8yfP9+oTbt27XBxcamB3tUdt2/fBsDZ2bmGeyKEEC8HSbaFEHVKSEgI1tbWXLp0iYSEBIO60uZsnzt3jqlTp+Ln54ebmxs9e/YkODiYVatW8d///heAMWPGMG/ePABCQ0MN5o7r5t4qisL+/fuZOXMm/fr1w8PDA09PT4KDg/nuu+/QarVG1352/m5KSgrvv/8+Xbt2xcPDg9GjR3P69OlSx3rmzBk+/PBDevXqhZubG76+vrz77rvs3bvXqO39+/dZvnw5/fr1o1OnTnTt2pWJEycSHx9f4diq1WpGjx4NQFRUlH78Y8aMAeDUqVOo1WpCQkK4d+8eCxYsoHfv3mg0GrZs2WLQ78mTJ9O9e3fc3Nzw9/fnL3/5C3fu3DG6ZmRkJGq1mrVr15KRkcGHH35It27d8PLyYuLEiVy+fBmAkpISNmzYoB9fnz59ftWd98q+F3v27GHUqFF4eXnRuXNnBg0axMaNGyksLKzUdYuKiti6dSvDhg3D09MTDw8PgoODCQ8PR1GUFx6PEKLmyDQSIUSd0qhRI3x9fYmOjubUqVN4e3uX2f7YsWNMnjwZMzMzvLy88PT05OHDh6SnpxMWFsbIkSOxsbHB19eXkpISTp8+TYcOHQymqOjulhcVFfHxxx/TuHFj2rVrh0aj4cGDB5w9e5YlS5Zw4cIFk1NgAC5evMiSJUto1qwZPXr04Nq1a8THxzN+/Hh2796NSqUyaL9lyxaWLVuGoih06tQJHx8fsrOzSUxMJC0tjTfffFPf9sqVK7zzzjvcuXMHFxcXXn/9dXJycoiNjSUmJoYVK1YwaNCgcmM7ZMgQ7t27x8mTJ3FxcaFLly4AtG3b1qDd/fv3CQ4O5vHjx3h5eVFUVETDhg0B2Lt3L/PmzUOr1eLp6Unz5s1JTExkx44dHDx4kG3bttGuXTuja9+4cYPhw4fTqFEjfHx8SE9P58SJEyQmJrJv3z4WLVpEbGwsnp6etGrVilOnTrFkyRIsLS0ZMWJEuWP7Ne/Fn//8Z3bt2kX9+vXp3r07DRo0IC4uji+++IKjR4+yZcsWGjRoUO518/PzmTRpEgkJCdjZ2dGlSxfMzc05e/YsCxcu5MKFCyxZsqRSYxFC1AKKEEK8JFQqlaJSqcptt379ekWlUikfffSR0fF+fn4GZaNHj1bUarVy4cIFo/OcO3dOycvL07+OiIhQVCqVsmbNGpPXLS4uVqKjo5XCwkKD8uzsbGXo0KGKSqVS4uLiDOrWrFmjH1dYWJhB3dKlSxWVSqXMnj3boDwuLk5Rq9WKl5eXEhsba1BXWFioHD9+XP+6pKRECQwMVFQqlbJ161ZFq9Xq6xITExUfHx/Fw8NDycrKMjmm58XGxioqlUqZO3duqXUqlUqZOnWqUlBQYFCfmZmpuLu7KxqNRjly5Ii+/PHjx/qxDhs2zOAYXcxVKpXy2WefKY8fP1YURVG0Wq0SEhKiqFQqZcCAAUpgYKBy69Yt/XE///yzyfe7LC/yXhw4cEBRqVSKr6+vkp6eri/Py8tTRo0apahUKmX58uUmrxMREWFQvmjRIv01Hj16pC/Pzs5Whg8frqhUKuXo0aMVHo8QonaQaSRCiDrHzs4OgIcPH5bbNjs7m0aNGuHm5mZU5+7ujq2tbYWva2FhQd++fbGysjIot7e35+OPPwbg8OHDJo/t0qULkyZNMiibPHkygNF0mLCwMBRF0S+/9ywrKyt8fX31r48ePUpqaiqBgYGMHTsWMzMzfZ1Go2HKlCnk5+ezb9++Co+zPFZWVnzyySfUr1/foDw8PJyCggIGDhyIn5+fvtzc3JxZs2bh5OTEhQsXOHv2rNE5XVxcmDVrFubmTz62zMzMGD9+PACXL19mwYIF/P73v9e379GjBxqNhps3b3Ljxo1K9b8y78W3334LwPTp02ndurW+3NbWlkWLFmFmZsbOnTspKioq85rZ2dns3r2bVq1a8de//hUbGxt9nb29vf6O9s6dOys1FiFEzZNpJEKIOkd5Orf12cSyNK6uruzbt4/58+czfvx4oykCLyIpKYmTJ0+SmZlJQUEBiqLo536np6ebPKZnz55GZXZ2djRp0oS7d+/qyx4/fkxcXBxAhaZHxMTEAPCHP/zBZL1uKsiFCxfKPVdFubq60qxZM6NyXaJqasqKlZUV/fv3Z9u2bSQkJODh4WFQ7+Pjg4WF4UeW7iFNS0tLfHx8jM7p7OzMpUuXuHfvHq1atapw/yv6XhQXF3P27FnMzMxMjkk3pz05OZnk5OQyl6OMi4ujuLgYX19foz/WADp06ICNjQ0XL16s8DiEELWDJNtCiDrnwYMHADRu3Ljcth999BGpqalEREQQERGBnZ0dnp6eBAQEMGjQIJOJT2mKioqYN28e+/fvL7WNLul+3rN3ZZ9lY2NDTk6O/vWDBw8oKCjAwcGhQnfdb968CcDMmTOZOXNmqe10MasKzZs3N1muS1Rbtmxpsl5X/mxCq2Mqebe2tgbA0dFRf8fbVH15d5WfV9H3Iicnh+LiYhwdHY3u4uu0bNmS5ORkk2N6lu592rFjBzt27Ci1XWUfuBRC1DxJtoUQdU5ycjIA7du3L7dt8+bNiYiIIDY2lmPHjhEXF8fRo0c5cuQI33zzDTt37qxQ0g5PHlrcv38/KpWK2bNn4+rqyu9+9zssLS1JS0ujf//+pR5bkbvwL9L+8ePHAPTu3RsHB4dS2z3/kOOvUVriqVNe303Vl3VMZWNXnqo+X0XOqVupRqPRoFarq/z6QoiaI8m2EKJOycvL48SJEwBG85lLY2FhQa9evejVqxcAmZmZzJs3j9jYWMLCwpg9e3aFzrbfqrcAAAS7SURBVHPw4EEAVq1aZTQd5fr16xUdQpns7Oxo0KABWVlZPHr0qNy727q7tG+99VapU0n+V5ycnEhLS+PGjRu88sorRvWZmZnAkzvVL4MmTZpgaWlJVlYWBQUFJlccqeiYdHfufXx89EtMCiHqBnlAUghRpyxbtoz8/Hw6deqEp6fnC52jRYsW+gfkUlNT9eW63SdLSkpMHpebmwuYnkbxww8/vFBfnlevXj39/OTw8PBy27/22msAHDp0qEqu/2volmH8+9//blRXVFTEgQMHDNrVdpaWlnh4eOjXV39eamoqycnJ2NjY0KFDhzLP1b17d+rVq8exY8f030YIIeoGSbaFEHXC9evXmTFjBrt378ba2pqlS5dW6LgtW7aQlZVlVK67O/5s4uzk5ARAWlqayXO1adMGwGjO7YEDB0xuNPOiJk2ahJmZGevXrzdaHaO4uFjfd4B+/frRtm1boqKiCAsLo7i42KB9UVERP/74IykpKVXWv9IEBwfToEED/vGPf3Ds2DF9uVarZfXq1dy5c4dOnToZPRxZm+k2+Vm7dq3BtxePHj3i008/RVEURo4cWe7c/2bNmjFkyBDS09OZM2cO9+/fN2pz+vRpfvrpp6odgBCi2sk0EiHESyckJAR4kqQ9evSI9PR0rl69iqIotGnThpUrV1Z43mtoaCjLly+nQ4cOtG7dGkVRSElJIS0tDTs7OyZOnKhv6+HhgYODA9HR0YwZM4ZWrVphbm7OsGHD9DsanjhxglWrVnHgwAFeeeUV0tPTuXjxIhMmTGDTpk1VMn4fHx9mz57NihUr+OMf/4i7uzsuLi5kZ2eTnJyMtbU1R44cAZ5MkQkNDWXixImsWrWKbdu2oVarsbW15fbt21y9epXc3FzWrVtX7XOFW7RowZIlS5g3bx7vv/8+Xl5e+k1t0tLSaNq0KcuXL6/WPlS1/v37M3LkSHbt2kVgYKDBpjb379/Hw8OD6dOnV+hcCxcu5Pr16+zfv5+jR4/SsWNHnJycyMrK4tq1a9y5c4exY8fy+uuvV/OohBBVSZJtIcRLJyoqCniSSNra2uLk5ERQUBD+/v74+/sbLRFXloULF+p3Ijx+/Djw5G72hAkTeOedd/R3s+HJg38bN25k9erVnD9/nvj4eBRFoUuXLnh5edG1a1e2b9/O6tWrSUpKIj09HZVKxdq1a9FoNFWWbAO8++67dOrUiS1btnDmzBmSkpKwt7fH1dWVoKAgg7bt2rVjz549fPvttxw8eJDTp0+jKAqOjo54e3vTp08fevToUWV9K8ubb76Js7MzYWFhnDlzhvPnz+Po6MioUaOYPHmyyVVHarslS5bg5eXFzp07iYuL4/Hjx7i4uDBu3DjGjx9fod0jARo2bMimTZuIiopi3759pKSkcO7cORwcHHBxcWHs2LEEBgZW82iEEFXNTNEtSCuEEEIIIYSoUjJnWwghhBBCiGoiybYQQgghhBDVRJJtIYQQQgghqokk20IIIYQQQlQTSbaFEEIIIYSoJpJsCyGEEEIIUU0k2RZCCCGEEKKaSLIthBBCCCFENZFkWwghhBBCiGoiybYQQgghhBDVRJJtIYQQQgghqokk20IIIYQQQlST/wOndBtgSPlPlgAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1783,18 +1592,17 @@ "source": [ "ax = plot_golf_data(new_golf_data)\n", "plot_golf_data(golf_data, ax=ax)\n", - "t = np.linspace(CUP_RADIUS - BALL_RADIUS, new_golf_data.distance.max(), 200)\n", "\n", - "new_angle_trace_post_variance_of_shot = new_angle_trace.posterior[\"variance_of_shot\"].data.flatten()\n", + "new_angle_trace_combined = new_angle_trace.posterior.stack(sample=(\"chain\", \"draw\"))\n", "\n", "ax.plot(\n", " t,\n", - " forward_angle_model(angle_trace_post_variance_of_shot.mean(), t),\n", + " forward_angle_model(angle_trace_combined[\"variance_of_shot\"], t).mean(\"sample\"),\n", " label=\"Trained on original data\",\n", ")\n", "ax.plot(\n", " t,\n", - " forward_angle_model(new_angle_trace_post_variance_of_shot.mean(), t),\n", + " forward_angle_model(new_angle_trace_combined[\"variance_of_shot\"], t).mean(\"sample\"),\n", " label=\"Trained on new data\",\n", ")\n", "ax.set_title(\"Retraining the model on new data\")\n", @@ -1805,10 +1613,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.087673, - "end_time": "2021-02-23T11:20:22.408369", + "duration": 0.079952, + "end_time": "2021-04-23T16:01:00.880661", "exception": false, - "start_time": "2021-02-23T11:20:22.320696", + "start_time": "2021-04-23T16:01:00.800709", "status": "completed" }, "tags": [] @@ -1836,19 +1644,19 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:20:22.597927Z", - "iopub.status.busy": "2021-02-23T11:20:22.592660Z", - "iopub.status.idle": "2021-02-23T11:20:24.074927Z", - "shell.execute_reply": "2021-02-23T11:20:24.074138Z" + "iopub.execute_input": "2021-04-23T16:01:01.055768Z", + "iopub.status.busy": "2021-04-23T16:01:01.050313Z", + "iopub.status.idle": "2021-04-23T16:01:03.081483Z", + "shell.execute_reply": "2021-04-23T16:01:03.080386Z" }, "papermill": { - "duration": 1.578996, - "end_time": "2021-02-23T11:20:24.075050", + "duration": 2.121094, + "end_time": "2021-04-23T16:01:03.081706", "exception": false, - "start_time": "2021-02-23T11:20:22.496054", + "start_time": "2021-04-23T16:01:00.960612", "status": "completed" }, "tags": [] @@ -1870,81 +1678,81 @@ "\n", "\n", "cluster31\n", - "\n", - "31\n", + "\n", + "31\n", "\n", - "\n", + "\n", "\n", + "variance_of_distance\n", + "\n", + "variance_of_distance\n", + "~\n", + "HalfNormal\n", + "\n", + "\n", + "\n", + "p_good_distance\n", + "\n", + "p_good_distance\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "variance_of_distance->p_good_distance\n", + "\n", + "\n", + "\n", + "\n", + "\n", "variance_of_shot\n", - "\n", - "variance_of_shot\n", - "~\n", - "HalfNormal\n", + "\n", + "variance_of_shot\n", + "~\n", + "HalfNormal\n", "\n", "\n", "\n", "p_good_angle\n", - "\n", - "p_good_angle\n", - "~\n", - "Deterministic\n", + "\n", + "p_good_angle\n", + "~\n", + "Deterministic\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", - "p_good_distance\n", - "\n", - "p_good_distance\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "variance_of_distance->p_good_distance\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "success\n", - "\n", - "success\n", - "~\n", - "Binomial\n", + "\n", + "success\n", + "~\n", + "Binomial\n", "\n", - "\n", + "\n", "\n", - "p_good_distance->success\n", - "\n", - "\n", + "p_good_angle->success\n", + "\n", + "\n", "\n", - "\n", + "\n", "\n", - "p_good_angle->success\n", - "\n", - "\n", + "p_good_distance->success\n", + "\n", + "\n", "\n", "\n", "
\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1985,10 +1793,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.088807, - "end_time": "2021-02-23T11:20:24.254224", + "duration": 0.083238, + "end_time": "2021-04-23T16:01:03.252197", "exception": false, - "start_time": "2021-02-23T11:20:24.165417", + "start_time": "2021-04-23T16:01:03.168959", "status": "completed" }, "tags": [] @@ -2001,10 +1809,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.088786, - "end_time": "2021-02-23T11:20:24.432528", + "duration": 0.082239, + "end_time": "2021-04-23T16:01:03.418692", "exception": false, - "start_time": "2021-02-23T11:20:24.343742", + "start_time": "2021-04-23T16:01:03.336453", "status": "completed" }, "tags": [] @@ -2015,19 +1823,19 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:20:24.631038Z", - "iopub.status.busy": "2021-02-23T11:20:24.625822Z", - "iopub.status.idle": "2021-02-23T11:20:49.267863Z", - "shell.execute_reply": "2021-02-23T11:20:49.268415Z" + "iopub.execute_input": "2021-04-23T16:01:03.601966Z", + "iopub.status.busy": "2021-04-23T16:01:03.596291Z", + "iopub.status.idle": "2021-04-23T16:01:29.583715Z", + "shell.execute_reply": "2021-04-23T16:01:29.583119Z" }, "papermill": { - "duration": 24.746044, - "end_time": "2021-02-23T11:20:49.268569", + "duration": 26.084218, + "end_time": "2021-04-23T16:01:29.583854", "exception": false, - "start_time": "2021-02-23T11:20:24.522525", + "start_time": "2021-04-23T16:01:03.499636", "status": "completed" }, "tags": [] @@ -2070,41 +1878,27 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:20:49.472092Z", - "iopub.status.busy": "2021-02-23T11:20:49.470975Z", - "iopub.status.idle": "2021-02-23T11:20:49.766878Z", - "shell.execute_reply": "2021-02-23T11:20:49.766204Z" + "iopub.execute_input": "2021-04-23T16:01:29.768765Z", + "iopub.status.busy": "2021-04-23T16:01:29.767724Z", + "iopub.status.idle": "2021-04-23T16:01:43.350648Z", + "shell.execute_reply": "2021-04-23T16:01:43.351183Z" }, "papermill": { - "duration": 0.408336, - "end_time": "2021-02-23T11:20:49.766995", + "duration": 13.681233, + "end_time": "2021-04-23T16:01:43.351391", "exception": false, - "start_time": "2021-02-23T11:20:49.358659", + "start_time": "2021-04-23T16:01:29.670158", "status": "completed" }, "tags": [] }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - ":6: RuntimeWarning: divide by zero encountered in true_divide\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":6: RuntimeWarning: invalid value encountered in arcsin\n", - " return 2 * st.norm(0, variance_of_shot).cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t)) - 1\n", - ":3: RuntimeWarning: divide by zero encountered in true_divide\n", - " angle_prob = 2 * rv.cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t) / variance_of_shot) - 1\n", - ":3: RuntimeWarning: invalid value encountered in arcsin\n", - " angle_prob = 2 * rv.cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t) / variance_of_shot) - 1\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -2114,37 +1908,46 @@ } ], "source": [ - "def forward_distance_angle_model(variance_of_shot, variance_of_distance, t):\n", - " rv = st.norm(0, 1)\n", - " angle_prob = 2 * rv.cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t) / variance_of_shot) - 1\n", + "def forward_distance_angle_model(variances_of_shot, variances_of_distance, t):\n", + " def _ret(variance_of_shot, variance_of_distance):\n", + " rv = 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", + " 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", + " return xr.DataArray(\n", + " [\n", + " _ret(variance_of_shot, variance_of_distance)\n", + " for (variance_of_shot, variance_of_distance) in zip(\n", + " variances_of_shot, variances_of_distance\n", + " )\n", + " ],\n", + " dims=[\"sample\", \"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", - "t = np.linspace(CUP_RADIUS - BALL_RADIUS, new_golf_data.distance.max(), 200)\n", "\n", - "distance_angle_trace_post_variance_of_shot = distance_angle_trace.posterior[\n", - " \"variance_of_shot\"\n", - "].data.flatten()\n", - "distance_angle_trace_post_variance_of_distance = distance_angle_trace.posterior[\n", - " \"variance_of_distance\"\n", - "].data.flatten()\n", + "distance_angle_trace_combined = distance_angle_trace.posterior.stack(sample=(\"chain\", \"draw\"))\n", "\n", - "ax.plot(t, forward_angle_model(new_angle_trace_post_variance_of_shot.mean(), t), label=\"Just angle\")\n", + "ax.plot(\n", + " t,\n", + " forward_angle_model(new_angle_trace_combined[\"variance_of_shot\"], t).mean(\"sample\"),\n", + " label=\"Just angle\",\n", + ")\n", "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", - " distance_angle_trace_post_variance_of_shot.mean(),\n", - " distance_angle_trace_post_variance_of_distance.mean(),\n", + " distance_angle_trace_combined[\"variance_of_shot\"],\n", + " distance_angle_trace_combined[\"variance_of_distance\"],\n", " t,\n", - " ),\n", + " ).mean(\"sample\"),\n", " label=\"Distance and angle\",\n", ")\n", "\n", @@ -2156,10 +1959,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.093547, - "end_time": "2021-02-23T11:20:49.979680", + "duration": 0.084078, + "end_time": "2021-04-23T16:01:43.521434", "exception": false, - "start_time": "2021-02-23T11:20:49.886133", + "start_time": "2021-04-23T16:01:43.437356", "status": "completed" }, "tags": [] @@ -2170,19 +1973,19 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:20:50.190072Z", - "iopub.status.busy": "2021-02-23T11:20:50.179490Z", - "iopub.status.idle": "2021-02-23T11:20:58.376481Z", - "shell.execute_reply": "2021-02-23T11:20:58.375814Z" + "iopub.execute_input": "2021-04-23T16:01:43.701131Z", + "iopub.status.busy": "2021-04-23T16:01:43.700236Z", + "iopub.status.idle": "2021-04-23T16:01:52.476652Z", + "shell.execute_reply": "2021-04-23T16:01:52.475811Z" }, "papermill": { - "duration": 8.304287, - "end_time": "2021-02-23T11:20:58.376598", + "duration": 8.867143, + "end_time": "2021-04-23T16:01:52.476815", "exception": false, - "start_time": "2021-02-23T11:20:50.072311", + "start_time": "2021-04-23T16:01:43.609672", "status": "completed" }, "tags": [] @@ -2248,10 +2051,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.095944, - "end_time": "2021-02-23T11:20:58.569173", + "duration": 0.08807, + "end_time": "2021-04-23T16:01:52.654345", "exception": false, - "start_time": "2021-02-23T11:20:58.473229", + "start_time": "2021-04-23T16:01:52.566275", "status": "completed" }, "tags": [] @@ -2269,19 +2072,19 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:20:58.808514Z", - "iopub.status.busy": "2021-02-23T11:20:58.803182Z", - "iopub.status.idle": "2021-02-23T11:21:04.283503Z", - "shell.execute_reply": "2021-02-23T11:21:04.284075Z" + "iopub.execute_input": "2021-04-23T16:01:52.865956Z", + "iopub.status.busy": "2021-04-23T16:01:52.860299Z", + "iopub.status.idle": "2021-04-23T16:01:58.521384Z", + "shell.execute_reply": "2021-04-23T16:01:58.520694Z" }, "papermill": { - "duration": 5.605206, - "end_time": "2021-02-23T11:21:04.284254", + "duration": 5.78179, + "end_time": "2021-04-23T16:01:58.521498", "exception": false, - "start_time": "2021-02-23T11:20:58.679048", + "start_time": "2021-04-23T16:01:52.739708", "status": "completed" }, "tags": [] @@ -2296,102 +2099,102 @@ "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "cluster31\n", - "\n", - "31\n", + "\n", + "31\n", "\n", - "\n", + "\n", "\n", + "variance_of_distance\n", + "\n", + "variance_of_distance\n", + "~\n", + "HalfNormal\n", + "\n", + "\n", + "\n", + "p_good_distance\n", + "\n", + "p_good_distance\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "variance_of_distance->p_good_distance\n", + "\n", + "\n", + "\n", + "\n", + "\n", "variance_of_shot\n", - "\n", - "variance_of_shot\n", - "~\n", - "HalfNormal\n", + "\n", + "variance_of_shot\n", + "~\n", + "HalfNormal\n", "\n", "\n", "\n", "p_good_angle\n", - "\n", - "p_good_angle\n", - "~\n", - "Deterministic\n", + "\n", + "p_good_angle\n", + "~\n", + "Deterministic\n", "\n", "\n", "\n", "variance_of_shot->p_good_angle\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "dispersion\n", - "\n", - "dispersion\n", - "~\n", - "HalfNormal\n", + "\n", + "dispersion\n", + "~\n", + "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_success\n", - "\n", - "p_success\n", - "~\n", - "Normal\n", + "\n", + "p_success\n", + "~\n", + "Normal\n", "\n", "\n", - "\n", - "dispersion->p_success\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "variance_of_distance\n", - "\n", - "variance_of_distance\n", - "~\n", - "HalfNormal\n", - "\n", - "\n", - "\n", - "p_good_distance\n", - "\n", - "p_good_distance\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "variance_of_distance->p_good_distance\n", - "\n", - "\n", - "\n", - "\n", "\n", - "p_good_distance->p_success\n", - "\n", - "\n", + "dispersion->p_success\n", + "\n", + "\n", "\n", "\n", "\n", "p_good_angle->p_success\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "p_good_distance->p_success\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 26, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -2418,7 +2221,7 @@ " p_success = pm.Normal(\n", " \"p_success\",\n", " mu=p,\n", - " sigma=tt.sqrt(((p * (1 - p)) / golf_data.tries) + dispersion ** 2),\n", + " sd=tt.sqrt(((p * (1 - p)) / golf_data.tries) + dispersion ** 2),\n", " observed=golf_data.successes / golf_data.tries,\n", " )\n", " return distance_angle_model\n", @@ -2429,19 +2232,19 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:21:04.478294Z", - "iopub.status.busy": "2021-02-23T11:21:04.477598Z", - "iopub.status.idle": "2021-02-23T11:21:50.263980Z", - "shell.execute_reply": "2021-02-23T11:21:50.263391Z" + "iopub.execute_input": "2021-04-23T16:01:58.720604Z", + "iopub.status.busy": "2021-04-23T16:01:58.709533Z", + "iopub.status.idle": "2021-04-23T16:02:47.156742Z", + "shell.execute_reply": "2021-04-23T16:02:47.155637Z" }, "papermill": { - "duration": 45.884455, - "end_time": "2021-02-23T11:21:50.264119", + "duration": 48.545411, + "end_time": "2021-04-23T16:02:47.156895", "exception": false, - "start_time": "2021-02-23T11:21:04.379664", + "start_time": "2021-04-23T16:01:58.611484", "status": "completed" }, "tags": [] @@ -2465,7 +2268,7 @@ " }\n", " \n", " \n", - " 100.00% [4000/4000 00:05<00:00 Sampling 2 chains, 0 divergences]\n", + " 100.00% [4000/4000 00:06<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -2494,7 +2297,7 @@ " }\n", " \n", " \n", - " 100.00% [2000/2000 00:11<00:00]\n", + " 100.00% [2000/2000 00:12<00:00]\n", " \n", " " ], @@ -2514,41 +2317,27 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:21:50.478538Z", - "iopub.status.busy": "2021-02-23T11:21:50.476908Z", - "iopub.status.idle": "2021-02-23T11:21:50.771578Z", - "shell.execute_reply": "2021-02-23T11:21:50.770855Z" + "iopub.execute_input": "2021-04-23T16:02:47.350098Z", + "iopub.status.busy": "2021-04-23T16:02:47.349011Z", + "iopub.status.idle": "2021-04-23T16:03:05.969750Z", + "shell.execute_reply": "2021-04-23T16:03:05.970282Z" }, "papermill": { - "duration": 0.410216, - "end_time": "2021-02-23T11:21:50.771700", + "duration": 18.721928, + "end_time": "2021-04-23T16:03:05.970423", "exception": false, - "start_time": "2021-02-23T11:21:50.361484", + "start_time": "2021-04-23T16:02:47.248495", "status": "completed" }, "tags": [] }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - ":3: RuntimeWarning: divide by zero encountered in true_divide\n", - " angle_prob = 2 * rv.cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t) / variance_of_shot) - 1\n", - ":3: RuntimeWarning: invalid value encountered in arcsin\n", - " angle_prob = 2 * rv.cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t) / variance_of_shot) - 1\n", - ":3: RuntimeWarning: divide by zero encountered in true_divide\n", - " angle_prob = 2 * rv.cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t) / variance_of_shot) - 1\n", - ":3: RuntimeWarning: invalid value encountered in arcsin\n", - " angle_prob = 2 * rv.cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t) / variance_of_shot) - 1\n" - ] - }, { "data": { - "image/png": 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\n", 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i4uR5e/fulVxdXaXq1avrPF8XLlwoqVQqqWvXrhr7kJKSIs2YMUNSqVRS9+7dNdbJ6XrT56+//tJZLqh/o2nTplKNGjXka1qSJOnChQuSSqWS+vXrp7HO5MmTdV4n27dvf+1xVF8Drq6u0qxZs+Tfy8zMlH766SdJpVJJnp6eUnp6eq73TZ2e6tWrSwMGDJBiYmI09lt9fh07dixX6c1+bnl6ekpXrlyR54WFhUnNmjWTVCqVtHHjRo31Hj16JLm5uUkqlUqaPXu29PLlS0mSsq6bFStWyNt89fpWp9/V1VUaP368lJCQIK+nPj5dunSRWrRoIc2dO1fe7suXL6XPPvtMUqlU0tixY7XyRX3/efWcu3DhgnTmzBmtPA4JCZE+/vhjSaVSSefOndPanro8MURBl7n6ztXs/vrrL+nGjRsa0zIzM6VDhw5JderUkdzc3ORjoqY+d1xdXaUOHTpIYWFh8rygoCD5PAgICNBY7+HDh1K9evUklUolff311xplRUZGhnTs2DHpyJEjGtPyUuaqde/eXapWrZpWOfcu9/nKlStS1apVJRcXF2njxo3yfSg5OVmaNGmSfA54eXlprJdTOTd+/HhJpVJJgwYN0ijb4+PjpdGjR+uNgfQR9xPD7idqBjVNUTfxeF2TFH3UNeH9+vWjS5cu8nRLS0t++uknrK2tefjwofzU86pmzZoxZMgQuQa5ePHi8hPv8ePH6dmzp8bTZ5kyZRg2bBgAJ0+e1LnN9PR0xowZg4eHhzytbNmyzJ8/H4CDBw9y//59jXW6du2q9eRlbGxMz5496dChA/fv39f7mlOpVLJ06VJKly4tT9NVU6/Pp59+Svfu3eX/W1payq+yX93H06dPc+vWLaysrFi8eDElSpSQ57Vr144RI0bobDKRk8TERLZs2QLA9OnTNWqPqlatytSpUw3aZlxcHM+ePUOlUmkN1WZsbEyLFi1wd3fXuW6JEiWYO3euPESmQqFgwIABtG3blvT0dP7880+N5ZcsWYIkScyZM0er1rtnz54MHDiQpKQk/Pz8dP5enz596NWrFwqFQk6fsbGx3CykR48eGscVwMbGhkGDBmFubi5PO378OEFBQdSsWZMFCxZga2srzytdujQ///wzRYsWZfPmzbx48UKet2rVKgB5H7P/xuLFi3WmObfS0tKYOnWqxtBkDRo0oF27dkiSxLFjx5g/f77Gea9uhpOamqpRIyxJEn/88QcAX375JU2aNJHn2dnZsWTJEkxMTLhy5QpnzpyR5509e5Zr165hZmbGTz/9hJWVlTyvY8eO9OnTR36tmV1sbCxr1qzB0tKSFStWaOyDmZkZU6dOpWbNmly9epWLFy++UT6pz8VXa70vXLiAlZUVn376KampqRrXvzpv9J3Hb6JSpUp8//33chmiUCgYO3YsdnZ2PHnyJE+jVhkZGbFo0SKNms/27dvLnf7Uxza31OdWrVq15GnOzs5y2XzixAmN5Tdu3EhiYiLVqlXj+++/l2vLjYyMGDlyJM2bNyctLU1njSGAlZUVc+bMwdLSUl5vwoQJmJqacuPGDUqUKMHkyZPl7RYpUoSvv/4a0H+f0KV+/fp4eHhoNFWA/5WDAP/5z39yvT193qcyNyft27fXGphBoVDQunVrBg0aRGJiIseOHdO5bnp6OvPmzdOoYaxTpw49e/YEtM+RlStXkpCQQKNGjZg3b55GWWFkZMRHH32k0cQzr2UuZDVBunbtGm5ubhr30He9z2vWrCEzM5NPP/2Uvn37yvchc3Nz5syZQ9myZXX+jj43btxg3759ODg4sHz5co2yvUSJEixYsIAyZcpw8OBB+e1vbon7iWEMCsTVbdGyBxWGrKu+Oelqw2Rubi6/aszeli+7Tz/9VGta9kzSNb969eoAettAm5iY6FyvatWq1KtXD0mSOHXqlNb80NBQfvnlF0aPHs2AAQPo27cvffv2lW/Qr7YhVWvcuDGlSpXSOS83dKXVxcUFU1NTEhISiIuLk6f//fffALRt21ZriDRAI6DPrcDAQFJSUnBwcKBZs2Za81u1amXQ/tnY2FCkSBHu3r2rN8/0+fTTT3U+xKibaGQ/bg8fPuTatWuULFmSVq1a6dyeuuB+NchS0/eaXx18BwQEkJKS8tp0Hzp0CIBu3bphbKzdOsze3p6aNWuSnJzM1atXgazrJygoCIC+fftqrWNnZ6e3SU1uWFlZ6RyzWt38onr16vK1lJ36+sv+sBoaGkpUVBSmpqY6mw+UKlVKbtqW/VpXB0Ht27fXCALV9DW9CQgIIDU1FU9PT60HIfjfjRk0m5DkRcmSJalYsSKxsbFy0664uDju3Lkj91sBzXNIXVjnRyDeo0cPraZtJiYmcnDwaiVCbrRt21bnUITq/L906VKObVhfVaJECZ3nproJ4qtls/qc6N+/v87tDRw4UGO5V3Xq1EnrHlWsWDG5Aql79+5yEKNWsWJFzMzMSExM1ChDXycxMZGtW7cyefJkhg4dSr9+/ejbty8LFy4E9N8HDPE+lbmvExkZiY+PD2PHjmXgwIHyffGvv/4C9OdHtWrVdDZJ1XeOHDlyBABvb2+tY6lLXspctePHjyNJkt5hC9/VPqvv57ru2yYmJhqVm7mh7kvVvn17+aE1O3Nzcxo1aoQkSQYHnOJ+YhiD2ohbWFgA5CrYeFVERASZmZkUKVJE7zjZlStXBtDZyQKgfPnyWtOyZ7Cu+erxU/V1aCldurTOkxCyapsCAwO10vP777+zZMkSMjMzda4H8OzZM53TK1asqHed3NC1j5CVD1FRUSQnJ8v7rE63vuEjHRwcsLS0NKhDRnh4OJBVo6WrADQyMsLJyUlnB1ldlEolAwYMYNWqVXTr1g03NzcaNmxI/fr1qVevXo5vC/TlpXr606dPSUxMxNLSklu3bgHw8uVLnYGseh6gN+262qkDtG7dGgcHB06dOkXTpk1p2rSpHJTpam+qrqXcvHmz3rc/6mP35MkT4H/Xj6mpqd7r503OLX3bVF9fr5ufPTBTp71MmTJ6P+il61pX/60vn52cnDA2NtaqxVAf2ytXrug9tjExMYD+Y2sId3d3wsLCOH/+PJUqVeLixYtIkoS7uzt16tTBxMRELqDT09MJCgrC2Ng4X0Zb0FceqNt0GhIwq+k7jxwdHSlSpAipqalERERotJHPib5zR53GV8tm9XmgPkdepb6msl/fufk9GxsbQkNDcyxDIyMjNcrQnFy/fp3PPvtMvkZ10XcfMMT7VObmZOfOnUyfPl0uR3XRlx+vK1+ynyOJiYnyvr6uz4VaXspctZyGLXxX+/zs2TP5AVHf/dzQYaLV5ebhw4flSp5XRUZGAoaXm+J+YhiDAnH1U3dePgeqPqlsbGz0PsGqXxfpC5p1daLIvi1dNfWve1rOqROCrhvFhQsXWLx4MUqlkq+++oqWLVtStmxZzM3NUSgU/Pzzz/z22286X3kAb/ylUX3rq2vFpGw9gdUPTOoHKF0sLCwMCsTVF4iuJ0y17K/9cmPixImUKlWKjRs3cvHiRfnp29LSkn79+jFmzBitzlyg/9hln56UlISlpSUJCQlAViGurze7mr5CVV/eFy1alI0bN7J06VIOHDiAv7+/PGpF5cqVmThxokYhrs5v9QWfE/VrUvU5mFOAYGi+Z6fvLVf21585zc9+3qnTmtO1petaV59b+vbRyMgIa2trrR7r6mMbFRWld+QltZxumLnl7u7Oli1buHDhAn379pWD7gYNGmBmZkbNmjW5cuUKqampXL9+neTkZOrUqZMvXxnWd1x0lQe5pe+4KRQKbGxsePToUY4jdbxK337rK5vV54Eh13d2rztXdd1Hss/PTZ5lZGQwbtw4njx5QvPmzRk+fDiVK1emePHiKJVK7t27JzeRe1PvU5mrT0REhNxEZujQoXTp0gVHR0csLCxQKBT4+fkxZcoUg++LugYyyH7u6XrTq0teylzI6mj9999/6xww4F3us/perlAo9N7Pc7rP66IuN+/du/faUbcMLTfF/cQwBgXidevWZcOGDQQFBZGenq7zFY8+6pMkNjYWSZJ0FsJPnz7VWPZdyGn4LPW87OlRt/nz9vZmxIgRWus8evToLacw79Qne061YobcUOF/hUdO+aZ+WswtIyMjBg0axKBBg3jw4AEXL17kxIkT8gg0SUlJTJs2TWs9fWnIPl197NTpdnNzk0cdeZtKly7N3Llz+eGHH7h27Rrnzp3jwIEDXL16lVGjRrFp0yZq166tkZY///yTxo0b52r76v3I6bW5ofmeX9RpzSk9uq51db7o28fMzEydw1Sp1xs5ciTjx4/PW6INoG5+og7AL1y4QLFixeQa4gYNGnDp0iWCg4Plh778aJaSX/RdV5Ik6SwT37aiRYuSkJBATEyMztrr7OfVu7xXZBccHMy9e/fk9rWvBq2vu4Eb4n0qc/X566+/SEtLo2PHjkyePFlr/tvMj+zHPCEhIVfBeF7KXMgaji85OZkePXpozXuX+6y+l0uSRHJyss4gPq/38tmzZ8vt0t9Hhf1+Aga2EW/evDlFixYlJiaGAwcOGPRD5cuXx8jIiNTUVL3tFtXDyRg6FNObiIqK0nsCq9uAZk+PutOCvtfMb7vN3ZtQp1tfh63IyEiDxwlVdywJDw/XWXOUmZkpv0rNi3LlytG1a1cWL17MihUrANi+fbvOZkBhYWE6t6E+bra2tnJtmfrVVVhYWI5Nit6UsbExtWvXZsSIEWzfvp2OHTuSkZHB9u3b5WXUNSu5qZ1RU18/L1++1PtGSl9+vGvq8y6na0vXta7+W99+3Lt3T2enNPWx1TeG/9tWqlQpHB0diY6O5p9//uHmzZvUr19frslSB93nz5/PU/vw3LR5zU/6hjV98OABqampGBkZ6W3e8TaozwN9w4upj3P26/tdU98HXF1dddYcv837wPtQ5r7unHyX90VLS0u57a6+QRFelZcyF3JulvIu97lEiRJyza6++7mhHbPV5aahefKuFfb7CRgYiBcvXlzuaPnjjz++tolKYGCgXCNkYWEhn7DqjwJl9+LFC3m0Ck9PT0OS9UbS0tJ0fqji1q1bXLx4EYVCodFLV91+TtfT2alTp96rQFyd7oMHD+oMuLN/SCS36tWrh7m5OQ8fPtQ5wsDRo0ffWrspdfu/Fy9e6Gxnt23bNp0fYVDXeGc/bk5OTqhUKuLj4/PlYxv6qGvBs7c7VHdc27JlS65fbVlYWMj5sXnzZq35T58+5eDBg2+a3LdCPW7sy5cvdY5A8/jxY/lBPvu1rv57//79OmsxNm7cqPP3mjdvjomJCSdOnNDbv+RtUwfWK1asIDMzUyPQrlu3LsbGxpw9e5bAwECUSiX16tXL9bbVZcyroze8KwcPHpRrmLJT57+bm1u+NLNRU58HGzZs0Dlfff94l/eJV6mbt+jKp7S0NNauXfvWfut9KHNfd06q5+vKj9DQUL0jh+SVuiPgqyNj6ZOXMheyAnELCwudD9Lvep/V9zP1x5WyS09PN3iEHnUe7tmzx6AOyu/ah3A/Mfj786NHj6Zu3bo8ffqUPn36sGvXLq0TOzw8nJkzZzJw4ECN12nDhw8HsgKl7CdNYmIiX3/9NbGxsTg4ONCxY8e87o/BjI2NWbZsmUbv10ePHsmvmtq2batR+6O+ofr4+GjU7AcHB/Pdd9/luaNLfmjcuDEuLi7ExcUxceJEnj9/Ls87fPgwPj4+Gh+ZyQ1LS0v5NdbMmTM1as9u3LjB7NmzDdrmnTt3mDZtGsHBwRq1PampqXLtjIODg852XvHx8Xz33Xdy0xtJktiwYQMHDx5EqVRqfdBn4sSJKBQKZs2ahZ+fn1bbvfv377NixQqDA9o1a9awZs0arQI5MjJSfsjL3kO8TZs21KlTh7CwMEaOHKnVPi81NZXjx4/Lw1KqeXt7A7B27VqNr4fGxsYyceLEPLUHzg8KhUJO67JlyzSGlHr69CkTJkwgLS2NOnXqaAwb2qhRI6pXr05KSgpff/21RiDg7+/Ppk2bdDaHK1WqFIMGDSItLQ1vb2+Nr1dC1nkRHBzM9OnT8zSKiC7qG/PRo0c1/g9ZD03Vq1fn/PnzJCYmUrVqVYNqbrG1hB8AACAASURBVNUdmf755588dYx/U5mZmUycOFGj7FZ/2AP+dx7ml759+2JpaUlISAg//vij/LCdmZnJypUrOX78OCYmJjo/2PWu1K5dG2NjYy5duqTxYJ+QkMDEiRN1Bmd59T6UuepzUt0x+VXq++KmTZsICQmRp6u/0GrofeZ1vL29KVasGKdPn+a7777TKCsyMzMJCAjQCITzUubevn2bBw8e0KRJE51vPd71Pg8aNEhue75161Z5+osXL5g6darBQwzWrFmTjz/+mPj4eIYOHar1ZemMjAzOnTvHV199leNXR/Pbh3A/MaiNOGSNubpq1Sq+/fZbDhw4wOTJk5k+fTrly5fH1NSUJ0+eyE/npUuX1ghiW7RowYgRI/Dx8WHixIksWrSIkiVLEhYWRnJyMiVKlGDJkiV6O9Pkh7p162JhYcGAAQNwcnKiaNGi3Lp1i/T0dBwdHeXxYNV69+7Npk2biIiI4OOPP8bZ2Zm0tDTCw8OpXLkyHTp0yPVTen4zMjJiwYIFDBgwgGPHjtGsWTMqVapEXFwcDx8+ZMCAARw9epSHDx9qjYWbk3HjxhEYGMi1a9fo2LGjPIrB7du3qV69Om5ubuzbty9X20pLS2PLli1s2bKF4sWL4+joKH8dLSEhARMTE6ZPn65z3S+++IIVK1Zw9OhRnJ2defLkiVzzPGHCBI2hLSHrSXfq1KnMmTOHKVOmMHfuXJycnFAoFDx69Ei+ec6YMSPXeQFZryjXrl3L3LlzcXBwoGTJkvJX6jIyMlCpVBpBg5GREcuWLeOzzz7j77//pm3btlSoUAErKyuSkpLkV2avdsBq3bo1vXv3ZsuWLYwaNYpy5cpRokQJ7ty5g6mpKd7e3vz2228GpT2/9O/fn6CgIPbu3cvgwYOpUKGCPHpNWloaZcuWlYd4U1MoFCxYsAAvLy9OnDhBs2bN5C+hPXz4kH79+hEQEKDzhjN+/HiePHnCnj17GDhwIHZ2dpQpU0ZuCqd+pake+u5NqQNvSZKwsLDA1dVVa35wcDDwvzblueXq6oqTkxN3797lo48+wtnZGRMTE6pWrcr333//VtKfE29vbzZu3MhHH31E5cqViY+Pl/O8X79+GuMz54dSpUqxYMECxo4di6+vL7t27aJ8+fJERkYSExODkZERU6dOzfWoLfnBzs6OgQMHsnr1aiZPnszSpUuxtrYmNDSUjIwMvv/+e4PLkZwUdJnbpk0bfv75Z/bt28fly5cpU6YMRkZGdOvWje7du9O6dWvq1KnD5cuX6dGjB05OTiiVSm7fvo2trS2ff/45S5YseWv5UbZsWXn44O3bt7Nnzx4qVapEZmYmDx48IDk5mdGjR8tNSvJS5qoDeX3DFr7rfa5VqxajR49m2bJlTJ06leXLl2Nvb094eDipqamMHj2an3/+2aAvdc+ZM4fnz59z+vRpunXrRtmyZbGzsyMlJYWIiAj5DciPP/741vYjLwr7/cTgGnHIqvH55Zdf2LBhA59++imlS5fmwYMH3LhxQx5vc86cORw4cEDrs8xfffUVv/32G02aNCE5OZmbN29ibW1Nnz592L17t8ZHH94FhULB8uXLGTNmDJIkcefOHaytrenbty9bt27VGk/X0tKSjRs30rVrVywtLQkPDyctLY0hQ4awZcuWAus8pE/VqlXltsqmpqbcvn0bCwsLpk2bxpQpU+TaZEPSbWFhwbp16xg+fDhly5YlPDycpKQkBg8ezLp16wzqbV+hQgVmz54tj/UZHh7O3bt3KVWqFH369MHf35/mzZvrXLd+/fps3LiRevXqERERwfPnz6lTpw7Lly+XPxbyqv79+7Nr1y569uyJjY0Nd+7c4d69e1hbW9OpUyeWLl1K165dc51+yPrQz5gxY3B3dyc9PZ2QkBCeP39OzZo1mTp1Kn5+flodiuzt7dmyZQvTp0/H3d2d+Ph4rl+/TlJSErVq1WLMmDE6X2/PnDmTWbNm4eLiwpMnT4iKiqJly5Zs27ZN43PoBU2hULBw4ULmz59P/fr1iYmJ4fbt2zg4OODt7c2OHTt0DmFVpUoVtm3bRqdOnTAzM5PP16lTp+bYeczY2JiffvoJHx8f+ZVrSEgI0dHRODk54eXl9VY/Sezo6Ci3U3Vzc9N6kM0efNevX9+gbRsZGfH777/Trl07lEolwcHBnD9//p01e3NycsLPz48WLVoQFRVFdHQ0VatW5YcffjCoA9+baNWqFTt27KBz584UKVJEvre0adOGjRs30rt373eSjpx8/fXXfPfdd1SsWJHo6GgiIyNp1KgRGzZsoGnTpm/1twq6zC1fvjy//fYbDRo04NmzZwQGBnL+/Hk5iDE2NmbVqlUMGDCAkiVLyuXxp59+yo4dO97o2xn6NG7cmL179+Ll5UXZsmUJCwvj0aNHODo64u3trfXdB0PL3OPHj6NQKPTefwpin9XBdq1atXj27BkRERHUq1ePjRs3yg+mht7L//jjDxYuXIinpycpKSlcv36duLg4XFxcGD58OH5+fgX+pr+w308U0vvyPvsdO3fuHAMHDqRBgwY626x/COLi4vDw8KB48eJ6P2LzPhowYADnz59n7dq1NGzYsKCTIwiCIBQi8fHxNG7cGFdXV71fWn7frF69mvnz5zNw4MB38uZMeHvyVCMuFA7qzpr58aERQRAEQfg3OnnyJBkZGXqbpbxvMjIy5L4Kbm5uBZwawVAffCAeHh5O9+7dqVGjBi4uLnkaSSQzM5P169fTuXNnatWqhYeHB2PHjn1nPW5zcvPmTbZs2aIx7I8kSezevZulS5cCWU0rBEEQBEGAzp07c/PmTUaNGlXQSdHg5+en9bn5+Ph4vvnmG27evIm9vX2+9+EQ3j6DO2sWNtHR0aSnp2Nvb29wr2O16dOns3XrVipXroyXlxcxMTH4+/tz+vRpNm/erPdTze9CfHw806ZNY+bMmZQtWxYrKyvu378vD2Tfu3dvceEKgiAIwnsuMDCQKVOmULRoUcqXL48kSYSFhZGWloa5uTkLFiwo8PbcguE++EC8du3abN26FR8fHxYtWmTw+mfPnmXr1q3Ur1+fP//8U+4007VrV4YMGcKMGTNYv3792052rlWuXJlhw4Zx+vRp+ZOtlpaWNGrUiF69etGhQ4cCS5sgCIIgCLnTtWtX0tLSuHLlChEREaSlpWFvb4+HhwfDhg2jYsWKBZ1EIQ8+2EC8YcOGBn+JShd1R45x48Zp9Fxv1KgRnp6enDx5kvDw8LfWu9ZQJUuWZNKkSUyaNKlAfj8/fKidawVBEIQPl4eHh8ZY2ULh8MG3EX9T586do2jRojo7SKi/7PRvGpFEEARBEARBeDdEIP4GkpOTiY6Oply5cjo/iOPk5ATwXnTaFARBEARBEN4vH2zTlLchISEBQO/nq9XTExMT9W5j07ZBnHp4lNQ0icRkKFZcAiQyyUTKSEfKTCMzMw0JiFFIRCkzAVCgYE7bDdQv24Jvp0jcvatg9w4LlErFW93HgmBiYkJaWlpBJ+O9I/JFm8gTbSJPtIk80SbyRNuHmieGfBBKePtEIF7A2rdaQnvgUpDEl+Mlfvs/BTVcswXTksTNUze5sP4QQ2ts4HZmDL7maZwwfsG8gNH83vUwA/qXYeQoib/PJOFW998fiFtbW2sMtyhkEfmiTeSJNpEn2kSeaBN5ou1DzRMRiBcs0TTlDag/W66vxls9XV+NOUBmZtaHTWvXgjKlYd0GSZ4GgELBvRcqfrs5iue9d1G1TCN+SDRDla7k+ctYZh8bSfkKWU/wMbFvY68EQRAEQRCEd0EE4m+gaNGi2NnZ8eDBAzIyMrTmq9uGq9uK6/LtFImr1yRevoQuneH03/DN91nTkpOz/t2R9cEs7kSXIuXTPzGq1Ycfky2wkBRce3Ke304tBqCkzdveQ0EQBEEQBCG/iED8DTVo0IDk5GQuXbqkNe/UqVMAuLu7610//K4RI0dJtO0g8ftKsLKCGzeQp40cJfE0Bmys/1tbjhEvW3xPmTINmJxcFIAj91dTuuxLatfKn30UBEEQBEEQ3j7RRjyXYmNjiYuLw9raGhub/1U99+rVi3379rFkyRKND/qcOXOGU6dO4e7unuMY4vv3WnE8II6Y2KwabXUwfSUYjWmnTsOU6RLfTpEY0N+Yyi0X03RLd+wyQ4lWPqeV12GUys75mgeCIAiCIAjC2/NBB+J+fn4EBgYCcOvWLXna+fPnAWjdujWtW7cGYMOGDSxfvpzRo0czZswYeRseHh707NkTPz8/unXrRvPmzeVP3FtaWjJjxowc06BUKnR2sHSrq/n/5s1g9kxY/mtWLTnYUr/kQj5u1Ye1Zi94iC8gAnFBEARBEIR/iw86EA8MDGTnzp0a0y5duiQ3M3FwcJAD8ZzMmjULFxcXtmzZwrp16yhatCgtWrRg/Pjxb/WLms2bKfBskr22vCFlbzdibeIxLjw6TVxKNNbmdm/t9wRBEARBEIT8o5AkSXr9YkJ+iouLy/O6RlFXGP2fDlw3zuDzmuPo4f7NW0xZwbC2tn6jPCmsRL5oE3miTeSJNpEn2kSeaPtQ88Ta2rqgk/BBE501/+Uyy9SmvWV1AA6HrOVSkMShIxKXgiQyMsQzliAIgiAIwvvqg26aUlg0azyVZUd6cTs9ltkLjvIkqgWQNS756C+ymrQIgiAIgiAI7xdRI14IBEY0pWqSPQCdPlnJQX8Fv/2fgooVs0ZaCTghasYFQRAEQRDeNyIQ/5fLyJBY/qtE8bSsWvA7yYEUNYcargrmzlbQuBEsXyGaqQiCIAiCILxvRCD+L3clGKIeQdMmAwEIlhLIfPwPAEZGCgb0VxAVlbWcIAiCIAiC8P4Qgfi/XExs1r8eNetQXFGEFwq4c2WNPL+is+ZygiAIgiAIwvtBBOL/ciX/+5HPu3eNqG1TE4Dg+4fhv6NShoVrLicIgiAIgiC8H0Qg/i9Xu1bW6CjrNkjUcO4IwOWMWIyiLpOZKbFug0SZMlnLCYIgCIIgCO8PEYj/yymVCkZ/oeDvM3B8RzMArhinE3P6P3w7ReLvMzD6cwVKpRjCUBAEQRAE4X0iAvFCoHkzBbNnKoi6URVlqiUpCrh7dw/h4ZnMnqkQ44gLgiDkQmBgIB4eHqxcubKgkyLkQteuXenatWtBJyPP/u3pF94O8UGfQqJ5MwWeTZRM2NmEa88PEF40hi1LQlGUcinopAmCILwzkZGRdO/eXWOamZkZlpaWODk5UatWLTp06EC5cuXe+m9//vnnBAUFcfbs2be+bUEQCicRiBciSqWC5tU8uXbuAJeM0+j98CxpIhAXBOEDVK5cOdq1aweAUqkkKiqK69evs3r1anx9ffHy8mLkyJEoFP97Y+jq6srmzZuxsrIqqGQLgvCBEYF4IVOrdCMAgo3T4d4ZcBtUwCkSBEF498qVK8fw4cMBsLa2Ji4uDoDLly8zc+ZMfH19MTIy4rPPPpPXMTMzw8nJqSCSKwjCB0oE4oWMs3U1zJRmJGe8IDLyDHaZ6WAkDrMgCAJAnTp1WLp0KV5eXqxfv56uXbtSqlQpIKuN+KhRo/D29paDeICIiAh8fX25dOkSMTExmJubU6pUKerVq8fYsWMB8PDwkJfP/neHDh2YNm0aAP/5z384ceIEt2/fJjY2FjMzM6pVq8bAgQOpV6+eRjqzp6Vp06asWLGCf/75B4VCQf369Rk7dixly5bV2r/IyEjWrVvH2bNnefr0qdwkp2PHjnTq1Elj2aCgINavX8/Vq1dJTk6mVKlStG7dmsGDB2NmZpar/HwX+3TixAn+/PNPwsLCKFq0KE2bNmX06NG5Sp9adHQ0u3bt4uzZs0RGRpKYmEjJkiVp3Lgxw4YNw8ZGc4zfWbNm4e/vz44dO/j777/x8/MjKioKGxsbOnXqxNChQzEy0uxm9+LFC1auXMmhQ4eIj4+nXLly9OrVC0dHR53nlT6SJLF371727NlDaGgoGRkZODs706NHDzp37mzQfgvvPxGhFTJKIyWVStbg2pOL3MhMoNSjq2SWrVPQyRIE4X0hSZCeUtCp0M/YHBT528G8fPnytG7dGn9/fwICAujVq5feZaOjo/H29iYlJYUmTZpQvnx5UlJSuH//Pn5+fnIg7u3tzb59+3j06BHe3t7y+iqVSv574cKFVK5cGXd3d6ytrYmOjiYgIIAxY8Ywb948mjVrpvX7N27cYMOGDbi5udG1a1du3bpFQEAAoaGhbNiwAVNTU3nZf/75h/Hjx5OUlETDhg1p06YNCQkJ3Lx5k61bt2oE4ps2bWLmzJkUK1YMT09PrK2tuX79OmvWrCEwMJBff/0VExOT1+Zlfu+Tv78/s2bNwsLCgvbt22Npacnp06cZM2YM6enpGBvnLoy5fPkyGzdupH79+ri6umJsbMytW7fYsWMH586dw9fXF2tra631li9fzqVLl2jSpAkNGzbkxIkT/PHHH6SlpfH555/Ly2VkZPDVV18RGBhIlSpVaNu2Lc+fP+eXX37Bzc0tV2mErCB8+vTpHDx4kPLly9OuXTuMjY05f/48c+bMITw8nC+//DLX2xPefyIQL4Sq2Nbm2pOL3FRm0PL+WRGIC4KQRZIw39IfZWRQQadEr4yybqT0Xp/vwXjdunXx9/cnJCQkx+WOHTtGQkIC48ePp3fv3hrz4uPj5b+HDx/OpUuXePTokd5az02bNmnV+D59+pQhQ4awbNkynUHr6dOn+eGHH2jTpo08bebMmfz111+cOHFCnp6amsqUKVNITk5m8eLFNGrUSGM7T548kf8ODw9n9uzZVKlShWXLllGiRAl53tq1a/n111/ZunUr/fv3zzFv8nufkpKSWLRoEebm5vz555+UL18eyOoUO2bMGG7evEnp0qVfm0aAevXqsW/fPooWLaoxXR3o+/n5MWHCBK31bty4wfr167G1tQVg6NCh9OzZEz8/P4YNGyY/rOzbt4/AwECaNm3K/Pnz5dryfv36MWhQ7puI7t69m4MHD9K5c2cmT54sP2ikpaXx7bffsnHjRtq2bUvVqlVzvU3h/SaGLyyEVCWzvt5zwzgDZcS5Ak6NIAjvFzGcKSAHVtmD6Zxkr6VVM7RTp65mF7a2tnz00Ufcv3+fqKgorfl169bVCFgBuWb7+vXr8rSTJ0/y+PFj2rdvrxWEA9jb28t/79y5k/T0dCZMmKARhAN4eXlhbW3NoUOHCnyfAgICSEpKolOnTnIQDmBsbKzRtj83bGxstIJwgI8//hgLCwsuXLigc72hQ4fK5wpkHfOmTZuSnJzMvXv35On79+8HYMSIERpNVpycnOjQoUOu07lt2zbMzc2ZOHGiRm2/iYkJI0eOBODgwYO53p7w/hM14oVQFdusQPyWMh1FZCCkvQCT3LX3EwShEFMosmqbP/CmKZDVBCA3PD09+fXXX1m4cCEXLlzAw8OD2rVrawSGufXw4UN8fX0JDAwkOjqa1NRUjflPnz6lTJkyGtNcXLRHvlIH1YmJifI0dQDboEGD16bj6tWrAJw9e1ZnAGpsbKwRZOYkP/fp9u3bQFa7/lfVrFkTpVKZqzSqHTt2jF27dnHz5k0SEhLIyMjQSKcuuU3rnTt3MDc3p0qVKjrTunPnztem78WLF4SGhmJra8vatWu15qenpwPk+tgI/w4iEC+Eypeogul/O2zel15QKiqIjPLaNSSCIHyAFAow0a4Z/NDExMQA6GwXnF3ZsmVZuXIlq1at4syZMxw5cgSAChUqMGLECFq1apWr37t//z7e3t4kJSXh5uaGp6cnFhYWKBQKLl26RFBQkFYQC2BhYaE1TR2AZg8kExISALCzs3ttWp4/fw7AmjVrcpV2ffJ7n9SBrq5jpFQqtWrzc7JhwwaWLVuGtbU1DRo0wN7eXn7LsWXLFp3pNCStSUlJGm8dsnu1I6g+z58/R5IkoqOjWbVqld7lUlLe4wdpwWAiEC+ElEbGVCpZg+tPLnJDmU7ZiHMiEBcEQcjm0qVLAFSrVu21y1apUoV58+aRnp7OjRs3OHPmDFu3bmXKlCnY2tpSu3bt125j8+bNPH/+nBkzZtC+fXuNefPnzyco6M3a7RcrVgzI6lz6Ourg8siRIzoDzdzK732ytLQEkIeezC4jI4Nnz57l6sEjPT2dP//8Ezs7O9auXasR2EuSxPr1698onZCVp/qaOcXGxuZ6GwBVq1Z944ck4d9DtBEvpKqo24krMzCKulzAqREEQXh/REREcOTIEYoUKULz5s1zvZ6xsTE1atRg+PDhTJgwAUmSOH36tDxfV02p2sOHDwFo2rSpxvTMzEyCg4PzshsaqlevDsD58+dfu6yrqyvwvyYqeZXf+6Ru5nH5svY97J9//tGZz7o8e/aMxMREXF1dtWrXQ0JCePny5RuntXLlyqSkpMjNaV5Na25YWFjg5OTE3bt35TccQuEnAvFCSvXfduI3jTNQPvoHMnNXYAmCIBRmly9fZuzYsaSmpjJw4EC9zQnUrl+/rrNGUz0teyfO4sWLA5ojlKipR/e4cuWKxvR169YRGhpq2E7o0LRpU+zt7dm/fz9nz57Vmp89TT169MDY2JjFixfz+PFjrWXVQx6+Tn7vU7NmzbCwsGDv3r1ERETI09PT0/n9999zvR1ra2tMTU25efMmL168kKc/f/6cRYsWvXE6Afkrrj4+PmRmZsrT7969i7+/f66306tXL168eMHcuXN1NkGJjIwkMjLyzRMsvDdE05RCqkrJrFelN5UZSGlJGMWGkmmres1agiAIhcODBw9YuXIlkFWTHRkZyfXr1wkNDUWpVDJkyBCN8b71OXDgANu3b8fNzY1y5cphYWFBeHg4Z86cwcrKSuMDK/Xq1ePo0aN8//33NGrUCFNTUypVqkSTJk3o1q0be/fu5dtvv6VVq1aUKFGCq1evcuvWLZo0aaJRs54XRYoUYc6cOYwbN47x48fj4eFBlSpVSEpK4tatW7x8+VLuAFipUiWmT5/OjBkz6NWrF40bN8bBwYGkpCQiIyMJCgqiY8eOTJ48OcffzO99srS0ZMKECfzwww8MGTKENm3aYGFhwenTpzE1NdUYzSQnRkZG9OjRg40bN+Ll5YWnpydJSUmcPXuW0qVL56p5y+t06tSJ/fv3c/LkSQYPHkzDhg15/vw5hw4dwt3dnVOnTml9AEiXbt26cfXqVfz9/QkODsbd3R1bW1tiY2O5d+8e165dY9asWTpHqxH+nUQgXkhVsKqCqdKc5IwU7htlUioqWATigiB8MB48eCB3eDMzM8PS0pIKFSowdOhQOnToQLly5XK1nTZt2pCamkpwcDAhISGkpqZib29Pjx496N+/v0aN+ieffEJUVBSHDx9mzZo1ZGRk0KFDB5o0aYKLiwtLly7l999/5/jx4yiVSmrWrMnvv//OyZMn3zhohazROXx9ffH19eXcuXNcuHCBYsWK4ezsTPfu3TWW7dWrFw4ODmzatInLly9z8uRJLC0tKVWqFH369MnVkHvvYp86duyIpaUlf/75J/7+/lhYWMhf1hw4cGCut/PFF19QvHhx9u3bx44dO7CxsaF169YMHz6cfv36vXE6lUolixcvlr+suWXLFhwcHPjyyy8pXrw4p06dylV7fIVCwbRp02jcuDG7d+/m9OnTJCcnY21tjaOjI2PGjMHd3f2N0yu8PxRSbsdwEvKNro4ob8OY/3QkJDqQmUkWtKzan5dtZuXL77xt1tbW+ZYn/2YiX7SJPNEm8kSbyBNtIk+05Vee/Pbbb6xZs4bFixfTuHHjt779N/W6kYOE/CXaiBdi6nbiN5TpGEW9eccZQRAEQRB00zUWeXh4OFu3bqVYsWIGfepe+HCIpimFWEWbrJ7xd5QZGMXchtQkKJL3oaoEQRAEQdBtwYIFREVFUb16dYoVK8bDhw85deoU6enpfP/995iZiQ/rCdpEIF6IVbTOGs4q1FhCIWVi9PgamY6v/+qaIAiCIAiGadmyJTt37uT48eMkJiZStGhR6tatS79+/fDw8Cjo5AnvKRGIF2JO1lmf5o1VZBCnyKToo2ARiAuCIAhCPmjfvr3Wh40E4XVEG/FCzNzEgjLFKgAQqsxAKdqJC4IgCIIgvDdEIF7IqZun3FFmYPRIBOKCIAiCIAjvCxGIF3LONlUBuKPMxCjxMYoE7a+oCYIgCIIgCO+eCMQLOWfragCEFsnqDmD05HpBJkcQBEEQBEH4LxGIF3LqQDxc8ZIMJBGIC4IgCIIgvCdEIF7IORR3pojSjBdSOg+NMlFG3yjoJAmCIAiCIAiIQLzQUxoZU75EFSBr5JT0ByFkZEgFnCpBEARBEARBBOKFXMAJiYh//ttO3CgDsxcP8R74jIATIhgXBEEQBEEoSCIQL8QCTkhMmS5hb5oViN8xLQKAZ+UbTJkuiWBcEARBEAShAIlAvJDKyJBY/qtE40Ywqt9/A3HjTABGdr5B40awfIUkmqkIgiD8V2BgIB4eHqxcubKgk/Kv4uHhweeff17QyXgjs2bNwsXFhcjIyDxvQ5w/Ql6IT9wXUleCIeoRTJ+qoKxN1kd9HmYm8gIrlE9vMKC/gpGjJK4Eg1vdAk6sIAjCWxIZGUn37t01ppmZmWFpaYmTkxO1atWiQ4cOlCtXroBSKAiC8D8iEC+kYmKz/q3oDObmdpQws+HZi1jClRmonoRQsZnmcoIgCIVJuXLlaNeuHQBKpZKoqCiuX7/O6tWr8fX1xcvLi5EjR6JQKOR1XF1d2bx5M1ZWVgWVbEEQPjAiEC+kStpk/RsWDjVcFThZVeXKo78JN8qgamwY4XdeAkXk5QRBEAqTcuXKMXz4cACsra2Ji4sD4PLly8ycORNfX1+MjIz47LPP5HXMzMxwcnIqiOQKgvCBEoF4IVW7FpQpDes2SMydDRWsVFx59DdhpsYoEtM55nebMmVcqV2roFMqCILwivFmFwAAIABJREFU7tSpU4elS5fi5eXF+vXr6dq1K6VKlQKy2viOGjUKb29vOYgHiIiIwNfXl0uXLhETE4O5uTmlSpWiXr16jB07Vl7u888/JygoiICAAHx8fDh06BDx8fE4OjrSp08fOnfurDNNJ06cYOvWrdy8eZOXL19Srlw5OnbsSJ8+fVAqlfJye/fuZfbs2UyZMgVra2vWrl3L7du3KV68OLt27QLg6NGj+Pn5cffuXZKSkrCysqJixYp069aN5s2ba/zu7du38fX1JSgoiGfPnmFra4unpyfDhw+nRIkSWuncvXs3W7Zs4cGDB1hZWdGmTRtGjBhhUP7PmjULf39/tm/fzvHjx9m1axdPnjyhTJkyeHt706ZNG9LT01m9ejV//fUXMTExODo6MmbMGDw8PLS29+jRI1atWsXZs2eJi4vD2toaDw8Phg0bJh/X7MLCwvi///s/goKCUCgU1KpVi9GjR+eY5tweH0HICxGIF1JKpYLRX8CU6RLfTpFwbu0CwC1jUyCdl/duMPrzGiiVipw3JAhCoSJJEi/Skws6GXqZGRfVaC6SH8qXL0/r1q3x9/cnICCAXr166V02Ojoab29vUlJSaNKkCeXLlyclJYX79+/j5+enEYirfffdd4SGhtKyZUvS09M5cuQIc+bMITY2lkGDBmksu2LFCnx9fbG3t+ejjz7CwsKCy5cvs2zZMq5du8aPP/6otf2jR49y7tw5PD096d69O8nJWcdz+/bt/PTTT9ja2tK8eXNKlCjB06dPuX79OgEBARqB+JEjRxg3bhxGRkY0bdoUe3t77t69y7Zt2zh37hyrVq2iePHi8vKrV6/Gx8cHGxsbunTpgrGxMUeOHOHu3buGZj8AS5cu5dq1a3h6emJkZMThw4eZNm0axYoVY9u2bYSFhdG4cWNSU1M5ePAgkyZNYsuWLZQtW1beRkREBJ999hlxcXF4enpSsWJFwsLC+M9//sOpU6fw8fHB0dFRXj40NJQRI0aQkpLCRx99hKOjI9euXWPEiBFUqVJFZzrzcnwEwRAiEC/EmjdTMHsmLP9V4u/fVZi2g5CXLwElg9rcwLaZCMIF4UMiSRLj9nXh2pMLBZ0UvVztG7Ck4+58D8br1q2Lv78/ISEhOS537NgxEhISGD9+PL1799aYFx8fr3OdyMhINmzYgIWFBQBDhgxh0KBB+Pj40Lp1axwcHAA4d+4cvr6+NGrUiLlz52JmZgZkHacFCxawc+dOjh49SsuWLTW2f+bMGZYuXUqDBg00pu/ZswcTExPWrVuHtbW1xrxnz55p/P31119jZWWFj48PpUuXlucdPHiQadOm4ePjw8SJEwG4f/8+q1atws7ODl9fX2xssto0Dh8+nKFDh+aYf/qEh4ezfv16OZ0dO3Zk2LBhTJ06lYoVK7JhwwbMzc0BaNiwIVOmTGHz5s1MmDBB3saCBQuIi4vjm2++oWvXrvL0Xbt2MW/ePObPn8/y5cvl6QsXLiQpKYkZM2bQvn17ebo62H5VXo+PIBhCDF9YyDVvpmDzBgU/TsyqEU8wfU4yEo4mOd98BEEorMQDOICtrS2gP5h+lampqdY0fZ06Bw8eLAfhACVLlqRv375kZGRw4MABefq2bdsA+Oabb+QgD0ChUDBq1CgUCgWHDh3S2n6zZs20gnA1Y2NjjI2169iyNzXx9/cnMTGRzz//XCMIB2jbti0uLi4cPnxYnnbw4EEyMjLo27evHIQDWFhYMHjwYJ3peJ3BgwdrPCzUqFEDBwcHEhISGDlypByEA7Ro0QJjY2Nu374tT3v8+DEXL17E2dmZTz75RGPbn3zyCU5OTly8eJHHjx8DWU1YgoKCqFy5skYQDjBo0CCKFSumlca8Hh9BMISoEf8AKJUKmrrbYnXblvgX/8/efcdHVeX/H3/dmSSQRhJ66Am9ht4FFP3iIopx0UWaCqKAYFt0YZddvvpFwfX7Xf1pBITVRTG6KgI2RARBepNOaCGhh5pQEkoyM/f3x5CscUI15N5k3s9/xtx7cuY9J3k8/HByzrkn2ed00/DkHjBNuMWzTiJiH4Zh8OY9X/r90hTwzmpej86dOzN58mT+93//l3Xr1tG+fXvi4uKoUaPGFb+nefPmPtfi4uIA8hWT27ZtIzg4mK+++qrAfkqVKsX+/ft9rjdu3LjA9t27d2fy5Mn069ePu+66i5YtWxIXF+dTZG7btg2A7du3c+jQIZ9+srOzOX36NKdPnyYyMjIvc0Gfq6Br16NevXo+18qVK8fhw4d97jmdTqKiojhx4kTetV27dgHev2z8+vfFMAxatGjBvn372LNnD5UqVcr7DLk/h18KCQmhbt26bNiwId/1m/35iNwIFeJ+pFZUfTalnSQlABpdysTIPIoZHm11LBEpQoZhEBwYeu2GJdypU6cAfJZw/FqVKlWYPn067733HqtWrWLRokUA1KxZkyeeeILu3bv7fE9BfebOJGdmZuZdO3v2LG63m/fee++K73/hwoUr9vVrAwcOJCIigjlz5vDJJ5/w8ccf43Q66dixI88991ze+uqzZ88C/5nxvdp7R0ZG5mW+2ue6Ub/8i0Gu3I2PV7rncrnyvs7Kyrrq+/96vK/2Ga7Uz83+fERuhApxP1Izsh6b0laQEhIKly7hOLkHtwpxEfFDubOfDRs2vGbbunXrMmnSJFwuFzt37mTVqlV89tlnjBs3jvLly/vMsmZkZPic2JGe7n1oQ1hYWN610NBQDMPIt1zltzAMg969e9O7d2/OnDnDpk2bWLBgAYsWLeLgwYMkJibidDrzCt3ExERq1659zX5zM2dkZBAdnf//Gbmfq6jlfoYrvX/u9dx2v/wMV2v/6/cozJ+PSEG0RtyP1Iz0rhNPCfT+2B0n91ytuYhIiXTgwAEWLVpEUFCQz5F+VxMQEECTJk0YOnQozz//PKZpsmLFCp92mzZt8rm2efNmgHynczRu3JgzZ85w4MCBm/gUVxcREUHXrl155ZVXaN26Nfv27ctbhpK7tGXr1q3X1Vdu5oI+V0HXikLu8pVNmzb5LDMyTTNvvHPb5X6G3Ou/dP78+XxLhnLdyp+PSC4V4n6kVpS3EN9nev+k5zi528o4IiJFbtOmTTzzzDNkZ2czaNAgKlaseNX2SUlJBc6W5l4raBPnjBkz8pZOgHcZzCeffILT6cx72ieQd2ziK6+8ku9Uk19+X2pq6vV9MGD16tX5lm8AuFyuvKUouVl79epFaGgo7777LikpKT79XLx4MW8dOXg3cDqdTj755JN8Y5GVlcWMGTOuO19hqly5Mq1atco7rvCXvv76a1JSUmjdunXeXyYqV65MixYtSE5OZv78+fnaf/DBB5w7d87nPQr75yNSEC1N8SO5M+JHc85wnkhKndKMuIiUTIcOHWL69OmAdyb7yJEjJCUlsXfvXpxOJ4899hhDhgy5Zj/ff/89X3zxBS1btqRatWqEhoaSmprKqlWriIyMLPAhPVWqVKF///5069Yt7xzxjIwMhg0blnd0IUCHDh0YPHgw77//Pn369KF9+/ZUrlyZM2fOcOjQITZv3syTTz5JTEzMdX3mcePGUbp0aeLi4qhcuTIul4u1a9eSmprKnXfemXdCSlRUFP/4xz94+umnGThwIO3bt6dmzZpkZ2eTlpbGxo0badasGW+++SYA1atXZ/DgwUyfPp0BAwbQvXt3nE4nS5YsoXbt2pZtWHzxxRd58sknmThxIsuXLycmJobU1FSWLVtGVFQUL774Yr72o0eP5oknnuDll19m6dKlVK9enaSkJJKSkmjevLnP7H5h/3xECqJC3I9ElC5LVHAFMi6cINXpptGpveBxg0NPBhORkuXQoUN5m+xKly5NWFgYNWvWZPDgwfTs2ZNq1apdVz933XUX2dnZbNmyhR07dpCdnU3FihX5/e9/T//+/QucUX/llVeYPn06CxYsyHuy5vDhw7nvvvt82j7xxBM0b96czz77jPXr13Pu3DkiIiKoUqUKQ4YMyTeDfi3Dhw9n9erVbN++neXLl1O6dGmqVavGmDFj6NWrV7623bp148MPP+Sjjz5i3bp1rF27luDgYCpUqECvXr18jvgbMmQI5cuX59///jdz584lKiqKu+66i6FDh9KtW7frzliYatasyb/+9a+8J2uuWLGCqKgo7rnnHoYMGeKznr127dpMmzaNd955h9WrV7N69Wri4uKYNm0aiYmJBS6zKcyfj0hBDPN6z3CSW+ZKm0duhRe+68PGtOX85WIE9150kPXYPMwoe/1rPioqqkjHpLjQuPjSmPjSmPgqqjHJfcT96tWrb/l7/Vb6PfHlr2NyrZOD5NbSGnE/U/PyOvGUUO8Ocm3YFBEREbGGCnE/UzPSu4M8NcD7AAQV4iIiIiLWUCHuZ2pd3rCZ6vE+3MCpQlxERETEEtqs6Wdyl6YcyzlNFpEE6+QUEZFCMWXKFKsjiEgxoxlxP1OmVBRlg727/FOdboyM/eC6ZHEqEREREf+jQtwP5T1hs1QQhunGkaEHEoiIiIgUNRXifij3CZspIaEAOE7oCZsiIiIiRU2FuB/6z8kp3iPkHVonLiIiIlLkVIj7odylKanuc4COMBQRERGxggpxP5S7NOV4zmmyMDUjLiIiImIBvz++cMuWLbz99tts2rSJnJwc6tSpwyOPPMK999573X2cPXuWf/3rXyxcuJBDhw4RFBREtWrViI+P58EHH6RUqVK38BPcuPBSkZQLrsSpC8dIdbppcvYIXMqEUmFWRxMRERHxG349I75mzRr69evH+vXr6dGjBw8//DAZGRmMHj2aqVOnXlcfZ8+e5YEHHmDy5MmEh4fTt29fevXqxdmzZ/mf//kfnnjiCTwezy3+JDcu9zzxvcEhgNaJi4iIiBQ1v50Rd7lcjBs3DsMwSExMpFGjRgA89dRT9O3bl7fffpu7776bWrVqXbWfTz/9lIMHD/Loo48yduzYvOvZ2dn069eP1atX8/PPP9OmTZtb+XFuWK3I+mw4spSUkBDIzMZxcg+eKi2sjiUiIiLiN/x2Rnz16tUcOHCAXr165RXhAGFhYYwYMQKXy8Xs2bOv2c/BgwcB6Nq1a77rQUFBdOrUCYBTp04VYvLCUSP35BSnd7becSrZyjgiIiIifsdvC/G1a9cC0LlzZ597uQV0bpurqVu3LgDLli3Ldz0nJ4eVK1dSunRpWrSw30xz7obNVPcZQCeniIiIiBQ1v12asm/fPgBq1qzpcy8iIoKoqCj2799/zX4efPBBvvzyS95//322bdtGkyZNyMnJYdmyZZw5c4b/+7//o1KlSoUd/zerdfkIwxPZp8kkkhCtERcREREpUn5biGdmZgIQHh5e4P2wsDCOHj16zX5Kly7NzJkz+dvf/sZXX32VN4vucDjo378/LVu2vGYfoaGhN5C8cISGhlI+NJqTWWmkON00O3+KUC5AaPkiz1IQK8akONC4+NKY+NKY+NKY+NKY+NKYSFHz20K8sKSnpzNixAjS09OZNm0aLVu25NKlS/z4449MmjSJJUuW8MUXXxAREXHFPrKysoow8X/UjKjnLcTDImh2JouLBzbjrtHekiy/FBQUZNmY2JnGxZfGxJfGxJfGxJfGxJe/jklQUJDVEfya364RDwvznpl97ty5Au9nZmZecbb8lyZNmsTGjRt566236Nq1K+Hh4ZQvX56HHnqIF154gYMHD/LBBx8UavbCknuEYUpwaUDrxEVERESKkt8W4rnHEha0DvzMmTNkZGQUuH7813766SciIyNp0KCBz7327b2zy9u3b/9tYW+R3HXiKQ4XoLPERURERIqS3xbiued6L1++3OfeihUrAGjbtu01+8nOziYzM5Ps7Gyfe+np6YB9/+xT8/IRhvtcOjlFREREpKgVm0J83759bNy4kdTU1ELpr0OHDlSvXp1vvvmGHTt25F3PzMxk8uTJBAQEEB8fn3c9PT2dvXv35hXXuVq2bInL5WLy5Mn5rmdnZ+dda9euXaFkLmy5hfjJ7AzOGR7vjLhpWpxKRERExD/YuhC/ePEir7/+Ou3ateN3v/sd/fr1Y9q0aXn3v/jiC+Lj4/MV0tcrICCACRMmYJom/fr1469//SuvvfYavXv3Zs+ePYwcOZKYmJi89omJifTs2ZPExMR8/YwePZrQ0FCmTJnCgw8+yMSJE/nv//5vevbsyfLly2ncuDEPPvjgzQ/CLRRWKoLyIdEApAQYGNlZGOfSLE4lIiIi4h9sW4ifP3+eAQMG8P777xMYGEjXrl0xfzVb26ZNG3bs2MG8efNu6j3at2/Pxx9/TKtWrfjuu+/4+OOPiYyM5PXXX2f48OHX1UfDhg2ZPXs2DzzwACdPniQxMZE5c+YQHBzMqFGjSExMpFSpUjeVryjkbdgMiwS0PEVERESkqNj2+MLp06ezbds2HnroIcaNG0dQUJDPhsgaNWoQGxvLypUr+eMf/3hT79OsWTP++c9/XrPdqFGjGDVqVIH3atWqxcSJE2/q/a1WM6IePx9ewjZPEPEAJ/dAbFerY4mIiIiUeLadEZ83bx5Vq1Zl/PjxV93sWKVKFY4dO1aEyUqOn5aazP/cu058w5kcAJbPSeanpVonLiIiInKr2bYQT0tLo3Hjxjidzqu2CwsL48yZM0WUquT4aanJuPEm1SO8hXh2hQwA6kUmM268qWJcRERE5BazbSEeHBxMRkbGNdsdOnSIyMjIIkhUcrjdJgmTTTp2gEkveteIn8o5zTnDQ43gFDp18JAwxcTtVjEuIiIicqvYthBv0qQJW7duJS3tyqd47Nmzhx07dtCiRYsiTFb8bd4CaUdhYH+D8NIRVAitAsDeQAPDdYEh8UdIS/O2ExEREZFbw7aFeP/+/bl48SIjR44s8OmXhw8f5k9/+hMej4f+/ftbkLD4OnX5KPTYy6cz1sx9wmZYFAAxocn52omIiIhI4bNtIX7HHXfw6KOPsn37du6++2569eqFYRisWLGCBx54gB49epCUlMTjjz9u2wfm2FW5st7XlMvPRqp1+cE+KaW8m2LP7k3O105ERERECp9tC3GAMWPG8I9//IN69eqRnJyMaZocP36cpKQkqlevzt///vebPrbQn8U1g+jKMDPRxOMx884ST3VkA3B0azLR0d52IiIiInJr2PYc8Vw9e/akZ8+epKenc/jwYTweD5UrV6ZSpUpWRyu2nE6DkSNg3HiTseNMbuvtLcSTL6YDDsIvJTNyuIHTaVgbVERERKQEs30hnqts2bKULau1EoWlaxeDCS9BwmSTFePqUPphOOM+wxkjgnqRKVTv7AGufnSkiIiIiNw8Wy9NkVuraxeDfycavPX3MoQ7vSenpAY6cZqXMM4ctDidiIiISMlmmxnxQYMG3fT3GobBBx98UIhp/IfTadCyBTQ4Xp91h4+wNzyS5qcycJxKxh1Vy+p4IiIiIiWWbQrxtWvXFnjdMAxMs+AHy+TeMwytZf6takXVZ93hxXknpzhOJeOuc6fFqURERERKLtsU4osWLfK59t577/HZZ5/Ro0cPevXqRXR0NABpaWl88803fP/99zz00EMMGTKkqOOWOLlniaca3pNTHCeTrYwjIiIiUuLZphCvWrVqvq/nzp3Lp59+ytSpU7ntttvy3WvQoAG333478fHxPPnkkzRt2pT4+PiijFvi1Mo9wjD7FODAcWqPtYFERERESjjbbtb84IMPaNWqlU8R/kudO3emdevWWh9eCGpcfqhPRs4ZzhgeHBmp4HFZnEpERESk5LJtIZ6amkqFChWu2a58+fLs27fv1gcq4UICw6gY6v2rREpgAIY7B+P0AYtTiYiIiJRcti3Ew8LC2LBhAzk5OVdsk52dzYYNGwgLCyvCZCVX7vKUvWWiAK0TFxEREbmVbFuI33HHHaSlpfH8889z9OhRn/vHjh1j9OjRHD16lDvuuMOChCVP7obNlFKBAFonLiIiInIL2Waz5q8999xzrFmzhh9++IHFixcTFxdHdHQ0hmFw5MgRNm/ejMvlombNmjz77LNWxy0R8jZscgnwHmEoIiIiIreGbQvxqKgoPv30U/7xj3/w1Vdf8fPPP+e7X6pUKe6//37++Mc/EhUVZVHKkiV3RnyfTk4RERERueVsW4gDREZG8vLLLzNmzBiSkpI4fvw4pmlSsWJFGjduTEhIiNURS5Savzg55bQRQUTGfnBngzPI4mQiIiIiJY+tC/FcISEhtG7d2uoYJV5wYCiVwqpxLPMQKaWCaHnRhSNjP57yda2OJiIiIlLi2Hazplgjb8NmeCSgdeIiIiIit4rtZ8SPHDnC4sWL2bdvH1lZWZim6dPGMAxeffVVC9KVPLWi6rP20CL2Bnl/NRwn90D931mcSkRERKTksXUhnpCQwJQpU/B4PHnXcgtxwzDyvlYhXnhiohoCkMJFQDPiIiIiIreKbQvxefPmkZCQQNWqVRk2bBjz589n5cqVvPfeexw8eJB58+axdu1aHnvsMW6//Xar45YYsVGNANh76TgmgSrERURERG4R2xbiH3/8MYGBgXz44YdUrVqVDRs2ANCpUycA+vbty4wZM3j99dfp3r27lVFLlOqRdXAaAWS6sjhuRFDx9AFwZUOATk4RERERKUy23ay5a9cuWrRoQdWqVfNd/+Ua8UcffZSYmBimTJlS1PFKrCBnKapH1AZgT+lSGKYbR0aKxalERERESh7bFuLZ2dlUqFAh7+tSpUoBcPbs2Xzt6tevz7Zt24o0W0kXU9a7PGVPWDhwecOmiIiIiBQq2xbiFSpU4MSJE3lfV6pUCYA9e/IXhceOHcPtdhdptpIub514oPfXw3Fil5VxREREREok2xbi9erVIyXlP0si2rZti2mavPXWW2RlZQHeDZ3r16+nTp06VsUskWLLek9OSfacA8BxcreVcURERERKJNtu1rz99tv58ccfWblyJR07dqRVq1a0a9eONWvW0K5dO0JDQzl79iyGYTBixAir45YosZeXphy4dJxsyhCgQlxERESk0Nl2Rrx3797MmzePRo0a5V175513eOihh4iIiCArK4s6derw97//nS5duliYtOQpHxJNeFAkHtPDPqcbR+YxuHDa6lgiIiIiJYptZ8SDgoKIjY3Ndy0sLIyXX36Zl19+2aJU/sEwDGLKNmDL0dXsCS1DvbPncZzcjad6W6ujiYiIiJQYtp0RF2vFXN6wuSckBACnTk4RERERKVQqxKVAuevEkx05gDZsioiIiBQ22y5NAe9Rhe+//z5r167lxIkT5OTkFNjOMAySkpKKOF3JlnuEYUpOBuDAcVJHGIqIiIgUJtsW4mvXrmXo0KFcunQJwzCIjIwkODjY6lh+o1ZUfQwM0nPOkG5EEHVyD5geMPRHFBEREZHCYNtC/PXXX+fSpUsMHz6cIUOGEBYWZnUkvxIcGEqVMrU4fDaVPYEG7bLPY5w5jBlZ3epoIiIiIiWCbac3d+3aRfPmzXnmmWdUhFukdtnGAOwOiwC0TlxERESkMNm2EI+IiKBChQpWx/Brtcs2AWB3KSeA1omLiIiIFCLbFuK33347W7ZsITs72+oofqt2Oe+MeLInEwCHjjAUERERKTS2LcSfffZZAgMDGTt2LJmZmVbH8Ut1Ls+I788+yUVMnFqaIiIiIlJobLtZs2zZsnz++ecMHDiQO+64gyZNmlCpUqUC2xqGwauvvlrECUu+yFKVCA0oR5brFClONw0z9kHORQgsbXU0ERERkWLPtoV4ZmYmzzzzDHv37sU0TVauXHnFtirEC99PS00SJsPZJo1xVlnKJrMUjUw3GxfupcXvGlsdT0RERKTYs20h/tprr7F27Vrq1q3LH/7wB6pXr65zxIvIT0tNxo036dgBWrRqwo9pS0ktEwKnz/HDxzs5G9qIrl0Mq2OKiIiIFGu2LcQXLVpEdHQ0n376KSEhIVbH8Rtut0nCZG8RPnGCweLUJvyYBqmlvE817dpgD/87xaRzJ3A6VYyLiIiI3Czbbta8ePEiTZs2VRFexDZvgbSjMLC/gcNhUKecd8Nmcs4pPJi0qrabtDRvOxERERG5ebYtxBs1asSRI0esjuF3TqV7X2NjvK/VytSmlDOYi55sDjk8hJ/fna+diIiIiNwc2xbiI0aMICkpiYULF1odxa+UK+t9TUn1vjodTmKiGgCwy+nGeeEUUUGn8tqJiIiIyM2x7RrxwMBA+vfvz7PPPsu9995Lx44dqVSpEoZR8LrkNm3aFHHCkimuGURXhpmJJhMngMNhULtcE3ae3Mju0FDuOp1D+1p7iGtW3uqoIiIiIsWabQvxgQMHYhgGpmkyZ84c5s6de9X2O3bsKKJkJZvTaTByBIwbbzJ2nMnA/lAj3Htc4c+XvH9AGXDXHpzOjlbGFBERESn2bFuI33///Vec/ZZbq2sXgwkvQcJkk2FPmRjlG1OqJ+xznMMkkHpldnPJ6pAiIiIixZxtC/FJkyZZHcGvde1i0LmT93SUoycb8+ZBJ+cDszhhRFBOj7oXERER+c1su1lTrOd0GrRsYdDzrhBqRtUDYKfThePkHvC4LU4nIiIiUrypEJfrUq98MwB2BBkY7ksYZw5YnEhERESkeFMhLtelbjlvIb6zdBAAjhNaniIiIiLyW6gQl+tSr3wcALu4gImJ88ROixOJiIiIFG8qxOW6xJZthMNwkO65wAnDxKFCXEREROQ3USEu16V0QAg1I+sDlzdsHte57SIiIiK/hQpxuW65GzZ3BrhxZB6D8+kWJxIREREpvlSIy3X79YZN5wnNiouIiIjcLNsW4idPnmTdunWcPHky3/WDBw/y/PPP06tXL5544gm2bNliUUL/k7thc6cjGwDHca0TFxEREblZti3Ep02bxqBBgzh79mzetaysLPr168d3331HcnIyS5cu5ZFHHuHgwYMWJvUf/9mweZEThkcOM8uSAAAgAElEQVTrxEVERER+A9sW4mvXrqV27drExsbmXZszZw4nTpzgnnvuYf78+YwdO5YLFy7w3nvv3fT7bNmyhaFDh9KmTRuaN29Onz59+Prrr2+4n8zMTN566y169epFXFwcrVu3Jj4+noSEhJvOZjelA0KoEfmfJ2zqCEMRERGRmxdgdYArOXbsGHFxcfmuLV68mICAAP7yl78QFRVFrVq1mDt3LmvWrLmp91izZg1DhgwhMDCQe+65h/DwcBYsWMDo0aM5fPgww4YNu65+jhw5kjcz37FjR7p27Up2djYHDhzg+++/Z+TIkTeVz47ql49jX8ZOdgS46ZyRCjkXIDDY6lgiIiIixY5tC/GsrCxCQ0PzvjZNky1bttC4cWOioqLyrsfExLB48eIb7t/lcjFu3DgMwyAxMZFGjRoB8NRTT9G3b1/efvtt7r77bmrVqnXVftxuN08//TTHjx9nxowZtG/f3ud9SpL65Vvw/Z5P2R7kwLjowXFyN57ouGt/o4iIiIjkY9ulKZUqVeLw4cN5X2/dupVz587Rtm3bfO1cLhdBQUE33P/q1as5cOAAvXr1yivCAcLCwhgxYgQul4vZs2dfs5/vv/+erVu3MnjwYJ8iHCAgwLb/1rkpDSq0ACDJmYOJqXXiIiIiIjfJtlVi8+bN+fbbb1m4cCHt27dnypQpGIbB7bffnq9dSkoKFStWvOH+165dC0Dnzp197nXq1Clfm6uZN28eAHfffTdpaWksWbKEc+fOUb16dbp06ZJvVr8kiIlqSKCzFOfclzjo8BB9Yicla85fREREpGjYthAfNmwYP/zwA6NGjQK8S1PatWtHy5Yt89ocOnSI5ORk+vTpc8P979u3D4CaNWv63IuIiCAqKor9+/dfs59t27YB8PPPPzNx4kSys7Pz7pUtW5Y333yTdu3a3XA+uwp0BlG3XFOSjq8nyemiqmbERURERG6KbQvx2rVrk5iYyMyZM0lPT6dx48YMGTIkX5vly5fToEED7rzzzhvuPzMzE4Dw8PAC74eFhXH06NFr9nPq1CkAJkyYwODBgxkwYABBQUF8++23vPbaazz11FPMmzfvqrP2xW3WvEl0W28hHuCmx8ldhAaXAkfh/ioVtzEpKhoXXxoTXxoTXxoTXxoTXxoTKWq2LcQBGjduzKRJk654v2/fvvTt27cIE/kyTROAbt26MXr06LzrAwcO5NixY0yfPp1Zs2YxYsSIK/aRlZV1y3MWptqRTQDYHuDBuHCJ8we34ilfr9D6DwoKKnZjUhQ0Lr40Jr40Jr40Jr40Jr78dUxuZp+dFB7bbtZMSEhg0aJF12y3ePHimzqrOywsDIBz584VeD8zM/OKs+UF9XPHHXf43Mtdz567fKWkaFjBuzxot9NFDiaOY0kWJxIREREpfmxdiC9cuPCa7RYtWsQ777xzw/3nHktY0DrwM2fOkJGRUeD68V+LiYkBoEyZMj73cq9dunTphvPZWXR4TcJLRZGDSbLTjePYdqsjiYiIiBQ7ti3Er5fb7cbhuPGP0aZNG8C7zvzXVqxYAeBzVGJBco8sTE5O9rmXe61q1ao3nM/ODMOgQfnmAGx3unAeVyEuIiIicqOKfSGenJxc4Gz0tXTo0IHq1avzzTffsGPHf07+yMzMZPLkyQQEBBAfH593PT09nb1795Kenp6vnwceeICgoCA++ugjjh07lq+fd999F4Df/e53N5zP7uqVv3yeeIAbju7EnaNDDEVERERuhK02a44dOzbf1xs2bPC5lsvtdpOamsq2bdtu6tSUgIAAJkyYwOOPP06/fv3o1asXYWFhLFiwgEOHDvHss8/mLTsBSExMJCEhgZEjR+YdqQhQvXp1XnzxRSZMmMB9993HXXfdRVBQEEuWLOHw4cP84Q9/oEOHDjecz85+Wmry5WctoCVsc3hwei7w4hMp3PdYXbp2MayOJyIiIlIs2KoQnzNnTt5/G4bB/v37r3mWd/369XnxxRdv6v3at2/Pxx9/zFtvvcV3331HTk4OderU4ZlnnuG+++677n4GDhxI1apVee+99/j2229xu93UqVOHYcOG8dBDD91UNrv6aanJuPEmbTo1ZwtwIMDFWcNDp1rbGDe+DhNeQsW4iIiIyHUwzNzz92wg90mWpmnyyCOPcNtttzF06NAC2wYGBlKxYsUSsf46IyPD6gjXxe026dvfJDYWJk4weGx2Rw6fTeWNzDBaNnmU5xf+mZRU+PdHBk7nzRfjUVFRxWZMipLGxZfGxJfGxJfGxJfGxJe/jklUVJTVEfyarWbEf7k5Mj4+nlatWl3XhkkpGpu3QNpRGP9XA4fDoFHF1hw+m8rWABdtjycxsL/BsKdMNm+Bli2sTisiIiJib7bdrNmuXTtiY2Ov2W7Tpk3MnTu3CBLJqcv7VGMvL51vXNF78swWpwvH8Z3E1nTnayciIiIiV2bbQnzMmDHMmjXrmu1mzZp1xQ2dUrjKlfW+pqR6XxtdLsSTAtx4XOdJ256Sr52IiIiIXJltC3H4z+Pjr8bj8WAY2hxYFOKaQXRlmJlo4vGY1IysR0hgGOcNkxSHm03ztxMd7W0nIiIiIldn60L8ehw8eDDvMfNyazmdBiNHGKxcBWPHmezY4aBeWe/j7rcEuAk8kcTI4b9to6aIiIiIv7DVZs2EhIR8X+/cudPnWq7cc8TXr19Px44diyKe4D2acMJLkDDZZNhTJgFxrQmIW8rWABfPNN1GoI4uFBEREbkutivEDcPANE0Mw2DHjh35nnpZkHLlyvH8888XUUIBbzHeuZP3FJX1h9vw2XHY5nQReT6JLHcOOAOtjigiIiJie7YqxCdOnAh414b/+c9/plWrVvTp06fAtrnniDdv3pygoKCijCl4l6m0bAH1Grfi848MDjk9pHsuEnxyN55Kja2OJyIiImJ7tirE4+Pj8/57zpw5dOnSJd81sZ+woDLUjKrPvoydbAtw0e7oVhXiIiIiItfBVoX4L82cOdPqCHKdGldsw76MnWxxuuh4dCuuuL5WRxIRERGxvWJ/aopYL+/BPgEuHEe3WJxGREREpHiw7Yx49+7dr7utYRgsXLjwFqaRq2lWuT0ASU432aeSITsLgkItTiUiIiJib7YtxA8fPmx1BLlOlcKqUyG0CieyjrA9IIfGx7bjrt7W6lgiIiIitmbbQnznzp0FXjdNk7S0NJYvX85bb71F7969eeGFF4o4nfySYRg0rdSeH1NmszHARdOjW1SIi4iIiFxDsVsjbhgGVapU4aGHHuLdd9/lww8/5LPPPrM6lt/LXZ6y2enCeXSrxWlERERE7K/YFeK/1LhxY5o1a6YTVmygaaV2AGwNcOHWhk0RERGRayrWhThA2bJlOXDggNUx/F6NyHpElCrLJQN2nz+EkXnc6kgiIiIitlasC/HTp0+zYcMGwsPDrY7i9wzDoOnl5SkbA1w40jZbnEhERETE3my7WXPdunVXvHf+/HlSU1P55JNPSE9Pp29fPUDGDppUasfy/fPYHOCib9om3HXvsjqSiIiIiG3ZthAfOHAghmFctY1pmrRp04Y//vGPRZRKriZvw2aAC45ssjiNiIiIiL3ZthC///77r1iIBwYGUqFCBdq0aUP79u2LOJlcSe2yjQkJCCHTdZ6UExup5s4GZ5DVsURERERsybaF+KRJk6yOIDfI6QigSaX2rD38IxsdF6hxfCee6GZWxxIRERGxpWK9WVPsp3mVzgCsD3DhTNtocRoRERER+7LtjPgvHT9+nI0bN3L8uPdIvIoVK9K8eXMqVapkcTL5tebRnQDYGJCD5/AGaPmIxYlERERE7MnWhfixY8d45ZVXWLRoER6PJ989wzDo3r07f/nLX6hcubJFCeXXapdtQlhAKJmuLJLT1hBjdSARERERm7JtIX7s2DH69u1LWloawcHBdOrUiapVq2KaJmlpaSxfvpwffviBrVu38umnn2p23CacDidx0R1ZcfAHNuQcJfZcGmZ4tNWxRERERGzHtoX4G2+8QVpaGvfeey9/+ctfiIyMzHf/zJkzvPrqq3z55Ze8+eabTJw40aKk8mtx0V1ZcfAHfg5w0WblRqreWRmn8+pHUYqIiIj4G9tu1ly6dCnVqlVj0qRJPkU4QEREBK+++irVqlVjyZIlRR9QCvTTUpOP3vCuE98c4GLd1+vp29/kp6WmxclERERE7MW2hfj58+eJi4vD6XResY3T6SQuLo4LFy4UYTK5kp+Wmowbb1KnUj3KOMK5ZEDd5suJjYVx41WMi4iIiPySbQvx2NjYvFNSrub48ePExsYWQSK5GrfbJGGySccOMGmCg5ZVOgCwPSeZieMv0LEDJEwxcbtVjIuIiIiAjQvxRx55hPXr17Ns2bIrtlm+fDnr169n0KBBRZhMCrJ5C6QdhYH9DRwOg+Y17gRgvTObwGNbGNjfIC3N205EREREbLxZs02bNvTr14/hw4fTs2dPevbsSZUqVQA4cuQI8+bN47vvvqN///60bduWI0eO5Pv+3LZSNE6le19jL59X2LJKFwC2OV1c2r+S2Fbt87UTERER8Xe2LcTvuOMODMPANE2+/vprvv76a582pmmSmJhIYmJivuuGYZCUlFRUUQUoV9b7mpIKTRpDlTK1qBJUjiPZp9h0aBGlyz6fr52IiIiIv7NtId6mTRurI8gNiGsG0ZVhZqLJxAngcBi0rnIbX+2by7ozOzmYeIno6CDimlmdVERERMQebFuIz5w50+oIcgOcToORI7yno4wdZzKwPzSpei9f7ZvLWudFgnfsYORzzXWeuIiIiMhltt2sKcVP1y4GE14ySEmBYU+Z/G1kJxymwUGnh8f/8ANdu6gIFxEREcll2xlxKZ66djHo3Ml7Osqp9AjmHq7BLtd+jvMj8KLV8URERERsQzPiUuicToOWLQzu6m7QMaYrAOvP7QbTY3EyEREREftQIS63VKu6fQBY77iAeXynxWlERERE7EOFuNxSdSu2IpxAMg2T3XvmWB1HRERExDZUiMst5XQ4aVWmLgDrDv1ocRoRERER+7BNIX7kyBFOnz5tdQy5BdrW6AHA6sw9WicuIiIicpltCvHu3bvz97//Pe/rsWPHMmvWLAsTSWFp02gAADsd2WQcWm1xGhERERF7sE0hbpompmnmfT1nzhx+/vlnCxNJYYkKq0pDZyQA63Z+YnEaEREREXuwTSEeHh5OWlqa1THkFmlfrgUAa46ttDiJiIiIiD3Y5oE+TZs2ZfXq1YwdO5aqVasCsHPnThISEq75vYZh8NRTT93qiPIbtKnze/51fDHrLh0hJ+cCgYHBVkcSERERsZRh/nI9iIW2b9/OsGHDOHHixA1/r2EY7Nix4xakKhoZGRlWR7jlPO5s+s6oRbrh4X/bvU7zxgOv2DYqKsovxuRGaVx8aUx8aUx8aUx8aUx8+euYREVFWR3Br9lmRrxx48bMnz+frVu3cvToUcaMGUOrVq3o06eP1dGkEDicQbQvVY152QdYs3fuVQtxEREREX9gm0IcIDQ0lPbt2wMwZswYatSoQXx8vMWppLC0i76NefsTWZ2+iSetDiMiIiJiMVsV4r+0aNEiQkJCrI4hhahlw34E7EvkoCeLg+k7qV62gdWRRERERCxjm1NTfq1q1ar51i1lZGSwa9cudu/e7ZdruEqC4OgWtDS9mzQ/XzCDDRtN3G5bbFEQERERKXK2nRHP9cknnzBz5kxSU1PzXY+NjWXAgAE8/PDDFiWTG/XTMoMqp5pAhXWsO/YDs6e+SnRlGDkCunYxrI4nIiIiUqRsOyPu8Xh4+umnefnll0lJSSE8PJz69etTv359ypQpw969e3n55Zd5+umnscnBL3IVPy01GTfeJCLnfgBOhh/mtTeOExsL48ab/LRUP0MRERHxL7YtxD/99FMWLFhArVq1mDJlCmvXrmXu3LnMnTuXNWvWMHXqVGJiYvjhhx/49NNPrY4rV+F2myRMNunYAQaM6kkjlxMTyAj4kokTDDp2gIQpWqYiIiIi/sW2hfjs2bMJCwtj5syZ3H777T73u3XrxgcffEBISAhffPGFBQnlem3eAmlHYWB/AyMimtsCKwOwKvkLHA6Dgf0N0tK87URERET8hW0L8eTkZNq3b0/58uWv2KZChQp06NCB5OTkIkwmN+pUuvc1Nsb72qmK9x9WGzK2kZV9Lu96bjsRERERf2DbQvx6GYY2+dldubLe15TL+22r1elFDbeDHDysO/Rj3vXcdiIiIiL+wLaFeExMDGvWrLnqUYXp6emsXr2amJiYIkwmNyquGURXhpmJJh6PiadGW7q4SgOwfM/nzEw0iY72thMRERHxF7YtxOPj4zl37hyPPfYYa9eu9bm/Zs0aBg8eTGZmJg888IAFCeV6OZ0GI0cYrFwFY8eZbNsdTOcy3qp7xcGlrFx7gZHDDZxO/XVDRERE/IdtzxHv168fy5YtY+nSpTzyyCOUL1+eqlWrYhgGhw4d4uTJk5imSdeuXenXr5/VceUaunYxmPASJEw2GfaUyaN17qZy+7UcdWQz4PkldO1yj9URRURERIqUbQtxp9PJ1KlTmTFjBjNnziQtLY0TJ07k3a9SpQoDBgzg0UcfxeGw7cS+/ELXLgadO3lPR8k53BXHgUA+Ln2Jk6XnAirERURExL/YthAHcDgcDB48mMGDB5OWlsbx48cBqFixItHR0Rank5vhdBq0bAE0b0DF6ZX5mP2sOriAS64LlAoItjqeiIiISJEpNlPJ0dHRxMXFERcXpyK8JDAM6tf6Lyp7HFx0X2LdocVWJxIREREpUsWmEJeSxx3bjduzAwH4ad/X1oYRERERKWJ+X4hv2bKFoUOH0qZNG5o3b06fPn34+uubLwpzcnLo3bs39evX5+677y7EpCWPu0Z7urtDAFh94HsuuS5YnEhERESk6Ph1Ib5mzRr69evH+vXr6dGjBw8//DAZGRmMHj2aqVOn3lSfkydP5sCBA4WctIQKCqV+dEcqexxccJ1nzaFFVicSERERKTJ+W4i7XC7GjRuHYRgkJiYyYcIE/vSnP/Hll19St25d3n77bfbt23dDfW7fvp1p06bx/PPP35rQJZAnthvdLy9P+XHvHGvDiIiIiBQhvy3EV69ezYEDB+jVqxeNGjXKux4WFsaIESNwuVzMnj37uvvLzs5mzJgxxMXFMWDAgFsRuURyxXTh7uwgANYcXEDmpTMWJxIREREpGn5biOc+rbNz584+9zp16pSvzfVISEhg//79vPLKKxiGnhB5vcyomsSWqU2s20GOJ4dl+7+1OpKIiIhIkbBtIZ6QkMCiRddeM/zjjz+SkJBww/3nLjupWbOmz72IiAiioqLYv3//dfW1ZcsW/vnPfzJq1ChiYmJuOIu/c9fpTo/Ls+I/7r3+v0KIiIiIFGe2faBPQkIC8fHxdO/e/artfvzxR7744gtGjhx5Q/1nZmYCEB4eXuD9sLAwjh49es1+srOzGTt2LA0bNmTw4ME3lCFXaGjoTX1fidGkF3dtmM6U4ItsSlvB8XOHiQytYHUqW/L735UCaEx8aUx8aUx8aUx8aUykqNm2EL9ebrfb0kfcv/nmm+zfv58vvvgCp9N5U31kZWUVcqpiJrIelUtXopkriy0Bbt788hO6VxlMXDPvkzjFKygoSL8rv6Ix8aUx8aUx8aUx8eWvYxIUFGR1BL9m26Up1ys5OZkyZcrc8PeFhYUBcO7cuQLvZ2ZmXnG2PNf27duZMWMGw4YNo379+jecQS5zODkUcjs9sksB8N2Oj3n6OZO+/U1+WmpaHE5ERETk1rDVjPjYsWPzfb1hwwafa7ncbjepqals27aNO++884bfq1atWgDs37+fJk2a5Lt35swZMjIyaNGixVX72LVrF263m7fffpu3337b535qair169cnPDyc9evX33BGf/HTUpP5397BhPaf8oYJrrLb+dvrO1g0pyHjxptMeAm6dtHMuIiIiJQstirE58z5zznShmGwf//+a26YrF+/Pi+++OINv1ebNm149913Wb58Offcc0++eytWrACgbdu2V+2jVq1a9OnTp8B7s2bNIjw8nB49ehAcHHzD+fyF222SMNmkXu12lAkI47ac8ywOymGv5zMmTvhvxo4zSZhi0rmTlqmIiIhIyWKrQvzDDz8EwDRNHnnkEW677TaGDh1aYNvAwEAqVqxI1apVb+q9OnToQPXq1fnmm28YNGgQDRs2BLxLUiZPnkxAQADx8fF57dPT08nIyCAqKoqyZcsC0LJlS1q2bFlg/7NmzaJ8+fK88sorN5XPX2zeAmlHYfxfS+NK7cI9KV+xOCiHRXtnMbTNOAb2D2DYUyabt0DLq/+BQkRERKRYsVUh/ssZ6Pj4eFq1anXNWembFRAQwIQJE3j88cfp168fvXr1IiwsjAULFnDo0CGeffbZfEcRJiYmkpCQwMiRIxk1atQtyeSPTqV7X2NjwO3oTvvd31GWANIvnmLNwYW0iLk7XzsRERGRksJWhfgvTZw48Za/R/v27fn444956623+O6778jJyaFOnTo888wz3Hfffbf8/QXKef+4QEoqNKnTlVLOIH530UliaRff7/mUiMy787UTERERKSkM0zRtfyyFy+Xi9OnTZGdnX7FNlSpVijBR4crIyLA6gmXcbu/pKLGxMHGCQchXT3Fg30L6lTmL0wigccoGDiaX598fGX6/RjwqKsqvf1cKojHxpTHxpTHxpTHx5a9jEhUVZXUEv2bbGXGAlStXMmXKFDZt2oTL5bpiO8MwSEpKKsJkUlicToORI2DceJOx40yeu70HdTyLqe8JYZfjPBtOzeKl4cP9vggXERGRkse2hfjixYsZOXIkbrebiIgIqlWrRkhIiNWx5Bbo2sVgwkuQMNnk0bXd+LFHIPdfvMRrIVCpQyJdbhtudUQRERGRQmfbQjwhIQGPx8Of//xn+vfvf9NPrZTioWsXg86dYPOWMpze1I3/yljA/wvN4VTOXrYcXUVcdEerI4qIiIgUKts+WTM5OZnmzZszaNAgFeF+wuk0aNnCIPqO3oRi8F9mBADf7JppcTIRERGRwmfbQjwkJITy5ctbHUMsYDTogekM4oFzlwBYvu9bzlw8ZXEqERERkcJl20K8Y8eObN++HY/HY3UUKWJG6XDctW6jgTuA+qUqk+PJZsGez6yOJSIiIlKobFuIjx49mkuXLjFp0iTcbrfVcaSIuRr0BKD3Be+v6Le7PqIYnLQpIiIict1su1nziy++oEuXLsycOZMlS5bQtm1bKleuXGBbwzB46qmnijih3Equ2NsxA0PocTaLhHLBHDq7lw1HltKqalero4mIiIgUCtsW4gkJCRiGgWmaHDhwgAMHDlyxrQrxEigwGFfd/yI0aS53B9dmduY2Zqx6j/SoLpQrC3HN0NniIiIiUqzZthAvikfci725Gt5LYNJcHjiawewwSDrzA5tm7MPMrEl0ZRg5wnvsoYiIiEhxZNtCPD4+3uoIYjF39XZcDKxAnZwTVLnQlCPBW/nD2A/oFjmemYkm48abTHhJxbiIiIgUT7bdrCniNh18e8C7afPpSpEALEz9hNr1zjNxgkHHDpAwxcTt1iZOERERKX5sX4i7XC4WLlzIG2+8wd/+9jdmzZqVd+/YsWPs3LkTl8tlYUK5VTZvgc923QtA58O7iA6rTmb2GRbtnY3DYTCwv0FamrediIiISHFj60J87dq13HnnnYwaNYp3332Xzz//nJ9//jnv/qpVq4iPj2fRokUWppRb5VQ67DrbAFdUHQLcOcRHtgJgTtJ0TNMkNuY/7URERESKG9sW4rt27eKJJ57g1KlTDBo0iP/3//6fzznSPXr0oHTp0ixYsMCilHIrlSsLYHCo4gMA9D5xgpDAMPaf3s26Qz+SkvrLdiIiIiLFi20L8XfeeYfs7GymTZvG2LFj6dGjh0+b4OBgateuTVJSkgUJ5VaLawbRlWHKyl6YjgAijiVxT3XvmvHPt01lZqJJdLS3nYiIiEhxY9tCfN26dcTFxdGhQ4ertqtSpQrHjx8volRSlJxOg5EjDBasLMfmC90AeOBiGA6cbExbxqqdWxk53NB54iIiIlIs2bYQz8zMpFKlStdsl52djcfjKYJEYoWuXQwmvGQwe593eUrExiW4Uu8BoGXfd3V0oYiIiBRbti3EK1SowN69e6/Zbvfu3VSpUqUIEolVunYx+GNCZy4FVaBsqQzGt/Nu2tyR9RXHMw9bnE5ERETk5ti2EO/cuTPJycn88MMPV2wze/Zsjhw5QteuXYswmVjBGRiIEXc/AD2yf6Z5dCfcpotZ26ZanExERETk5ti2EH/yyScJCQnh+eef580332Tr1q0AXLx4kd27dzN58mReeuklIiMjeeyxxyxOK0Uhp8nvAXDuW87DtR8G4NtdH5Fx4YSVsURERERuim0L8apVq/Luu+8SERHB1KlTeeihhzAMg/nz59O7d2/eeustQkNDmTx5MhUqVLA6rhQBM6omrpodMTBpf3Qf9cs355L7Al9sm86GjSY/LDLZsFFP2hQREZHiIcDqAFfTunVr5s+fz6xZs1i1ahWHDx/G7XZTuXJlOnToQN++fSlTpozVMaUI5TTrS8D+lQRtn02/HmMZv2Qo/97wL2bMGg45EYD3yMORI9BGThEREbE1WxfiAGFhYTz66KM8+uijVkcRG3DXvh1PWCUcmccov8mD53R9HJG7eOCFGQzr/CwpqTAz0WTceJMJL6kYFxEREfuy7dIUkQI5Ashp+iAApbZ+Ru2LowBYfmI6BGbRpLHBxAkGHTtAwhQtUxERERH7sm0h/tNPPzFo0CDWrFlzxTarV69m0KBBLFu2rAiTidVcTfpgGk6ahG/ghdsbUrVMLGcvpTM36X0AHA6Dgf0N0tJg8xaLw4qIiIhcgW0L8c8++4wdO14ifGIAACAASURBVHYQFxd3xTZxcXEkJSXx+eefF2EysZoZXokjZboD0DDj3wxq8UcAPt86mazscwDExnjbnkq3JKKIiIjINdm2EE9KSqJBgwaULl36im2Cg4Np2LAh27ZtK8JkYgcnYgcCUGr3V3Sr1IUaEXU5l32aOUnTAUhJ9bYrV9aqhCIiIiJXZ9tC/OTJk1SsWPGa7SpWrMjJkyeLIJHYScxtLdmd2RiHJ5tS22YxMHdWfNtUzl44zcxEk+hoiGtmcVARERGRK7BtIR4eHs6xY8eu2e7YsWMEBwcXQSKxE2eAg6ymgwC4uOwTymf2oEZEfbKyzzLinSmsXAUjhxs4nTo1RUREROzJtoV406ZN2bRpE3v27Llim+TkZDZu3EjTpk2LMJnYRd377uZiYAUinSf4+u8LSJ77IgBHI6bxp78e19GFIiIiYmu2LcT79euHy+XiySefZOHChT73Fy5cyBNPPIHH4+Hhhx+2IKFYzhmE0bYfAGO7fMi4QXdTI6QlOC+wt/QbFocTERERuTrbPtCna9euPProo8yYMYNRo0YRGRlJjRo1MAyD/fv3c/r0aUzTZMCAAXTv3t3quGKRnGZ/IGjNu4RnJvG7+mupFDiOP373APN2JfL7xk9SLSLW6ogiIiIiBbLtjDjAmDFjeO2114iJiSEjI4PNmzezadMmMjIyiI2NZdKkSYwbN87qmGKl4ChymvQBIHDtdOKiO9K2Wnfcpot/bZiE222yYaPJD4u8r3rAj4iIiNiFYZqmLSuTzMxMwPuIe4Djx49z9OhRACpXrnxdJ6oUFxkZGVZHsJWoqKgbGhPj7GFC3uuBYbo53+9zkoMcPDm3OyYm4Wu+4cSulnltoyvDyBFGsVw/fqPj4g80Jr40Jr40Jr40Jr78dUyioqKsjuDXbDsj3rp1a4YMGZL3dcWKFWnWrBnNmjUrUUW4/HZmmaq4GtwDQNC6fxJbthFNwx8EwNNsPFMSYME8g6nvGMTGwrjxJj8tteW/P0VERMSP2LYQDw8Pp1q1albHkGIip433H23OPQswT6ay/5sxODzBZAX/zMmQrwgJMWjS2GDiBIOOHSBhipapiIiIiLVsW4g3bNiQgwcPWh1DiglP+Xq4Ym/HwCRrwTSO7a/M3TVGATB93f9wyXUBAIfDYGB/g7Q02LzFysQiIiLi72xbiA8dOpStW7cyf/58q6NIMZHdbhgAFY9+TbWQAzzWfhgVQqtyPOswn2+bmtcuNsb7eirdipQiIiIiXrY9vrB06dI8+OCDPPfcc3z55ZfccccdREdHU6pUqQLbt2nTpogTit14opvhqnUbAfuW8Xi9aRw++ApDW4/j1Z+G88nmt7irzoNUCqtGSqq3fbmy1uYVERER/2bbQnzgwIEYhoFpmixevJglS5Zctf2OHTuKJpjYWnaHkQTsW8a91b/i5U+e4PmXevPNrg/YcnQ1U9eO56/d/snMRJPoaIhrZnVaERER8We2LcTvv/9+DKP4HTEn1vJEN8MV04WA1KW0yJzGn/86gbvjX2XbsbtYtu9bRry6mO2rujHhJQOnU79fIiIiYh3bniPuT/zx3NKr+a1nuTrSthDyyR/w4OSJLV+xfl8tAlr/NwGNpuHIiuVPzX6ke9fShZi4aPjrGbdXozHxpTHxpTHxpTHx5a9jonPErWXbzZoiN8sT3QxXbDccuJn8+7d56w2D0T1GEx5QEU9oCofLJFgdUURERKR4FOKnT59mxYoVfPPNN2zYsMHqOFIMZHd6DhODoD3zaV0liV53leHpzi8D8Mnmtzhweo/FCUVERMTf2boQP3nyJM8++yydOnXi8ccf54UXXuDzzz/Pu5+YmEjbtm1Zv369hSnFjjwV6uFqeC8AQcv+D4BuMb1pW607OZ5s3ljxAh7TY2VEERER8XO2LcTT09Pp27cv8+fPp379+vTv359fL2e/8847ycrK0lnjUqDsjk9jOgIJOLAK5/6VGIbBMx0nUToghK3HVvP/2bvv+Cjq/I/jr9mWTkhIgAAJEDCRgPQqoIKIBVBAUOye4lHEwukpKHeIp6enngWQQ7zf2U6KFMupCBYU6U16ACUkMSEhvSdb5/fHJgthUqjZJfN5Ph772M3MN7PffbMzfHby3e+sPrLY210UQgghhI75bCG+YMEC0tLSePTRR1m1ahWzZs3StGnRogWxsbFyRlzUSA1tjb3bBAAsP78GLictgqP5Q68ZACza/jzZpce92UUhhBBC6JjPFuI//PADHTp0YOrUqXW2a926NZmZmQ3UK3GpsfWbjGoJxpiViOng5wCM7vQgl0f0oNRWxOsbntD8pUUIIYQQoiH4bCGenZ3NZZddVm87i8VCaWlpA/RIXJICw7H1d3+Ys2x8A2ylGA1G/nzVW5iNfmxPX8c3vy7xcieFEEIIoUc+W4iHhIRw4sSJetulpKQQGRnZAD0Slyp797twhcZgKM3Bsv1dANo2jeP+nk8B8K+ts8koSmPXLyrffq+y6xcVp1POkgshhBDi4vLZQrxHjx7s27ePX3+tfZq5nTt3cvjwYXr37t2APROXHJMF69V/BsC84z2UwnQAxnWeTKfIXpTZi/nDosd49E8O5vxN5dHpKhPuUvlpvRTjQgghhLh4fLYQ/8Mf/oDT6WTKlCls3rwZl6v6VHM7duzgqaeewmQycf/993unk+KS4exwLY7ofihOG34/vgSA0WBkSMBbqPZAHOEbuXXm26z9WmHh2wqxsTBrthTjQgghhLh4fLYQ7927NzNnzuT48eM88MAD9O3bF0VR+Pbbb+nfvz/33HMPGRkZzJw5k4SEBG93V/g6RcE25FlUgwnT0e8xJq3D6VRZ8u9Y2uW9CMDq9FdJLtlFl84KL72gcOUAmP8vGaYihBBCiIvDZwtxgHvvvZfFixczZMgQXC4XqqpSUlJCWVkZAwcO5MMPP+Suu+7ydjfFJcIVcRn2nvcC4Lfu7+z7pYKMTHh81O0MaT8al+rk7z9OocRWhMGgcM9dChkZsGevlzsuhBBCiEbJ5O0O1Kd79+4sWLAAVVXJz8/H5XIRFhaG0Wj0dtfEJcjWfyqmQ19jKEwj4tAi4BE6xCo8FvcKidk7ySxJ5a1NT/PM1QuIbe/+ndw8r3ZZCCGEEI2UzxXiP/30E9999x0ZGRlYLBbi4+MZO3Ys0dHRhIeHe7t74lJnCcJ6zQwCvnycuOx/Ext8I0nHLqNL5yY8c82/ePyrW1iX9Cl9Wl9DK9ttADSTt50QQgghLgKfGpryxBNPMHnyZFasWMGGDRv44YcfWLhwISNHjuT777/3dvdEI+G8bDiO9ldjUB280Gc2//3YgculktC8N/f1cM+uMnfzTN795DeioqBbVy93WAghhBCNks8U4suXL+err77CaDQyZswYZs2axfTp0+nWrRtWq5Wnn36a4uJib3dTNAaKgnXYbFRLEAkhu4nOWMrMWSr7D6jc3HEaHUOupMJRxr6QSUyaVI7RqHi7x0IIIYRohHymEP/ss88wGAy8++67/P3vf+fuu+9m0qRJLF26lDFjxlBaWsratWu93U3RSKghUVgHPwHAE93eoCTtOJMfVrlxpIH9/5mHYo3AEH6QreoTqKrMmiKEEEKIC89nCvEjR47QrVs3BgwYoFk3adIkVFXlyJEjXuiZaKwcXW/H2boXJlc5/zfqL8x9XWX2XxTm/r0Vr97yLkbFxLpjn/HJ/gXe7qoQQgghGiGfKcRLSkqIiYmpcV3V8pKSkobskmjsFAMVw19ANflj+n0L/ZSlXHetQs8eCt1bDWBq/78B8H87XmR72jovd1YIIYQQjY3PFOKqqmIw1NydquWnX11TiPOlhrXDdtWTAFh+fg0l75hn3c2X38+NcXfiUl28+ONk0ouO1bYZIYQQQoiz5jOFuBDeYu92B462V6I4KvD/ZgY47QAoisIjA16iU2QvSmyFzP7ufsrtpV7urRBCCCEaC0X1kW+iXX755SjKuc1OoSgKBw8evMA9ajj5+fne7oJPCQsLa/BMlOJMAj+8GcVajK3fJGwDH/esyynLZOrnw8krz2JQ25v469B/Y1Aa/jOsN3LxdZKJlmSiJZloSSZaes0kLCzM213QNZ86I66q6jndzmfIyt69e3nooYfo06cP3bt3Z9y4cfzvf/8749/fsWMHL7/8MmPHjqVfv35cccUV3HDDDbz66qsUFRWdc79Ew1JDWmIdNgcA89ZFGFO3eNZFBLbkuWv/g8lgZkPK1yzcOtszk4rTqbLrF5Vvv3ffO50+8blWCCGEEJcAnzkj7g1bt27lwQcfxGw2M2LECEJCQli7di1paWlMnz6dyZMn17uNgQMHkp+fT69evejUqROKorBt2zYOHjxITEwMS5cupVmzZnVuQ4+fwOvizbMSfmv/gnn/ClxBkZTd8xkEnrys5vdHV/HST1MBmNRnNs3zJzN/gUpG5snfj2oJ06YqXH3VhZ97XK9na+oimWhJJlqSiZZkoqXXTOSMuHfpthB3OBzceOONZGZmsmzZMhISEgD3zCwTJkzg2LFjfPXVV7Rr167O7SxatIjRo0fTvHlzzzJVVZkzZw5LlizhzjvvZPbs2XVuQ487fl28ejC0lxH48XgMeUk42g2mYsxCOGUYyif7FrBo+/Pupj+/Tf+oMdxzl0Jse0g6Bh99rLJpM7ww58IX43r9T6IukomWZKIlmWhJJlp6zUQKce/yqaEpDWnLli2kpqYycuRITxEOEBwczNSpU3E4HKxatare7fzxj3+sVoSDe8z61KnuM6fbt2+/sB0XF5c5kIoRr6Ma/TAl/4x568Jqq8d3mcLoThMBsAx6nNse3kiXzgqBgQpdOiu89ILClQNg/r9kmIoQQggh6qbbQnzbtm0ADBo0SLNu4MCB1dqcC5PJBIDRaDznbQjvcEXGYx3m/iuGZdN8jMkbPOsURaG/3xycyaNQFTtzfniApLyTXxQ2GBTuuUshIwP27G3wrgshhBDiEmLydge8JTk5GYC2bdtq1oWGhhIWFkZKSso5b3/lypXAyaK+LkFBQef8PI2V1zPpezdq9n6UXYvxX/1nmPg1NG0DQFmZHfuGt+jaJ5sD2VuYufZO3rjpc1o1cb+XYtu7N1FS6kdQkPmCdsvrufggyURLMtGSTLQkEy3JRDQ03RbiVVfpDAkJqXF9cHAwmZmZNa6rT2JiIm+//TbNmjVj4sSJ9bYvLZW5qU9lsVh8I5NBTxGQvgfjiQM4lz5A+e3/BUsQwUEquPy5K+Y9FjnGkJx/iCdXj+X1mz6lZUgMSZXX/QkOslJaartg3fGZXHyIZKIlmWhJJlqSiZZeM7FYLN7ugq7pdmjKxfL7778zadIknE4nr7/+OuHh4fX/kvBNJj8qRs3FFdgMY/Yh/Nc8A6qLbl3ds6OsXBbKy9ctIzq0I1ml6Ty5+lYyi37no49VoqKgW1dvvwAhhBBC+DLdFuLBwcEAFBcX17i+pKSk1rPltUlPT+e+++4jLy+PuXPn0r9///Pup/AutUkrKm6eh2owY/p1LZbNb2M0KkybqrBpM7z690gmxi4nKrg9mSW/8+Di8Wzac5xpUxSMxgs/haEQQgghGg/dFuJV0xLWNA68sLCQ/Pz8GseP1yYtLY177rmHrKws3nzzTYYMGXKhuiq8zNWqB9ZhzwFg2bIA0/5VXH2VwgtzFJKS4OnpLTj2/nJcxW2xWpKJmnAbnXuf8GqfhRBCCOH7dFuI9+nTB4ANGzZo1m3cuBGAvn37ntG20tLSuPfee8nKyuKNN95g2LBhF66jwic4uozF1uchAPy+/SvGpJ+4+iqFpR8rzH1DYfYTrXm2/3JaBLUhz57En1ePI7dMinEhhBBC1E63hfiAAQOIjo7myy+/JDEx0bO8pKSEBQsWYDKZGDNmjGd5Xl4eR48eJS8vr9p2qorwEydO8Prrr3Pdddc12GsQDcs2aDr2hFtQVCf+X07HkLEXo1GhZw+F665VuLZfDK/dtJLIoNb8Xvgbj305iuNFyd7uthBCCCF8lG6vrAnui/pMnDgRs9nMyJEjCQ4O9lzi/vHHH2fKlCmetvPmzWP+/PlMmzaNRx55xLN86NChpKen07179xrnJAeqta+JHq/kVRefvrqZ047/Z1MxpWxADQijbMLHqGHtqzU5XpTC02tuI6M4hfCA5rx8/VJiwxNq2eCZ8+lcvEQy0ZJMtCQTLclES6+ZyJU1vUu30xcC9O/fn8WLFzN37lxWr16N3W6nY8eOPPbYY9x8881ntI309HQAdu/eze7du2tsU18hLi4hRjMVo94kYPn9GE/sJ2DlQ5TfsQQ1KNLTpFWTtrw54gtmrrmDpPyDTP96NC9e91+6tDg51MnpVNmzF3LzoFm4e4YV+XKnEEIIoS+6PiPuK/T4Cbwul8JZCaUsl4Ald2IoTMUZ2Yny8e+Df5NqbUqshTz77T0cyNqGnzGAvw59l37Rw/hpvcr8BSoZp0xTH9USpk1VuPqq2ovxSyGXhiaZaEkmWpKJlmSipddM5Iy4d+l2jLgQ50MNbEb5re9WzjGeSMDKB6GisFqbYL9Q/nHDUvq2uRars5y/fnc/c79cxqzZKrGxsPBthbVfKyx8WyE2FmbNVvlpvXwuFkIIIfRCCnEhzpHaNIaKW/8PNSCscpiKthj3NwXy/LD3GRo7Fqfq4Iusx2g74iVe/JtKl84KgYEKXTorvPSCwpUDYP6/VJxOKcaFEEIIPZBCXIjz4IqMp3zc+5XF+AECVjwA5QXV2pgMZmZcPZ+hLR4FIDN8Hi/8+EfK7ScvpWwwKNxzl0JGBuzZ26AvQQghhBBeIoW4EOfJFRl3shjPOkjASm0xblAM9PGfiW3DW5gMFjakfMWfvh5DTmmGp01s5eQrudVnyBRCCCFEIyWFuBAXgCsyjvLx7+MKCMeYlVhZjFf/0k+zcHAljWfq5Z8Q6h/Or7l7efh/N3I4xz3bTtKxk+2EEEII0fhJIS7EBeKKiKNi/HueYjxw6V0oheme9d26umdH2fhFX+aO+Jq2TePILcvk8a9u4ctDH/Hhxy6iotzthBBCCNH4SSEuxAXkioij/LYPcYVEYcg/RsDSCRiyDgLuecKnTVXYtBnm/iOGKR2+pG+r4didVt7c9Ge2K48zaVK5zCcuhBBC6IQU4kJcYGqzDpRPWIIzIg5DaQ4Bn9yLMWUTAFdfpfDCHIWkJHj8sWDWv/wf7DufAdWAscNyluaPIK3waK3bdjpVdv2i8u337nuZYUUIIYS4dMkFfXyAHi8gUJdGc1EFazH+n0/DlLYN1WDCev3fcXQaBWivrEnzTby0fjL55dkEmoP508B/ck3sLdU2t2NnIP94teSsLwTUmDWa98oFJJloSSZakomWXjORC/p4l5wRF+Ji8QuhYuy72ONvRHE58F/9FOYtC0B1YTQq9OyhcN217vuerQey8Jbv6NqyP2X2El74cRKv/vwYpbZiAH5arzL9yRK5EJAQQgjRiEghLsTFZLJgvek1bD3vA8Bv0zz8//c42Eo1TZsFtuDVG1ZwZ9fHUFBY8+syJn02lD3HtzB/gcqVA+ClFxS5EJAQQgjRSEghLsTFphiwXTODimFzUA1mTL99S8CS21HyUzRNjQYTD/Seyes3fUbL4GgyS37nyW/Gkt3yZe64w47BUH0IilwISAghhLh0SSEuRANxdL2N8ts+wBUUiTH3KIGLb8N4bH2Nba9o2Y93Rv/A8I63oeLC1HUu//ptJEl5BzVt5UJAQgghxKVJCnEhGpCrVQ/K71qBs1UPFGsR/p9Odo8bdzk1bYMsITx11Vzuaf8uqjWMo/n7mPL5cP6z4yVsjgpPO7kQkBBCCHFpkkJciAamBjenfPz72LvejoLqHje+4gGU4hM1tr/7qpE03fwDTUtG4FQdLN77Fn/87Fr2ZGzC5VL56GNVLgQkhBBCXIKkEBfCG4wWrMOeo+L6l1DNgZjSthH40S0Yf/tO29So8OjElpz49F1iM/6PJuYWpBUd5YnVY7nzrT+zaWcB06Yo1S4EJPONCyGEEL5PCnEhvMjReTRld6/E2aIzSkUhAV88gt93z4G9olq7q69SeOO1YPL33UjWhz/iOHI3ADmh/yXsjkGUtPgYZ+Xwlp/Wq0y4S+XR6Spz/ua+n3CXTHEohBBC+Bq5oI8P0OMFBOqiy4sqOG1YNr6FZcd/AHCFd6Di+hdxRXXzNAkLCyMnJ89zIaAC8yZWZ88ktfAIAHHNujLQ/0UWvtyLKwfAPXcpxLZ3jyH/6GOVTZvhhTmN6+I/unyv1EMy0ZJMtCQTLb1mIhf08S4pxH2AHnf8uuj1YAhgTNmE3zdPYyjNQVUM2Hvei+3KR8EcUGMuDpedzxPf44Ndr1Jmd1/8J7xoHG9PfJbI4ChPO5dLZeYslaRjsPS/1YexXMr0/F6pjWSiJZloSSZaes1ECnHvkqEpQvgQZ9srKbv3f9gTbkFRXVh2vk/gh6Mx/r6txvYmg5lbO/+RD8Ztok/4HQDkNVnB/Suv5D87X6bEVgTIfONCCCGEL5JCXAhfE9AU6w0vUz56Ia7glhgKUwlYfh/OL56CisIafyUsIJKhIa9j/eorLm/WG6uznMV73uTe5f1ZdeBdbE6rzDcuhBBC+BgpxIXwUc7Yqym773/Yu94OgGv7hwS9dyOmfctBdWnaNwsHNbcHkzp8wZxr3yM6tCNF1jwWbP0LD6wczLJty0FxyHzjQgghhI+QQlwIX+YXjHXYc5SP/wAi41DK8/H/9q8ELJ6AIaP6GJNuXSGqJfx3MQyIvoF/j/mR6QNfo1lACzJLUvk46VECx15DdtBynC6Hd16PEEIIITyMzz333HPe7oTeVVRU1N9IRwICAiST06ihrQkc/BDlqgVjxm4MRWmY969AKcrAFdUVLEEYDAotmsMHH8GRX6FVlIGebbsSb7qXxL1BFBkOQGAGm1JXsy7pM4LMIbQLi8egXLqfx+W9oiWZaEkmWpKJll4zCQgI8HYXdE1mTfEBevyWdl30+s31+lTlopRmY/n5dcwHPwNANQVg73U/tt4PgF8wP61Xmb9AJSPz5O9GRcFDk0rJDXuf5fv/RZHVPVA8KqQt47tM4frLbsfPVP1g7HSqnqkSm4W7z7j72mwr8l7Rkky0JBMtyURLr5nIrCneJYW4D9Djjl8XvR4M63N6Lobjv+D30z8wZuwBQA0Iw9ZvMvauE3Aq5lqL6HJ7KZ8n/odP9p0syJv6N+OWTg9wc6c/EOofXnMx3xKmTfWtecjlvaIlmWhJJlqSiZZeM5FC3LukEPcBetzx66LXg2F9asxFVTH+9h1+G97AkH8MAFeT1tgGPIzj8pFgNNe6vXJ7Kd/8uoQV+xdyoiQNAH9TAFcE3cHGDx5gQJdYn78okLxXtCQTLclESzLR0msmUoh7lxTiPkCPO35d9HowrE+dubgcmPavwrJ5PobSbPei0DbY+jyEo/NoMFpq3a7T5WB98pcs2/c2v+Xu8yzv3XoIYxIepE+boRgUg09eFEjeK1qSiZZkoiWZaOk1EynEvUu+rOkD9PjlkLro9Qsz9akzF8WAq0Vn7N0moPqFYMg5jKHkBKakHzEd/BzVaMYVEQcGk+ZXDYqB9mGXMyL+HvyL+7J9bwHG0GMcLz7GD0mr+P7oSpyqk+imHWjXJoCly6BnD4WoKO8X4vJe0ZJMtCQTLclES6+ZyJc1vevSnS5BCKFlDsDe50HKHvwW6zUzcAVFYijOwP+HvxH472GYt/wLyms+46MoCuGOq7Cv+5CFIzYxrvMkgi2hHC9OZuG22dy+tDsrM6ZgiFpPTq52HnMhhBBCnB05I+4D9PgJvC56PStRn7PKxWjGFdUde/c7UYMiMGQfwVCahen3rZh3f4yh5ASusHYQ0LTarxUWwuo1cMOQMG7qMYRbOj1Ai+BoskuPk1OWQWrhIYwdVnCw/BMqnEW0DIkh2NLkwr/YMyTvFS3JREsy0ZJMtPSaiZwR9y4ZI+4D9DgmrS56HadXn/PKxWnHdOQbzDvfw5iVCICKgjP2Guzd78TZ9kpQDDidKhPuUomNhZdeUDAYTg4/OZy9h+c+WkxO0Keo5iIAFBR6tr6aGy6bwJUx12umQLzY5L2iJZloSSZakomWXjORMeLeJWfEfYAeP4HXRa9nJepzXrkYjLgi43FccRvO6L4oFQUY85Mx5CdjTvwfpsQvwWlDbdaeFq0DPBcFimoJwcFw+Ah8sKg5B74fxrO3TmRw1zhKbIVklqSSUZzMz8lf8umBf5NScASzwUyL4GiMBuOFDaAG8l7Rkky0JBMtyURLr5nIGXHvkjPiPkCPn8DrotezEvW50Lkoeccw71mC+eBnKNZiAFSjBUfc9ex0juX5//bmeObJr5FERcG0KdWnLjxelMKaX5fy3dHlnikQAUIsTRnUbgRDY8fQteWAi1aUy3tFSzLRkky0JBMtvWYiZ8S9SwpxH6DHHb8uej0Y1uei5WIvw3Toa8x7lmDMOuhZ7GrSmt/Db+GQ/2gCotrUeWVNVVVJzN7JuqTP+OnYF+SVZ3nWhQc0Z3C7kQxseyNdW/bHZKh5bvNzuZKnvFe0JBMtyURLMtHSayZSiHuXFOI+QI87fl30ejCsz0XPRVUxZO7DvH8FpsNfo9hKPascbfriuHwEjsuug4C6D9pOl5O9mZtZl/QZPyd/SbGtwLMu2BJKv+hhXBlzPX3aDCXQHAxwzlfylPeKlmSiJZloSSZaes1ECnHvkkLcB+hxx6+LXg+G9WnQXOzlmH77DtOBVRhTt6LgPkyoBhPOmAE44m/C0fFa8AupezNOGzuP/8SG5K/Z8vtaCipyPevMBgs9Wg0iwno9n/7rOq7s3vKsr+Qp7xUtyURLMtGSTLT0mokU4t4lhbgP0OOOXxe9Hgzr461clKJ0TIe+wnR4NcbsQ57lqtGMs91gHHE3fs1eXAAAIABJREFU4ugwBCxBdW7H6XJyMGsHm1K/YVPqN6QXHau2vn1YJ3q3voY+bYbSpUVfTIql3it5yntFSzLRkky0JBMtvWYihbh3SSHuA/S449dFrwfD+vhCLkpeEqbDqzEfXo0h76hnuWr0wxnTD0eHoTjbX4Ma0qLO7aiqSmrBEZZv+Yav936DMXI3KicPRf6mALq2vJI2xiEsefNq3pzTgV49tdcf84VMfI1koiWZaEkmWnrNRApx75JC3Afoccevi14PhvXxqVxUFUPur5gOr8Z0eDWGgpRqq53NE3DGDsHRYQiu5gmg1Dy05NvvVeb8TWXFp3kczPuZHenr2JH+Y7UvewKEGFvRv/1AurW8ku5RA2kZEgP4WCY+QjLRkky0JBMtvWYihbh3SSHuA/S449dFrwfD+vhsLpVFuTHpR0xHf8CQsdczphzAFdQcZ+zVONoOxBndr9rVPHf9ovLodJWFbyt06axUbk7lWH4i29PX8ePhdRzJ34ZitFV7yhbBbejW8kqu7Dicy5p0o0Vw9Fl1+VxmaLlU+Oz7xIskEy3JREuvmUgh7l1SiPsAPe74ddHrwbA+l0ouSlkuxqSfMCWtw5iyCcVe5lmnouBq0Rln2ytxxgzA1qIHE+4z13glT5dLZeYslaMpZTz98k72ndjEnsxNHMr+BafqqPackUGt6Ny8j/vWog+x4Qm1TpN4rjO0XCoulfdJQ5JMtCQTLb1mIoW4d0kh7gP0uOPXRa8Hw/pckrk4rBh/34Yx+WeMqZsw5h6ttlo1+ZMd2JvFW/pib9Wbq8Yn0L6Dpc5ZU8rtpRzI2s7ujI0cyN7GgcwduFRnte36mwKIj+hB5xZ96dy8N/ER3WkaEMFP61VmzVa5cgBnPUPLpeKSfJ9cZJKJlmSipddMpBD3LinEfYAed/y66PVgWJ/GkItSkuUuyFM2YUzdjKE0p9r6coc/+/K7siuvNylqL66+oxuDhtQ+G0tYWBjHs9I4nPML+09s52DWdg5m7aTEVqhp2yKoDXlJ3Whu7Mojd3YnPrIbIX7uYTJVZ9/rmqHlUtEY3icXmmSiJZlo6TUTKcS9SwpxH6DHHb8uej0Y1qfR5VI1tjxlE8a0HRjSd2KoKKjexGDC1TwBZ6seuKK64mzZDbVJK8+XP2vKxKW6SC04woGsHRw4sY2DWTtJK6p+Jr5Kq5B2xEd0Jy6iG+aSrrz2187MfSWUnj0ubCHekGPSG9375AKQTLQkEy29ZiKFuHdJIe4D9Ljj10WvB8P6NPpcVBeG3KMY0ndiTN/pLs5LMjXNXIERlUV5VwIvG0hhUDvwC65z0yW2IpZ+u5ePvt7NkNF7OVqwh4zilBrbhhqjSWidQGxYArHhnYgNT6BVSHuMBuM5vayGHpPe6N8n50Ay0ZJMtPSaiRTi3iWFuA/Q445fF70eDOuju1xUFaXoOMb07Rgy9mLM3Ish+zCKq/oXNVUU1LC2OJt3whXZCVdz900NbFat3ekztBRZ8/k1Zy+Hc/ZwJGcP+zN+ocB2vMau+BkDaBsWR4fwzsSGJdA+/HJiQuMIC4hEqWVqRsArY9J19z45A5KJlmSipddMpBD3LinEfYAed/y66PVgWB/JBbBXYMg66C7KM/ZgztoPBWk1NnUFNcfV/HJczTvhjEzAHnE5t09tTWysUusMLb/9ns+slw+RXJhIUl4ix/IOciz/EFZneY3PEWwJJabpZcSEXua+b3oZMaFxtAhuA6qBCXepdc4IczHGpMv7REsy0ZJMtPSaiRTi3iWFuA/Q445fF70eDOsjuWiFhYVRkP4bhqxE9y07EWNWIkp+SrW5zKs4DIEk5nagJKAjrbp1JLRDB5JKOvJ/q1qyabNS4xlqp8tJRnEySXkHSco/SFJeIsn5h8goTql2NdBTWYz+NLN0IO1gR24a1IHuHdrTukl7WoW0I9S/GYqisP+AyuSHVea+oVzQMelNmjTlx5/yG+Uc6edK9h0tyURLr5lIIe5dUoj7AD3u+HXR68GwPpKLVq2Z2Eox5BzBmHWwskA/hCHnCIrTXuN2ypyBWJt0ILjdZbiadcTVrAOusPbuL4bWMjbc5qggrSiJlIIjpBb8Smrhr6QW/EpaURJ2p7XWPgeaQ2jdpD0tAtvx41ftGDWkPcP7tadVk/aEBzSvc6hLfX5ar/L2QoXjx12eZY1pjvRzJfuOlmSipddMpBD3LinEfYAed/y66PVgWB/JReusMnHaUQpSMOQeRcn+leKk3/Ar+o1gWwqG0y4QVEU1mFGbRuNq2hZXWDtcYW1Rm7bDFdYONbi5Z/aWak/jcpJZksq6XUd4d/kRrrohmXJTMulFyWSXptfZRX9TAK1C2tMyJIYWwW1oERxdee9+3MQvrNZCXQ9zpJ8r2Xe0JBMtvWYihbh3SSHuA/S449dFrwfD+kguWhckE0+B/pt71pbc39y3glQUp63WX1NNAe7CPDQaV2hr1CZtKu9b4wptjdMQoBkjbnWUk1mcSlrhMd795BjZ5cl07nuM48XJZJWm4VJdtT4fgL8psMYCPTKwDbOfjqJD60hefsHcYOPRoWGnZjxXsu9oSSZaes1ECnHvkkLcB+hxx6+LXg+G9ZFctC5qJqoLpTgDQ34KSn4yhoIUDPnJ7p8L01BOu5rn6VyBzShUWrHtSBsIa81lvVsT3r4NyYWtee+zlqzf7FftLLXdaeNEye+kFx0js+R3skrSyCz5nRMlaWSVpJFXnlVvlxUMhAc2JyKwJZFBrWgW2JKIwCgq8lvw3sKWPPtYK67qHUWAufaLJJ2Nhp6a8VzJvqMlmWjpNRMpxL1LCnEfoMcdvy56PRjWR3LR8lomTjtKUbq7MC9Mcz8uTEMpTMdQlIZiLa53E1ZTOKbwFqjBLXGFtEQNaYkafMrPwS3A7O9pb3NUkFWazolTCvQTlfcpOb9TZD+BYqj7w0GVIEsTIiqL9IigKCICowgLiCAsIJLwgOaEBUTSNCCSIHNIoxgKI/uOlmSipddMpBD3LinEfYAed/y66PVgWB/JRctnM6kochfkhWkYio5Dwe+UpKVjLkkjyH4co6vm6RBPp/o3PVmkBzVHDYrAFRSJGhSBGhiBWvl41z4Lj/7JwT9ezyUiOpOc0gz3rSyTnLIMUrIyOZSagX94BjZX6Rm/DIvR312g+0cSFtjcfR8QSahfBB+8G0nrZpHMeCSS8KDmnqLdF4fCnOv75FIYdnOufHbf8SK9ZiKFuHdJIe4D9Ljj10WvB8P6SC5al2QmqgoVBRhKTqAUZ6KUnMBQnFn5OBNDceVyx5kV6wCqXxN+L4igwtiM9l0iUYNPFunOgAje/E8zDqSE869/h1GBlZyyDHJKM8ktqyzWSzPIr8gmvzyH/PIs8suzKbOXnNXLMiomQv3DaeIfjskRzuF94QzsHU6H1s0I9Q93r/MLr/bY3xR4VrPEnOtQmHN5n/jSsJuL8YHgktx3LjK9ZiKFuHdJIe4D9Ljj10WvB8P6SC5ajTYTVQVrsbtAL6ks0kuzMZRmo5TmoJTluO9Ls+v8QmmNm/YLQQ0IQw0Ir7yvvAWGVy5rihoQTrk5gDyDk3x7CfkVJwv0vPIsDqdmcyg5m1ax2RRWZFPuOPOz7KeyGP2rFehN/MII9gslxNK02n2wJZQj+5vw9rxQ+nYL5b4JTegYazjjoTBn+z7xpWE3F+sDQaPdd86DXjORQty7pBD3AXrc8eui14NhfSQXLd1nUlmwK2U5GEpzSNyZzY6fsjFXZBPhn0MzvxxaBufQukkOFmcBSj2zstT4FEaLu1D3awL+oaj+oeSUNmHtxiZcc30ozWNCsZoDKDQaKDC4KFAdHEy38u9l5dxwSwFBYXkUVrhvRdaqx7nYXWf3AeJUCgrBllCCLE0I9gvlxO+hVBQ3ZdigUJr4NyXIEkpIZQEfbAklqllrnBUqgZYQAs0hBJiDMCiGGrftdKpeuSJqTS7mB4ILve80hmE8ej2eSCHuXVKI+wA97vh10evBsD6Si5ZkolXrlTVVF1QUopTno5Tlue89tzyUslMeV7Wp48JEZ0L1a4Lq3wTVP7TycShYgnFZgimz+FGoQIEBCnFSiI0Cl41i1UaJs4JiZzkl9mKKrYXkFBWQmVeIJagQu1pxQXIKNAcTaA4h0OK+D6p8XF4UwpYNwYy4rgntWoVUFu/BletDOJ4azPPPBfPycyEM6BWC0WC6IP053cX+QHAh9x1fGsZzPvR6PJFC3LukEPcBetzx66LXg2F9JBctyUTrgmZiL6sszgtQKgpRKgrBWoRSUUjarwXs3VZE+5aFtG9ZRKChEFdpIZQX4qec+fj2uqhGM1iCKXUGk5oVQseEYOz+gRSbzRQZzRSbFIoVhXyni09/cBDb1U5wpI1il5USRznFzjJKHKVYXRUUWYsosxXjrOXiTefKYvQnwByIvymQAFOQ+94chL856OQys/ve067Gde5l/uYgAkyB7Nlj5NHpKgvfVujSWVvM7j+gMvlhlblvKPTs4b1C3JeG8ZwvXzmeNPRfF6QQ9y4pxH2AL+z4vsRXDoa+RnLRkky0GjKTGs+ERsEjk+xc3afYU7SfvBWBrRjFWopiK3YPq7GVuqd7tJWgWEtQbO5lF5qqGFEtAVjNAZSa/CgxWyg1mSk1GikxGik1KJQa4EQJ7D7qpE2cCwIclKp2ylxWSp1WSp1lFFvLKbaVgfHch9acCSN+OCoCaR4eSKAlCD9TAH7GgMp7f0yKP99/50+/noF0bOfvWe5nCjil7WnLT1nfvFlLKkqs53VG35eG8ZyJ+gpcXzieeOOvC1KIe5cU4j7A2zu+r/GFg6Evkly0JBOths7kopy9U11QWaArthJc5cX844US2kcVc8foEgz2qkK+BKwlHNhdhrOijO6Xl6HY3TfsZSi2srOafeZs2FApU9y3coORcpOZMqOZcpOJMoORCqORMoOBcoNCuULlTaUcF+U4KVedVKgOyl12yl02981ZgYuzH8d/PoyKqbI49z+teA/AYvTDYvTDbLRgMfpjNvphMVoql/mTk2Xmqy/9uH2sPzGt/U5p775P/93CP/9p4enp/nTt7O/ZzqnbrG2s/oV2JgWut48n3vrrghTi3iWFuA+QQqI6bx8MfZXkoiWZaDXWTM65SHE5aRrsT2FWemVxXnqySD+lYKeqgLeVceL3Ug7tK6VVRBnRLSoIMFVgLyunrKgCxVFBaEA5RrXinL78WhcVFTtVBbv7vkxRKVdUrECFomJFpcKgUKoaKVWNqAEGrIqBCgNYFQWrcrKdFZUKXFhxUaE6sFUW/9YLPDznfJgMZswGCxaT38ki3XCy2LcYLZgMZkxGC2aDGZPBgtloxmzww2Q0e5aZDGbMlW3NBsvJx0YLRw6bWbrERKd4C8OHWohuZebECQtrVpvZs9vC9GkWruxvISI8ktLiMsyV2zMZzGc1veb58OZfF6QQ9y4pxH1AY/xP83w01kLifEkuWpKJVmPOpLahMNOmNNA84qc+l6qC0w6OchSHFezlKI6Kk/eOchR7BZy6zHNf4T5Tb6842dZhBYcNnFb3Y6cNe7kVe7kVf5MVk3LhimcVd2FvPa3AP1nEu+9tqNgUsFeus6FiV8B6ynKbAlYUbAYFm6JgU/DcrKpKmUPFZVKxKy5suG+XUtHhKco9HwROFvzuDwAmTAYzxsp7k8GEsfLepJy6vJY2lcszj5tYtcrEXRPMxLQ2Yzb60avVVTQNiADO/zsBdZFC3Lsuzte9LyF79+5l3rx57N69G7vdTseOHbnvvvsYNWrUGW/D5XKxePFili1bRkpKCoGBgfTr14/p06fTrl27i9d5IYTQkauvUhg0kAb5Ilu9z6UoYLKAyeIpLC9GgVn1geBEphOL0YbFYCU6ysaD99jp19PmntnGYUWpLOJxWN1zyzus1Yp6d6F/8nGAUcVYVkxQVVuXw/17Tjs47e7HrlMeVy7HaUM5j1eqouIErIBNcf8FwKqo2AB75YcAW+XPVfeOyg8A9sp7Bycf21FxKGDn1Mfu7dort3/qMkflMvd697ZtpyxXT3sr2V0291Sb5zhX/tkw94NPjgHH3D/3iRrMSzcuByC2vXtZbt5F74ZoYLouxLdu3cqDDz6I2WxmxIgRhISEsHbtWp588knS09OZPHnyGW1n9uzZfPLJJ3Ts2JG7776b3Nxcvv76azZu3MjSpUvp2LHjRX4lQgihD0ajQs8eje+5anPyA4GJ3DwTzcIDPR8IVM69+A8MC6P4XP9y4nJ4CvPNG6388zUb/XrZGTvKTnSUnfTf7Xy7xsbhRDsP3mvnik6nFPkudzFvctoxVRX2nuWn/uzw3DQ/n/IYZ9XPds/Pp7ZxOdz3RqX+YURVHxIcnFLEn/K4qtA/tXB3VC5z1PDYCZU/q+5ltTx2Vn2gOGW5CowsPPn9hqTK4rxZ+Ln9kwnfpduhKQ6HgxtvvJHMzEyWLVtGQkICACUlJUyYMIFjx47x1Vdf1XtGe8uWLdx333307t2b9957D4vFAsDmzZv5wx/+QO/evfnvf/9b5zYa65+Rz1Vj/tP6+ZBctCQTLclESzLRuujziJ/BkKGGsOsX1T0N5HyVLpc7PQW7Ulm0Hzls56+z7fx1ppMBfYIoKsir/MBwasFvB5ez8kPBqcscKC4XqI7K9ZVtXE7NMlxOFPXkYyrbKJWPVaeDPbsdBAc66djeiYILe9cJODqNlDHijZxuz4hv2bKF1NRUxo4d6ynCAYKDg5k6dSrTp09n1apV/OlPf6pzO8uXu/9s9Pjjj3uKcIABAwYwaNAgfv75Z44dO0b79u0vzgsRQgghvKghhwydrW5d3bOjfLRY4aUXzBhM7v+nVdxfgvz3KhVHE4gboKBEhOPy894HthMRKg+d+oXktpB0QK32hWRfyFRcWA0zb5AP2rZtGwCDBg3SrBs4cGC1NnXZunUrgYGB9OzZU7Ouatvbt28/n64KIYQQPs09jEfhumvd975SMBqNCtOmKmzaDDNnqew/oFJW5r6fOctd4E6b4hv9vfoqhRfmKCQlweSHVYbf5P6CZtKxS+vCSOLs6PaMeHJyMgBt27bVrAsNDSUsLIyUlJQ6t1FWVkZ2djZxcXEYjUbN+qphLVXPJYQQQoiG5S5wYf4Cd2FbJSrK9wpcX/7rgrg4dFuIl5SUABASElLj+uDgYDIzM2tcV6W4uNjTtrZtnPpctZHxWVqSSc0kFy3JREsy0ZJMtPSUyehbYNRIlZ27HGTnuIiMMNCrp0lT4PpKJtcO9XYPREPRbSEuhBBCCP0wGhX69jF7uxtCVKPbMeJVZ6urzmqfrqSkpNaz5VWq1td2xrtqeW1nzIUQQgghhH7pthCvGr9d0zjwwsJC8vPzaxw/fqrAwEAiIyNJS0vD6XRq1leNDZeL+gghhBBCiNPpthDv06cPABs2bNCs27hxIwB9+/atdzt9+/alrKyMXbt2adZVbbvquYQQQgghhKii20J8wIABREdH8+WXX5KYmOhZXlJSwoIFCzCZTIwZM8azPC8vj6NHj5KXV/36srfddhsAb775JjabzbN88+bNbNiwgT59+sgc4kIIIYQQQkO3V9YE90V9Jk6ciNlsZuTIkQQHB7N27VrS0tJ4/PHHmTJliqftvHnzmD9/PtOmTeORRx6ptp1Zs2axfPlyOnbsyNVXX+25xL2fn1+Nl7jfu3cv8+bNY/fu3djtdjp27Mh9993HqFGjGuR1e8vnn3/Ozp072b9/P0eOHMFut/PSSy8xduzYGtuXlJQwb9481q5dS3Z2NpGRkQwfPpxHHnmk0Yy7P3HiBKtXr2b9+vUkJSWRk5NDaGgoPXv2ZOLEiXTr1k3zO409l6KiIubOncu+fftIS0ujsLCQsLAw2rdvz1133cXw4cNRlOozHTT2TE737rvv8tprrwGwbNkyunfvrmmjh0yGDh1Kenp6jetuv/12nn/++WrL9JBJlW+//ZbFixdz8OBBysvLiYiIoHv37vz5z38mKirK066xZ7Jq1SpmzpxZZ5v+/fvzwQcfeH5u7JkI36LrQhzcRfHcuXM1RfHNN99crV1dhbjL5eLjjz9m2bJlpKSkEBgYSL9+/Zg+fbrmbPjWrVt58MEHMZvNjBgxgpCQEE/xP336dCZPnnzRX7O3VP2nGRYWRmBgIOnp6bUW4mVlZdx5550kJiYycOBAEhISOHToED///DOdOnVi8eLFBAYGeuFVXFivvfYa7777LjExMfTp04dmzZqRkpLCd999h6qq/POf/+Smm27ytNdDLikpKYwePZpu3boRExND06ZNyc3NZd26deTm5nLbbbfxt7/9zdNeD5mc6ujRo4wePRqTyURZWVmNhbheMhk6dChFRUXcd999mnVdunRhyJAhnp/1komqqsyePZtly5YRExPDoEGDCAoKIisri+3bt/Pqq6/Su3dvQB+ZJCYm8t1339W4bs2aNfz66688+eSTPPTQQ4A+MhE+RhUNxm63q8OGDVO7dOmiHjhwwLO8uLhYHTFihJqQkKAeO3bMex28yDZu3KimpaWpqqqq77zzjhoXF6euXLmyxrZvvfWWGhcXp77yyis1Ln/rrbcuen8bwpo1a9Tt27drlm/fvl3t3Lmz2rdvX9VqtXqW6yEXh8Oh2u12zfLi4mL1pptuUuPi4tQjR454lushkyoOh0O99dZb1XHjxqlPPvmkGhcXp/7yyy+adnrJZMiQIeqQIUPOqK1eMvnggw/UuLg4dc6cOarD4dCsP3Xf0ksmNbFarWrfvn3VhIQENTs727Ncz5kI79DtGHFv2LJlC6mpqYwcOZKEhATP8uDgYKZOnYrD4WDVqlVe7OHFdeWVV9K6det626mqyvLlywkMDOThhx+utm7SpEmEhoayYsUK1Ebwx5zhw4d7zk6dqnfv3vTr14+CggIOHz4M6CcXo9GIyaS9xEFwcDCDBg0CTs52pJdMqrz77rscOnSIv//97zVezRf0l8mZ0EsmFRUVvP3220RHR/PMM8/U+B6p2rf0kkltvvvuOwoKCrjmmmuIiIgAJBPhHVKIN6Bt27YBeIqJUw0cOLBaGz1LTk4mKyuLnj17av4E6OfnR+/evTlx4kSNU082JlX/YVbd6z0Xq9XKli1bUBTF870LPWVy5MgR5s+fz5QpU7jssstqbaenTABsNhuffvopCxcuZPHixRw6dEjTRi+ZbNy4kYKCAoYNG4bL5WLt2rUsWrSIJUuWaF6bXjKpzYoVKwAYP368Z5neMxHeIVfWbEBV84rXND95aGgoYWFhsoNz8mxnbfOvV+WXkpLSaOdoP378OJs2bSIyMpK4uDhAf7kUFRXxwQcf4HK5yM3NZf369WRkZDBt2jTNdQAaeyYOh4MZM2bQoUMH/vjHP9bZVi+ZVMnOzmbGjBnVlg0ePJhXXnmF8PBwQD+Z7N+/H3D/Venmm2/m2LFjnnUGg4H777+fp59+GtBPJjVJT09n8+bNtGjRgsGDB3uW6zkT4T1SiDegqitt1nbFzuDgYDIzMxuySz6p6mqntX07vb6rol7q7HY7Tz31FDabjSeffNLz52W95VJUVMT8+fM9P5vNZp566ikeeOABzzK9ZLJw4UIOHz7MJ598gtlc9yW69ZIJwNixY+nbty8dO3bEYrFw9OhR5s+fz/r165k6dSpLlixBURTdZJKbmwvAe++9R0JCAsuXL6dDhw4kJibyl7/8hf/85z9ER0dz55136iaTmqxatQqXy8XYsWOrDd/RcybCe2RoihA+xOVy8cwzz7B9+3Zuu+02Ro8e7e0ueU2bNm04fPgwBw8e5Pvvv+fRRx/ljTfe4JFHHsHhcHi7ew3m0KFDLFy4kAceeIDOnTt7uzs+Zdq0afTt25fw8HCCg4Pp1q0b77zzDr169eKXX37hp59+8nYXG1TV2GWz2czbb79N165dCQoKonfv3sydOxeDwcB7773n5V56l8vlYtWqVSiKwq233urt7gghhXhDqu/TdElJSa1ny/WkKoOqvyCcrr6/LFyqVFVl1qxZfPHFF9x8883MmTOn2nq95mI0GmnTpg1//OMfefzxx/n222/55JNPAH1k8vTTTxMdHa2ZNrU2esikLgaDwTMlatUVj/WSSdX/MV26dKFFixbV1l122WVER0eTmppKUVGRbjI53caNGzl+/Dj9+/cnOjq62jq9ZiK8SwrxBnT6uNZTFRYWkp+fX+P4cb2pyqBqTP3pqvJrTFlVnQlfuXIlI0eO5OWXX8ZgqL576jGX01V90bnqS816yOTQoUMkJSVxxRVXEB8f77l9+umngPvCNfHx8Z65kvWQSX3CwsIAKC8vB/STSWxsLFB7oVi1vKKiQjeZnK6mL2lW0WsmwrtkjHgD6tOnD++88w4bNmxgxIgR1dZt3LgRgL59+3qjaz6lXbt2NG/enF27dlFWVlbt2+tWq5UdO3bQvHnzRnMwdLlcPPvss6xatYqbbrqJV155pcZpx/SWS01OnDgB4MlHD5mMGzeuxuU7duwgOTmZoUOHEh4e7pkaVA+Z1Gfv3r0AusukX79+ACQlJWnW2e12UlNTCQwMJDw8nMjISF1kcqr8/Hy+//57mjZtynXXXadZr5f3ifAtcka8AQ0YMIDo6Gi+/PJLEhMTPctLSkpYsGABJpOJMWPGeLGHvkFRFMaPH09ZWRlvv/12tXXvvPMOhYWFjB8/XnOZ80vRqUX4DTfcwKuvvlrr/NB6ySUxMbHG4VsFBQW88cYbAFx11VWAPjJ58cUXa7z16NEDcM9v/OKLL9KpUydAH5kA/PbbbxQVFWmW79ixg/feew+LxcLw4cMB/WRSdSXNlJQUli9fXm3dokWLKCoqYtiwYZhMJt1kcqrPP/8cu93OqFGjsFgsmvV6zER4n+4vcd/QtmzZwsSJEzGbzYwcOZLg4GDPJe4ff/xxpkyZ4u0uXjRkstsPAAAQkUlEQVTLly9n586dgHtO5AMHDtCzZ0/P2YVhw4YxbNgwQHuZ4c6dO3Po0CHWr1/fqC4zPG/ePObPn09gYCD33ntvjReyGTZsmKfI0kMuL774IitWrKBfv360atWKgIAAjh8/zo8//khZWRnXX389b775pmfojh4yqcmMGTP49NNPz+gS940xk3nz5vHvf/+bAQMG0Lp1aywWC0eOHGHjxo0YDAbmzJlTbfiBHjIBSE1NZcKECeTm5nLNNdcQGxvLwYMH2bJlC61bt2bZsmVERkYC+smkyqhRozhy5AhffPEF8fHxNbbRWybC+6QQ94K9e/cyd+5cdu/ejd1up2PHjtx3333cfPPN3u7aRVVVONRm2rRp1b6QVlxczPz581mzZg05OTlERERw/fXXM23atEbzZZn6MgF46aWXPF8+g8afy44dO1i5ciW7d+8mKyuLiooKQkNDSUhIYPTo0YwYMUJzRqqxZ1KTugpxaPyZbNu2jcWLF3Pw4EFycnKw2Ww0a9aMXr16cf/999O1a1fN7zT2TKpkZGQwd+5cfv75ZwoKCoiIiGDo0KE8/PDDNGvWrFpbvWSyd+9exo8fT9euXTV/LTidXjIRvkEKcSGEEEIIIbxAxogLIYQQQgjhBVKICyGEEEII4QVSiAshhBBCCOEFUogLIYQQQgjhBVKICyGEEEII4QVSiAshhBBCCOEFUogLIYQQQgjhBVKICyGEEEII4QVSiAshhBBCCOEFUogLIc5ZfHx8tVvnzp3p168fo0aNYsaMGaxZswaHw1Hn7w8dOrQBe9w4paam8vDDD9OvXz8uv/xy4uPj2bp1q7e7dd7mzZtHfHw8q1atahTPI4QQpzN5uwNCiEvfmDFjAHC5XBQXF5OcnMxnn33Gp59+Stu2bXnttdfo2rXrBX/eVatWMXPmTKZNm8Yjjzxywbd/KXC5XDz66KMkJibSvXt32rZti8FgICIiwttdE0IIUQ8pxIUQ5+3ll1/WLEtNTeX1119n9erV3HvvvSxZsoROnTpVa/P1119jNpsbqpuNUnp6OomJifTu3ZuPP/7Y290RQghxFmRoihDiooiJieHNN99k3LhxlJeX88wzz2jadOjQgZiYGC/0rvHIzMwEIDo62ss9EUIIcbakEBdCXFQzZswgMDCQgwcPsmPHjmrrahsjvmfPHh5++GGGDBlCly5dGDhwIOPGjeOf//wnpaWlANxzzz3MnDkTgPnz51cbq1411ldVVb788kumT5/O9ddfT/fu3enRowfjxo3j448/xuVyaZ771PHChw8fZvLkyfTp04fu3btz9913s2vXrlpf6y+//MJjjz3GoEGD6NKlC4MHD+bBBx/k888/17TNy8vjH//4B9dffz1XXHEFffr0YeLEiWzfvv2Ms42Pj+fuu+8G4NNPP/W8/nvuuQeArVu3Eh8fz4wZM8jOzubZZ5/lqquuIiEhgffff79av6dMmUL//v3p0qULQ4cO5bnnnuPEiROa51y1ahXx8fHMmzeP1NRUHnvsMfr160fPnj2ZOHEiv/32GwAOh4OFCxd6Xt911113Xmfsz/bf4rPPPuOOO+6gZ8+edOvWjVGjRvHOO+9gtVrP6nltNhsffPABt956Kz169KB79+6MGzeO5cuXo6rqOb8eIYQAGZoihLjIQkJCGDx4MGvWrGHr1q307t27zvY//vgjU6ZMQVEUevbsSY8ePSgsLCQ5OZlFixZx++23ExQUxODBg3E4HOzatYvLL7+82rCXqrPsNpuNJ554gtDQUDp06EBCQgL5+fns3r2b559/nn379tU4rAZg//79PP/887Ro0YIBAwaQkpLC9u3buf/++1mxYgVxcXHV2r///vu8/PLLqKrKFVdcQd++fcnNzeXAgQMcO3aMW265xdP26NGj/OEPf+DEiRPExMRw9dVXU1BQwJYtW9i4cSOvvPIKo0aNqjfbMWPGkJ2dzYYNG4iJiaFXr14AxMbGVmuXl5fHuHHjcDqd9OzZE5vNRkBAAACff/45M2fOxOVy0aNHD6Kiojhw4ABLlizh22+/5cMPP6RDhw6a505LS2P8+PGEhITQt29fkpOT+fnnnzlw4ABffPEFs2fPZsuWLfTo0YM2bdqwdetWnn/+ecxmM7fddlu9r+18/i3++te/smzZMvz8/Ojfvz/+/v5s27aN119/nXXr1vH+++/j7+9f7/OWlZXx0EMPsWPHDsLCwujVqxcGg4Hdu3cza9Ys9u3bx/PPP39Wr0UIIapRhRDiHMXFxalxcXH1tluwYIEaFxen/ulPf9L8/pAhQ6otu/vuu9X4+Hh13759mu3s2bNHLS4u9vy8cuVKNS4uTp07d26Nz2u329U1a9aoVqu12vLc3Fx17NixalxcnLpt27Zq6+bOnet5XYsWLaq27sUXX1Tj4uLUP//5z9WWb9u2TY2Pj1d79uypbtmypdo6q9Wqrl+/3vOzw+FQR44cqcbFxakffPCB6nK5POsOHDig9u3bV+3evbuak5NT42s63ZYtW9S4uDj16aefrnVdXFyc+vDDD6sVFRXV1h8/flzt2rWrmpCQoP7www+e5U6n0/Nab7311mq/U5V5XFyc+tJLL6lOp1NVVVV1uVzqjBkz1Li4OPWmm25SR44cqWZkZHh+b9OmTTX+e9flXP4tvvnmGzUuLk4dPHiwmpyc7FleXFys3nHHHWpcXJz6j3/8o8bnWblyZbXls2fP9jxHSUmJZ3lubq46fvx4NS4uTl23bt0Zvx4hhDidDE0RQlx0YWFhABQWFtbbNjc3l5CQELp06aJZ17VrV4KDg8/4eU0mE8OHD8disVRbHh4ezhNPPAHA999/X+Pv9urVi4ceeqjasilTpgBohtgsWrQIVVU9UwieymKxMHjwYM/P69at48iRI4wcOZJ7770XRVE86xISEpg6dSplZWV88cUXZ/w662OxWPjLX/6Cn59fteXLly+noqKCESNGMGTIEM9yg8HAk08+SfPmzdm3bx+7d+/WbDMmJoYnn3wSg8H934iiKNx///0A/Pbbbzz77LO0bNnS037AgAEkJCSQnp5OWlraWfX/bP4tPvroIwAeffRR2rZt61keHBzM7NmzURSFpUuXYrPZ6nzO3P9v7/5CmuziOIB/TRfmpJxrE/+mFWoOY1qN/liBFXlhZBRYRGZmUDeRgZHhlRVkJF5oQRIiBmmkGGZkGWpZICu0THJ64RaWZM0/mIS47HkvfJ8HdZsu2971vu/3c7dzznN2znbhz7PfOWdwEFVVVQgJCcGlS5cgl8ulOn9/f2klvLKy8pfmQkQ0HVNTiMjlhL9zaacHnfZoNBrU1tbiwoULSE9Pt0o7WIiuri68ePEC/f39GB8fhyAIUq65yWSy+cyWLVusyhQKBfz8/PDlyxepbHJyEnq9HgAcSrl4+fIlAGDHjh0268X0knfv3s3bl6M0Gg0CAgKsysUg1lYazOLFi5GUlITy8nK8fv0aWq12Rr1Op4OX18w/IeKGUZlMBp1OZ9VnaGgo3r9/j69fvyIkJMTh8Tv6XVgsFrx58wYeHh425yTm0BsMBhgMhjmP1NTr9bBYLNi6davVP3IAEB0dDblcjs7OTofnQUQ0GwNxInK54eFhAMCyZcvmbXv27Fn09PSguroa1dXVUCgUiIuLw86dO7Fnzx6bQZE9ExMTyMnJQV1dnd02YkA+2/TV3OnkcjlGRkak18PDwxgfH4dSqXRotf7Tp08AgKysLGRlZdltJ35mzhAYGGizXAxig4ODbdaL5dODXZGtwN7HxwcAoFKppJVyW/XzrUbP5uh3MTIyAovFApVKZbX6LwoODobBYLA5p+nE76miogIVFRV22/3q5k8ioukYiBORyxkMBgDA6tWr520bGBiI6upqtLa2orm5GXq9Hk1NTWhsbMStW7dQWVnpUEAPTG2grKurQ2RkJLKzs6HRaLB06VLIZDIYjUYkJSXZfdaR1fuFtJ+cnAQAbNu2DUql0m672Rsuf4e9oFQ039ht1c/1zK9+dvNxdn+O9CmeqBMTE4OoqCinvz8REcBAnIhc7Nu3b2hpaQEAq/xpe7y8vJCQkICEhAQAQH9/P3JyctDa2oqSkhJkZ2c71E9DQwMAoKCgwCrFpa+vz9EpzEmhUMDb2xtmsxljY2PzroqLq7sHDx60m57yT1Gr1TAajfj48SMiIiKs6vv7+wFMrXD/G/j5+UEmk8FsNmN8fNzmySiOzklc8dfpdNIxmUREzsbNmkTkUleuXMH3798RGxuLuLi4BfURFBQkbdbr6emRysVbOX/8+GHzudHRUQC2UzMePXq0oLHM5unpKeVD37t3b972mzdvBgA8ffrUKe//O8SjJB88eGBVNzExgfr6+hnt/nQymQxarVY6P362np4eGAwGyOVyREdHz9nXxo0b4enpiebmZulXDCIiZ2MgTkQu0dfXhzNnzqCqqgo+Pj64fPmyQ8+VlZXBbDZblYur6tODarVaDQAwGo02+woPDwcAqxzf+vp6m5fsLNSJEyfg4eGBGzduWJ3iYbFYpLEDwO7du7Fy5UrU1NSgpKQEFotlRvuJiQk8efIE3d3dThufPQcOHIC3tzcePnyI5uZmqfznz58oLCzEwMAAYmNjrTZq/snEC46Kiopm/OoxNjaGixcvQhAEpKamzrvXICAgAPv27YPJZMK5c+cwNDRk1aatrQ3Pnj1z7gSI6H+FqSlE9NvOnz8PYCqAGxsbg8lkQm9vLwRBQHh4OK5du+Zwnm1xcTHy8/MRHR2NFStWQBAEdHd3w2g0QqFQIDMzU2qr1WqhVCrx+PFjHDlyBCEhIVi0aBH2798v3fTY0tKCgoIC1NfXIyIiAiaTCZ2dncjIyEBpaalT5q/T6ZCdnY2rV6/i8OHDWLt2LcLCwjA4OAiDwQAfHx80NjYCmEq7KS4uRmZmJgoKClBeXo6oqCj4+vri8+fP6O3txejoKK5fv+7y3OSgoCDk5eUhJycHJ0+eRHx8vHShj9FoxPLly5Gfn+/SMThbUlISUlNTcffuXSQnJ8+40GdoaAharRanT592qK/c3Fz09fWhrq4OTU1NWLNmDdRqNcxmMz58+ICBgQGkpaVh+/btLp4VEf1XMRAnot9WU1MDYCrI9PX1hVqtRkpKChITE5GYmGh1zN1ccnNzpRsanz9/DmBqFTwjIwPHjh2TVsGBqU2IN2/eRGFhITo6OvDq1SsIgoB169YhPj4eGzZswJ07d1BYWIiuri6YTCZERkaiqKgIMTExTgvEAeD48eOIjY1FWVkZ2tvb0dXVBX9/f2g0GqSkpMxou2rVKty/fx+3b99GQ0MD2traIAgCVCoV1q9fj127dmHTpk1OG9tc9u7di9DQUJSUlKC9vR0dHR1QqVQ4dOgQTp06ZfN0lD9dXl4e4uPjUVlZCb1ej8nJSYSFheHo0aNIT0936FZNAFiyZAlKS0tRU1OD2tpadHd34+3bt1AqlQgLC0NaWhqSk5NdPBsi+i/zEMQDfomIiIiI6B/DHHEiIiIiIjdgIE5ERERE5AYMxImIiIiI3ICBOBERERGRGzAQJyIiIiJyAwbiRERERERuwECciIiIiMgNGIgTEREREbkBA3EiIiIiIjdgIE5ERERE5AYMxImIiIiI3ICBOBERERGRG/wFlQ6gnj/VW0cAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -2559,7 +2348,6 @@ ], "source": [ "ax = plot_golf_data(new_golf_data, ax=None)\n", - "t = np.linspace(CUP_RADIUS - BALL_RADIUS, new_golf_data.distance.max(), 200)\n", "\n", "disp_distance_angle_trace_post_variance_of_shot = disp_distance_angle_trace.posterior[\n", " \"variance_of_shot\"\n", @@ -2568,22 +2356,26 @@ " \"variance_of_distance\"\n", "].data.flatten()\n", "\n", + "disp_distance_angle_trace_combined = disp_distance_angle_trace.posterior.stack(\n", + " sample=(\"chain\", \"draw\")\n", + ")\n", + "\n", "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", - " disp_distance_angle_trace_post_variance_of_shot.mean(),\n", - " disp_distance_angle_trace_post_variance_of_distance.mean(),\n", + " distance_angle_trace_combined[\"variance_of_shot\"],\n", + " distance_angle_trace_combined[\"variance_of_distance\"],\n", " t,\n", - " ),\n", + " ).mean(\"sample\"),\n", " label=\"Distance and angle\",\n", ")\n", "ax.plot(\n", " t,\n", " forward_distance_angle_model(\n", - " disp_distance_angle_trace_post_variance_of_shot.mean(),\n", - " disp_distance_angle_trace_post_variance_of_distance.mean(),\n", + " disp_distance_angle_trace_combined[\"variance_of_shot\"],\n", + " disp_distance_angle_trace_combined[\"variance_of_distance\"],\n", " t,\n", - " ),\n", + " ).mean(\"sample\"),\n", " label=\"Dispersed model\",\n", ")\n", "ax.set_title(\"Comparing dispersed model with binomial distance/angle model\")\n", @@ -2594,10 +2386,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.10017, - "end_time": "2021-02-23T11:21:50.972591", + "duration": 0.104037, + "end_time": "2021-04-23T16:03:06.166489", "exception": false, - "start_time": "2021-02-23T11:21:50.872421", + "start_time": "2021-04-23T16:03:06.062452", "status": "completed" }, "tags": [] @@ -2608,19 +2400,19 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:21:51.192541Z", - "iopub.status.busy": "2021-02-23T11:21:51.187443Z", - "iopub.status.idle": "2021-02-23T11:21:51.486685Z", - "shell.execute_reply": "2021-02-23T11:21:51.486075Z" + "iopub.execute_input": "2021-04-23T16:03:06.372706Z", + "iopub.status.busy": "2021-04-23T16:03:06.372021Z", + "iopub.status.idle": "2021-04-23T16:03:06.688201Z", + "shell.execute_reply": "2021-04-23T16:03:06.688718Z" }, "papermill": { - "duration": 0.41295, - "end_time": "2021-02-23T11:21:51.486825", + "duration": 0.414371, + "end_time": "2021-04-23T16:03:06.688891", "exception": false, - "start_time": "2021-02-23T11:21:51.073875", + "start_time": "2021-04-23T16:03:06.274520", "status": "completed" }, "tags": [] @@ -2659,10 +2451,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.10198, - "end_time": "2021-02-23T11:21:51.691389", + "duration": 0.09487, + "end_time": "2021-04-23T16:03:06.879000", "exception": false, - "start_time": "2021-02-23T11:21:51.589409", + "start_time": "2021-04-23T16:03:06.784130", "status": "completed" }, "tags": [] @@ -2682,19 +2474,19 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:21:51.925894Z", - "iopub.status.busy": "2021-02-23T11:21:51.925165Z", - "iopub.status.idle": "2021-02-23T11:21:52.216329Z", - "shell.execute_reply": "2021-02-23T11:21:52.216841Z" + "iopub.execute_input": "2021-04-23T16:03:07.083425Z", + "iopub.status.busy": "2021-04-23T16:03:07.082641Z", + "iopub.status.idle": "2021-04-23T16:03:07.381440Z", + "shell.execute_reply": "2021-04-23T16:03:07.380824Z" }, "papermill": { - "duration": 0.411815, - "end_time": "2021-02-23T11:21:52.216982", + "duration": 0.407914, + "end_time": "2021-04-23T16:03:07.381625", "exception": false, - "start_time": "2021-02-23T11:21:51.805167", + "start_time": "2021-04-23T16:03:06.973711", "status": "completed" }, "tags": [] @@ -2753,19 +2545,19 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:21:52.438223Z", - "iopub.status.busy": "2021-02-23T11:21:52.437555Z", - "iopub.status.idle": "2021-02-23T11:21:52.762918Z", - "shell.execute_reply": "2021-02-23T11:21:52.763637Z" + "iopub.execute_input": "2021-04-23T16:03:07.585713Z", + "iopub.status.busy": "2021-04-23T16:03:07.584941Z", + "iopub.status.idle": "2021-04-23T16:03:07.914454Z", + "shell.execute_reply": "2021-04-23T16:03:07.915025Z" }, "papermill": { - "duration": 0.437609, - "end_time": "2021-02-23T11:21:52.763859", + "duration": 0.433542, + "end_time": "2021-04-23T16:03:07.915187", "exception": false, - "start_time": "2021-02-23T11:21:52.326250", + "start_time": "2021-04-23T16:03:07.481645", "status": "completed" }, "tags": [] @@ -2790,10 +2582,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.112779, - "end_time": "2021-02-23T11:21:52.991787", + "duration": 0.105513, + "end_time": "2021-04-23T16:03:08.127268", "exception": false, - "start_time": "2021-02-23T11:21:52.879008", + "start_time": "2021-04-23T16:03:08.021755", "status": "completed" }, "tags": [] @@ -2806,19 +2598,19 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:21:53.230795Z", - "iopub.status.busy": "2021-02-23T11:21:53.230090Z", - "iopub.status.idle": "2021-02-23T11:21:53.234620Z", - "shell.execute_reply": "2021-02-23T11:21:53.234063Z" + "iopub.execute_input": "2021-04-23T16:03:08.358503Z", + "iopub.status.busy": "2021-04-23T16:03:08.357747Z", + "iopub.status.idle": "2021-04-23T16:03:08.361731Z", + "shell.execute_reply": "2021-04-23T16:03:08.362249Z" }, "papermill": { - "duration": 0.131028, - "end_time": "2021-02-23T11:21:53.234759", + "duration": 0.127479, + "end_time": "2021-04-23T16:03:08.362415", "exception": false, - "start_time": "2021-02-23T11:21:53.103731", + "start_time": "2021-04-23T16:03:08.234936", "status": "completed" }, "tags": [] @@ -2860,19 +2652,19 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:21:53.469481Z", - "iopub.status.busy": "2021-02-23T11:21:53.468777Z", - "iopub.status.idle": "2021-02-23T11:21:54.479830Z", - "shell.execute_reply": "2021-02-23T11:21:54.478657Z" + "iopub.execute_input": "2021-04-23T16:03:08.575661Z", + "iopub.status.busy": "2021-04-23T16:03:08.574921Z", + "iopub.status.idle": "2021-04-23T16:03:09.623428Z", + "shell.execute_reply": "2021-04-23T16:03:09.622819Z" }, "papermill": { - "duration": 1.133675, - "end_time": "2021-02-23T11:21:54.479980", + "duration": 1.156413, + "end_time": "2021-04-23T16:03:09.623565", "exception": false, - "start_time": "2021-02-23T11:21:53.346305", + "start_time": "2021-04-23T16:03:08.467152", "status": "completed" }, "tags": [] @@ -2916,19 +2708,19 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 33, "metadata": { "execution": { - "iopub.execute_input": "2021-02-23T11:22:03.542093Z", - "iopub.status.busy": "2021-02-23T11:22:03.541376Z", - "iopub.status.idle": "2021-02-23T11:22:03.635427Z", - "shell.execute_reply": "2021-02-23T11:22:03.636322Z" + "iopub.execute_input": "2021-04-23T16:03:09.849886Z", + "iopub.status.busy": "2021-04-23T16:03:09.842921Z", + "iopub.status.idle": "2021-04-23T16:03:17.956643Z", + "shell.execute_reply": "2021-04-23T16:03:17.957152Z" }, "papermill": { - "duration": 0.220669, - "end_time": "2021-02-23T11:22:03.636514", + "duration": 8.226461, + "end_time": "2021-04-23T16:03:17.957311", "exception": false, - "start_time": "2021-02-23T11:22:03.415845", + "start_time": "2021-04-23T16:03:09.730850", "status": "completed" }, "tags": [] @@ -2938,19 +2730,80 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Tue Feb 23 2021\n", + "Collecting watermark\r\n", + " Downloading watermark-2.2.0-py2.py3-none-any.whl (6.8 kB)\r\n", + "Requirement already satisfied: ipython in /opt/conda/lib/python3.7/site-packages (from watermark) (7.13.0)\r\n", + "Collecting importlib-metadata<3.0\r\n", + " Downloading importlib_metadata-2.1.1-py2.py3-none-any.whl (10 kB)\r\n", + "Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata<3.0->watermark) (3.1.0)\r\n", + "Requirement already satisfied: decorator in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.4.2)\r\n", + "Requirement already satisfied: traitlets>=4.2 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.3.3)\r\n", + "Requirement already satisfied: pexpect in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.8.0)\r\n", + "Requirement already satisfied: jedi>=0.10 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.15.2)\r\n", + "Requirement already satisfied: pygments in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (2.6.1)\r\n", + "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (3.0.5)\r\n", + "Requirement already satisfied: setuptools>=18.5 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (46.1.3.post20200325)\r\n", + "Requirement already satisfied: pickleshare in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.7.5)\r\n", + "Requirement already satisfied: backcall in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.1.0)\r\n", + "Requirement already satisfied: parso>=0.5.2 in /opt/conda/lib/python3.7/site-packages (from jedi>=0.10->ipython->watermark) (0.5.2)\r\n", + "Requirement already satisfied: ptyprocess>=0.5 in /opt/conda/lib/python3.7/site-packages (from pexpect->ipython->watermark) (0.6.0)\r\n", + "Requirement already satisfied: wcwidth in /opt/conda/lib/python3.7/site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython->watermark) (0.1.9)\r\n", + "Requirement already satisfied: ipython-genutils in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.2->ipython->watermark) (0.2.0)\r\n", + "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.2->ipython->watermark) (1.14.0)\r\n", + "Requirement already satisfied: decorator in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.4.2)\r\n", + "Installing collected packages: importlib-metadata, watermark\r\n", + " Attempting uninstall: importlib-metadata\r\n", + " Found existing installation: importlib-metadata 3.1.1\r\n", + " Uninstalling importlib-metadata-3.1.1:\r\n", + " Successfully uninstalled importlib-metadata-3.1.1\r\n", + "Successfully installed importlib-metadata-2.1.1 watermark-2.2.0\r\n", + "\u001b[33mWARNING: You are using pip version 20.3.1; however, version 21.0.1 is available.\r\n", + "You should consider upgrading via the '/opt/conda/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\r\n" + ] + } + ], + "source": [ + "!pip install watermark" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T16:03:18.188082Z", + "iopub.status.busy": "2021-04-23T16:03:18.187290Z", + "iopub.status.idle": "2021-04-23T16:03:18.294345Z", + "shell.execute_reply": "2021-04-23T16:03:18.293752Z" + }, + "papermill": { + "duration": 0.224834, + "end_time": "2021-04-23T16:03:18.294494", + "exception": false, + "start_time": "2021-04-23T16:03:18.069660", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Last updated: Fri Apr 23 2021\n", "\n", "Python implementation: CPython\n", "Python version : 3.7.6\n", "IPython version : 7.13.0\n", "\n", - "pymc3 : 3.11.1\n", "numpy : 1.18.5\n", - "matplotlib: 3.2.1\n", - "pandas : 1.1.5\n", - "scipy : 1.4.1\n", "arviz : 0.11.2\n", + "scipy : 1.4.1\n", + "matplotlib: 3.2.1\n", + "xarray : 0.16.2\n", + "pymc3 : 3.11.2\n", "theano : 1.1.2\n", + "pandas : 1.1.5\n", "\n", "Watermark: 2.2.0\n", "\n" @@ -2967,10 +2820,10 @@ "execution_count": null, "metadata": { "papermill": { - "duration": 0.119759, - "end_time": "2021-02-23T11:22:03.876034", + "duration": 0.110673, + "end_time": "2021-04-23T16:03:18.513991", "exception": false, - "start_time": "2021-02-23T11:22:03.756275", + "start_time": "2021-04-23T16:03:18.403318", "status": "completed" }, "tags": [] @@ -2998,17 +2851,17 @@ "version": "3.7.6" }, "papermill": { - "duration": 293.253793, - "end_time": "2021-02-23T11:22:04.105533", + "duration": 361.504338, + "end_time": "2021-04-23T16:03:18.734458", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, - "start_time": "2021-02-23T11:17:10.851740", + "start_time": "2021-04-23T15:57:17.230120", "version": "2.1.0" } }, "nbformat": 4, "nbformat_minor": 4 -} \ No newline at end of file +} From eb18a5d56a9ca5fc1502b46aaf19bd52353e4234 Mon Sep 17 00:00:00 2001 From: Marco Gorelli Date: Fri, 23 Apr 2021 17:16:33 +0100 Subject: [PATCH 03/10] remove pip-install cells --- examples/case_studies/putting_workflow.ipynb | 183 +------------------ 1 file changed, 1 insertion(+), 182 deletions(-) diff --git a/examples/case_studies/putting_workflow.ipynb b/examples/case_studies/putting_workflow.ipynb index a1d3f7917..b2a7dd413 100644 --- a/examples/case_studies/putting_workflow.ipynb +++ b/examples/case_studies/putting_workflow.ipynb @@ -1,126 +1,5 @@ { "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T15:57:22.926939Z", - "iopub.status.busy": "2021-04-23T15:57:22.926024Z", - "iopub.status.idle": "2021-04-23T15:58:05.756432Z", - "shell.execute_reply": "2021-04-23T15:58:05.757068Z" - }, - "papermill": { - "duration": 42.874496, - "end_time": "2021-04-23T15:58:05.757291", - "exception": false, - "start_time": "2021-04-23T15:57:22.882795", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found existing installation: Theano 1.0.5\r\n", - "Uninstalling Theano-1.0.5:\r\n", - " Successfully uninstalled Theano-1.0.5\r\n", - "Found existing installation: Theano-PyMC 1.0.11\r\n", - "Uninstalling Theano-PyMC-1.0.11:\r\n", - " Successfully uninstalled Theano-PyMC-1.0.11\r\n", - "Found existing installation: pymc3 3.10.0\r\n", - "Uninstalling pymc3-3.10.0:\r\n", - " Successfully uninstalled pymc3-3.10.0\r\n", - "Collecting pymc3\r\n", - " Downloading pymc3-3.11.2-py3-none-any.whl (869 kB)\r\n", - "\u001b[K |████████████████████████████████| 869 kB 4.4 MB/s \r\n", - "\u001b[?25hRequirement already satisfied: typing-extensions>=3.7.4 in /opt/conda/lib/python3.7/site-packages (from pymc3) (3.7.4.1)\r\n", - "Requirement already satisfied: dill in /opt/conda/lib/python3.7/site-packages (from pymc3) (0.3.3)\r\n", - "Requirement already satisfied: patsy>=0.5.1 in /opt/conda/lib/python3.7/site-packages (from pymc3) (0.5.1)\r\n", - "Requirement already satisfied: scipy>=1.2.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.4.1)\r\n", - "Requirement already satisfied: pandas>=0.24.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.1.5)\r\n", - "Requirement already satisfied: fastprogress>=0.2.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.0.0)\r\n", - "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", - "Collecting arviz>=0.11.0\r\n", - " Downloading arviz-0.11.2-py3-none-any.whl (1.6 MB)\r\n", - "\u001b[K |████████████████████████████████| 1.6 MB 32.6 MB/s \r\n", - "\u001b[?25hRequirement already satisfied: matplotlib>=3.0 in /opt/conda/lib/python3.7/site-packages (from arviz>=0.11.0->pymc3) (3.2.1)\r\n", - "Requirement already satisfied: pandas>=0.24.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.1.5)\r\n", - "Requirement already satisfied: packaging in /opt/conda/lib/python3.7/site-packages (from arviz>=0.11.0->pymc3) (20.1)\r\n", - "Requirement already satisfied: setuptools>=38.4 in /opt/conda/lib/python3.7/site-packages (from arviz>=0.11.0->pymc3) (46.1.3.post20200325)\r\n", - "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", - "Requirement already satisfied: netcdf4 in /opt/conda/lib/python3.7/site-packages (from arviz>=0.11.0->pymc3) (1.5.5)\r\n", - "Requirement already satisfied: scipy>=1.2.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.4.1)\r\n", - 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" Stored in directory: /root/.cache/pip/wheels/f3/af/8c/5dd7553522d74c52a7813806fc7ee1a9caa20a3f7c8fd850d5\r\n", - "Successfully built theano-pymc\r\n", - "Installing collected packages: typing-extensions, theano-pymc, semver, cachetools, arviz, pymc3\r\n", - " Attempting uninstall: typing-extensions\r\n", - " Found existing installation: typing-extensions 3.7.4.1\r\n", - " Uninstalling typing-extensions-3.7.4.1:\r\n", - " Successfully uninstalled typing-extensions-3.7.4.1\r\n", - " Attempting uninstall: cachetools\r\n", - " Found existing installation: cachetools 3.1.1\r\n", - " Uninstalling cachetools-3.1.1:\r\n", - " Successfully uninstalled cachetools-3.1.1\r\n", - " Attempting uninstall: arviz\r\n", - " Found existing installation: arviz 0.10.0\r\n", - " Uninstalling arviz-0.10.0:\r\n", - " Successfully uninstalled arviz-0.10.0\r\n", - "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\r\n", - "earthengine-api 0.1.244 requires google-api-python-client>=1.12.1, but you have google-api-python-client 1.8.0 which is incompatible.\r\n", - "bokeh 2.2.3 requires tornado>=5.1, but you have tornado 5.0.2 which is incompatible.\r\n", - "aiobotocore 1.1.2 requires botocore<1.17.45,>=1.17.44, but you have botocore 1.19.31 which is incompatible.\u001b[0m\r\n", - "Successfully installed arviz-0.11.2 cachetools-4.2.1 pymc3-3.11.2 semver-2.13.0 theano-pymc-1.1.2 typing-extensions-3.7.4.3\r\n", - "\u001b[33mWARNING: You are using pip version 20.3.1; however, version 21.0.1 is available.\r\n", - "You should consider upgrading via the '/opt/conda/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\r\n" - ] - } - ], - "source": [ - "!pip uninstall theano theano-pymc pymc3 -y\n", - "!pip install -U pymc3" - ] - }, { "cell_type": "code", "execution_count": 2, @@ -2706,66 +2585,6 @@ "fig.suptitle(\"Simulated number of putts from\\na few distances\");" ] }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:03:09.849886Z", - "iopub.status.busy": "2021-04-23T16:03:09.842921Z", - "iopub.status.idle": "2021-04-23T16:03:17.956643Z", - "shell.execute_reply": "2021-04-23T16:03:17.957152Z" - }, - "papermill": { - "duration": 8.226461, - "end_time": "2021-04-23T16:03:17.957311", - "exception": false, - "start_time": "2021-04-23T16:03:09.730850", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting watermark\r\n", - " Downloading watermark-2.2.0-py2.py3-none-any.whl (6.8 kB)\r\n", - "Requirement already satisfied: ipython in /opt/conda/lib/python3.7/site-packages (from watermark) (7.13.0)\r\n", - "Collecting importlib-metadata<3.0\r\n", - " Downloading importlib_metadata-2.1.1-py2.py3-none-any.whl (10 kB)\r\n", - "Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata<3.0->watermark) (3.1.0)\r\n", - "Requirement already satisfied: decorator in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.4.2)\r\n", - "Requirement already satisfied: traitlets>=4.2 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.3.3)\r\n", - "Requirement already satisfied: pexpect in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.8.0)\r\n", - "Requirement already satisfied: jedi>=0.10 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.15.2)\r\n", - "Requirement already satisfied: pygments in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (2.6.1)\r\n", - "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (3.0.5)\r\n", - "Requirement already satisfied: setuptools>=18.5 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (46.1.3.post20200325)\r\n", - "Requirement already satisfied: pickleshare in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.7.5)\r\n", - "Requirement already satisfied: backcall in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.1.0)\r\n", - "Requirement already satisfied: parso>=0.5.2 in /opt/conda/lib/python3.7/site-packages (from jedi>=0.10->ipython->watermark) (0.5.2)\r\n", - "Requirement already satisfied: ptyprocess>=0.5 in /opt/conda/lib/python3.7/site-packages (from pexpect->ipython->watermark) (0.6.0)\r\n", - "Requirement already satisfied: wcwidth in /opt/conda/lib/python3.7/site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython->watermark) (0.1.9)\r\n", - "Requirement already satisfied: ipython-genutils in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.2->ipython->watermark) (0.2.0)\r\n", - "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.2->ipython->watermark) (1.14.0)\r\n", - "Requirement already satisfied: decorator in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.4.2)\r\n", - "Installing collected packages: importlib-metadata, watermark\r\n", - " Attempting uninstall: importlib-metadata\r\n", - " Found existing installation: importlib-metadata 3.1.1\r\n", - " Uninstalling importlib-metadata-3.1.1:\r\n", - " Successfully uninstalled importlib-metadata-3.1.1\r\n", - "Successfully installed importlib-metadata-2.1.1 watermark-2.2.0\r\n", - "\u001b[33mWARNING: You are using pip version 20.3.1; however, version 21.0.1 is available.\r\n", - "You should consider upgrading via the '/opt/conda/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\r\n" - ] - } - ], - "source": [ - "!pip install watermark" - ] - }, { "cell_type": "code", "execution_count": 34, @@ -2848,7 +2667,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.8.2" }, "papermill": { "duration": 361.504338, From 337c97ff470c8b3789f5379df56911eab2543c81 Mon Sep 17 00:00:00 2001 From: Marco Gorelli Date: Fri, 23 Apr 2021 18:59:11 +0100 Subject: [PATCH 04/10] remove metadata --- examples/case_studies/putting_workflow.ipynb | 830 ++----------------- 1 file changed, 57 insertions(+), 773 deletions(-) diff --git a/examples/case_studies/putting_workflow.ipynb b/examples/case_studies/putting_workflow.ipynb index b2a7dd413..e7faa451c 100644 --- a/examples/case_studies/putting_workflow.ipynb +++ b/examples/case_studies/putting_workflow.ipynb @@ -3,22 +3,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T15:58:05.864201Z", - "iopub.status.busy": "2021-04-23T15:58:05.863475Z", - "iopub.status.idle": "2021-04-23T15:58:10.704468Z", - "shell.execute_reply": "2021-04-23T15:58:10.703272Z" - }, - "papermill": { - "duration": 4.895769, - "end_time": "2021-04-23T15:58:10.704782", - "exception": false, - "start_time": "2021-04-23T15:58:05.809013", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -47,22 +32,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T15:58:10.811472Z", - "iopub.status.busy": "2021-04-23T15:58:10.810761Z", - "iopub.status.idle": "2021-04-23T15:58:10.814965Z", - "shell.execute_reply": "2021-04-23T15:58:10.815494Z" - }, - "papermill": { - "duration": 0.061622, - "end_time": "2021-04-23T15:58:10.815671", - "exception": false, - "start_time": "2021-04-23T15:58:10.754049", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "RANDOM_SEED = 8927\n", @@ -72,16 +42,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.049508, - "end_time": "2021-04-23T15:58:10.915711", - "exception": false, - "start_time": "2021-04-23T15:58:10.866203", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "# Model building and expansion for golf putting\n", "\n", @@ -93,22 +54,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T15:58:11.028465Z", - "iopub.status.busy": "2021-04-23T15:58:11.027613Z", - "iopub.status.idle": "2021-04-23T15:58:11.031506Z", - "shell.execute_reply": "2021-04-23T15:58:11.032091Z" - }, - "papermill": { - "duration": 0.065971, - "end_time": "2021-04-23T15:58:11.032252", - "exception": false, - "start_time": "2021-04-23T15:58:10.966281", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "# golf putting data from berry (1996)\n", @@ -143,22 +89,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T15:58:11.144246Z", - "iopub.status.busy": "2021-04-23T15:58:11.143378Z", - "iopub.status.idle": "2021-04-23T15:58:11.517379Z", - "shell.execute_reply": "2021-04-23T15:58:11.516782Z" - }, - "papermill": { - "duration": 0.434879, - "end_time": "2021-04-23T15:58:11.517499", - "exception": false, - "start_time": "2021-04-23T15:58:11.082620", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -198,16 +129,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.052229, - "end_time": "2021-04-23T15:58:11.621572", - "exception": false, - "start_time": "2021-04-23T15:58:11.569343", - "status": "completed" - }, - "tags": [] - }, + "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", @@ -216,16 +138,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.051403, - "end_time": "2021-04-23T15:58:11.724761", - "exception": false, - "start_time": "2021-04-23T15:58:11.673358", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## Logit model\n", "\n", @@ -243,22 +156,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T15:58:11.838971Z", - "iopub.status.busy": "2021-04-23T15:58:11.838268Z", - "iopub.status.idle": "2021-04-23T15:58:52.429581Z", - "shell.execute_reply": "2021-04-23T15:58:52.430117Z" - }, - "papermill": { - "duration": 40.653376, - "end_time": "2021-04-23T15:58:52.430272", - "exception": false, - "start_time": "2021-04-23T15:58:11.776896", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -347,16 +245,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.050922, - "end_time": "2021-04-23T15:58:52.537158", - "exception": false, - "start_time": "2021-04-23T15:58:52.486236", - "status": "completed" - }, - "tags": [] - }, + "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." ] @@ -364,22 +253,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T15:58:52.687525Z", - "iopub.status.busy": "2021-04-23T15:58:52.682151Z", - "iopub.status.idle": "2021-04-23T15:59:42.365745Z", - "shell.execute_reply": "2021-04-23T15:59:42.366273Z" - }, - "papermill": { - "duration": 49.777195, - "end_time": "2021-04-23T15:59:42.366434", - "exception": false, - "start_time": "2021-04-23T15:58:52.589239", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -495,16 +369,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.05455, - "end_time": "2021-04-23T15:59:42.473788", - "exception": false, - "start_time": "2021-04-23T15:59:42.419238", - "status": "completed" - }, - "tags": [] - }, + "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", @@ -514,22 +379,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T15:59:42.644461Z", - "iopub.status.busy": "2021-04-23T15:59:42.613055Z", - "iopub.status.idle": "2021-04-23T15:59:46.808492Z", - "shell.execute_reply": "2021-04-23T15:59:46.809074Z" - }, - "papermill": { - "duration": 4.279295, - "end_time": "2021-04-23T15:59:46.809253", - "exception": false, - "start_time": "2021-04-23T15:59:42.529958", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -612,16 +462,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.056747, - "end_time": "2021-04-23T15:59:46.923422", - "exception": false, - "start_time": "2021-04-23T15:59:46.866675", - "status": "completed" - }, - "tags": [] - }, + "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:" ] @@ -629,22 +470,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T15:59:47.046305Z", - "iopub.status.busy": "2021-04-23T15:59:47.045520Z", - "iopub.status.idle": "2021-04-23T15:59:47.055788Z", - "shell.execute_reply": "2021-04-23T15:59:47.056880Z" - }, - "papermill": { - "duration": 0.072826, - "end_time": "2021-04-23T15:59:47.057180", - "exception": false, - "start_time": "2021-04-23T15:59:46.984354", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -663,16 +489,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.064798, - "end_time": "2021-04-23T15:59:47.180435", - "exception": false, - "start_time": "2021-04-23T15:59:47.115637", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "The lesson from this is that\n", "\n", @@ -698,16 +515,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.059284, - "end_time": "2021-04-23T15:59:47.299314", - "exception": false, - "start_time": "2021-04-23T15:59:47.240030", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## Geometry-based model\n", "\n", @@ -729,22 +537,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T15:59:47.423014Z", - "iopub.status.busy": "2021-04-23T15:59:47.422270Z", - "iopub.status.idle": "2021-04-23T15:59:47.806432Z", - "shell.execute_reply": "2021-04-23T15:59:47.806983Z" - }, - "papermill": { - "duration": 0.450805, - "end_time": "2021-04-23T15:59:47.807175", - "exception": false, - "start_time": "2021-04-23T15:59:47.356370", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -778,16 +571,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.06099, - "end_time": "2021-04-23T15:59:47.928629", - "exception": false, - "start_time": "2021-04-23T15:59:47.867639", - "status": "completed" - }, - "tags": [] - }, + "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", @@ -798,22 +582,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T15:59:48.054447Z", - "iopub.status.busy": "2021-04-23T15:59:48.053689Z", - "iopub.status.idle": "2021-04-23T15:59:59.754736Z", - "shell.execute_reply": "2021-04-23T15:59:59.754123Z" - }, - "papermill": { - "duration": 11.765129, - "end_time": "2021-04-23T15:59:59.754869", - "exception": false, - "start_time": "2021-04-23T15:59:47.989740", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -907,16 +676,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.062774, - "end_time": "2021-04-23T15:59:59.878309", - "exception": false, - "start_time": "2021-04-23T15:59:59.815535", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "### Prior Predictive Checks\n", "\n", @@ -928,22 +688,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:00:00.026788Z", - "iopub.status.busy": "2021-04-23T16:00:00.010970Z", - "iopub.status.idle": "2021-04-23T16:00:04.934264Z", - "shell.execute_reply": "2021-04-23T16:00:04.934823Z" - }, - "papermill": { - "duration": 4.995592, - "end_time": "2021-04-23T16:00:04.934977", - "exception": false, - "start_time": "2021-04-23T15:59:59.939385", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -978,16 +723,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.072163, - "end_time": "2021-04-23T16:00:05.081462", - "exception": false, - "start_time": "2021-04-23T16:00:05.009299", - "status": "completed" - }, - "tags": [] - }, + "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." ] @@ -995,22 +731,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:00:05.239387Z", - "iopub.status.busy": "2021-04-23T16:00:05.238703Z", - "iopub.status.idle": "2021-04-23T16:00:26.374766Z", - "shell.execute_reply": "2021-04-23T16:00:26.373994Z" - }, - "papermill": { - "duration": 21.220872, - "end_time": "2021-04-23T16:00:26.374897", - "exception": false, - "start_time": "2021-04-23T16:00:05.154025", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1050,22 +771,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:00:26.529298Z", - "iopub.status.busy": "2021-04-23T16:00:26.528590Z", - "iopub.status.idle": "2021-04-23T16:00:31.100608Z", - "shell.execute_reply": "2021-04-23T16:00:31.099822Z" - }, - "papermill": { - "duration": 4.655369, - "end_time": "2021-04-23T16:00:31.100743", - "exception": false, - "start_time": "2021-04-23T16:00:26.445374", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1113,16 +819,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.071812, - "end_time": "2021-04-23T16:00:31.247630", - "exception": false, - "start_time": "2021-04-23T16:00:31.175818", - "status": "completed" - }, - "tags": [] - }, + "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:" ] @@ -1130,22 +827,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:00:31.403369Z", - "iopub.status.busy": "2021-04-23T16:00:31.402695Z", - "iopub.status.idle": "2021-04-23T16:00:34.220183Z", - "shell.execute_reply": "2021-04-23T16:00:34.219589Z" - }, - "papermill": { - "duration": 2.899489, - "end_time": "2021-04-23T16:00:34.220337", - "exception": false, - "start_time": "2021-04-23T16:00:31.320848", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1163,16 +845,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.073223, - "end_time": "2021-04-23T16:00:34.367407", - "exception": false, - "start_time": "2021-04-23T16:00:34.294184", - "status": "completed" - }, - "tags": [] - }, + "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!" ] @@ -1180,22 +853,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:00:34.541857Z", - "iopub.status.busy": "2021-04-23T16:00:34.530445Z", - "iopub.status.idle": "2021-04-23T16:00:36.055625Z", - "shell.execute_reply": "2021-04-23T16:00:36.054876Z" - }, - "papermill": { - "duration": 1.613185, - "end_time": "2021-04-23T16:00:36.055767", - "exception": false, - "start_time": "2021-04-23T16:00:34.442582", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1230,16 +888,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.075601, - "end_time": "2021-04-23T16:00:36.207931", - "exception": false, - "start_time": "2021-04-23T16:00:36.132330", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## New Data!\n", "\n", @@ -1249,22 +898,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:00:36.372274Z", - "iopub.status.busy": "2021-04-23T16:00:36.371088Z", - "iopub.status.idle": "2021-04-23T16:00:36.375001Z", - "shell.execute_reply": "2021-04-23T16:00:36.374297Z" - }, - "papermill": { - "duration": 0.091511, - "end_time": "2021-04-23T16:00:36.375122", - "exception": false, - "start_time": "2021-04-23T16:00:36.283611", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "# golf putting data from Broadie (2018)\n", @@ -1307,22 +941,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:00:36.536165Z", - "iopub.status.busy": "2021-04-23T16:00:36.535297Z", - "iopub.status.idle": "2021-04-23T16:00:40.778231Z", - "shell.execute_reply": "2021-04-23T16:00:40.778752Z" - }, - "papermill": { - "duration": 4.326098, - "end_time": "2021-04-23T16:00:40.778892", - "exception": false, - "start_time": "2021-04-23T16:00:36.452794", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1350,32 +969,14 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.076424, - "end_time": "2021-04-23T16:00:40.932725", - "exception": false, - "start_time": "2021-04-23T16:00:40.856301", - "status": "completed" - }, - "tags": [] - }, + "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": { - "papermill": { - "duration": 0.07846, - "end_time": "2021-04-23T16:00:41.088809", - "exception": false, - "start_time": "2021-04-23T16:00:41.010349", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## Fitting the model on the new data\n", "\n", @@ -1385,22 +986,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:00:41.260719Z", - "iopub.status.busy": "2021-04-23T16:00:41.255115Z", - "iopub.status.idle": "2021-04-23T16:00:52.203359Z", - "shell.execute_reply": "2021-04-23T16:00:52.202733Z" - }, - "papermill": { - "duration": 11.03572, - "end_time": "2021-04-23T16:00:52.203503", - "exception": false, - "start_time": "2021-04-23T16:00:41.167783", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1440,22 +1026,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:00:52.375024Z", - "iopub.status.busy": "2021-04-23T16:00:52.373910Z", - "iopub.status.idle": "2021-04-23T16:01:00.717146Z", - "shell.execute_reply": "2021-04-23T16:01:00.717962Z" - }, - "papermill": { - "duration": 8.435674, - "end_time": "2021-04-23T16:01:00.718117", - "exception": false, - "start_time": "2021-04-23T16:00:52.282443", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1490,16 +1061,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.079952, - "end_time": "2021-04-23T16:01:00.880661", - "exception": false, - "start_time": "2021-04-23T16:01:00.800709", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## A model incorporating distance to hole\n", "\n", @@ -1524,22 +1086,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:01:01.055768Z", - "iopub.status.busy": "2021-04-23T16:01:01.050313Z", - "iopub.status.idle": "2021-04-23T16:01:03.081483Z", - "shell.execute_reply": "2021-04-23T16:01:03.080386Z" - }, - "papermill": { - "duration": 2.121094, - "end_time": "2021-04-23T16:01:03.081706", - "exception": false, - "start_time": "2021-04-23T16:01:00.960612", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1670,32 +1217,14 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.083238, - "end_time": "2021-04-23T16:01:03.252197", - "exception": false, - "start_time": "2021-04-23T16:01:03.168959", - "status": "completed" - }, - "tags": [] - }, + "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": { - "papermill": { - "duration": 0.082239, - "end_time": "2021-04-23T16:01:03.418692", - "exception": false, - "start_time": "2021-04-23T16:01:03.336453", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## Fitting the distance angle model" ] @@ -1703,22 +1232,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:01:03.601966Z", - "iopub.status.busy": "2021-04-23T16:01:03.596291Z", - "iopub.status.idle": "2021-04-23T16:01:29.583715Z", - "shell.execute_reply": "2021-04-23T16:01:29.583119Z" - }, - "papermill": { - "duration": 26.084218, - "end_time": "2021-04-23T16:01:29.583854", - "exception": false, - "start_time": "2021-04-23T16:01:03.499636", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1758,22 +1272,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:01:29.768765Z", - "iopub.status.busy": "2021-04-23T16:01:29.767724Z", - "iopub.status.idle": "2021-04-23T16:01:43.350648Z", - "shell.execute_reply": "2021-04-23T16:01:43.351183Z" - }, - "papermill": { - "duration": 13.681233, - "end_time": "2021-04-23T16:01:43.351391", - "exception": false, - "start_time": "2021-04-23T16:01:29.670158", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1836,16 +1335,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.084078, - "end_time": "2021-04-23T16:01:43.521434", - "exception": false, - "start_time": "2021-04-23T16:01:43.437356", - "status": "completed" - }, - "tags": [] - }, + "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." ] @@ -1853,22 +1343,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:01:43.701131Z", - "iopub.status.busy": "2021-04-23T16:01:43.700236Z", - "iopub.status.idle": "2021-04-23T16:01:52.476652Z", - "shell.execute_reply": "2021-04-23T16:01:52.475811Z" - }, - "papermill": { - "duration": 8.867143, - "end_time": "2021-04-23T16:01:52.476815", - "exception": false, - "start_time": "2021-04-23T16:01:43.609672", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1928,16 +1403,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.08807, - "end_time": "2021-04-23T16:01:52.654345", - "exception": false, - "start_time": "2021-04-23T16:01:52.566275", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## A new model\n", "\n", @@ -1952,22 +1418,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:01:52.865956Z", - "iopub.status.busy": "2021-04-23T16:01:52.860299Z", - "iopub.status.idle": "2021-04-23T16:01:58.521384Z", - "shell.execute_reply": "2021-04-23T16:01:58.520694Z" - }, - "papermill": { - "duration": 5.78179, - "end_time": "2021-04-23T16:01:58.521498", - "exception": false, - "start_time": "2021-04-23T16:01:52.739708", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -2112,22 +1563,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:01:58.720604Z", - "iopub.status.busy": "2021-04-23T16:01:58.709533Z", - "iopub.status.idle": "2021-04-23T16:02:47.156742Z", - "shell.execute_reply": "2021-04-23T16:02:47.155637Z" - }, - "papermill": { - "duration": 48.545411, - "end_time": "2021-04-23T16:02:47.156895", - "exception": false, - "start_time": "2021-04-23T16:01:58.611484", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -2197,22 +1633,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:02:47.350098Z", - "iopub.status.busy": "2021-04-23T16:02:47.349011Z", - "iopub.status.idle": "2021-04-23T16:03:05.969750Z", - "shell.execute_reply": "2021-04-23T16:03:05.970282Z" - }, - "papermill": { - "duration": 18.721928, - "end_time": "2021-04-23T16:03:05.970423", - "exception": false, - "start_time": "2021-04-23T16:02:47.248495", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -2263,16 +1684,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.104037, - "end_time": "2021-04-23T16:03:06.166489", - "exception": false, - "start_time": "2021-04-23T16:03:06.062452", - "status": "completed" - }, - "tags": [] - }, + "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:" ] @@ -2280,22 +1692,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:03:06.372706Z", - "iopub.status.busy": "2021-04-23T16:03:06.372021Z", - "iopub.status.idle": "2021-04-23T16:03:06.688201Z", - "shell.execute_reply": "2021-04-23T16:03:06.688718Z" - }, - "papermill": { - "duration": 0.414371, - "end_time": "2021-04-23T16:03:06.688891", - "exception": false, - "start_time": "2021-04-23T16:03:06.274520", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -2328,16 +1725,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.09487, - "end_time": "2021-04-23T16:03:06.879000", - "exception": false, - "start_time": "2021-04-23T16:03:06.784130", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## Beyond prediction\n", "\n", @@ -2354,22 +1742,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:03:07.083425Z", - "iopub.status.busy": "2021-04-23T16:03:07.082641Z", - "iopub.status.idle": "2021-04-23T16:03:07.381440Z", - "shell.execute_reply": "2021-04-23T16:03:07.380824Z" - }, - "papermill": { - "duration": 0.407914, - "end_time": "2021-04-23T16:03:07.381625", - "exception": false, - "start_time": "2021-04-23T16:03:06.973711", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -2425,22 +1798,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:03:07.585713Z", - "iopub.status.busy": "2021-04-23T16:03:07.584941Z", - "iopub.status.idle": "2021-04-23T16:03:07.914454Z", - "shell.execute_reply": "2021-04-23T16:03:07.915025Z" - }, - "papermill": { - "duration": 0.433542, - "end_time": "2021-04-23T16:03:07.915187", - "exception": false, - "start_time": "2021-04-23T16:03:07.481645", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -2459,16 +1817,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.105513, - "end_time": "2021-04-23T16:03:08.127268", - "exception": false, - "start_time": "2021-04-23T16:03:08.021755", - "status": "completed" - }, - "tags": [] - }, + "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", @@ -2478,22 +1827,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:03:08.358503Z", - "iopub.status.busy": "2021-04-23T16:03:08.357747Z", - "iopub.status.idle": "2021-04-23T16:03:08.361731Z", - "shell.execute_reply": "2021-04-23T16:03:08.362249Z" - }, - "papermill": { - "duration": 0.127479, - "end_time": "2021-04-23T16:03:08.362415", - "exception": false, - "start_time": "2021-04-23T16:03:08.234936", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "def expected_num_putts(trace, distance_to_hole, trials=100_000):\n", @@ -2532,22 +1866,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:03:08.575661Z", - "iopub.status.busy": "2021-04-23T16:03:08.574921Z", - "iopub.status.idle": "2021-04-23T16:03:09.623428Z", - "shell.execute_reply": "2021-04-23T16:03:09.622819Z" - }, - "papermill": { - "duration": 1.156413, - "end_time": "2021-04-23T16:03:09.623565", - "exception": false, - "start_time": "2021-04-23T16:03:08.467152", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -2588,22 +1907,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T16:03:18.188082Z", - "iopub.status.busy": "2021-04-23T16:03:18.187290Z", - "iopub.status.idle": "2021-04-23T16:03:18.294345Z", - "shell.execute_reply": "2021-04-23T16:03:18.293752Z" - }, - "papermill": { - "duration": 0.224834, - "end_time": "2021-04-23T16:03:18.294494", - "exception": false, - "start_time": "2021-04-23T16:03:18.069660", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -2637,16 +1941,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "papermill": { - "duration": 0.110673, - "end_time": "2021-04-23T16:03:18.513991", - "exception": false, - "start_time": "2021-04-23T16:03:18.403318", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [] } @@ -2668,17 +1963,6 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2" - }, - "papermill": { - "duration": 361.504338, - "end_time": "2021-04-23T16:03:18.734458", - "environment_variables": {}, - "exception": null, - "input_path": "__notebook__.ipynb", - "output_path": "__notebook__.ipynb", - "parameters": {}, - "start_time": "2021-04-23T15:57:17.230120", - "version": "2.1.0" } }, "nbformat": 4, From ee447bd53461e6e41476b8fed773e0c4568113cc Mon Sep 17 00:00:00 2001 From: Marco Gorelli Date: Fri, 23 Apr 2021 21:04:13 +0100 Subject: [PATCH 05/10] renaming --- examples/case_studies/putting_workflow.ipynb | 1114 ++++++++++++++++-- 1 file changed, 1001 insertions(+), 113 deletions(-) diff --git a/examples/case_studies/putting_workflow.ipynb b/examples/case_studies/putting_workflow.ipynb index e7faa451c..29f0a2fde 100644 --- a/examples/case_studies/putting_workflow.ipynb +++ b/examples/case_studies/putting_workflow.ipynb @@ -1,9 +1,145 @@ { "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:54:55.240249Z", + "iopub.status.busy": "2021-04-23T19:54:55.239231Z", + "iopub.status.idle": "2021-04-23T19:55:33.353195Z", + "shell.execute_reply": "2021-04-23T19:55:33.352515Z" + }, + "papermill": { + "duration": 38.151579, + "end_time": "2021-04-23T19:55:33.353316", + "exception": false, + "start_time": "2021-04-23T19:54:55.201737", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found existing installation: Theano 1.0.5\r\n", + "Uninstalling Theano-1.0.5:\r\n", + " Successfully uninstalled Theano-1.0.5\r\n", + "Found existing 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kB)\r\n", + "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", + "Requirement already satisfied: setuptools>=38.4 in /opt/conda/lib/python3.7/site-packages (from arviz>=0.11.0->pymc3) (46.1.3.post20200325)\r\n", + "Requirement already satisfied: pandas>=0.24.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.1.5)\r\n", + "Building wheels for collected packages: theano-pymc\r\n", + " Building wheel for theano-pymc (setup.py) ... \u001b[?25l-\b \b\\\b \b|\b \b/\b \b-\b \b\\\b \b|\b \bdone\r\n", + "\u001b[?25h Created wheel for theano-pymc: filename=Theano_PyMC-1.1.2-py3-none-any.whl size=1529946 sha256=2e5c83e36823ad4c9cc84936aa10fe157c08587a9aa7682edd5da92a6938c8df\r\n", + " Stored in directory: /root/.cache/pip/wheels/f3/af/8c/5dd7553522d74c52a7813806fc7ee1a9caa20a3f7c8fd850d5\r\n", + "Successfully built theano-pymc\r\n", + "Installing collected packages: typing-extensions, theano-pymc, semver, cachetools, arviz, pymc3\r\n", + " Attempting uninstall: typing-extensions\r\n", + " Found existing installation: typing-extensions 3.7.4.1\r\n", + " Uninstalling typing-extensions-3.7.4.1:\r\n", + " Successfully uninstalled typing-extensions-3.7.4.1\r\n", + " Attempting uninstall: cachetools\r\n", + " Found existing installation: cachetools 3.1.1\r\n", + " Uninstalling cachetools-3.1.1:\r\n", + " Successfully uninstalled cachetools-3.1.1\r\n", + " Attempting uninstall: arviz\r\n", + " Found existing installation: arviz 0.10.0\r\n", + " Uninstalling arviz-0.10.0:\r\n", + " Successfully uninstalled arviz-0.10.0\r\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\r\n", + "earthengine-api 0.1.244 requires google-api-python-client>=1.12.1, but you have google-api-python-client 1.8.0 which is incompatible.\r\n", + "bokeh 2.2.3 requires tornado>=5.1, but you have tornado 5.0.2 which is incompatible.\r\n", + "aiobotocore 1.1.2 requires botocore<1.17.45,>=1.17.44, but you have botocore 1.19.31 which is incompatible.\u001b[0m\r\n", + "Successfully installed arviz-0.11.2 cachetools-4.2.1 pymc3-3.11.2 semver-2.13.0 theano-pymc-1.1.2 typing-extensions-3.7.4.3\r\n", + "\u001b[33mWARNING: You are using pip version 20.3.1; however, version 21.0.1 is available.\r\n", + "You should consider upgrading via the '/opt/conda/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\r\n" + ] + } + ], + "source": [ + "!pip uninstall theano theano-pymc pymc3 -y\n", + "!pip install -U pymc3" + ] + }, { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:55:33.472357Z", + "iopub.status.busy": "2021-04-23T19:55:33.468315Z", + "iopub.status.idle": "2021-04-23T19:55:37.662220Z", + "shell.execute_reply": "2021-04-23T19:55:37.662715Z" + }, + "papermill": { + "duration": 4.255678, + "end_time": "2021-04-23T19:55:37.662883", + "exception": false, + "start_time": "2021-04-23T19:55:33.407205", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -32,7 +168,22 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:55:37.777471Z", + "iopub.status.busy": "2021-04-23T19:55:37.776809Z", + "iopub.status.idle": "2021-04-23T19:55:37.780193Z", + "shell.execute_reply": "2021-04-23T19:55:37.779635Z" + }, + "papermill": { + "duration": 0.063407, + "end_time": "2021-04-23T19:55:37.780306", + "exception": false, + "start_time": "2021-04-23T19:55:37.716899", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ "RANDOM_SEED = 8927\n", @@ -42,7 +193,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.05406, + "end_time": "2021-04-23T19:55:37.888697", + "exception": false, + "start_time": "2021-04-23T19:55:37.834637", + "status": "completed" + }, + "tags": [] + }, "source": [ "# Model building and expansion for golf putting\n", "\n", @@ -54,7 +214,22 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:55:38.001269Z", + "iopub.status.busy": "2021-04-23T19:55:38.000570Z", + "iopub.status.idle": "2021-04-23T19:55:38.013246Z", + "shell.execute_reply": "2021-04-23T19:55:38.013737Z" + }, + "papermill": { + "duration": 0.070998, + "end_time": "2021-04-23T19:55:38.013891", + "exception": false, + "start_time": "2021-04-23T19:55:37.942893", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ "# golf putting data from berry (1996)\n", @@ -89,7 +264,22 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:55:38.129538Z", + "iopub.status.busy": "2021-04-23T19:55:38.128819Z", + "iopub.status.idle": "2021-04-23T19:55:38.477206Z", + "shell.execute_reply": "2021-04-23T19:55:38.476585Z" + }, + "papermill": { + "duration": 0.407261, + "end_time": "2021-04-23T19:55:38.477324", + "exception": false, + "start_time": "2021-04-23T19:55:38.070063", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -129,7 +319,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.055822, + "end_time": "2021-04-23T19:55:38.589628", + "exception": false, + "start_time": "2021-04-23T19:55:38.533806", + "status": "completed" + }, + "tags": [] + }, "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", @@ -138,7 +337,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.056168, + "end_time": "2021-04-23T19:55:38.702759", + "exception": false, + "start_time": "2021-04-23T19:55:38.646591", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Logit model\n", "\n", @@ -156,7 +364,22 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:55:38.823700Z", + "iopub.status.busy": "2021-04-23T19:55:38.823042Z", + "iopub.status.idle": "2021-04-23T19:56:16.635777Z", + "shell.execute_reply": "2021-04-23T19:56:16.636323Z" + }, + "papermill": { + "duration": 37.877667, + "end_time": "2021-04-23T19:56:16.636546", + "exception": false, + "start_time": "2021-04-23T19:55:38.758879", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -217,7 +440,7 @@ "
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -245,7 +468,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.056809, + "end_time": "2021-04-23T19:56:16.750024", + "exception": false, + "start_time": "2021-04-23T19:56:16.693215", + "status": "completed" + }, + "tags": [] + }, "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." ] @@ -253,7 +485,22 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:56:16.871304Z", + "iopub.status.busy": "2021-04-23T19:56:16.870627Z", + "iopub.status.idle": "2021-04-23T19:57:03.312599Z", + "shell.execute_reply": "2021-04-23T19:57:03.313126Z" + }, + "papermill": { + "duration": 46.506445, + "end_time": "2021-04-23T19:57:03.313285", + "exception": false, + "start_time": "2021-04-23T19:56:16.806840", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -369,7 +616,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.05723, + "end_time": "2021-04-23T19:57:03.428681", + "exception": false, + "start_time": "2021-04-23T19:57:03.371451", + "status": "completed" + }, + "tags": [] + }, "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", @@ -379,7 +635,22 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:57:03.569734Z", + "iopub.status.busy": "2021-04-23T19:57:03.559143Z", + "iopub.status.idle": "2021-04-23T19:57:07.542168Z", + "shell.execute_reply": "2021-04-23T19:57:07.542693Z" + }, + "papermill": { + "duration": 4.055662, + "end_time": "2021-04-23T19:57:07.542857", + "exception": false, + "start_time": "2021-04-23T19:57:03.487195", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stderr", @@ -462,7 +733,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.062416, + "end_time": "2021-04-23T19:57:07.667929", + "exception": false, + "start_time": "2021-04-23T19:57:07.605513", + "status": "completed" + }, + "tags": [] + }, "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:" ] @@ -470,7 +750,22 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:57:07.800540Z", + "iopub.status.busy": "2021-04-23T19:57:07.799748Z", + "iopub.status.idle": "2021-04-23T19:57:07.806255Z", + "shell.execute_reply": "2021-04-23T19:57:07.805682Z" + }, + "papermill": { + "duration": 0.076385, + "end_time": "2021-04-23T19:57:07.806369", + "exception": false, + "start_time": "2021-04-23T19:57:07.729984", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -489,7 +784,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.061911, + "end_time": "2021-04-23T19:57:07.930970", + "exception": false, + "start_time": "2021-04-23T19:57:07.869059", + "status": "completed" + }, + "tags": [] + }, "source": [ "The lesson from this is that\n", "\n", @@ -515,7 +819,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.062451, + "end_time": "2021-04-23T19:57:08.055264", + "exception": false, + "start_time": "2021-04-23T19:57:07.992813", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Geometry-based model\n", "\n", @@ -537,7 +850,22 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:57:08.185652Z", + "iopub.status.busy": "2021-04-23T19:57:08.184987Z", + "iopub.status.idle": "2021-04-23T19:57:08.555297Z", + "shell.execute_reply": "2021-04-23T19:57:08.555786Z" + }, + "papermill": { + "duration": 0.437898, + "end_time": "2021-04-23T19:57:08.555957", + "exception": false, + "start_time": "2021-04-23T19:57:08.118059", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -571,7 +899,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.065698, + "end_time": "2021-04-23T19:57:08.687532", + "exception": false, + "start_time": "2021-04-23T19:57:08.621834", + "status": "completed" + }, + "tags": [] + }, "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", @@ -582,7 +919,22 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:57:08.823233Z", + "iopub.status.busy": "2021-04-23T19:57:08.822510Z", + "iopub.status.idle": "2021-04-23T19:57:19.790228Z", + "shell.execute_reply": "2021-04-23T19:57:19.789681Z" + }, + "papermill": { + "duration": 11.036146, + "end_time": "2021-04-23T19:57:19.790347", + "exception": false, + "start_time": "2021-04-23T19:57:08.754201", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -643,7 +995,7 @@ "
\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -676,7 +1028,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.066203, + "end_time": "2021-04-23T19:57:19.923445", + "exception": false, + "start_time": "2021-04-23T19:57:19.857242", + "status": "completed" + }, + "tags": [] + }, "source": [ "### Prior Predictive Checks\n", "\n", @@ -688,7 +1049,22 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:57:20.087369Z", + "iopub.status.busy": "2021-04-23T19:57:20.071402Z", + "iopub.status.idle": "2021-04-23T19:57:24.648614Z", + "shell.execute_reply": "2021-04-23T19:57:24.649165Z" + }, + "papermill": { + "duration": 4.659732, + "end_time": "2021-04-23T19:57:24.649311", + "exception": false, + "start_time": "2021-04-23T19:57:19.989579", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -723,7 +1099,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.074509, + "end_time": "2021-04-23T19:57:24.799966", + "exception": false, + "start_time": "2021-04-23T19:57:24.725457", + "status": "completed" + }, + "tags": [] + }, "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." ] @@ -731,7 +1116,22 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:57:24.965415Z", + "iopub.status.busy": "2021-04-23T19:57:24.960198Z", + "iopub.status.idle": "2021-04-23T19:57:44.594853Z", + "shell.execute_reply": "2021-04-23T19:57:44.595519Z" + }, + "papermill": { + "duration": 19.718655, + "end_time": "2021-04-23T19:57:44.595660", + "exception": false, + "start_time": "2021-04-23T19:57:24.877005", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -751,7 +1151,7 @@ " }\n", " \n", " \n", - " 100.00% [4000/4000 00:02<00:00 Sampling 2 chains, 0 divergences]\n", + " 100.00% [4000/4000 00:01<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -771,7 +1171,22 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:57:44.768578Z", + "iopub.status.busy": "2021-04-23T19:57:44.766919Z", + "iopub.status.idle": "2021-04-23T19:57:48.910992Z", + "shell.execute_reply": "2021-04-23T19:57:48.910423Z" + }, + "papermill": { + "duration": 4.239325, + "end_time": "2021-04-23T19:57:48.911114", + "exception": false, + "start_time": "2021-04-23T19:57:44.671789", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -819,7 +1234,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.079224, + "end_time": "2021-04-23T19:57:49.070125", + "exception": false, + "start_time": "2021-04-23T19:57:48.990901", + "status": "completed" + }, + "tags": [] + }, "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:" ] @@ -827,7 +1251,22 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:57:49.239706Z", + "iopub.status.busy": "2021-04-23T19:57:49.238335Z", + "iopub.status.idle": "2021-04-23T19:57:51.872130Z", + "shell.execute_reply": "2021-04-23T19:57:51.871536Z" + }, + "papermill": { + "duration": 2.724489, + "end_time": "2021-04-23T19:57:51.872244", + "exception": false, + "start_time": "2021-04-23T19:57:49.147755", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -845,7 +1284,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.078173, + "end_time": "2021-04-23T19:57:52.029080", + "exception": false, + "start_time": "2021-04-23T19:57:51.950907", + "status": "completed" + }, + "tags": [] + }, "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!" ] @@ -853,7 +1301,22 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:57:52.205333Z", + "iopub.status.busy": "2021-04-23T19:57:52.199449Z", + "iopub.status.idle": "2021-04-23T19:57:53.659462Z", + "shell.execute_reply": "2021-04-23T19:57:53.658799Z" + }, + "papermill": { + "duration": 1.550807, + "end_time": "2021-04-23T19:57:53.659582", + "exception": false, + "start_time": "2021-04-23T19:57:52.108775", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -888,7 +1351,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.079385, + "end_time": "2021-04-23T19:57:53.818589", + "exception": false, + "start_time": "2021-04-23T19:57:53.739204", + "status": "completed" + }, + "tags": [] + }, "source": [ "## New Data!\n", "\n", @@ -898,7 +1370,22 @@ { "cell_type": "code", "execution_count": 17, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:57:53.989829Z", + "iopub.status.busy": "2021-04-23T19:57:53.988800Z", + "iopub.status.idle": "2021-04-23T19:57:53.992077Z", + "shell.execute_reply": "2021-04-23T19:57:53.991361Z" + }, + "papermill": { + "duration": 0.091885, + "end_time": "2021-04-23T19:57:53.992189", + "exception": false, + "start_time": "2021-04-23T19:57:53.900304", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ "# golf putting data from Broadie (2018)\n", @@ -941,7 +1428,22 @@ { "cell_type": "code", "execution_count": 18, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:57:54.179802Z", + "iopub.status.busy": "2021-04-23T19:57:54.167253Z", + "iopub.status.idle": "2021-04-23T19:57:58.075258Z", + "shell.execute_reply": "2021-04-23T19:57:58.076053Z" + }, + "papermill": { + "duration": 4.002864, + "end_time": "2021-04-23T19:57:58.076246", + "exception": false, + "start_time": "2021-04-23T19:57:54.073382", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -969,14 +1471,32 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.083038, + "end_time": "2021-04-23T19:57:58.260694", + "exception": false, + "start_time": "2021-04-23T19:57:58.177656", + "status": "completed" + }, + "tags": [] + }, "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": {}, + "metadata": { + "papermill": { + "duration": 0.08202, + "end_time": "2021-04-23T19:57:58.441916", + "exception": false, + "start_time": "2021-04-23T19:57:58.359896", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Fitting the model on the new data\n", "\n", @@ -986,7 +1506,22 @@ { "cell_type": "code", "execution_count": 19, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:57:58.684033Z", + "iopub.status.busy": "2021-04-23T19:57:58.647863Z", + "iopub.status.idle": "2021-04-23T19:58:08.768844Z", + "shell.execute_reply": "2021-04-23T19:58:08.769360Z" + }, + "papermill": { + "duration": 10.245556, + "end_time": "2021-04-23T19:58:08.769513", + "exception": false, + "start_time": "2021-04-23T19:57:58.523957", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1026,7 +1561,22 @@ { "cell_type": "code", "execution_count": 20, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:58:08.950515Z", + "iopub.status.busy": "2021-04-23T19:58:08.949293Z", + "iopub.status.idle": "2021-04-23T19:58:16.486616Z", + "shell.execute_reply": "2021-04-23T19:58:16.485896Z" + }, + "papermill": { + "duration": 7.634634, + "end_time": "2021-04-23T19:58:16.486735", + "exception": false, + "start_time": "2021-04-23T19:58:08.852101", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1061,7 +1611,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.086028, + "end_time": "2021-04-23T19:58:16.659826", + "exception": false, + "start_time": "2021-04-23T19:58:16.573798", + "status": "completed" + }, + "tags": [] + }, "source": [ "## A model incorporating distance to hole\n", "\n", @@ -1086,7 +1645,22 @@ { "cell_type": "code", "execution_count": 21, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:58:16.844638Z", + "iopub.status.busy": "2021-04-23T19:58:16.843773Z", + "iopub.status.idle": "2021-04-23T19:58:18.316497Z", + "shell.execute_reply": "2021-04-23T19:58:18.314838Z" + }, + "papermill": { + "duration": 1.571568, + "end_time": "2021-04-23T19:58:18.316617", + "exception": false, + "start_time": "2021-04-23T19:58:16.745049", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1116,7 +1690,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_good_distance\n", "\n", "p_good_distance\n", @@ -1152,30 +1726,30 @@ "\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", + "\n", "p_good_distance->success\n", "\n", "\n", "\n", + "\n", + "\n", + "p_good_angle->success\n", + "\n", + "\n", + "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -1217,14 +1791,32 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.085757, + "end_time": "2021-04-23T19:58:18.489508", + "exception": false, + "start_time": "2021-04-23T19:58:18.403751", + "status": "completed" + }, + "tags": [] + }, "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": {}, + "metadata": { + "papermill": { + "duration": 0.085339, + "end_time": "2021-04-23T19:58:18.660650", + "exception": false, + "start_time": "2021-04-23T19:58:18.575311", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Fitting the distance angle model" ] @@ -1232,7 +1824,22 @@ { "cell_type": "code", "execution_count": 22, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:58:18.856955Z", + "iopub.status.busy": "2021-04-23T19:58:18.841298Z", + "iopub.status.idle": "2021-04-23T19:58:43.071975Z", + "shell.execute_reply": "2021-04-23T19:58:43.070746Z" + }, + "papermill": { + "duration": 24.325558, + "end_time": "2021-04-23T19:58:43.072099", + "exception": false, + "start_time": "2021-04-23T19:58:18.746541", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1272,7 +1879,22 @@ { "cell_type": "code", "execution_count": 23, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:58:43.261726Z", + "iopub.status.busy": "2021-04-23T19:58:43.260671Z", + "iopub.status.idle": "2021-04-23T19:58:55.413171Z", + "shell.execute_reply": "2021-04-23T19:58:55.412636Z" + }, + "papermill": { + "duration": 12.254595, + "end_time": "2021-04-23T19:58:55.413291", + "exception": false, + "start_time": "2021-04-23T19:58:43.158696", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1287,7 +1909,7 @@ ], "source": [ "def forward_distance_angle_model(variances_of_shot, variances_of_distance, t):\n", - " def _ret(variance_of_shot, variance_of_distance):\n", + " def p_success(variance_of_shot, variance_of_distance):\n", " rv = st.norm(0, 1)\n", " angle_prob = 2 * rv.cdf(np.arcsin((CUP_RADIUS - BALL_RADIUS) / t) / variance_of_shot) - 1\n", "\n", @@ -1301,7 +1923,7 @@ "\n", " return xr.DataArray(\n", " [\n", - " _ret(variance_of_shot, variance_of_distance)\n", + " p_success(variance_of_shot, variance_of_distance)\n", " for (variance_of_shot, variance_of_distance) in zip(\n", " variances_of_shot, variances_of_distance\n", " )\n", @@ -1335,7 +1957,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.088649, + "end_time": "2021-04-23T19:58:55.592138", + "exception": false, + "start_time": "2021-04-23T19:58:55.503489", + "status": "completed" + }, + "tags": [] + }, "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." ] @@ -1343,7 +1974,22 @@ { "cell_type": "code", "execution_count": 24, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:58:55.819531Z", + "iopub.status.busy": "2021-04-23T19:58:55.809287Z", + "iopub.status.idle": "2021-04-23T19:59:03.933148Z", + "shell.execute_reply": "2021-04-23T19:59:03.932578Z" + }, + "papermill": { + "duration": 8.25267, + "end_time": "2021-04-23T19:59:03.933258", + "exception": false, + "start_time": "2021-04-23T19:58:55.680588", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1403,7 +2049,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.090943, + "end_time": "2021-04-23T19:59:04.116327", + "exception": false, + "start_time": "2021-04-23T19:59:04.025384", + "status": "completed" + }, + "tags": [] + }, "source": [ "## A new model\n", "\n", @@ -1418,7 +2073,22 @@ { "cell_type": "code", "execution_count": 25, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:59:04.349246Z", + "iopub.status.busy": "2021-04-23T19:59:04.312786Z", + "iopub.status.idle": "2021-04-23T19:59:09.621170Z", + "shell.execute_reply": "2021-04-23T19:59:09.620132Z" + }, + "papermill": { + "duration": 5.41345, + "end_time": "2021-04-23T19:59:09.621306", + "exception": false, + "start_time": "2021-04-23T19:59:04.207856", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1448,7 +2118,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_good_distance\n", "\n", "p_good_distance\n", @@ -1470,7 +2140,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_good_angle\n", "\n", "p_good_angle\n", @@ -1492,7 +2162,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_success\n", "\n", "p_success\n", @@ -1500,28 +2170,28 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "dispersion->p_success\n", "\n", "\n", "\n", - "\n", - "\n", - "p_good_angle->p_success\n", - "\n", - "\n", - "\n", "\n", - "\n", + "\n", "p_good_distance->p_success\n", "\n", "\n", "\n", + "\n", + "\n", + "p_good_angle->p_success\n", + "\n", + "\n", + "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 25, @@ -1563,7 +2233,22 @@ { "cell_type": "code", "execution_count": 26, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:59:09.836008Z", + "iopub.status.busy": "2021-04-23T19:59:09.820677Z", + "iopub.status.idle": "2021-04-23T19:59:54.558141Z", + "shell.execute_reply": "2021-04-23T19:59:54.557421Z" + }, + "papermill": { + "duration": 44.844637, + "end_time": "2021-04-23T19:59:54.558261", + "exception": false, + "start_time": "2021-04-23T19:59:09.713624", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1583,7 +2268,7 @@ " }\n", " \n", " \n", - " 100.00% [4000/4000 00:06<00:00 Sampling 2 chains, 0 divergences]\n", + " 100.00% [4000/4000 00:05<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -1612,7 +2297,7 @@ " }\n", " \n", " \n", - " 100.00% [2000/2000 00:12<00:00]\n", + " 100.00% [2000/2000 00:10<00:00]\n", " \n", " " ], @@ -1633,7 +2318,22 @@ { "cell_type": "code", "execution_count": 27, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T19:59:54.760679Z", + "iopub.status.busy": "2021-04-23T19:59:54.753881Z", + "iopub.status.idle": "2021-04-23T20:00:11.806261Z", + "shell.execute_reply": "2021-04-23T20:00:11.805591Z" + }, + "papermill": { + "duration": 17.154692, + "end_time": "2021-04-23T20:00:11.806375", + "exception": false, + "start_time": "2021-04-23T19:59:54.651683", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1649,13 +2349,6 @@ "source": [ "ax = plot_golf_data(new_golf_data, ax=None)\n", "\n", - "disp_distance_angle_trace_post_variance_of_shot = disp_distance_angle_trace.posterior[\n", - " \"variance_of_shot\"\n", - "].data.flatten()\n", - "disp_distance_angle_trace_post_variance_of_distance = disp_distance_angle_trace.posterior[\n", - " \"variance_of_distance\"\n", - "].data.flatten()\n", - "\n", "disp_distance_angle_trace_combined = disp_distance_angle_trace.posterior.stack(\n", " sample=(\"chain\", \"draw\")\n", ")\n", @@ -1684,7 +2377,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.094983, + "end_time": "2021-04-23T20:00:11.999297", + "exception": false, + "start_time": "2021-04-23T20:00:11.904314", + "status": "completed" + }, + "tags": [] + }, "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:" ] @@ -1692,7 +2394,22 @@ { "cell_type": "code", "execution_count": 28, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T20:00:12.200863Z", + "iopub.status.busy": "2021-04-23T20:00:12.199897Z", + "iopub.status.idle": "2021-04-23T20:00:12.495547Z", + "shell.execute_reply": "2021-04-23T20:00:12.496080Z" + }, + "papermill": { + "duration": 0.400616, + "end_time": "2021-04-23T20:00:12.496222", + "exception": false, + "start_time": "2021-04-23T20:00:12.095606", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1725,7 +2442,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.097616, + "end_time": "2021-04-23T20:00:12.693215", + "exception": false, + "start_time": "2021-04-23T20:00:12.595599", + "status": "completed" + }, + "tags": [] + }, "source": [ "## Beyond prediction\n", "\n", @@ -1742,7 +2468,22 @@ { "cell_type": "code", "execution_count": 29, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T20:00:12.912355Z", + "iopub.status.busy": "2021-04-23T20:00:12.909012Z", + "iopub.status.idle": "2021-04-23T20:00:13.198278Z", + "shell.execute_reply": "2021-04-23T20:00:13.198792Z" + }, + "papermill": { + "duration": 0.405606, + "end_time": "2021-04-23T20:00:13.198928", + "exception": false, + "start_time": "2021-04-23T20:00:12.793322", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1757,11 +2498,13 @@ ], "source": [ "def simulate_from_distance(trace, distance_to_hole, trials=10_000):\n", - " n_samples = len(trace.posterior[\"variance_of_shot\"].data.flatten())\n", + " trace_combined = trace.posterior.stack(sample=(\"chain\", \"draw\"))\n", + "\n", + " n_samples = trace_combined.dims[\"sample\"]\n", "\n", " idxs = np.random.randint(0, n_samples, trials)\n", - " variance_of_shot = trace.posterior[\"variance_of_shot\"].data.flatten()[idxs]\n", - " variance_of_distance = trace.posterior[\"variance_of_distance\"].data.flatten()[idxs]\n", + " variance_of_shot = trace_combined[\"variance_of_shot\"].isel(sample=idxs)\n", + " variance_of_distance = trace_combined[\"variance_of_distance\"].isel(sample=idxs)\n", "\n", " theta = np.random.normal(0, variance_of_shot)\n", " distance = np.random.normal(\n", @@ -1798,7 +2541,22 @@ { "cell_type": "code", "execution_count": 30, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T20:00:13.415368Z", + "iopub.status.busy": "2021-04-23T20:00:13.413323Z", + "iopub.status.idle": "2021-04-23T20:00:13.731336Z", + "shell.execute_reply": "2021-04-23T20:00:13.731843Z" + }, + "papermill": { + "duration": 0.428266, + "end_time": "2021-04-23T20:00:13.731994", + "exception": false, + "start_time": "2021-04-23T20:00:13.303728", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "data": { @@ -1817,7 +2575,16 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.10789, + "end_time": "2021-04-23T20:00:13.950461", + "exception": false, + "start_time": "2021-04-23T20:00:13.842571", + "status": "completed" + }, + "tags": [] + }, "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", @@ -1827,17 +2594,34 @@ { "cell_type": "code", "execution_count": 31, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T20:00:14.183304Z", + "iopub.status.busy": "2021-04-23T20:00:14.182611Z", + "iopub.status.idle": "2021-04-23T20:00:14.185908Z", + "shell.execute_reply": "2021-04-23T20:00:14.185369Z" + }, + "papermill": { + "duration": 0.126914, + "end_time": "2021-04-23T20:00:14.186090", + "exception": false, + "start_time": "2021-04-23T20:00:14.059176", + "status": "completed" + }, + "tags": [] + }, "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", - " n_samples = trace.posterior[\"variance_of_shot\"].data.flatten().shape[0]\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 = trace.posterior[\"variance_of_shot\"].data.flatten()[idxs]\n", - " variance_of_distance = trace.posterior[\"variance_of_distance\"].data.flatten()[idxs]\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", @@ -1847,7 +2631,9 @@ "\n", " final_position = np.array([distance * np.cos(theta), distance * np.sin(theta)])\n", "\n", - " made_it = np.abs(theta) < np.arcsin((CUP_RADIUS - BALL_RADIUS) / distance_to_hole)\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", @@ -1866,19 +2652,26 @@ { "cell_type": "code", "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:18: RuntimeWarning: invalid value encountered in arcsin\n", - "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:18: RuntimeWarning: invalid value encountered in less\n" - ] + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T20:00:14.411693Z", + "iopub.status.busy": "2021-04-23T20:00:14.410958Z", + "iopub.status.idle": "2021-04-23T20:00:15.408178Z", + "shell.execute_reply": "2021-04-23T20:00:15.408696Z" + }, + "papermill": { + "duration": 1.115152, + "end_time": "2021-04-23T20:00:15.408836", + "exception": false, + "start_time": "2021-04-23T20:00:14.293684", + "status": "completed" }, + "tags": [] + }, + "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1904,10 +2697,85 @@ "fig.suptitle(\"Simulated number of putts from\\na few distances\");" ] }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T20:00:15.634874Z", + "iopub.status.busy": "2021-04-23T20:00:15.634259Z", + "iopub.status.idle": "2021-04-23T20:00:23.858018Z", + "shell.execute_reply": "2021-04-23T20:00:23.857449Z" + }, + "papermill": { + "duration": 8.337427, + "end_time": "2021-04-23T20:00:23.858147", + "exception": false, + "start_time": "2021-04-23T20:00:15.520720", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting watermark\r\n", + " Downloading watermark-2.2.0-py2.py3-none-any.whl (6.8 kB)\r\n", + "Requirement already satisfied: ipython in /opt/conda/lib/python3.7/site-packages (from watermark) (7.13.0)\r\n", + "Collecting importlib-metadata<3.0\r\n", + " Downloading importlib_metadata-2.1.1-py2.py3-none-any.whl (10 kB)\r\n", + "Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata<3.0->watermark) (3.1.0)\r\n", + "Requirement already satisfied: setuptools>=18.5 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (46.1.3.post20200325)\r\n", + "Requirement already satisfied: pickleshare in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.7.5)\r\n", + "Requirement already satisfied: traitlets>=4.2 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.3.3)\r\n", + "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (3.0.5)\r\n", + "Requirement already satisfied: pygments in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (2.6.1)\r\n", + "Requirement already satisfied: backcall in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.1.0)\r\n", + "Requirement already satisfied: decorator in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.4.2)\r\n", + "Requirement already satisfied: pexpect in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.8.0)\r\n", + "Requirement already satisfied: jedi>=0.10 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.15.2)\r\n", + "Requirement already satisfied: parso>=0.5.2 in /opt/conda/lib/python3.7/site-packages (from jedi>=0.10->ipython->watermark) (0.5.2)\r\n", + "Requirement already satisfied: ptyprocess>=0.5 in /opt/conda/lib/python3.7/site-packages (from pexpect->ipython->watermark) (0.6.0)\r\n", + "Requirement already satisfied: wcwidth in /opt/conda/lib/python3.7/site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython->watermark) (0.1.9)\r\n", + "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.2->ipython->watermark) (1.14.0)\r\n", + "Requirement already satisfied: decorator in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.4.2)\r\n", + "Requirement already satisfied: ipython-genutils in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.2->ipython->watermark) (0.2.0)\r\n", + "Installing collected packages: importlib-metadata, watermark\r\n", + " Attempting uninstall: importlib-metadata\r\n", + " Found existing installation: importlib-metadata 3.1.1\r\n", + " Uninstalling importlib-metadata-3.1.1:\r\n", + " Successfully uninstalled importlib-metadata-3.1.1\r\n", + "Successfully installed importlib-metadata-2.1.1 watermark-2.2.0\r\n", + "\u001b[33mWARNING: You are using pip version 20.3.1; however, version 21.0.1 is available.\r\n", + "You should consider upgrading via the '/opt/conda/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\r\n" + ] + } + ], + "source": [ + "!pip install watermark" + ] + }, { "cell_type": "code", "execution_count": 34, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2021-04-23T20:00:24.097353Z", + "iopub.status.busy": "2021-04-23T20:00:24.096329Z", + "iopub.status.idle": "2021-04-23T20:00:24.198344Z", + "shell.execute_reply": "2021-04-23T20:00:24.197757Z" + }, + "papermill": { + "duration": 0.224555, + "end_time": "2021-04-23T20:00:24.198472", + "exception": false, + "start_time": "2021-04-23T20:00:23.973917", + "status": "completed" + }, + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -1919,14 +2787,14 @@ "Python version : 3.7.6\n", "IPython version : 7.13.0\n", "\n", + "xarray : 0.16.2\n", "numpy : 1.18.5\n", "arviz : 0.11.2\n", - "scipy : 1.4.1\n", "matplotlib: 3.2.1\n", - "xarray : 0.16.2\n", "pymc3 : 3.11.2\n", - "theano : 1.1.2\n", "pandas : 1.1.5\n", + "scipy : 1.4.1\n", + "theano : 1.1.2\n", "\n", "Watermark: 2.2.0\n", "\n" @@ -1941,7 +2809,16 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.114654, + "end_time": "2021-04-23T20:00:24.427304", + "exception": false, + "start_time": "2021-04-23T20:00:24.312650", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [] } @@ -1962,7 +2839,18 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.7.6" + }, + "papermill": { + "duration": 334.39431, + "end_time": "2021-04-23T20:00:24.649465", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2021-04-23T19:54:50.255155", + "version": "2.1.0" } }, "nbformat": 4, From 4836367df17388a04bc7566a4c4bf9e7ebf7b56c Mon Sep 17 00:00:00 2001 From: Marco Gorelli Date: Fri, 23 Apr 2021 21:05:26 +0100 Subject: [PATCH 06/10] renaming --- examples/case_studies/putting_workflow.ipynb | 183 +------------------ 1 file changed, 1 insertion(+), 182 deletions(-) diff --git a/examples/case_studies/putting_workflow.ipynb b/examples/case_studies/putting_workflow.ipynb index 29f0a2fde..e6d0c7374 100644 --- a/examples/case_studies/putting_workflow.ipynb +++ b/examples/case_studies/putting_workflow.ipynb @@ -1,126 +1,5 @@ { "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:54:55.240249Z", - "iopub.status.busy": "2021-04-23T19:54:55.239231Z", - "iopub.status.idle": "2021-04-23T19:55:33.353195Z", - "shell.execute_reply": "2021-04-23T19:55:33.352515Z" - }, - "papermill": { - "duration": 38.151579, - "end_time": "2021-04-23T19:55:33.353316", - "exception": false, - "start_time": "2021-04-23T19:54:55.201737", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found existing installation: Theano 1.0.5\r\n", - "Uninstalling Theano-1.0.5:\r\n", - " Successfully uninstalled Theano-1.0.5\r\n", - "Found existing installation: Theano-PyMC 1.0.11\r\n", - "Uninstalling Theano-PyMC-1.0.11:\r\n", - " Successfully uninstalled Theano-PyMC-1.0.11\r\n", - "Found existing installation: pymc3 3.10.0\r\n", - "Uninstalling pymc3-3.10.0:\r\n", - " Successfully uninstalled pymc3-3.10.0\r\n", - "Collecting pymc3\r\n", - " Downloading pymc3-3.11.2-py3-none-any.whl (869 kB)\r\n", - "\u001b[K |████████████████████████████████| 869 kB 1.3 MB/s \r\n", - "\u001b[?25hRequirement already satisfied: patsy>=0.5.1 in /opt/conda/lib/python3.7/site-packages (from pymc3) (0.5.1)\r\n", - "Requirement already satisfied: numpy>=1.15.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.18.5)\r\n", - "Requirement already satisfied: scipy>=1.2.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.4.1)\r\n", - "Requirement already satisfied: dill in /opt/conda/lib/python3.7/site-packages (from pymc3) (0.3.3)\r\n", - "Requirement already satisfied: typing-extensions>=3.7.4 in /opt/conda/lib/python3.7/site-packages (from pymc3) (3.7.4.1)\r\n", - "Requirement already satisfied: fastprogress>=0.2.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.0.0)\r\n", - "Requirement already satisfied: pandas>=0.24.0 in /opt/conda/lib/python3.7/site-packages (from pymc3) (1.1.5)\r\n", - "Collecting arviz>=0.11.0\r\n", - " Downloading arviz-0.11.2-py3-none-any.whl (1.6 MB)\r\n", - 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"Successfully built theano-pymc\r\n", - "Installing collected packages: typing-extensions, theano-pymc, semver, cachetools, arviz, pymc3\r\n", - " Attempting uninstall: typing-extensions\r\n", - " Found existing installation: typing-extensions 3.7.4.1\r\n", - " Uninstalling typing-extensions-3.7.4.1:\r\n", - " Successfully uninstalled typing-extensions-3.7.4.1\r\n", - " Attempting uninstall: cachetools\r\n", - " Found existing installation: cachetools 3.1.1\r\n", - " Uninstalling cachetools-3.1.1:\r\n", - " Successfully uninstalled cachetools-3.1.1\r\n", - " Attempting uninstall: arviz\r\n", - " Found existing installation: arviz 0.10.0\r\n", - " Uninstalling arviz-0.10.0:\r\n", - " Successfully uninstalled arviz-0.10.0\r\n", - "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\r\n", - "earthengine-api 0.1.244 requires google-api-python-client>=1.12.1, but you have google-api-python-client 1.8.0 which is incompatible.\r\n", - "bokeh 2.2.3 requires tornado>=5.1, but you have tornado 5.0.2 which is incompatible.\r\n", - "aiobotocore 1.1.2 requires botocore<1.17.45,>=1.17.44, but you have botocore 1.19.31 which is incompatible.\u001b[0m\r\n", - "Successfully installed arviz-0.11.2 cachetools-4.2.1 pymc3-3.11.2 semver-2.13.0 theano-pymc-1.1.2 typing-extensions-3.7.4.3\r\n", - "\u001b[33mWARNING: You are using pip version 20.3.1; however, version 21.0.1 is available.\r\n", - "You should consider upgrading via the '/opt/conda/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\r\n" - ] - } - ], - "source": [ - "!pip uninstall theano theano-pymc pymc3 -y\n", - "!pip install -U pymc3" - ] - }, { "cell_type": "code", "execution_count": 2, @@ -2697,66 +2576,6 @@ "fig.suptitle(\"Simulated number of putts from\\na few distances\");" ] }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T20:00:15.634874Z", - "iopub.status.busy": "2021-04-23T20:00:15.634259Z", - "iopub.status.idle": "2021-04-23T20:00:23.858018Z", - "shell.execute_reply": "2021-04-23T20:00:23.857449Z" - }, - "papermill": { - "duration": 8.337427, - "end_time": "2021-04-23T20:00:23.858147", - "exception": false, - "start_time": "2021-04-23T20:00:15.520720", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting watermark\r\n", - " Downloading watermark-2.2.0-py2.py3-none-any.whl (6.8 kB)\r\n", - "Requirement already satisfied: ipython in /opt/conda/lib/python3.7/site-packages (from watermark) (7.13.0)\r\n", - "Collecting importlib-metadata<3.0\r\n", - " Downloading importlib_metadata-2.1.1-py2.py3-none-any.whl (10 kB)\r\n", - "Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata<3.0->watermark) (3.1.0)\r\n", - "Requirement already satisfied: setuptools>=18.5 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (46.1.3.post20200325)\r\n", - "Requirement already satisfied: pickleshare in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.7.5)\r\n", - "Requirement already satisfied: traitlets>=4.2 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.3.3)\r\n", - "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (3.0.5)\r\n", - "Requirement already satisfied: pygments in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (2.6.1)\r\n", - "Requirement already satisfied: backcall in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.1.0)\r\n", - "Requirement already satisfied: decorator in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.4.2)\r\n", - "Requirement already satisfied: pexpect in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.8.0)\r\n", - "Requirement already satisfied: jedi>=0.10 in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (0.15.2)\r\n", - "Requirement already satisfied: parso>=0.5.2 in /opt/conda/lib/python3.7/site-packages (from jedi>=0.10->ipython->watermark) (0.5.2)\r\n", - "Requirement already satisfied: ptyprocess>=0.5 in /opt/conda/lib/python3.7/site-packages (from pexpect->ipython->watermark) (0.6.0)\r\n", - "Requirement already satisfied: wcwidth in /opt/conda/lib/python3.7/site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython->watermark) (0.1.9)\r\n", - "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.2->ipython->watermark) (1.14.0)\r\n", - "Requirement already satisfied: decorator in /opt/conda/lib/python3.7/site-packages (from ipython->watermark) (4.4.2)\r\n", - "Requirement already satisfied: ipython-genutils in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.2->ipython->watermark) (0.2.0)\r\n", - "Installing collected packages: importlib-metadata, watermark\r\n", - " Attempting uninstall: importlib-metadata\r\n", - " Found existing installation: importlib-metadata 3.1.1\r\n", - " Uninstalling importlib-metadata-3.1.1:\r\n", - " Successfully uninstalled importlib-metadata-3.1.1\r\n", - "Successfully installed importlib-metadata-2.1.1 watermark-2.2.0\r\n", - "\u001b[33mWARNING: You are using pip version 20.3.1; however, version 21.0.1 is available.\r\n", - "You should consider upgrading via the '/opt/conda/bin/python3.7 -m pip install --upgrade pip' command.\u001b[0m\r\n" - ] - } - ], - "source": [ - "!pip install watermark" - ] - }, { "cell_type": "code", "execution_count": 34, @@ -2839,7 +2658,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.8.5" }, "papermill": { "duration": 334.39431, From 251cee3fb88ed9a7a9ec884375262a0f04b464d3 Mon Sep 17 00:00:00 2001 From: Marco Gorelli Date: Fri, 23 Apr 2021 21:06:17 +0100 Subject: [PATCH 07/10] remove metadata --- examples/case_studies/putting_workflow.ipynb | 849 ++----------------- 1 file changed, 57 insertions(+), 792 deletions(-) diff --git a/examples/case_studies/putting_workflow.ipynb b/examples/case_studies/putting_workflow.ipynb index e6d0c7374..3d2ccbd1d 100644 --- a/examples/case_studies/putting_workflow.ipynb +++ b/examples/case_studies/putting_workflow.ipynb @@ -3,22 +3,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:55:33.472357Z", - "iopub.status.busy": "2021-04-23T19:55:33.468315Z", - "iopub.status.idle": "2021-04-23T19:55:37.662220Z", - "shell.execute_reply": "2021-04-23T19:55:37.662715Z" - }, - "papermill": { - "duration": 4.255678, - "end_time": "2021-04-23T19:55:37.662883", - "exception": false, - "start_time": "2021-04-23T19:55:33.407205", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -47,22 +32,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:55:37.777471Z", - "iopub.status.busy": "2021-04-23T19:55:37.776809Z", - "iopub.status.idle": "2021-04-23T19:55:37.780193Z", - "shell.execute_reply": "2021-04-23T19:55:37.779635Z" - }, - "papermill": { - "duration": 0.063407, - "end_time": "2021-04-23T19:55:37.780306", - "exception": false, - "start_time": "2021-04-23T19:55:37.716899", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "RANDOM_SEED = 8927\n", @@ -72,16 +42,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.05406, - "end_time": "2021-04-23T19:55:37.888697", - "exception": false, - "start_time": "2021-04-23T19:55:37.834637", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "# Model building and expansion for golf putting\n", "\n", @@ -93,22 +54,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:55:38.001269Z", - "iopub.status.busy": "2021-04-23T19:55:38.000570Z", - "iopub.status.idle": "2021-04-23T19:55:38.013246Z", - "shell.execute_reply": "2021-04-23T19:55:38.013737Z" - }, - "papermill": { - "duration": 0.070998, - "end_time": "2021-04-23T19:55:38.013891", - "exception": false, - "start_time": "2021-04-23T19:55:37.942893", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "# golf putting data from berry (1996)\n", @@ -143,22 +89,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:55:38.129538Z", - "iopub.status.busy": "2021-04-23T19:55:38.128819Z", - "iopub.status.idle": "2021-04-23T19:55:38.477206Z", - "shell.execute_reply": "2021-04-23T19:55:38.476585Z" - }, - "papermill": { - "duration": 0.407261, - "end_time": "2021-04-23T19:55:38.477324", - "exception": false, - "start_time": "2021-04-23T19:55:38.070063", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -198,16 +129,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.055822, - "end_time": "2021-04-23T19:55:38.589628", - "exception": false, - "start_time": "2021-04-23T19:55:38.533806", - "status": "completed" - }, - "tags": [] - }, + "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", @@ -216,16 +138,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.056168, - "end_time": "2021-04-23T19:55:38.702759", - "exception": false, - "start_time": "2021-04-23T19:55:38.646591", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## Logit model\n", "\n", @@ -243,22 +156,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:55:38.823700Z", - "iopub.status.busy": "2021-04-23T19:55:38.823042Z", - "iopub.status.idle": "2021-04-23T19:56:16.635777Z", - "shell.execute_reply": "2021-04-23T19:56:16.636323Z" - }, - "papermill": { - "duration": 37.877667, - "end_time": "2021-04-23T19:56:16.636546", - "exception": false, - "start_time": "2021-04-23T19:55:38.758879", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -347,16 +245,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.056809, - "end_time": "2021-04-23T19:56:16.750024", - "exception": false, - "start_time": "2021-04-23T19:56:16.693215", - "status": "completed" - }, - "tags": [] - }, + "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." ] @@ -364,22 +253,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:56:16.871304Z", - "iopub.status.busy": "2021-04-23T19:56:16.870627Z", - "iopub.status.idle": "2021-04-23T19:57:03.312599Z", - "shell.execute_reply": "2021-04-23T19:57:03.313126Z" - }, - "papermill": { - "duration": 46.506445, - "end_time": "2021-04-23T19:57:03.313285", - "exception": false, - "start_time": "2021-04-23T19:56:16.806840", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -495,16 +369,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.05723, - "end_time": "2021-04-23T19:57:03.428681", - "exception": false, - "start_time": "2021-04-23T19:57:03.371451", - "status": "completed" - }, - "tags": [] - }, + "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", @@ -514,22 +379,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:57:03.569734Z", - "iopub.status.busy": "2021-04-23T19:57:03.559143Z", - "iopub.status.idle": "2021-04-23T19:57:07.542168Z", - "shell.execute_reply": "2021-04-23T19:57:07.542693Z" - }, - "papermill": { - "duration": 4.055662, - "end_time": "2021-04-23T19:57:07.542857", - "exception": false, - "start_time": "2021-04-23T19:57:03.487195", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -612,16 +462,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.062416, - "end_time": "2021-04-23T19:57:07.667929", - "exception": false, - "start_time": "2021-04-23T19:57:07.605513", - "status": "completed" - }, - "tags": [] - }, + "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:" ] @@ -629,22 +470,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:57:07.800540Z", - "iopub.status.busy": "2021-04-23T19:57:07.799748Z", - "iopub.status.idle": "2021-04-23T19:57:07.806255Z", - "shell.execute_reply": "2021-04-23T19:57:07.805682Z" - }, - "papermill": { - "duration": 0.076385, - "end_time": "2021-04-23T19:57:07.806369", - "exception": false, - "start_time": "2021-04-23T19:57:07.729984", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -663,16 +489,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.061911, - "end_time": "2021-04-23T19:57:07.930970", - "exception": false, - "start_time": "2021-04-23T19:57:07.869059", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "The lesson from this is that\n", "\n", @@ -698,16 +515,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.062451, - "end_time": "2021-04-23T19:57:08.055264", - "exception": false, - "start_time": "2021-04-23T19:57:07.992813", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## Geometry-based model\n", "\n", @@ -729,22 +537,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:57:08.185652Z", - "iopub.status.busy": "2021-04-23T19:57:08.184987Z", - "iopub.status.idle": "2021-04-23T19:57:08.555297Z", - "shell.execute_reply": "2021-04-23T19:57:08.555786Z" - }, - "papermill": { - "duration": 0.437898, - "end_time": "2021-04-23T19:57:08.555957", - "exception": false, - "start_time": "2021-04-23T19:57:08.118059", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -778,16 +571,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.065698, - "end_time": "2021-04-23T19:57:08.687532", - "exception": false, - "start_time": "2021-04-23T19:57:08.621834", - "status": "completed" - }, - "tags": [] - }, + "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", @@ -798,22 +582,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:57:08.823233Z", - "iopub.status.busy": "2021-04-23T19:57:08.822510Z", - "iopub.status.idle": "2021-04-23T19:57:19.790228Z", - "shell.execute_reply": "2021-04-23T19:57:19.789681Z" - }, - "papermill": { - "duration": 11.036146, - "end_time": "2021-04-23T19:57:19.790347", - "exception": false, - "start_time": "2021-04-23T19:57:08.754201", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -907,16 +676,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.066203, - "end_time": "2021-04-23T19:57:19.923445", - "exception": false, - "start_time": "2021-04-23T19:57:19.857242", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "### Prior Predictive Checks\n", "\n", @@ -928,22 +688,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:57:20.087369Z", - "iopub.status.busy": "2021-04-23T19:57:20.071402Z", - "iopub.status.idle": "2021-04-23T19:57:24.648614Z", - "shell.execute_reply": "2021-04-23T19:57:24.649165Z" - }, - "papermill": { - "duration": 4.659732, - "end_time": "2021-04-23T19:57:24.649311", - "exception": false, - "start_time": "2021-04-23T19:57:19.989579", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -978,16 +723,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.074509, - "end_time": "2021-04-23T19:57:24.799966", - "exception": false, - "start_time": "2021-04-23T19:57:24.725457", - "status": "completed" - }, - "tags": [] - }, + "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." ] @@ -995,22 +731,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:57:24.965415Z", - "iopub.status.busy": "2021-04-23T19:57:24.960198Z", - "iopub.status.idle": "2021-04-23T19:57:44.594853Z", - "shell.execute_reply": "2021-04-23T19:57:44.595519Z" - }, - "papermill": { - "duration": 19.718655, - "end_time": "2021-04-23T19:57:44.595660", - "exception": false, - "start_time": "2021-04-23T19:57:24.877005", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1050,22 +771,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:57:44.768578Z", - "iopub.status.busy": "2021-04-23T19:57:44.766919Z", - "iopub.status.idle": "2021-04-23T19:57:48.910992Z", - "shell.execute_reply": "2021-04-23T19:57:48.910423Z" - }, - "papermill": { - "duration": 4.239325, - "end_time": "2021-04-23T19:57:48.911114", - "exception": false, - "start_time": "2021-04-23T19:57:44.671789", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1113,16 +819,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.079224, - "end_time": "2021-04-23T19:57:49.070125", - "exception": false, - "start_time": "2021-04-23T19:57:48.990901", - "status": "completed" - }, - "tags": [] - }, + "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:" ] @@ -1130,22 +827,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:57:49.239706Z", - "iopub.status.busy": "2021-04-23T19:57:49.238335Z", - "iopub.status.idle": "2021-04-23T19:57:51.872130Z", - "shell.execute_reply": "2021-04-23T19:57:51.871536Z" - }, - "papermill": { - "duration": 2.724489, - "end_time": "2021-04-23T19:57:51.872244", - "exception": false, - "start_time": "2021-04-23T19:57:49.147755", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -1163,16 +845,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.078173, - "end_time": "2021-04-23T19:57:52.029080", - "exception": false, - "start_time": "2021-04-23T19:57:51.950907", - "status": "completed" - }, - "tags": [] - }, + "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!" ] @@ -1180,22 +853,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:57:52.205333Z", - "iopub.status.busy": "2021-04-23T19:57:52.199449Z", - "iopub.status.idle": "2021-04-23T19:57:53.659462Z", - "shell.execute_reply": "2021-04-23T19:57:53.658799Z" - }, - "papermill": { - "duration": 1.550807, - "end_time": "2021-04-23T19:57:53.659582", - "exception": false, - "start_time": "2021-04-23T19:57:52.108775", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1230,16 +888,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.079385, - "end_time": "2021-04-23T19:57:53.818589", - "exception": false, - "start_time": "2021-04-23T19:57:53.739204", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## New Data!\n", "\n", @@ -1249,22 +898,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:57:53.989829Z", - "iopub.status.busy": "2021-04-23T19:57:53.988800Z", - "iopub.status.idle": "2021-04-23T19:57:53.992077Z", - "shell.execute_reply": "2021-04-23T19:57:53.991361Z" - }, - "papermill": { - "duration": 0.091885, - "end_time": "2021-04-23T19:57:53.992189", - "exception": false, - "start_time": "2021-04-23T19:57:53.900304", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "# golf putting data from Broadie (2018)\n", @@ -1307,22 +941,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:57:54.179802Z", - "iopub.status.busy": "2021-04-23T19:57:54.167253Z", - "iopub.status.idle": "2021-04-23T19:57:58.075258Z", - "shell.execute_reply": "2021-04-23T19:57:58.076053Z" - }, - "papermill": { - "duration": 4.002864, - "end_time": "2021-04-23T19:57:58.076246", - "exception": false, - "start_time": "2021-04-23T19:57:54.073382", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1350,32 +969,14 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.083038, - "end_time": "2021-04-23T19:57:58.260694", - "exception": false, - "start_time": "2021-04-23T19:57:58.177656", - "status": "completed" - }, - "tags": [] - }, + "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": { - "papermill": { - "duration": 0.08202, - "end_time": "2021-04-23T19:57:58.441916", - "exception": false, - "start_time": "2021-04-23T19:57:58.359896", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## Fitting the model on the new data\n", "\n", @@ -1385,22 +986,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:57:58.684033Z", - "iopub.status.busy": "2021-04-23T19:57:58.647863Z", - "iopub.status.idle": "2021-04-23T19:58:08.768844Z", - "shell.execute_reply": "2021-04-23T19:58:08.769360Z" - }, - "papermill": { - "duration": 10.245556, - "end_time": "2021-04-23T19:58:08.769513", - "exception": false, - "start_time": "2021-04-23T19:57:58.523957", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1440,22 +1026,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:58:08.950515Z", - "iopub.status.busy": "2021-04-23T19:58:08.949293Z", - "iopub.status.idle": "2021-04-23T19:58:16.486616Z", - "shell.execute_reply": "2021-04-23T19:58:16.485896Z" - }, - "papermill": { - "duration": 7.634634, - "end_time": "2021-04-23T19:58:16.486735", - "exception": false, - "start_time": "2021-04-23T19:58:08.852101", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1490,16 +1061,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.086028, - "end_time": "2021-04-23T19:58:16.659826", - "exception": false, - "start_time": "2021-04-23T19:58:16.573798", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## A model incorporating distance to hole\n", "\n", @@ -1524,22 +1086,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:58:16.844638Z", - "iopub.status.busy": "2021-04-23T19:58:16.843773Z", - "iopub.status.idle": "2021-04-23T19:58:18.316497Z", - "shell.execute_reply": "2021-04-23T19:58:18.314838Z" - }, - "papermill": { - "duration": 1.571568, - "end_time": "2021-04-23T19:58:18.316617", - "exception": false, - "start_time": "2021-04-23T19:58:16.745049", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1670,32 +1217,14 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.085757, - "end_time": "2021-04-23T19:58:18.489508", - "exception": false, - "start_time": "2021-04-23T19:58:18.403751", - "status": "completed" - }, - "tags": [] - }, + "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": { - "papermill": { - "duration": 0.085339, - "end_time": "2021-04-23T19:58:18.660650", - "exception": false, - "start_time": "2021-04-23T19:58:18.575311", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## Fitting the distance angle model" ] @@ -1703,22 +1232,7 @@ { "cell_type": "code", "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:58:18.856955Z", - "iopub.status.busy": "2021-04-23T19:58:18.841298Z", - "iopub.status.idle": "2021-04-23T19:58:43.071975Z", - "shell.execute_reply": "2021-04-23T19:58:43.070746Z" - }, - "papermill": { - "duration": 24.325558, - "end_time": "2021-04-23T19:58:43.072099", - "exception": false, - "start_time": "2021-04-23T19:58:18.746541", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1758,22 +1272,7 @@ { "cell_type": "code", "execution_count": 23, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:58:43.261726Z", - "iopub.status.busy": "2021-04-23T19:58:43.260671Z", - "iopub.status.idle": "2021-04-23T19:58:55.413171Z", - "shell.execute_reply": "2021-04-23T19:58:55.412636Z" - }, - "papermill": { - "duration": 12.254595, - "end_time": "2021-04-23T19:58:55.413291", - "exception": false, - "start_time": "2021-04-23T19:58:43.158696", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1836,16 +1335,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.088649, - "end_time": "2021-04-23T19:58:55.592138", - "exception": false, - "start_time": "2021-04-23T19:58:55.503489", - "status": "completed" - }, - "tags": [] - }, + "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." ] @@ -1853,22 +1343,7 @@ { "cell_type": "code", "execution_count": 24, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:58:55.819531Z", - "iopub.status.busy": "2021-04-23T19:58:55.809287Z", - "iopub.status.idle": "2021-04-23T19:59:03.933148Z", - "shell.execute_reply": "2021-04-23T19:59:03.932578Z" - }, - "papermill": { - "duration": 8.25267, - "end_time": "2021-04-23T19:59:03.933258", - "exception": false, - "start_time": "2021-04-23T19:58:55.680588", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -1928,16 +1403,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.090943, - "end_time": "2021-04-23T19:59:04.116327", - "exception": false, - "start_time": "2021-04-23T19:59:04.025384", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## A new model\n", "\n", @@ -1952,22 +1418,7 @@ { "cell_type": "code", "execution_count": 25, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:59:04.349246Z", - "iopub.status.busy": "2021-04-23T19:59:04.312786Z", - "iopub.status.idle": "2021-04-23T19:59:09.621170Z", - "shell.execute_reply": "2021-04-23T19:59:09.620132Z" - }, - "papermill": { - "duration": 5.41345, - "end_time": "2021-04-23T19:59:09.621306", - "exception": false, - "start_time": "2021-04-23T19:59:04.207856", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -2112,22 +1563,7 @@ { "cell_type": "code", "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:59:09.836008Z", - "iopub.status.busy": "2021-04-23T19:59:09.820677Z", - "iopub.status.idle": "2021-04-23T19:59:54.558141Z", - "shell.execute_reply": "2021-04-23T19:59:54.557421Z" - }, - "papermill": { - "duration": 44.844637, - "end_time": "2021-04-23T19:59:54.558261", - "exception": false, - "start_time": "2021-04-23T19:59:09.713624", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -2197,22 +1633,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T19:59:54.760679Z", - "iopub.status.busy": "2021-04-23T19:59:54.753881Z", - "iopub.status.idle": "2021-04-23T20:00:11.806261Z", - "shell.execute_reply": "2021-04-23T20:00:11.805591Z" - }, - "papermill": { - "duration": 17.154692, - "end_time": "2021-04-23T20:00:11.806375", - "exception": false, - "start_time": "2021-04-23T19:59:54.651683", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -2256,16 +1677,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.094983, - "end_time": "2021-04-23T20:00:11.999297", - "exception": false, - "start_time": "2021-04-23T20:00:11.904314", - "status": "completed" - }, - "tags": [] - }, + "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:" ] @@ -2273,22 +1685,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T20:00:12.200863Z", - "iopub.status.busy": "2021-04-23T20:00:12.199897Z", - "iopub.status.idle": "2021-04-23T20:00:12.495547Z", - "shell.execute_reply": "2021-04-23T20:00:12.496080Z" - }, - "papermill": { - "duration": 0.400616, - "end_time": "2021-04-23T20:00:12.496222", - "exception": false, - "start_time": "2021-04-23T20:00:12.095606", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -2321,16 +1718,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.097616, - "end_time": "2021-04-23T20:00:12.693215", - "exception": false, - "start_time": "2021-04-23T20:00:12.595599", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "source": [ "## Beyond prediction\n", "\n", @@ -2347,22 +1735,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T20:00:12.912355Z", - "iopub.status.busy": "2021-04-23T20:00:12.909012Z", - "iopub.status.idle": "2021-04-23T20:00:13.198278Z", - "shell.execute_reply": "2021-04-23T20:00:13.198792Z" - }, - "papermill": { - "duration": 0.405606, - "end_time": "2021-04-23T20:00:13.198928", - "exception": false, - "start_time": "2021-04-23T20:00:12.793322", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -2420,22 +1793,7 @@ { "cell_type": "code", "execution_count": 30, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T20:00:13.415368Z", - "iopub.status.busy": "2021-04-23T20:00:13.413323Z", - "iopub.status.idle": "2021-04-23T20:00:13.731336Z", - "shell.execute_reply": "2021-04-23T20:00:13.731843Z" - }, - "papermill": { - "duration": 0.428266, - "end_time": "2021-04-23T20:00:13.731994", - "exception": false, - "start_time": "2021-04-23T20:00:13.303728", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -2454,16 +1812,7 @@ }, { "cell_type": "markdown", - "metadata": { - "papermill": { - "duration": 0.10789, - "end_time": "2021-04-23T20:00:13.950461", - "exception": false, - "start_time": "2021-04-23T20:00:13.842571", - "status": "completed" - }, - "tags": [] - }, + "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", @@ -2473,22 +1822,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T20:00:14.183304Z", - "iopub.status.busy": "2021-04-23T20:00:14.182611Z", - "iopub.status.idle": "2021-04-23T20:00:14.185908Z", - "shell.execute_reply": "2021-04-23T20:00:14.185369Z" - }, - "papermill": { - "duration": 0.126914, - "end_time": "2021-04-23T20:00:14.186090", - "exception": false, - "start_time": "2021-04-23T20:00:14.059176", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [ "def expected_num_putts(trace, distance_to_hole, trials=100_000):\n", @@ -2531,22 +1865,7 @@ { "cell_type": "code", "execution_count": 32, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T20:00:14.411693Z", - "iopub.status.busy": "2021-04-23T20:00:14.410958Z", - "iopub.status.idle": "2021-04-23T20:00:15.408178Z", - "shell.execute_reply": "2021-04-23T20:00:15.408696Z" - }, - "papermill": { - "duration": 1.115152, - "end_time": "2021-04-23T20:00:15.408836", - "exception": false, - "start_time": "2021-04-23T20:00:14.293684", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { @@ -2579,22 +1898,7 @@ { "cell_type": "code", "execution_count": 34, - "metadata": { - "execution": { - "iopub.execute_input": "2021-04-23T20:00:24.097353Z", - "iopub.status.busy": "2021-04-23T20:00:24.096329Z", - "iopub.status.idle": "2021-04-23T20:00:24.198344Z", - "shell.execute_reply": "2021-04-23T20:00:24.197757Z" - }, - "papermill": { - "duration": 0.224555, - "end_time": "2021-04-23T20:00:24.198472", - "exception": false, - "start_time": "2021-04-23T20:00:23.973917", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -2628,50 +1932,11 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "papermill": { - "duration": 0.114654, - "end_time": "2021-04-23T20:00:24.427304", - "exception": false, - "start_time": "2021-04-23T20:00:24.312650", - "status": "completed" - }, - "tags": [] - }, + "metadata": {}, "outputs": [], "source": [] } ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.5" - }, - "papermill": { - "duration": 334.39431, - "end_time": "2021-04-23T20:00:24.649465", - "environment_variables": {}, - "exception": null, - "input_path": "__notebook__.ipynb", - "output_path": "__notebook__.ipynb", - "parameters": {}, - "start_time": "2021-04-23T19:54:50.255155", - "version": "2.1.0" - } - }, "nbformat": 4, "nbformat_minor": 4 } From 21c4831144b961ce4c72fe0d155a414aa17816d9 Mon Sep 17 00:00:00 2001 From: Marco Gorelli Date: Fri, 23 Apr 2021 21:16:46 +0100 Subject: [PATCH 08/10] fixup, make readable --- examples/case_studies/putting_workflow.ipynb | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) diff --git a/examples/case_studies/putting_workflow.ipynb b/examples/case_studies/putting_workflow.ipynb index 3d2ccbd1d..1e231b9cd 100644 --- a/examples/case_studies/putting_workflow.ipynb +++ b/examples/case_studies/putting_workflow.ipynb @@ -57,6 +57,7 @@ "metadata": {}, "outputs": [], "source": [ + "rr.mean(axis=0)\n", "# golf putting data from berry (1996)\n", "golf_data = \"\"\"distance tries successes\n", "2 1443 1346\n", @@ -1937,6 +1938,25 @@ "source": [] } ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, "nbformat": 4, "nbformat_minor": 4 } From 55936e5e2bee7cc1de946b3858cf127af182ba6e Mon Sep 17 00:00:00 2001 From: Marco Gorelli Date: Sun, 25 Apr 2021 13:00:17 +0100 Subject: [PATCH 09/10] use .item(), dont use combined trace where possible --- examples/case_studies/putting_workflow.ipynb | 81 ++++++++++---------- 1 file changed, 41 insertions(+), 40 deletions(-) diff --git a/examples/case_studies/putting_workflow.ipynb b/examples/case_studies/putting_workflow.ipynb index 1e231b9cd..f76148358 100644 --- a/examples/case_studies/putting_workflow.ipynb +++ b/examples/case_studies/putting_workflow.ipynb @@ -57,7 +57,6 @@ "metadata": {}, "outputs": [], "source": [ - "rr.mean(axis=0)\n", "# golf putting data from berry (1996)\n", "golf_data = \"\"\"distance tries successes\n", "2 1443 1346\n", @@ -178,11 +177,11 @@ "\n", "19\n", "\n", - "\n", + "\n", "\n", - "a\n", + "b\n", "\n", - "a\n", + "b\n", "~\n", "Normal\n", "\n", @@ -194,23 +193,23 @@ "~\n", "Binomial\n", "\n", - "\n", - "\n", - "a->success\n", + "\n", + "\n", + "b->success\n", "\n", "\n", "\n", - "\n", + "\n", "\n", - "b\n", + "a\n", "\n", - "b\n", + "a\n", "~\n", "Normal\n", "\n", - "\n", - "\n", - "b->success\n", + "\n", + "\n", + "a->success\n", "\n", "\n", "\n", @@ -218,7 +217,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -482,8 +481,10 @@ } ], "source": [ - "prob_at_50 = float(\n", - " scipy.special.expit(logit_trace_combined[\"a\"] * 50 + logit_trace_combined[\"b\"]).mean()\n", + "prob_at_50 = (\n", + " scipy.special.expit(logit_trace.posterior[\"a\"] * 50 + logit_trace.posterior[\"b\"])\n", + " .mean((\"chain\", \"draw\"))\n", + " .item()\n", ")\n", "print(f\"{100 * prob_at_50:.5f}%\")" ] @@ -502,13 +503,13 @@ "\n", "```python\n", "# Right!\n", - "scipy.special.expit(logit_trace_combined[\"a\"] * 50 + logit_trace_combined[\"b\"]).mean()\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_combined[\"a\"].mean() * 50 + logit_trace_combined[\"b\"].mean())\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." @@ -613,7 +614,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_goes_in\n", "\n", "p_goes_in\n", @@ -627,7 +628,7 @@ "\n", "\n", "\n", - "\n", + "\n", "success\n", "\n", "success\n", @@ -644,7 +645,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -752,7 +753,7 @@ " }\n", " \n", " \n", - " 100.00% [4000/4000 00:01<00:00 Sampling 2 chains, 0 divergences]\n", + " 100.00% [4000/4000 00:02<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -840,7 +841,7 @@ ], "source": [ "print(\n", - " f\"{100 * float(forward_angle_model(angle_trace_combined['variance_of_shot'], np.array([50])).mean()):.2f}% vs {100*prob_at_50:.5f}%\"\n", + " f\"{100 * forward_angle_model(angle_trace_combined['variance_of_shot'], np.array([50])).mean().item():.2f}% vs {100*prob_at_50:.5f}%\"\n", ")" ] }, @@ -1161,13 +1162,13 @@ "Binomial\n", "\n", "\n", - "\n", + "\n", "p_good_distance->success\n", "\n", "\n", "\n", "\n", - "\n", + "\n", "p_good_angle->success\n", "\n", "\n", @@ -1176,7 +1177,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -1364,7 +1365,7 @@ " }\n", " \n", " \n", - " 100.00% [2000/2000 00:06<00:00]\n", + " 100.00% [2000/2000 00:07<00:00]\n", " \n", " " ], @@ -1471,7 +1472,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_good_angle\n", "\n", "p_good_angle\n", @@ -1493,7 +1494,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_success\n", "\n", "p_success\n", @@ -1501,19 +1502,19 @@ "Normal\n", "\n", "\n", - "\n", + "\n", "dispersion->p_success\n", "\n", "\n", "\n", "\n", - "\n", + "\n", "p_good_distance->p_success\n", "\n", "\n", "\n", "\n", - "\n", + "\n", "p_good_angle->p_success\n", "\n", "\n", @@ -1522,7 +1523,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 25, @@ -1613,7 +1614,7 @@ " }\n", " \n", " \n", - " 100.00% [2000/2000 00:10<00:00]\n", + " 100.00% [2000/2000 00:12<00:00]\n", " \n", " " ], @@ -1898,27 +1899,27 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Fri Apr 23 2021\n", + "Last updated: Sun Apr 25 2021\n", "\n", "Python implementation: CPython\n", "Python version : 3.7.6\n", "IPython version : 7.13.0\n", "\n", + "pymc3 : 3.11.2\n", + "pandas : 1.1.5\n", "xarray : 0.16.2\n", "numpy : 1.18.5\n", "arviz : 0.11.2\n", + "theano : 1.1.2\n", "matplotlib: 3.2.1\n", - "pymc3 : 3.11.2\n", - "pandas : 1.1.5\n", "scipy : 1.4.1\n", - "theano : 1.1.2\n", "\n", "Watermark: 2.2.0\n", "\n" @@ -1954,7 +1955,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.7.6" } }, "nbformat": 4, From 582bc58bb058a57429e39cff380619e02b72f808 Mon Sep 17 00:00:00 2001 From: Marco Gorelli Date: Tue, 27 Apr 2021 21:19:57 +0100 Subject: [PATCH 10/10] sd -> sigma --- examples/case_studies/putting_workflow.ipynb | 262 +++++++++---------- 1 file changed, 131 insertions(+), 131 deletions(-) diff --git a/examples/case_studies/putting_workflow.ipynb b/examples/case_studies/putting_workflow.ipynb index f76148358..b687d0b16 100644 --- a/examples/case_studies/putting_workflow.ipynb +++ b/examples/case_studies/putting_workflow.ipynb @@ -177,11 +177,11 @@ "\n", "19\n", "\n", - "\n", + "\n", "\n", - "b\n", + "a\n", "\n", - "b\n", + "a\n", "~\n", "Normal\n", "\n", @@ -193,23 +193,23 @@ "~\n", "Binomial\n", "\n", - "\n", - "\n", - "b->success\n", + "\n", + "\n", + "a->success\n", "\n", "\n", "\n", - "\n", + "\n", "\n", - "a\n", + "b\n", "\n", - "a\n", + "b\n", "~\n", "Normal\n", "\n", - "\n", - "\n", - "a->success\n", + "\n", + "\n", + "b->success\n", "\n", "\n", "\n", @@ -217,7 +217,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -614,7 +614,7 @@ "HalfNormal\n", "\n", "\n", - "\n", + "\n", "p_goes_in\n", "\n", "p_goes_in\n", @@ -628,7 +628,7 @@ "\n", "\n", "\n", - "\n", + "\n", "success\n", "\n", "success\n", @@ -645,7 +645,7 @@ "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -1008,7 +1008,7 @@ " }\n", " \n", " \n", - " 100.00% [4000/4000 00:06<00:00 Sampling 2 chains, 1,056 divergences]\n", + " 100.00% [4000/4000 00:07<00:00 Sampling 2 chains, 1,056 divergences]\n", " \n", " " ], @@ -1106,78 +1106,78 @@ "\n", "\n", "cluster31\n", - "\n", - "31\n", + "\n", + "31\n", "\n", - "\n", + "\n", "\n", + "variance_of_shot\n", + "\n", + "variance_of_shot\n", + "~\n", + "HalfNormal\n", + "\n", + "\n", + "\n", + "p_good_angle\n", + "\n", + "p_good_angle\n", + "~\n", + "Deterministic\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", + "variance_of_distance\n", + "~\n", + "HalfNormal\n", "\n", "\n", "\n", "p_good_distance\n", - "\n", - "p_good_distance\n", - "~\n", - "Deterministic\n", + "\n", + "p_good_distance\n", + "~\n", + "Deterministic\n", "\n", "\n", "\n", "variance_of_distance->p_good_distance\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "variance_of_shot\n", - "\n", - "variance_of_shot\n", - "~\n", - "HalfNormal\n", - "\n", - "\n", - "\n", - "p_good_angle\n", - "\n", - "p_good_angle\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "variance_of_shot->p_good_angle\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "success\n", - "\n", - "success\n", - "~\n", - "Binomial\n", + "\n", + "success\n", + "~\n", + "Binomial\n", "\n", "\n", - "\n", + "\n", "p_good_distance->success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "p_good_angle->success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -1365,7 +1365,7 @@ " }\n", " \n", " \n", - " 100.00% [2000/2000 00:07<00:00]\n", + " 100.00% [2000/2000 00:06<00:00]\n", " \n", " " ], @@ -1431,99 +1431,99 @@ "\n", "\n", - "\n", + "\n", "\n", "%3\n", - "\n", + "\n", "\n", "cluster31\n", - "\n", - "31\n", - "\n", - "\n", - "\n", - "variance_of_distance\n", - "\n", - "variance_of_distance\n", - "~\n", - "HalfNormal\n", - "\n", - "\n", - "\n", - "p_good_distance\n", - "\n", - "p_good_distance\n", - "~\n", - "Deterministic\n", - "\n", - "\n", - "\n", - "variance_of_distance->p_good_distance\n", - "\n", - "\n", + "\n", + "31\n", "\n", "\n", - "\n", + "\n", "variance_of_shot\n", - "\n", - "variance_of_shot\n", - "~\n", - "HalfNormal\n", + "\n", + "variance_of_shot\n", + "~\n", + "HalfNormal\n", "\n", "\n", "\n", "p_good_angle\n", - "\n", - "p_good_angle\n", - "~\n", - "Deterministic\n", + "\n", + "p_good_angle\n", + "~\n", + "Deterministic\n", "\n", "\n", "\n", "variance_of_shot->p_good_angle\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "dispersion\n", - "\n", - "dispersion\n", - "~\n", - "HalfNormal\n", + "\n", + "dispersion\n", + "~\n", + "HalfNormal\n", "\n", "\n", "\n", "p_success\n", - "\n", - "p_success\n", - "~\n", - "Normal\n", + "\n", + "p_success\n", + "~\n", + "Normal\n", "\n", "\n", "\n", "dispersion->p_success\n", - "\n", - "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "variance_of_distance\n", + "\n", + "variance_of_distance\n", + "~\n", + "HalfNormal\n", + "\n", + "\n", + "\n", + "p_good_distance\n", + "\n", + "p_good_distance\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "variance_of_distance->p_good_distance\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "p_good_distance->p_success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", - "\n", + "\n", "p_good_angle->p_success\n", - "\n", - "\n", + "\n", + "\n", "\n", "\n", "\n" ], "text/plain": [ - "" + "" ] }, "execution_count": 25, @@ -1553,7 +1553,7 @@ " p_success = pm.Normal(\n", " \"p_success\",\n", " mu=p,\n", - " sd=tt.sqrt(((p * (1 - p)) / golf_data.tries) + dispersion ** 2),\n", + " sigma=tt.sqrt(((p * (1 - p)) / golf_data.tries) + dispersion ** 2),\n", " observed=golf_data.successes / golf_data.tries,\n", " )\n", " return distance_angle_model\n", @@ -1585,7 +1585,7 @@ " }\n", " \n", " \n", - " 100.00% [4000/4000 00:05<00:00 Sampling 2 chains, 0 divergences]\n", + " 100.00% [4000/4000 00:06<00:00 Sampling 2 chains, 0 divergences]\n", " \n", " " ], @@ -1614,7 +1614,7 @@ " }\n", " \n", " \n", - " 100.00% [2000/2000 00:12<00:00]\n", + " 100.00% [2000/2000 00:10<00:00]\n", " \n", " " ], @@ -1639,7 +1639,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -1871,7 +1871,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1906,19 +1906,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Sun Apr 25 2021\n", + "Last updated: Tue Apr 27 2021\n", "\n", "Python implementation: CPython\n", "Python version : 3.7.6\n", "IPython version : 7.13.0\n", "\n", "pymc3 : 3.11.2\n", + "theano : 1.1.2\n", + "arviz : 0.11.2\n", + "matplotlib: 3.2.1\n", "pandas : 1.1.5\n", "xarray : 0.16.2\n", "numpy : 1.18.5\n", - "arviz : 0.11.2\n", - "theano : 1.1.2\n", - "matplotlib: 3.2.1\n", "scipy : 1.4.1\n", "\n", "Watermark: 2.2.0\n",