From bda75d0e21512563e26b32e716bb1766561f3ab5 Mon Sep 17 00:00:00 2001
From: Yifan Wang <yifan.wang@aei.mpg.de>
Date: Sun, 22 May 2022 21:50:58 +0000
Subject: [PATCH] upload notebooks

---
 .../1-plot-GW190521-GW191109-GW200220.ipynb   |   23 +-
 notebook/1-plot-GW190521-GW191109.ipynb       | 2138 +++++++++++++++--
 notebook/2-makeMpv.ipynb                      | 1290 ----------
 notebook/3-plot-waveform.ipynb                |    4 +-
 notebook/GW190521plot.ipynb                   |  340 +++
 notebook/GW191109-plot.ipynb                  |  529 ++++
 6 files changed, 2871 insertions(+), 1453 deletions(-)
 create mode 100644 notebook/GW190521plot.ipynb
 create mode 100644 notebook/GW191109-plot.ipynb

diff --git a/notebook/1-plot-GW190521-GW191109-GW200220.ipynb b/notebook/1-plot-GW190521-GW191109-GW200220.ipynb
index 3313de0..0b3ec8e 100644
--- a/notebook/1-plot-GW190521-GW191109-GW200220.ipynb
+++ b/notebook/1-plot-GW190521-GW191109-GW200220.ipynb
@@ -377,23 +377,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 1,
    "id": "2b6d8f06",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "['#0072B2', '#009E73', '#D55E00', '#CC79A7', '#F0E442', '#56B4E9']"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "NameError",
+     "evalue": "name 'matplotlib' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m/local/user/yifan.wang/ipykernel_3285978/1511099479.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;34m[\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'color'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrcParams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'axes.prop_cycle'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'matplotlib' is not defined"
+     ]
     }
    ],
    "source": [
-    "[c['color'] for c in matplotlib.rcParams['axes.prop_cycle']]      "
+    "[c['color'] for c in matplotlib.rcParams['axes.prop_cycle']]  \n",
+    "plt.figure()\n",
+    "plt.plot([1,2],color=c)"
    ]
   },
   {
diff --git a/notebook/1-plot-GW190521-GW191109.ipynb b/notebook/1-plot-GW190521-GW191109.ipynb
index 39298bc..1e53795 100644
--- a/notebook/1-plot-GW190521-GW191109.ipynb
+++ b/notebook/1-plot-GW190521-GW191109.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 19,
    "id": "8cf15b3c",
    "metadata": {},
    "outputs": [],
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 20,
    "id": "d5332cc4",
    "metadata": {},
    "outputs": [],
@@ -31,7 +31,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 21,
    "id": "0dd8e4c7",
    "metadata": {},
    "outputs": [],
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 22,
    "id": "29a5dff2",
    "metadata": {},
    "outputs": [],
@@ -64,13 +64,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 23,
    "id": "29d23980",
    "metadata": {},
    "outputs": [],
    "source": [
-    "filenames = {'GW190521': '/work/yifan.wang/gw190521_xrerun/t3-localrun/0_700/result.hdf',\n",
-    "             'GW191109': '/work/yifan.wang/testingGR-o3b/t2-o3bevents/o3btgr_output/samples_files/H1L1V1-INFERENCE_GW191109_010717-1126259200-400.hdf'}\n",
+    "filenames = {'GW190521': '/work/yifan.wang/testingGR-o3b/t4-mpi-massive/GW190521-mpv1000/extract.hdf',\n",
+    "             'GW191109': \n",
+    "'/work/yifan.wang/testingGR-o3b/t4-mpi-massive/GW191109-xphm-mpv1000/extract.hdf'}\n",
     "samples = {}\n",
     "for lbl, fn in filenames.items():\n",
     "    fp = io.loadfile(fn, 'r')\n",
@@ -81,7 +82,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 24,
    "id": "a94f9251",
    "metadata": {},
    "outputs": [],
@@ -94,30 +95,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 25,
    "id": "fc371486",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'GW190521': rec.array([(-27873.26400656, 1.43400538, 83.26078987, 436.04949975),\n",
-       "            (-27875.2432163 , 1.64651789, 71.57790771, 541.07468378),\n",
-       "            (-27875.26155477, 1.73495024, 74.09536189, 440.63653902), ...,\n",
-       "            (-27880.60033757, 1.29027691, 63.38915481, 277.02222192),\n",
-       "            (-27869.3461176 , 1.50594504, 95.44301611, 381.03490203),\n",
-       "            (-27877.14788405, 1.28679349, 79.98899193, 313.76083404)],\n",
-       "           dtype=[('loglikelihood', '<f8'), ('q', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8')]),\n",
-       " 'GW191109': rec.array([(-17938.05582598, 1.26533831, 53.21310226, 197.79672422),\n",
-       "            (-17942.74637522, 1.02073016, 52.43607729, 329.71287488),\n",
-       "            (-17942.07580232, 2.19670947, 41.9276795 , 180.19740616), ...,\n",
-       "            (-17940.19991335, 1.45601162, 48.96967047, 405.20982651),\n",
-       "            (-17935.22456401, 1.43324543, 47.64874267, 235.73097815),\n",
-       "            (-17938.96972275, 1.28908152, 53.97280568, 244.20575908)],\n",
-       "           dtype=[('loglikelihood', '<f8'), ('q', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8')])}"
+       "{'GW190521': rec.array([(2.87125509, 62.78843643, 752.1409873 ),\n",
+       "            (4.82862304, 48.88201371, 682.798526  ),\n",
+       "            (1.6397932 , 80.10737874, 507.51224228), ...,\n",
+       "            (1.12725964, 76.14867212, 236.46431352),\n",
+       "            (4.55396353, 55.38953312, 470.34527364),\n",
+       "            (3.01316657, 56.59669461, 746.90215595)],\n",
+       "           dtype=[('q', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8')]),\n",
+       " 'GW191109': rec.array([(1.48595187, 44.18125813, 239.24104322),\n",
+       "            (1.76154507, 46.8561201 , 109.32913807),\n",
+       "            (1.36010816, 54.95771151, 322.64132256), ...,\n",
+       "            (1.38357065, 53.75678702, 205.71717059),\n",
+       "            (1.31795823, 48.73438738, 216.30104445),\n",
+       "            (1.69461062, 45.0647373 , 394.24740363)],\n",
+       "           dtype=[('q', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8')])}"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -128,7 +129,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 26,
    "id": "ea533ca3",
    "metadata": {},
    "outputs": [],
@@ -141,7 +142,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 27,
    "id": "d1fc164a",
    "metadata": {},
    "outputs": [],
@@ -154,26 +155,26 @@
     "        z: min(s[z].min() for s in samples.values())\n",
     "       }\n",
     "maxs = {x: max(s[x].max() for s in samples.values()),\n",
-    "        y: min(max(s[y].max() for s in samples.values()),6),\n",
+    "        y: min(max(s[y].max() for s in samples.values()),8),\n",
     "        z: max(s[z].max() for s in samples.values())\n",
     "       }"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 28,
    "id": "e95d473c",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'srcmchirp': 37.002503305720985,\n",
-       " 'q': 1.0000229039873965,\n",
-       " 'parity_mpvinverse': 0.007961298971146953}"
+       "{'srcmchirp': 37.00744877883129,\n",
+       " 'q': 1.0000025461957616,\n",
+       " 'parity_mpvinverse': 0.00029257097407947574}"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -184,19 +185,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 29,
    "id": "6ed4aeed",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'srcmchirp': 107.9856545544305,\n",
-       " 'q': 6,\n",
-       " 'parity_mpvinverse': 699.9957055218948}"
+       "{'srcmchirp': 111.10661512717108,\n",
+       " 'q': 8,\n",
+       " 'parity_mpvinverse': 999.9535493624446}"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -207,7 +208,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 30,
    "id": "e84b1343",
    "metadata": {},
    "outputs": [],
@@ -219,44 +220,988 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "id": "37a7a798",
+   "execution_count": 31,
+   "id": "737146e4",
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
       "text/plain": [
-       "{'GW190521': rec.array([(-27873.26400656, 1.43400538, 83.26078987, 436.04949975),\n",
-       "            (-27875.2432163 , 1.64651789, 71.57790771, 541.07468378),\n",
-       "            (-27875.26155477, 1.73495024, 74.09536189, 440.63653902), ...,\n",
-       "            (-27880.60033757, 1.29027691, 63.38915481, 277.02222192),\n",
-       "            (-27869.3461176 , 1.50594504, 95.44301611, 381.03490203),\n",
-       "            (-27877.14788405, 1.28679349, 79.98899193, 313.76083404)],\n",
-       "           dtype=[('loglikelihood', '<f8'), ('q', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8')]),\n",
-       " 'GW191109': rec.array([(-17938.05582598, 1.26533831, 53.21310226, 197.79672422),\n",
-       "            (-17942.74637522, 1.02073016, 52.43607729, 329.71287488),\n",
-       "            (-17942.07580232, 2.19670947, 41.9276795 , 180.19740616), ...,\n",
-       "            (-17940.19991335, 1.45601162, 48.96967047, 405.20982651),\n",
-       "            (-17935.22456401, 1.43324543, 47.64874267, 235.73097815),\n",
-       "            (-17938.96972275, 1.28908152, 53.97280568, 244.20575908)],\n",
-       "           dtype=[('loglikelihood', '<f8'), ('q', '<f8'), ('srcmchirp', '<f8'), ('parity_mpvinverse', '<f8')])}"
+       "<IPython.core.display.Javascript object>"
       ]
      },
-     "execution_count": 36,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"798\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
-   "source": [
-    "samples"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "737146e4",
-   "metadata": {},
-   "outputs": [],
    "source": [
     "filecolors = {}\n",
     "fig, axd = (None, None)\n",
@@ -289,106 +1234,997 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
-   "id": "95c5bcdf",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "color_cycle = ['#1f77b4', '#ff7f0e']      \n",
-    "colors = itertools.cycle(color_cycle)\n",
-    "\n",
-    "# cycle around\n",
-    "for _ in range(5):\n",
-    "    next(colors)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "id": "e69aacc6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "color_cycle = [c['color'] for c in matplotlib.rcParams['axes.prop_cycle']]      \n",
-    "colors = itertools.cycle(color_cycle)\n",
-    "\n",
-    "# cycle around\n",
-    "#for _ in range(5):\n",
-    "#    next(colors)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "id": "5902c7f1",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0\n",
-      "1\n",
-      "2\n",
-      "3\n",
-      "4\n"
-     ]
-    }
-   ],
-   "source": [
-    "for i in range(5):\n",
-    "    print(i)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "id": "4ff63d8a",
-   "metadata": {},
+   "execution_count": 32,
+   "id": "87080ba5",
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * this.ratio;\n",
+       "    var y = canvas_pos.y * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
       "text/plain": [
-       "['#0072B2', '#009E73', '#D55E00', '#CC79A7', '#F0E442', '#56B4E9']"
+       "<IPython.core.display.Javascript object>"
       ]
      },
-     "execution_count": 50,
      "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "color_cycle"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "id": "2b6d8f06",
-   "metadata": {},
-   "outputs": [
+     "output_type": "display_data"
+    },
     {
      "data": {
+      "text/html": [
+       "<img 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\" width=\"798\">"
+      ],
       "text/plain": [
-       "['#0072B2', '#009E73', '#D55E00', '#CC79A7', '#F0E442', '#56B4E9']"
+       "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 53,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "[c['color'] for c in matplotlib.rcParams['axes.prop_cycle']]      "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "id": "87080ba5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
+    "color_cycle = [c['color'] for c in matplotlib.rcParams['axes.prop_cycle']]  \n",
+    "colors = itertools.cycle(color_cycle)\n",
+    "# cycle around\n",
+    "#for _ in range(5):\n",
+    "#    next(colors)\n",
+    "    \n",
     "filecolors = {}\n",
     "fig, axd = (None, None)\n",
     "for run in ['GW190521','GW191109']:\n",
@@ -416,7 +2252,7 @@
     "fig.legend(loc=(0.7, 0.75), handles=handles, labels=lbls)\n",
     "\n",
     "fig.show()\n",
-    "fig.savefig('./massive-3.png')"
+    "fig.savefig('./0521-massive.png')"
    ]
   },
   {
diff --git a/notebook/2-makeMpv.ipynb b/notebook/2-makeMpv.ipynb
index 1af2d09..450cc64 100644
--- a/notebook/2-makeMpv.ipynb
+++ b/notebook/2-makeMpv.ipynb
@@ -1701,1296 +1701,6 @@
     "    plt.show()\n",
     "#fig.savefig('0404mpv.pdf',bbox_inches='tight')"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "9af10ca7",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ca18bc84",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ebb031ba",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "2fbb887b",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 130,
-   "id": "0ee049db",
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f64fb377a20>"
-      ]
-     },
-     "execution_count": 130,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig = plt.figure();\n",
-    "ax = fig.add_subplot(111)\n",
-    "\n",
-    "combine = np.ones(len(bins[:-1]))\n",
-    "k = 0\n",
-    "for i in mpvinv_90_arg:\n",
-    "#i is the sorted index for Mpvinv\n",
-    "    name = gwname[i]\n",
-    "    label = name.split('_')[0]+'\\_'+name.split('_')[1]\n",
-    "    count,_ = np.histogram(mpvinvplus[i],bins=bins,density=True)\n",
-    "    \n",
-    "    #combine\n",
-    "    combine *= count\n",
-    "    #plot the most stringent six events with colored lines, and the rest with grey\n",
-    "    if k < 6:\n",
-    "        ax.plot(bins[:-1], count,label=label)\n",
-    "    elif k == 6:\n",
-    "        ax.plot(bins[:-1], count,color='black',alpha=0.1,label='other 4-OGC events')\n",
-    "    else:\n",
-    "        ax.plot(bins[:-1], count,color='black',alpha=0.1)\n",
-    "    k=k+1    \n",
-    "ax.set_xlim(0,50)\n",
-    "ax.set_ylim(0,)\n",
-    "ax.axvline(9,0,10,linestyle='--',color='black',alpha=0.7,label='$90\\%$ upper limit')\n",
-    "ax.set_xlabel(r'$M_\\mathrm{PV}^{-1}~[GeV^{-1}]$')\n",
-    "ax.set_ylabel('Probability Densitiy')\n",
-    "ax.legend()\n",
-    "#fig.savefig('0327mpv.pdf',bbox_inches='tight')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 131,
-   "id": "72bc4ad2",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The upper limit for M_pv^-1 is: 16.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "combine = combine / (np.sum(combine)*(bins[1]-bins[0]))\n",
-    "i = 0\n",
-    "while (np.sum(combine[:i]) * (bins[1]-bins[0])  <0.9):\n",
-    "    i = i+1\n",
-    "print('The upper limit for M_pv^-1 is:',bins[i-1])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "91ba33d1",
-   "metadata": {},
-   "source": [
-    "# Plotting the figures"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "038a2886",
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190720_000836.hdf\n",
-      "0.9872725955565491\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190707_093326.hdf\n",
-      "0.9671131745157657\n"
-     ]
-    },
-    {
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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190421_213856.hdf\n",
-      "0.9214988609347565\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190929_012149.hdf\n",
-      "0.36330519020026486\n"
-     ]
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190926_050336.hdf\n",
-      "0.8749198527665982\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190602_175927.hdf\n",
-      "0.6755367976854046\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190513_205428.hdf\n",
-      "0.9948988013707685\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170818_022509.hdf\n",
-      "0.9445306270947907\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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fj8WLFxd6BiJynh6KzCAAFyxsywQQ7IZ+nDqmEMIghAjRTrcTEXmdW7duITQ0FEOGDMHLL7+MnTt34qGHHlKWRwiBBQsWoHXr1njnnXewbds2ZVmIyDF6KDJtMSjoJ3/bCtpM9GAAqQAMQohkIYQjfRIR6drFixfRpk0bxMfHY+TIkUhMTESpUqVUx4K/vz+WL1+OmjVr4tVXX0VGRobqSERkB6VFpkmRllVY/RTgmCuklClSyixt0k8MgDQLxwgTQqQKIVLPnTvn4GGIiArf8ePH0aRJE3z33XdISEjA+PHjdTWj22AwYN26dQCAl19+GdevX1eciIhs0c+/IDompYzMP8NdmwhUXhvhzN9+oZQyWEoZHBAQUFgxiYicsnXrVjRp0gRZWVnYunUr3njjDdWRzKpZsyY+++wzHDlyBAMHDlQdh4hsUFpkmhRuhsLqx1XH1GQC6OKCfoiIlFi8eDHatGmDBx98EHv27MEzzzyjOpJVbdq0wYgRIxAfH4+EhATVcYjICr2PZBpQwFPpTvTjSNtM/Lt2JhGRx7h16xbCw8MRGhqKli1b4rvvvkP16tVVx7LLmDFj0Lx5c7z99ts4evSo6jhEZIEeiswUADUsbCsP40QbV/djd1shRJp2dyAiIq/w22+/oUWLFvjoo48QHh6O9evXo2zZsqpj2c3f3x+fffYZSpUqhddffx03b95UHYmIzNBDkZkOy6OBgQAS3dCPI20NACxNZQzU+iIi8gjbt29HUFAQ9u/fj88//xyxsbHw99fDfTkcU6lSJcTHx+PgwYMYM2aM6jhEZIYeisw4mFmXUpsFHgRghZlt5gpER/pxqK2UcqGFDEFaX0REuialxMyZM9GiRQuULVsWe/fuRffu3VXHKpCXXnoJ//3vfzFlyhTs2rVLdRwiykd5kSmlzASw0Mwp6RgAd83qFkKkAcgQQgQ524+DxzTXDjAWl1N4u0ki0rurV6+ie/fuGDx4MDp06IB9+/ahXr16qmO5xMyZM1G1alX06tULV65cUR2HiEwIKaXqDACMa0vi30k3NQDsk1ImmWkXA6AzgFZasehUPw4e0wAgSvtfA4zXbcbZU2AGBwfL1FR7LyslInKtn376Ca+88gqOHTuGSZMmYdiwYRBCqI7lUjt27EDz5s3Rt29fLFx414knInIjIUSalNL8nRL1UmR6KxaZRKTKqlWr0Lt3bxQvXhxffPEFWrRooTqS20RERGDq1KnYsmWLV79OIr2xVmQqP11ORESudfv2bURFReHVV19F3bp1kZaW5vWF19ixY1GzZk2EhobybkBEOsEik4jIi5w/fx4vvPACJk+ejH79+mH79u146KGHVMdyuxIlSmDRokXIzMzEBx98oDoOEYFFJhGR10hPT0ejRo2wY8cOxMfHY8GCBShWrJjqWIXm+eefR2hoKGbMmAFepkSkHotMIiIvsHr1ajz77LMAgJ07d+Ktt95SnEiNKVOm4P7770ffvn2RnZ2tOg6RT2ORSUTkwfLWv3zllVfwxBNPYN++fQgONnsNvk8wGAyYP38+Dh48iJkzZ6qOQ+TTWGQSEXmo3NxcDBw4EIMHD0anTp2wdetW3HfffapjKdexY0e8/PLLGDt2LH799VfVcYh8FotMIiIPlJOTg969e2POnDkYPHgwEhMTUbJkSdWxdCM2NhZSSgwaNEh1FCKfxSKTiMjDZGdn44033kBCQgLGjRuH6dOnw8+P/5ybqlq1KkaNGoWVK1di8+bNquMQ+SQuxu5mXIydiFwpJycH3bp1w6pVqzB16lQMHTpUdSTdunnzJp544gnk5ubi0KFDKF68uOpIRF6Hi7ETEXmB3Nxc9O3bF6tWrUJsbCwLTBuKFSuG2bNn4+TJk5g2bZrqOEQ+h0UmEZEHkFJi6NCh+OSTT/Dhhx8iPDxcdSSP0Lp1a3Tu3BkTJkzAqVOnVMch8iksMomIPMC0adMwc+ZMDBw4EKNGjVIdx6PMnDkTQghERkaqjkLkU1hkEhHp3Nq1axEZGYmuXbv+UzCR/apUqYKIiAgkJiZi586dquMQ+QxO/HEzTvwhooI4dOgQnn76adSpUwfbt29HiRIlVEfySNeuXcMjjzyCSpUqYc+ePZyNT+QinPhDROSBLly4gJdeegllypTBmjVrWGAWQKlSpTBp0iSkpqZi2bJlquMQ+QQWmUREOiSlRO/evXH27Fl8+eWXqFSpkupIHu+NN95AcHAwoqKicO3aNdVxiLwei0wiIh2aMWMG1q9fj2nTpuHJJ59UHccr+Pn5YebMmThz5gyXNCIqBLwm0814TSYROer7779Hs2bN0KFDByQlJXGij4t17doVGzZswIkTJzhCTFRAvCaTiMhDXL58Gd27d0eVKlUQHx/PAtMNJk+ejOzsbHz44YeqoxB5NRaZREQ6MmjQIPz666/44osvYDAYVMfxSoGBgejXrx8WL16MEydOqI5D5LVYZBIR6cT69euxZMkSDB8+HE899ZTqOF5t1KhRKF68OEaPHq06CpHXYpFJRKQDFy5cQGhoKB5//HFER0erjuP17r//fgwaNAjLly9Henq66jhEXolFJhGRDgwYMADnz5/Hp59+imLFiqmO4xOGDh2K8uXLY8SIEaqjEHklFplERIqtWbMGn3/+OaKjo9GgQQPVcXxG2bJlMWLECGzevBnffPON6jhEXodLGLkZlzAiImuuXLmCRx99FOXKlUNaWhqKFi2qOpJP+fvvv1GrVi1UrlwZu3fv5mx+IgdxCSMiIp364IMPcObMGcTFxbHAVKB48eIYM2YM9uzZg40bN6qOQ+RVOJLpZhzJJCJL9u/fj+DgYISGhmLBggWq4/is7Oxs1K5dGxUqVMDevXs5mknkAI5kEhHpzO3bt9GvXz8EBARg0qRJquP4tKJFi2LUqFFITU3laCaRC7HIJCJSYMGCBdi3bx9mzpyJcuXKqY7j83r27Inq1atj7Nix4Bk+ItdgkUlEVMjOnTuHkSNHolWrVujevbvqOATjaObIkSOxb98+bNq0SXUcIq/AIpOIqJCNHj0a165dw6xZs3j9n4706tUL1apVw5gxYziaSeQCLDKJiArRwYMHsWjRIrz33nuoW7eu6jhkIu/aTI5mErkGZ5e7GWeXE1EeKSVatGiBQ4cO4cSJE7wWU4eys7PxyCOPICAgAHv27OFIM5ENnF1ORKQDq1atwrZt2zB+/HgWmDplem3mV199pToOkUfjSKabcSSTiADjnWXq1q2LMmXKID09HUWKFFEdiSy4desWatasiWrVqmH79u2q4xDpGkcyiYgUmzFjBk6fPo3Y2FgWmDp3zz33YNiwYdixYwd27NihOg6Rx+JIpptxJJOIzpw5g9q1a6NNmzZYuXKl6jhkh+vXr6NatWoIDg7mAu1EVnAkk4hIoaioKOTk5GDq1Kmqo5CdSpYsiffffx+bNm3CgQMHVMch8kgsMomI3GjPnj1ISEjA4MGDERgYqDoOOeDdd99FmTJleNtPIiexyCQicpPc3FyEh4fjwQcfRFRUlOo45CCDwYB3330XiYmJOH78uOo4RB6HRSYRkZt89tln2LNnDyZNmoTSpUurjkNOeP/991GsWDHExMSojkLkcVhkEhG5wdWrVxEZGYnGjRujZ8+equOQk+6//3707dsXCQkJ+PXXX1XHIfIoLDKJiNxg8uTJ+O233zBr1iz4+fGfWk82dOhQSCkxffp01VGIPAr/5SMicrHTp09j2rRp6NGjB5o2bao6DhVQ1apV0aNHDyxcuBDnzp1THYfIY7DIJCJysWHDhqFIkSKYPHmy6ijkIpGRkfj7778xa9Ys1VGIPAaLTCIiF9q2bRuSkpIwfPhwVKlSRXUccpG6deuiU6dOmDNnDv766y/VcYg8AotMIiIXycnJQXh4OKpWrYqhQ4eqjkMuFhUVhcuXL2P+/PmqoxB5BBaZREQusnjxYvzwww+YNm0aSpQooToOuVhwcDBatWqFmTNn4saNG6rjEOkei0wiIhe4dOkSRo0aheeffx6vvvqq6jjkJiNGjMAff/yBJUuWqI5CpHssMomIXGDMmDG4dOkSYmNjIYRQHYfcpHnz5mjatCmmTp2K7Oxs1XGIdI1FJhFRAR09ehRz585FWFgY6tevrzoOuZEQAlFRUTh9+jS++OIL1XGIdE1IKVVnAAAIIcIAGABkaV8zpZRJ7uynIMcUQiRLKVvZahccHCxTU1Pt6ZKIPJCUEm3atMG+fftw4sQJVKxYUXUkcrPc3Fw0aNAAt2/fxqFDh7jYPvk0IUSalDLY3Db/wg5jjhAiBsAFKeUU0+eEEIGmz7myn4IcUwjRGUCIvbmIyHutW7cOycnJmDVrFgtMH+Hn54fhw4ejR48eWLt2LV5++WXVkYh0SflIphAiEECalLKcmW2XAFSXUma5sp+CHFMIYQCwCEBnKaXNC684kknkvW7evIl69eqhWLFiOHDgAIoWLao6EhWSnJwc1K5dGxUrVsT333/P63DJZ1kbydTDGH8/ACkWtmUCCHNDPwU5ZhiA5XZmIiIvFhsbi4yMDMTGxrLA9DH+/v6IiIjA3r17sXXrVtVxiHRJD0VmCIyFnTmZAGxe9+hEP04dUwgRBGNxmmVnJiLyUmfPnsX48ePRoUMHtGpl7z9T5E3efPNNPPjgg5g0aZLqKES6pIciMwjABQvbMgGYHYItYD/OHjNESpluZx4i8mJRUVG4desWpk+frjoKKVK8eHEMHjwYW7Zswd69e1XHIdIdPRSZthgU9HNXW20m+kIXZSEiD7Z371588sknGDRoEGrWrKk6DinUr18/lCtXjqOZRGYoLTK1STRAAU8/O9KPM8fUJgpdtGcCktY+TAiRKoRIPXfunL2HISIPkJubi4EDB+KBBx7AyJEjVcchxUqXLo0BAwZg9erVOHLkiOo4RLriCSOZetDZkTU7pZQLpZTBUsrggIAAd+YiokK2bNky7NmzB5MnT0bp0qVVxyEdGDhwIEqVKoWYmBjVUYh0RWmRaTIyaCisfhw9prYmpsOLwhOR97l69SoiIyPRuHFj9OzZU3Uc0okKFSogLCwMn332GU6dOqU6DpFu6H0k0wDXzOR2pJ9/2mqn1stLKS3NRCciHzJx4kScPXsWH330Ee/yQncYMmQI/Pz8MG3aNNVRiHRDD3f8SQFQw8K28gDsXcnckX7sbRsGoLEQolG+NoEAIISI0/4/UUppad1NIvICGRkZmD59Onr27IkmTZqojkM6U7lyZfTu3Rvx8fEYPXo0HnjgAdWRiJTTw5/i6dCKNjMCASS6oR+72kopp0gpu0gp+5k+AMRp2/OeY4FJ5OWGDBmCokWLYvLkyaqjkE5FREQgOzsbM2fOVB2FSBf0UGTGwcy6lNqp6iAAK8xsM1cgOtKPw8ckIt+VnJyMNWvWYNSoUahUqZLqOKRTNWvWRNeuXTFv3jxcuGBpKWYi36G8yNSud1wohMg/LS8GQGT+ZYOEEGkAMrS77zjVj6PHNKO8lsVgox0Rebjs7Gy8//77CAwMxPvvv686DuncqFGjcO3aNcyYMUN1FCLlhJRSdQYA/yx2boBx0k0NAPvMLRukFYadAbQyNyHH3n4cbau17wygG4y3pTTAeNo9E0CopcI0ODhYpqbae1kpEenNRx99hPDwcKxevRodO3ZUHYc8QPfu3bFhwwacOnUKFStWVB2HyK2EEGlSSrN3StRNkemtWGQSea5z587hkUceQePGjbF582YIIVRHIg9w9OhRPPbYYxg+fDgmTpyoOg6RW1krMpWfLici0qvRo0fjypUriI2NZYFJdnv00UfRrVs3zJ49G+fPn1cdh0gZFplERGYcOHAACxcuRP/+/fHoo4+qjkMeZvTo0bw2k3wei0wionyklAgPD0f58uUxZswY1XHIA3E0k4hFJhHRXb788kts374d48ePR7ly5VTHIQ+VN5o5ffp01VGIlODEHzfjxB8iz3Lr1i3Uq1cP99xzDw4ePAh/fz3cGI081WuvvYZ169bh9OnTnGlOXokTf4iI7BQXF4eTJ09i6tSpLDCpwKKjo3H9+nWOZpJP4kimm3Ekk8hzZGVloWbNmmjQoAGSk5M5o5xc4vXXX8fatWtx6tQpBAQEqI5D5FIcySQissOkSZNw8eJFTJs2jQUmuUx0dDRu3LjB+96Tz2GRSUQE4Oeff8asWbPQs2dPNGjQQHUc8iJ16tRBr169MHfuXJw5c0Z1HKJCwyKTiAjAyJEjIYTA+PHjVUchL/TBBx8gNzeX7y/yKSwyicjnpaWlYdmyZRg8eDAeeugh1XHIC1WrVg19+/bF4sWLkZmZqToOUaFgkUlEPm/kyJGoUKECIiMjVUchLzZq1Cj4+/tj7NixqqMQFQoWmUTk07Zv347Nmzdj+PDhKFOmjOo45MUqVaqE/v37Y+nSpfjxxx9VxyFyOy5h5GZcwohIv6SUeO6555CZmYmTJ0+iRIkSqiORlzt//jyqV6+Otm3bYsWKFarjEBUYlzAiIjLjq6++ws6dOzFq1CgWmFQoKlasiEGDBiExMRH79+9XHYfIrTiS6WYcySTSJyklgoODcfHiRRw7dgz33HOP6kjkI7KyshAYGIinn34a69evVx2HqEA4kklElM+qVauQnp6OsWPHssCkQmUwGDBs2DBs2LABu3fvVh2HyG04kulmHMkk0p/bt2/j8ccfBwAcOnQIRYoUUZyIfM21a9cQGBiIevXqYevWrarjEDmNI5lERCaWLVuGH3/8EePGjWOBSUqUKlUKI0aMwDfffIMtW7aojkPkFhzJdDOOZBLpS05ODh599FGUKlUK6enpvEc5KfP333+jVq1aqFy5Mnbv3s33InkkjmQSEWmWL1+OEydOIDo6mh/qpFTx4sURHR2NPXv2YMOGDarjELkcRzLdjCOZRPqRdy1mkSJFcPDgQfj58e9sUis7Oxt169bFvffei/T0dL4nyeNwJJOICMDKlSvx448/YvTo0fwwJ10oWrQoxowZg4MHDyIpKUl1HCKX4kimm3Ekk0gfcnNz0aBBA2RnZ+Pw4cOc8EO6cfv2bTzxxBO4ffs2Dh8+DH9/f9WRiOzGkUwi8nlr1qzBoUOHMGrUKBaYpCtFihTBuHHjcOzYMSxdulR1HCKX4Uimm3Ekk0g9KSUaNWqEK1eu4Mcff+RIEelO3h2osrKy8NNPP6Fo0aKqIxHZhSOZROTTNmzYgP3792PkyJEsMEmXhBAYO3YsMjMz8emnn6qOQ+QSHMl0M45kEqklpUSTJk1w7tw5HDt2jCNEpFtSSjz11FP4888/cfz4cd7ulDwCRzKJyGd9/fXX2Lt3L6Kiolhgkq7ljWb+/PPP+Pjjj1XHISowjmS6GUcyidRq1qwZfv75Z5w8eZIjQ6R7Uko8/fTTOHPmDE6cOIFixYqpjkRkFUcyicgn7dixAzt37kRERAQLTPIIQgh8+OGH+PXXXxEfH686DlGBcCTTzTiSSaRO27ZtkZ6ejtOnT6NEiRKq4xDZRUqJ5557DpmZmcjIyEDx4sVVRyKyiCOZRORz0tPT8dVXX2Hw4MEsMMmj5I1m/vbbb1i0aJHqOERO40imm3Ekk0iNzp07IyUlBb/88gvKlCmjOg6Rw/7zn//gp59+QmZmJv9QIt3iSCYR+ZQff/wRq1atwoABA1hgkscaO3Ysfv/9dyxYsEB1FCKnsMgkIq8TExODEiVKIDw8XHUUIqc999xzaNmyJSZPnoxr166pjkPkMBaZRORVTp8+jaVLlyIsLAwVK1ZUHYeoQMaOHYs///wT8+fPVx2FyGEsMonIq0ybNg1+fn4YMmSI6ihEBfbMM8+gTZs2iImJwdWrV1XHIXIIi0wi8hq///47Fi9ejDfffBNVqlRRHYfIJcaOHYvz589zNJM8DotMIvIasbGxyM7ORkREhOooRC7z1FNPoU2bNpg6dSquX7+uOg6R3VhkEpFXuHTpEubNm4euXbuiVq1aquMQudTo0aNx7tw5xMXFqY5CZDcWmUTkFebOnYsrV64gKipKdRQil3vmmWfQokULTJkyBTdu3FAdh8guLDKJyONdu3YNsbGxaN++PZ544gnVcYjcIjo6Gr///jvvaU4eg0UmEXm8hQsX4sKFCxgxYoTqKERu07x5czRr1gyTJ0/GzZs3VcchsolFJhF5tJs3b2LatGl4/vnn0bRpU9VxiNwqOjoaZ86cwccff6w6CpFNLDKJyKN98skn+O233ziKST6hZcuWaNq0KSZOnIhbt26pjkNkFYtMIvJYt27dwqRJk9C4cWOEhISojkPkdkIIjB49Gr/88gsSEhJUxyGyikUmEXmsTz/9FKdPn8aYMWMghFAdh6hQvPDCCwgODsbEiRORk5OjOg6RRSwyicgjZWdnY8KECQgODkbbtm1VxyEqNEIIREdHIzMzE5999pnqOEQWscgkIo+UkJDAUUzyWe3bt0eDBg0wfvx43L59W3UcIrNYZBKRx8nOzsb48eMRHByMF198UXUcokKXd23miRMnsHz5ctVxiMzyVx0gjxAiDIABQJb2NVNKmeTOfuxtK4QwAAgDUENrGwggE8AkKWWWoxmJqGCWLl2KU6dOYdasWRzFJJ/18ssv47HHHsP48ePRvXt3+Plx3Ij0RUgpVWeAECIGwAUp5RRrz7myH3vbagVmlJQyMt/+iQCCADSyVmgGBwfL1NRUe18CEdmQk5ODOnXqoGzZskhNTWWRST5txYoV6NatG1asWIEuXbqojkM+SAiRJqUMNrtNdZEphAgEkCalLGdm2yUA1e0ZLXSkHwfbRgDoBqClaQ4hRBCANAD9pJQLLeVikUnkWh9//DH69OmDNWvWoEOHDqrjECl1+/ZtPPbYYyhatCgOHDjA0UwqdNaKTD28G/sBSLGwLRPG09Su7seRtpkwnh4nIsVu3bqFDz/8EA0bNsRLL72kOg6RckWKFMGoUaNw6NAhrFmzRnUcojvoocgMgbGQMycTQCs39GN3WyllkpSynJnR1Lyq3VKxSkQutmjRIpw6dQoTJ07kaXIiTbdu3VCrVi2MGzcOqs9OEpnSQ5EZBOCChW2Z+LeYc2U/rjhmJICFUkpLxSoRudC1a9cwbtw4PPfcc2jTpo3qOES64e/vjxEjRmD//v1Yv3696jhE/9BDkWmLQUE/FtsKIQK1ST9JUsp+BQ1FRPaZNWsW/vjjD0yaNImjmET59OjRA9WrV8f48eM5mkm6obTI1GZuA8ZlgQqlH2ePKYQwaJOA+gHYpz0stQ0TQqQKIVLPnTvnyGGIyIyLFy9iypQpeOmll/D000+rjkOkO0WLFsXw4cOxd+9ebNmyRXUcIgB2FplCiDJCiGpCiBbuDqRXUsosKeUUKWWktsRRKyFEsoW2C6WUwVLK4ICAgEJOSuR9YmJi8Ndff2HChAmqoxDp1ptvvonKlStj/PjxqqMQAbBRZAohTgghLgCIgXGG9SlXHtxkMo2hsPpx1TFhvCYzRFtbk4jc5MyZM/joo4/wxhtv4PHHH1cdh0i3ihUrhmHDhuHbb7/Fjh07VMchsjmSWQNAVynlO1LKrVJKlxaZdjCggKfSnejHrrZasZoO+5dYIiInjBkzBrdv38bYsWNVRyHSvdDQUAQEBHDUn3TBVpGZLqV098UdKTAWs+aUB2DvSuaO9GN3WyFEhpXRyosADCbXeRKRCx08eBDx8fHo378/qlevrjoOke6VLFkSQ4YMwebNm8EbgZBqtorMO5bnEUKUFUKECiFWaKfS9wkhhgohGhQgQzosL3YeCCDRDf3Y1VYrHq0txB4IIIv3LydyPSklBg0ahPLlyyM6Olp1HCKP8c4776BcuXIczSTlHCoypZSXpZSLpJRdAVwGECalnCalPFCADHEwsy6lVuAFAVhhZpu5ws+RfuxqqxWPC/Pft9ykbaC5fERUcGvXrsU333yDMWPGoFy5u+4AS0QWlClTBgMHDsTq1atx6NAh1XHIh9kqMq0ttpUqpdxvboMjs9C1xcwXmjklHQMgMv8ooRAiDUCGdu9wp/px8JgxQog4M9EXwXg5AdfKJHKxW7duYejQoahbty769eOvGJGjBg4ciHvvvRcTJ05UHYV8mL+N7QYr2y5Z2dYFwFZ7Q0gpI7W1JSNgnHRTA0CylDLJTPMUWJic40g/9raVUmYKISLzFaSBAPZJKbvY+xqJyH5z587FyZMnsXHjRhQtWlR1HCKPU758efTv3x9Tp07F2LFj8cgjj6iORD5IWLszgBBiH4AIAOZur9EPwAIz2wwAYqSUtVyU0aMFBwdLXnxNZL/z58+jVq1aaNKkCTZt2qQ6DpHH+vPPP1GtWjV0794d//vf/1THIS8lhEiTUpq9HbetkcxGMI4cWrqHm6WRPN7TioicMmrUKFy5cgXTp09XHYXIo913330IDQ3FvHnzEB0djWrVqqmORD7G5hJGAGrCeCrZ3kdNAGav1SQismbfvn1YuHAhBgwYgEcffVR1HCKPN2zYMAghMGXKFNVRyAfZGslMcWYBdiFEipN5iMhH3b59G++88w4eeOABLrxO5CJVqlRBnz598L///Q+jRo1CpUqVVEciH2J1JFNKOdyZTp3dj4h8V1xcHNLS0jBjxgyUKVNGdRwirxEZGYmcnBxegkKFzurEH4s7CVEN/y5Sniql/MuVobwJJ/4Q2fbHH3+gdu3aCA4ORnJyMoSwdBk4ETmjV69eWLlyJU6fPo2AgADVcciLWJv4Y+uaTNNOGgghNgshbgPIAJCsPS5pd//5j2viEpGviYiIwPXr1zF37lwWmERuEBUVhRs3biA2NlZ1FPIhdhWZQogVME4CEgCGA+gKoLX29W0ABwCsFEJ8JYTgeS4istuOHTvw6aefYujQoahdu7bqOEReqW7duujcuTPmzJmDrKws1XHIR9g8XS6E+BrGxcpDpZSXrbQzwHjHnCApZWMXZvRoPF1OZFl2djaCgoJw5coVHD16FCVLllQdichrHTx4EA0aNMC4ceMwatQo1XHISzh9ulwI8SqALCllV2sFJmC8z7d2i8U0IURf5+MSka/46KOPcPjwYcyaNYsFJpGb1a9fH+3bt8fMmTNx9epV1XHIB9g6XR4GwKGCUUr5Niwv0k5EBAD4v//7P4wZMwbt2rVDhw4dVMch8gkjR47ExYsXsWDBAtVRyAfYKjIvOzlz3OqoJxHR4MGDkZOTg48++oiTfYgKSZMmTRASEoLp06fjxo0bquOQl7NVZF50sl9n9yMiH/D1118jMTERI0aMQGBgoO0diMhlRo4cid9//533Mye3s1VkOnsP8iwn9yMiL/f333+jf//+qFmzJoYNG6Y6DpHPad68OZ555hnExMTg1q1bquOQF7N7nUwHlXVTv0Tk4aZOnYqTJ09i7ty5KF68uOo4RD5HCIFRo0bh119/xdKlS1XHIS9mdQkjIcQ+ABEALjnQZ3kAMVzGyIhLGBH9KyMjA/Xq1UPHjh2xfPly1XGIfJaUEo0bN8bly5fx448/wt/fX3Uk8lDWljCy9a5qBCAFxkXY7SG1ts6eZiciLyWlxIABA1C0aFHMmDFDdRwinyaEwMiRI/HKK68gKSkJ3bt3Vx2JvJCtIjMdji9HJACscC4OEXmrL7/8Eps2bcLMmTNRuXJl1XGIfF7Hjh1Rt25dTJw4Ed26deMqD+RytorMFCnlKUc7FUKkOJmHiLzQ1atXER4ejieeeALvvfee6jhEBMDPzw/Dhw/Hm2++iQ0bNqB9+/aqI5GXsTrxR0o53JlOnd2PiLzThx9+iP/7v//D/Pnzee0XkY689tprqFq1KiZOnAhbt5kmcpS7ZpcTEQEADh8+jJkzZ6Jv3754+umnVcchIhNFixZFREQEdu/eje3bt6uOQ17G6uzyfxoJ0QBACIAKAL6QUh50cy6vwdnl5MuklGjevDmOHj2KY8eOoUKFCqojEVE+N27cQPXq1VG/fn1s3rxZdRzyMNZml9scyRRCDIVxAtAUAJEA0oUQQ1wbkYi80aeffoodO3YgJiaGBSaRTpUoUQKDBw/G119/DQ6KkCvZWiezIYBEGIvLvMk8jQEsAPAqRzRt40gm+apLly6hdu3aqFWrFnbs2AE/P16dQ6RXf/31F6pWrYoWLVpg5cqVquOQBynISOZwAK2klCullJe1RwqAYAAjXB2UiLzH2LFjceHCBcydO5cFJpHOlSlTBgMGDMCqVatw9OhR1XHIS9j6l1+YW8JISpkFwOGljYjINxw9ehRz5sxBWFgYGjRooDoOEdlh4MCBKFmyJGJiYlRHIS9hq8i8aGXbeVcGISLvIKVEeHg4SpcujXHjxqmOQ0R2qlixIsLCwrBs2TKcPn1adRzyAraKTC6aRUQOWbNmDVJSUvDhhx+iYsWKquMQkQOGDBkCPz8/TJ06VXUU8gJuuVBKCDHfHf0Skb79/fffGDx4MOrVq4d33nlHdRwiclCVKlXw5ptvIj4+Hr///rvqOOThbN16I1gI8R8Al8xsqyGEaGFpv4LFIiJPNGPGDJw6dQopKSm8sw+Rh4qIiMD//vc/zJw5k9dnUoHYWsIoF8ZT5sLBfqWUskhBgnkLLmFEvuLMmTOoXbs2WrdujVWrVqmOQ0QF8Nprr2H9+vX45ZdfUK5cOdVxSMcKsoRROoCaAGo48KgJYL9LkhORx4iMjEROTg6mT5+uOgoRFVBUVBSuXr2KuXPnqo5CHszW+awUc0sY2SKESLHdioi8xXfffYdly5Zh5MiRqF69uuo4RFRATzzxBNq1a4fY2FgMGjQIpUqVUh2JPJDVkUwp5XBnOnV2PyLyPLm5uRg4cCAqV66MqKgo1XGIyEVGjBiBCxcuYNGiRaqjkIfibTiIqECWLFmCtLQ0TJ06laMdRF7k6aefRvPmzTFt2jTcvHlTdRzyQCwyichply9fxogRI/DMM8+ge/fuquMQkYuNGDECZ86cQUJCguoo5IFYZBKR08aPH49z585h1qxZEMLRRSiISO9atWqFRo0aYfLkycjJyVEdhzwMi0wicsqJEycwa9Ys9OnTB40aNVIdh4jcQAiBESNGICMjA0lJSarjkIexuk4mFRzXySRv1bFjR3zzzTc4fvw4HnjgAdVxiMhNcnNzUa9ePRQtWhQHDx7kWQu6Q0HWySQiuktycjLWrl2LkSNHssAk8nJ+fn6IiorCoUOHsGHDBtVxyINwJNPNOJJJ3iYnJwcNGjTAjRs3cPToURQrVkx1JCJys+zsbNSqVQuVKlXCrl27OJpJ/+BIJhG5TFxcHI4cOYJp06axwCTyEUWLFsWwYcOwe/dubN++XXUc8hAcyXQzjmSSN7l48SJq1aqF+vXrY8uWLRzNIPIhN27cQLVq1dCgQQNs3rxZdRzSCY5kEpFLjB07FllZWYiNjWWBSeRjSpQogcGDB+Prr78GB0/IHiwyicguR48exdy5cxEWFoYnnnhCdRwiUuCdd95B2bJlMWnSJNVRyAOwyCQim6SUGDx4MO699158+OGHquMQkSJlypTBgAEDsGrVKhw9elR1HNI5FplEZNPGjRuxefNmfPDBBwgICFAdh4gUCg8PR8mSJRETE6M6Cukci0wisurvv//G+++/j0ceeQT9+/dXHYeIFKtYsSJCQ0OxbNkynD59WnUc0jEWmURk1bRp03Dy5EnMnj0b99xzj+o4RKQDQ4YMgZ+fH6ZMmaI6CukYi0wisuj06dOYMGECOnfujNatW6uOQ0Q68dBDD6FPnz5YvHgxTp06pToO6RSLTCKyKDw8HEWKFMHMmTNVRyEinYmOjkaRIkXwwQcfqI5COsUik4jMWr9+PdauXYvo6GhUqVJFdRwi0pnKlStj4MCBWLp0KQ4dOqQ6DumQbu74I4QIA2AAkKV9zZRSJrmzHwfbRgCoACBIeyrOnny84w95ohs3bqBevXooXrw4Dhw4wGsxicisixcvIjAwEM2aNcO6detUxyEFrN3xx7+ww5gjhIgBcEFKOcX0OSFEoOlzruzHibaTpJRZ2v8HAdgihOgmpezi2Ksl0r+YmBicOnUKW7ZsYYFJRBaVL18ekZGRGDFiBHbu3Ilnn31WdSTSEeUjmUKIQABpUspyZrZdAlA9r7hzVT8Otg0DkCKlzMzXLgRAMoAu1kY0OZJJnuann35C/fr18corr+Dzzz9XHYeIdO769euoWbMmAgMDsWPHDt5y1sfo/d7l/QCkWNiWCSDMDf040rZG/gITAKSUKTCeZu9nZz4i3cvNzUXfvn1RqlQpxMbGqo5DRB6gZMmSiI6Oxq5du3jKnO6ghyIzBMbCzpxMAK3c0I8jbSOEEIkW2qYCMFu9E3mi+fPnY9euXZg5cybuv/9+1XGIyEP897//RZ06dTB06FDcunVLdRzSCT0UmUEALljYlgn7izhH+nGkraURTwAoD+CinfmIdO2XX37B8OHD0bp1a/Tq1Ut1HCLyIEWLFsWMGTNw4sQJzJkzR3Uc0gk9FJm2GBT0809bKWUrK5N7gmC9CCXyCFJKvPPOO8jNzUVcXByvqSIih7Vt2xZt27bFhx9+iHPnzqmOQzqgtMgUQhi0/8wqrH5ceMy86zZjzG0TQqQKIVL5i0aeYNmyZdi4cSMmTJiAatWqqY5DRB5qxowZuHbtGkaPHq06CumAJ4xk6o5WqMbAOLPc3KSghVLKYCllcEBAQKHnI3LEr7/+ivfeew9PP/00BgwYoDoOEXmwOnXqoH///li0aBEOHjyoOg4pprTINFmayFBY/bjomIkAIp1ZLJ5IT3Jzc9G7d2/cvn0bCQkJKFKkiOpIROThPvjgA5QrVw7vvfcecnNzVcchhfQ+kmlAAU9rO9GP1bbawuyJUsqFBQ1FpNpHH32ErVu3IjY2FoGBgarjEJEXKFeuHKZMmYKdO3fik08+UR2HFNJDkZkCoIaFbeVhXCbI1f04dUzt1pIZLDDJGxw5cgTDhw9Hhw4d8NZbb6mOQ0RepHfv3nj22WcxbNgwnD9/XnUcUkQPRWY6AEtDKIEwnpp2dT8OH1MI0RlAVv4CU7vzD5FHuXHjBl577TWUKVMGixYt4mxyInIpPz8/LFiwAJcvX0ZERITqOKSIHorMOJhZC1ObXBMEYIWZbeYKREf6ceiYeYWkhRFMexeLJ9KN8PBwHDp0CJ9++inuu+8+1XGIyAvVq1cPQ4cOxZIlS7B9+3bVcUgB5fcuB/65zhFSykiT5+JgPDU9JV/bNBgLwUZSyvQC9GNXWyFEEIAoAMvzxS4P4/WbNaSUFm8tyXuXk94sW7YMb7zxBqKiojBx4kTVcYjIi12/fh316tVDiRIlcODAAdxzzz2qI5GLWbt3uS6KTOCfdScNME66qQFgn7nZ21px2BlAK3PLB9nbj71thRCXYH0memT+AtYUi0zSk2PHjqFRo0Zo2LAhvvnmG/j7+6uORERebuPGjWjXrh2io6MxduxY1XHIxTyiyPRWLDJJL65evYqnn34aZ8+exf79+1GlShXVkYjIR/Ts2RNffPEF9u3bhwYNGqiOQy5krcjUwzWZRORmUkr07t0bR44cwbJly1hgElGhmjVrFipUqIA+ffogOztbdRwqJCwyiXzAhAkTsHLlSkyZMgWtW7dWHYeIfEz58uUxf/58HDhwAJMnT1YdhwoJi0wiL7dmzRqMHj0ab7zxBgYPHqw6DhH5qE6dOqFbt24YN24cDh06pDoOFQJek+lmvCaTVDpy5AiaNGmCOnXqYPv27ShRooTqSETkw86dO4d69erh4Ycfxvfff8/Jh16A12QS+aCzZ8/ixRdfRKlSpbBq1SoWmESkXEBAAObMmYO0tDTExMSojkNuxiKTyAtdvXoV7dq1w4ULF7BhwwY89NBDqiMREQEAunbtiq5du2LMmDHYv3+/6jjkRiwyibxMTk4Ounbtih9++AErVqxAo0aNVEciIrrDvHnzULFiRfTq1Qs3b95UHYfchEUmkReRUuKdd97Bpk2bMH/+fLz44ouqIxER3aVChQqIj4/H4cOHER0drToOuQmLTCIvMn78eCxevBgjR45EaGio6jhERBa9+OKLCA0NxdSpU7Fz507VccgNOLvczTi7nArLRx99hPDwcPTq1Qsff/wxhBCqIxERWXXlyhXUr18fQggcPHgQ9957r+pI5CDOLifyckuWLEF4eDg6deqE+Ph4FphE5BFKly6NTz75BKdOncLQoUNVxyEXY5FJ5OESExPRt29ftG7dGp9//jnXnSMij9KsWTMMGTIEcXFx2LRpk+o45EI8Xe5mPF1O7rRx40a8/PLLeOqpp/DVV1+hVKlSqiMRETns77//RnBwMC5evIjDhw+jfPnyqiORnXi6nMgLbdu2Da+++ioef/xxrF+/ngUmEXms4sWLIyEhAefOnUP//v1VxyEXYZFJ5IH27t2Ll156CYGBgdi8eTPKli2rOhIRUYE0bNgQH3zwAb744gssX75cdRxyAZ4udzOeLidXO3ToEJo3b45y5cphx44dqFSpkupIREQukZOTg2eeeQYnT57EoUOH+O+bB+DpciIvcezYMYSEhKBEiRJISUnhP8BE5FX8/f3x6aef4saNG+jbty84EObZWGQSeYhTp06hZcuWkFJiy5YtqF69uupIREQuV7t2bcTExGDTpk1YvHix6jhUACwyiTzA//3f/6Fly5a4fv06UlJSUKdOHdWRiIjcpn///mjZsiUGDRqEzMxM1XHISSwyiXTujz/+QEhICM6fP4/NmzfjiSeeUB2JiMit/Pz8sGTJEvj7++PNN9/E7du3VUciJ7DIJNKxixcvolWrVvj111+xceNGNG7cWHUkIqJC8dBDD+Gjjz7Czp07MWPGDNVxyAksMol06q+//sILL7yA48ePY82aNXj22WdVRyIiKlQ9e/ZEp06dMGrUKPzwww+q45CDWGQS6dCNGzfQvn177N+/H0lJSQgJCVEdiYio0AkhEBcXh3LlyqFnz564efOm6kjkABaZRDqTk5OD7t27Y+fOnVi6dCnat2+vOhIRkTIBAQGIj4/HDz/8gOjoaNVxyAEsMol0REqJd955B2vXrsXs2bPRrVs31ZGIiJRr164dwsLCMHXqVOzYsUN1HLITi0wiHYmOjsbixYsxcuRI3r+XiMjE9OnTERgYiF69euGvv/5SHYfswCKTSCfmzp2L8ePH47///S/GjRunOg4Rka7ce++9SEhIwC+//IL3339fdRyyA4tMIh1YuXIlBgwYgA4dOmDBggUQQqiORESkO02bNkVUVBSWLFmC1atXq45DNgjeF9S9goODZWpqquoYpGP79u1D8+bNUb9+fWzZsgUlS5ZUHYmISLdu3bqFpk2b4pdffsHhw4dx//33q47k04QQaVLKYHPbOJJJpNCvv/6KDh064L777sPq1atZYBIR2XDPPfcgISEBV65cQWhoKDhYpl8sMokUuXr1Kjp06IBr165h/fr1/GuciMhOjz76KGJiYrBu3TrEx8erjkMWsMgkUuD27dvo0aMHfvjhByxfvhyPPfaY6khERB5lwIABaNmyJd5//31kZGSojkNmsMgkUmDkyJFYu3YtYmNj0bZtW9VxiIg8jp+fH5YsWQJ/f3/06tULOTk5qiNRPiwyiQpZYmIiYmJi8Pbbb2PAgAGq4xAReayHHnoI8+fPx3fffYexY8eqjkP5sMgkKkRHjx5Fnz590LRpU8yaNUt1HCIij/faa6/hrbfewoQJE5CSkqI6DpngEkZuxiWMKM/ly5fx5JNP4vLly0hPT0elSpVURyIi8grXrl3Dk08+ifPnz+PgwYN44IEHVEfyGVzCiEix3NxcvPnmm8jMzERiYiILTCIiFypVqhRWrFiBK1euoEePHrh9+7bqSAQWmUSFYtKkSVizZg2mT5+OZs2aqY5DROR16tWrhzlz5mDr1q2YMGGC6jgEFplEbrd582aMHj0aPXr04EQfIiI36tOnD9544w2MGTMGX331leo4Po/XZLoZr8n0badOnUKjRo3w0EMPYffu3byjDxGRm127dg3PPPMMTp8+jX379qFWrVqqI3k1XpNJpMD169fxyiuvQEqJVatWscAkIioEpUqVwurVq+Hv74+OHTviypUrqiP5LBaZRG4gpcTbb7+NgwcP4rPPPkONGjVURyIi8hnVqlVDYmIijh8/jp49eyI3N1d1JJ/EIpPIDebOnYuEhASMGTOGd/QhIlLgP//5D2bMmIE1a9Zg9OjRquP4JH/VAYi8za5duzBo0CC0b98eo0aNUh2HiMhnDRgwAIcPH8bEiRPx8MMPo1+/fqoj+RQWmUQudPbsWXTu3BnVqlVDQkIC/Px4soCISBUhBObNm4czZ87g3XffRaVKlfDSSy+pjuUz+AlI5CK3bt1Cly5d8Ndff+HLL7+EwWBQHYmIyOf5+/tj+fLlCAoKQrdu3bBnzx7VkXwGi0wiFxk6dCh27dqF+Ph4PPbYY6rjEBGR5t5778WGDRvw4IMPom3btjh48KDqSD6BRSaRCyxduhSzZ8/GoEGD0L17d9VxiIgon/vuuw/JyckoVaoUQkJCcPjwYdWRvB6LTKIC2r9/P8LCwtC8eXPExMSojkNERBYEBgbim2++wT333IOWLVvixx9/VB3Jq7HIJCqAs2fPokOHDqhQoQKWL1+OokWLqo5ERERW1KxZE1u3boWfnx/+85//4IcfflAdyWuxyCRy0o0bN9CxY0dcunQJ69atw/333686EhER2aF27drYunUr/P398dxzz2Hnzp2qI3kl3SxhJIQIA2AAkKV9zZRSJrmzH0ePKYQwAIgBkOxMNvIeubm56N27N1JTU/Hll1+iQYMGqiMREZED6tati127dqF169Zo1aoVkpKS0K5dO9WxvIouRjKFEDEADFLKKVLKhVLKKQAaCyEi3NWPg23jhBCJAMK0B/m4sWPHYsWKFZg8eTI6duyoOg4RETmhatWq2LlzJ+rVq4eOHTsiLi5OdSSvIqSUagMIEQggTUpZzsy2SwCqSymzXNlPQY4phJAAutg7khkcHCxTU1PtaUoeIi4uDm+//Tb69OmD+Ph4CCFURyIiogK4cuUKunXrhk2bNmHAgAGYMWMG/P11c7JX14QQaVLKYHPb9DCS2Q9AioVtmbB/5NCRflx1TPIxSUlJeOedd9CuXTvExcWxwCQi8gKlS5fGunXrMGTIEMyePRsvvvgiLl26pDqWx9NDkRkCY2FnTiaAVm7ox1XHJB+ydetW9OjRA02bNsWKFSs4k5yIyIsUKVIE06ZNQ3x8PLZt24Ynn3wSBw4cUB3Lo+mhyAwCcMHCtkwAZodgC9iPq45JPmL37t3o2LEjHnnkEaxfvx4lS5ZUHYmIiNzgrbfewjfffIMbN26gSZMmiIuLg+pLCz2VHopMWwwK+nHVMckLfPfdd2jdujUefPBBfPXVVyhX7q5LeYmIyIs888wz2L9/P55//nm8/fbbeP3113HlyhXVsTyO0iJTWxIIMC4hVCj9uOqYNo4RJoRIFUKknjt3zl2HoUKwa9cutGnTBg8++CC++eYbVK5cWXUkIiIqBAEBAdi4cSMmTJiAFStWoEGDBlxP00GeMJLpcbQlkYKllMEBAQGq45CTtm3bhhdeeAGVKlXCtm3bWGASEfkYPz8/jBgxAtu2bYOUEs899xyGDx+Omzdvqo7mEZQWmSbLBBkKqx9XHZO8W2JiItq0aYOHH34Y27ZtQ6VKlVRHIiIiRZo1a4aDBw+ib9++iImJwZNPPsnbUdpB7yOZBrjmtLYj/bjqmOShZs+ejW7duqFx48bYsWMHHnzwQdWRiIhIsdKlS2PhwoVYt24d/vjjDwQHB2Ps2LEc1bRCD0VmCoAaFraVB2DvSuaO9OOqY5IXycnJwZAhQzBw4EB06NABycnJKF++vOpYRESkI+3bt8fhw4fRuXNnjBkzBg0bNsSuXbtUx9IlPRSZ6QACLWwLBJDohn5cdUzyEn/++Sdat26NGTNm4L333kNSUhJKlCihOhYREelQxYoV8dlnn2Hjxo24du0ann32Wbz77rv466+/VEfTFT0UmXEwsy6lNgs8CMAKM9vMFYiO9OPwMcl77d27F40aNcLu3bvx8ccfY/bs2bydGBER2dS2bVscOXIE77//PhYsWIBHH30Uq1at4rqaGuVFppQyE8BCIURMvk0xACLz30NcCJEGIEMIEeRsP44e0wyeQ/USixcvRrNmzVCkSBHs2rULb775pupIRETkQe69917MnDkT33//PSpUqIBXX30VL774Ik6cOKE6mnJCL9W2ECIM/066qQFgn5QyyUy7GACdAbTSikWn+nHwmBEAGsM4yhmotU+F8e5AVovS4OBgmZrKSzz15ubNmxgwYAAWLVqEVq1a4fPPP0eFChVUxyIiIg+WnZ2NuXPnIjo6Gjdv3sTQoUMxYsQIlCpVSnU0txFCpEkpzd4pUTdFprdikak/v/76K1599VXs27cPUVFRGDduHIoUKaI6FhEReYmzZ88iIiICS5cuxcMPP4yZM2eiU6dOEEKojuZy1opM5afLiQrTN998g0aNGuGnn37CqlWrMHHiRBaYRETkUg8++CASEhKwfft2lC1bFq+++ipeeOEFHDt2THW0QsUik3yClBLTp09HSEgIKlSogL1796JTp06qYxERkRdr1qwZ0tPTERsbi++//x6PPfYYBg8ejEuXLqmOVihYZJLXu3r1Krp3746hQ4eiU6dO2Lt3L+rUqaM6FhER+QB/f3+Eh4fj+PHj6N27N2JjY1GrVi3MmzcPOTk5quO5FYtM8mrHjx9HkyZNkJSUhMmTJyMxMRGlS5dWHYuIiHzM/fffj0WLFiE9PR2PP/44+vfvj/r162Pz5s2qo7kNi0zyWmvXrkXjxo3x+++/Y/PmzYiMjPTKi66JiMhzNGjQAFu3bsWXX36Jmzdv4oUXXkC7du3w008/qY7mciwyyevcvn0bo0ePRseOHVGrVi2kpaUhJCREdSwiIiIAgBACL7/8Mo4cOYJp06Zh586deOyxxxAeHo6LFy+qjucyLDLJq1y8eBHt27fH+PHj0adPH+zcuRNVq1ZVHYuIiOguxYoVw5AhQ3Dy5EmEhYVhzpw5qFmzJqZPn46///5bdbwCY5FJXuPgwYMIDg7Gli1bsGDBAsTHx6N48eKqYxEREVkVEBCAefPm4eDBg3jqqacwdOhQ1K5dG59++ilu376tOp7TWGSSV1i6dCmaNm2KmzdvYvv27ejXrx+vvyQiIo/y2GOPYdOmTdiyZQsCAgLw5ptvomHDhti4caNH3g+dRSZ5tOzsbAwcOBA9e/ZE48aNkZ6ejiZNmqiORURE5LQWLVpg7969WL58Oa5fv4527dr985wnYZFJHuvs2bNo0aIFZs+ejUGDBiElJQX333+/6lhEREQF5ufnh65du+Lo0aOYM2cOjhw5gqeeegpdunTB8ePHVcezC4tM8khbt25FgwYNkJ6ejs8++wwzZsxA0aJFVcciIiJyqXvuuQf9+/dHRkYGPvjgA2zatAl169ZF7969kZmZqTqeVSwyyaPk5uZi3Lhxd9we8rXXXlMdi4iIyK1Kly6NMWPGICMjA+Hh4Vi+fDlq166NsLAw/PLLL6rjmcUikzzGuXPn0LZtW0RHR+P111/H3r17Ua9ePdWxiIiICs3999+PGTNmICMjA/369cMnn3yCWrVq4b333sNvv/2mOt4dWGSSR9i8eTPq16+Pb7/9FgsXLkRCQgLuvfde1bGIiIiUqFSpEubMmYMTJ06gd+/eiIuLQ40aNTB48GD88ccfquMBYJFJOnf9+nW89957eOGFF1CuXDl8//33CA0N5fJEREREAB5++GHExcXh2LFj6N69O2bNmoXAwEB88MEHqqOxyCT92rNnDxo2bIi5c+di8ODBSEtLQ4MGDVTHIiIi0p3AwEAsWbIEP/74I15++WX89ddfqiPBX3UAovwuX76MkSNHYt68eahSpQq2bNmCFi1aqI5FRESke4888giWLVumi8XbOZJJuiGlxIoVK1C3bl3Mnz8fAwYMwOHDh1lgEhEROUgPl5WxyCRd2Lt3L55//nl069YNlSpVwp49ezBr1iyUKVNGdTQiIiJyAotMUiozMxPdu3fHU089hZ9++gnz58/Hnj17EBwcrDoaERERFQCvySQlMjMzMXnyZHz88ccoWrQoRo8ejWHDhqF06dKqoxEREZELsMikQnXs2DFMnDgRy5Ytg7+/P0JDQzFy5EhUqlRJdTQiIiJyIRaZVCgOHTqECRMmYMWKFShevDgGDhyIoUOHsrgkIiLyUiwyya3S0tIwYcIEfPnll7j33nsRGRmJQYMG4b777lMdjYiIiNyIRSa5xc6dOzFhwgR89dVXKFu2LKKjoxEeHo7y5curjkZERESFgEUmuYyUEsnJyZgwYQK2b9+OgIAATJo0Ce+++y6XIiIiIvIxLDKpwHJzc7Fu3TpMmDAB+/btQ+XKlREbG4vQ0FCULFlSdTwiIiJSgOtkktNyc3ORlJSEBg0a4OWXX8b58+cRFxeHjIwMhIeHs8AkIiLyYSwyyWG5ublYtWoVGjZsiC5duuDWrVv49NNPcfz4cYSFhaFYsWKqIxIREZFiLDLJblJKrF69Go0aNcKrr76KGzduICEhAUeOHEHPnj3h78+rL4iIiMiIRSbZJKXE2rVr0ahRI3Tq1AlXr17FJ598gqNHj+KNN95AkSJFVEckIiIinWGRSRZJKbFhwwY8+eST6NixIy5fvowlS5bgxx9/RK9evThySURERBaxyKS75M0Wb9KkCdq3b48LFy4gPj4eP/30E3r37s3ikoiIiGxikUn/yM7OxtKlS1G/fn106NABf/75JxYtWoRjx47hrbfeQtGiRVVHJCIiIg/BISnC9evXsWTJEkydOhU///wz6tWrh4SEBHTr1o2FJRERETmFRaYPy8zMxPz58xEfH49Lly6hadOmmD17Ntq1awc/Pw5yExERkfNYZPqY3NxcJCcnY86cOdiwYQP8/PzQqVMnDBw4EM8++yyEEKojEhERkRdgkekjTp48iU8++QQJCQn4+eefcd9992HUqFEICwtDlSpVVMcjIiIiL8Mi04tlZWUhMTERn3zyCXbt2gU/Pz+0atUKkyZNwiuvvMI78xAREZHbsMj0MufPn8fq1auxcuVKbNmyBdnZ2Xj00UcRExODHj16oHLlyqojEhERkQ9gkekFzp49iy+//BIrV67Et99+i9u3byMwMBDvv/8+unbtikaNGvFaSyIiIipULDK9QPPmzXHixAnUqVMHw4cPR+fOnVG/fn0WlkRERKQMi0wvMG/ePFSqVAmPPvqo6ihEREREAFhkeoWQkBDVEYiIiIjuwBW3iYiIiMjlWGQSERERkcuxyCQiIiIil2ORSUREREQuxyKTiIiIiFyORSYRERERuZxuljASQoQBMADI0r5mSimT3NmPu9oSERER+TpdFJlCiBgAF6SUU0yfE0IEmj7nyn7c1ZaIiIiIACGlVBtAiEAAaVLKcma2XQJQXUqZ5cp+3NXWnODgYJmammorPhEREZHHEUKkSSmDzW3TwzWZ/QCkWNiWCSDMDf24qy0RERERQR9FZgiMxZo5mQBauaEfd7UlIiIiIuijyAwCcMHCtkwAZodgC9iPu9oSEREREfRRZNpiUNCPu9oSERER+QSlRaYQwqD9Z1Zh9eOutvn2CxNCpAohUs+dO+fIrkREREReQRdLGHkbKeVCAAsBQAhxTgjxcyEctiKA84VwHNIvvgcI4PuA+B4go8J6H1S1tEFpkSmlzBJCAAU85exIP+5qa6WPAGf3dYQQItXSEgLkG/geIIDvA+J7gIz08D7Q+zWZBhTwVLoT/birLREREZHP0EORmQKghoVt5QHYu5K5I/24qy0RERERQR9FZjqAQAvbAgEkuqEfd7VVaaHqAKQc3wME8H1AfA+QkfL3gW5vK6nN7L4EoFz+2zZq9wzPzP+cvf24qy0RERERGSkfydSKxYVCiJh8m2IARJopMNMAZAghgpztx11tiYiIiMhI+UhmHiFEGP6dSFMDwD4pZZKZdjEAOgNolX8005F+3NmWiIiIyNfppsgkIiIiIu/Bxdg9kBAiAkAFGO+rDgBxdo7AGgBkuqIt6YN2bXAMgGRrPyu+D7wbf2beib/flMdTP/dZZHoY7XKBSSYTk4IAbBFCdJNSdjHT9oKUcorpc9rEqSnOtiX1hBBxMC6htQ9AGIBkK235PvBi/Jl5H/5+kylP/tzn6XIPov3FkWJmZn0IjP8Idcn7C8TSrHht2yUA1W3NoDfXlvRHCCFh8rPPt43vAy/Gn5n34++3b/P0z33ls8vJITXMTXaSUqbAONTdz+TpfjAuJG9OJox/HTvTljwL3wfejT8z38bfb+/n0Z/7LDI9S4QQwtLi76kATO9RGgLjG8WcTACtnGxLnoXvA+/Gn5lv4++39/Poz30WmZ7F0l8dgPH6nYsm/x8E4IKFtpm4843pSFvyLHwfeDf+zHwbf7+9n0d/7nPijweRUlr7yyIIjt1CyuCmtuRZDG5qS/pgUB2AlDK4qS0VEk//3OdIphfQLgwGjEtd5C17ARiv17C1r91tybPwfeDd+DPzbfz99m2e8rnPItPDmayj1sXcxcFERETkPTzpc59FpudLhPEe6v8sb2Gy7IDB1s6OtCXPwveBd+PPzLfx99unecznPovMQiCESBNCSCcenW30GwMgUUrpyDUZwL+r+7u6LVnhrvdBARjA94E3M4A/M19mAH+/vY6nfe5z4k8hkFI2cnWf2i2mMqy80VIA1LCwrTyMSx8405ac5I73gR34PvBu/Jn5Nv5++xBP/NznSKYH0ka2svK/0bQ7AORJBxBooYtAGIfbnWlLnoXvA+/Gn5lv4++3j/DUz33eVtLDaG8og4VbjMVIKSO1/zZ7yyjtguFLAMrZur2UubakP87cdo7vA+/An5n34+83efLnPotMDyKECAIQBWB5vk3lYbyGooaUsp9J+xgAyHsDas/FwTjcPiVf33a3JX3RPoT6WTqFwveBd+PPzLvx99u3efrnPotMD6LdtN5gpUmkmTdRGP69iLcGgH3m/hpytC2ppV2b0xjGxXgDYfyZpcJ4p4bI/H+B8n3g3fgz8y78/aY8nv65zyKTiIiIiFyOE3+IiIiIyOVYZBIRERGRy7HIJCIiIiKXY5FJRERERC7HIpOIiIiIXI5FJhERERG5HItMIiIiInI5FplERIVACBEkhIjT7kFMROT1WGQSEbmZdu/h8jDevaW84jgegUU5kedjkUlE5GZSyhQpZQqMt24jG1iUE3kHFplERKQrLMqJvAOLTCIinRNCJAsh0rSHQXUelYQQMdr34ZKvfy+I9I5FJhF5PSFEoBAiUStMpBAizs79krX2Gdr+ge7OaomUspH2yLLURggRouVM1r4makWZQdseJoQIcuS4QogIraiT2iNZO51tqa00+Z6ZbVcQUspIKWUjACmu7puIXMtfdQAiIneTUmYC6CKEiAEQBCDY1j4mE06ypJQ13JmvoLTCcRGATACR2uvN22YAsEgIsRxAnJRSONK3lHKKEGIhgEsAUqSUrWy0baUdJ8mJl0JEXoRFJhH5mkzYKDJNTsMGwsyImRAiDEAjG8dJLoxCS8sSB6CLueNJKbOEEKHQikRnjqH1kQXj98NalkAU0usmIv1jkUlEvuSC9jDYaBcGYCGMRVVM/o1SyoUuT+YEWwVmHq1ITAGQXIDDZcI4CmxNpJSyn4WcuijKiajwsMgkIp+gXR+YAm00TggRaHpaOV+7JAB51xPq8to/7RR5HICFdhZnmSjYa8kEECSEMJi7LtSk4L2LXopyIipcLDKJyFe0klJGaqd9AWOxeVeRCSBQSpkihIiE8XpMc20cohWE3WAsXAO10/ELrU3iscMi7Wukne2zpJTpFvJFmPxvDRivqczfNu/7EAjgjm3aafIaLCaJyBSLTCLyKVLKTCEEYDz1e8fInhAizKRQCsm/vQDHTIexMLO3ILRKG20NApBkb6Eqpbzr2HnXUMJ4mjvJ5PlkAPkn+GRoX+8qMmHhNLmz3FSUE1EhY5FJRF5PK1IumDyVBeOInWmbIACpJu3NXo+pE120r3YtxWRFIoyFav7T7eZGb1O1r3dM/tFOkycWMMcdXF2UE5EaLDKJyBcE485RyUzcPVM6ON8oJqDT6zHx7+z4VKutrNBOkQcBaKkV1eW1/28F88VdXuH5T3Gu7cfT5ERkFhdjJyJf0CrfNYZ3FJnaaNwK0/Zw0fWYbmIAjLPGzW0UQgSZLMpuuoi66ezwfjB+H8IAdIV2+YCUsp+5fk2eM13+KcbcaXgiIoBFJhH5pn+KTO26xIv5Cqu7rsfU7hoUY1KwRWiPGG2R97x2nU3ukHPX6XaTOw9F5N/mYH6LpJTpUsou+Pe0epKUMn+hHQhjUTlFSrlQSmnP9Z2m37fOcPFpciLyLiwyicirmbkeE9AmsWjbOueb9GKAsZC6Y01JKWWmNmqXBeMI3hTtEQngghAiTWuXBOvXTEYCCJVSTinAy0o2yWpN3ml/c+tjZuHfyTz2ygRg0I7bSkqp18sJiEgHWGQSkbczN0s8byQwCsY1MfO3h5l9rEmCcQ3JIOCf21imw3hK+q48BV10XCtQs2B7YlLe8VeY2WZxNNTKKGvePongpBwisoFFJhF5uyjcXVDlTZi5YOa6y25wzfWYcQA6m3neUMB+87QE0NXCKXmD9nw6gEwLp8EjYXyt+feNgOUCO2/kM47LCRGRLZxdTkReSQgRB+OEFgOANCFETN4s6LzbLJqestbaB0IbyRRCJMJ4q0N7Zk6HAEjPd83jCgBxQoigvOe1kU5Xrr1ZTrsmNBnGkc2L2tcLACZpr3O5hf1ThBCTtGI073KCLBun8dNhfskjIqK7CCml6gxERB5DCHEJxvua74Nx2R8DjMv6ROYf3dMK1Yt5C5ULISKcuRZTCJEspcy/OLpP0763oRxRJdIvjmQSETlun52jeXEwTrrJuzYyy22JiIh0hkUmEZGbaKeks7TlfgDzE3CIiLwSJ/4QEbnXQhhHMgN5apeIfAmLTCIi91oO48Qgvd49iIjILXi6nIjIDtqdgfrBONGnnxAC9lyXKaVM12ayF2RGdnreYu8AWvryiKg2Gz7EZkMiUo6zy4mIiIjI5Xi6nIiIiIhcjkUmEREREbkci0wiIiIicjkWmURERETkciwyiYiIiMjl/h+IAGKQntGTUAAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170608_020116.hdf\n",
-      "0.9005056769116415\n"
-     ]
-    },
-    {
-     "data": {
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09Y8vFfpJVr8AEI3nnntOp512mi6++OK49nvNNdeobdu2mjdvXlz7BQAp9UcyfYrPKfB49ZOsfgFAkrR9+3YtWbJE1113nVq1iu8/2T6fT2PHjuWUOYCESIWQWSIpL8xjOZIi3ck8Xv0kq18AaNYLL7ygurq6uJ8qD7j22mv197//XevWrUtI/wCyVyqEzCpJuWEey5U0P8n9JKtfAGjWyy+/rDPOOEP9+vVLSP9XXHGFjDFatGhRQvoHkL1SIWTOVoi9Jr2V3QWSjpks5F3qscX9JKo+AIiHvXv36o033tA111wjY0xCjtGtWzcNGjSIkAkg7pyHTGtttaQ5xpiZjR6aKWlG4+uCG2MqJW01xhS0pJ8QcuJRHwDEy5IlS1RbW6trrrkmoce56qqrVFZWpi+//DKhxwGQXUyqTPY2xkzWNwtp8iSVW2sXhGg3U1KRpNFeAIy1n+mSBso/Gpnrta+Q/yo+ocJtRP02VlhYaCsqmLYJIHo33nij/vKXv+iLL75QmzZtEnacdevWKT8/X08++aRuvvnmhB0HQOYxxlRaa0Ne/TBlQmamImQCiEVtba1OOeUUXXPNNfrDH/6Q0GNZa9WrVy9deOGFeuGFFxJ6LACZpamQ6fx0OQDgWCtXrlRNTY2uvvrqhB/LGKNx48apuLhYtbW1CT8egOxAyASAFPTqq6+qXbt2GjNmTFKON3r0aH311VcqLy9PyvEAZD5CJgCkoMWLF2v48OHq2LFjUo43fPhwGWNUUlKSlOMByHyETABIMR999JG2bNmiyy+/PGnH7NKliwoKCrRs2bKkHRNAZiNkAkCKKS4ulqSknSoPGDlypNasWaN9+/Yl9bgAMhMhEwBSzNKlS9WzZ0/17ds3qccdNWqUamtrtWLFiqQeF0BmImQCQAqpq6tTSUmJxowZk7Cr/IQzZMgQtW3blnmZAOKCkAkAKaSiokI1NTUaO3Zs0o/dvn17DRkyhHmZAOKCkAkAKWTJkiUyxmjkyJFOjn/ZZZdpw4YN2r17t5PjA8gchEwASCFLly5VYWGhunTp4uT4l1xyiay1WrVqlZPjA8gchEwASBFfffWV1q5dq9GjRzur4cILL9Rxxx3H4h8ALUbIBIAUsWrVKtXV1WnEiBHOajjhhBNUWFhIyATQYoRMAEgRb775po477jhddNFFTuu45JJLVFFRoQMHDjitA0B6I2QCQIp48803NWjQILVv395pHcOGDVNtba1KS0ud1gEgvREyASAF7Nu3TxUVFbrssstcl6IhQ4bIGMMpcwAtQsgEgBQQmI+ZCiHT5/OpX79+hEwALULIBIAU8Oabb6pNmzbO52MGDBs2TGvWrFFtba3rUgCkKUImAKSAwHzMDh06uC5FkjR06FDt379f69evd10KgDRFyAQAx1JpPmZAYESVxT8AYkXIBADHVq9erSNHjujSSy91XUqDXr16qXv37lq7dq3rUgCkKUImADgWmI958cUXuy6lgTFGgwcPJmQCiBkhEwAce+uttzRw4EB17NjRdSlHueiii/TBBx9o+/btrksBkIYImQDg0Ndff63y8nJdcsklrks5xuDBgyUxLxNAbAiZAOBQRUWFamtrNWTIENelHGPAgAFq3bo1p8wBxISQCQAOrVq1SpJSZn/MYO3bt9cFF1xAyAQQE0ImADi0evVqnX322Tr55JNdlxLS4MGDVVZWprq6OtelAEgzhEwAcMRaq9WrV6fkqfKAwYMH66uvvtJ7773nuhQAaYaQCQCObNmyRTt37kyprYsaCyz+4ZQ5gGgRMgHAkcB8zFQeyTzjjDOUk5OjNWvWuC4FQJohZAKAI6tXr1ZOTo7OOuss16WEZYzRhRdeqPLyctelAEgzhEwAcGTVqlW6+OKL1apVav9TXFhYqE2bNunAgQOuSwGQRlL7XzYAyFA7d+7U+++/n9LzMQMKCwtVX1+vdevWuS4FQBohZAKAA4E5jqk8HzOgsLBQkjhlDiAqhEwAcGDVqlVq06ZNQ4BLZT169FD37t1VUVHhuhQAaYSQCQAOrF69WgUFBWrfvr3rUiIycOBAQiaAqBAyASDJDh8+rLKysrSYjxlQWFiozZs3a+/eva5LAZAmCJkAkGTr1q3TwYMH02I+ZkBhYaGstXr77bddlwIgTRAyASDJVq9eLUlpNZI5YMAASeKUOYCIETIBIMnWrl2r0047TT169HBdSsROOeUUnXbaaYRMABEjZAJAkpWVlWnQoEGuy4haYWEhIRNAxAiZAJBE27dv14cffqgLL7zQdSlRKyws1AcffKDdu3e7LgVAGiBkAkASlZWVSVLajmRKUmVlpeNKAKQDQiYAJFFZWZlatWqlgoIC16VEjcU/AKJByASAJCotLdV5552njh07ui4lajk5OcrNzSVkAogIIRMAksRam7aLfgIKCwu5hjmAiBAyASBJtm7dqt27d6d1yBwwYIA++eQT7dy503UpAFIcIRMAkqS0tFSS0nJleUBgLilX/gHQHEImACRJWVmZ2rdvr3PPPdd1KTHLz8+XRMgE0DxCJgAkSVlZmQYMGKA2bdq4LiVmXbp0Ua9evQiZAJqVMv/SGWMmS/JJqvG+VltrFySynyjbTpfUxWsnSVuttbOirQ9Adjp8+LDefvttTZs2zXUpLVZQUKCqqirXZQBIcSkRMo0xMyXtDA5txpiZxpjcaIJcNP1E2Xa2pJnW2uqg+0YZY4qttaOjea0AstOGDRt06NChtF70E5Cfn69XX31V+/btS8utmAAkh/OQaYzJlTTZWts5+H5r7QxjzG5jzBxrbU08+4my7ShJxcEB02tbYowZbYwZZa0tifqFA8gqmbDoJyA/P1/WWq1fv15DhgxxXQ6AFJUKczKnSAoX0qolTU5AP9G0HS3/6fRQyiWl32U7ACRdWVmZunXrpl69erkupcVYYQ4gEqkQMkfJH+xCqZY/5MW7n2ja7pQ0M0zb0ZKYmASgWYFN2I0xrktpsVNPPVUnn3wyIRNAk1IhZBbIH+RCqZZUmIB+omk7R1KuMWarMaZh1DLwZ06VA2hOTU2N3n///Yw4VS5Jxhjl5+ez+AdAk1IhZDbH56Cfhrbe3MyRknIkVXqLg4ok5Vprp4R6sjFmsjGmwhhTsX379tgrBpARAtf6zoRFPwEFBQXatGmTDh8+7LoUACnKacg0xvi8P9Ykq59YjmmtrZLUx3vOdPlPn4c73S5r7RxrbaG1trBr166RHgZAhiorK5MkDRw40HEl8ZOfn6/a2lpt2rTJdSkAUlQ6jGQ6550av1P+oDlB34xqFjktDEBaKC0t1dlnny2fz+e6lLgJXPmHU+YAwnEaMoO2JvIlq59ojxkImNbaGdbaGm+z9j7yr06fT9AE0BRrrUpLSzPqVLkknXHGGerYsSOLfwCEleojmT618FR6DP00bvuYpFuDG3hhc7T8i4Iea3F1ADLWp59+qi+//DJjFv0EtGrVSv379ydkAggrFUJmiaS8MI/lSKpIQD8RtQ3M3wy3GXxg4U/QPE8AOEpgPmamjWRK/lPm69atU11dnetSAKSgVAiZVZJywzyWK2l+AvqJ1zEl//XOa6JoDyCLlJWVqW3bturXr5/rUuKuoKBABw4c0N/+9jfXpQBIQakQMmcrxF6Y3uhggaR5IR4LFRCj6Seitl549IU5XqB92FXmAFBaWqr8/Hy1a9fOdSlxx+IfAE1xHjK9a4LPMcY0vqrOTEkzGo8SGmMqJR21MXq0/UR5zNHyL/A5Kmh6fz9mviYABBw5ckQVFRUZeapcks4991y1bduWeZkAQmrjugBJstbO8DYwny7/ops8ScXeSu7GShRmIU80/UTa1lpbbYwZKWmmdzm4wHF3WmsnRP9qAWSLd999VwcOHMjYkHncccfp/PPPJ2QCCCklQqbk38A8wnYzJM1oaT9RHrNGUsir+wBAOIFFP5m2sjxYfn6+XnjhBVlrM+K67ADix/npcgDIVGVlZfL5fDrjjDNcl5Iw+fn52r17tz755BPXpQBIMYRMAEiQwCbsmTzCV1Dgnx7PKXMAjREyASAB9u/fr40bN2b0qXJJ6tevn1q1asUKcwDHIGQCQAJUVVWpvr4+Yxf9BLRv315nn302I5kAjkHIBIAEKC0tlZSZV/ppLD8/n5AJ4BiETABIgLKyMvXu3VunnHKK61ISLj8/X5999pm2b9/uuhQAKYSQCQAJEFj0kw1Y/AMgFEImAMTZF198oU8++STjF/0E9O/fXxIhE8DRCJkAEGfl5eWSsmM+piTl5OTo9NNPZ4U5gKMQMgEgzkpLS9W6deuG08jZgMU/ABojZAJAnJWVlen8889X+/btXZeSNPn5+frb3/6mr776ynUpAFIEIRMA4qi+vl7l5eUaOHCg61KSKj8/X5K0fv16x5UASBWETACIo7/97W+qqanJmkU/AawwB9AYIRMA4qisrEySsi5k9ujRQ127diVkAmhAyASAOCotLVXHjh11zjnnuC4lqYwxLP4BcBRCJgDEUVlZmQoLC9W6dWvXpSRdfn6+Nm3apEOHDrkuBUAKIGQCQJwcPHhQ69aty5r9MRvLz89XbW2tNm3a5LoUACmAkAkAcbJ+/XrV1tZm3XzMgMAKc06ZA5AImQAQN6WlpZKy50o/jZ1xxhnq2LEjIROAJEImAMRNWVmZevTooZ49e7ouxYlWrVqpf//+hEwAkgiZABA3paWlWTuKGZCfn6/169errq7OdSkAHCNkAkAc7Nq1Sx988EHWzscMyM/P1/79+/XBBx+4LgWAY4RMAIiD8vJySdk7HzOAxT8AAgiZABAHpaWlMsaosLDQdSlOnXvuuTruuOMImQAImQAQD2VlZTrnnHPUqVMn16U41bZtW51//vmqqqpyXQoAxwiZANBC1lqVlpZm/XzMgMDlJa21rksB4BAhEwBa6KOPPtKOHTuyfj5mQH5+vnbu3Km///3vrksB4BAhEwBaKLAJOyOZfiz+ASARMgGgxcrKynT88cfrvPPOc11KSujXr5+MMYRMIMsRMgGghUpLSzVgwAAdd9xxrktJCR07dtRZZ51FyASyHCETAFqgtrZWVVVVzMdsJLD4B0D2ImQCQAu88847OnjwIPMxGykoKNAnn3yinTt3ui4FgCOETABogbKyMklc6acxFv8AIGQCQAuUlZXp5JNPVu/evV2XklIImQAImQDQAoFN2I0xrktJKV26dFGvXr0ImUAWI2QCQIz27t2r9957j1PlYbD4B8huhEwAiFFZWZmstRo8eLDrUlJSfn6+Nm/erP3797suBYADhEwAiNHq1atljGFleRgFBQWy1mrDhg2uSwHgACETAGK0Zs0a/dM//ZNOOukk16WkJBb/ANmNkAkAMaivr9fatWt10UUXuS4lZfXs2VNdunQhZAJZipAJADHYvHmzampqCJlNMMYoPz9fVVVVrksB4AAhEwBisGbNGkkiZDYjPz9fGzduVG1tretSACQZIRMAYrBmzRp17txZZ511lutSUlp+fr4OHz6sd99913UpAJKMkAkAMVizZo0GDx6sVq34Z7QpBQUFklj8A2Qj/nUEgCjV1NRo06ZNnCqPwJlnnqkOHToQMoEsRMgEgCiVlpZKki6++GLHlaS+Vq1a6YILLiBkAlmIkAkAUVqzZo1atWrF5SQjVFBQoLffflv19fWuSwGQRIRMAIjSmjVrdN555+nEE090XUpaKCws1L59+7RlyxbXpQBIojauCwgwxkyW5JNU432tttYuSGQ/0R7Ta58XdNdOa+2saGsEkL7q6+tVWlqq6667znUpaaOwsFCSVF5err59+zquBkCypETINMbMVKPAZoyZaYzJjSbERdNPtMc0xsyXVG6tnRF8nzFmsrV2TqQ1Akhv7733nvbs2cOinyj07dtXHTp0UEVFhW666SbX5QBIEuch0xiTK2mytbZz8P3W2hnGmN3GmDnW2pp49hPtMb1AuitE+Bwl6fmIXyyAtMcm7NFr3bq1CgoKVFFR4boUAEmUCnMyp0gqCfNYtaTJCegn4rZeIJ0uaWbjhtbazrGc0geQvlavXq0uXbrozDPPdF1KWiksLNTbb7+tI0eOuC4FQJKkQsgcJX+wC6Va0ugE9BNN2ynyz9UM1x5AFlmzZo0uuugiGWNcl5JWCgsL9fXXX3PlHyCLpELILJC0M8xj1ZIKE9BPNG1HSaqSJGOMzxhT5I1uAsgyO3fu1Pvvv8+p8hgMHDhQkjhlDmSRVAiZzfE56Ce4bYGkXcaYIvkDZ4kkn7foh7AJZJFVq1ZJkoYNG+a4kvSTl5enk046SeXl5a5LAZAkTkOmMcbn/bEmWf3EeMwcSTXW2gXW2hprbZWkGZIqg/oLPsZkY0yFMaZi+/btURwGQCpbsWKF2rZt2zAqh8i1atVKAwYMYCQTyCLpMJLpTFCALLDWHrVQyJujWS3pzsbPs9bOsdYWWmsLu3btmvhCASTFihUrNGjQIB1//PGuS0lLhYWFWr9+vQ4dOuS6FABJ4DRkBm0T5EtWPzG2rQrTpFpSUXP9AEh/+/fvV2VlpYYOHeq6lLQ1cOBA1dbWauPGja5LAZAEEYVMY0wnY0xvY8yIRBfUiE8tPJUeQz+N29ZI2hWm7S5JzMsEskBZWZmOHDnCfMwWCL7yD4DM12TINMb8zRizU/49InMlfZiAGkp09KUag+VIinQCTzT9RNO22rsvnJoI6wOQxlasWCFjjC6++GLXpaSt008/XV26dGFeJpAlmrviT56k0dbaZQmsoUr+Fdyh5EqanYB+omn7vPx7ZYZry7+WQBZYsWKF+vXrJ5/P57qUtGWM0cCBAwmZQJZo7nR5VYIDpuQPdMfshektuimQNC/EY6FOUUfTTzRt50jKDXPMUQpxJSAAmeXIkSNas2YN8zHjoLCwUBs3btSBAwdclwIgwZoLmUdd5cYYc5Ix5lZjzDzvVHq5MeY/jDH9Yy3AW6U9x7s+eLCZkmY0vm65MaZS0lZjzFEjkdH0E2XbGvm3KzpqRNUYM1vSnMarzgFknnXr1mn//v3Mx4yDwsJC1dXVaf369a5LAZBgzZ0uPypkWmv3SHpM0mPGmApJk621b7e0CGvtDG9vyenyz3HMk1Qc5rrgJQqzkCeafqJsO8sYU+MFy4BKa+2c6F4pgHS0YsUKSWzCHg/BV/7hyklAZmsuZNomHqsIFzCNMSOstW9EU0ikgc1aO0P+kcUW9ZPItgAyy4oVK5Sbm6sePXq4LiXt9ejRQ927d2eFOZAFmjtd7mvisd1NPDYh+lIAIPVYa7Vy5UrmY8ZRYWGhysrKXJcBIMGaG8ksNMYMl2RCPJYb5jGf/AtiACDtbd68Wdu3b+dUeRwNHjxYCxcu1O7du9W5c2fX5QBIkOZC5gD550CGCplS+BHLpk6zA0DaePPNNyVJl156qdtCMsjgwYMl+Te4Hzt2rONqACRKcyGzStGf+jYKse0QAKSj5cuX69RTT9UZZ5zhupSMMXDgQBljtHbtWkImkMGaC5kl1tqor/JjjGFbHwBpz1qr5cuXa+zYsTIm3AkdROvEE0/Ueeedp7Vr17ouBUACNbnwx1r701g6jfV5AJBKNm3apO3bt2v48OGuS8k4gwcPVmlpqerr612XAiBBmltdHpIxprcxZoR36xTvogAgFSxfvlySNGLECMeVZJ7Bgwdr9+7d+tvf/ua6FAAJEnHINMb0N8YsMcbUSdoqqdi77fau/sN/9QFklOXLl6t3797q3bu361IyTmDxD6fMgcwVUcg0xsyTfxGQkfRTSRMljfG+TpW0TtILxpi/MLIJIBPU19frrbfe4lR5gvTt21edOnUiZAIZrLmFPzLGLJX/soudvctKhvKYMcYn/7W/l0kaGK8CAcCFDRs2aNeuXYTMBGnVqpUuvPBCQiaQwZocyTTGfEdSjbV2YhMBU5Jkra2x1k6RVGmMuSWeRQJAsgXmYxIyE2fw4MF65513tH//ftelAEiA5k6XT5YUVWC01k4Vl5UEkOaWL1+uM844Qz179nRdSsYaPHiw6urqVFlZ6boUAAnQXMjcY63dG0O/TY56AkAqO3LkCPMxk+DCCy+UxOIfIFM1FzJ3xdhvrM8DAOcqKyu1d+9eti5KsC5duujMM88kZAIZqrmQGes1yGtifB4AOLd06VIZYzRq1CjXpWS8wYMHa82aNbI21l83AFJVTJuxR+CkBPULAAm3ZMkSDRgwQCeffLLrUjLe4MGD9cUXX+jTTz91XQqAOGtuC6NCb5P13VH0mSOpMPaSAMCdPXv2aO3atZoxY4brUrJCYFP2NWvW6LTTTnNcDYB4ai5kDpBUIv8m7JGwXlvOewBIS2+88Ybq6uo0duxY16VkhX79+qlDhw5auXKlJk2a5LocAHHUXMisUvTbERlJ82IrBwDcWrp0qTp27NgwwobEatOmjS666CKtXLnSdSkA4qy5kFlirf0w2k6NMSUx1gMATi1dulQjRoxQ27ZtXZeSNYYOHap77rlHe/bs0UknMaUfyBRNLvyx1v40lk5jfR4AuPTBBx+ourpaY8aMcV1KVhk6dKistVqzZo3rUgDEUaJWlwNA2lm6dKkkMR8zyQYPHqzWrVtrxYoVrksBEEfNnS6XJBlj+ksaJamLpD9ba9cnsigAcGHJkiXq06eP8vLyXJeSVTp06KCCggLmZQIZptmRTGPMf8i/AGiWpBmSqowx/57owgAgmQ4fPqw33nhDY8eOlTGRbqiBeBk2bJjKysp06NAh16UAiJMmQ6YxJl/SVPlXmHf2bmMl/asx5oLElwcAybFixQrt27dPl19+uetSstLQoUN18OBBVVZWui4FQJw0N5L5U0mjrbUvWGv3eLcS+Tdb/9+JLw8AkmPhwoVq164dl5J0ZMiQIZLEKXMggzQXMk2oLYystTWSot7aCABSkbVWCxcu1MiRI9WhQwfX5WSlU045RWeffTaLf4AM0lzI3NXEYzviWQgAuPL++++rurpa48ePd11KVhs6dKhWrVql+vp616UAiIPmQiaXhwSQ8RYuXChJGjdunONKstuwYcO0e/duvfvuu65LARAHCdkn0xjzaCL6BYBEWLhwofr3769evXq5LiWrDR06VBLzMoFM0dw+mYXGmOGSdod4LM8YMyLc81pWFgAkx86dO7V69WrdddddrkvJerm5uerevbv++te/aurUqa7LAdBCzYXMAZJKJIXbNG5KmPs5zQ4gLbz++uuqr6/XVVdd5bqUrGeM0WWXXably5fLWst+pUCaay5kVsm/R2Y0jKR5sZUDAMn1yiuvqFu3bios5ARMKhg+fLjmzp2rzZs3q2/fvq7LAdACzYXMklBbGDXHGFMSYz0AkDQHDhzQ4sWL9b3vfU+tWiVkijqiNHz4cEnSG2+8QcgE0lyT/6paa38aS6exPg8Akukvf/mLDhw4oKKiItelwJOXl6eePXtq+fLlrksB0EL81x1A1nrhhRfUpUsXXXrppa5LgccYo+HDh+vNN99kv0wgzREyAWSlgwcPauHChfr2t7+tNm2amzmEZBoxYoR27NihTZs2uS4FQAsQMgFkpeLiYn311VecKk9BgXmZnDIH0hshE0BWeuGFF+Tz+RoCDVLH6aefrj59+uiNN95wXQqAFiBkAsg6hw8f1iuvvKJrrrlGbdu2dV0OQhg+fLjeeust1dXVuS4FQIwImQCyTnFxsWpqajhVnsKGDx+umpoarV+/3nUpAGJEyASQdZ599ll16dJFY8aMcV0KwgjeLxNAeiJkAsgqe/fu1csvv6xJkyZxqjyFnXrqqerbt6+Ki4tdlwIgRoRMAFnlpZde0sGDB3XjjTe6LgXNGDt2rP7617/q66+/dl0KgBgQMgFklWeffVZ5eXkaPHiw61LQjDFjxujgwYNasWKF61IAxICQCSBrfPbZZ1q2bJluvPFGGWNcl4NmXHrppWrbtq2WLFniuhQAMSBkAsgac+fOlbVWN9xwg+tSEIEOHTpo2LBhWrp0qetSAMSAkAkgK1hr9cc//lGDBg3SmWee6bocRGjMmDHauHGjPvvsM9elAIgSIRNAVigrK9M777yjH/zgB65LQRTGjh0rSawyB9JQG9cFBBhjJkvySarxvlZbaxcksp+WHNMYU2ytHR1tfQDceOyxx9ShQwddf/31rktBFPr166du3bppyZIl+v73v++6HABRSImQaYyZKWmntXZW8H3GmNzg++LZT0uOaYwpkjQq0roAuLV3717NnTtX119/vTp16uS6HETBGKMxY8Zo8eLFqqurU+vWrV2XBCBCzk+XG2NyJU1uHOystTMk3WmM8cW7n5Yc03tsUiQ1AUgNc+fO1YEDB3Trrbe6LgUxGDt2rHbu3Km3337bdSkAouA8ZEqaIqkkzGPVkiYnoJ+WHHOypOcjrAlACnjsscfUr18/DRo0yHUpiMHo0aNljNHrr7/uuhQAUUiFkDlK/mAXSrWkSOc9RtNPTMc0xhTIH05rIqwJgGNlZWWqrKzUrbfeyt6YaeqUU07RoEGDtHDhQtelAIhCKoTMAkk7wzxWLakwAf3EesxR1tqqCOsBkAIeeughderUSf/yL//iuhS0wPjx41VeXq5t27a5LgVAhFIhZDbH56CfY9p6K9HnxKkWAEnw2Wefad68efrBD36gE0880XU5aIHx48dLkl577TXHlQCIlNOQGbTApiZZ/cRyTG+h0C5rbUTPMcZMNsZUGGMqtm/fHulhAMTZo48+qrq6Ok2bNs11KWih888/X6eddpoWLVrkuhQAEUqHkcxUUBTNnp3W2jnW2kJrbWHXrl0TWReAMA4ePKjZs2dr/Pjxys3NdV0OWsgYo/Hjx6u4uFgHDx50XQ6ACDgNmUEjg75k9RPtMb09MaPeFB6AW88884x27Nih22+/3XUpiJPx48frwIEDeuONN1yXAiACqT6S6VN8VnJH009DW+/Ueo61NtxKdAAp6MiRI/rVr36lwsJCDR8+3HU5iJPLLrtMHTt2ZJU5kCZS4Yo/JZLywjyWI6kiAf1E2naypIHGmAGN2uRKkjFmtvf3+dbacPtuAkiyefPmqbq6Wg888ADbFmWQdu3aacyYMVq0aJF+97vf8d4CKS4VQmaV/FsKhZIraXaYx1rST0Rtw11eMnBZSWvtlAhrA5Ak9fX1uu+++/RP//RPuvrqq12Xgzi76qqr9OKLL2rdunXKz893XQ6AJqTC6fLZCrEvpXequkDSvBCPhZrFH00/UR8TQHpYuHChNm3apDvvvFOtWqXCP3GIp6uuukqtWrXSSy+95LoUAM1w/i+wN99xjjFmZqOHZkqa0XjbIGNMpaSt3tV3Yuon2mOGkOPV4mumHYAkstbq3nvvVW5uriZNmuS6HCRA165ddemll2rBAtZjAqkuFU6Xy1o7w9tbcrr8i27yJBWH2TaoRGEW8kTTT5THlNRwmnyS/JellKRlxphqSbdGuocmgMR55ZVXVF5erieeeEJt2qTEP29IgKKiIv3oRz/Su+++q3PPPdd1OQDCMNZa1zVktMLCQltREenaJQCxOnLkiPr16ydrrd555x1CZgbbtm2bTj31VP385z/Xz372M9flAFnNGFNprQ15OW7np8sBIB6eeeYZvffee7r33nsJmBmue/fuGjp0KKfMgRRHyASQ9g4ePKj//u//1sCBA/Xtb3/bdTlIgqKiIr3zzjvasmWL61IAhEHIBJD2HnnkEX366af61a9+xd6JWeLaa6+VJL3wwguOKwEQDnMyE4w5mUBiffHFFzrrrLM0dOhQLV682HU5SKKLLrpIhw8fVmVlpetSgKzFnEwAGevOO+/UwYMH9eCDD7ouBUlWVFSkqqoqbd261XUpAEIgZAJIW6WlpfrDH/6gO+64Q2eddZbrcpBkEyZMkCT9+c9/dlwJgFA4XZ5gnC4HEqO+vl6DBw/W3//+d23evFknnnii65LgwKWXXqp//OMfevfdd5mPCzjA6XIAGed3v/udysvLNWvWLAJmFrvxxhv1/vvvq6qqynUpABohZAJIO5988onuvPNOjRkzRjfccIPrcuBQUVGR2rZtq2effdZ1KQAaIWQCSCvWWk2dOlXWWs2ePZtTpFmuc+fOGjdunObOnasjR464LgdAEEImgLTy3HPP6fXXX9e9996r3r17uy4HKeDGG2/Ul19+qWXLlrkuBUAQQiaAtPHFF1/o9ttv14UXXqjbbrvNdTlIEVdeeaV8Pp/+9Kc/uS4FQBBCJoC0YK3VzTffrP379+upp55S69atXZeEFHH88cdrwoQJevHFF7V//37X5QDwEDIBpIVHHnlEf/nLX/TAAw/onHPOcV0OUsxNN92k/fv3a/78+a5LAeBhn8wEY59MoOU2bdqkAQMGaNSoUVq4cCGLfXAMa6369u2rrl27auXKla7LAbIG+2QCSFuHDh3SDTfcoE6dOumJJ54gYCIkY4xuueUWrVq1Su+9957rcgCIkAkgxU2bNk3r16/Xk08+qW7durkuBynsX/7lX9SmTRs98cQTrksBIEImgBQ2e/ZsPfbYY7rzzjt11VVXuS4HKe6UU07RNddco6efflqHDh1yXQ6Q9QiZAFLSqlWrNG3aNF1xxRX6xS9+4bocpIlbbrlFO3bs0Kuvvuq6FCDrETIBpJzPP/9cRUVFOu200/SnP/2J7YoQsdGjR+u0007T448/7roUIOsRMgGklEOHDuk73/mOvvrqK7388svq3Lmz65KQRlq3bq0f/OAHKi4u1tatW12XA2Q1QiaAlDJt2jStXbtWf/jDH3Teeee5Lgdp6NZbb1Xr1q31u9/9znUpQFYjZAJIGcELfYqKilyXgzTVo0cPFRUV6YknntC+fftclwNkLUImgJSwevVqTZs2TZdffjkLfdBi06ZN0549e/Tss8+6LgXIWlzxJ8G44g/QvM8//1wDBgxQhw4dVF5ezjxMtJi1VgMHDtSBAwe0adMmNvEHEoQr/gBIWSz0QSIYYzRt2jS99957WrZsmetygKxEyATgFAt9kCiTJk1S165d9fDDD7suBchKhEwAzsyZM4eFPkiY448/XlOmTNHChQu1ZcsW1+UAWYeQCcCJ1atX67bbbmOhDxLqtttuU9u2bfXrX//adSlA1iFkAki6zz//XN/5znd02mmn6bnnnuOKPkiYbt266eabb9bTTz+tbdu2uS4HyCqETABJxUIfJNt//Md/6MiRI3rwwQddlwJkFUImgKT68Y9/rLVr1+qpp55ioQ+SIi8vT0VFRfr973+vPXv2uC4HyBqETABJM2fOHM2ZM0c//elPNWHCBNflIIvMmDFDe/fu1e9//3vXpQBZg83YE4zN2AG/1atX67LLLtPIkSO1aNEi5mEi6caMGaMNGzboww8/1AknnOC6HCAjsBk7AKcCC3169erFQh84c/fdd+vLL79kNBNIEkImgIQ6dOiQioqKWOgD54YNG6aRI0fqV7/6lfbv3++6HCDjETIBJNSPf/xjrVmzRk899ZTOP/981+Ugy91zzz36xz/+oUcffdR1KUDGI2QCSBgW+iDVDBkyRGPGjNGsWbMYzQQSjJAJICHWrFmj2267TWPHjtUvf/lL1+UADe655x5t375dv/3tb12XAmQ0VpcnGKvLkY0+//xzFRYW6oQTTlB5eblycnJclwQc5corr1Rpaam2bt0qn8/nuhwgbbG6HEDSBBb67N27Vy+//DIBEynpvvvu0+7du3X//fe7LgXIWIRMAHHFQh+kg/79++umm27SQw89pE8++cR1OUBGImQCiJvAQp8ZM2aw0AcpLzBX+O6773ZcCZCZCJkA4iJ4oc+9997ruhygWb169dJPfvITPfPMM1q3bp3rcoCMw8KfBGPhD7IBC32QrmpqapSXl6cBAwZo6dKlrssB0g4LfwAkTGChz549e1jog7Tj8/l09913q7i4WAsXLnRdDpBRCJkAWuT2229noQ/S2o9+9COdc845uv3223Xw4EHX5QAZg5AJIGaPPfaYZs+erRkzZmjixImuywFictxxx+nhhx/Whx9+qP/zf/6P63KAjMGczARjTiYy1Zo1a3TppZdq+PDhWrx4sVq3bu26JKBFJk6cqIULF+q9995T7969XZcDpIWm5mSmTMg0xkyW5JNU432tttYuSGQ/UbadLqmLpALvrtmR1EfIRCbatm2bBgwYwEIfZJRPPvlE55xzji6//HK98MILrssB0kJTIbNNsosJxRgzU9JOa+2s4PuMMbnB98Wznxja3m+trfH+XiBpmTFmkrWWzQCRVQ4fPtyw0GfJkiUETGSM0047TXfddZfuuusuvf7667riiitclwSkNecjmcaYXEmV1trOIR7bLalPINzFq58o206WVGKtrW7UbpSkYkkTmhrRZCQTmWbq1KmaPXu2nn/+eeZhIuMcOnRI/fv319dff62NGzeqY8eOrksCUlqqb2E0RVJJmMeqJU1OQD/RtM1rHDAlyVpbIv9p9ikR1gekvcBCn+nTpxMwkZHatWunxx9/XB9//DFXAgJaKBVC5ij5g10o1ZJGJ6CfaNpON8bMD9O2QlLI9A5kmjVr1uhHP/qRxowZo/vuu891OUDCDBkyRD/84Q/10EMPqbS01HU5QNpKhZBZIGlnmMeqFXmIi6afaNqGG/GUpBxJuyKsD0hb27Zt03e+8x316tVLc+fOZSU5Mt7999+vHj166JZbbtHhw4ddlwOkpVQImc3xOeinoa21dnQTi3sK1HQIBdJe8BV9XnrpJRb6ICt06tRJjz76qDZu3MjIPRAjpyHTGOPz/liTrH7ieMzAvM2ZoR4zxlQYYyq2b9/eksMATllr9cMf/lCrV6/WU089pX79+rkuCUia8ePH64YbbtAvf/lLlZeXuy4HSDvpMJKZcrygOlP+leWhFgXNsdYWWmsLu3btmvT6gHh5+OGH9eSTT+quu+5ioQ+y0iOPPKLu3bvrxhtv1IEDB1yXA6QVpyEzaGsiX7L6idMx50uaEctm8UC6KC4u1h133KFrrrlG//M//+O6HMAJn8+np59+Wlu2bNH06dNdlwOklVQfyfSphae1Y+inybbexuzzrbVzWloUkKo++OADTZo0Seecc46eeeYZtWqV6v9UAIkzYsQI3XHHHfrtb3+rJUuWuC4HSBup8JujRFJemMdy5N8mKN79xHRM79KSWwmYyGR79+7V1VdfLWOMXn31VZ144omuSwKcu++++3Tuuefq5ptvFnPtgcikQsiskpQb5rFc+U9Nx7ufqI9pjCmSVNM4YHpX/gEyQl1dnb773e9qy5YtWrBggXJzw/2YANnl+OOP13PPPaddu3bppptuUn19veuSgJSXCiFztkLshektrimQNC/EY6F+80XTT1THDATJMCOYkW4WD6S8u+66S6+99poeeughDR8+3HU5QEq54IIL9Jvf/EZLlizR/fff77ocIOU5v3a51DDPUdbaGUH3zZb/1PSsRm0r5Q+CA6y1VS3oJ6K2xpgCSXdKer5R2Tnyz9/Ms9aGvbQk1y5Hunj88cd16623asqUKXr00UdljHFdEpByrLW68cYb9ec//1klJSX8ZwxZr6lrl6dEyJQa9p30yb/oJk9SeajV2144LJI0OtT2QZH2E2lbY8xuNb0SfUbjABuMkIl0UFxcrCuuuEIjR47UokWLdNxxx7kuCUhZ+/bt08CBA7V7926tW7dO3/rWt1yXBDiTFiEzUxEykeo2btyoIUOG6PTTT9fKlSvVqVMn1yUBKW/jxo0aNGiQCgsLVVJSorZt27ouCXCiqZCZCnMyATiybds2jRs3Th06dNBrr71GwAQidN555+mJJ57QihUrdNttt4kBG+BYbVwXAMCN/fv3a/z48dqxY4f++te/qlevXq5LAtLK9ddf33Bt8/PPP1/Tpk1zXRKQUgiZQBaqra3Vddddp7ffflsvv/yyBgwY4LokIC394he/0KZNm3THHXfonHPO0ahR7GoHBHC6HMgy9fX1uuWWW7Ro0SI98sgjGj9+vOuSgLTVqlUrPfPMMzrnnHM0YcIEvf/++65LAlIGIRPIItZaTZ8+XX/84x91zz336F//9V9dlwSkvRNPPFGvvvqq2rVrp7Fjx+rzzz93XRKQEgiZQBaZNWuWHnjgAd122226++67XZcDZIw+ffpo8eLF2rVrly6//HLV1NS4LglwjpAJZIknnnhCP/3pT3XdddfpoYceYrN1IM4KCgr04osv6v3339c///M/6+DBg65LApwiZAJZYP78+Zo8ebLGjh2rp59+Wq1a8aMPJMLo0aP19NNP66233tKECRN0+PBh1yUBzvCbBshwL774oq6//npdfPHFWrBgAZtGAwl2/fXX69FHH9WiRYs0ceJE1dbWui4JcIKQCWSwV155RZMmTdKgQYO0ePFidezY0XVJQFaYOnWqHn74Yb3yyiu6/vrrCZrISoRMIEO99tprmjBhggoKCvT666/rxBNPdF0SkFVuu+02/b//9//0wgsv6LrrrtOhQ4dclwQkFSETyEBLlizRtddeq379+mnJkiU66aSTXJcEZKWf/OQnevDBB/Xiiy9q3Lhx+uqrr1yXBCQNIRPIMC+//LKuvvpqnXvuuVq6dKl8Pp/rkoCsdvvtt+vpp5/Wm2++qZEjR2rHjh2uSwKSgpAJZJA//elPKioqUn5+vt544w3l5OS4LgmApO9973t68cUXtWHDBg0dOlQffPCB65KAhCNkAhli9uzZuummm3TJJZeouLhYnTt3dl0SgCBXX321iouLtWPHDl144YVavny565KAhCJkAhng17/+taZOnaorr7xSr732Got8gBQ1bNgwlZWV6Vvf+pbGjBmj2bNnuy4JSBhCJpDG6uvrdccdd+g///M/NXHiRL344os64YQTXJcFoAm5ublas2aNxowZo6lTp+r73/++9u/f77osIO4ImUCaOnjwoCZNmqQHH3xQt99+u5577jk2WgfSRKdOnfTqq6/qv//7v/XHP/5RAwcO1MaNG12XBcQVIRNIQ7t27dLo0aO1YMEC/d//+3/14IMPqnXr1q7LAhCF1q1b6+c//7lKSkq0a9cuDRw4UI888ojq6+tdlwbEBSETSDMffPCBLr74YpWVlen555/XHXfc4bokAC0wYsQIrV+/XpdddpmmTZum4cOHa+vWra7LAlqMkAmkkZKSEg0aNEjbt29XcXGxJk6c6LokAHHQrVs3LV68WE8++aTWr1+v888/X7/+9a91+PBh16UBMSNkAmnAWquHHnpIY8eO1amnnqry8nJdcsklrssCEEfGGN18883auHGjRo4cqf/8z/9Uv3799Je//MV1aUBMCJlAijt06JBuueUW/eQnP9HVV1+t1atXKzc313VZABKkZ8+eWrhwoRYtWqT6+npdccUVGj9+PAuDkHYImUAKq66u1pAhQ/Tkk0/q7rvv1gsvvMAemECWGDdunN555x3NnDlTb731lvr166frr79emzdvdl0aEBFCJpCiXnrpJRUUFGjr1q16+eWX9T//8z9q1YofWSCbtGvXTtOnT9dHH32kn/70p1q4cKHOPfdc3XDDDaqqqnJdHtAkfmMBKebw4cO64447dO211+qss85SVVWVrrnmGtdlAXAoJydH9913nz788EP9+7//uxYuXKgBAwbosssu0yuvvKK6ujrXJQLHIGQCKeS9997TxRdfrAcffFA//vGPtXLlSvXp08d1WQBSRNeuXTVr1ix9+umneuCBB/Thhx/qn//5n5WXl6d77rlHn3zyiesSgQaETCAF1NfX68EHH1R+fr4+/vhjvfTSS3rooYe4gg+AkE466ST927/9m7Zu3arnn39eZ555pn7+85+rd+/eGjt2rObOnat9+/a5LhNZzlhrXdeQ0QoLC21FRYXrMpDCPvnkE33/+9/X8uXLNX78eD322GPq1q2b67IApJmPPvpITz31lJ566il9+umnOuGEEzRu3DhNnDhRV155pTp06OC6RGQgY0yltbYw5GOEzMQiZCKcuro6PfLII/qv//ovSdKDDz6oH/zgBzLGOK4MQDqrr6/XypUrNW/ePC1YsEBffvml2rdvryuuuEJXXXWVrrzySp1yyimuy0SGIGQ6RMhEKJWVlZoyZYoqKyt1xRVX6Le//S1zLwHEXV1dnVasWKF58+bp1Vdf1WeffSZjjAYNGqSrrrpKV111lS644AL+c4uYETIdImQi2I4dO3TPPffod7/7nU455RT95je/UVFREf/AA0g4a63WrVunRYsWadGiRSorK5Pk3/x9zJgxGjNmjEaOHKmTTz7ZcaVIJ4RMhwiZkKSDBw/q4Ycf1r333qt9+/Zp6tSp+uUvfymfz+e6NABZ6osvvtDixYv12muv6Y033lBNTY2MMRowYEBD6LzoootYgIgmETIdImRmtyNHjmju3Ln62c9+po8++kjjxo3TrFmzdO6557ouDQAaHDlyRBUVFVq6dKmWLl2qtWvXqq6uTh06dNBll13WEDrPPvtszrzgKIRMhwiZ2am2tlbPPvus7r33Xm3dulUXXHCBfv3rX2vUqFGuSwOAZu3Zs0dvvvlmQ+j84IMPJEm9evXS6NGjNXr0aI0YMYIFRCBkukTIzC67d+/Wk08+qUceeUQfffSRCgoKdPfdd+vqq6/mkpAA0taHH36o4uJiLV26VMuWLVNNTY0k6YILLtCoUaM0atQoDRs2jG2SshAh0yFCZnZYv369fv/73+uPf/yjDhw4oKFDh2rGjBkaN24cp5YAZJS6ujpVVVWppKREJSUlWrlypQ4fPqzjjjtOF110UUPoHDhwoNq0aeO6XCQYIdMhQmbm+uyzz/Tcc8/pmWee0TvvvKPjjz9e3/3udzVt2jT179/fdXkAkBQHDhzQqlWrGkLn22+/LWutOnXqpMsuu6whdPbt25f/dGcgQqZDhMzMYa3Vhg0btGjRIi1cuFBlZWWy1mrw4MG66aabNGnSJHXp0sV1mQDg1I4dO7R8+fKG0FldXS1J6tGjR0PgHDlypHr06OG4UsQDIdMhQmb6qqur08aNG7VixYqG27Zt2yRJAwcO1Pjx43XdddfpzDPPdFwpAKSuDz/8UMuWLVNJSYmWLVumHTt2SJLOOeechtB56aWX6qSTTnJcKWJByHSIkJn6vv76a3388cf66KOPtGXLFm3YsEEbNmzQxo0b9fXXX0vyr6gcNmyYRowYoXHjxulb3/qW46oBIP3U19drw4YNDaOcf/3rX/X111+rdevWGjRokEaNGqXhw4dr0KBBLCJKE4RMhwiZiVVXV6evvvrqqNvevXub/fNXX32lPXv26NNPP9WXX355VJ8nn3yyLrjgAvXr108FBQUaNmyYTj/9dEevEAAy16FDh7RmzZqG0FleXq76+nq1bt1a/fv318UXX6whQ4bo4osvVq9evVyXixAImQ4RMiNz8OBBffHFF9q2bZu2bdumL774Qrt27VJNTY1qamq0Z8+eo/4cCIwHDhyIqP82bdqoU6dOOvHEE4/62rNnT/Xu3bvhlpeXp27dujE5HQAcqKmp0erVq7V69WqtWrVKZWVlDf/O9+rVS4MHD1Z+fn7DrVu3bo4rBiHTIUKm34EDB1RdXa3q6mpt3bq14evHH3+sbdu2affu3SGf1759e5100kny+XwNt06dOh0TGAO34L8H/7ldu3YERwBIM7W1tVq/fn1D8CwtLdVHH33U8Hj37t2Vn5+v/v37q2/fvjrrrLN09tlnc8neJCJkOpQtIdNaq+3bt2vr1q1HhcjAnwMLZgI6deqkvLw89e7dWz169FD37t3VvXt3fetb32r4c05ODtfMBQAcZffu3Vq3bp3efvvthtv777+vurq6hjannHKKzj77bPXp00c9e/ZUz5491atXL/Xs2VM9evRQTk4Oe3jGCSHToUwKmbW1tfrkk08awmNwmKyurta+ffuOat+zZ0/l5uYqLy9PeXl5R/05JyeHkUUAQFwcPnxY1dXV2rJlizZv3tzw9eOPP9Znn312VAAN8Pl8ysnJUZcuXdSlSxfl5OSoQ4cODbf27ds3fG3fvr3atm2r4447Tm3atGn2a+DW+O/Bt1atWmXE78GmQiYxPstZa3XgwAHt3Lmz4fb555/rs88+09///vejvn755ZcK/k9Ju3btlJubq9zcXF122WVHBck+ffro+OOPd/jKAADZom3bturbt6/69u17zGN1dXX68ssv9fe//12ffvqpPv/886N+5+3atUs7duzQli1btH//fh04cED79+9XfX19wutuKoQGB9UTTjihIfSGCsIdOnRQx44dG6aTnXTSSerevbvOOuushL+GpjCSmWDJGMncsmWLdu3apX379jXc9u/fH/bvNTU1R/2AHTx4MGS/nTt31qmnnqqePXvq1FNP1amnnqrevXs3BMkePXpwPW4AQMax1urw4cM6cOBAQ+isra1VbW2tjhw5EvJr4/uaujXXJvjx2tpaff3119q/f/9RIThwC2y119jll1+u119/PeHfK0YyM9x1112nt99+O+zjJ5xwgjp27KiOHTuqQ4cOOumkk9SnTx8VFhY2nCYIvnXv3l2nnnqq2rdvn8RXAQBAajDGqF27dmrXrp06d+7supwm1dfX68CBA9q3b1/Ddn179uzRiSee6Lq01AmZxpjJknySaryv1dbaBYnsJ1Ftk+2BBx7QwYMHG4JkcKDs0KGDWrdu7bpEAACQAK1atWr4vZ9qFwpJiZBpjJkpaae1dlbwfcaY3OD74tlPotq6MHz4cNclAAAAHMX5nExjTK6kSmvtMePRxpjdkvpYa2vi2U+i2oaSSavLAQAAgjU1JzMVVm1MkVQS5rFqSZMT0E+i2gIAAECpETJHyR/WQqmWNDoB/SSqLQAAAJQaIbNA0s4wj1VLCjkE28J+EtUWAAAASo2Q2Ryfg34S1RYAACArOA2Zxhif98eaZPWTqLaNnjfZGFNhjKnYvn17NE8FAADICOkwkpl2rLVzrLWF1trCrl27ui4HAAAg6ZyGzKCtf3zJ6idRbQEAAPCNVB/J9KmFp9Jj6CdRbQEAALJGKoTMEkl5YR7LkRTpTubR9JOotgAAAFBqhMwqSblhHsuVND8B/SSqLQAAAJTCl5X0VnbvltS58WUbvWuGVze+L9J+EtU2FC4rCQAAMlVKX1bSC4tzjDEzGz00U9KMEAGzUtJWY0xBrP0kqi0AAAD8nI9kBhhjJuubhTR5ksqttQtCtJspqUjS6MajmdH0k8i2wRjJBAAAmaqpkcyUCZmZyhizXdLHSTjUyZJ2JOE4SF18BiDxOQCfAfgl63NwurU25KbghMwMYYypCPc/CWQHPgOQ+ByAzwD8UuFz4HxOJgAAADIPIRMAAABxR8jMHHNcFwDn+AxA4nMAPgPwc/45YE4mAAAA4o6RTAAAAMQdIRMAAABxR8gEAABA3LVxXQCiZ4yZLqmLpMClNWdHeKUin6TqeLRFajDG+OS/xGlxU+8Vn4PMxnuWmfj5RkC6/t4nZKYZ77Ka9weume5dw32ZMWaStXZCiLY7rbWzgu8zxuQG3xdtW7hnjJktKUdSuaTJkoqbaMvnIIPxnmUefr4RLJ1/77O6PI14/+MoaXzNdmPMKPn/EZoQ+B+IMSZXUqW1tnOIfnZL6hP0gY24LVKPMcYq6L1v9BifgwzGe5b5+PnObun+e585meklr/EHTZKstSXyD3VPCbp7iqSSMP1Uy/+/41jaIr3wOchsvGfZjZ/vzJfWv/cJmellujFmfpjHKiQFX6N0lPwflFCqJY2OsS3SC5+DzMZ7lt34+c58af17n5CZXsL9r0Pyz9/ZFfT3Akk7w7St1tEfzGjaIr3wOchsvGfZjZ/vzJfWv/dZ+JNGrLVN/c+iQNFdQsqXoLZIL74EtUVq8LkuAE75EtQWSZLuv/cZycwA3sRgyb/VRWDbC8k/X6O550bcFumFz0Fm4z3Lbvx8Z7d0+b1PyExzQfuoTQg1ORgAAGSOdPq9T8hMf/MlzQje3iJo2wFfc0+Opi3SC5+DzMZ7lt34+c5qafN7n5CZBMaYSmOMjeFW1Ey/MyXNt9ZGMydD+mZ3/3i3RRMS9TloAZ/4HGQyn3jPsplP/HxnnHT7vc/CnySw1g6Id5/eJaa2NvFBK5GUF+axHPm3PoilLWKUiM9BBPgcZDbes+zGz3cWScff+4xkpiFvZKum8QfNuwJAQJWk3DBd5Mo/3B5LW6QXPgeZjfcsu/HznSXS9fc+l5VMM94HyhfmEmMzrbUzvD+HvGSUN2F4t6TOzV1eKlRbpJ5YLjvH5yAz8J5lPn6+kc6/9wmZacQYUyDpTknPN3ooR/45FHnW2ilB7WdKUuAD6N03W/7h9lmN+o64LVKL90toSrhTKHwOMhvvWWbj5zu7pfvvfUJmGvEuWu9rosmMEB+iyfpmEm+epPJQ/xuKti3c8ubmDJR/M95c+d+zCvmv1DCj8f9A+RxkNt6zzMLPNwLS/fc+IRMAAABxx8IfAAAAxB0hEwAAAHFHyAQAAEDcETIBAAAQd4RMAAAAxB0hEwAAAHFHyAQAAEDcETIBIAmMMQXGmNneNYgBIOMRMgEgwbxrD+fIf/WWHMflpAVCOZD+CJkAkGDW2hJrbYn8l25DMwjlQGYgZAIAUgqhHMgMhEwASHHGmGJjTKV387muxyVjzEzv+7A7278XQKojZALIeMaYXGPMfC+YWGPM7AifV+y13+o9PzfRtYZjrR3g3WrCtTHGjPLqLPa+zvdCmc97fLIxpiCa4xpjpnuhznq3Yu90dri2Nuh7FrJdS1hrZ1hrB0gqiXffAOKrjesCACDRrLXVkiYYY2ZKKpBU2Nxzghac1Fhr8xJZX0t5wfExSdWSZnivN/CYT9JjxpjnJc221ppo+rbWzjLGzJG0W1KJtXZ0M21He8dZEMNLAZBBCJkAsk21mgmZQadhcxVixMwYM1nSgGaOU5yMoOXVMlvShFDHs9bWGGNulRcSYzmG10eN/N+PpmrJVZJeN4DUR8gEkE12ejdfM+0mS5ojf6ia2fhBa+2cuFcWg+YCZoAXEkskFbfgcNXyjwI3ZYa1dkqYOlMilANIHkImgKzgzQ8skTcaZ4zJDT6t3KjdAkmB+YQpOffPO0U+W9KcCMNZtVr2WqolFRhjfKHmhQYF3mOkSigHkFyETADZYrS1doZ32lfyh81jQqakXGttiTFmhvzzMUO1iYoXCCfJH1xzvdPxc5paxBOBx7yvMyJsX2OtrQpT3/Sgv+bJP6eycdvA9yFX0lGPeafJ8wiTAIIRMgFkFWtttTFG8p/6PWpkzxgzOSgojWr8eAuOWSV/MIs0EDbJG20tkLQg0qBqrT3m2IE5lPKf5l4QdH+xpMYLfLZ6X48JmQpzmjxWCQrlAJKMkAkg43khZWfQXTXyj9gFtymQVBHUPuR8zBQxwfsa0VZMTZgvf1BtfLo91Ohthff1qMU/3mny+S2s4yjxDuUA3CBkAsgGhTp6VLJax66ULmw0iiml6HxMfbM6vqLJVk3wTpEXSBrpheoc7++jFTrcBYJnQzj3nsdpcgAhsRk7gGwwutEcw6NCpjcaNy+4veI0HzNBfJJ/1XioB40xBUGbsgdvoh68OnyK/N+HyZImyps+YK2dEqrfoPuCt3+aGeo0PABIhEwA2akhZHrzEnc1ClbHzMf0rho0MyiwTfduM71N3gPtioKukHPM6fagKw9Nb/xYlPWHZa2tstZO0Den1RdYaxsH7Vz5Q+Usa+0ca20k8zuDv29FivNpcgCZhZAJIKOFmI8peYtYvMeKGi168ckfpI7aU9JaW+2N2tXIP4I3y7vNkLTTGFPptVugpudMzpB0q7V2VgteVnFQrU0JnPYPtT9mjb5ZzBOpakk+77ijrbWpOp0AQAogZALIdKFWiQdGAu+Uf0/Mxu0V4jlNWSD/HpIFUsNlLKvkPyV9TD0t3XTcC6g1an5hUuD480I8FnY0tIlR1sBz5otFOQCaQcgEkOnu1LGBKrBgZmeIeZeTFJ/5mLMlFYW439fCfgNGSpoY5pS8z7u/SlJ1mNPgM+R/rY2fO13hA3Zg5HM22wkBaA6rywFkJGPMbPkXtPgkVRpjZgZWQQcusxh8ytprnytvJNMYM1/+Sx1GsnJ6lKSqRnMe50mabYwpCNzvjXTGc+/Nzt6c0GL5RzZ3eV93Srrfe53Ph3l+iTHmfi+MBqYT1DRzGr9Kobc8AoBjGGut6xoAIG0YY3bLf13zcvm3/fHJv63PjMaje15Q3RXYqNwYMz2WuZjGmGJrbePN0bOa9729lRFVIHUxkgkA0SuPcDRvtvyLbgJzI2sSVhEApBhCJgAkiHdKusbb7kcKvQAHADISC38AILHmyD+SmcupXQDZhJAJAIn1vPwLg1L16kEAkBCcLgeACHhXBpoi/0KfKcYYRTIv01pb5a1kb8mK7KrAZu+SRmbziKi3Gn5Usw0BOMfqcgAAAMQdp8sBAAAQd4RMAAAAxB0hEwAAAHFHyAQAAEDcETIBAAAQd/8fU17fg1nauTEAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170814_103043.hdf\n",
-      "0.740535029879208\n"
-     ]
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190424_180648.hdf\n",
-      "0.8029588761683543\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170121_212536.hdf\n",
-      "0.9559778609300325\n"
-     ]
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170727_010430.hdf\n",
-      "0.8448437108614495\n"
-     ]
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190517_055101.hdf\n",
-      "0.8568240116033554\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170403_230611.hdf\n",
-      "0.6454254681418943\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190708_232457.hdf\n",
-      "0.9999816605761067\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190731_140936.hdf\n",
-      "0.9212887358837697\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190503_185404.hdf\n",
-      "0.8292075477460159\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190706_222641.hdf\n",
-      "0.671796301413693\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190925_232845.hdf\n",
-      "0.9479055495840899\n"
-     ]
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170104_101158.hdf\n",
-      "0.993664830804367\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190408_181802.hdf\n",
-      "0.9999053700283832\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190413_052954.hdf\n",
-      "0.99206665702234\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW151226_033853.hdf\n",
-      "0.9923808139693098\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190519_153544.hdf\n",
-      "0.7824274439763856\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190910_112807.hdf\n",
-      "0.9605288636703337\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170809_082821.hdf\n",
-      "0.937997289232662\n"
-     ]
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190916_200658.hdf\n",
-      "0.8323842601452469\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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nnyA4OBgvvvgi0tPTlRbMXMWKFcPGjRvRuHFj9O3bF6mpqaojEVEeLJlERGRUTk4OxowZgxEjRqBTp05ITU3FM888ozrWA8WLF8e6detQqVIldOnSBSdPnlQdiYgMsGQSEdFDsrOz0bt3b8ycORNDhw5FUlISihUrpjrWQ8qUKYMtW7bA19cX7du3x7Vr11RHIiINSyYREf3N7du30aVLF6xYsQJTp07FvHnzbJpUvbBUrFgRa9euxc8//4yBAweCV7Ijcg4smURE9MCtW7fQsWNHbN26FbGxsRg7dqxLXMrxtddew7Rp07BmzRrMmzdPdRwiAksmERFpbty4gXbt2iElJQXx8fGIjIxUHckqb731Fjp06IC33noL//73v1XHIfJ4LJlERIRr166hdevW+Prrr7F8+XL07dtXdSSreXl54fPPP0e5cuUQERGB7Oxs1ZGIPBpLJhGRh7t58ybatm2LgwcPYtWqVS4952S5cuUQFxeHo0ePYtKkSarjEHk0lkwiIg92+/ZtdO7cGd988w1WrlyJkJAQ1ZEKrEOHDujbty+mT5+OtLQ01XGIPBZLJhGRh7p79y66dev24BhMdyiYuebMmYPy5ctj8ODBuH//vuo4RB6JJZOIyAPdv38fffr0wZdffon58+ejT58+qiPZVenSpTF79mykp6cjNjZWdRwij8SSSUTkYaSUGDx4MFauXInp06dj6NChqiM5RFhYGJo3b4533nkHv//+u+o4RB6HJZOIyINIKTFq1Ch8+umnGDduHKKjo1VHchghBObNm4dbt25h9OjRquMQeRyWTCIiDzJhwgTMmTMHI0aMwOTJk1XHcbh//OMfePvtt5GQkIBDhw6pjkPkUVgyiYg8xMyZMzF58mT0798fs2fPdokr+djD2LFj8dhjj2H06NG85CRRIWLJJCLyAAsWLMCYMWPQrVs3xMXFwcvLc/73X7JkSUycOBF79+7Fpk2bVMch8hiCf9U5VmBgoOQ8bUSk0rJly9CnTx+0b98e69atg6+vr+pIhe7u3bt4+eWX4eXlhWPHjsHHx0d1JCK3IIRIl1IGGrvPc/6UJSLyQGvXrkW/fv0QFBSENWvWeGTBBABfX1/ExMTgxIkTiI+PVx2HyCNwJNPBOJJJRKps27YNHTt2RGBgIHbs2AE/Pz/VkZSSUqJBgwY4e/YsTp06hUceeUR1JCKXx5FMIiIPk5qaii5duuDll1/Gli1bPL5gAvopjd5//32cOXOGo5lEhYAlk4jIzRw8eBDt27dHxYoVsX37duh0OtWRnEbz5s1Rv359TJ06FXfu3FEdh8itsWQSEbmRf//732jdujXKly+PlJQUPPbYY6ojORUhBCZOnIizZ8/is88+Ux2HyK2xZBIRuYkTJ06gRYsW8PPzw86dO/HUU0+pjuSUmjdvjgYNGnA0k8jBnGYOByFEJAAdgCzte6aUMsmR6ynINoUQyVLKFtbmIyJyhMzMTDRr1gxeXl7YuXMnKlSooDqS08odzWzRogXi4+MxZMgQ1ZGI3JJTnF0uhIgBcElKOSO/2+y5noJsUwgRAmCNlNLs5TJ4djkROdrZs2fRqFEjZGVlITU1FdWrV1cdyelJKfHqq6/i4sWLOHnyJOfNJLJRfmeXKy+ZQgh/AOlSyjJG7rsCoKKUMsue6ynINoUQOgCLAYSwZBKRahcuXECjRo1w/vx57Ny5E3Xq1FEdyWWsX78ewcHBSExMRFhYmOo4RC7J2acwigKQYuK+TACRDlhPQbYZCSDRwkxERA5z+fJltGjRAv/73//w1VdfsWBaqWPHjqhSpQpmzJjBa5oTOYAzlMzm0Bc7YzIBWHrcozXrsWmbQogA6MtploWZiIgc4vr162jTpg1OnDiBDRs2oGHDhqojuRxvb2+8/fbbSE9Px+7du1XHIXI7zlAyAwBcMnFfJgCjQ7AFXI+t22wupcywMA8RkUPcunUL7du3R3p6OlavXo2WLVuqjuSyevfujccffxwxMTGqoxC5HWcomeboFKznoWW1M9HjLHmwECJSCJEmhEi7ePGiFZslIsrfnTt30LVrV3z99ddISEhAp06dVEdyaUWLFsXIkSOxY8cOHDlyRHUcIreitGRqJ9EABdz9bM16bNmmdqLQZUtOQAIAKWWclDJQShnIiZCJyF7u3r2LHj16YNu2bYiLi0OPHj1UR3ILgwcPRokSJTB37lzVUYjciiuMZDqDEFvm7CQispf79+8jIiIC69evx8cff4yBAweqjuQ2ypQpg4iICKxcuRLc+0RkP0pLpsHIoK6w1mPtNrU5MVkwiUiZnJwcDBw4EKtWrUJMTAyGDx+uOpLbGTZsGO7cuYPFixerjkLkNpx9JFMH+5zJbc16Hiyr7VovK6U0dSY6EZFDSSkxfPhwLFmyBBMmTMCYMWNUR3JL1apVQ4sWLbBgwQLcvXtXdRwit+AMlzhIAVDJxH1lAVg6k7k167F02UgAdYQQtfMs4w8AQohY7d9rpJSm5t0kIrKJlBKjR4/GggULMHr0aEyYMEF1JLc2YsQIdOjQAevXr+fk7ER24AwlMwP6KYWM8QcQa+K+gqzHomVNXV5S24XeXEoZZWE2IiKrTZgwAR999BGGDRuGmJgYCGH2ImNUAG3btkWlSpXwySefsGQS2YEz7C6PhZF5KbVd1QEAVhu5z7+A67F6m0REhWnatGmYPHkyBgwYgLlz57JgFgIvLy+8/vrr2LdvHzIyOCUyUUEpL5na8Y5xQoi8M+HGAIjOO22QECIdwGnt6js2rcfabRpRVsuiM7McEZHV5s6di3feeQc9e/ZEbGwsvLyU/6/aY/Tr1w8lSpTAvHnzVEchcnnCWa7Xqk12roP+pJtKAL4zNm2QVgxDALQwdkKOpeuxdllt+RAA3aC/LKUO+t3umQAGmSqmgYGBMi3N0sNKicjTLV68GJGRkQgODkZiYiJ8fJzhqCbPEhUVhYSEBJw/fx46nU51HCKnJoRIl1IavVKi05RMd8WSSUSWSkpKQlhYGFq3bo0NGzagSJEiqiN5pIyMDNSuXRuffPIJhg0bpjoOkVPLr2RyHwwRkRNISUlBz549Ub9+fSQlJbFgKhQQEIDAwEDExsaCAzFEtmPJJCJS7NChQ+jcuTOqVq2KzZs3o3jx4qojebzIyEh8//33+Oabb1RHIXJZLJlERAr98MMPaNu2LcqXL4/t27fzGEAn0aNHD5QsWRKxsZbOokdEebFkEhEpcubMGbRs2RI+Pj5ITk7Gk08+qToSafz8/NCrVy+sXr0aV65cUR2HyCWxZBIRKXDlyhW0atUK169fx/bt21GpkqmLkJEqUVFRuH37NpYtW6Y6CpFLYskkIipk2dnZCA4OxunTp7Fx40a88sorqiORETVr1sQ///lPngBEZCOWTCKiQiSlxMCBA7Fnzx7Ex8ejcePGqiNRPqKiovDDDz9g//79qqMQuRyWTCKiQjRp0iQkJCRg8uTJ6NWrl+o4ZEZYWBhKlCiBzz//XHUUIpfDkklEVEiWLl2KiRMnom/fvhg3bpzqOGQBPz8/hIWFYfXq1bhx44bqOEQuhSWTiKgQpKamYtCgQQgKCkJsbCyEEKojkYX69++PGzduICnJ5FWHicgIlkwiIgf75ZdfEBISgkqVKmHt2rW8mo+LadCgAV544QXuMieyEksmEZED3bp1C507d8bdu3exceNGTrbugoQQ6NevH/bu3YuffvpJdRwil8GSSUTkIFJK9O/fH//+97+xYsUKVKlSRXUkslFERAS8vLywZMkS1VGIXAZLJhGRg8yYMQOJiYmYNm0a2rZtqzoOFcDTTz+Nli1bYunSpbh//77qOEQugSWTiMgBtm7dirFjx6J79+4YM2aM6jhkB/3798fZs2exc+dO1VGIXAJLJhGRnf3yyy/o1asXatSogc8++4xnkruJjh07omzZsoiPj1cdhcglsGQSEdlRdnY2unXrhnv37iEpKQnFixdXHYns5JFHHkGvXr2wYcMGXL58WXUcIqfHkklEZEfR0dE4ePAg4uPjUblyZdVxyM769euHO3fuYNWqVaqjEDk9lkwiIjtZt24d5syZgxEjRiAkJER1HHKAmjVronr16khISFAdhcjpsWQSEdnB6dOn0a9fP/zzn//EzJkzVcchBxFCoHfv3vj2229x6tQp1XGInBpLJhFRAeUeh+nt7Y3ExERe0cfN9ezZE0IIjmYSmcGSSURUQOPHj0d6ejri4+NRoUIF1XHIwZ5++mk0a9YMy5cvh5RSdRwip8WSSURUALt27cLMmTMRGRmJzp07q45DhSQiIgI///wz9u/frzoKkdNiySQistHly5cRERGBKlWqYNasWarjUCHq0qULihcvzl3mRPlgySQisoGUEpGRkbhw4QJWrFiBEiVKqI5EhcjPzw/BwcFITEzE7du3VcchckosmURENvj888+xdu1aTJkyBQEBAarjkAIRERG4evUqNm/erDoKkVNiySQistJPP/2EESNGICgoCG+//bbqOKRIUFAQnnrqKe4yJzKBJZOIyAo5OTkYMGAAfHx8sHTpUnh58X+jnsrb2xs9e/bEli1bcPHiRdVxiJwO/+9IRGSFRYsWYe/evZg9ezaeeeYZ1XFIsYiICNy7dw+JiYmqoxA5HcE5vhwrMDBQpqWlqY5BRHbw3//+Fy+//DIaNGiAbdu2QQihOhI5gZo1a+KRRx7BwYMHVUchKnRCiHQpZaCx+ziSSURkgdyzyYUQiIuLY8GkB3r37o1Dhw7h5MmTqqMQORWWTCIiC3z++edITk7GjBkz8Pzzz6uOQ06kZ8+e8PLy4glARHlwd7mDcXc5kes7f/48qlWrhpo1a2LXrl082Yce0rp1a5w4cQKZmZl8f5BH4e5yIiIbSSkxePBgZGdn49NPP2WBIKN69+6NX375hZeZJDLA/1sSEeVj1apV2LRpE6ZMmYLKlSurjkNOqnPnzihRogSWL1+uOgqR02DJJCIy4cKFCxg+fDjq1q2LkSNHqo5DTqxEiRLo0qULVq9ejTt37qiOQ+QUWDKJiEwYPnw4rl+/jvj4eHh7e6uOQ04uPDwcWVlZ+Oqrr1RHIXIKLJlEREasW7cOq1evxoQJE1CtWjXVccgFNGvWDE888QR3mRNpWDKJiPK4fPkyhg4dilq1amH06NGq45CL8PHxQY8ePfDVV1/h8uXLquMQKceSSUSUx5tvvolLly4hPj4evr6+quOQCwkPD0d2djaSkpJURyFSjiWTiMjAli1bsGzZMowdOxY1a9ZUHYdcTK1atVCtWjVOzE4ElkwiogeuXbuGqKgoVKtWDePGjVMdh1yQEALh4eHYt28ffv75Z9VxiJRiySQi0owZMwbnz59HfHw8HnnkEdVxyEX17NkTALBixQrFSYjUYskkIgKwa9cuxMbGYtSoUahbt67qOOTCnn/+eTRq1AgJCQngpZvJk7FkEpHHu3nzJgYOHIgXXngBkyZNUh2H3EDv3r1x8uRJpKenq45CpAxLJhF5vHHjxuHnn3/GZ599hmLFiqmOQ24gJCQERYoU4ZyZ5NFYMonIo+3fvx8ff/wxhg0bhoYNG6qOQ25Cp9OhQ4cOWLlyJe7du6c6DpESLJlE5LFu376NAQMG4LnnnsO0adNUxyE3Ex4ejgsXLiA5OVl1FCIlWDKJyGO9//77OHnyJBYvXgw/Pz/VccjNtG3bFmXLluUuc/JYLJlE5JHS0tIwc+ZMDBgwAC1atFAdh9xQkSJFEBYWhvXr1+P69euq4xAVOpZMIvI42dnZ6N+/Px5//HF8+OGHquOQGwsPD8eff/6JDRs2qI5CVOhYMonI40ybNg3Hjh1DbGwsdDqd6jjkxurXr4+KFSvyMpPkkVgyicijHDt2DFOmTEGvXr3Qvn171XHIzeVeZnLnzp04f/686jhEhYolk4g8xt27d9G3b1+UKVMGc+bMUR2HPESvXr2Qk5ODVatWqY5CVKhYMonIY8ycORMZGRlYuHAhHn30UdVxyEP84x//QJ06dXiWOXkclkwi8gjff/89Jk6ciLCwMHTt2lV1HPIw4eHhOHz4MI4fP646ClGhYckkIrd379499OvXD6VLl8a8efNUxyEP1L17d3h7e3M0kzwKSyYRub2ZM2ciLS0NCxYswGOPPaY6Dnmg8uXLo1WrVvjiiy+Qk5OjOg5RoWDJJCK3dvz4cUycOBEhISEIDQ1VHYc8WHh4OM6cOYO9e/eqjkJUKFgyicht5e4mL1myJObPn686Dnm4Tp06wc/Pj7vMyWOwZBKR2/roo4/w3XffYf78+ShfvrzqOOThihcvjq5du2LNmjW4ffu26jhEDseSSURu6dixY3jvvffQpUsXhIWFqY5DBEC/y/zatWvYvHmz6ihEDseSSURu586dOwgPD4dOp8OiRYsghFAdiQgA0LRpUzz11FO8zCR5BJZMInI748ePx9GjR/HZZ59xNzk5FW9vb/Ts2RNbtmzBH3/8oToOkUOxZBKRW0lNTcWHH36IyMhIXpucnFJ4eDju3buHNWvWqI5C5FBCSqk6g1sLDAyUaWlpqmMQeYSrV6+iRo0aKFKkCA4fPgw/Pz/VkYgeIqVEjRo1UKpUKezfv191HKICEUKkSykDjd3HkUwichvDhw/HuXPnsHz5chZMclpCCISHh+PAgQM4ffq06jhEDsOSSURuYfXq1UhISMC7776LunXrqo5DlK+ePXtCCIEvvvhCdRQih+Hucgfj7nIix8vMzEStWrVQrVo17N27F76+vqojEZkVFBSEs2fP4uTJk5wBgVwWd5cTkdvKzs5Gt27d4OXlhZUrV7JgkssIDw/HqVOncOjQIdVRiBzCR3WAXEKISAA6AFna90wpZZIj12PpskIIHYBIAJW0Zf0BZAKYJqXMsjYjEdnPv/71L6SlpWHdunWoUKGC6jhEFuvatStef/11LF++nId4kFtyipIphIgBcElKOcPwNiGEv+Ft9lyPpctqBXOslDI6z+PXAEgXQtRm0SRS48svv8Ts2bMxfPhwdOnSRXUcIquULl0aHTt2xKpVqzBr1iyOwpPbUX5MphDCH0C6lLKMkfuuAKhoSYmzZj1WLjsGQDcAzQxzCCECAKQDiJJSxpnKxWMyiRzjf//7H2rWrImKFSviwIEDeOSRR1RHIrLapk2b0LFjR2zevBnt2rVTHYfIas5+TGYUgBQT92VCv5va3uuxZtlM6HePE5GTuH37Nrp27Yp79+4hMTGRBZNcVqtWrVCuXDleZpLckjOUzObQFzljMgG0cMB6LF5WSpkkpSxjZDQ1t7WbKqtE5ABSSgwZMgRpaWlISEhA5cqVVUcislmRIkXQrVs3bNy4EdeuXVMdh8iunKFkBgC4ZOK+TPxV5uy5HntsMxpAnJTSVFklIgdYuHAhlixZgvfeew+dOnVSHYeowHr37o3bt29j3bp1qqMQ2ZUzlExzdArWY3JZIYS/dtJPkpQyqqChiMhy+/btw8iRI9G+fXtMmDBBdRwiu6hbty4qVaqE5cuXq45CZFdKS6Z25jagnxaoUNZj6zaFEDrtJKAoAN9pX6aWjRRCpAkh0i5evGjNZojIhLNnzyIkJAQVK1ZEQkICvLxc4W9kIvNyLzO5a9cunD17VnUcIrvh/6UtJKXMklLOkFJGa1MctRBCJJtYNk5KGSilDHzssccKOSmR+7l+/To6dOiAmzdvYv369dDpdKojEdlVr169IKXEypUrVUchshulJdPgZBpdYa3HXtuE/pjM5tp8m0TkIPfu3UP37t1x7NgxrFmzBi+99JLqSER298ILL6BevXrcZU5uxdlHMnUo4K50G9Zj0bJaWc2A5VMsEZGVpJR44403sGXLFsyfPx+tW7dWHYnIYcLDw3H06FEcPXpUdRQiu3CGkpkC/eUajSkLwNKZzK1Zj8XLCiFO5zNaeRmAzuA4TyKyo7lz52L+/Pl4++23ERXF8+zIvXXr1g0+Pj4czSS34QwlMwOmJzv3B7DGAeuxaFmtPOY3Ebs/gCxeVpLI/r744gu8+eabCA4ORkwMj0oh9/foo4+iTZs2WLFiBe7fv686DlGBOUPJjIWReSm1ghcAYLWR+4wVP2vWY9GyWnmMy3vdcoNl/Y3lI6KC2bRpE/r06YOmTZviiy++4Jnk5DHCw8Nx7tw5pKamqo5CVGDK/8+tTWYeZ2SXdAyA6LyjhEKIdACntWuH27QeK7cZI4SINRJ9MYAMzpVJZF979uxBaGgoatWqhY0bN6Jo0aKqIxEVmg4dOqBkyZK8zCS5BSGlVJ0BgH5uSfx10k0lAN9JKZOMLBcDIARAC2NX27F0PVZuUwdgrMFN/tqyM8w9r8DAQJmWZulhpUSe7bvvvkOzZs3w7LPPIjU1FY8++qjqSESFrn///khKSsJvv/2G4sWLq45DlC8hRLqU0uiVEp2mZLorlkwiy3z77bdo1aoVypUrh6+//hpPP/206khESuzevRtBQUFYtWoVunXrpjoOUb7yK5nKd5cTER04cAAtW7bEY489hj179rBgkkdr3LgxnnnmGSxdulR1FKICYckkIqX27duHVq1a4YknnsCePXvw3HPPqY5EpJSXlxf69OmD7du349y5c6rjENmMJZOIlNm2bRtatWqFp556Cnv27MEzzzyjOhKRU+jbty9ycnKwbNky1VGIbMaSSURKLFu2DB06dECVKlWQmpqKp556SnUkIqdRuXJlNG7cGPHx8eC5E+SqWDKJqNB9+OGH6NOnDxo1aoTU1FQ88cQTqiMROZ1+/frhp59+wr59+1RHIbIJSyYRFZr79+9j1KhRGD16NMLCwrBlyxaUKlVKdSwipxQSEgI/Pz/Ex8erjkJkE5ZMIioU165dQ8eOHTF79myMHDkSK1euxCOPPKI6FpHTKlGiBLp3747Vq1fj+vXrquMQWY0lk4gc7qeffkK9evWwY8cOLFq0CHPmzOGlIoks0L9/f9y6dQurV/MKxuR6+H95InKoXbt2oW7duvj999+RnJyMqCheiZXIUvXq1UPVqlW5y5xcEksmETlETk4OZsyYgZYtW+LJJ5/Ed999hyZNmqiOReRShBDo378/Dhw4gBMnTqiOQ2QVlkwisrvLly+jU6dOiI6ORnBwMA4cOAB/f3/VsYhcUu/eveHt7Y3PP/9cdRQiq7BkEpFdHTx4ELVq1cL27dvxySefIDExkWeQExXAE088gXbt2mHp0qW4e/eu6jhEFmPJJCK7kFJi7ty5aNiwIYQQ2L9/P4YNGwYhhOpoRC6vf//++P3337Ft2zbVUYgsZlHJFEKUEkJUEEIEOToQEbme8+fPo02bNnjjjTfQunVrZGRkoE6dOqpjEbmNtm3bonz58jwBiFxKviVTCHFKCHEJQAwAfwA/F0oqInIZ69atQ/Xq1bF3717Mnz8fGzduRNmyZVXHInIrvr6+iIiIwObNm/H777+rjkNkEXMjmZUAhEkph0gpd0kpWTKJCIB+cvV+/fqha9euqFixIjIyMjB06FDuHidykH79+uHevXtISEhQHYXIIuZKZoaUcmehJCEil7F//37UrFkTy5Ytw7hx43DgwAFUrVpVdSwit1atWjXUr18fixcvhpRSdRwis8yVzEzDfwghSgshBgkhVmu70r8TQrwthKjpuIhE5Czu3r2Ld999F40aNQIA7N27F1OmTEGRIkUUJyPyDFFRUfjxxx+RmpqqOgqRWVaVTCnlVSnlYillGICrACKllB9KKY84KiAROYcTJ07g1VdfxQcffIA+ffrgyJEjaNCggepYRB4lNDQUOp0OcXFxqqMQmWWuZOY3Hp8mpTxs7A6ehU7kPqSUWLBgAQICAvDzzz9j7dq1iI+P59yXRAoUK1YMvXv3xtq1a/HHH3+ojkOUL3MlU5fPfVfyuS/U+ihE5Gx+/fVXtG3bFq+//joaNWqEY8eOITg4WHUsIo8WGRmJ7OxsLF26VHUUonz5mLk/UAjRFICx00X9TdynA9DcDtmISKF169YhMjISN2/exLx583jmOJGTePnll1G/fn3ExcVh1KhR/L0kp2WuZNYGkALjJRMwPWLJ096IXNS1a9cwcuRILFmyBLVr18by5ct55jiRk4mKikKfPn2QmpqKJk2aqI5DZJTZKYwAVIZ+vkxLvyoDMHqsJhE5t3379uGVV17BsmXL8O677+Kbb75hwSRyQjwBiFyBuZHMFFsmYBdCpNiYh4gUuHfvHiZNmoQPPvgAFStWxL59+/Dqq6+qjkVEJuSeABQbG4s//vgDjz76qOpIRA/JdyRTSvkvW1Zq6+OIqPCdPXsWQUFBmDx58oOpiVgwiZwfTwAiZ2dud7lRQogKQogg7YvzmBC5qM2bN6NmzZrIyMhAQkIC4uPj4efnpzoWEVnA8AQgXgGInJHFJVMIUVMIsV0IcR/AaQDJ2tcV7eo/TR0VkojsKzs7G2+99RY6dOiAZ599FhkZGQgPD1cdi4isxCsAkTOzqGQKIVZDfxKQAPAvAGEAWmrfBwM4AmCtEGIbRzaJnNuZM2fQsGFDzJo1C6+//jq++eYbVKlSRXUsIrIBTwAiZ2buxB8IIXYAyAJQRkp51cRii4UQOgAxAHYCqGOvgERkP3v27EFYWBhu376NpKQkdO3aVXUkIioAwxOALly4gPLly6uORPRAviOZQoiuALKklGH5FEwAgJQyS0oZBSBdCDHQniGJqGCklJg9ezaaN2+OcuXK4dChQyyYRG5iyJAhyM7Oxqeffqo6CtHfmNtdHgnAqsIopRwMXlaSyGncunUL4eHhGDVqFDp27IiDBw9y7ksiN/Liiy+iWbNmWLRoEe7du6c6DtED5krmVSnlNRvWm++oJxEVjrNnz6JBgwZYuXIlPvjgAyQlJaFUKR42TeRuXn/9dZw5cwabN29WHYXoAXMl87KN67X1cURkJ+np6fjnP/+J06dPY/PmzXjnnXfg5WXTrGVE5ORyZ4qYN2+e6ihED5j7xLF14q0sGx9HRHawYcMGNGrUCL6+vti/fz/atm2rOhIROZCPjw8GDx6MnTt34sSJE6rjEAGwcTJ2C5R20HqJKB9SSnz00UcIDg7GSy+9hIMHD6J69eqqYxFRIRg4cCCKFCmCBQsWqI5CBMD8FEaB2iTrV6xYZ1kAgbZHIiJb3L9/H8OHD8fChQsREhKCpUuXonjx4qpjEVEhKV++PMLCwrBkyRJ88MEHKFmypOpI5OHMlczaAFKgn4TdElJblte3IipEd+7cQXh4OJKSkjB69GhMnz6dx18SeaBhw4Zh+fLlWL58OYYMGaI6Dnk4kd/1ToUQabB+OiIBYLWUkqOZAAIDA2VaWprqGOTGrl+/js6dO2PXrl348MMP8dZbb6mORESKSClRp04d3L59G8eOHYMQlo4REdlGCJFuqvOZG8lMkVL+bMMGU6x9DBFZ78KFC2jbti2OHDmCpUuXIiIiQnUkIlJICIFhw4ahX79+SE1NRZMmTVRHIg+W7/40KeW/bFmprY8jIsv997//RcOGDfGf//wHGzduZMEkIgBAt27dULZsWcyfP191FPJwPGiLyAX9+OOPeO2113DhwgWkpKSgXbt2qiMRkZMoVqwYBgwYgPXr1+Ps2bOq45AHs6hkCiFqCiHeFkJME0K84uhQRGTaDz/8gMaNGyM7Oxt79+5F/fr1VUciIiczdOhQSCk5mklKmS2ZQoi3AWQAmAEgGkCGEIJnFhApcOzYMTRu3BgAsGfPHs6BSURGVahQAcHBwYiNjcXNmzdVxyEPlW/JFELUAjAY+jPMy2hfrQAM4YgmUeE6cuQImjZtiiJFiiA1NRXVqlVTHYmInNgbb7yBK1euYNmyZaqjkIcyN5L5LwAtpJRrpZRXta8U6Cdbf8fx8YgIANLS0hAUFIQSJUogNTUVVapUUR2JiJxc/fr1UadOHcyZMwc5OTmq45AHMlcyhbEpjKSUWQCsntqIiKx36NAhNGvWDKVLl0ZqaioqVaqkOhIRuQAhBN588038+OOP2Lp1q+o45IHMlczL+dz3hz2DENHDDh8+jFatWqFcuXJITU1FhQoVVEciIhcSEhKCZ555BrNnz1YdhTyQuZLJy0MSKfL999+jRYsWKFmyJHbv3o3nnntOdSQicjG+vr4YNmwYdu7ciaNHj6qOQx7GIfNkCiEWOmK9RJ7ixx9/RPPmzVGkSBHs2rULzz//vOpIROSiBg0ahOLFi2Pu3Lmqo5CHMXdZyUAhRFMAV4zcV0kIEWTqcQWLReS5MjMzERQUhJycHOzevRuVK1dWHYmIXFjZsmXRp08fxMfHY9q0aShfvrzqSOQhhJSm94gLIXKg32UurFyvlFJ6FySYuwgMDJRpaWmqY5CLOHPmDBo1aoRr165h9+7dqFGjhupIROQGTp48iapVq2LixImYMGGC6jjkRoQQ6VJKo4OL5kpmGvRzZFq1PQCrTW3Q07BkkqV+++03NGrUCBcuXMDOnTtRu3Zt1ZGIyI20b98e3333HX755RcULVpUdRxyE/mVTHO7y1OMTWFkwQZTrH0MkSfLyspC69atcf78eSQnJ7NgEpHdvfXWWwgKCsLSpUsRFRWlOg55gHxHMqngOJJJ5vz5559o1aoVvv32W2zevBktW7ZUHYmI3JCUEv/85z+RlZWFEydOwNubR7VRweU3kumQs8uJyDL37t1Dt27dsG/fPixfvpwFk4gcRgiB6Oho/PTTT1i3bp3qOOQBWDKJFMnJycHAgQOxadMmzJ8/H2FhYaojEZGb69KlC1544QXExMSAezLJ0VgyiRSQUmL06NFYunQp3n//fQwZMkR1JCLyAN7e3nj77beRnp6OXbt2qY5Dbo4lk0iBmJgYzJo1C8OGDcP48eNVxyEiDxIREYHHH38cM2bMUB2F3BxLJlEh++yzzzB27Fj06NEDc+fOhRDWTkNLRGS7okWL4o033sCOHTtw+PBh1XHIjbFkEhWirVu3IioqCi1btsSSJUvg5cVfQSIqfIMHD0bJkiU5mkkOxU84okKSkZGB0NBQ1KhRA0lJSShSpIjqSETkoXQ6HaKiorB69WpkZmaqjkNuiiWTqBD897//Rbt27VCuXDl89dVXKFmypOpIROTh3njjDXh7e+Ojjz5SHYXcFEsmkYNduXIFbdu2xZ9//omtW7fiySefVB2JiAhPP/00IiIiEB8fj19//VV1HHJDLJlEDnTnzh106dIFp0+fxoYNG1CtWjXVkYiIHvjXv/6F7OxsfPjhh6qjkBtiySRykJycHPTt2xepqalYsmQJmjRpojoSEdHfVK5cGT179sSiRYtw8eJF1XHIzbBkEjnIO++8g1WrVmH69Ono0aOH6jhEREaNGzcOf/75J2bNmqU6CrkZlkwiB/j0008RExODIUOGYMyYMarjEBGZVLVqVYSFhWHevHm4fPmy6jjkRlgyiexs9+7dGDJkCFq1aoWPP/6Yk60TkdMbN24cbty4gblz56qOQm6EJZPIjk6dOoWuXbuiSpUqSExMhI+Pj+pIRERmVa9eHV26dMHcuXNx9epV1XHITbBkEtnJlStX0L59e3h7e2PTpk0oXbq06khERBYbP348rl69ik8++UR1FHITTjPMIoSIBKADkKV9z5RSJjlyPVYuOwZAOQAB2k2xtuQj93T37l2Ehobi559/xs6dO+Hv7686EhGRVWrVqoX27dtj9uzZGDlyJC8aQQXmFCVTCBED4JKUcobhbUIIf8Pb7LkeG5adJqXM0v4dAGCnEKKblDLUumdL7kZKiREjRmDnzp1YsmQJGjZsqDoSEZFNxo8fj7p162LevHkYO3as6jjk4oSUUm0AIfwBpEspyxi57wqAirnlzl7rsXLZSAApUsrMPMs1B5AMIDS/Ec3AwECZlpZmLj65sI8//hgjR45EdHQ0pk+frjoOEVGBtG/fHgcOHMDPP//Mw37ILCFEupQy0Nh9znBMZhSAFBP3ZQKIdMB6rFm2Ut6CCQBSyhTod7NHWZiP3NC2bdvw5ptvonPnzpg6darqOEREBTZp0iRcuXIFs2fPVh2FXJwzlMzm0Bc7YzIBtHDAeqxZdowQYo2JZdMAGG3v5P5OnTqF7t27o3r16khISICXlzP8OhERFUxAQAC6du2KWbNm4dKlS6rjkAtzhk/FAACm3sWZsLzEWbMea5Y1NeIJAGUBcOZaD3T9+nV07twZPj4+2LBhA/z8/FRHIiKym/fffx83btzAzJkzVUchF+YMJdMcnYL1PFhWStkin5N7ApB/CSU3lJOTgz59+uDkyZNYvXo1KlSooDoSEZFdvfTSS+jZsyc+/vhj/Pbbb6rjkItSWjKFEDrtP7MKaz123GbucZsxxu4TQqQJIdIuXrxYkM2QE5o6dSrWr1+PmTNnIigoSHUcIiKHmDBhArKzs3lCI9nMFUYynY5WVGOgP7Pc2ElBcVLKQCll4GOPPVbo+chxNm/ejPfeew/h4eF44403VMchInKYF154AX379sXChQtx5swZ1XHIBSktmQZTE+kKaz122uYaANGcjN2znDx5Er169UKtWrUQFxfHa5ITkdsbP348pJSYMmWK6ijkgpx9JFOHAu7WtmE9+S6rTcy+RkoZV9BQ5DquXbuGzp07o0iRIli/fj2KFSumOhIRkcM9//zziIyMxGeffYYff/xRdRxyMc5QMlMAVDJxX1nopwmy93ps2qZ2acnTLJieJScnBxERETh16hTWrFmD5557TnUkIqJCM378eBQtWhTvvPOO6ijkYpyhZGYAMHWhZ3/od03bez1Wb1MIEQIgK2/B1K78Q25sxowZ2LhxIz766CM0adJEdRwiokL1+OOPY/To0Vi7di2+/fZb1XHIhTjtZSW1k2uuACiT97KS2vXF817m0eL1WLtNrUjqjB2DKYSIkVJGm3p+vKyka9uzZw+aNWuG0NBQrFy5ksdhEpFHunHjBipXrowqVaogNTWV/y+kB5z6spJaWYzTjnU0FAP9yTVZhjcKIdIBnBZCBNi6HmuW1bYTpf13iMFXpLb7XGfN8yXX8euvv6J79+544YUXsHjxYv5PlYg8lp+fHyZMmICvv/4amzdvVh2HXITykcxc2ryTOuhPuqkE4DtTI4cAQgC0MDZ9kKXrsXRZIcQV5F8ko6WUM0zdyZFM13Tv3j00a9YMaWlpOHToEF566SXVkYiIlLp79y5efvlleHt74+jRo/Dx8VEdiZxAfiOZTvMOsfRkGm3XtMnd09aclGPJsnl3qZNnePfdd7F3714sX76cBZOICICvry+mTZuGrl27YsmSJRg4cKDqSOTknGYk011xJNP1fPnll+jUqRMGDx6MhQsXqo5DROQ0pJRo0KABfvnlF5w6dQrFixdXHYkUc+pjMomcSWZmJiIiIlC7dm3Mnj1bdRwiIqcihMCMGTNw/vx5zJo1S3UccnIsmUSa27dvIyQkBEIIrFmzBkWLFlUdiYjI6bz22msIDg7GtGnTcO7cOdVxyImxZBJpRo4cicOHDyMhIQEVK1ZUHYeIyGnNnDkT9+7dw9ixY1VHISfGkkkEIDExEXFxcYiOjkb79u1VxyEicmr+/v4YNWoUEhIScPDgQdVxyEnxxB8H44k/zi8zMxO1atXCSy+9hNTUVPj6+qqORETk9K5fv44qVaqgQoUKOHDgAOcS9lA88YfIhOzsbPTo0QNeXl5YsWIFCyYRkYVKliyJqVOn4ttvv8WKFStUxyEnxJJJHu3dd9/FoUOH8Omnn6JChQqq4xARuZQ+ffqgdu3aiI6Oxs2bN1XHISfDkkkea9u2bZg5cyaGDBmCrl27qo5DRORyvLy8MGfOHJw7dw4zZpi8+B15KB6T6WA8JtM5/frrr3jllVfwxBNP4ODBgyhWrJjqSERELqt79+7YuHEjTp48ieeee051HCpEPCaTyMD9+/cRHh6OmzdvIjExkQWTiKiAZsyYASEE3nzzTdVRyImwZJLHiYmJwa5du/Dxxx/jxRdfVB2HiMjlPffccxg/fjzWrVuHLVu2qI5DToK7yx2Mu8udy/79+9G4cWOEhoZixYoVnHKDiMhOsrOz8corryA7Oxvff/899xJ5CO4uJwJw+fJl9OzZE88//zwWLVrEgklEZEdFihTB/PnzkZmZiZiYGNVxyAmwZJJHkFJi4MCBOH/+PFatWoXSpUurjkRE5HaCgoLQo0cPTJ8+HadOnVIdhxRjySSPsHDhQqxfvx7Tp09HnTp1VMchInJbH330EYoUKYLhw4eDh+R5NpZMcntHjx7FqFGj0KZNG575SETkYE8++SQmT56M7du3Y926darjkEI88cfBeOKPWjdv3kRgYCCuXr2KI0eOoHz58qojERG5vXv37iEwMBB//PEHfvjhB5QsWVJ1JHIQnvhDHmvEiBE4efIkli9fzoJJRFRIfHx8sGjRIpw/fx7jxo1THYcUYckkt7Vy5UrEx8dj3LhxCAoKUh2HiMij1KtXD6+//jrmzZuHb775RnUcUoC7yx2Mu8vVOH36NGrVqoUaNWpgz5498PHxUR2JiMjjXL9+HS+99BL8/Pxw+PBhPPLII6ojkZ1xdzl5lOzsbHTv3h3e3t744osvWDCJiBQpWbIkYmNj8cMPP2DatGmq41AhY8kktzNu3DikpaXhs88+w/PPP686DhGRR2vTpg169eqFqVOn4vjx46rjUCFiySS3sm3bNnz44YcYPHgwgoODVcchIiIAc+bMQenSpTFgwADcv39fdRwqJCyZ5DZ+++039OnTBy+//DJmzZqlOg4REWkeffRRzJ07FwcPHsS8efNUx6FCwpJJbiEnJwe9e/fG9evXsWrVKhQrVkx1JCIiMtCjRw+0adMG77zzDk6fPq06DhUClkxyCzNnzkRKSgrmzJmDl156SXUcIiLKQwiB2NhY+Pr6om/fvtxt7gFYMsnlffvttxg3bhxCQ0MxaNAg1XGIiMiEZ599Fh9//DH27duH2bNnq45DDsZ5Mh2M82Q6VlZWFmrVqgUpJY4cOQKdTqc6EhER5UNKieDgYGzZsgUZGRnc++TiOE8muSUpJaKionDmzBmsXLmSBZOIyAXk7jYvVaoUIiIicPfuXdWRyEFYMsllffbZZ1i9ejUmT56MV199VXUcIiKyUPny5REbG4uMjAxMmTJFdRxyEO4udzDuLneMY8eOoW7duqhfvz527NgBLy/+vURE5Gp69+6NlStX4ptvvkGdOnVUxyEb5Le7nCXTwVgy7e/69euoU6cOsrKycOTIETzxxBOqIxERkQ2ysrJQvXp1FCtWDBkZGfDz81MdiazEYzLJbUgpERkZiVOnTmHlypUsmERELkyn0yEhIQE//fQThg8frjoO2RlLJrmU2NhYrFq1CpMmTULTpk1VxyEiogJq0qQJxo0bhyVLlmDlypWq45AdcXe5g3F3uf1kZGTg1VdfRdOmTbFlyxYeh0lE5Cbu3buHRo0a4fjx4zh8+DD8/f1VRyILcXc5ubysrCyEhoaifPnyWL58OQsmEZEb8fHxwYoVKyCEQM+ePTmtkZvgJzU5PSkl+vfvj//9739ITEzEo48+qjoSERHZWYUKFRAbG4uDBw9i4sSJquOQHbBkktObO3cu1q9fj5iYGNSvX191HCIicpBu3bphwIABmDZtGrZv3646DhUQj8l0MB6TWTCpqalo1qwZ2rdvj/Xr10MIoToSERE50K1bt1CvXj2cO3cOhw8fxnPPPac6EuWDx2SSSzpz5gxCQ0NRuXJlLF26lAWTiMgDFC9eHGvXrsW9e/cQGhqKO3fuqI5ENmLJJKd0+/ZtBAcH4/bt29iwYQNKly6tOhIRERWSF154AUuWLMGhQ4cwatQo1XHIRiyZ5HSklBgyZAjS0tKQkJCAqlWrqo5ERESFrEuXLhg9ejQWLFiA5cuXq45DNmDJJKezYMECLFmyBO+99x46deqkOg4RESkydepUNGrUCJGRkTh27JjqOGQlnvjjYDzxxzpff/01goKC0Lp1a2zcuJHzYRIRebjffvsNAQEBKFasGA4dOoRy5cqpjkQGeOIPuYTMzEwEBwejYsWKSEhIYMEkIiI88cQTWLduHc6dO4fQ0FBO1O5C+ClOTiErKwvt27fH/fv3sXnzZuh0OtWRiIjISdSrVw+LFy/G7t27MXLkSNVxyEI+qgMQ3b17F2FhYTh16hSSk5NRpUoV1ZGIiMjJ9O7dG8ePH0dMTAxefvllDB06VHUkMoMjmaSUlBIjRoxAcnIy4uLi0KRJE9WRiIjISX3wwQfo0KEDRowYgZ07d6qOQ2awZJJSc+fOxaJFixAdHY1+/fqpjkNERE7M29sbX3zxBV588UWEhobixIkTqiNRPlgySZl169Zh1KhRCA4OxtSpU1XHISIiF1CyZEl8+eWX8PX1RZs2bfDbb7+pjkQmsGSSEnv27EGPHj1Qr149nklORERWqVixIr766itcvHgR7dq1w/Xr11VHIiP4yU6F7siRI+jUqRMqVaqEzZs3o3jx4qojERGRiwkMDMSaNWvw73//m1MbOSmWTCpUp0+fRuvWrVGqVCls374dZcuWVR2JiIhcVJs2bRAbG4vt27cjMjISvMCMc+EURlRofvvtN7Rq1Qp3797F7t278eyzz6qORERELm7AgAE4c+YM3n//fTz99NOYMmWK6kikYcmkQnHx4kU0a9YMv/76K3bu3IkXX3xRdSQiInITEyZMwPnz5/HBBx+gdOnSGD16tOpIBJZMKgSXLl1C8+bNkZmZia+++gr16tVTHYmIiNyIEAILFy7EtWvXMGbMGJQsWRKDBw9WHcvjsWSSQ125cgUtWrTAyZMnsWnTJgQFBamOREREbsjb2xsJCQm4efMmhg4dCj8/P4SHh6uO5dF44g85TFZWFlq1aoXjx49j/fr1aNGihepIRETkxnx9fbFmzRo0bdoUffv2xfr161VH8mgsmeQQFy9eRNOmTXHkyBEkJSWhTZs2qiMREZEHKFq0KDZu3Ig6deqge/fu2LZtm+pIHoslk+zu7NmzaNSo0YNd5B06dFAdiYiIPIifnx+2bNmCatWqoXPnziyairBkkl1lZmaiYcOGOHfuHLZv345WrVqpjkRERB6oTJkySElJQbVq1dCpUyds2bJFdSSPw5JJdnP06FE0bNgQ169fx65du9CwYUPVkYiIyIOVK1cOKSkpqF69Orp06YLNmzerjuRRWDLJLnbs2IHXXnsNQgikpqYiMDBQdSQiIiKULVsWycnJqFGjBoKDg7Fp0ybVkTwGSyYVWHx8PNq2bYuKFSvi22+/xUsvvaQ6EhER0QNlypRBcnIyatasia5du2LDhg2qI3kElkyyWU5ODsaPH48BAwagWbNm+Prrr/HMM8+ojkVERPQQnU6H5ORkBAQEICQkBCtWrFAdye2xZJJNrl+/jpCQEEyZMgUDBgzA5s2bUapUKdWxiIiITCpdujSSk5PRsGFDhIeHIzY2VnUkt8aSSVY7deoU6tWrhy+//BJz5szB4sWL4evrqzoWERGRWSVLlsSWLVvQtm1bDB48GDNmzFAdyW3xspJkla1bt6JHjx7w8fHB9u3b0axZM9WRiIiIrFKsWDGsX78evXv3RnR0NK5du4bJkydDCKE6mlthySSL3L9/H5MmTcLkyZNRo0YNbNiwARUqVFAdi4iIyCa+vr744osvULJkSXzwwQe4du0a5syZAy8v7uS1F5ZMMuvcuXPo1asXUlNT0adPH8yfPx8lSpRQHYuIiKhAvL29ERcXh1KlSmHWrFm4du0aPv30U/j4sB7Zg9O8ikKISAA6AFna90wpZZIj12PtNoUQOgAxAJJtyeaKtmzZgj59+uDPP//EsmXL0Lt3b9WRiIiI7EYIgQ8//BClS5fGhAkTcOXKFaxatQrFihVTHc3lOUXJFELEALgkpZxheJsQwt/wNnuux8plYwGUBfAdgEgAyVY+RZdz+/ZtjBs3DrNmzUKNGjWwevVq/OMf/1Adi4iIyO6EEHjvvfdQrlw5DB8+HC1btsSXX36JMmXKqI7m0oSUUm0AIfwBpEspH/pJCiGuAKgopcyy53oKsk0hhAQQaulIZmBgoExLS7NkUaeRlpaGiIgI/PDDDxg6dCg++ugjFC1aVHUsIiIih1u9ejXCw8Pxj3/8A9u2bcPTTz+tOpJTE0KkSymNXubPGY5ujQKQYuK+TOhHDu29Hntt061kZ2djwoQJqFevHq5du4Zt27Zh/vz5LJhEROQxwsLCsHXrVvz3v/9FgwYNcPLkSdWRXJYzlMzm0Bc7YzIBtHDAeuy1Tbfx/fffo169epg0aRJ69eqF77//Hq1atVIdi4iIqNA1a9YMqamp+PPPP9GgQQMcOnRIdSSX5AwlMwDAJRP3ZQIwOgRbwPXYa5su7/bt2xg/fjwCAgJw7tw5rF+/HkuXLoVOp1MdjYiISJmAgADs378fpUuXRlBQEHbs2KE6kstxhpJpjk7Beuy1Tae2e/du1KhRA1OmTEG3bt3w/fffo3PnzqpjEREROYXKlStj//79qFy5Mtq1a8frnVtJacnUpgQC9FMIFcp67LVNM9uIFEKkCSHSLl686KjN2OzSpUvo168fgoKCkJOTgx07diAhIQGPPfaY6mhERERO5YknnkBqaipee+019OrVC3PnzlUdyWW4wkimy5FSxkkpA6WUgc5U3HJychAfH4+qVati+fLlGDt2LI4dO4YWLTzuEFQiIiKLlS5dGlu3bkXXrl3xxhtvYOzYsVA9O48rUFoyDaYJ0hXWeuy1TVfzzTffoG7duhgwYACqVKmCjIwMTJ06lZPNEhERWaBo0aJITEzE4MGDMX36dAwYMAB3795VHcupOftIpg722a1tzXrstU2ncP78eURERKB+/fo4f/48li9fjn379qF69eqqoxEREbkUb29vLFiwABMmTMDnn3+OTp064caNG6pjOS1nKJkpACqZuK8sAEtnMrdmPfbaptO6ffs2pk+fjipVqiAxMRFjx47FyZMn0atXLwghVMcjIiJySUIITJw4EXFxcdi+fTuaNm2KCxcuqI7llJyhZGYA8Ddxnz+ANQ5Yj7226XTu37+PpUuXokqVKhg7diyaN2+O//znP5g6dSr8/PxUxyMiInILgwYNwsaNG3H8+HHUr18fP/30k+pITscZSmYsjMxLqZ0FHgBgtZH7jBVEa9Zj9TadnZQSW7ZsQa1atdC3b1+UL18eO3fuxIYNG1CpkqlBWyIiIrJV+/btsXv3bly9ehWvvvoqJ23PQ3nJlFJmAogTQsTkuSsGQHTea4gLIdIBnBZCBNi6Hmu3aURZM/cXqoMHD6Jp06Zo164dbt26hcTERBw6dAhBQUGqoxEREbm1unXr4sCBAyhVqhSaNm2KzZs3q47kNISznIIvhIjEXyfdVALwnZQyychyMQBCALTQyqJN67Fym2MA1IF+lNNfWz4N+qsD5VtKAwMDZVqa4w7xzMnJQfXq1fHHH3/gvffew6BBg1CkSBGHbY+IiIge9vvvv6N9+/bIyMjAokWLMGjQINWRCoUQIl1KafRKiU5TMt2Vo0smAPznP//Bs88+i5IlSzp0O0RERGTajRs3EBYWhq1bt+K9997DxIkT3f5k2/xKpvLd5VRw1apVY8EkIiJSzM/PDxs3bkT//v0xadIkDBw40KPn0vRRHYCIiIjIXfj6+uLTTz/FM888g0mTJuHXX3/F6tWrPXKGF45kEhEREdmREALvv/8+YmNjPXouTZZMIiIiIgeIjIzEhg0bcPz4cbz66qs4deqU6kiFiiWTiIiIyEE6dOiA3bt349q1a6hXrx5SU1NVRyo0LJlEREREDlS3bl18++23KF++PFq0aIElS5aojlQoWDKJiIiIHKxSpUr45ptv0KhRI/Tr1w/vvPMOcnJyVMdyKJZMIiIiokKg0+mwdetWREZGYtq0aejWrRtu3bqlOpbDsGQSERERFRJfX18sWrQIH330EdauXYsmTZrg119/VR3LIVgyiYiIiAqREAKjRo3C+vXrcfz4cdStWxeHDx9WHcvuWDKJiIiIFOjUqRP27dsHKSUaNGiAFStWqI5kVyyZRERERIrUqlULaWlpqFOnDnr16oVRo0bh3r17qmPZBUsmERERkUKPP/44UlJSMHz4cMyePRstW7bExYsXVccqMJZMIiIiIsV8fX3x8ccfY8mSJThw4AACAwORnp6uOlaBsGQSEREROYk+ffpg//79kFKifv36mD9/PqSUqmPZhCWTiIiIyInUrl0bGRkZaN68OYYNG4bQ0FBkZWWpjmU1lkwiIiIiJ/Poo49i06ZNmDlzJjZu3IhatWrh0KFDqmNZhSWTiIiIyAl5eXnh7bffxtdff/1gmqMZM2bg/v37qqNZhCWTiIiIyInVq1cPhw8fRseOHREdHY0mTZogMzNTdSyzWDKJiIiInFyZMmWQlJSEpUuX4ujRo6hRowbi4uKc+qQglkwiIiIiFyCEQEREBI4dO4Z69eohKioK7dq1w//+9z/V0YxiySQiIiJyIc899xx27NiBTz75BKmpqahWrRpmzZrldFcKYskkIiIicjFeXl4YNmwYjh8/jiZNmuCtt95CnTp1nOoMdJZMIiIiIhdVoUIFbNq0CUlJSbhw4QLq1auHoUOH4tKlS6qjsWQSERERuTIhBLp27YoffvgBw4cPR1xcHDp27Kg6FnxUByAiIiKigitVqhTmzp2LgQMH4saNG6rjsGQSERERuZPq1aurjgCAu8uJiIiIyAFYMomIiIjI7lgyiYiIiMjuWDKJiIiIyO5YMomIiIjI7lgyiYiIiMjuWDKJiIiIyO5YMomIiIjI7lgyiYiIiMjuWDKJiIiIyO5YMomIiIjI7lgyiYiIiMjuWDKJiIiIyO5YMomIiIjI7oSUUnUGtyaEuAjgl0LY1KMA/iiE7ZDz4nuAAL4PiO8B0ius98HzUsrHjN3BkukmhBBpUspA1TlIHb4HCOD7gPgeID1neB9wdzkRERER2R1LJhERERHZHUum+4hTHYCU43uAAL4PiO8B0lP+PuAxmURERERkdxzJJCIiIiK7Y8kkIiIiIrtjySQiIiIiu/NRHYCsJ4QYA6AcgADtplgpZZKJZSMB6ABkad8z7bEsOQchhA5ADIDk/H5WfB+4N/7M3BN/vymXq37us2S6GCFEDIBpUsos7d8BAHYKIbpJKUONLHtJSjnD8DYhhL/hbdYuS+oJIWIBlAXwHYBIAMn5LMv3gRvjz8z98PebDLny5z7PLnch2l8cKVLKzDy3N4f+f0KhuX+BCCH8AaRLKcsYWc8VABUN3rAWL0vORwghYfCzz3Mf3wdujD8z98ffb8/m6p/7PCbTtVTK+0YDACllCvRD3VEGN0cBSDGxnkzo/zq2ZVlyLXwfuDf+zDwbf7/dn0t/7rNkupYxQog1Ju5LA2B4jdLm0L9RjMkE0MLGZcm18H3g3vgz82z8/XZ/Lv25z5LpWkz91QHoj9+5bPDvAACXTCybib+/Ma1ZllwL3wfujT8zz8bfb/fn0p/7PPHHhUgp8/vLIgDWXUJK56BlybXoHLQsOQed6gCklM5By1IhcfXPfY5kugHtwGBAP9VF7rQXgP54DXOPtXhZci18H7g3/sw8G3+/PZurfO6zZLo4g3nUQo0dHExERETuw5U+91kyXd8aANGG01sYTDugM/dga5Yl18L3gXvjz8yz8ffbo7nM5z5LZiEQQqQLIaQNXyFm1hsDYI2U0ppjMoC/Zve397KUD0e9DwpAB74P3JkO/Jl5Mh34++12XO1znyf+FAIpZW17r1O7xNTpfN5oKQAqmbivLPRTH9iyLNnIEe8DC/B94N74M/Ns/P32IK74uc+RTBekjWxl5X2jaVcAyJUBwN/EKvyhH263ZVlyLXwfuDf+zDwbf789hKt+7vOyki5Ge0PpTFxiLEZKGa39t9FLRmkHDF8BUMbc5aWMLUvOx5bLzvF94B74M3N//P0mV/7cZ8l0IUKIAABjASTmuass9MdQVJJSRhksHwMAuW9A7bZY6IfbZ+RZt8XLknPRPoSiTO1C4fvAvfFn5t74++3ZXP1znyXThWgXrdfls0i0kTdRJP46iLcSgO+M/TVk7bKklnZsTh3oJ+P1h/5nlgb9lRqi8/4FyveBe+PPzL3w95tyufrnPksmEREREdkdT/whIiIiIrtjySQiIiIiu2PJJCIiIiK7Y8kkIiIiIrtjySQiIiIiu2PJJCIiIiK7Y8kkIiIiIrtjySQiKgRCiAAhRKx2DWIiIrfHkklE5GDatYfLQn/1lrKK47gElnIi18eSSUTkYFLKFCllCvSXbiMzWMqJ3ANLJhERORWWciL3wJJJROTkhBDJQoh07UunOo9KQogY7XW44umvBZGzY8kkIrcnhPAXQqzRiokUQsRa+LhkbfnT2uP9HZ3VFCllbe0ry9QyQojmWs5k7fsarZTptPsjhRAB1mxXCDFGK3VS+0rWdmebWlYavGZGlysIKWW0lLI2gBR7r5uI7MtHdQAiIkeTUmYCCBVCxAAIABBo7jEGJ5xkSSkrOTJfQWnFcTGATADR2vPNvU8HYLEQIhFArJRSWLNuKeUMIUQcgCsAUqSULcws20LbTpINT4WI3AhLJhF5mkyYKZkGu2H9YWTETAgRCaC2me0kF0bR0rLEAgg1tj0pZZYQYhC0kmjLNrR1ZEH/euSXxR+F9LyJyPmxZBKRJ7mkfenMLBcJIA76UhWT904pZZzdk9nAXMHMpZXEFADJBdhcJvSjwPmJllJGmcjpFKWciAoPSyYReQTt+MAUaKNxQgh/w93KeZZLApB7PKFTHvun7SKPBRBnYTnLRMGeSyaAACGEzthxoQaF9yHOUsqJqHCxZBKRp2ghpYzWdvsC+rL5UMkE4C+lTBFCREN/PKaxZayiFcJu0BdXf213fFx+J/FYYLH2PdrC5bOklBkm8o0x+Gcl6I+pzLts7uvgD+Bv92m7ySuxTBKRIZZMIvIoUspMIQSg3/X7t5E9IUSkQVFqnvf+AmwzA/piZmkhzJc22hoAIMnSoiqlfGjbucdQQr+bO8ng9mQAeU/wOa19f6hkwsRucls5qJQTUSFjySQit6eVlEsGN2VBP2JnuEwAgDSD5Y0ej+kkQrXvFk3FlI810BfVvLvbjY3epmnf/3byj7abfE0Bc/yNvUs5EanBkklEniAQfx+VzMTDZ0oH5hnFBJz0eEz8dXZ8Wr5L5UPbRR4AoJlWqstq/24B4+Uut3g+KOfa47ibnIiM4mTsROQJWuQ5xvBvJVMbjVttuDzsdDymg+gA/Vnjxu4UQgQYTMpuOIm64dnhUdC/DpEAwqAdPiCljDK2XoPbDKd/ijG2G56ICGDJJCLP9KBkasclXs5TrB46HlO7alCMQWEbo33FaJO85y4XYnCFnId2txtceWhM3vuszG+SlDJDShmKv3arJ0kp8xZtf+hL5QwpZZyU0pLjOw1ftxDYeTc5EbkXlkwicmtGjscEtJNYtPtC8pz0ooO+SP1tTkkpZaY2apcF/QjeDO0rGsAlIUS6tlwS8j9mMhrAICnljAI8rWSDrPnJ3e1vbH7MLPx1Mo+lMgHotO22kFI66+EEROQEWDKJyN0ZO0s8dyRwLPRzYuZdHkYek58k6OeQDAAeXMYyA/pd0g/lKeik41pBzYL5E5Nyt7/ayH0mR0PzGWXNfcwa8KQcIjKDJZOI3N1YPFyock+YuWTkuMtusM/xmLEAQozcrivgenM1AxBmYpe8Trs9A0Cmid3g0dA/17yPHQPTBTt35DOW0wkRkTk8u5yI3JIQIhb6E1p0ANKFEDG5Z0HnXmbRcJe1trw/tJFMIcQa6C91aMmZ080BZOQ55nE1gFghREDu7dpIpz3n3iyjHROaDP3I5mXt+yUA07TnmWji8SlCiGlaGc09nCDLzG78DBif8oiI6CFCSqk6AxGRyxBCXIH+uubfQT/tjw76aX2i847uaUX1cu5E5UKIMbYciymESJZS5p0c3aNpr+0gjqgSOS+OZBIRWe87C0fzYqE/6Sb32MgshyUiInIyLJlERA6i7ZLO0qb7AYyfgENE5JZ44g8RkWPFQT+S6c9du0TkSVgyiYgcKxH6E4Oc9epBREQOwd3lREQW0K4MFAX9iT5RQghYclymlDJDO5O9IGdkZ+RO9g6gmSePiGpnwzc3uyARKcezy4mIiIjI7ri7nIiIiIjsjiWTiIiIiOyOJZOIiIiI7I4lk4iIiIjsjiWTiIiIiOzu/9YBjw2DYnr0AAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190521_074359.hdf\n",
-      "0.976121877088137\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190915_235702.hdf\n",
-      "0.9967285868203717\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW150914_095045.hdf\n",
-      "0.944799558446631\n"
-     ]
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190828_063405.hdf\n",
-      "0.9994019783837019\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190630_185205.hdf\n",
-      "0.9952810494267655\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190719_215514.hdf\n",
-      "0.35848493258201575\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190727_060333.hdf\n",
-      "0.9948136462973366\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190413_134308.hdf\n",
-      "0.9302610387658716\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190412_053044.hdf\n",
-      "0.9998357162920928\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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zQ4t/6M0EkM0ImQDgMmuttm3bpm7duqX0/CFDhqhJkyZatWqVy5UBQOYQMgHAZbt379bhw4dT7sls0aKF+vbtqzVr1rhcGQBkDiETAFy2detWSUo5ZErB3kxCJoBsRsgEAJe5ETIHDx6sbdu2af/+/W6VBQAZRcgEAJe51ZMpid5MAFmLkAkALtu2bZtatWqlQCCQchuDBw+WRMgEkL0ImQDgstD2RcaYlNs4/fTT1alTJ61evdq9wgAggwiZAOCyxuyRGY7FPwCyGSETAFzmVsgcPHiw1q1bp2PHjrlQFQBkFiETAFz0xRdfaP/+/a71ZB49elQfffSRC5UBQGYRMgHARdu2bZOklK/2E47FPwCyGSETAFy0fft2SdJZZ53V6Lb69OmjwsJCffjhh41uCwAyjZAJAC7atWuXJOnMM89sdFuFhYXq27ev1q1b1+i2ACDTCJkA4KKdO3dKks444wxX2hswYAAhE0BWImQCgIt27dql0047Taeccoor7Q0YMECffvqpDh486Ep7AJAphEwAcNHOnTtd68WUgiFTkjZs2OBamwCQCYRMAHDRzp07XZmPGRIKmQyZA8g2hEwAcNGuXbtc7cns2bOnmjVrRsgEkHUImQDgkmPHjqm6utrVnsyCggL169ePbYwAZB1CJgC4pLq6WtZaV3syJWngwIH0ZALIOoRMAHBJaPsiN3sypeC8zG3btumLL75wtV0ASCdCJgC4xM2N2MOFFv+sX7/e1XYBIJ0KvC4gxBgzVVJAUo3ztcJaOy/d7RhjApJKJS2MdZwxZq6kCkkzrbUVxpgiSWMlDbXW3pZsjQByk9sbsYeErzC/4IILXG0bANLFFyHTGFMqaa+1dkb4fcaYovD73GzHGDNTUntJKyRNlbQwTtNFkiZJmmaMCd1XZq0dl2htAHLfrl27VFBQoI4dO7rabo8ePdS8eXPmZQLIKp6HTKdXcKq1tl34/dbaEmPMfmPMLGttjdvthPdAOuE0njJJJQqGTUlaaa0tb6gmAPll586d6tKli5o0cXcmUtOmTdWvXz82ZAeQVfwwJ/M2BUNcNBUK9jJmsp1o9lpry6y1s5wbARPASXbt2uX6fMyQfv366aOPPkpL2wCQDn4ImWMVDIHRVEhKdEjarXYAICVuX1IyXL9+/bRlyxZ9+eWXaWkfANzmh5BZLGlvjMcqJA3LcDsxGWMCxpixztA8AJzA7UtKhuvbt6+stdq0aVNa2gcAt/khZDYk4IN2Ojir1odJWikpYIxZ6KxMBwAdOHBAn3/+eVqHyyUxZA4ga3i68CcspNX4oZ0GzAlbOFTuLBZaJalnlHqmypkD2q1btzSWBMAvQntkpmu4vE+fPpIImQCyRzb0ZHrOWlsSucLdWlsmqb0TKCOPn2WtHWatHeb2ViYA/KmqqkqS1KVLl7S0f+qpp6pbt276+OOP09I+ALjN05AZFtwCfmgnBRWSJmf4nAB8qLq6WpLUuXPntJ2DFeYAsonfezIDcmcI3K12IlXoq70zAeSxUE/m6aefnrZz9OvXTx9//LGstWk7BwC4xQ8hs0xR5jU62iu40CaT7ZzAGLMqgc3aAeS56upqNW3aVB06dEjbOfr27asDBw4cn/8JAH7mh5BZrti9gUWS5ma4nUgBSZvjtMvG7ABUVVWlTp06uX61n3CsMAeQTfwQMmcqyh6WzorxYklzojwWLUwm3U6i9VlrZ8Woodg5L4A8V11dndb5mFKwJ1MSi38AZAXPQ6a1tkLSrChD0qWSTlrVbYxZJWmzMaa4Me1E0T7G/dHalILhcoazyhxAnquqqkrrfEwpuD1Sq1at6MkEkBU83SczxFpbYoyZaoyZpuACnZ6SFlpr50U5vEwxFvIk045zzHAFeyMlqdQYM1nBxTzHQ6m1tsYY80BY0AwoGEhLCZgAQqqrqzVgwIC0nsMYwwpzAFnDFyFTCu4tmeBxJZJKXGhnRoKlhbZIinlOAPnNWqvq6uq092RKwSHzJUuWpP08ANBYng+XA0C2q6mp0dGjR9M+J1MKLv7Ztm2bDh48mPZzAUBjEDIBoJFCe2RmKmRK0ieffJL2cwFAYxAyAaCRQlf7ycRwee/evSVJmzZtSvu5AKAxCJkA0EiZ7Mns2TN4zYmNGzem/VwA0BiETABopEz2ZLZq1UpdunShJxOA7xEyAaCRqqqqVFBQoHbt2mXkfL169SJkAvA9QiYANFLoaj/pvKRkOEImgGxAyASARqqqqsrIfMyQXr16qbKykm2MAPgaIRMAGilTG7GH9OrVSxIrzAH4GyETABop0z2ZbGMEIBsQMgGgEerr6/XZZ59ltCcztI0RIROAnxEyAaAR9u3bp9ra2oz2ZLZp00adOnUiZALwNUImADRCJvfIDMcKcwB+R8gEgEYIhcxM9mRKwZDJVX8A+BkhEwAaIXRJSS96Mnfu3KlDhw5l9LwAkChCJgA0glc9maEV5hUVFRk9LwAkipAJAI1QVVWlZs2aKRAIZPS87JUJwO8ImQDQCKFLShpjMnreUMhkXiYAvyJkAkAjVFVVZXw+piQFAgG1a9dOn376acbPDQCJIGQCQCOEejK90KNHD0ImAN8iZAJAI3jVkykRMgH4GyETAFJUV1en3bt3e9aT2b17d23ZskX19fWenB8A4iFkAkCK9u7dq7q6Ok+Hy48cOXJ8r04A8BNCJgCkyKtLSob06NFDkrRlyxZPzg8A8RAyASBFoR5EL3syJTEvE4AvETIBIEVe92R2795dEiETgD8RMgEgRV73ZLZo0UKdO3cmZALwJUImAKSourpazZs3V5s2bTyroUePHszJBOBLhEwASFFVVZUnl5QMx16ZAPyKkAkAKaqurvZsPmZIjx49tG3bNtXW1npaBwBEImQCQIpCPZle6tGjh+rq6rRjxw5P6wCASIRMAEiRH3oyWWEOwK8ImQCQgtraWk8vKRnChuwA/IqQCQAp2LNnj6y1nvdkduvWTU2aNKEnE4DvEDIBIAVe75EZUlhYqK5duxIyAfgOIRMAUuD11X7CsY0RAD8iZAJACvzSkykFF/9s3brV6zIA4ASETABIgZ96Mrt3766dO3fq6NGjXpcCAMcRMgEgBVVVVTr11FPVqlUrr0tR9+7dZa3V9u3bvS4FAI4jZAJACvywR2ZIaK9MtjEC4CeETABIgR+u9hNCyATgR4RMAEiBn3oyu3btqqZNmxIyAfgKIRMAUuCnnsyCggJ17dqVkAnAVwiZAJCkY8eOae/evb4JmVJwyJyQCcBPCJkAkKTPPvtMkj+2LwohZALwG0ImACQptEem33oy2SsTgJ8QMgEgSaGr/fitJ5O9MgH4CSETAJLk155MiW2MAPgHIRMAkuSn65aHEDIB+A0hEwCSVF1drdatW6tly5Zel3Ice2UC8BtCJgAkyU97ZIawVyYAvyFkAkCS/HS1n3BsYwTATwiZAJAkP/ZkSoRMAP5CyASAJPm5J5O9MgH4BSETAJJw5MgR7d+/37c9meyVCcAvCJkAkAQ/XlIyhG2MAPgJIRMAkuDHPTJDCJkA/ISQCQBJCF3tx489meyVCcBPCJkAkAQ/92SyVyYAPyFkAkAS/Hjd8nDdu3fX1q1bvS4DAAiZAJCMqqoqBQIBNW/e3OtSomKvTAB+QcgEgCRUV1f7thdTYq9MAP5ByASAJFRVVfly0U9I9+7dVV9frx07dnhdCoA8R8gEgCRkQ0+mxDZGALxHyASAJGRDT6ZEyATgPUImACToyy+/1Oeff+7rnkz2ygTgF4RMAEiQnzdiD2GvTAB+QcgEgAT5eSP2cGxjBMAPCJkAkKBs6MmUpLPPPpuQCcBzhEwASFA29WSyVyYArxEyASBBoZ7MTp06eVxJfOyVCcAPCJkAkKCqqip16NBBzZo187qUuNjGCIAfEDIBIEF+34g9hJAJwA8ImQCQIL9vxB7StWtXNWnShJAJwFOETABIULb0ZBYWFuqss85SRUWF16UAyGOETABIULb0ZEpS7969tXHjRq/LAJDHCrwuIMQYM1VSQFKN87XCWjsv3e0YYwKSSiUtbOA4V+oDkJ0OHDiggwcPZkVPpiT16dNHzzzzjKy1MsZ4XQ6APOSLkGmMKZW011o7I/w+Y0xR+H1utmOMmSmpvaQVkqZKWpju+gBkr2zZiD2kb9++qqmp0e7du32/5RKA3OR5yDTGFEmaaq1tF36/tbbEGLPfGDPLWlvjdjvW2tvCnlua7voAZLdQyMymnkxJ+uSTTwiZADzhhzmZt0kqi/FYhYK9jJlsJ1PtAsgioav9ZEtPZnjIBAAv+CFkjlUwrEVTIWlchtvJVLsAski29WSeffbZKiwsJGQC8IwfQmaxpL0xHquQNCzD7WSqXQBZpKqqSsYYdezY0etSEtK0aVP16tWLkAnAMwmFTGNMG2NMd2PMZekuKIqAz9rJVLsAfKS6ulodO3ZUQYHnU9kT1qdPH0ImAM/EDZnGmI3GmL0KbvFTJOlTN0/ubB8kBbcF8rwdt9o1xkw1xqw0xqzcvXu3myUB8EhVVVXWDJWH9OnTR5s2bVJdXZ3XpQDIQw31ZPaUNMVae4e19g1rrashM1dZa2dZa4dZa4dly9AagPiqq6uzZtFPSN++fXXkyBFt27bN61IA5KGGQma5tXZRuk4etvVPwA/tZKpdANknG3sy+/btK0nasGGDx5UAyEcNhcwTVlUbY9oaY75njJnjDKWvMMb81BgzJE31BeTOELhb7WSqXQA+Yq1VZWVl1vVkDhgwQJL04YcfelwJgHzU0Az2E0KmtfZfkh6X9LgxZqWCm5S/38gayhQclo+mvaSVGW4nU+0CyBI1NTU6cuSIzjjjDK9LSUq7du105plnau3atV6XAiAPNdSTaeM8tjJWwExyFXq5gouKoimSNDfD7WSqXQBZorKyUpLUpUsXjytJ3qBBgwiZADzRUMgMxHlsf5zHJidRw0xF2WvSWdldLGlOlMeihb6k20lXfQByy65duyRlb8jcsGGDamtrvS4FQJ5paLh8mDFmjCQT5bGiGI8FFLxKTkKstRXGmFnGmFJrbUnYQ6WSSiKvC26MWSWp2Bgz1Fpbnmo7UbR3oz4AuSfUk5ltw+VSMGQePXpUGzduVP/+/b0uB0AeaShkDlVwTmK0kCnF7rGMN8x+8sHWljh7S05TcCFNT0kLrbXzohxephgLbpJpxzlmuIK9kZJUaoyZrOA81BPCY5L1Acgx2T5cLklr164lZALIqIZCZrmSG/qWgoE06SFka+2sBI8rkVQS5/FE25mRYGlJtQsg91RWVqpVq1Zq1aqV16UkrV+/fmratKk++OADTZkyxetyAOSRhkJmWSobsBtjylKsBwB8Z9euXVnZiylJzZs31znnnKNVq1Z5XQqAPBN34Y+19p5UGk31eQDgR5WVlVk5HzNk+PDhWrFihaxNaiYTADRKQ6vLozLGdDfGXObc2rhdFAD4SWVlZdb2ZErBkLl3715t2bLF61IA5JGEQ6YxZogx5jVjTJ2kzZIWOrf9ztV/xqSrSADwirU2q4fLpWDIlKTly5d7XAmAfJJQyDTGzFFwEZCRdI+kKZLGO19vl7Ra0t+NMa/Sswkgl3zxxRc6dOhQVofMQYMGqVmzZlqxYoXXpQDIIw0t/JEx5nUFt+1p51xWMprHnc3JSyUtUnBrIADIetm8R2ZIs2bNNGTIEEImgIyK25NpjLleUo21dkqcgClJstbWWGtvk7TKGPP/uVkkAHglm6/2E+6iiy7S8uXLdeTIEa9LAZAnGhounyopqcBorb1dye+tCQC+lM0bsYcbNWqUDh8+rJUrV3pdCoA80VDI/Je19vMU2o3b6wkA2SIXhsslaeTIkZKkxYsXe1wJgHzRUMjcl2K7qT4PAHylsrJSLVq0UJs22b2m8bTTTtPAgQMJmQAypqGQmerOvTUpPg8AfCW0fZExxutSGm3UqFF65513dOzYMa9LAZAHUtqMPQFt09QuAGRUtm/EHm7MmDE6ePCgli5d6nUpAPJAQ1sYDXM2Wd+fRJvtJQ1LvSQA8I/Kykqde+65XpfhirFjx6qgoEALFiw4PkcTANKloZA5VFKZgpuwJ8I6x3KBXAA5YdeuXZowYYLXZbiibdu2GjlypBYsWKAHH3zQ63IA5LiGQma5kt+OyEiak1o5AOAfBw8e1BdffJEzw+WSNHHiRP30pz/Vtm3b1K1bN6/LAZDDGpqTWWat/TTJW4WCvZ8AkNVyZY/McBMnTpQkLViwwONKAOS6uCHTWntPKo2m+jwA8JOdO3dKkrp27epxJe7p27evevbsqRdffNHrUgDkuHStLgeArLdjxw5JuRUyjTG67rrrVFZWpn372NIYQPokFDKNMUOMMT81xjxgjBmc7qIAwA9CIfPMM8/0uBJ33XjjjaqtrdVzzz3ndSkAcliDIdMY81MFFwDNkFQiqdwY8+/pLgwAvLZjxw4FAgG1atXK61Jcdd5556l3797629/+5nUpAHJY3JBpjDlP0u0KrjBv59wmSLqDHk0AuW7Hjh05NVQeYozRDTfcoH/+85+qqqryuhwAOaqhnsx7JI2z1v7dWvsv51am4GbrP0t/eQDgnVwNmVJwyLy+vl7z5s3zuhQAOaqhkGmstZ9G3mmtrZF00v0AkEtyOWQOGDBAAwcO1DPPPON1KQByVEMhM97Swz1uFgIAfnL06FFVV1fnbMiUpJtvvlnvvfeeKioqvC4FQA5qKGRyeUgAeamyslLW2pwOmTfddJMk0ZsJIC3Ssk+mMeb36WgXADIlF/fIjHT22Wfr0ksv1ezZs2UtfQoA3NXQtcuHGWPGSNof5bGexpjLYj2vcWUBgLfyIWRK0re+9S1NnTpV5eXlGjp0qNflAMghDYXMoQpeh9zEePy2GPfzX2IAWS1fQuakSZP0gx/8QLNnzyZkAnBVQ8Pl5ZJ6SeqZxK2XpPfTVC8AZMSOHTvUqlUrtWnTxutS0qpdu3aaOHGi/va3v6m2ttbrcgDkkIZ6MsuibWHUEGNMWYr1AIAvhLYvMibWQE7uuPnmmzV//ny98cYbGj9+vNflAMgRcXsyrbX3pNJoqs8DAL/I5T0yI02cOFFt27bV//3f/3ldCoAckpbV5QCQ7fIpZDZv3lyTJk3Sc889p0OHDnldDoAcQcgEgAi1tbWqrKzMm5ApBVeZHzhwQC+++KLXpQDIEYRMAIhQVVWlurq6vAqZl156qbp27arZs2d7XQqAHEHIBIAIW7dulRTcrDxfNGnSRN/85jf12muvaffu3V6XAyAHEDIBIMKWLVskSd27d/e0jky7+eabVVtbqzlz5nhdCoAcQMgEgAihkJlPPZmSdO6556p///567rnnvC4FQA4gZAJAhC1btqhz585q0aKF16Vk3DXXXKPFixdr//5oVxMGgMQRMgEgwtatW/NuqDzkG9/4hurq6rRgwQKvSwGQ5QiZABBhy5YteRsyhw8fri5duuiFF17wuhQAWY6QCQBh6uvr87ons0mTJrr66qv16quv6vDhw16XAyCLETIBIExVVZWOHj2atyFTCs7LPHDggN544w2vSwGQxQiZABAmX1eWhxszZoxatmzJvEwAjULIBIAw+bpHZrhTTjlFY8aM0WuvveZ1KQCyGCETAMLQkxk0YcIEbd68WZs3b/a6FABZipAJAGG2bNmiTp066dRTT/W6FE9NmDBBkujNBJAyQiYAhNmyZUve92JKUq9evdSjRw9CJoCUETIBIMymTZvUq1cvr8vwnDFGEyZM0BtvvKGjR496XQ6ALETIBADH0aNHtXXrVvXu3dvrUnxhwoQJOnDggN59912vSwGQhQiZAOCoqKhQfX09IdNx2WWXqaCggCFzACkhZAKAY9OmTZLEcLmjTZs2uuiii7Rw4UKvSwGQhQiZAODYuHGjJNGTGeayyy7T+++/r5qaGq9LAZBlCJkA4Ni4caPatWunDh06eF2Kb4wZM0b19fV66623vC4FQJYhZAKAY+PGjfRiRrjwwgvVvHlz/fOf//S6FABZhpAJAA62LzrZKaecoosvvpiQCSBphEwAkHTkyBFt27aNnswoxowZow8++ED79u3zuhQAWYSQCQBi+6J4xowZI2utFi9e7HUpALIIIRMAxMryeIYPH65TTz2VIXMASSFkAoCkjz76SJLUp08fjyvxn2bNmmnEiBGETABJIWQCgKT169frjDPOUCAQ8LoUXxozZow+/PBD7d692+tSAGQJQiYASFq3bp0GDBjgdRm+NWbMGEnSm2++6W0hALIGIRNA3quvr9eGDRt0zjnneF2Kbw0dOlStWrViyBxAwgiZAPLetm3bdPDgQUJmHIWFhRo5ciQrzAEkjJAJIO+tX79ekhgub8Do0aO1fv16ffbZZ16XAiALEDIB5L1QyOzfv7/Hlfjb6NGjJYneTAAJIWQCyHvr1q3T6aefrvbt23tdiq8VFxerVatWLP4BkBBCJoC8t379eobKE1BQUKBLLrmEkAkgIYRMAHmtvr5e69evZ9FPgpiXCSBRhEwAee3TTz/VgQMHdO6553pdSlZgXiaARBEyAeS11atXS5LOO+88bwvJEszLBJAoQiaAvLZ69Wo1bdqUOZkJKiws1CWXXEJPJoAGETIB5LX3339f/fv3V/Pmzb0uJWuMGjVK69atY14mgLgImQDy2urVqzVkyBCvy8gqoXmZb731lreFAPA1QiaAvLV7927t3LmTkJmkoUOHqmXLlszLBBAXIRNA3lqzZo0kFv0kKzQvk5AJIB5CJoC8FVpZPnjwYG8LyUKjR49mXiaAuAiZAPLW+++/r7POOksdOnTwupSsw7xMAA0p8LqAEGPMVEkBSTXO1wpr7bx0tpPoscaYuZIqJM201lYYY4okjZU01Fp7W7I1AvAHFv2kLjQvc/HixZo0aZLX5QDwIV+ETGNMqaS91toZ4fcZY4rC73OznSTPWSRpkqRpxpjQfWXW2nGJ1gbAXw4cOKCPPvpIkydP9rqUrFRYWKgRI0YwLxNATJ6HTKdXcKq1tl34/dbaEmPMfmPMLGttjZvtpHDOMkklCoZNSVpprS1P7pUC8JPy8nLV19fr/PPP97qUrDV69Gj97Gc/0+7du9WxY0evywHgM36Yk3mbgiEumgpJU9PQTrLn3GutLbPWznJuBEwgyy1fvlySNHz4cI8ryV7MywQQjx9C5lgFg100FZISHZJOph23zgkgSy1fvlw9evSgB64Rhg0bplNPPZUhcwBR+SFkFkvaG+OxCknD0tBOSuc0xgSMMWOd4XYAWWz58uX0YjYS+2UCiMcPIbMhAQ/aiTy2g7MSfZiklZICxpiFxpiobRpjphpjVhpjVu7evTuVWgGk0WeffaatW7cyH9MFo0eP1ocffqg9e/Z4XQoAn/E0ZIaFtJpMtdOIc85x5mXWOHMySyWtinagM29zmLV2GENxgP+sWLFCkgiZLhg1apQk5mUCOFk29GR6zlpbErnC3VpbJqm908MJIIssX75cTZo0UXFxsdelZD3mZQKIxdOQGRbcAplqx61zOioksckekGWWL1+uAQMGqGXLll6XkvWaNWvGfpkAovJ7T2ZAjRxKT6GdZI6t0Fd7ZwLIAvX19Vq2bBlD5S4aPXq01q5dy7xMACfwQ8gsk9QzxmPtFVxo43Y7CR9rjFnlXB0IQA7YsGGD9u/fr0suucTrUnIG+2UCiMYPIbNcsXsDiyTNTUM7yRwbkLQ5zrFszA5kkXfeeUeSNGLECI8ryR3MywQQjR9C5kxF2ZfSWQVeLGlOlMeiBcRk2knqWGvtrBg1FDttAcgSb7/9tjp16qRevXp5XUrOYF4mgGg8D5nW2gpJs6IMSZdKOmlVtzFmlaTNxpgTloUm006S54x2nBQMlzOcVeYAssQ777yjESNGyBjjdSk5ZdSoUczLBHCCAq8LkIJbBDkbmE9TcNFNT0kLrbXzohxephiLc5JpJ9FjrbU1xpgHwoJmQMF5m6UETCC7VFZWqqKiQnfeeafXpeSc0LzMJUuW6Nprr/W2GAC+4IuQKQU3ME/wuBJJJY1tJ8lz1sQ7J4DswHzM9Bk+fLhatGihN998k5AJQJIPhssBIFPefvtttWjRQuedd57XpeQc5mUCiETIBJA33n77bZ1//vlq1qyZ16XkpNGjR+uDDz7Q3r17vS4FgA8QMgHkhX379qm8vFxjxozxupScxX6ZAMIRMgHkhX/+85+y1mrs2LFel5KzwudlAgAhE0BeWLRokVq1asXlJNOoWbNmuvjiiwmZACQRMgHkiUWLFunSSy9VYWGh16XktNB1zPft2+d1KQA8RsgEkPO2b9+uTz75hKHyDBg9erSstfRmAiBkAsh9ixYtkiRdfvnlHleS+84//3y1bt1ar776qtelAPAYIRNAzisrK1PHjh01cOBAr0vJec2aNdP48eO1YMECWWu9LgeAhwiZAHJaXV2dXnvtNY0fP15NmvBPXiZMnDhRu3bt0urVq70uBYCH+BcXQE5bunSp9uzZo6uuusrrUvLGFVdcIUlasGCBx5UA8BIhE0BOe+mll1RQUKCvfe1rXpeSNzp37qzhw4cTMoE8R8gEkNNeeuklXXrppWrbtq3XpeSViRMnatmyZdq9e7fXpQDwCCETQM7avHmz1q9fz1C5B6688kpZa+nNBPIYIRNAznrppZckiZDpgeLiYnXv3l1z5871uhQAHiFkAshZL7zwgs455xz17NnT61LyjjFGU6ZM0euvv679+/d7XQ4ADxAyAeSkyspKLV68WJMnT/a6lLw1efJk1dbW6vnnn/e6FAAeIGQCyEnz5s2TtVY33HCD16XkraFDh6pHjx6aM2eO16UA8AAhE0BOevbZZzVo0CD179/f61LyljFGN9xwgxYuXKiqqiqvywGQYYRMADlnx44deuedd+jF9IFbbrlFdXV1mj17ttelAMgwQiaAnBNa0TxlyhSPK0Hfvn01YsQIPfnkk1zLHMgzhEwAOWf27NkaOnSoevfu7XUpkHTrrbdqw4YNWrp0qdelAMggQiaAnPLBBx+ovLxct9xyi9elwDFlyhS1bNlSM2fO9LoUABlEyASQU/70pz+psLBQN910k9elwNG6dWvdcsst+utf/8oCICCPEDIB5Ixjx45p9uzZuvrqq9WhQwevy0GYH/3oRzp27Jgee+wxr0sBkCGETAA545VXXtHu3bsZKveh3r1768orr9Tvf/97ffnll16XAyADCJkAcsaf/vQnde7cWRMmTPC6FETx05/+VHv27NGsWbO8LgVABhAyAeSEnTt36qWXXtK3v/1tFRYWel0Oorj00ks1ZswYPfDAAzp06JDX5QBIM0ImgJwwa9Ys1dXV6fbbb/e6FMTxy1/+UtXV1frf//1fr0sBkGaETABZ7+jRo5o5c6auuOIK9ezZ0+tyEMeIESP0ta99Tffff792797tdTkA0oiQCSDr/f3vf1d1dbV+8IMfeF0KEvDwww/rwIEDuueee7wuBUAaETIBZDVrrX7729+qV69eGj9+vNflIAH9+/fX3XffrSeffFLvvPOO1+UASBNCJoCstnjxYi1dulR33323mjThn7Rsce+99+rss8/Wv/3bv+nzzz/3uhwAacC/yACy2q9//Wudfvrp+s53vuN1KUhC69atNXv2bG3ZskV33XWXrLVelwTAZYRMAFlr2bJlKisr07//+7+rRYsWXpeDJF1yySX6+c9/rr/85S/63e9+53U5DbLWau/evVq7dq3ef/99bd68WYcPH/a6LMC3DP97TK9hw4bZlStXel0GkHOstbr88su1du1affrpp2rVqpXXJSEFdXV1mjRpkl588UXNnz9fV199tdclnWDdunX6xz/+oTfeeEPvvfee/vWvf53wuDFGgwYN0uWXX65vf/vbGjJkiIwxHlULZJ4xZpW1dljUxwiZ6UXIBNJjwYIFuvLKK/W73/2OVeVZ7uDBgxozZozWrFmjuXPneh40P/74Yz377LOaM2eO1q1bJ0k655xzdOmll6pv374688wzVVhYqJqaGlVUVOi9997TW2+9paNHj2rkyJH69a9/rZEjR3r6GoBMIWR6iJAJuO/YsWMaMmSIjh07pnXr1nGFnxxQU1OjCRMmqLy8XE8//bRuvPHGjJ7/888/19NPP60nnnhCq1evljFGI0eO1JQpU3TttdfqjDPOiPv8ffv26emnn1ZpaakqKyt166236uGHH1YgEMjMCwA8Ei9kMicTQNb5n//5H61fv14zZswgYOaIQCCg119/XRdeeKFuuukm3Xvvvaqvr0/7eQ8cOKD77rtPXbt21Q9+8AM1bdpUv/nNb7R9+3YtXrxYd955Z4MBU5Lat2+vH/3oR9q0aZOmT5+uP//5zzrvvPO0Zs2atL8GwK/oyUwzejIBd1VUVGjgwIEaP3685s+fz/y3HHPkyBHdcccdeuqpp3T11Vfrj3/8o0477bS0nGv16tW6/vrrVVFRoWuvvVbTp0/X8OHDXWl76dKluv7661VTU6M5c+Zo4sSJrrQL+A09mQBygrVWd9xxh5o2bapHH32UgJmDTjnlFP3xj3/Ub37zG7366qsaNGiQXn31VdfP86c//UkXXXSRjhw5osWLF+u5555zLWBK0oUXXqiVK1eqf//+uvbaa/Xcc8+51jaQLQiZALLGM888o9dff10PPPCAunbt6nU5SBNjjH74wx9q+fLl6tChg77+9a/rO9/5jivXOj98+LCmTp2qW2+9VRdddJHKy8t16aWXulD1ybp06aJFixZp2LBhmjJlil544YW0nAfwK0ImgKywe/du/ehHP9IFF1ygO+64w+tykAGDBw/WypUrVVJSoqefflp9+vTRo48+qiNHjqTU3pYtW3TJJZfo8ccf1/Tp0/X666+rU6dOLld9orZt2+q1117TsGHDdOONN+q9995L6/kAPyFkAsgKd999tz7//HM98cQTatq0qdflIEOaN2+uBx98UB988IGGDh2qu+66S7169dKjjz6a1OUo586dqyFDhmjjxo16/vnndf/996ugoCCNlX+ldevWeumll9S1a1ddddVV2rx5c0bOC3iNkAnA9xYsWKBnnnlG//mf/6mBAwd6XQ480L9/fy1cuFCvvfaaunfvrrvuukunn366vvnNb2rOnDmqrq4+6TnWWr3zzju64oorNGXKFPXr10/vv/++vvGNb2S8/o4dO+qVV15RfX29rrvuOh06dCjjNQCZxuryNGN1OdA4n3/+uQYMGKC2bduqvLxczZo187okeMxaq2XLlukvf/mL/va3v2n//v2SpLPPPls9evRQIBDQoUOHtHbtWlVWVioQCOjnP/+5fvjDH3q+5dUrr7yiiRMn6lvf+pb+/Oc/s3gNWY/N2D1EyAQa5/vf/77+8Ic/6L333tMFF1zgdTnwmWPHjqm8vFxvvvmmPvjgA23ZskVffPGFmjdvrn79+umyyy7T9ddfr9atW3td6nH33XeffvGLX+j3v/+9br/9dq/LARqFkOkhQiaQurfeekujRo3Sj3/8Yz388MNelwO4or6+XldeeaUWLVqkd999V0OHDvW6JCBlhEwPETKB1Hz55ZcaPHiwamtrtXbtWrVs2dLrkgDX7N27V+edd54KCgpUXl7O5SeRtdiMHUDWue+++7Rx40bNmjWLgImc06FDBz377LPavn27br31VtHhg1xEyATgO+Xl5XrooYf0ne98R2PHjvW6HCAtLrroIs2YMUPPP/+8HnnkEa/LAVzHcHmaMVwOJOfYsWM6//zzVV1drfXr1zOMiJxmrdX111+vl156SYsXL9bFF1/sdUlAUhguB5A1HnroIa1evVqPPfYYARM5zxijJ598Ut26ddN1112nTZs2eV0S4BpCJgDf+OCDD/Tf//3fmjJliq655hqvywEyIhAIaMGCBaqrq9O4ceO0fft2r0sCXEHIBOALBw8e1A033KAOHTro0Ucf9bocIKP69eunV155Rfv27dOFF16o1atXe10S0GiETACes9bqjjvu0Mcff6zZs2erY8eOXpcEZNywYcP09ttvq0mTJhoxYoQee+wxVp0jqxEyAXjuV7/6lZ5++mn94he/0GWXXeZ1OYBnBg0apOXLl2vkyJG68847NX78eFVUVHhdFpASQiYATz322GO699579e1vf1v33nuv1+UAnuvSpYteeeUVzZw5U8uWLdPAgQP10EMPqba21uvSgKQQMgF4wlqrX/7yl7rzzjt11VVX6YknnpAxxuuyAF8wxmjq1Klav369xo8fr2nTpun888/XqlWrvC4NSBghE0DG7dmzR1dfffXxHsy///3vatasmddlAb7TtWtXzZ8/X/PmzVNlZaXOP/98TZ8+XUePHvW6NKBBhEwAGbVkyRINGTJEr7/+un7729/qz3/+swoLC70uC/AtY4yuv/56bdiwQbfeeqsefPBBXXDBBVq3bp3XpQFxETIBZERdXZ1++ctfavTo0WrRooXee+893XXXXQyRAwkKBAJ64okn9Pzzz2vnzp0aOnSofvOb36i+vt7r0oCoCJkA0q6qqkrjxo3TvffeqxtvvFHl5eUqLi72uiwgK33jG9/Q2rVrNW7cON19992aMGGCduzY4XVZwEkImQDSav369brwwgu1dOlSPfnkk5o9e7Zat27tdVlAVuvcubNefPFFzZw5U++++64GDRqkxx57jBXo8BVCJoC0Wbx4sUaMGKHDhw9ryZIluvXWWxkeB1wSWoG+Zs0aDRkyRHfeeacGDx6sV1991evSAEmETABp8swzz2j8+PHq0qWLli5dqqFDh3pdEpCTevXqpTfeeEPz58/X0aNH9fWvf10TJkzQypUrvS4NeY6QCcBV1lo9+OCDuvnmm3XRRRfpnXfeUffu3b0uC8hpxhhdc801WrdunR5++GGtWrVKw4cP13XXXacPP/zQ6/KQpwiZAFxTW1ur73//+5o+fbpuuukmvfbaa2rXrp3XZQF5o1mzZvrxj3+siooK3XfffVq0aJHOPfdc3Xzzzdq4caPX5SHPEDIBuOLgwYO69tpr9Yc//EH33HOPZs+erVNOOcXrsoC81KZNG/2///f/9Omnn+qee+7R888/r379+mny5MlaunSp1+UhTxAyATTarl27NHr0aP3jH//Q73//ez3wwANq0oR/XgCvtW/fXvfff78qKipUUlKisrIyXXTRRbrkkks0f/58VqMjrfgtAKBRlixZoqFDh2rDhg16/vnndfvtt3tdEoAInTt31v3336/t27frt7/9rXbt2qXrrrtOPXr00H/9139p+/btXpeIHETIBJCS+vp6PfLII7rsssvUpk0bLVu2TFdddZXXZQGIo1WrVrrrrru0ceNGzZ8/XwMHDtR9992n7t2766qrrtLLL7+suro6r8tEjiBkAkja1q1bNXbsWP3kJz/RxIkTtXz5cg0YMMDrsgAkqGnTprrmmmv0yiuvqKKiQtOnT9fKlSt11VVXqVu3bpo2bZrWrl3rdZnIcoRMAAk7fPiwHnjgAQ0cOFArVqzQE088ofnz56tt27ZelwYgRd27d9evfvUrbdu2Tc8995yGDRumRx55ROeee67OO+88PfLII6qqqvK6TGQhQiaABtXW1mr27Nnq37+/fvazn+nyyy/X2rVr9d3vfpcr+AA5orCwUNdee61eeOEF7dq1S7/73e9UWFion/zkJ+ratavGjx+vxx9/XHv27PG6VGQJY631uoacNmzYMMtVF5CtvvzySz311FN66KGHtGXLFg0ePFgPP/ywLrvsMq9LA5AhGzZs0NNPP605c+Zo8+bNatq0qcaMGaPJkyfr2muvVceOHb0uER4yxqyy1g6L+phfQqYxZqqkgKQa52uFtXZeOttJ17HhCJnIRps2bdKsWbP01FNPac+ePbrwwgs1ffp0XXnllWxNBOQpa61Wr16tuXPnau7cudq0aZOaNGmi0aNHa/LkybruuuvUqVMnr8tEhvk+ZBpjSiXttdbOiHefm+2k69hIhExkiz179uiFF17QX//6Vy1atEhNmzbV1VdfrR/+8IcaNWoUw+IAjrPW6oMPPjgeOD/55BM1adJEo0aN0qRJkzR27Fj17t2bfzfygK9DpjGmSNIqa+1J154zxuyX1MNaW+NmO+k6NhpCJvzq8OHDWr58ud566y298cYbeuutt1RXV6eioiLdcsst+u53v6szzjjD6zIB+Jy1VmvXrj0eOD/++GNJUqdOnTRy5EhdfPHFGjx4sAYPHqzTTjvN42rhNr+HzFJJRdbayVEeWyXp2UR6M5NpJ13HRkPIhNcOHDigjz76SBs2bDjhtmnTJtXV1ckYo3PPPVdXXnmlrr/+eg0ZMoTeBwApsdbqk08+0VtvvaUlS5ZoyZIl2rJly/HHzzzzTA0ePFj9+/dX3759j986derEvztZyu8hc5WkMmttSZTH5koKWGvHudlOuo6NhpCJdDh27Ji++OILffHFF/r888+P3/bt26eKigpt3rz5+K2ysvL48woKCtS7d2/1799f/fv31/nnn6+RI0eqXbuTOuoBwBW7d+/WmjVrtHr1aq1Zs0Zr1qzRJ598oiNHjhw/pm3bturTp8/x0FlUVKTTTz9dXbp0UefOndW6dWsVFhZ6+CoQS7yQWZDpYqIolvRsjMcqJE1NQzvpOtYTH330kQ4dOiQp+L/IkGh/bujxbPlzutquq6s7fqutrY3791SPSeV5oVAZCpNffvml4jnzzDPVs2dPTZgwQb169ToeKnv16sU/1AAyqmPHjho7dqzGjh17/L66ujpt27ZNH3/8sT7++GN98skn+vjjj/Xmm29q9uzZUdspLCzUqaeeqpYtW6p58+YqKChQYWGhCgsLj/858mu6Hou2ADJaT2zkfYkc49bzTjvtNJ133nknHZNJfgiZDQl40E66jk2Lm2++WeXl5V6XAQWvohF+KygoSOm+0N+bNWumpk2bqrCwUH379lXr1q3Vpk2bmLdAIKBu3bqpRYsWXn8rACCmpk2bqkePHurRo4e+9rWvnfDYgQMHtGPHDlVVVamyslLV1dU6cOCADh06pIMHD+rgwYM6fPiwamtrdezYsZO+HjlyRAcPHoz6WLT7Ql9zzde//nX94x//8LQGT0OmMSbg/LEmU+2k69iI502V08PZrVu3ZJ6akocfflj/+te/ws8f988NPZ4tf05H26kEwdCtSZMmzCkCgEZq1aqV+vXrp379+mXsnKGRrFgBNPLPkVMNo009TOUYN58XCAROOibTsqEnM+tYa2dJmiUF52Sm+3yjRo1K9ykAAMhZxhgVFBSooKBAzZs397qcnOHprsphW/8EMtVOuo4FAADAV/x+6Y6AGjmUnkI76ToWAAAgb/ghZJZJ6hnjsfaSEt3/J5l20nUsAAAA5I+QWS6pKMZjRZLmpqGddB0LAAAA+WMz9qiXbXRWdu+X1C7yso3GmCJrbUWq7aTr2GjYjB0AAOSqeJuxe96T6YTFWc7lG8OVSiqJEjBXSdpsjClOtZ10HQsAAIAgz3syQ5y9JQMKLqTpKWmFtXZelONKJU2SNC6yNzOZdtJ5bDh6MgEAQK7y9bXLcx0hEwAA5CpfD5cDAAAg9xAyAQAA4DpCJgAAAFxHyAQAAIDrCJkAAABwHSETAAAArmMLozQzxuyWtDUDpzpN0p4MnAf+xWcAEp8D8BlAUKY+B2dbaztGe4CQmSOMMStj7VOF/MBnABKfA/AZQJAfPgcMlwMAAMB1hEwAAAC4jpCZO2Z5XQA8x2cAEp8D8BlAkOefA+ZkAgAAwHX0ZAIAAMB1hEwAAAC4jpAJAAAA1xV4XQCSZ4yZJqmDpGLnrpnW2nkxjp0qKSCpxvla4cax8AdjTEBSqaSF8d4rPge5jfcsN/HzjZBs/b1PyMwyxphSSQ9Ya2ucvxdLWmSMucFaOznKsXuttTPC7zPGFIXfl+yx8J4xZqak9pJWSJoqaWGcY/kc5DDes9zDzzfCZfPvfVaXZxHnfxxl1tqKiPvHKviP0OTQ/0CMMUWSVllr20VpZ7+kHmEf2ISPhf8YY6zC3vuIx/gc5DDes9zHz3d+y/bf+8zJzC49Iz9okmStLVOwq/u2sLtvk1QWo50KBf93nMqxyC58DnIb71l+4+c792X1731CZnaZZoyZG+OxlZLCr1E6VsEPSjQVksaleCyyC5+D3MZ7lt/4+c59Wf17n5CZXWL9r0MKzt/ZF/b3Ykl7YxxboRM/mMkci+zC5yC38Z7lN36+c19W/95n4U8WsdbG+59FsZK7hFQgTcciuwTSdCz8IeB1AfBUIE3HIkOy/fc+PZk5wJkYLAW3ughteyEF52s09NyEj0V24XOQ23jP8hs/3/ktW37vEzKzXNg+apOjTQ4GAAC5I5t+7xMys99cSSXh21uEbTsQaOjJyRyL7MLnILfxnuU3fr7zWtb83idkZoAxZpUxxqZwm9RAu6WS5lprk5mTIX21u7/bxyKOdH0OGiEgPge5LCDes3wWED/fOSfbfu+z8CcDrLVD3W7TucTU5jgftDJJPWM81l7BrQ9SORYpSsfnIAF8DnIb71l+4+c7j2Tj7316MrOQ07NVE/lBc64AEFIuqShGE0UKdrenciyyC5+D3MZ7lt/4+c4T2fp7n8tKZhnnAxWIcYmxUmttifPnqJeMciYM75fUrqHLS0U7Fv6TymXn+BzkBt6z3MfPN7L59z4hM4sYY4olTZf0bMRD7RWcQ9HTWntb2PGlkhT6ADr3zVSwu31GRNsJHwt/cX4J3RZrCIXPQW7jPctt/Hznt2z/vU/IzCLOResDcQ4pifIhmqqvJvH2lLQi2v+Gkj0W3nLm5gxXcDPeIgXfs5UKXqmhJPJ/oHwOchvvWW7h5xsh2f57n5AJAAAA17HwBwAAAK4jZAIAAMB1hEwAAAC4jpAJAAAA1xEyAQAA4DpCJgAAAFxHyAQAAIDrCJkAkAHGmGJjzEznGsQAkPMImQCQZs61h9srePWW9h6XkxUI5UD2I2QCQJpZa8ustWUKXroNDSCUA7mBkAkA8BVCOZAbCJkA4HPGmIXGmFXOLeB1PV4yxpQ634f9+f69APyOkAkg5xljiowxc51gYo0xMxN83kLn+M3O84vSXWss1tqhzq0m1jHGmLFOnQudr3OdUBZwHp9qjClO5rzGmGlOqLPObaEznB3rWBv2PYt6XGNYa0ustUMllbndNgB3FXhdAACkm7W2QtJkY0yppGJJwxp6TtiCkxprbc901tdYTnB8XFKFpBLn9YYeC0h63BjzrKSZ1lqTTNvW2hnGmFmS9ksqs9aOa+DYcc555qXwUgDkEEImgHxToQZCZtgwbJGi9JgZY6ZKGtrAeRZmImg5tcyUNDna+ay1NcaY78kJiamcw2mjRsHvR7xaipSh1w3A/wiZAPLJXucWaOC4qZJmKRiqSiMftNbOcr2yFDQUMEOckFgmaWEjTlehYC9wPCXW2tti1OmLUA4gcwiZAPKCMz+wTE5vnDGmKHxYOeK4eZJC8wl9OffPGSKfKWlWguGsQo17LRWSio0xgWjzQsMC70n8EsoBZBYhE0C+GGetLXGGfaVg2DwpZEoqstaWGWNKFJyPGe2YpDiB8AYFg2uRMxw/K94ingQ87nwtSfD4GmtteYz6poX9taeCcyojjw19H4oknfCYM0zekzAJIBwhE0BesdZWGGOk4NDvCT17xpipYUFpbOTjjThnuYLBLNFAGJfT21osaV6iQdVae9K5Q3MoFRzmnhd2/0JJkQt8NjtfTwqZijFMnqo0hXIAGUbIBJDznJCyN+yuGgV77MKPKZa0Muz4qPMxfWKy8zWhrZjimKtgUI0cbo/We7vS+XrC4h9nmHxuI+s4gduhHIA3CJkA8sEwndgrWaGTV0oPi+jFlHw6H1NfrY5fGfeoOJwh8mJJlzuhur3z93GKHu5CwfN4OHeexzA5gKjYjB1APhgXMcfwhJDp9MbNCT9eLs3HTJOAFFw1Hu1BY0xx2Kbs4Zuoh68Ov03B78NUSVPkTB+w1t4Wrd2w+8K3fyqNNgwPABIhE0B+Oh4ynXmJ+yKC1UnzMZ2rBpWGBbZpzq3U2eQ9dNyksCvknDTcHnbloWmRjyVZf0zW2nJr7WR9Naw+z1obGbSLFAyVM6y1s6y1iczvDP++TZLLw+QAcgshE0BOizIfU3IWsTiPTYpY9BJQMEidsKektbbC6bWrUbAHb4ZzK5G01xizyjlunuLPmSyR9D1r7YxGvKyFYbXGExr2j7Y/Zo2+WsyTqApJAee846y1fp1OAMAHCJkAcl20VeKhnsDpCu6JGXm8ojwnnnkK7iFZLB2/jGW5gkPSJ9XT2E3HnYBao4YXJoXOPyfKYzF7Q+P0soaeM1csygHQAEImgFw3XScHqtCCmb1R5l3eIHfmY86UNCnK/YFGthtyuaQpMYbkA8795ZIqYgyDlyj4WiOfO02xA3ao53Mm2wkBaAirywHkJGPMTAUXtAQkrTLGlIZWQYcusxg+ZO0cXySnJ9MYM1fBSx0msnJ6rKTyiDmPcyTNNMYUh+53ejrd3HuznTMndKGCPZv7nK97JT3gvM5nYzy/zBjzgBNGQ9MJahoYxi9X9C2PAOAkxlrrdQ0AkDWMMfsVvK75CgW3/QkouK1PSWTvnhNU94U2KjfGTEtlLqYxZqG1NnJz9LzmfG+/R48q4F/0ZAJA8lYk2Js3U8FFN6G5kTVpqwgAfIaQCQBp4gxJ1zjb/UjRF+AAQE5i4Q8ApNcsBXsyixjaBZBPCJkAkF7PKrgwyK9XDwKAtGC4HAAS4FwZ6DYFF/rcZoxRIvMyrbXlzkr2xqzILg9t9i7p8nzuEXVWw49t8EAAnmN1OQAAAFzHcDkAAABcR8gEAACA6wiZAAAAcB0hEwAAAK4jZAIAAMB1/z8irOJ37IWYHQAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170729_185629.hdf\n",
-      "0.6992756308802164\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170304_163753.hdf\n",
-      "0.8167416237650102\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190620_030421.hdf\n",
-      "0.7841493613881293\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190527_092055.hdf\n",
-      "0.7814066572442071\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW170202_135657.hdf\n",
-      "0.8118956091400837\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190701_203306.hdf\n",
-      "0.8291814402166887\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190803_022701.hdf\n",
-      "0.9670819618245704\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190814_211039.hdf\n",
-      "0.9994307928045703\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW151012_095443.hdf\n",
-      "0.9228280633856941\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t2_redab/extract_files/inference_extract_GW190514_065416.hdf\n",
-      "0.9133040741095244\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t3_default_rerun4/mpvnosmallrun_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW170823_131358-1126259200-400.hdf\n",
-      "0.9897211926417805\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t3_default_rerun4/mpvnosmallrun_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW190512_180714-1126259200-400.hdf\n",
-      "0.9993584809956573\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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OzPZGY0wjiysDuaezs1Nvv/12XIfKA2bMmKELLrhAq1eHnYcIABnD05AZNBmnMx36iXOfgXM8a0O3WWuXW2srrbWVY8aMSVVJANLEG2+8IWut5syZk9Djb7vtNr366qvav3+/y5UBQOpkwkhm2nFCbWDZo0jngQLIUc3NzZKkioqKhB5/6623qqenR7/97W/dLAsAUsrTkBm0LJAvHfqJwypJNZHW1QSQ2zZs2KDS0lINHz48ocfPmDFDZWVleuaZZ1yuDABSJ91HMn1y5xC4W/0EFmZfZa1d7kZ/ALLPhg0bdMkllyT8eGOMbrvtNq1Zs0aHDx92sTIASJ10CJkNksoibBsp/zJBqewnImPMUkmtBEwAkRw+fFg7duzoU8iUpM985jM6efKk1qxZ41JlAJBa6RAymyWVRthWKv+h6VT2E5ZzZZ/O0IBpjKnqS78Asstbb70lSX0OmZdffrmGDRumP/7xj26UBQAplw4hs05h1rB0JtdUSFoZZlu4MBl3P7EKBMkII5iJLvIOIAtt2LBBUt9DZr9+/XTttdfq+eefl7XWjdIStmPHDn3lK1/RzTffzGQkADHzPGQ6s7OXO+c6BquVf3JNZ/CdxpgmSa3GmDOmbcbbTxgjw93p7GeJ8++FQbdq5/C5L0q/AHLI22+/rTFjxmj8+PF97uv6669Xe3u7tm7d6kJlidm0aZMqKyu1atUqbdy4UZ/97Ge1fDlnDAGILr5LUSSJtbYmKLR1yn9uZX2E2dsNijCRJ55+nDaz5R/llKRaY8wi+a8OFBxK1zj7Wxih/JrozxBArti8ebOmT5/uSl/XXXedJOmPf/yjzjvvPFf6jMeRI0d0yy23qLCwUK+//romTpyoBQsW6L/9t/+mT3/60yovL095TQAyh/H6MEy2q6ystI2NfZ5zBCADWGs1cuRIff7zn9ePf/xjV/o877zzVFJSoueee86V/uLx4IMPqra2Vq+88srpqxe9//77mjJlihYsWKAnn3wy5TUBSC/GmCZrbdhLd3t+uBwAssW+ffvU2dmp888/37U+r7/+er300kvq6upyrc9YbN++XT/4wQ/0pS996YzLY44bN05f//rX9dRTT2nbtm0prQlAZiFkAoBLNm/eLEmuhsz58+fr2LFjeu2111zrMxb/+3//bxUUFOjhhx8+a9vf//3fKy8vTz/72c9SWhOAzELIBACXJCNkXn311erXr5/q6+td6zOa3bt368knn1R1dXXYCUzjxo3TZz7zGT3++OM6ceJEyuoCkFkImQDgks2bN2vo0KGaOHGia30OHjxYV155ZUpD5g9+8AMZY/TAAw9EbPPlL39Z+/btY7F4ABERMgHAJZs3b9Z5550nY4yr/c6bN08bNmzQ/v37Xe03nCNHjujRRx/V4sWLNWnSpIjtrrvuOg0ePJh1MwFERMgEAJds3bo1KUsNzZvnv+ZDKkYNn376aX300Ue65557em03cOBAXXfddXr22Wc9XyweQHoiZAKAC7q6urR3715NmTLF9b5nzZqlESNGpOSQ+U9+8hNddNFFuuKKK6K2XbBggd577z01NTUlvS4AmYeQCQAu2LlzpySprKzM9b7z8/M1d+5c1dfXJ3XUsKmpSU1NTfrqV78a0yH/m266SXl5efrd736XtJoAZC5CJgC4oLW1VVJyQqbkP2S+d+/epF5i8pe//KX69eun//Jf/ktM7UeNGqXKykq98MILSasJQOYiZAKAC1IRMiXpT3/6U1L67+np0apVq3TddddpxIgRMT/ummuu0RtvvKGPP/44KXUByFyETABwQWtrq4YNG6bRo0cnpf/S0lKVlpYm7bzMdevWac+ePVq8eHFcj5s7d65OnDiR8sXiAaQ/QiYAuKC1tVVlZWWuL18UbP78+XrppZeSsgD6ypUrNWDAAN1yyy1xPe6qq65Sv379OGQO4CyETABwwY4dO5J2qDxg3rx5OnLkiNatW+dqv4FD5TfccIOGDRsW12MHDx6sSy+9VC+++KKrNQHIfIRMAOijU6dOadeuXUkPmXPnzlVeXp7r52WuXbtW7733XtyHygPmzJmj5uZmdXV1uVoXgMxGyASAPtqzZ49OnDiR9JDp8/l01VVX6Te/+Y2r/a5cuVKFhYX6zGc+k9Djr7jiCp08eVLNzc2u1gUgsxEyAaCPAjPLk7EQe6iFCxeqpaVFW7ZscaW/U6dOafXq1brppps0ZMiQhPq47LLLJMn1w/gAMhshEwD6KNnLFwW79dZbJUnPPPOMK/298sor2rdvn26//faE+xg3bpwmT56sP//5z67UBCA7EDIBoI9aW1vVv39/TZw4Men7Ovfcc3XFFVdoxYoVrlz9Z8WKFRo8eLBuuummPvVzxRVXMJIJ4AyETADoo9bWVpWUlCg/Pz8l+7vzzjv19ttv9/ma4SdPntQzzzyjm2++WYMGDepTX5dffrneffdd7d27t0/9AMgehEwA6KO2tjaVlpambH9f+MIXVFhYqLq6uj71s2bNGn3wwQd9OlQeUFFRIUnasGFDn/sCkB0ImQDQR+3t7Zo8eXLK9jd8+HDdcccd+sUvfqH3338/4X6efPJJDR8+XDfeeGOfa5o5c6aMMYRMAKcRMgGgDz7++GMdPHhQRUVFKd1vTU2Njh8/rmXLliX0+KNHj+rXv/61Fi5cqAEDBvS5nqFDh2rKlCl68803+9wXgOxAyASAPtizZ48kpTxkTp06VV/60pf0b//2b2ppaYn78c8++6yOHDmiL3zhC67VdMkllzCSCeA0QiYA9EF7e7uk1IdMSVq2bJmGDx+uO++8Ux999FFcj/3JT36iyZMn61Of+pRr9VxyySXatWuXDh065FqfADIXIRMA+sDLkDl69Gg98cQTamlp0c0336yOjo6YHvf222/r5Zdf1te+9jVXZ8RfcsklksQhcwCSCJkA0Cft7e3Ky8vThAkTPNn/9ddfr8cff1x//vOfNWPGDK1cuVI9PT29Pua73/2uBg8erK985Suu1kLIBBCMkAkAfbB7925NnDhRBQUFntVwxx136LXXXtM555yjxYsX65JLLtEzzzwTNmy+9tprWrVqlb75zW9q1KhRrtZxzjnnaMKECZyXCUASIRMA+qS9vd2TQ+WhKisrtX79ej3xxBPq7u7WwoULNXPmzDNGNnft2qU77rhDxcXFeuCBB5JSx4wZM/T2228npW8AmYWQCQB9kC4hU5Ly8/N15513atOmTXryySd18uRJLV68WOeee66uueYaXXTRRTp8+LCeeeYZDRkyJCk1XHDBBdqyZYtOnTqVlP4BZA5CJgAkqKenR3v27EmbkBmQn5+vO+64Qy0tLVq9erU+9alPqbu7W7fffrsaGxs1a9aspO17+vTpOnbsmHbt2pW0fQDIDN6dRAQAGW7fvn06ceJE2oXMgPz8fN1222267bbbUrbP6dOnS5LeeecdlZWVpWy/ANIPI5kAkCAvly9KV4GQuWnTJo8rAeA1QiYAJIiQebZhw4bp3HPP1TvvvON1KQA8RsgEgAQRMsObPn06IRMAIRMAEtXe3q6hQ4dq+PDhXpeSVqZPn67NmzdHXRQeQHYjZAJAggLLFxljvC4lrUyfPl1Hjx49PdILIDelzexyY0y1JJ+kTudrm7V2dbL7Mcb4JNVKqo/SzpX6AGSPdFojM51ccMEFkvyTfyZPnuxtMQA8kxYh0xhTK+mgtXZZ8H3GmNLg+9zsxxhTJ2mkpPWSqiXVJ7s+ANmlvb1ds2fP9rqMtDNt2jRJ0rZt23TTTTd5XA0Ar3geMo0xpZKqrbUjgu+31tYYYw4ZY5Zbazvd7sdauyTosbXJrg9Adjl69Kg++OADRjLDGDVqlEaMGKHt27d7XQoAD6XDOZlLJDVE2NYm/yhjKvtJVb8AMtiePXskMbM8kqlTp2rbtm1elwHAQ+kQMqvkD2vhtEmal+J+UtUvgAzG8kW9mzp1KiOZQI5Lh5BZIelghG1tkipT3E+q+gWQwQiZvZs6dar27NmjY8eOeV0KAI+kQ8iMxpdm/aSqXwBprL29XXl5eZo4caLXpaSlqVOnylqr1tZWr0sB4BFPQ6azfJDkXxbI837c6tcYU22MaTTGNB44cMDNkgCkifb2dk2YMEH9+vXzupS0NHXqVEnikDmQwzJhJDPjWGuXW2srrbWVY8aM8bocAEnAGpm9I2QC8DRkBi3940uHflLVL4DMR8jsnc/n0+jRowmZQA5L95FMn9w5BO5WP6nqF0Aa6+np0Z49ewiZUbCMEZDb0iFkNkgqi7BtpKTGFPeTqn4BZKgDBw6ou7ubkBkFyxgBuS0dQmazpNII20olrUpxP6nqF0CGYvmi2EyZMkXvvfeeurq6vC4FgAfSIWTWKcxak87M7gpJK8NsCxf64u4nWfUByG6EzNiUlJRIknbt2uVtIQA84XnItNa2SVoe5vrhtZJqQq8LboxpktRqjKnoSz9hjHSjPgDZj5AZm0DI3Llzp8eVAPBCgdcFSJK1tsZZW3Kp/BNpyiTVW2tXh2neoAgTbuLpx2kzW/7RSEmqNcYskv8qPmeExzjrA5Dl2tvbNWTIEPl8Pq9LSWuETCC3pUXIlPxrS8bYrkZSjQv9LIuxtLj6BZD9AssXGWO8LiWtjRs3TgMHDiRkAjnK88PlAJBpWCMzNnl5eZo8eTIhE8hRhEwAiNPu3bsJmTEqKSlRW1ub12UA8AAhEwDi0NXVpQMHDhAyY1RSUsJIJpCjCJkAEIc9e/ZIYmZ5rEpKSnT48GEdOnTI61IApBghEwDiwPJF8WGGOZC7CJkAEAdCZnwImUDuImQCQBza29tljNHEiRO9LiUjlJb6L9BGyARyDyETAOLQ3t6u8ePHq3///l6XkhF8Pp98Ph8zzIEcRMgEgDiwRmb8mGEO5CZCJgDEgZAZP0ImkJsImQAQI2stITMBkydP1u7du2Wt9boUAClEyASAGB04cEDd3d2EzDgVFxfr2LFj+uCDD7wuBUAKETIBIEYsX5SYwOu1e/dujysBkEqETACIESEzMYHXK/D6AcgNhEwAiFEgJBUXF3tcSWYhZAK5iZAJADFqb2/X4MGDNWLECK9LySijRo1SYWEhIRPIMYRMAIhRYGa5McbrUjKKMUbFxcWETCDHEDIBIEYsX5S4oqIiJv4AOYaQCQAxImQmrqioiJFMIMcQMgEgBseOHdO+ffsImQkqKirS/v371dXV5XUpAFKEkAkAMdi7d68kli9KVOB1C7yOALIfIRMAYsAamX0TWPaJQ+ZA7iBkAkAMCJl9w1V/gNxDyASAGLS3t8sYo4kTJ3pdSkaaOHGijDGMZAI5hJAJADFob2/XuHHjNGDAAK9LyUgDBgzQuHHjCJlADiFkAkAMWL6o71jGCMgthEwAiAEhs++46g+QWwiZABCFtZaQ6YLASKa11utSAKQAIRMAojh48KC6uroImX1UVFSk7u5u7d+/3+tSAKQAIRMAomD5IncEXj8OmQO5gZAJAFEE1nYkZPYNIRPILYRMAIiCkUx3cNUfILcQMgEgivb2dhUWFmrUqFFel5LRRowYocGDBxMygRxByASAKAIzy40xXpeS0YwxKioq4tKSQI4gZAJAFCxf5B5CJpA7CJkAEAUh0z3FxcXas2eP12UASAFCJgD0oru7W++//z4h0yVFRUU6cOCAjh496nUpAJKswOsCAowx1ZJ8kjqdr23W2tXJ7CfOtksljXLaSVKrtXZZvPUByCx79+6VxMxytwRexz179mjatGkeVwMgmdIiZBpjaiUdDA5txphaY0xpPEEunn7ibFsnqdZa2xZ0X5Uxpt5aOy+e5wogs7B8kbuClzEiZALZzfOQaYwplVRtrR0RfL+1tsYYc8gYs9xa2+lmP3G2rZJUHxwwnbYNxph5xpgqa21D3E8cQEYgZLor8Doy+QfIfulwTuYSSZFCWpuk6iT0E0/befIfTg9nvaSKGOsDkIECIXPSpEkeV5IdJk6cqLy8PNbKBHJAOoTMKvmDXTht8oc8t/uJp+1BSbUR2s6T1BxjfQAyUHt7u8aNG6cBAwZ4XUpW6NevnyZMmMBIJpAD0iFkVsgf5MJpk1SZhH7iabtcUqkxptUYc3rUMvBvDpUD2Y3li9xXVFTESCaQA9IhZEbj86Cf022dczOvlTRSUpMzOWihpFJr7RKXagOQpgiZ7isuLiZkAjnA05BpjPE5/+xMVT+J7NNa2yypxHnMUvkPn0c63C5jTLUxptEY03jgwIFYdwMgzVhrCZlJUFRUpD179qinp8frUgAkUSaMZHrOOTT+LfmD5iJ9Mqq5MFx7a+1ya22ltbZyzJgxKawUgJs6Ojp09OhRQqbLiouLdeLECb3//vtelwIgiTwNmUFLE/lS1U+8+wwETGttjbW201msvUT+2emrIgVNAJmPmeXJEQjtHDIHslu6j2T61MdD6Qn0E9r2p5LuDm7ghM158k8K+mmfqwOQlgIzoAMLiMMdrJUJ5IZ0CJkNksoibBspqTEJ/cTUNnD+ZqTF4AMTf4LO8wSQRQiZyRF81R8A2SsdQmazpNII20olrUpCP27tU/Jf77wzjvYAMkR7e7sKCws1atQor0vJKsOGDdPw4cMZyQSyXDqEzDqFWQvTGR2skLQyzLZwATGefmJq64RHX4T9BdpHnGUOILPt3r1bxcXFMsZ4XUrWYRkjIPt5HjKda4IvN8aEXlWnVlJN6CihMaZJ0hkLo8fbT5z7nCf/BJ8zgqbz/VnnawLIHixflDwsyA5kvwKvC5Aka22Ns7bkUvkn3ZRJqndmcodqUISJPPH0E2tba22bMeZaSbXOaEZgvwettYvif7YAMsXu3bt18cUXe11GVioqKtLatWu9LgNAEqVFyJT8a0vG2K5GUk1f+4lzn52SuLoPkEO6urq0f/9+RjKTpLi4WJ2dnfrwww81bNgwr8sBkASeHy4HgHS0Z88eScwsT5ZAeA+8zgCyDyETAMIInC/ISGZyBMI7M8yB7EXIBIAwWCMzubjqD5D9CJkAEEZ7e7vy8vI0ceJEr0vJSuPGjVNBQQEjmUAWI2QCQBi7d+/WhAkT1K9fP69LyUr5+fmaNGkSI5lAFiNkAkAYrJGZfKyVCWQ3QiYAhBG42g+Sp7i4mMPlQBYjZAJAiJ6eHu3Zs4eRzCQrKirSu+++q5MnT3pdCoAkIGQCQIj3339fJ06cYCQzyYqLi9XT06O9e/d6XQqAJCBkAkAIli9KjdLSUklSW1ubx5UASAZCJgCEYCH21CgpKZEk7dy50+NKACQDIRMAQgRGMgmZyTVp0iTl5+czkglkKUImAIRob2+Xz+fTsGHDvC4lqxUUFKioqIiRTCBLETIBIATLF6VOaWkpI5lAliJkAkAIFmJPnZKSEkYygSxFyASAEIxkpk5paan279+vI0eOeF0KAJcRMgEgyOHDh3X48GFGMlMkMMN8165d3hYCwHUxhUxjzDBjzGRjzNxkFwQAXgosX8RIZmqwViaQvXoNmcaY7caYg5JqJZVK4sQZAFmNNTJTi7UygexVEGV7maR51to1qSgGALzG1X5Sa/To0RoyZAghE8hC0Q6XNxMwAeSSnTt3asCAARo7dqzXpeQEYwzLGAFZKtpI5hm/9caY4ZJulzRP0iWSOiWtkNRgrX0zCfUBQErt3LlTkydPVl4e8yJTpaSkRK2trV6XAcBl0f4XPSNkWmsPW2t/aq29XdJhSdXW2u8TMAFki507d54+TxCpERjJtNZ6XQoAF0ULmb39xjdaazeE28AsdACZqq2tjZCZYiUlJTp69KgOHDjgdSkAXBQtZPp62Xaol22L4i8FALzV2dmpzs5OQmaKsYwRkJ2inZNZaYy5RpIJs600wjafpCoXagOAlArMcCZkplYgZLa2turyyy/3uBoAbokWMmdJalD4kClFHrHkxBoAGYeQ6Y2SkhIZY5j8A2SZaCGzWfEf+jaSViZWDgB4JxAyAyNrSI2BAwdq0qRJ2r59u9elAHBRtJDZYK2Ne4VcY0xDgvUAgGd27typ4cOHa8SIEV6XknOmTJmiHTt2eF0GABf1OvHHWvtgIp0m+jgA8BLLF3ln6tSpjGQCWSah1YaNMZONMXOd2zC3iwIALxAyvTNlyhQdPHhQhw71tnAJgEwSc8g0xlxsjHneGHNKUqukeud2yBiz3ZlpDgAZyVqrXbt2ETI9MmXKFEli8g+QRWIKmcaYlfJPAjKSHpT/0pLzna9flfSmpGeMMX9kZBNAJtq3b5+6uroImR6ZOnWqJHHIHMgi0Sb+yBjzJ/mvUT7CWns4QrOfGmN8kmolrZE0260CASAVWL7IW4EZ/Uz+AbJHryOZxpjbJHVaa2/vJWBKkqy1ndbaJZKajDF3uVkkACQbIdNbhYWFLGMEZJloh8urJcUVGK21XxWXlQSQYQIhc/Lkyd4WksNYxgjILtFC5mFr7YcJ9NvrqCcApJu2tjaNHTtWgwYN8rqUnEXIBLJLtHMyOxLsN+7HGWOq5b/ueafztc1auzqZ/cS7T6d9WdBdB621y+KtEUD6aWtr40o/Hps6daoOHDigw4cPa/jw4V6XA6CPooXMRK9B3hlPY2NMrUICmzGm1hhTGk+Ii6efePdpjFklab21tib4PmNMtbV2eaw1AkhPO3bs0Ny5c70uI6cFljHasWOHZs2a5XE1APoq6uzyBMX8J6gxplRStbX2jOu4WWtrjDGHjDHLrbWdbvYT7z6dQNoRJnxWSVoR63MFkJ6OHj2qvXv3ng458EbwMkaETCDzRQuZlc4i6/FcgmGkpMo42i+RFOla523yTz6KZTQznn5ibusE0qU68zC5JCk0pALITG1tbZI+CTnwBssYAdklWsicJX8YMzH2Z5228Rxmr1LvgW+eYguZ8fQTT9sl8p+r2RZDDQAyUGDZHEYyvTVo0CBNnDiRkAlkiWizy5slTZF/FC+W2xTntiGOGiokHYywrU2xj4rG0088bavkfx1kjPEZYxY6o5sAskQg1DCS6b2pU6eyViaQJaKNZDZYa3fG26kxJtIoYSJ8HvQT3LZCUqMxZqHzfYOkUmciUE24EU5nFnq1JBUVFSVULIDU2b59u8aMGcOM5jQwZcoUPfvss16XAcAFvY5kWmsfTKTTWB/nXIpSinM2el/6SXCfI+W/8tFq58pGzZJq5L+6kS+0sbV2ubW20lpbOWbMmDh2A8ALO3bs4FB5mpgyZYr279+vDz9MZIlmAOkk2uHynBYUICustWeMzjojmG2SvpXqugC4a/v27RwqTxOBnwPnZQKZL6aQaYy52BjzDWPMw8aYmW7tPGiZIF+q+kmwbXOEJm2SFkbYBiADdHV1sXxRGgn8HDgvE8h8UUOmMeYb8oesZfIfIm42xjyQ7MIcPvXxUHoC/YS27VTkKxh1SGISEJDBWltbJTHpJ12UlflXi2MkE8h8vYZMY8wlkr4qaZGkEc7tOkn3uDii2aAwa1A6RkpqTEI/8bRtc+6LpDPG+gCkIWaWp5fBgwdr4sSJ2rZtm9elAOijaCOZD0qaZ619xlp72Lk1yL/Ezz+4VEOzIo8GlkpalYR+4mm7Qv4Z5pHaxhqCAaQh1shMP+Xl5YRMIAtEC5km3BJGzrmKcS9tFEGdwqyF6Uy6qZC0Msy2cAExnn7iabtc/iWLwu2zSlJtmPsBZIjt27dr9OjRLF+URgiZQHaIFjIjnYsoSR+4UYAzS3u5c33wYLXyr0PZGXynMaZJUqsx5ozRxXj6ibNtp/znotaF1FEnaXnorHMAmWXLli0677zzvC4DQaZNm6aOjg4dPBjpmhkAMkG0xdjjuTxkwqy1NcaYamPMUvnPcSyTVG+tXR2meYMiTOSJp5842y4zxnQ6wTKgyVq7PL5nCiDdbNmyRQsWLPC6DAQpLy+XJG3dulVXXnmlx9UASFS0kJkQY8yPrbX3xPOYWAObtbZG/pHFPvWTzLYAMsPBgwd14MABnX/++V6XgiDTpk2TJG3bto2QCWSwaCGz0hhzjaRDYbaVGWPmRnpc38oCgOTbsmWLJHG4PM1MnjxZBQUF2rp1q9elAOiDaCFzlvyHp02E7Usi3J+Sw+wA0BebN2+WJEYy00xBQYHKysqY/ANkuGghs1n+NTLjYRRmRjgApJstW7Zo4MCBKioq8roUhJg2bRohE8hw0UJmQ7gljKIxxjDjGkDa27x5s6ZNm6b8/HyvS0GI8vJyPf/88zp16hQ/HyBD9bqEkbX2wUQ6TfRxAJBKLF+UvqZNm6bu7m7t2bPH61IAJCjqtcsBIBt1dXVp586dnI+ZpoKXMQKQmQiZAHLS9u3bZa1lJDNNBUIm52UCmYuQCSAnMbM8vY0dO1bDhg0jZAIZjJAJICdt2bJFxhhNnTrV61IQhjFG5eXlHC4HMhghE0BO2rx5syZPnqzCwkKvS0EELGMEZDZCJoCctGXLFg6Vp7ny8nK1t7erq6vL61IAJICQCSDnnDp1ipCZAaZNmyZrrXbs2OF1KQASQMgEkHNaW1vV3d2tCy+80OtS0AtmmAOZjZAJIOe0tLRIEiEzzQUmZTH5B8hMhEwAOWfTpk0yxnC4PM0NGTJEEydOZCQTyFCETAA5p6WlRSUlJRo8eLDXpSAKljECMhchE0DOaWlp4VB5hmAZIyBzETIB5JTjx49r27ZthMwMUV5ero6ODh08eNDrUgDEiZAJIKds27ZNJ0+e1AUXXOB1KYjBtGnTJDH5B8hEhEwAOYWZ5ZklsIwRIRPIPIRMADmlpaVF+fn5p0fIkN4mT56s/v37EzKBDETIBJBTNm3apPLycg0YMMDrUhCDgoIClZeX65133vG6FABxImQCyCktLS2cj5lhpk+fTsgEMhAhE0DOOHr0qFpbWzkfM8NMnz5dbW1t6urq8roUAHEgZALIGVu2bJG1lpCZYaZPny5rLedlAhmGkAkgZwRmlnO4PLMELv/JIXMgsxAyAeSMlpYW9e/fX1OmTPG6FMRh6tSpys/PJ2QCGYaQCSBntLS06Pzzz1dBQYHXpSAOAwYM0JQpU7R582avSwEQB0ImgJyxadMmDpVnKGaYA5mHkAkgJ3z44Ydqb29n0k+Gmj59urZv367jx497XQqAGBEyAeSETZs2SeJykpnq/PPP16lTp7R9+3avSwEQI0ImgJxAyMxs06dPl8QMcyCTEDIB5ISWlhYNGjRIxcXFXpeCBEybNk3GGEImkEEImQByQuByknl5/LeXiQYNGqSSkpLTI9IA0h//2wLICZs2beJQeYa78MILTy+oDyD9ETIBZL0PPvhA77//PssXZbgZM2Zo69atOnbsmNelAIhB2qxIbIypluST1Ol8bbPWrk5mP33ZpzGm3lo7L976AKQek36yw8yZM9XT06NNmzZp1qxZXpcDIIq0CJnGmFpJB621y4LvM8aUBt/nZj992acxZqGkqljrAuCtwCFWQmZmmzFjhiRp48aNhEwgA3geMo0xpZKqrbUjgu+31tYYYw4ZY5Zbazvd7Kcv+zTG+CQtjv0ZAvDapk2b5PP5NGHCBK9LQR+UlZVp0KBBeuutt7wuBUAM0uGczCWSGiJsa5NUnYR++rLPakkrYqwJQBoIzCw3xnhdCvogPz9fF154oTZu3Oh1KQBikA4hs0r+YBdOm6RYz3uMp5+E9mmMqZA/nHbGWBMAj1lr1dLSwqHyLDFz5ky99dZbstZ6XQqAKNIhZFZIOhhhW5ukyiT0k+g+q6y1zTHWAyAN/PWvf9WhQ4eYWZ4lZsyYoY6ODr333ntelwIginQImdH4POjnrLbOTPTlLtUCIEUCh1ZnzpzpcSVwQ+DnyHmZQPrzNGQ6k2ikPh5+jqefRPbpTBTqiGUCktO+2hjTaIxpPHDgQKy7AZAEgZB50UUXeVwJ3BD4OXJeJpD+MmEkMx0sjGfNTmvtcmttpbW2csyYMcmsC0AUGzdu1KRJkzRixIjojZH2fD6fiouL9eabb3pdCoAoPA2ZQSODvlT1E+8+nTUx414UHkB62Lhx4+n1FZEdZs2apcbGRq/LABBFuo9k+uTOTO54+jnd1jm0PtJaG2kmOoA0dvz4cW3evJmQmWVmz56t1tZWdXR0eF0KgF54vhi7/EsClUXYNlJSrH+uxtNPrG2rJc02xoReWqJUkowxdc73q6y1kdbdBOCRLVu26OTJk4TMLDN79mxJUmNjo+bPn+9xNQAiSYeQ2Sz/kkLhlEqqi7CtL/3E1DbS5SUDl5W01i6JsTYAHghMDiFkZpfAJSXXr19PyATSWDocLq9TmHUpnUPVFZJWhtlW2sd+4t4ngMyzceNG9e/fX+Xl5V6XAhf5fD6Vl5dr/fr1XpcCoBeeh0znfMflxpjakE21kmpClw0yxjRJanWuvpNQP/HuM4yRTi2+KO0AeGjjxo264IILVFCQDgdt4KbZs2cTMoE0lxb/81pra5y1JZfKP+mmTFJ9hGWDGhRhIk88/cS5T0mnD5Mvlv+ylJK0xhjTJunuWNfQBJA6Gzdu5HBqlpo9e7aefPJJvffee5owYYLX5QAIIy1CpuRfWzLGdjWSavraT7xtnfarxXJGQEY4cOCA/vrXv3I+ZpYKTP5Zv369FixY4HE1AMLx/HA5ACTD22+/LYlJP9nq4osvVn5+PofMgTRGyASQlZhZnt0GDRqkmTNn6s9//rPXpQCIgJAJICtt3LhRY8eO1TnnnON1KUiSOXPmaN26dTpx4oTXpQAIg5AJICtxOcnsN2fOHB09elQbNmzwuhQAYRAyAWSdkydPatOmTbrooou8LgVJNGfOHEnS2rVrPa4EQDiETABZZ8uWLTp27JgqKiJd2AvZYPz48SorK9Orr77qdSkAwiBkAsg6TU1NkkTIzAFz5szR2rVrZa31uhQAIQiZALJOc3OzBg8ezOUkc8CcOXP0wQcfaOvWrV6XAiAEIRNA1mlubj69jiKy26c//WlJ0po1a7wtBMBZCJkAssqpU6e0YcMGDpXniLKyMk2ePFkNDQ1elwIgBCETQFbZvn27Pv74Y0JmjjDGqKqqSi+++KJOnjzpdTkAghAyAWSV5uZmSdKsWbM8rgSpMm/ePB0+fFiNjY1elwIgCCETQFZpamrSwIEDdf7553tdClJk7ty5MsZwyBxIM4RMAFmlublZM2bMUEFBgdelIEVGjx6tSy65RH/605+8LgVAEEImgKzR09Oj5uZmDpXnoOuvv16vv/66Ojo6vC4FgIOQCSBrtLW16cMPP2TSTw5asGCBTp06pT/84Q9elwLAQcgEkDXWr18viUk/uaiyslLjx4/Xs88+63UpAByETABZ44033lBhYaEuuugir0tBiuXl5enmm2/Wc889p+7ubq/LASBCJoAssm7dOs2ePZtJPznqlltu0ZEjR/Tiiy96XQoAETIBZInu7m5t2LBBl19+udelwCPXXnuthg4dqtWrV3tdCgARMgFkiQ0bNuj48eO67LLLvC4FHhk4cKA+97nPafXq1RwyB9IAIRNAVnjjjTckiZHMHHfHHXfo8OHDeu6557wuBch5hEwAWWHdunWaNGmSJkyY4HUp8NC1116rMWPG6Je//KXXpQA5j5AJICusW7eOUUyooKBAixcv1u9+9zt1dnZ6XQ6Q0wiZADLevn37tGvXLs7HhCTpv/7X/6pjx47pF7/4hdelADmNkAkg47322muSpCuuuMLjSpAOZs2apVmzZqmurk7WWq/LAXIWIRNAxnv55ZdVWFioyspKr0tBmvjqV7+qlpYWvf76616XAuQsQiaAjPfKK6/oyiuvVP/+/b0uBWni85//vIYOHaq6ujqvSwFyFiETQEbr7OzUW2+9pU996lNel4I0MmTIEP3t3/6tVq5cqf3793tdDpCTCJkAMtratWtlrdXVV1/tdSlIM/fee6+6u7v1ox/9yOtSgJxEyASQ0V555RX1799fl156qdelIM2cd955uummm/Tv//7v6urq8rocIOcQMgFktJdeekmXXnqpCgsLvS4FaeiBBx7QBx98oCeeeMLrUoCcQ8gEkLEOHjyoxsZGVVVVeV0K0tSnP/1pVVRU6Ac/+IF6enq8LgfIKYRMABmroaFB1lpdd911XpeCNGWM0QMPPKCtW7fqD3/4g9flADmFkAkgY/3xj3/UiBEjNHv2bK9LQRpbtGiRzj33XD3yyCNelwLkFEImgIxkrdXzzz+vefPmKT8/3+tykMb69eun++67Ty+99JLWrVvndTlAziBkAshIb7/9tv76179yqBwxqa6u1siRI/XQQw95XQqQMwq8LiDAGFMtySep0/naZq1dncx+4my7VNIoSRXOXXWJ1AfAHYHz6+bPn+9xJcgEQ4YM0X//7/9d/+N//A9t3LhRM2bM8LokIOsZa63XNcgYUyvpoLV2WW/3udlPAm0fttZ2Ot9XSFojqcFau6i3miorK21jY2OsTwFAjC699FJZa7V+/XqvS0GGOHTokIqLi3XTTTfpqaee8rocICsYY5qstZVht3kdMo0xpZKarLUjwmw7JKkkEO7c6ifOttXyh8m2kHZVkuolLeptRJOQCbivvb1dxcXFevjhh/Xggw96XQ4yyIMPPqj/83/+j7Zs2aKpU6d6XQ6Q8XoLmelwTuYSSQ0RtrVJqk5CP/G0LQsNmJJkrW2Q/zD7khjrA+CSX//615KkW2+91eNKkGnuu+8+9e/fX9/73ve8LgXIeukQMqvkD3bhtEmal4R+4mm71BizKkLbRklh0zuA5Fm5cqUuvPBClZeXe10KMszYsWN111136fHHH1d7e7vX5QBZLR1CZoWkgxG2tSn2EBdPP/G0jTTiKUkjJXXEWB8AF2zfvl2vv/66/vZv/9brUpChvvnNb0qSamtrPa4EyG7pEDKj8XnQz+m21tp5vUzuqVDvIRSAyx577DHl5eXpzjvv9LoUZKiioiJ95Stf0U9/+lPt3r3b63KArOVpyDTG+Jx/dqaqHxf3GThv86w/hY0x1caYRmNM44EDB/qyGwBBTp06pSeeeELz58/XhAkTvC4HGewf//EfZYzR//pf/8vrUoCslQkjmWnHCaq18s8sDzcpaLm1ttJaWzlmzJiU1wdkq9/97ndqb2/XXXfd5XUpyHCTJk1SdXW1Hn30UbW2tnpdDpCVPA2ZQUsT+VLVj0v7XCWphsXYgdT613/9VxUXF2vBggVel4Is8A//8A/q16+fvvvd73pdCpCV0n0k06c+HtZOoJ9e2zoLs6+y1i7va1EAYrdhwwa9/PLLuvfee1VQkDYXK0MGGz9+vL72ta/piSee0NatW70uB8g66RAyGySVRdg2Uv5lgtzuJ6F9OpeWbCVgAqn3/e9/X4MHD9bf/d3feV0KskhNTY0KCwv1T//0T16XAmSddAiZzZJKI2wrlf/QtNv9xL1PY8xCSZ2hAdO58g+AJHrnnXf01FNP6Wtf+5p8Pp/X5SCLnHPOObr33nv19NNPq6WlxetygKyStpeVdCbXHJI0IvSyksaY0jCXeYy5n3j36QRJX7hzMI0xtdbamkjPj8tKAn23aNEi/fGPf9TOnTs1evRor8tBljl48KBKSko0f/58rV7NqfZAPNL6spJOWFzunOsYrFb+yTWdwXcaY5oktRpjKhLtJ562zn6WOP9eGHSrdg6f++J5vgDi8+abb2r16tW67777CJhIilGjRum+++7TM888ow0bNnhdDpA1PB/JDHDWnfTJP+mmTNL6SCOHkhZKmhdu+aBY+4m1rTHmkHoPkjXW2mWRNjKSCfTNzTffrLVr12rnzp0cKkfSHD58WCUlJbrsssv03HPPeV0OkDF6G8lMmymasU6mcQ5NRzw8Hc+knFjahh5SB5A6L774on7/+9/roYceImAiqYYPH65/+Id/0De/+U29+OKLuuaaa7wuCch4aTOSma0YyQQSc+rUKVVWVqqjo0NbtmxRYWGh1yUhyx07dkxTp07VhAkTtG7dOhljvC4JSHtpfU4mAITz2GOP6c0331RtbS0BEykxcOBA/fM//7P+8pe/6Fe/+pXX5QAZj5HMJGMkE4jfRx99pPLycpWUlOi1115jRAkpc+rUKc2YMUMnT57Upk2bWPgfiIKRTAAZpba2Vu+//77+5V/+hYCJlMrPz9dDDz2kbdu26T//8z+9LgfIaIxkJhkjmUB82tvbNW3aNN1666168sknvS4HOchaqzlz5qitrU1bt27VsGHDvC4JSFuMZALIGPfff78k6eGHH/a4EuQqY4z+5V/+Rfv27dM///M/e10OkLEImQDSxnPPPadnnnlG//iP/6iioiKvy0EOu/TSS/V3f/d3+td//Vdt2rTJ63KAjMTh8iTjcDkQm66uLl144YXq16+f3nrrLQ0YMMDrkpDjPvjgA5WXl2vmzJl64YUXOD8YCIPD5QDS3kMPPaS2tjb96Ec/ImAiLYwePVoPP/ywXnrpJf3sZz/zuhwg4zCSmWSMZALR/eUvf9GVV16pL3zhC3rssce8Lgc4raenR1VVVVq/fr02btyokpISr0sC0gojmQDS1scff6w777xTEydO1A9/+EOvywHOkJeXp5///OfKy8vTl770JZ06dcrrkoCMQcgE4Blrre69917t2LFDjz/+uIYPH+51ScBZioqK9MMf/lCvvvqqamtrvS4HyBiETACe+X//7//p0Ucf1be//W1dffXVXpcDRPTFL35Rn//85/Wd73xHDQ0NXpcDZATOyUwyzskEwquvr9cNN9ygz3zmM/rVr36lvDz+5kV6O3LkiC6//HLt27dPTU1NLLMFiHMyAaSZdevW6XOf+5ymT5+uJ554goCJjDBkyBD96le/Und3txYuXKiuri6vSwLSGv+zA0ipN998UzfccIPGjx+v559/XkOHDvW6JCBm5eXlevzxx9XY2KgvfelL6unp8bokIG0RMgGkzJYtWzR//nwNHTpUDQ0NGj9+vNclAXH77Gc/q2XLlmnVqlX69re/7XU5QNoq8LoAALlhx44dqqqqkjFGDQ0NKi4u9rokIGEPPPCAduzYoe9973sqLS3V3Xff7XVJQNohZAJIupaWFs2bN08nT57UmjVrVF5e7nVJQJ8YY/Rv//Zv2r17t+655x4VFRXpuuuu87osIK1wuBxAUjU1Nenqq6+WMUYvv/yyZsyY4XVJgCsKCgq0YsUKXXjhhbr11lu1du1ar0sC0gohE0DSrF27VnPnztXQoUP16quvavr06V6XBLhq2LBhev755zVp0iTdeOONWr9+vdclAWmDkAkgKRoaGnTddddp3LhxevXVV1VWVuZ1SUBSjB07VmvWrNHo0aNVVVWlP/3pT16XBKQFQiYA1z377LO66aabNGXKFL3yyiuaNGmS1yUBSTVx4kS9/PLLmjx5sm688UbV1tbq5MmTXpcFeIqQCcBVTz/9tG699VZdfPHFevHFFzV27FivSwJSYtKkSVq7dq0++9nP6sEHH1RFRYWeeuopHT9+3OvSAE8QMgG45j/+4z90xx136KqrrlJDQ4NGjhzpdUlASg0dOlSrVq3SqlWrdOLECd1xxx0aN26c7r77bq1Zs4bF25FTCJkAXPF//+//1V133aXrrrtOzz33HFfyQc4yxmjhwoXatGmTfv/73+vGG2/U008/raqqKk2ZMkXLli3Thx9+6HWZQNIRMgH02UMPPaS///u/1+c+9zn95je/0aBBg7wuCfBcXl6ebrrpJv3iF7/Qvn379NRTT6moqEg1NTWaMmWKfvzjHzOyiaxGyASQMGutvvWtb+nb3/62vvCFL2jlypUaMGCA12UBaWfQoEH6/Oc/r5deekl/+ctfdMEFF+hrX/uarrnmGrW2tnpdHpAUhEwACTl58qTuuecefe9731N1dbUef/xxFRRwETEgmtmzZ+uFF17Qf/7nf+rNN9/UzJkz9R//8R+y1npdGuAqQiaAuH300UdasGCB6urq9OCDD+onP/mJ8vL47wSIlTFGX/7yl9XS0qLLLrtMd911l2699VYdOHDA69IA1/CpACAuL7zwgi666CI9//zzqqur08MPPyxjjNdlARlp0qRJqq+v1yOPPKI//OEPuuiii/Tcc895XRbgCkImgJh89NFHuueee3TttddqwIABeuWVV1RdXe11WUDGy8vL0/3336/169drzJgxuvHGG/X1r3+dGejIeIRMAFEFRi/r6up0//33680339SVV17pdVlAVpkxY4bWr1+v+++/X//+7/+u0tJSPfLII+rq6vK6NCAhhEwAEYWOXq5du1aPPPKICgsLvS4NyEoDBw7UI488ovXr16uiokLf+MY3dO6556qmpka7d+/2ujwgLoRMAGHV19czegl4pLKyUn/605/08ssv69Of/rS+//3vq6SkRFdffbV+9KMf6d133/W6RCAqw5IJyVVZWWkbGxu9LgOI2eHDh/WNb3xDP/vZzzRt2jQ9+uijuuKKK7wuC8hp7e3tevTRR7VixQpt3rxZkjR58mRddtllmjZtmqZMmaIpU6Zo+vTpGj58uMfVIpcYY5qstZVhtxEyk4uQiUxx8uRJPfbYY/rOd76jffv26Rvf+Ib+5//8nxwaB9KItVabNm1SQ0ODXnvtNTU2Nqq9vf2MKwcVFRXpqquu0g033KDrr79eY8aM8bBiZLuMCJnGmGpJPkmdztc2a+3qZPaTrLbBCJlIV8ePH1dra6s2b96sDRs26Oc//7n27t2ryy+/XD/84Q81e/Zsr0sEEIPjx49r165d2rZtm1paWvTWW2/phRde0P79+5WXl6errrpKn/vc57RgwQKVlpZ6XS6yTNqHTGNMraSD1tplvd3nZj/JahuKkIl0cOzYMf35z3/Wiy++qLfeektbtmxRa2urTp06dbpNVVWVvv71r+uWW25h3Usgw/X09GjDhg363e9+p1//+tfauHGjJGnatGmaMWOGpkyZohEjRpy+TZw4URMnTtT48eO5chfiktYh0xhTKqnJWjsizLZDkkqstZ1u9pOstuEQMuGFEydOqKmpSWvWrNELL7yg1157Td3d3crPz9d55513xu38889XeXm5hg4d6nXZAJKkra1Nv/nNb/TSSy/pnXfe0a5du874IzOgoKBAkydPVllZ2Rm3kSNHql+/furXr58KCgpOfy0oKFBhYaHGjh3LVb9yVLqHzFpJpdbaRWG2NUlaEctoZjz9JKttOIRMJFNnZ6fa29vV3t6u3bt3a9euXWpsbNRf/vIXHT16VJI0c+ZMzZ07V9dee63+5m/+RsOGDfO4agBes9bqyJEj6uzs1MGDB/Xuu+9q79692rVrl1pbW0/fDh8+HFN//fr1U1FRkS6++GJVVlaqsrJSs2bN0ogRZ43PIMv0FjLTYUy8SlJDhG1tkuZJiuWQeTz9JKstEJG1Vvv379eePXu0Z88evfvuu3rvvff03nvvad++fTpx4oQk/zWNBwwYcPrWv39/DRgwQMYYdXR06MCBAzpw4ID27Nlz1hVB+vfvrxkzZuiuu+7SnDlzdM0112j06NFePF0AacwYo6FDh2ro0KGaNGmSLr744rPaWGvV0dGh1tZWffjhhzpx4oROnDihkydPnnH76KOP1N7erra2NjU3N+uZZ5453UdZWZlmzZqlSy65RMXFxTr33HM1YsSIM/5/Cx4ZDXxlVDQ7pEPIrJC0IsK2NkmxXrcunn6S1dYTr7/+uj788EMZY5SXlydjTK83Sb1uC5Xs+yX/f2ZufI2lTU9Pzxn/QZ46darX74P/Yw39d6TtXV1d+uijj864dXR0qLu7+4znXVBQoPHjx2vs2LEaMGCAJOnUqVOn2x4/flzd3d3q7u5WT0+PRo4cqTFjxqi8vFxz585VcXGxioqKTn8955xz+M8ZgCuMMRo1apRGjRoV1+M6OjrU2NiopqYmNTY2at26dVq5cmVcffTv31+DBw/WoEGDNGjQoNP/LiwsPP05F6gx3Gdb6LZTp07p2LFjZ93y8vJUWFh4ej+FhYUaOHCg+vfvr379+p3xNT8//4zXpi9fU/HYsrIy3X777XG97m5Lh5AZjc+DfpLVNinuvfdeNTc3e11GzsjLyzv9F3fwX9/B/x44cKCGDh2qc845R2VlZRo6dKhGjhypSZMmadKkSSoqKtLEiRM1ZswYQiGArDJy5EjNnz9f8+fPP33fhx9+qHfffVd79uzR4cOH1d3drWPHjp31R/vJkyd1/PhxHTt2TEePHtXHH3+so0ePnv53V1fX6eWarLWnb8Hfh9sWCJMDBw6Uz+fTwIEDNWDAAFlrT/ff1dWlzs5OdXV1nR4wOHHihI4fP67jx4+fsd++fI21TV/dcMMNuR0yjTE+55+dqeonWW1DHlctZ4SzqKgonocm5Oc//7mOHDly+heqp6fnjF+wSL+I4baFSsX9ff2LMN6/7owx6tevn/Lz80+fuF5QUBD2+3AhklAIAPEZNmyYhg0bpvPPP9/rUjJKIgE18DUdVgnJhJHMjGOtXS5pueSf+JPs/V100UXJ3gUAAEixcIMpmcTTIZmgpX98qeonWW0BAADwiXQ/7udTHw+lJ9BPstoCAADkjHQImQ2SyiJsGykp1kUm4+knWW0BAACg9AiZzZIiXUy1VNKqJPSTrLYAAABQelzxJ+xlG52Z3YckjQi9bKMxptRa25ZoP8lqGw5X/AEAANmqtyv+eD6S6YTF5c7lG4PVSqoJEzCbJLUaYyoS7SdZbQEAAODn+UhmgLO2pE/+iTRlktZba1eHaVcraaGkeaGjmfH0k8y2wRjJBAAA2aq3kcy0CZnZipAJAACyVVofLgcAAED2IWQCAADAdYRMAAAAuI6QCQAAANcRMgEAAOA6QiYAAABcxxJGSWaMOSBpdwp2NVrSBynYD9IX7wFIvA/AewB+qXofFFtrx4TbQMjMEsaYxkjrVCE38B6AxPsAvAfglw7vAw6XAwAAwHWETAAAALiOkJk9lntdADzHewAS7wPwHoCf5+8DzskEAACA6xjJBAAAgOsImQAAAHAdIRMAAACuK/C6AMTPGLNU0ihJFc5dddba1RHaVkvySep0vra50RbpwRjjk1Qrqb63nxXvg+zGzyw78fuNgEz93CdkZhhjTK2kh621nc73FZLWGGMWW2sXhWl70Fq7LPg+Y0xp8H3xtoX3jDF1kkZKWi+pWlJ9L215H2QxfmbZh99vBMvkz31ml2cQ5y+OBmttW8j9VfL/J7Qo8BeIMaZUUpO1dkSYfg5JKgl6w8bcFunHGGMV9LMP2cb7IIvxM8t+/H7ntkz/3OeczMxSFvpGkyRrbYP8Q91Lgu5eIqkhQj9t8v91nEhbZBbeB9mNn1lu4/c7+2X05z4hM7MsNcasirCtUVLwNUqr5H+jhNMmaV6CbZFZeB9kN35muY3f7+yX0Z/7hMzMEumvDsl//k5H0PcVkg5GaNumM9+Y8bRFZuF9kN34meU2fr+zX0Z/7jPxJ4NYa3v7y6JC8V1CypektsgsviS1RXrweV0APOVLUlukSKZ/7jOSmQWcE4Ml/1IXgWUvJP/5GtEeG3NbZBbeB9mNn1lu4/c7t2XK5z4hM8MFraO2KNzJwQAAIHtk0uc+ITPzrZJUE7y8RdCyA75oD46nLTIL74Psxs8st/H7ndMy5nOfkJkCxpgmY4xN4LYwSr+1klZZa+M5J0P6ZHV/t9uiF8l6H/SBT7wPsplP/MxymU/8fmedTPvcZ+JPClhrZ7ndp3OJqdZe3mgNksoibBsp/9IHibRFgpLxPogB74Psxs8st/H7nUMy8XOfkcwM5IxsdYa+0ZwrAAQ0SyqN0EWp/MPtibRFZuF9kN34meU2fr9zRKZ+7nNZyQzjvKF8ES4xVmutrXH+HfaSUc4Jw4ckjYh2ealwbZF+ErnsHO+D7MDPLPvx+41M/twnZGYQY0yFpG9JWhGyaaT851CUWWuXBLWvlaTAG9C5r07+4fZlIX3H3BbpxfkQWhLpEArvg+zGzyy78fud2zL9c5+QmUGci9b7emlSE+ZNVK1PTuItk7Q+3F9D8baFt5xzc2bLvxhvqfw/s0b5r9RQE/oXKO+D7MbPLLvw+42ATP/cJ2QCAADAdUz8AQAAgOsImQAAAHAdIRMAAACuI2QCAADAdYRMAAAAuI6QCQAAANcRMgEAAOA6QiYApIAxpsIYU+dcgxgAsh4hEwCSzLn28Ej5r94y0uNyMgKhHMh8hEwASDJrbYO1tkH+S7chCkI5kB0ImQCAtEIoB7IDIRMA0pwxpt4Y0+TcfF7X4yVjTK3zOhzK9dcCSHeETABZzxhTaoxZ5QQTa4ypi/Fx9U77VufxpcmuNRJr7Szn1hmpjTGmyqmz3vm6ygllPmd7tTGmIp79GmOWOqHOOrd653B2pLY26DUL264vrLU11tpZkhrc7huAuwq8LgAAks1a2yZpkTGmVlKFpMpojwmacNJprS1LZn195QTHn0pqk1TjPN/ANp+knxpjVkiqs9aaePq21i4zxiyXdEhSg7V2XpS285z9rE7gqQDIIoRMALmmTVFCZtBh2FKFGTEzxlRLmhVlP/WpCFpOLXWSFoXbn7W20xhzt5yQmMg+nD465X89equlVCl63gDSHyETQC456Nx8UdpVS1ouf6iqDd1orV3uemUJiBYwA5yQ2CCpvg+7a5N/FLg3NdbaJRHqTItQDiB1CJkAcoJzfmCDnNE4Y0xp8GHlkHarJQXOJ0zLc/+cQ+R1kpbHGM7a1Lfn0iapwhjjC3deaFDgPUu6hHIAqUXIBJAr5llra5zDvpI/bJ4VMiWVWmsbjDE18p+PGa5NXJxAuFj+4FrqHI5f3tsknhj81PlaE2P7Tmttc4T6lgZ9Wyb/OZWhbQOvQ6mkM7Y5h8nLCJMAghEyAeQUa22bMUbyH/o9Y2TPGFMdFJSqQrf3YZ/N8gezWANhr5zR1gpJq2MNqtbas/YdOIdS/sPcq4Pur5cUOsGn1fl6VshUhMPkiUpSKAeQYoRMAFnPCSkHg+7qlH/ELrhNhaTGoPZhz8dME4ucrzEtxdSLVfIH1dDD7eFGbxudr2dM/nEOk6/qYx1ncDuUA/AGIRNALqjUmaOSbTp7pnRlyCimlKbnY+qT2fGNvbbqhXOIvELStU6oHul8P0/hw10geJ4O587jOEwOICwWYweQC+aFnGN4Rsh0RuNWBreXS+djJolP8s8aD7fRGFMRtCh78CLqwbPDl8j/OlRLul3O6QPW2iXh+g26L3j5p9pwh+EBQCJkAshNp0Omc15iR0iwOut8TOeqQbVBgW2pc6t1FnkPtFsYdIWcsw63B115aGnotjjrj8ha22ytXaRPDquvttaGBu1S+UPlMmvtcmttLOd3Br9uC+XyYXIA2YWQCSCrhTkfU3ImsTjbFoZMevHJH6TOWFPSWtvmjNp1yj+Ct8y51Ug6aIxpctqtVu/nTNZIuttau6wPT6s+qNbeBA77h1sfs1OfTOaJVZskn7PfedbadD2dAEAaIGQCyHbhZokHRgK/Jf+amKHtFeYxvVkt/xqSFdLpy1g2y39I+qx6+rrouBNQOxV9YlJg/yvDbIs4GtrLKGvgMavEpBwAURAyAWS7b+nsQBWYMHMwzHmXi+XO+Zh1khaGud/Xx34DrpV0e4RD8j7n/mZJbREOg9fI/1xDH7tUkQN2YOSzjuWEAETD7HIAWckYUyf/hBafpCZjTG1gFnTgMovBh6yd9qVyRjKNMavkv9RhLDOnqyQ1h5zzuFJSnTGmInC/M9Lp5tqbI5xzQuvlH9nscL4elPSw8zxXRHh8gzHmYSeMBk4n6IxyGL9Z4Zc8AoCzGGut1zUAQMYwxhyS/7rm6+Vf9scn/7I+NaGje05Q7QgsVG6MWZrIuZjGmHprbeji6DnNeW3vZkQVSF+MZAJA/NbHOJpXJ/+km8C5kZ1JqwgA0gwhEwCSxDkk3eks9yOFn4ADAFmJiT8AkFzL5R/JLOXQLoBcQsgEgORaIf/EoHS9ehAAJAWHywEgBs6VgZbIP9FniTFGsZyXaa1tdmay92VGdnNgsXdJ1+byiKgzG74qakMAnmN2OQAAAFzH4XIAAAC4jpAJAAAA1xEyAQAA4DpCJgAAAFxHyAQAAIDr/j/Mx3wWH7IO1wAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t3_default_rerun4/mpvnosmallrun_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW190930_133541-1126259200-400.hdf\n",
-      "0.9799623475370419\n"
-     ]
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t3_default_rerun4/mpvnosmallrun_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW190828_065509-1126259200-400.hdf\n",
-      "0.9943692698404767\n"
-     ]
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190924/mpirun_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW190924_021846_XPHM-1126259200-400.hdf\n",
-      "0.9980970710485746\n"
-     ]
-    },
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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190725/mpvnosmallrun_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW190725_174728-1126259200-400.hdf\n",
-      "0.2782406111394624\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/t4-190728-rerun-re/mpvnosmallrun_output/config_files/rerun_with_psd_fixed2/inference_extract_GW190728_064510.hdf\n",
-      "0.9126741390742759\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/bns/t1/bns-parity_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW170817_124104-1126259200-400.hdf\n",
-      "0.07634186292001127\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/yifan.wang/2-rerun/bns/t1/bns-parity_output/posterior_files/H1L1V1-EXTRACT_POSTERIOR_GW190425_081805-1126259200-400.hdf\n",
-      "0.0950248760272929\n"
-     ]
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 735.243x490.405 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "combine = np.ones(len(bins))\n",
-    "\n",
-    "for i in range(len(mpvinv)):\n",
-    "    print(posdirect[i])\n",
-    "    name = gwname[i]\n",
-    "    title = name.split('_')[0]+'\\_'+name.split('_')[1]\n",
-    "    savename = name.split('_')[0]+'_'+name.split('_')[1]\n",
-    "    data = mpvinv[i]\n",
-    "    kde = stats.gaussian_kde(data)\n",
-    "    datacache = kde(bins)\n",
-    "    norm = np.sum(datacache)*(bins[2]-bins[1])\n",
-    "    print(norm)\n",
-    "    plt.figure()\n",
-    "    plt.plot(bins, kde(bins)/norm,color='black')\n",
-    "    plt.xlabel(r'$M_\\mathrm{PV}^{-1}~[GeV^{-1}]$')\n",
-    "    plt.ylabel('PDF')\n",
-    "    plt.title(str(title))\n",
-    "    plt.savefig('figs/'+savename+'.pdf',bbox_inches='tight')\n",
-    "    plt.show()\n",
-    "    \n",
-    "#ax.legend()\n",
-    "#ax.set_xlim(0,5)\n",
-    "#ax.axvline(1.12,0,10,linestyle='--',color='black',alpha=0.7,label='90% upper limit')\n",
-    "#plt.set_xlabel(r'$M_\\mathrm{PV}^{-1}~[GeV^{-1}]$')\n",
-    "#plt.set_ylabel('Probability Densitiy')\n",
-    "#fig.savefig('figure_Mpv.pdf',bbox_inches='tight')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "703a4c67",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/notebook/3-plot-waveform.ipynb b/notebook/3-plot-waveform.ipynb
index cc4e1ea..e2c1b0b 100644
--- a/notebook/3-plot-waveform.ipynb
+++ b/notebook/3-plot-waveform.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 1,
    "id": "expressed-speed",
    "metadata": {},
    "outputs": [],
@@ -40,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 2,
    "id": "settled-motel",
    "metadata": {},
    "outputs": [],
diff --git a/notebook/GW190521plot.ipynb b/notebook/GW190521plot.ipynb
new file mode 100644
index 0000000..040ec67
--- /dev/null
+++ b/notebook/GW190521plot.ipynb
@@ -0,0 +1,340 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "expressed-speed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "from pycbc.inference import io, models\n",
+    "from pycbc import waveform\n",
+    "from pycbc.detector import Detector\n",
+    "from pycbc import cosmology\n",
+    "\n",
+    "# PLOTTING OPTIONS\n",
+    "fig_width_pt = 3*246.0  # Get this from LaTeX using \\showthe\\columnwidth\n",
+    "inches_per_pt = 1.0/72.27               # Convert pt to inch\n",
+    "golden_mean = (np.sqrt(5)-1.0)/2.0         # Aesthetic ratio\n",
+    "fig_width = fig_width_pt*inches_per_pt  # width in inches\n",
+    "fig_height = fig_width*golden_mean      # height in inches\n",
+    "fig_size =  [fig_width,fig_height]\n",
+    "\n",
+    "params = { 'axes.labelsize': 24,\n",
+    "          'font.family': 'serif',\n",
+    "          'font.serif': 'Computer Modern Raman',\n",
+    "          'font.size': 24,\n",
+    "          'legend.fontsize': 20,\n",
+    "          'xtick.labelsize': 24,\n",
+    "          'ytick.labelsize': 24,\n",
+    "          'axes.grid' : True,\n",
+    "          'text.usetex': True,\n",
+    "          'savefig.dpi' : 100,\n",
+    "          'lines.markersize' : 14,\n",
+    "          'figure.figsize': fig_size}\n",
+    "\n",
+    "mpl.rcParams.update(params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "settled-motel",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def fn_to_waveform(fn):       \n",
+    "    # read in the raw posterior file and extract the max loglikelihood parameter value\n",
+    "    with io.loadfile(fn, 'r') as fp:   \n",
+    "        data = fp.read_data()                                                           \n",
+    "        psds = fp.read_psds()                                                           \n",
+    "        cp = fp.read_config_file()\n",
+    "        samples = fp.read_samples(list(fp['samples'].keys()))\n",
+    "        idx = samples['loglikelihood'].argmax()\n",
+    "        params = {p: samples[p][idx] for p in samples.fieldnames}\n",
+    "        redshift = cosmology.redshift(params['distance'])\n",
+    "        params['comoving_volume'] = cosmology.cosmological_quantity_from_redshift(redshift, 'comoving_volume')\n",
+    "    # set up the model\n",
+    "    model = models.read_from_config(cp, data=data, psds=psds)\n",
+    "    model.update(**params)\n",
+    "    _ = model.loglikelihood\n",
+    "    pol = model.current_stats['maxl_polarization']\n",
+    "    #compute the max loglikelihood waveform\n",
+    "    wfs = model.waveform_generator.generate(polarization=pol,**model.current_params)\n",
+    "    \n",
+    "    whdata = {}\n",
+    "    for det in model.data:\n",
+    "        d = model.data[det]\n",
+    "        d = d.copy()\n",
+    "        d *= model.weight[det] / (4*model.psds[det].delta_f)**0.5\n",
+    "        whdata[det] = d.to_timeseries()\n",
+    "    \n",
+    "    waveforms = {}\n",
+    "    whitened_waveforms = {}\n",
+    "    for detname in wfs:\n",
+    "        hs = {}\n",
+    "        whitend_hs = {}\n",
+    "        det = Detector(detname)\n",
+    "        fp, fc = det.antenna_pattern(model.current_params['ra'],\n",
+    "                                     model.current_params['dec'],\n",
+    "                                     pol,\n",
+    "                                     model.current_params['tc'])\n",
+    "        hp, hc = wfs[detname]\n",
+    "        h = fp*hp + fc*hc\n",
+    "        h.resize(len(model.weight[detname]))\n",
+    "        wh = h.copy()\n",
+    "        wh *= model.weight[detname] / (4*model.psds[detname].delta_f)**0.5\n",
+    "        whitened_waveforms[detname] = wh.to_timeseries() \n",
+    "    return whdata, whitened_waveforms,model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "8691a3c5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:root:No sampling_params section read from config file\n",
+      "WARNING:root:WARNING: The following args are not being used for waveform generation: redshift, srcmchirp, comoving_volume, delta_tc, parity_mpvinverse, q, baseapprox, trigger_time\n",
+      "WARNING: fval is not bracketed by func(zmin)=3.630907107506232e-13 Mpc3 and func(zmax)=164042102234.23068 Mpc3. This means either there is no solution, or that there is more than one solution between zmin and zmax satisfying fval = func(z). [astropy.cosmology.funcs]\n",
+      "WARNING:astropy:fval is not bracketed by func(zmin)=3.630907107506232e-13 Mpc3 and func(zmax)=164042102234.23068 Mpc3. This means either there is no solution, or that there is more than one solution between zmin and zmax satisfying fval = func(z).\n",
+      "WARNING: fval is not bracketed by func(zmin)=3.630907107506232e-13 Mpc3 and func(zmax)=3763143105730.4414 Mpc3. This means either there is no solution, or that there is more than one solution between zmin and zmax satisfying fval = func(z). [astropy.cosmology.funcs]\n",
+      "WARNING:astropy:fval is not bracketed by func(zmin)=3.630907107506232e-13 Mpc3 and func(zmax)=3763143105730.4414 Mpc3. This means either there is no solution, or that there is more than one solution between zmin and zmax satisfying fval = func(z).\n",
+      "WARNING:root:No sampling_params section read from config file\n",
+      "WARNING:root:WARNING: The following args are not being used for waveform generation: redshift, srcmchirp, comoving_volume, delta_tc, q, trigger_time\n"
+     ]
+    }
+   ],
+   "source": [
+    "parity_path = '/work/yifan.wang/testingGR-o3b/snr/GW190521/convert.hdf'\n",
+    "parity_whdata, parity_whwaveform, parity_model = fn_to_waveform(parity_path)\n",
+    "\n",
+    "gr_path = '/work/yifan.wang/gw190521_xrerun/t1-mpi-gr/mpirun_output/config_files/convert.hdf'\n",
+    "_, gr_whwaveform,gr_model = fn_to_waveform(gr_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "d27e743c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "xlim=(-0.1, 0.1)\n",
+    "fig = plt.figure(figsize=(10.211706102117061, 6.311181454233049*1.6))\n",
+    "fig.subplots_adjust(hspace=.2)\n",
+    "ax = fig.add_subplot(311);\n",
+    "\n",
+    "tc = parity_model.static_params['trigger_time']\n",
+    "det = list(gr_whwaveform.keys())\n",
+    "wdata = parity_whdata[det[0]]\n",
+    "ax.plot(wdata.sample_times-tc, wdata, c='k', alpha=0.2, label='whitened data')\n",
+    "\n",
+    "wwf = parity_whwaveform[det[0]]\n",
+    "ax.plot(wwf.sample_times-tc, wwf,label='birefringence')\n",
+    "ax.plot(gr_whwaveform[det[0]].sample_times-tc, gr_whwaveform[det[0]],label='GR')\n",
+    "\n",
+    "ax.grid(True)\n",
+    "ax.set_xticklabels([])\n",
+    "ax.set_xlim(*xlim)\n",
+    "ax.set_ylim(-100,100)\n",
+    "ax.text(0.054, 70, 'LIGO Hanford', style='italic',fontsize=20,\n",
+    "        bbox={'facecolor':'white', 'alpha':0.5, 'pad':5,'edgecolor':'none'})\n",
+    "ax.set_title('GW190521')\n",
+    "################\n",
+    "bx = fig.add_subplot(312);\n",
+    "wdata = parity_whdata[det[1]]\n",
+    "bx.plot(wdata.sample_times-tc, wdata, c='k', alpha=0.2, label='whitened data')\n",
+    "    \n",
+    "wwf = parity_whwaveform[det[1]]\n",
+    "bx.plot(wwf.sample_times-tc, wwf,label='birefringence')\n",
+    "bx.plot(gr_whwaveform[det[1]].sample_times-tc, gr_whwaveform[det[1]],label='GR')\n",
+    "\n",
+    "bx.set_ylabel('Whitened Strain')\n",
+    "bx.set_xlim(*xlim)\n",
+    "bx.set_ylim(-100,100)\n",
+    "bx.text(0.0515, 70, 'LIGO Livingston', style='italic',fontsize=20,\n",
+    "        bbox={'facecolor':'white', 'alpha':0.5, 'pad':0,'edgecolor':'none'})\n",
+    "bx.grid(True)\n",
+    "bx.set_xticklabels([])\n",
+    "\n",
+    "################\n",
+    "cx = fig.add_subplot(313);\n",
+    "wdata = parity_whdata[det[2]]\n",
+    "cx.plot(wdata.sample_times-tc, wdata, c='k', alpha=0.2, label='whitened data')\n",
+    "    \n",
+    "wwf = parity_whwaveform[det[2]]\n",
+    "cx.plot(wwf.sample_times-tc, wwf,label='birefringence')\n",
+    "cx.plot(gr_whwaveform[det[2]].sample_times-tc, gr_whwaveform[det[2]],label='GR')\n",
+    "cx.text(0.07, 70, 'Virgo', style='italic',fontsize=20,\n",
+    "        bbox={'facecolor':'white', 'alpha':0.5, 'pad':5,'edgecolor':'none'})\n",
+    "\n",
+    "cx.set_xlim(*xlim)\n",
+    "cx.set_ylim(-100,100)\n",
+    "cx.set_xlabel('Time - '+str(tc)+' [s]')\n",
+    "cx.legend(loc='lower right', ncol=3,framealpha=0)\n",
+    "fig.savefig('0521_gw190521.pdf',bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a2769cdb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'inclination': 1.3773388232444717,\n",
+       " 'maxl_polarization': 5.132211422080623,\n",
+       " 'srcmchirp': 59.988695836431965,\n",
+       " 'logwt': -28046.517628006437,\n",
+       " 'V1_optimal_snrsq': 4.645117051883857,\n",
+       " 'parity_mpvinverse': 571.5796601060491,\n",
+       " 'distance': 1333.6349776943568,\n",
+       " 'spin1_a': 0.9116850950619036,\n",
+       " 'dec': 0.5513436858058255,\n",
+       " 'delta_tc': 0.0061986454908000005,\n",
+       " 'spin1_polar': 2.076365152215487,\n",
+       " 'spin2_azimuthal': 6.273223231326342,\n",
+       " 'spin2_polar': 0.9148528363767893,\n",
+       " 'ra': 3.3490655420980504,\n",
+       " 'logprior': -49.260229458075116,\n",
+       " 'spin2_a': 0.09566031928959656,\n",
+       " 'coa_phase': 2.930192323180816,\n",
+       " 'loglr': 122.35747765652349,\n",
+       " 'L1_optimal_snrsq': 163.8200365758998,\n",
+       " 'loglikelihood': -28001.80399824368,\n",
+       " 'logjacobian': 0.0,\n",
+       " 'q': 4.542030730356726,\n",
+       " 'maxl_loglr': 125.90973288111286,\n",
+       " 'spin1_azimuthal': 2.6322431174435468,\n",
+       " 'H1_optimal_snrsq': 69.48418153589377,\n",
+       " 'comoving_volume': 5018380778.811694,\n",
+       " 'approximant': 'mpvnosmall',\n",
+       " 'baseapprox': 'IMRPhenomXPHM',\n",
+       " 'f_lower': 20.0,\n",
+       " 'f_ref': 20.0,\n",
+       " 'trigger_time': 1242442967.4473,\n",
+       " 'spin1x': -0.6963825154031204,\n",
+       " 'spin1y': 0.3889331472174398,\n",
+       " 'spin1z': -0.44153381727155666,\n",
+       " 'spin2x': 0.07580444315196702,\n",
+       " 'spin2y': -0.0007551945954393175,\n",
+       " 'spin2z': 0.05834391798748846,\n",
+       " 'tc': 1242442967.4534986,\n",
+       " 'redshift': 0.2556724782843754,\n",
+       " 'mass1': 194.34779119906074,\n",
+       " 'mass2': 42.78874422846471}"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "parity_model.current_params"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7476300f",
+   "metadata": {},
+   "source": [
+    "# SNR"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "6bd3b807",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import h5py\n",
+    "from pycbc.conversions import snr_from_loglr\n",
+    "nongr = h5py.File(parity_path,'r')\n",
+    "gr = h5py.File(gr_path,'r')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "2b6eb9a3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "15.643367774013592"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "snr_from_loglr(np.max(nongr['samples']['loglr']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "358ab6ca",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "15.312425524512493"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "snr_from_loglr(np.max(gr['samples']['loglr']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "eae483fd",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebook/GW191109-plot.ipynb b/notebook/GW191109-plot.ipynb
new file mode 100644
index 0000000..0bef435
--- /dev/null
+++ b/notebook/GW191109-plot.ipynb
@@ -0,0 +1,529 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "expressed-speed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "from pycbc.inference import io, models\n",
+    "from pycbc import waveform\n",
+    "from pycbc.detector import Detector\n",
+    "from pycbc import cosmology\n",
+    "\n",
+    "# PLOTTING OPTIONS\n",
+    "fig_width_pt = 3*246.0  # Get this from LaTeX using \\showthe\\columnwidth\n",
+    "inches_per_pt = 1.0/72.27               # Convert pt to inch\n",
+    "golden_mean = (np.sqrt(5)-1.0)/2.0         # Aesthetic ratio\n",
+    "fig_width = fig_width_pt*inches_per_pt  # width in inches\n",
+    "fig_height = fig_width*golden_mean      # height in inches\n",
+    "fig_size =  [fig_width,fig_height]\n",
+    "\n",
+    "params = { 'axes.labelsize': 24,\n",
+    "          'font.family': 'serif',\n",
+    "          'font.serif': 'Computer Modern Raman',\n",
+    "          'font.size': 24,\n",
+    "          'legend.fontsize': 20,\n",
+    "          'xtick.labelsize': 24,\n",
+    "          'ytick.labelsize': 24,\n",
+    "          'axes.grid' : True,\n",
+    "          'text.usetex': True,\n",
+    "          'savefig.dpi' : 100,\n",
+    "          'lines.markersize' : 14,\n",
+    "          'figure.figsize': fig_size}\n",
+    "\n",
+    "mpl.rcParams.update(params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "settled-motel",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def fn_to_waveform(fn):       \n",
+    "    # read in the raw posterior file and extract the max loglikelihood parameter value\n",
+    "    with io.loadfile(fn, 'r') as fp:   \n",
+    "        data = fp.read_data()                                                           \n",
+    "        psds = fp.read_psds()                                                           \n",
+    "        cp = fp.read_config_file()\n",
+    "        samples = fp.read_samples(list(fp['samples'].keys()))\n",
+    "        idx = samples['loglikelihood'].argmax()\n",
+    "        params = {p: samples[p][idx] for p in samples.fieldnames}\n",
+    "        redshift = cosmology.redshift(params['distance'])\n",
+    "        params['comoving_volume'] = cosmology.cosmological_quantity_from_redshift(redshift, 'comoving_volume')\n",
+    "    # set up the model\n",
+    "    model = models.read_from_config(cp, data=data, psds=psds)\n",
+    "    model.update(**params)\n",
+    "    _ = model.loglikelihood\n",
+    "    pol = model.current_stats['maxl_polarization']\n",
+    "    #compute the max loglikelihood waveform\n",
+    "    wfs = model.waveform_generator.generate(polarization=pol,**model.current_params)\n",
+    "    \n",
+    "    whdata = {}\n",
+    "    for det in model.data:\n",
+    "        d = model.data[det]\n",
+    "        d = d.copy()\n",
+    "        d *= model.weight[det] / (4*model.psds[det].delta_f)**0.5\n",
+    "        whdata[det] = d.to_timeseries()\n",
+    "    \n",
+    "    waveforms = {}\n",
+    "    whitened_waveforms = {}\n",
+    "    for detname in wfs:\n",
+    "        hs = {}\n",
+    "        whitend_hs = {}\n",
+    "        det = Detector(detname)\n",
+    "        fp, fc = det.antenna_pattern(model.current_params['ra'],\n",
+    "                                     model.current_params['dec'],\n",
+    "                                     pol,\n",
+    "                                     model.current_params['tc'])\n",
+    "        hp, hc = wfs[detname]\n",
+    "        h = fp*hp + fc*hc\n",
+    "        h.resize(len(model.weight[detname]))\n",
+    "        wh = h.copy()\n",
+    "        wh *= model.weight[detname] / (4*model.psds[detname].delta_f)**0.5\n",
+    "        whitened_waveforms[detname] = wh.to_timeseries() \n",
+    "    return whdata, whitened_waveforms,model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "8691a3c5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:root:No sampling_params section read from config file\n",
+      "WARNING:root:WARNING: The following args are not being used for waveform generation: delta_tc, q, trigger_time, redshift, baseapprox, comoving_volume, parity_mpvinverse, srcmchirp\n",
+      "WARNING:root:No sampling_params section read from config file\n",
+      "WARNING:root:WARNING: The following args are not being used for waveform generation: recalib_phase_l1_2, q, recalib_amplitude_l1_7, redshift, recalib_amplitude_l1_4, recalib_amplitude_l1_6, recalib_amplitude_l1_3, recalib_phase_l1_9, recalib_phase_l1_3, recalib_phase_l1_6, recalib_amplitude_l1_0, recalib_phase_h1_8, recalib_amplitude_h1_8, recalib_phase_h1_7, recalib_phase_h1_9, delta_tc, recalib_phase_h1_4, recalib_phase_h1_0, recalib_amplitude_l1_1, recalib_phase_l1_7, recalib_phase_h1_5, recalib_amplitude_h1_3, recalib_amplitude_h1_1, recalib_amplitude_h1_7, recalib_phase_l1_0, recalib_amplitude_l1_2, recalib_amplitude_h1_5, recalib_amplitude_h1_6, recalib_amplitude_l1_8, recalib_phase_l1_4, trigger_time, recalib_phase_h1_2, recalib_phase_h1_3, comoving_volume, srcmchirp, recalib_phase_h1_1, recalib_amplitude_l1_5, recalib_amplitude_h1_9, recalib_phase_l1_5, recalib_amplitude_l1_9, recalib_phase_l1_8, recalib_amplitude_h1_2, recalib_amplitude_h1_4, recalib_amplitude_h1_0, recalib_phase_h1_6, recalib_phase_l1_1\n"
+     ]
+    }
+   ],
+   "source": [
+    "parity_path = '/work/yifan.wang/testingGR-o3b/snr/GW191109/t2run/convert.hdf'\n",
+    "parity_whdata, parity_whwaveform, parity_model = fn_to_waveform(parity_path)\n",
+    "\n",
+    "#gr_path = '/work/yifan.wang/testingGR-o3b/t4-mpi-massive/t2-gr-191109-lowlive/convert.hdf'\n",
+    "gr_path = '/work/yifan.wang/4ogc/release_prod/convertsnr/1212_posterior/GW191109_010717-PYCBC-POSTERIOR-IMRPhenomXPHM.hdf'\n",
+    "_, gr_whwaveform,gr_model = fn_to_waveform(gr_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "d27e743c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "xlim=(-0.1, 0.1)\n",
+    "fig = plt.figure(figsize=(10.211706102117061, 6.311181454233049*1.6))\n",
+    "fig.subplots_adjust(hspace=.2)\n",
+    "ax = fig.add_subplot(311);\n",
+    "\n",
+    "tc = parity_model.static_params['trigger_time']\n",
+    "det = list(gr_whwaveform.keys())\n",
+    "wdata = parity_whdata[det[0]]\n",
+    "ax.plot(wdata.sample_times-tc, wdata, c='k', alpha=0.2, label='whitened data')\n",
+    "\n",
+    "wwf = parity_whwaveform[det[0]]\n",
+    "ax.plot(wwf.sample_times-tc, wwf,label='birefringence')\n",
+    "ax.plot(gr_whwaveform[det[0]].sample_times-tc, gr_whwaveform[det[0]],label='GR')\n",
+    "\n",
+    "ax.grid(True)\n",
+    "ax.set_xticklabels([])\n",
+    "ax.set_xlim(*xlim)\n",
+    "ax.set_ylim(-100,100)\n",
+    "ax.text(0.054, 70, 'LIGO Hanford', style='italic',fontsize=20,\n",
+    "        bbox={'facecolor':'white', 'alpha':0.5, 'pad':5,'edgecolor':'none'})\n",
+    "ax.set_title('GW191109')\n",
+    "################\n",
+    "bx = fig.add_subplot(312);\n",
+    "wdata = parity_whdata[det[1]]\n",
+    "bx.plot(wdata.sample_times-tc, wdata, c='k', alpha=0.2, label='whitened data')\n",
+    "    \n",
+    "wwf = parity_whwaveform[det[1]]\n",
+    "bx.plot(wwf.sample_times-tc, wwf,label='birefringence')\n",
+    "bx.plot(gr_whwaveform[det[1]].sample_times-tc, gr_whwaveform[det[1]],label='GR')\n",
+    "\n",
+    "bx.set_ylabel('Whitened Strain')\n",
+    "bx.set_xlim(*xlim)\n",
+    "bx.set_ylim(-100,100)\n",
+    "bx.text(0.0515, 70, 'LIGO Livingston', style='italic',fontsize=20,\n",
+    "        bbox={'facecolor':'white', 'alpha':0.5, 'pad':0,'edgecolor':'none'})\n",
+    "bx.grid(True)\n",
+    "\n",
+    "bx.set_xlim(*xlim)\n",
+    "bx.set_ylim(-100,100)\n",
+    "bx.set_xlabel('Time - '+str(tc)+' [s]')\n",
+    "ax.legend(loc='lower right', ncol=3,framealpha=0,bbox_to_anchor=(1,-0.1))\n",
+    "fig.savefig('0521_gw191109.pdf',bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7476300f",
+   "metadata": {},
+   "source": [
+    "# SNR"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "6bd3b807",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import h5py\n",
+    "from pycbc.conversions import snr_from_loglr\n",
+    "nongr = h5py.File(parity_path,'r')\n",
+    "gr = h5py.File(gr_path,'r')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "2b6eb9a3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16.374853000017954"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "snr_from_loglr(np.max(nongr['samples']['maxl_loglr']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "358ab6ca",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16.461053196773342"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "snr_from_loglr(np.max(gr['samples']['maxl_loglr']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cdd6d44c",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "eae483fd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nongr = h5py.File('/work/yifan.wang/testingGR-o3b/snr/GW191109/convert.hdf','r')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "6f366b66",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gr = h5py.File('/work/yifan.wang/testingGR-o3b/t4-mpi-massive/t2-gr-191109-lowlive/convert.hdf','r')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "0e541d35",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16.340538761683053"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "snr_from_loglr(np.max(nongr['samples']['maxl_loglr']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "e7326128",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16.057563122880396"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "snr_from_loglr(np.max(gr['samples']['loglr']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "d33a01f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16.521160910966348"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gr=h5py.File('/work/yifan.wang/testingGR-o3b/t4-mpi-massive/gr-191109/convert.hdf','r')\n",
+    "snr_from_loglr(np.max(gr['samples']['maxl_loglr']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "b92e9523",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16.37840081629306"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "file=h5py.File('/work/yifan.wang/testingGR-o3b/t4-mpi-massive/highlive2-GW191109-xphm-mpv1000/convert.hdf','r')\n",
+    "snr_from_loglr(np.max(file['samples']['maxl_loglr']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "92155527",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16.375657933055365"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "file=h5py.File('/work/yifan.wang/testingGR-o3b/t4-mpi-massive/highlive-GW191109-xphm-mpv1000/convert.hdf','r')\n",
+    "snr_from_loglr(np.max(file['samples']['maxl_loglr']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "16ec631d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fn = '/work/yifan.wang/testingGR-o3b/t4-mpi-massive/t2-gr-191109-lowlive/result.hdf'\n",
+    "def printsnr(fn):\n",
+    "    with io.loadfile(fn, 'r') as fp:   \n",
+    "        data = fp.read_data()                                                           \n",
+    "        psds = fp.read_psds()                                                           \n",
+    "        cp = fp.read_config_file()\n",
+    "        samples = fp.read_samples(list(fp['samples'].keys()))\n",
+    "        idx = samples['loglikelihood'].argmax()\n",
+    "        params = {p: samples[p][idx] for p in samples.fieldnames}\n",
+    "        # set up the model\n",
+    "        model = models.read_from_config(cp, data=data, psds=psds)\n",
+    "        model.update(**params)\n",
+    "        _ = model.loglikelihood\n",
+    "        print(snr_from_loglr(model.loglr))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "5c0a894f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:root:No sampling_params section read from config file\n",
+      "WARNING:root:WARNING: The following args are not being used for waveform generation: delta_tc, q, trigger_time, redshift, comoving_volume, srcmchirp\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "16.05759603653594\n"
+     ]
+    }
+   ],
+   "source": [
+    "printsnr(fn)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "bd8c92d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:root:No sampling_params section read from config file\n",
+      "WARNING:root:WARNING: The following args are not being used for waveform generation: delta_tc, q, trigger_time, redshift, baseapprox, comoving_volume, parity_mpvinverse, srcmchirp\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "16.094266974440536\n"
+     ]
+    }
+   ],
+   "source": [
+    "printsnr('/work/yifan.wang/testingGR-o3b/t4-mpi-massive/GW191109-xphm-mpv1000/result.hdf')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "ce51561b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:root:No sampling_params section read from config file\n",
+      "WARNING:root:WARNING: The following args are not being used for waveform generation: delta_tc, q, trigger_time, redshift, baseapprox, comoving_volume, parity_mpvinverse, srcmchirp\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "16.136603108612462\n"
+     ]
+    }
+   ],
+   "source": [
+    "printsnr('/work/yifan.wang/testingGR-o3b/t4-mpi-massive/highlive2-GW191109-xphm-mpv1000/result.hdf')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "aa022dfd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:root:No sampling_params section read from config file\n",
+      "WARNING:root:WARNING: The following args are not being used for waveform generation: delta_tc, q, trigger_time, redshift, baseapprox, comoving_volume, parity_mpvinverse, srcmchirp\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "16.13759201817148\n"
+     ]
+    }
+   ],
+   "source": [
+    "printsnr('/work/yifan.wang/testingGR-o3b/t4-mpi-massive/highlive-GW191109-xphm-mpv1000/result.hdf')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ec31e12b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "printsnr('/work/yifan.wang/testingGR-o3b/t4-mpi-massive/highlive2-gr-GW191109/')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
-- 
GitLab