{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5a38ed25",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-05T20:59:59.473908Z",
     "start_time": "2022-11-05T20:59:56.434960Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "try:\n",
    "    import csiborgtools\n",
    "except ModuleNotFoundError:\n",
    "    import sys\n",
    "    sys.path.append(\"../\")\n",
    "    import csiborgtools\n",
    "import utils\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import joblib\n",
    "from os.path import join\n",
    "from glob import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "267eb013",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-05T21:00:03.377914Z",
     "start_time": "2022-11-05T20:59:59.476365Z"
    }
   },
   "outputs": [],
   "source": [
    "Nsim = 9844\n",
    "simpath = csiborgtools.io.get_sim_path(Nsim)\n",
    "Nsnap = 1016\n",
    "\n",
    "outfname = join(utils.dumpdir, \"ramses_out_{}_{}.npy\".format(str(Nsim).zfill(5), str(Nsnap).zfill(5)))\n",
    "\n",
    "mmain = csiborgtools.io.read_mmain(Nsim, \"/mnt/zfsusers/hdesmond/Mmain\")\n",
    "\n",
    "data = np.load(outfname)\n",
    "data = csiborgtools.io.merge_mmain_to_clumps(data, mmain)\n",
    "\n",
    "data = data[(data[\"npart\"] > 100) & np.isfinite(data[\"m200\"])]\n",
    "\n",
    "boxunits = csiborgtools.units.BoxUnits(Nsnap, simpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "043be7a8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-05T21:04:44.427414Z",
     "start_time": "2022-11-05T21:04:43.990494Z"
    }
   },
   "outputs": [],
   "source": [
    "R = np.sqrt((data[\"peak_x\"] - 0.5)**2 + (data[\"peak_y\"] - 0.5)**2 + (data[\"peak_z\"] - 0.5)**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6d6ca015",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-05T21:06:10.394649Z",
     "start_time": "2022-11-05T21:06:10.364286Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "201.86808958975962"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "boxunits.box2kpc(0.21) * 1e-3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "4f994880",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-05T21:06:11.274040Z",
     "start_time": "2022-11-05T21:06:11.034121Z"
    }
   },
   "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\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\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": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img 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AgLAxrjqlQABAgQIECBAgAABAgQIECBAgEAmBASAmSiDQRAgQIAAAQIECBAgQIAAAQIECBBojIAAsDGueiVAgAABAgQIECBAgAABAgQIECCQCQEBYCbKYBAECBAgQIAAAQIECBAgQIAAAQIEGiMgAGyMq14JECBAgAABAgQIECBAgAABAgQIZEJAAJiJMhgEAQIECBAgQIAAAQIECBAgQIAAgcYICAAb46pXAgQIECBAgAABAgQIECBAgAABApkQEABmogwGQYAAAQIECBAgQIAAAQIECBAgQKAxAgLAxrjqlQABAgQIECBAgAABAgQIECBAgEAmBASAmSiDQRAgQIAAAQIECBAgQIAAAQIECBBojIAAsDGueiVAgAABAgQIECBAgAABAgQIECCQCQEBYCbKYBAECBAgQIAAAQIECBAgQIAAAQIEGiMgAGyMq14JECBAgAABAgQIECBAgAABAgQIZEJAAJiJMhgEAQIECBAgQIAAAQIECBAgQIAAgcYICAAb46pXAgQIECBAgAABAgQIECBAgAABApkQEABmogwGQYAAAQIECBAgQIAAAQIECBAgQKAxAgLAxrjqlQABAgQIECBAgAABAgQIECBAgEAmBASAmSiDQRAgQIAAAQIECBAgQIAAAQIECBBojIAAsDGueiVAgAABAgQIECBAgAABAgQIECCQCQEBYCbKYBAECBAgQIAAAQIECBAgQIAAAQIEGiPQ1phu9UqAAAECBAhkWWBse0fF8OZOmVixbYMAAQIECBAgQIAAgfwIuAMwP7U0EwIECBAgQIAAAQIECBAgQIAAAQKdBASAnUjsIECAAAECBAgQIECAAAECBAgQIJAfAQFgfmppJgQIECBAgAABAgQIECBAgAABAgQ6CQgAO5HYQYAAAQIECBAgQIAAAQIECBAgQCA/AgLA/NTSTAgQIECAAAECBAgQIECAAAECBAh0EhAAdiKxgwABAgQIECBAgAABAgQIECBAgEB+BASA+amlmRAgQIAAAQIECBAgQIAAAQIECBDoJCAA7ERiBwECBAgQIECAAAECBAgQIECAAIH8CAgA81NLMyFAgAABAgQIECBAgAABAgQIECDQSUAA2InEDgIECBAgQIAAAQIECBAgQIAAAQL5EWjLz1TMhAABAgQIEGi0wOdP+X9h3rCRyWXmTpnY6MvpnwABAgQIECBAgACBfhBwB2A/IOqCAAECBAgQIECAAAECBAgQIECAQFYFBIBZrYxxESBAgAABAgQIECBAgAABAgQIEOgHAQFgPyDqggABAgQIECBAgAABAgQIECBAgEBWBfwGYFYrY1wECBAgQGAABca2d5Su5rf9ShRWCBAgQIAAAQIECORCwB2AuSijSRAgQIAAAQIECBAgQIAAAQIECBCoLSAArO1iLwECBAgQIECAAAECBAgQIECAAIFcCAgAc1FGkyBAgAABAgQIECBAgAABAgQIECBQW0AAWNvFXgIECBAgQIAAAQIECBAgQIAAAQK5EBAA5qKMJkGAAAECBAgQIECAAAECBAgQIECgtoAAsLaLvQQIECBAgAABAgQIECBAgAABAgRyISAAzEUZTYIAAQIECBAgQIAAAQIECBAgQIBAbQEBYG0XewkQIECAAAECBAgQIECAAAECBAjkQkAAmIsymgQBAgQIECBAgAABAgQIECBAgACB2gJttXfbS4AAAQIECBRVYGx7RzL1UQveDPcXFcG8CRAgQIAAAQIECORIwB2AOSqmqRAgQIAAAQIECBAgQIAAAQIECBCoFhAAVovYJkCAAAECBAgQIECAAAECBAgQIJAjAQFgjoppKgQIECBAgAABAgQIECBAgAABAgSqBQSA1SK2CRAgQIAAAQIECBAgQIAAAQIECORIQACYo2KaCgECBAgQIECAAAECBAgQIECAAIFqAW8BrhaxTYAAAQIEciqQvt03p9MzLQIECBAgQIAAAQIEuhAQAHYBYzcBAgQIEMiDgNAvD1U0BwIECBAgQIAAAQJ9E/AIcN/8nE2AAAECBAgQIECAAAECBAgQIEAg0wICwEyXx+AIECBAgAABAgQIECBAgAABAgQI9E1AANg3P2cTIECAAAECBAgQIECAAAECBAgQyLSAADDT5TE4AgQIECBAgAABAgQIECBAgAABAn0TEAD2zc/ZBAgQIECAAAECBAgQIECAAAECBDItIADMdHkMjgABAgQIECBAgAABAgQIECBAgEDfBASAffNzNgECBAgQIECAAAECBAgQIECAAIFMCwgAM10egyNAgAABAgQIECBAgAABAgQIECDQNwEBYN/8nE2AAAECBAgQIECAAAECBAgQIEAg0wICwEyXx+AIECBAgAABAgQIECBAgAABAgQI9E1AANg3P2cTIECAAAECBAgQIECAAAECBAgQyLSAADDT5TE4AgQIECBAgAABAgQIECBAgAABAn0TEAD2zc/ZBAgQIECAAAECBAgQIECAAAECBDItIADMdHkMjgABAgQIECBAgAABAgQIECBAgEDfBASAffNzNgECBAgQIECAAAECBAgQIECAAIFMCwgAM10egyNAgAABAgQIECBAgAABAgQIECDQNwEBYN/8nE2AAAECBAgQIECAAAECBAgQIEAg0wICwEyXx+AIECBAgAABAgQIECBAgAABAgQI9E1AANg3P2cTIECAAAECBAgQIECAAAECBAgQyLSAADDT5TE4AgQIECBAgAABAgQIECBAgAABAn0TEAD2zc/ZBAgQIECAAAECBAgQIECAAAECBDItIADMdHkMjgABAgQIECBAgAABAgQIECBAgEDfBASAffNzNgECBAgQIECAAAECBAgQIECAAIFMCwgAM10egyNAgAABAgQIECBAgAABAgQIECDQNwEBYN/8nE2AAAECBAgQIECAAAECBAgQIEAg0wICwEyXx+AIECBAgAABAgQIECBAgAABAgQI9E1AANg3P2cTIECAAAECBAgQIECAAAECBAgQyLRAW6ZHZ3AECBAgQIBAXQJj2zvqaq8xAQIECBAgQIAAAQL5F3AHYP5rbIYECBAgQIAAAQIECBAgQIAAAQIFFhAAFrj4pk6AAAECBAgQIECAAAECBAgQIJB/AQFg/mtshgQIECBAgAABAgQIECBAgAABAgUWEAAWuPimToAAAQIECBAgQIAAAQIECBAgkH8BAWD+a2yGBAgQIECAAAECBAgQIECAAAECBRYQABa4+KZOgAABAgQIECBAgAABAgQIECCQfwEBYP5rbIYECBAgQIAAAQIECBAgQIAAAQIFFhAAFrj4pk6AAAECBAgQIECAAAECBAgQIJB/AQFg/mtshgQIECBAgAABAgQIECBAgAABAgUWEAAWuPimToAAAQIECBAgQIAAAQIECBAgkH8BAWD+a2yGBAgQIECAAAECBAgQIECAAAECBRYQABa4+KZOgAABAgQIECBAgAABAgQIECCQfwEBYP5rbIYECBAgQIAAAQIECBAgQIAAAQIFFhAAFrj4pk6AAAECBAgQIECAAAECBAgQIJB/AQFg/mtshgQIECBAgAABAgQIECBAgAABAgUWEAAWuPimToAAAQIECBAgQIAAAQIECBAgkH8BAWD+a2yGBAgQIECAAAECBAgQIECAAAECBRYQABa4+KZOgAABAgQIECBAgAABAgQIECCQfwEBYP5rbIYECBAgQIAAAQIECBAgQIAAAQIFFhAAFrj4pk6AAAECBAgQIECAAAECBAgQIJB/AQFg/mtshgQIECBAgAABAgQIECBAgAABAgUWEAAWuPimToAAAQIECBAgQIAAAQIECBAgkH8BAWD+a2yGBAgQIECAAAECBAgQIECAAAECBRYQABa4+KZOgAABAgQIECBAgAABAgQIECCQfwEBYP5rbIYECBAgQIAAAQIECBAgQIAAAQIFFhAAFrj4pk6AAAECBAgQIECAAAECBAgQIJB/AQFg/mtshgQIECBAgAABAgQIECBAgAABAgUWEAAWuPimToAAAQIECBAgQIAAAQIECBAgkH8BAWD+a2yGBAgQIECAAAECBAgQIECAAAECBRYQABa4+KZOgAABAgQIECBAgAABAgQIECCQfwEBYP5rbIYECBAgQIAAAQIECBAgQIAAAQIFFhAAFrj4pk6AAAECBAgQIECAAAECBAgQIJB/AQFg/mtshgQIECBAgAABAgQIECBAgAABAgUWaCvw3E2dAAECBAgQ6IPA2PaO0tlzp0wsrVshQIAAAQIECBAgQCBbAu4AzFY9jIYAAQIECBAgQIAAAQIECBAgQIBAvwoIAPuVU2cECBAgQIAAAQIECBAgQIAAAQIEsiUgAOxDPY4//viwxBJLlP7+8Ic/9Njbb37zmzBp0qQwZsyYMHjw4OQzbsf9vV0WLVoUfvrTn4att946jB49OgwdOjSstdZa4bDDDguPPPJIb7sJr732WjjppJPCZz/72TBixIjkL67Hfa+//nqv+9GQAAECBAgQIECAAAECBAgQIEAguwJ+A3Axa/Pggw+Gs88+u9dnf/jhh+HQQw8N06dPrzjnhRdeCPHvuuuuCwcffHC46KKLwpJLdp3LxtBuwoQJ4d57763o5+mnnw4XX3xx+NnPfhbOP//8pK+KBlUb99xzT9h1113Dyy+/XHHkoYceCvFv2rRpyZjGjx9fcdwGAQIECBAgQIAAAQIECBAgQIBAawl0nTS11jwGdLRpmBfvxFthhRV6de0TTjihFP597nOfC1dccUWYPXt28hm34xJDtxNPPLHL/j744IPk7sE0/Nttt92SOwdjmHfeeeclY3nvvfeSOwG7u6PwueeeCzvttFMS/rW1tYXjjjsu3HbbbclfXI/7XnrppaTN888/3+V4HCBAgAABAgQIECBAgAABAgQIEMi+gDsAF6NGMWyLIdx6662XBHKnn356t7088cQT4ayzzkrabLrppknQFh/bjctmm20Wdt5557DNNtuEOXPmhDPPPDN885vfDOPGjUuOl/8n3t13xx13JLsOP/zwcMEFF5QOxzv1dthhh7DJJpuE+fPnh29/+9vhscceS8K8UqNPV2IY+eqrryZbl19+edhjjz1KTeJjxbGPvfbaK7zyyitJIDljxozScSsECBAgQIAAAQIECBAgQIAAAQKtJeAOwDrr9eyzz4bvfe97yVnxd/gGDRrUYw/nnntuiHcLxmXq1KnJb/aVnzRs2LBkf9wX251zzjnlh0vraYg4atSoJCgsHfh0JYaG3/3ud5OtJ598Mlx77bXVTZK7/mbOnJns33777SvCv7TxnnvuGeKxuFx22WWdHhNO2/kkQIAAgWwIjG3vCOlfNkZkFAQIECBAgAABAgQIZElAAFhnNY444ojw9ttvhwMOOCC5a6+n0z/66KPw61//OmkW7xjcYostap4S96+77rrJsdg+nle+xLsI4x19cYkBXQwNay0HHnhgaXetAPD6668P8RHmuBx00EGlttUraT+xbTzHQoAAAQIECBAgQIAAAQIECBAg0JoCAsA66nbVVVeFG2+8McQ78NK78Xo6/Zlnngkvvvhi0iw+5tvdkh6PLwWZO3duRdP00d+4M21X0eDTjRVXXDGss846ydasWbM6NeltP+XXqNVPp47tIECAAAECBAgQIECAAAECBAgQyKSAALCXZXnjjTfCUUcdlbQ+44wzwvLLL9+rMx999NFSu3gHYHdL+fH0br+0/eL0E1/28c4776RdJJ9pPyNHjgwxLOxqWWmllcKIESOSw9Vj6eoc+wkQIECAAAECBAgQIECAAAECBLIn4CUgvaxJfDvuyy+/HLbccsswefLkXp4VQvlbdMeMGdPteauuumrpeAzvypfF6Sc+RhzPSx8tjv2l/fQ0ltg2jueRRx4J1WOJx3pa0ut01S6+ZdhCgAABAgQIECBAgAABAgQIECDQeAEBYC+Mb7/99jBt2rTkjbrxxR9LLLFEL876pMlbb71Vajt8+PDSeq2VpZdeurQ7/s5g+dLf/fQ0lnjtdDzVYykfV1fr5WFmV23sJ0CAAAECBAgQIECAAAECBAgQaLyAR4B7MH7//ffDoYcemryU41/+5V/Chhtu2MMZlYfffffd0o6e3hg8ePDgUtuFCxeW1uNKf/fT01jiNdPxVI8lHrMQIECAAAECBAgQIECAAAECBAi0hoA7AHuo0w9/+MPw+OOPh9VWWy2cfPLJPbTufHjIkCGlnTFM7G557733SoeHDh1aWo8r1f2Ub1c0/Hijp34WLFgQehpL7DPtp3os1dertd3TY8PxEeDx48fXOtU+AgQIECBAgAABAgQIECBAgACBfhQQAHaDGYO/008/PWkxderU0iOx3ZzS6dAyyyxT2tfTo7TlL+yofkS3up/uAsCe+okBYE9jiYNO+6keS2lC3az05jcGuzndIQIECBAgQIAAAQIECBAgQIAAgX4SEAB2A3nOOeckd8qtueaaIYZmV155ZafWDz/8cGnf73//++RFIXHHTjvtlASG5UFYTy/GKL9rrvo39Kr76e4txGk/8bcKy8+L44rbf/nLX0ovA4n7ulrSfqrH0lV7+wkQIECAAAECBAgQIECAAAECBLInIADspibpI7BPP/102Geffbpp+cmhU045pdTmmWeeSQLADTbYoLQv3lHY3VJ+fP31169oWt3PxhtvXHG8fCPtJwZ36Ys80uOxn/vuuy+8+eabSVi54oorpocqPuMjuvPnz0/2VY+loqENAgQIECBAgAABAgQIECBAgACBTAt4CUiDy7PGGmuElVdeObnKrbfe2u3VbrvttuT4KqusEsaOHVvRdquttiptd9fPyy+/HJ544omk7ZZbblk6J13pbT/l16jVT9qfTwIECBAgQIAAAQIECBAgQIAAgWwLCAC7qc+MGTOSt/9+9NFHXX6WvxjklltuKbVLA7z4GO4uu+ySXCXemXf33XfXvGLcn965F9vH88qXddZZJ6R34l111VXJI8nlx9P1OOZ0mTRpUrpa+tx5553Dkkt+UvZLL720tL96Je0nto3nWAgQIECAAAECBAgQIECAAAECBFpTQAA4AHU7+uijw1JLLZVc6cgjjwwLFy6suGrcjvvj0tbWFmL7WssxxxyT7J43b1447rjjOjV56qmnSi8tGTduXKgVAMZHfvfdd9/k3Jtvvjlcc801nfq5+uqrQzwWl/322y909ZhwpxPtIECAAIEBExjb3hHSvwG7qAsRIECAAAECBAgQINCSAgLAAShbvHvv2GOPTa40Z86cEB+p/cUvfhHievyM23E9LrHd2muvnaxX/+eAAw5I2sb9F1xwQdh9992ToG727Nnh/PPPD1/84heT3+2Ld+2dd955SZhY3UfcPu2008Lo0aOTQ/G3Ddvb28Mdd9yR/MX1b3zjG8mx2ObUU09N1v2HAAECBAgQIECAAAECBAgQIECgNQW8BGSA6hZDt1deeSVccskl4YEHHgh77713pytPnjy528At3kV43XXXhQkTJoR77703/PKXv0z+yjsaPHhwEgbusMMO5bsr1uPLQW644Yaw6667Ji8COeOMM0L8K1/iXX/xWtVvES5vY50AAQIECBAgQIAAAQIECBAgQCD7Au4AHKAaxbvypk+fHjo6OpLfBIwvBhk0aFDygpD4m3833XRTmDZtWun3+boa1vLLLx/uvPPOcOGFF4b4Qo/lllsuDBkyJKy55prhkEMOSd7we/DBB3d1emn/5ptvHh566KFw4oknhg033DAMHz48+dtoo42SfQ8//HCIbSwECBAgQIAAAQIECBAgQIAAAQKtLbDExy+4+Ki1p2D0rSjw/PPPh3gnYlyee+45dxq2YhGNmQCBpgrE3/9r9DJqwZvh/qmf/G5seq3PHzkzzBs2Mt0sfc6dMrG0boUAAQIECBAgQCA7Av79nZ1aNHMk7gBspr5rEyBAgAABAgQIECBAgAABAgQIEGiwgN8AbDCw7gkQIECAQBEEqu9IdEdgEapujgQIECBAgAABAq0i4A7AVqmUcRIgQIAAAQIECBAgQIAAAQIECBBYDAEB4GKgOYUAAQIECBAgQIAAAQIECBAgQIBAqwgIAFulUsZJgAABAgQIECBAgAABAgQIECBAYDEEBICLgeYUAgQIECBAgAABAgQIECBAgAABAq0i4CUgrVIp4yRAgACBQgtUv2Sj0BgmT4AAAQIECBAgQIBAXQLuAKyLS2MCBAgQIECAAAECBAgQIECAAAECrSUgAGytehktAQIECBAgQIAAAQIECBAgQIAAgboEBIB1cWlMgAABAgQIECBAgAABAgQIECBAoLUEBICtVS+jJUCAAAECBAgQIECAAAECBAgQIFCXgACwLi6NCRAgQIAAAQIECBAgQIAAAQIECLSWgACwtepltAQIECBAgAABAgQIECBAgAABAgTqEhAA1sWlMQECBAgQIECAAAECBAgQIECAAIHWEhAAtla9jJYAAQIECBAgQIAAAQIECBAgQIBAXQICwLq4NCZAgAABAgQIECBAgAABAgQIECDQWgICwNaql9ESIECAAAECBAgQIECAAAECBAgQqEtAAFgXl8YECBAgQIAAAQIECBAgQIAAAQIEWktAANha9TJaAgQIECBAgAABAgQIECBAgAABAnUJCADr4tKYAAECBAgQIECAAAECBAgQIECAQGsJCABbq15GS4AAAQIECBAgQIAAAQIECBAgQKAuAQFgXVwaEyBAgAABAgQIECBAgAABAgQIEGgtAQFga9XLaAkQIECAAAECBAgQIECAAAECBAjUJSAArItLYwIECBAgQIAAAQIECBAgQIAAAQKtJSAAbK16GS0BAgQIECBAgAABAgQIECBAgACBugQEgHVxaUyAAAECBAgQIECAAAECBAgQIECgtQQEgK1VL6MlQIAAAQIECBAgQIAAAQIECBAgUJeAALAuLo0JECBAgAABAgQIECBAgAABAgQItJaAALC16mW0BAgQIECAAAECBAgQIECAAAECBOoSEADWxaUxAQIECBAgQIAAAQIECBAgQIAAgdYSEAC2Vr2MlgABAgQIECBAgAABAgQIECBAgEBdAgLAurg0JkCAAAECBAgQIECAAAECBAgQINBaAgLA1qqX0RIgQIAAAQIECBAgQIAAAQIECBCoS0AAWBeXxgQIECBAgAABAgQIECBAgAABAgRaS0AA2Fr1MloCBAgQIECAAAECBAgQIECAAAECdQkIAOvi0pgAAQIECBAgQIAAAQIECBAgQIBAawkIAFurXkZLgAABAgQIECBAgAABAgQIECBAoC6Btrpaa0yAAAECBAgMmMDY9o4Bu5YLESBAgAABAgQIECCQXwF3AOa3tmZGgAABAgQIECBAgAABAgQIECBAIAgAfQkIECBAgAABAgQIECBAgAABAgQI5FhAAJjj4poaAQIECBAgQIAAAQIECBAgQIAAAQGg7wABAgQIECBAgAABAgQIECBAgACBHAt4CUiOi2tqBAgQINB6Al780Xo1M2ICBAgQIECAAAECWRdwB2DWK2R8BAgQIECAAAECBAgQIECAAAECBPogIADsA55TCRAgQIAAAQIECBAgQIAAAQIECGRdwCPAWa+Q8REgQIAAgRYUKH+Uee6UiS04A0MmQIAAAQIECBAgkB8BdwDmp5ZmQoAAAQIECBAgQIAAAQIECBAgQKCTgACwE4kdBAgQIECAAAECBAgQIECAAAECBPIjIADMTy3NhAABAgQIECBAgAABAgQIECBAgEAnAb8B2InEDgIECBAg0FgBv4/XWF+9EyBAgAABAgQIECBQKeAOwEoPWwQIECBAgAABAgQIECBAgAABAgRyJSAAzFU5TYYAAQIECBAgQIAAAQIECBAgQIBApYBHgCs9bBEgQIAAgQEVKH8ceEAv7GIECBAgQIAAAQIECBRGwB2AhSm1iRIgQIAAAQIECBAgQIAAAQIECBRRQABYxKqbMwECBAgQIECAAAECBAgQIECAQGEEBICFKbWJEiBAgAABAgQIECBAgAABAgQIFFFAAFjEqpszAQIECBAgQIAAAQIECBAgQIBAYQQEgIUptYkSIECAAAECBAgQIECAAAECBAgUUUAAWMSqmzMBAgQIECBAgAABAgQIECBAgEBhBASAhSm1iRIgQIAAAQIECBAgQIAAAQIECBRRQABYxKqbMwECBAgQIECAAAECBAgQIECAQGEEBICFKbWJEiBAgAABAgQIECBAgAABAgQIFFFAAFjEqpszAQIECBAgQIAAAQIECBAgQIBAYQQEgIUptYkSIECAAAECBAgQIECAAAECBAgUUUAAWMSqmzMBAgQIECBAgAABAgQIECBAgEBhBASAhSm1iRIgQIAAAQIECBAgQIAAAQIECBRRQABYxKqbMwECBAgQIECAAAECBAgQIECAQGEEBICFKbWJEiBAgAABAgQIECBAgAABAgQIFFFAAFjEqpszAQIECBAgQIAAAQIECBAgQIBAYQQEgIUptYkSIECAAAECBAgQIECAAAECBAgUUUAAWMSqmzMBAgQIECBAgAABAgQIECBAgEBhBASAhSm1iRIgQIAAAQIECBAgQIAAAQIECBRRQABYxKqbMwECBAgQIECAAAECBAgQIECAQGEEBICFKbWJEiBAgAABAgQIECBAgAABAgQIFFFAAFjEqpszAQIECBAgQIAAAQIECBAgQIBAYQQEgIUptYkSIECAAAECBAgQIECAAAECBAgUUUAAWMSqmzMBAgQIECBAgAABAgQIECBAgEBhBASAhSm1iRIgQIAAAQIECBAgQIAAAQIECBRRQABYxKqbMwECBAgQIECAAAECBAgQIECAQGEEBICFKbWJEiBAgAABAgQIECBAgAABAgQIFFFAAFjEqpszAQIECBAgQIAAAQIECBAgQIBAYQTaCjNTEyVAgAABAgMoMLa9o+Jqc6dMrNi2QYAAAQIECBAgQIAAgYEScAfgQEm7DgECBAgQIECAAAECBAgQIECAAIEmCAgAm4DukgQIECBAgAABAgQIECBAgAABAgQGSkAAOFDSrkOAAAECBAgQIECAAAECBAgQIECgCQJ+A7AJ6C5JgAABAsUTqP5NwOIJmDEBAgQIECBAgAABAs0ScAdgs+RdlwABAgQIECBAgAABAgQIECBAgMAACAgABwDZJQgQIECAAAECBAgQIECAAAECBAg0S0AA2Cx51yVAgAABAgQIECBAgAABAgQIECAwAAICwAFAdgkCBAgQIECAAAECBAgQIECAAAECzRIQADZL3nUJECBAgAABAgQIECBAgAABAgQIDICAtwAPALJLECBAgEAxBLzptxh1NksCBAgQIECAAAECrSbgDsBWq5jxEiBAgAABAgQIECBAgAABAgQIEKhDQABYB5amBAgQIECAAAECBAgQIECAAAECBFpNQADYahUzXgIECBAgQIAAAQIECBAgQIAAAQJ1CAgA68DSlAABAgQIECBAgAABAgQIECBAgECrCQgAW61ixkuAAAECBAgQIECAAAECBAgQIECgDgEBYB1YmhIgQIAAAQIECBAgQIAAAQIECBBoNQEBYKtVzHgJECBAgAABAgQIECBAgAABAgQI1CEgAKwDS1MCBAgQIECAAAECBAgQIECAAAECrSYgAGy1ihkvAQIECBAgQIAAAQIECBAgQIAAgToEBIB1YGlKgAABAgQIECBAgAABAgQIECBAoNUEBICtVjHjJUCAAAECBAgQIECAAAECBAgQIFCHgACwDixNCRAgQIAAAQIECBAgQIAAAQIECLSagACw1SpmvAQIECBAgAABAgQIECBAgAABAgTqEBAA1oGlKQECBAgQIECAAAECBAgQIECAAIFWExAAtlrFjJcAAQIECBAgQIAAAQIECBAgQIBAHQJtdbTVlAABAgQIECBQt8DY9o7SOXOnTCytWyFAgAABAgQIECBAYGAE3AE4MM6uQoAAAQIECBAgQIAAAQIECBAgQKApAu4AbAq7ixIgQIBAqwqU380W5+COtlatpHETIECAAAECBAgQKI6AOwCLU2szJUCAAAECBAgQIECAAAECBAgQKKCAALCARTdlAgQIECBAgAABAgQIECBAgACB4ggIAItTazMlQIAAAQIECBAgQIAAAQIECBAooIAAsIBFN2UCBAgQIECAAAECBAgQIECAAIHiCAgAi1NrMyVAgAABAgQIECBAgAABAgQIECiggLcAF7DopkyAAAECnQW83beziT0ECBAgQIAAAQIECORDwB2A+aijWRAgQIAAAQIECBAgQIAAAQIECBCoKSAArMliJwECBAgQIECAAAECBAgQIECAAIF8CHgEOB91NAsCBAgQaJJA9aPDTRqGyxIgQIAAAQIECBAgQKBLAXcAdknjAAECBAgQIECAAAECBAgQIECAAIHWFxAAtn4NzYAAAQIECBAgQIAAAQIECBAgQIBAlwICwC5pHCBAgAABAgQIECBAgAABAgQIECDQ+gICwNavoRkQIECAAAECBAgQIECAAAECBAgQ6FJAANgljQMECBAgQIAAAQIECBAgQIAAAQIEWl9AANj6NTQDAgQIECBAgAABAgQIECBAgAABAl0KCAC7pHGAAAECBAgQIECAAAECBAgQIECAQOsLtLX+FMyAAAECBAg0VmBse0djL6B3AgQIECBAgAABAgQINFDAHYA94M6fPz9ceeWV4V//9V/DNttsE8aNGxdGjhwZBg0aFFZYYYXw5S9/OfzoRz8Kr7/+eg89fXL4zjvvDP/8z/8cVl999TBkyJCw4oorhu233z5cccUVvTo/bRTbb7fddsn5sZ/YX+z3rrvuSpv0+LlgwYJk7JtttlkYNWpUWHrppcN6662XzPXPf/5zj+drQIAAAQIECBAgQIAAAQIECBAgkH2BJT76eMn+MJs3wt/97ndh22237XEAyy+/fPjP//zPJMzrqvH3v//9cMopp4QPP/ywZpOJEyeGa665JgkGazb4eOfChQvD7rvvHm666aaaTZZccslw0kknhZNPPrnm8XTnk08+GSZMmBD+9Kc/pbsqPkeMGBFmzpwZdtxxx4r9/bXx/PPPh1VXXTXp7rnnngtjxozpr671Q4AAgcUSqL7Lb+6UiaV+qo+VDuR8ZdSCN8P9U/etmOXnj5wZ5g0bWbGvno1y13rO05YAAQIECBAgQGDxBPz7e/Hc8naWOwB7UdEYVO2///7h3//938OvfvWr5C67WbNmhV/84hdhjz32CEsttVR47bXXws477xz++Mc/1uzxoosuCj/4wQ+S8G+ttdYK06dPD7Nnzw7XXXdd+MpXvpKc09HREb75zW/WPD/dGY+n4V88L54f+4n9xX5juBiDxosvvjg9pdPnW2+9FWLYmIZ/hxxySPjv//7vEO9OPO2008Lw4cNDvPNxr732Cg8++GCn8+0gQIAAAQIECBAgQIAAAQIECBBoHQF3APZQqw8++CAJ+LprFkO4SZMmJU3iZwwJy5d58+aFNddcM7z55pthtdVWC/fdd1+IdwymS7xGPO+GG25Idt1yyy3Jo8Xp8fTz97//ffja176WbO60007h2muvrRhbDCE32WST8Oyzz4bPfOYz4emnnw7LLrtsenrpM94hGO9EjEt8fPnYY48tHYsrMQiMjzsvWrQo+fzDH/5Qcbw/NvwfiP5Q1AcBAv0pUH2XX/mdatXH+vO6We7LHYBZro6xESBAgAABAgR6J+Df371zynsrdwD2UOF4d19Py6677hrWXXfdpNntt9/eqfm0adOS8C8eOOOMMyrCv7gvXuPCCy8shXlnnnlm3N1pOeuss5J9bW1tFe3ThjFUjP3H5Y033gjxutXLX//613Deeeclu9dff/3k9/6q23zxi18MkydPTnbfeuut4d57761uYpsAAQIECBAgQIAAAQIECBAgQKBFBASA/VSoZZZZJunp3Xff7dRjvEMwLvF39XbbbbdOx+OO+Bt4X//615Nj8XHc+Jhu+RK34/64xHZd/WZe7D9eJy7xDsHqJd5dGO9EjMsBBxwQ4m8G1loOPPDA0u5a/ZQOWiFAgAABAgQIECBAgAABAgQIEMi0QO30J9NDzt7g/vd//7f0W3nxLbrly/vvv5/8Rl/c94UvfCF5e3D58fL1+NhtXN57770wZ86c8kPJXXixr7ik7SoafLoR3068xRZbJFvxzr14x1/5cscdd5Q2u+tn0003DcOGDUvaxt87tBAgQIAAAQIECBAgQIAAAQIECLSmgABwMeu2YMGC5CUaZ599dun38mJXRx99dEWPTzzxRIi/8ReX6nCwomHV8ccee6zi8KOPPlra7m0/8Tf80hd9pCf3tp/4mPG4ceOS06rHkvblkwABAgQIECBAgAABAgQIECBAIPsCbdkfYnZGOGPGjHDQQQd1OaD29vbwjW98o+J4/LHNdOnqsd30eHzbcLo899xz6Wry2Zd+Nthgg1JfaT9LL7108qKQ0oEaK3E8//M//xNeffXV5K7EwYMH12hVe1d6ndpHQ3jppZe6OmQ/AQIECBAgQIAAAQIECBAgQIBAPwoIAPsBc+ONNw4XX3xx2GyzzTr1Vv5bfsOHD+90vHxHDOXS5e23305Xk8/+7qenscSLVo+nngCwPMysmIgNAgQIECBAgAABAgQIECBAgACBARXwCHAd3PFtvw899FDyN3v27HDFFVeESZMmJb//t88++4Qbb7yxU2/lLwWJv8/X3VIesC1cuLCiaX/309NY4sW7G0/F4GwQIECAAAECBAgQIECAAAECBAhkVsAdgHWU5jOf+UzFY7Pxjr+99947XHbZZckbdXfZZZcwffr0UP4G3SFDhpSukL7Eo7SjaiW+/CNdhg4dmq4mn/3dT09jiRftbjwVg6uxUf0Ic3WT+Ajw+PHjq3fbJkCAAAECBAgQIECAAAECBAgQ6GcBAWA/gO63337J3X9XXXVV+Na3vhV23nnnMGrUqKTnZZZZpnSF6sd6Swc+XXnnnXdKu6of0e3vfnoaSxxId+MpDbSLlZ5+77CL0+wmQIAAAQIECBAgQIAAAQIECBDoZwGPAPcTaLz7Ly4xNPvtb39b6rU8COvpxRjld81V/4Zef/cTx/nGG2+UxllrJR3P6NGjKx4HrtXWPgIECLSiwNj2jpD+teL4jZkAAQIECBAgQIAAAQK9ERAA9kapF21iSJYuf/7zn9PVsM4664Sllloq2X788cdL+2utlB9ff/31K5qUv8m3vF1Fo0830uNtbW1h7bXXrmjS234WLVoUnnrqqeTc6rFUdGiDAAECBAgQIECAAAECBAgQIEAg0wICwH4qzwsvvFDqqfzx3fiyjfS37u66667Q3W/v3XrrrUkf8eUbm266aam/uBJ/bzB9cUfarqLBpxux/7vvvjvZiuf83d/9XUWzrbbaqrTdXT9z5swpPQK85ZZbls6xQoAAgaIIpHcGxk8LAQIECBAgQIAAAQIEWllAANhP1bv66qtLPW200Ual9bgS3x4cl/nz54df/epXyXr1f+Ljwb/73e+S3V/72tdC+W/+xZ1xO+6PS2zX1ePEsf94nbjENxRXL1/+8pfDyJEjk90/+9nPwkcffVTdJNmeMWNGaX+tfkoHrRAgQIAAAQIECBAgQIAAAQIECGRaQADYQ3liEPbuu+922+qcc84JN910U9JmjTXWCFtvvXVF+4MPPrgUurW3t4fXX3+94vgHH3wQDj/88BA/43LsscdWHE83jjnmmGQ1Pp57xBFHlNqnx1977bVw/PHHJ5vxjcXxutVLvIvw29/+drL7scceC2eddVZ1kxDvVIxvM47LNttsk9x92KmRHQQIECBAgAABAgQIECBAgAABAi0hIADsoUzf//73wyqrrBIOPfTQ8POf/zzMmjUr/PGPfwx33HFH+MlPfhLiI7Xf+c53kl5iuHbxxReXfvMv7Tq+EfiMM85INuPvA26++ebh0ksvDfEx2+uvvz5su+224YYbbkiO77PPPiHepVdr+epXvxr23nvv5FB6XvyM/cT+tthii/Dss88mx+P1ll122VrdJAFj/G3CuBx33HHhsMMOC7fcckvy6PDpp58etttuuxBDxqFDh4Zzzz23Zh92EiBAgAABAgQIECBAgAABAgQItIbAEh8/Alr7GdDWGH/DRzl27NhQ/lKPri4Y39J7ySWXJGFeV21OPvnkcMopp3T52O2ECRPCL3/5yzBkyJCuuggLFy4Mu+++e+mOw+qGSy65ZPje974XYnDZ3fLkk0+GeL0//elPNZuNGDEizJw5M+y44441j/d1Z3yEOX3TcXzbcPlbjvvat/MJECDQWwG/79e91KgFb4b7p+5b0ejzR84M84Z98lMSFQd6uTF3ysRettSMAAECBAgQIECgPwT8+7s/FFu/j7bWn0JjZ3DzzTeHjo6O5M6/GJr95S9/SR7hjXfHrbDCCmHjjTdOQrI999wzDBs2rNvB/OAHPwjbb799uOCCC8Ltt9+e9BUf1f3Hf/zHcNBBB4V4919PS7xuHM/ll18e4uPJ8W7EN954I/z93/998ujxt771rfCFL3yhp27CuHHjwgMPPJCMJf5+YZxbfIFIDOViMHjUUUeF1Vdfvcd+NCBAgAABAgQIECBAgAABAgQIEMi2gDsAs12f3I7O/4HIbWlNjEBLCbgDsPtyuQOwex9HCRAgQIAAAQKtIODf361QpcaP0W8ANt7YFQgQIECAAAECBAgQIECAAAECBAg0TUAA2DR6FyZAgAABAgQIECBAgAABAgQIECDQeAEBYOONXYEAAQIECBAgQIAAAQIECBAgQIBA0wQEgE2jd2ECBAgQIECAAAECBAgQIECAAAECjRcQADbe2BUIECBAgAABAgQIECBAgAABAgQINE1AANg0ehcmQIAAAQIECBAgQIAAAQIECBAg0HgBAWDjjV2BAAECBAgQIECAAAECBAgQIECAQNMEBIBNo3dhAgQIECBAgAABAgQIECBAgAABAo0XEAA23tgVCBAgQIAAAQIECBAgQIAAAQIECDRNQADYNHoXJkCAAAECBAgQIECAAAECBAgQINB4JIRLSAAAQABJREFUAQFg441dgQABAgQIECBAgAABAgQIECBAgEDTBASATaN3YQIECBAgQIAAAQIECBAgQIAAAQKNFxAANt7YFQgQIECAAAECBAgQIECAAAECBAg0TUAA2DR6FyZAgAABAgQIECBAgAABAgQIECDQeIG2xl/CFQgQIECAQHYExrZ3ZGcwRkKAAAECBAgQIECAAIEBEHAH4AAguwQBAgQIECBAgAABAgQIECBAgACBZgkIAJsl77oECBAgQIAAAQIECBAgQIAAAQIEBkBAADgAyC5BgAABAgQIECBAgAABAgQIECBAoFkCfgOwWfKuS4AAAQIDIuA3/waE2UUIECBAgAABAgQIEMiwgAAww8UxNAIECBBYPAGh3+K5OYsAAQIECBAgQIAAgXwKCADzWVezIkCAAAECmRSoDmfnTpmYyXEaFAECBAgQIECAAIE8CfgNwDxV01wIECBAgAABAgQIECBAgAABAgQIVAkIAKtAbBIgQIAAAQIECBAgQIAAAQIECBDIk4AAME/VNBcCBAgQIECAAAECBAgQIECAAAECVQICwCoQmwQIECBAgAABAgQIECBAgAABAgTyJCAAzFM1zYUAAQIECBAgQIAAAQIECBAgQIBAlYAAsArEJgECBAgQIECAAAECBAgQIECAAIE8CQgA81RNcyFAgAABAgQIECBAgAABAgQIECBQJSAArAKxSYAAAQIECBAgQIAAAQIECBAgQCBPAgLAPFXTXAgQIECAAAECBAgQIECAAAECBAhUCQgAq0BsEiBAgAABAgQIECBAgAABAgQIEMiTgAAwT9U0FwIECBAgQIAAAQIECBAgQIAAAQJVAgLAKhCbBAgQIECAAAECBAgQIECAAAECBPIkIADMUzXNhQABAgQIECBAgAABAgQIECBAgECVgACwCsQmAQIECBAgQIAAAQIECBAgQIAAgTwJCADzVE1zIUCAAAECBAgQIECAAAECBAgQIFAl0Fa1bZMAAQIECLSkwNj2jpYct0ETIECAAAECBAgQIECg0QLuAGy0sP4JECBAgAABAgQIECBAgAABAgQINFFAANhEfJcmQIAAAQIECBAgQIAAAQIECBAg0GgBAWCjhfVPgAABAgQIECBAgAABAgQIECBAoIkCAsAm4rs0AQIECBAgQIAAAQIECBAgQIAAgUYLCAAbLax/AgQIECBAgAABAgQIECBAgAABAk0UEAA2Ed+lCRAgQIAAAQIECBAgQIAAAQIECDRaQADYaGH9EyBAgAABAgQIECBAgAABAgQIEGiigACwifguTYAAAQIECBAgQIAAAQIECBAgQKDRAgLARgvrnwABAgQIECBAgAABAgQIECBAgEATBQSATcR3aQIECBAgQIAAAQIECBAgQIAAAQKNFhAANlpY/wQIECBAgAABAgQIECBAgAABAgSaKCAAbCK+SxMgQIAAAQIECBAgQIAAAQIECBBotIAAsNHC+idAgAABAgQIECBAgAABAgQIECDQRAEBYBPxXZoAAQIECBAgQIAAAQIECBAgQIBAowUEgI0W1j8BAgQIECBAgAABAgQIECBAgACBJgq0NfHaLk2AAAECBBZbYGx7x2Kf60QCBAgQIECAAAECBAgUScAdgEWqtrkSIECAAAECBAgQIECAAAECBAgUTkAAWLiSmzABAgQIECBAgAABAgQIECBAgECRBASARaq2uRIgQIAAAQIECBAgQIAAAQIECBROQABYuJKbMAECBAgQIECAAAECBAgQIECAQJEEBIBFqra5EiBAgAABAgQIECBAgAABAgQIFE5AAFi4kpswAQIECBAgQIAAAQIECBAgQIBAkQQEgEWqtrkSIECAAAECBAgQIECAAAECBAgUTkAAWLiSmzABAgQIECBAgAABAgQIECBAgECRBASARaq2uRIgQIAAAQIECBAgQIAAAQIECBROQABYuJKbMAECBAgQIECAAAECBAgQIECAQJEEBIBFqra5EiBAgAABAgQIECBAgAABAgQIFE5AAFi4kpswAQIECBAgQIAAAQIECBAgQIBAkQQEgEWqtrkSIECAAAECBAgQIECAAAECBAgUTqCtcDM2YQIECBBoWYGx7R0tO3YDJ0CAAAECBAgQIECAQLME3AHYLHnXJUCAAAECBAgQIECAAAECBAgQIDAAAgLAAUB2CQIECBAgQIAAAQIECBAgQIAAAQLNEhAANkvedQkQIECAAAECBAgQIECAAAECBAgMgIAAcACQXYIAAQIECBAgQIAAAQIECBAgQIBAswQEgM2Sd10CBAgQIECAAAECBAgQIECAAAECAyAgABwAZJcgQIAAAQIECBAgQIAAAQIECBAg0CwBAWCz5F2XAAECBAgQIECAAAECBAgQIECAwAAICAAHANklCBAgQIAAAQIECBAgQIAAAQIECDRLQADYLHnXJUCAAAECBAgQIECAAAECBAgQIDAAAgLAAUB2CQIECBAgQIAAAQIECBAgQIAAAQLNEhAANkvedQkQIECAAAECBAgQIECAAAECBAgMgIAAcACQXYIAAQIECBAgQIAAAQIECBAgQIBAswQEgM2Sd10CBAgQIECAAAECBAgQIECAAAECAyDQNgDXcAkCBAgQILDYAmPbOxb7XCcSIECAAAECBAgQIECAQAjuAPQtIECAAAECBAgQIECAAAECBAgQIJBjAQFgjotragQIECBAgAABAgQIECBAgAABAgQEgL4DBAgQIECAAAECBAgQIECAAAECBHIsIADMcXFNjQABAgQIECBAgAABAgQIECBAgIAA0HeAAAECBAgQIECAAAECBAgQIECAQI4FBIA5Lq6pESBAgAABAgQIECBAgAABAgQIEBAA+g4QIECAAAECBAgQIECAAAECBAgQyLGAADDHxTU1AgQIECBAgAABAgQIECBAgAABAgJA3wECBAgQIECAAAECBAgQIECAAAECORYQAOa4uKZGgAABAgQIECBAgAABAgQIECBAQADoO0CAAAECBAgQIECAAAECBAgQIEAgxwICwBwX19QIECBAgAABAgQIECBAgAABAgQICAB9BwgQIECAAAECBAgQIECAAAECBAjkWEAAmOPimhoBAgQIECBAgAABAgQIECBAgAABAaDvAAECBAgQIECAAAECBAgQIECAAIEcCwgAc1xcUyNAgAABAgQIECBAgAABAgQIECAgAPQdIECAAAECBAgQIECAAAECBAgQIJBjAQFgjotragQIECBAgAABAgQIECBAgAABAgTaEBAgQIAAgWYLjG3vKA1h7pSJpXUrBAgQIECAAAECBAgQINB3AXcA9t1QDwQIECBAgAABAgQIECBAgAABAgQyKyAAzGxpDIwAAQIECBAgQIAAAQIECBAgQIBA3wUEgH031AMBAgQIECBAgAABAgQIECBAgACBzAoIADNbGgMjQIAAAQIECBAgQIAAAQIECBAg0HcBAWDfDfVAgAABAgQIECBAgAABAgQIECBAILMCAsDMlsbACBAgQIAAAQIECBAgQIAAAQIECPRdQADYd0M9ECBAgAABAgQIECBAgAABAgQIEMisgAAws6UxMAIECBAgQIAAAQIECBAgQIAAAQJ9FxAA9t1QDwQIECBAgAABAgQIECBAgAABAgQyKyAAzGxpDIwAAQIECBAgQIAAAQIECBAgQIBA3wXa+t6FHggQIECAQP0CY9s7ap7U1f6aje1seYHyes+dMrHl52MCBAgQIECAAAECBLIo4A7ALFbFmAgQIECAAAECBAgQIECAAAECBAj0k4AAsJ8gdUOAAAECBAgQIECAAAECBAgQIEAgiwICwCxWxZgIECBAgAABAgQIECBAgAABAgQI9JOAALCfIHVDgAABAgQIECBAgAABAgQIECBAIIsCAsAsVsWYCBAgQIAAAQIECBAgQIAAAQIECPSTgACwnyB1Q4AAAQIECBAgQIAAAQIECBAgQCCLAgLALFbFmAgQIECAAAECBAgQIECAAAECBAj0k4AAsJ8gdUOAAAECBAgQIECAAAECBAgQIEAgiwICwCxWxZgIECBAgAABAgQIECBAgAABAgQI9JOAALCfIHVDgAABAgQIECBAgAABAgQIECBAIIsCAsAsVsWYCBAgQIAAAQIECBAgQIAAAQIECPSTgACwnyB1Q4AAAQIECBAgQIAAAQIECBAgQCCLAgLALFbFmAgQIECAAAECBAgQIECAAAECBAj0k4AAsJ8gdUOAAAECBAgQIECAAAECBAgQIEAgiwJtWRyUMREgQIBAPgTGtneUJjJ3ysTSuhUCBAgQIECAAAECBAgQGDgBAeDAWbsSAQIECi1QHgYWGsLkCRAgQIAAAQIECBAgMMACHgEeYHCXI0CAAAECBAgQIECAAAECBAgQIDCQAgLAXmjPmTMn/Nu//VvYbrvtwpgxY8LgwYPD8OHDwzrrrBMOOuigcMcdd/Sil781+c1vfhMmTZpU6iv2Gbfj/t4uixYtCj/96U/D1ltvHUaPHh2GDh0a1lprrXDYYYeFRx55pLfdhNdeey2cdNJJ4bOf/WwYMWJE8hfX477XX3+91/1oSIAAAQIECBAgQIAAAQIECBAgkE2BJT76eMnm0LIxqi996Uvh9ttv73Ew+++/f/iP//iPMGjQoC7bfvjhh+HQQw8N06dP77LNwQcfHC666KKw5JJdZ7MxtJswYUK49957a/YTA8rzzz8/xL66W+65556w6667hpdffrlms5VWWilcd911Yfz48TWP92Xn888/H1ZdddWki+eeey4JQ/vSn3MJEMimgMd+s1mX3o5q1II3w/1T961o/vkjZ4Z5w0ZW7OuvDb8T2V+S+iFAgAABAgQI/E3Av7//ZlHkNb8B2EP1X3zxxaTFyiuvHPbYY4/kjrvVVlstfPDBB+Guu+4KP/7xj8MLL7wQfv7zn4e//vWv4fLLL++yxxNOOKEU/n3uc58Lxx13XHLX3lNPPRV+9KMfhQceeCBMmzYtuaPvhz/8Yc1+4nXj3YJp+LfbbruFQw45JIwaNSrEQO/UU08Nr7zySnIn4CqrrBJ22GGHmv3E0G2nnXYKr776amhrawvf+c53wo477pi0vfHGG8PZZ58dXnrppaTNfffdJ6CrqWgnAQLVAgK/ahHbBAgQIECAAAECBAgQaL6AOwB7qEEMxeLdff/0T/8UllpqqU6t4914W265ZXjiiSeSY7feemuIdw1WL/H4P/zDP4T46O6mm24abrvttuSx3bTdggULwjbbbBPi48YxkHvsscfCuHHj0sOlz0suuSRMnjw52T788MPDBRdcUDoWV5588smwySabhPnz5yfnx35if9VLnNNll12W7L7qqquScLO8Tdy31157JbsOOOCAMGPGjPLDfV73fyD6TKgDApkUEABmsiyLPSh3AC42nRMJECBAgAABApkR8O/vzJSiqQPp+jnTpg4rOxePd8PtueeeNcO/OMrll18+uQswHfE111yTrlZ8nnvuuUn4F3dOnTq1IvyL+4YNG5bsj+sxJDznnHPiaqflrLPOSvbFO/7OPPPMTsdjaPjd73432R/DwGuvvbZTm/jI78yZM5P922+/fafwLx6Ic47H4hKDwq4eE04a+A8BAgQIECBAgAABAgQIECBAgEBmBQSA/VCar3zlK6Ve4uO81Uv8mcVf//rXye711lsvbLHFFtVNku24f911103WY/vqn2eMdxHGO/riEgO6GBrWWg488MDS7loB4PXXXx/i7xHGJb7EpKsl7Se2jedYCBAgQIAAAQIECBAgQIAAAQIEWk9AANgPNXvvvfdKvdR6TPiZZ54J6W8Jxsd8u1vS4/F3BefOnVvRtPxtw2m7igafbqy44orJG4rj5qxZszo16W0/5deo1U+nju0gQIAAAQIECBAgQIAAAQIECBDInIAAsB9KEn/3L13WX3/9dLX0+eijj5bW4x2A3S3lx9O7/dL2i9NPfNnHO++8k3aRfKb9jBw5MsSwsKslvgV4xIgRyeHqsXR1jv0ECBAgQIAAAQIECBAgQIAAAQLZEuj8dohsjS/zo4mPx06ZMqU0zvhobvUSf3AzXcaMGZOu1vxcddVVS/tjeFe+LE4/8THieF76aHHsL+2np7HEtnE8jzzySKgeSzzW3ZJeo6s28Q3DFgIECBAgQIAAAQIECBAgQIAAgcYLCAD7aBxf1jF79uykl9122y15A291l2+99VZp1/Dhw0vrtVaWXnrp0u633367tB5X+rufnsYSr5mOp3os8Vh3S3mQ2V07xwgQIECAAAECBAgQIECAAAECBBor4BHgPvjGR3/b29uTHlZYYYXwk5/8pGZv7777bmn/oEGDSuu1VgYPHlzavXDhwtJ6XOnvfnoaS7xmOp7qscRjFgIECBAgQIAAAQIECBAgQIAAgewLuANwMWsUH4udNGlSWLRoURgyZEi4+uqrQwwBay3xeLq8//776WrNz/IXigwdOrSiTXU/5dsVDT/e6KmfBQsWhJ7GEvtM+6keS/X1qrd7emQ4PgI8fvz46tNsEyBAgAABAgQIECBAgAABAgQI9LOAAHAxQONbfbfbbrvwf//3fyG+9ffKK68MX/rSl7rsaZlllikd6+lR2vIXdlQ/olvdT3cBYE/9xACwp7HEQaf9VI+lNKEuVnrz+4JdnGo3AQIECBAgQIAAAQIECBAgQIBAPwp4BLhOzBdffDF8/etfD/FziSWWCJdccknYZZdduu2lPAzr6eUY5XfOVf+O3uL0E8dYfl4caLrd01hi23Q81WOJxywECBAgQIAAAQIECBAgQIAAAQLZFxAA1lGj1157LWy77bbh6aefTs6aOnVq2H///XvsYYMNNii1efzxx0vrtVbKj6+//voVTRannxjcpS/ySDtL+3nzzTfDyy+/nO7u9Bkf050/f36yv3osnRrbQYAAAQIECBAgQIAAAQIECBAgkEkBAWAvyxLDsu233z48+uijyRlTpkwJRxxxRK/OXmONNcLKK6+ctI0vDuluue2225LDq6yyShg7dmxF06222qq03V0/MdR74oknkrZbbrll6Zx0pbf9lF+jVj9pfz4JECBAgAABAgQIECBAgAABAgSyKyAA7EVt4u/lTZw4Mdx///1J6xNOOCEcf/zxvTjzkybxMdz0MeF4h9/dd99d89y4P70DMLaP55Uv66yzTkjvxLvqqqtCHFetZcaMGaXd8UUl1cvOO+8cllzyk9Jfeuml1YdL22k/sW08x0KAAAECBAgQIECAAAECBAgQINB6AgLAHmoW35QbQ7RZs2YlLY866qhw6qmn9nBW58NHH3108sKQeOTII48MCxcurGgUt+P+uLS1tYXYvtZyzDHHJLvnzZsXjjvuuE5NnnrqqXD66acn+8eNG5eMvbrRiiuuGPbdd99k98033xyuueaa6ibJW43jsbjst99+IZ5jIUCAAAECBAgQIECAAAECBAgQaD0BbwHuoWb77LNP+K//+q+k1Ve/+tUwefLk8PDDD3d51qBBg0K8U696ifuOPfbYEB8dnjNnToiP1Ma7CNdaa60QQ7szzjgjPPDAA8lpsd3aa69d3UWyfcABByQvHomB5AUXXJD8ht8hhxwSll122TB79uxwyimnJL/bF+/aO++885IwsVZHp512Wvjtb38bXn311RDnGMe04447Jk1vvPHG8OMf/zhZHz169GIFnrWuaR8BAgQIECBAgAABAgQIECBAgMDACyzx0cfLwF+2da5Y/RhuTyNfffXVw9y5c2s2+/DDD0MM6+Kbg7taYsB48cUXlx7RrdUuvoxkwoQJ4d577611OAwePDicf/754eCDD655PN15zz33hF133bXLF4HEu/6uu+66sPnmm6en9NtnfANx+mbh+Kbh9M3E/XYBHREg0BSBse0dTbmuizZGYNSCN8P9Uz+5Yzy9wuePnBnmDRuZbvbr59wpE/u1P50RIECAAAECBAiE4N/fvgVRwCPAA/g9iHflTZ8+PXR0dCS/CRhfDBLvGIyf8Tf/brrppjBt2rRuw7843OWXXz7ceeed4cILLwzxhR7LLbdcGDJkSFhzzTWTgPG+++7rMfyL/cRg76GHHgonnnhi2HDDDcPw4cOTv4022ijZF+90bET4F69tIUCAAAECBAgQIECAAAECBAgQGBgBdwAOjLOrVAn4PxBVIDYJ5ETAHYA5KeSn03AHYL7qaTYECBAgQIBAMQX8+7uYda+etTsAq0VsEyBAgAABAgQIECBAgAABAgQIEMiRgAAwR8U0FQIECBAgQIAAAQIECBAgQIAAAQLVAt4CXC1imwABAv+/vTuBsqusDwD+gSEhIQHCIgEBAwkRKNCDLEKBQ9EWC2G3wPGoLBKlpSz2IDEsdauWuHAUhCIxEdBaaesCyKi09LAlLCFINUAwbOGwSgAhLAEMTN939b73ZubNzJvlvXeX3z1nmO/de9+3/P4fk3n/+e69BAYVqL/U14MbBuVyAgECBAgQIECAAAECBDoqYAVgR/k1ToAAAQIECBAgQIAAAQIECBAgQKC1AhKArfVVOwECBAgQIECAAAECBAgQIECAAIGOCkgAdpRf4wQIECBAgAABAgQIECBAgAABAgRaKyAB2FpftRMgQIAAAQIECBAgQIAAAQIECBDoqIAEYEf5NU6AAAECBAgQIECAAAECBAgQIECgtQKeAtxaX7UTIECgEAL1T/0txIAMggABAgQIECBAgAABAiUSsAKwRME2VAIECBAgQIAAAQIECBAgQIAAgfIJSACWL+ZGTIAAAQIECBAgQIAAAQIECBAgUCIBCcASBdtQCRAgQIAAAQIECBAgQIAAAQIEyifgHoDli7kREyBAYFQF3B9wVDlVRoAAAQIECBAgQIAAgVEXsAJw1ElVSIAAAQIECBAgQIAAAQIECBAgQCA7AhKA2YmFnhAgQIAAAQIECBAgQIAAAQIECBAYdQEJwFEnVSEBAgQIECBAgAABAgQIECBAgACB7AhIAGYnFnpCgAABAgQIECBAgAABAgQIECBAYNQFJABHnVSFBAgQIECAAAECBAgQIECAAAECBLIjIAGYnVjoCQECBAgQIECAAAECBAgQIECAAIFRF5AAHHVSFRIgQIAAAQIECBAgQIAAAQIECBDIjsCY7HRFTwgQIECAAIEyC0yd01Ud/oq5M6tlBQIECBAgQIAAAQIERiZgBeDI/LybAAECBAgQIECAAAECBAgQIECAQKYFJAAzHR6dI0CAAAECBAgQIECAAAECBAgQIDAyAQnAkfl5NwECBAgQIECAAAECBAgQIECAAIFMC0gAZjo8OkeAAAECBAgQIECAAAECBAgQIEBgZAISgCPz824CBAgQIECAAAECBAgQIECAAAECmRaQAMx0eHSOAAECBAgQIECAAAECBAgQIECAwMgEJABH5ufdBAgQIECAAAECBAgQIECAAAECBDItIAGY6fDoHAECBAgQIECAAAECBAgQIECAAIGRCUgAjszPuwkQIECAAAECBAgQIECAAAECBAhkWkACMNPh0TkCBAgQIECAAAECBAgQIECAAAECIxMYM7K3ezcBAgQIFFVg6pyuog7NuAgQIECAAAECBAgQIFAqASsASxVugyVAgAABAgQIECBAgAABAgQIECibgARg2SJuvAQIECBAgAABAgQIECBAgAABAqUSkAAsVbgNlgABAgQIECBAgAABAgQIECBAoGwCEoBli7jxEiBAgAABAgQIECBAgAABAgQIlEpAArBU4TZYAgQIECBAgAABAgQIECBAgACBsglIAJYt4sZLgAABAgQIECBAgAABAgQIECBQKgEJwFKF22AJECBAgAABAgQIECBAgAABAgTKJiABWLaIGy8BAgQIECBAgAABAgQIECBAgECpBCQASxVugyVAgAABAgQIECBAgAABAgQIECibgARg2SJuvAQIECBAgAABAgQIECBAgAABAqUSGFOq0RosAQIECAwoMHVO14DHHSRAgAABAgQIECBAgACB/AlYAZi/mOkxAQIECBAgQIAAAQIECBAgQIAAgaYFJACbpnIiAQIECBAgQIAAAQIECBAgQIAAgfwJSADmL2Z6TIAAAQIECBAgQIAAAQIECBAgQKBpAQnApqmcSIAAAQIECBAgQIAAAQIECBAgQCB/Ah4Ckr+Y6TEBAgRGTcBDP0aNUkUECBAgQIAAAQIECBDIrIAVgJkNjY4RIECAAAECBAgQIECAAAECBAgQGLmABODIDdVAgAABAgQIECBAgAABAgQIECBAILMCEoCZDY2OESBAgAABAgQIECBAgAABAgQIEBi5gHsAjtxQDQQIEMiVgPv+5SpcOkuAAAECBAgQIECAAIERC1gBOGJCFRAgQIAAAQIECBAgQIAAAQIECBDIroAEYHZjo2cECBAgQIAAAQIECBAgQIAAAQIERiwgAThiQhUQIECAAAECBAgQIECAAAECBAgQyK6ABGB2Y6NnBAgQIECAAAECBAgQIECAAAECBEYsIAE4YkIVECBAgAABAgQIECBAgAABAgQIEMiugARgdmOjZwQIECBAgAABAgQIECBAgAABAgRGLCABOGJCFRAgQIAAAQIECBAgQIAAAQIECBDIroAEYHZjo2cECBAgQIAAAQIECBAgQIAAAQIERiwgAThiQhUQIECAAAECBAgQIECAAAECBAgQyK6ABGB2Y6NnBAgQIECAAAECBAgQIECAAAECBEYsMGbENaiAAAECBDIvMHVOV+b7qIMECBAgQIAAAQIECBAg0BoBKwBb46pWAgQIECBAgAABAgQIECBAgAABApkQkADMRBh0ggABAgQIECBAgAABAgQIECBAgEBrBCQAW+OqVgIECBAgQIAAAQIECBAgQIAAAQKZEJAAzEQYdIIAAQIECBAgQIAAAQIECBAgQIBAawQkAFvjqlYCBAgQIECAAAECBAgQIECAAAECmRCQAMxEGHSCAAECBAgQIECAAAECBAgQIECAQGsEJABb46pWAgQIECBAgAABAgQIECBAgAABApkQkADMRBh0ggABAgQIECBAgAABAgQIECBAgEBrBCQAW+OqVgIECBAgQIAAAQIECBAgQIAAAQKZEJAAzEQYdIIAAQIECBAgQIAAAQIECBAgQIBAawQkAFvjqlYCBAgQIECAAAECBAgQIECAAAECmRCQAMxEGHSCAAECBAgQIECAAAECBAgQIECAQGsExrSmWrUSIECAQLsFps7pqja5Yu7MalmBAAECBAgQIECAAAECBMotYAVgueNv9AQIECBAgAABAgQIECBAgAABAgUXkAAseIANjwABAgQIECBAgAABAgQIECBAoNwCEoDljr/REyBAgAABAgQIECBAgAABAgQIFFxAArDgATY8AgQIECBAgAABAgQIECBAgACBcgt4CEi542/0BAjkXKD+wR85H4ruE+gh0Htue7BNDx4vCBAgQIAAAQIECAxJwArAIXE5mQABAgQIECBAgAABAgQIECBAgEC+BCQA8xUvvSVAgAABAgQIECBAgAABAgQIECAwJAEJwCFxOZkAAQIECBAgQIAAAQIECBAgQIBAvgTcAzBf8dJbAgQINCXQ+/5pTb3JSQQIECBAgAABAgQIECBQSAErAAsZVoMiQIAAAQIECBAgQIAAAQIECBAg8EcBCUAzgQABAgQIECBAgAABAgQIECBAgECBBSQACxxcQyNAgAABAgQIECBAgAABAgQIECAgAWgOECBAgAABAgQIECBAgAABAgQIECiwgARggYNraAQIECBAgAABAgQIECBAgAABAgQkAM0BAgQIECBAgAABAgQIECBAgAABAgUWkAAscHANjQABAgQIECBAgAABAgQIECBAgIAEoDlAgAABAgQIECBAgAABAgQIECBAoMACEoAFDq6hESBAgAABAgQIECBAgAABAgQIEJAANAcIECBAgAABAgQIECBAgAABAgQIFFhAArDAwTU0AgQIECBAgAABAgQIECBAgAABAmMQECBAgEB+BKbO6cpPZ/WUAAECBAgQIECAAAECBDIhYAVgJsKgEwQIECBAgAABAgQIECBAgAABAgRaIyAB2BpXtRIgQIAAAQIECBAgQIAAAQIECBDIhIBLgDMRBp0gQIBAT4H6S31XzJ3Z86BXBAgQIECAAAECBAgQIEBgCAISgEPAcioBAgQ6IVCfDOxE+9okQIAAAQIECBAgQIAAgXwLuAQ43/HTewIECBAgQIAAAQIECBAgQIAAAQIDCkgADsjjIAECBAgQIECAAAECBAgQIECAAIF8C0gA5jt+ek+AAAECBAgQIECAAAECBAgQIEBgQAEJwAF5HCRAgAABAgQIECBAgAABAgQIECCQbwEJwHzHT+8JECBAgAABAgQIECBAgAABAgQIDCggATggj4MECBAgQIAAAQIECBAgQIAAAQIE8i0gAZjv+Ok9AQIECBAgQIAAAQIECBAgQIAAgQEFJAAH5HGQAAECBAgQIECAAAECBAgQIECAQL4FJADzHT+9J0CAAAECBAgQIECAAAECBAgQIDCggATggDwOEiBAgAABAgQIECBAgAABAgQIEMi3gARgvuOn9wQIECBAgAABAgQIECBAgAABAgQGFJAAHJDHQQIECBAgQIAAAQIECBAgQIAAAQL5FhiT7+7rPQECBIohMHVOVzEGYhQECBAgQIAAAQIECBAgkDkBKwAzFxIdIkCAAAECBAgQIECAAAECBAgQIDB6AhKAo2epJgIECBAgQIAAAQIECBAgQIAAAQKZE5AAzFxIdIgAAQIECBAgQIAAAQIECBAgQIDA6AlIAI6epZoIECBAgAABAgQIECBAgAABAgQIZE5AAjBzIdEhAgQIECBAgAABAgQIECBAgAABAqMnIAE4epZqIkCAAAECBAgQIECAAAECBAgQIJA5gTGZ65EOESBAoCQCU+d0lWSkhkmAAAECBAgQIECAAAECnRSwArCT+tomQIAAAQIECBAgQIAAAQIECBAg0GIBCcAWA6ueAAECBAgQIECAAAECBAgQIECAQCcFJAA7qa9tAgQIECBAgAABAgQIECBAgAABAi0WkABsMbDqCRAgQIAAAQIECBAgQIAAAQIECHRSQAKwk/raJkCAAAECBAgQIECAAAECBAgQINBiAQnAFgOrngABAgQIECBAgAABAgQIECBAgEAnBSQAm9B/9tlnw3XXXRc++9nPhoMOOihssskmYa211kq+TjjhhCZq6HnKL37xi3DkkUeGLbfcMowbNy75Hl/H/c1ua9asCd/+9rfDfvvtFzbddNMwfvz4MG3atHDyySeH++67r9lqwnPPPZeMa5dddgnrr79+8hXLcazPP/980/U4kQABAgQIECBAgAABAgQIECBAIJsCY7LZrWz1arPNNhuVDr399tvhk5/8ZFiwYEGP+p588skQv66++uowa9ascNlll4W11+4/NxuTdgcffHC46667etTzyCOPhHnz5oUrr7wyXHzxxUldPU7o9eLOO+8MRxxxRHjmmWd6HFm6dGmIX/Pnz0/6tOeee/Y47gUBAgQIECBAgAABAgQIECBAgEB+BPrPMuVnDG3t6dZbbx0OPPDAYbV57rnnVpN/u+66a/jhD38YFi9enHyPr+MWk27nnXdev/W/9dZbyerBNPl31FFHJSsHYzLvoosuCu985zvDG2+8kawEHGhF4eOPPx4OPfTQJPk3ZsyYMHv27HDLLbckX7Ec9z399NPJOU888US//XGAAAECBAgQIECAAAECBAgQIEAg2wJWADYRn3g57B577JF8xdWAK1asCNtss00T76ydsnz58vD1r3892bH77rsnibZ42W7cYt2HHXZY2H///cOSJUvC1772tfDxj388TJ8+PTle/5+4um/hwoXJrlNOOSVccskl1cNxpV68RHm33XYLq1atCqeffnpYtmxZksyrnvSnQkxGrly5Mnn17//+7+Hoo4+unhIvK451HHvssSFe/hwTkldccUX1uAIBAgQIECBAgAABAgQIECBAgEB+BKwAbCJWX/jCF8IhhxwSRnIp8De/+c0Q79sXt29961vJPfvqm54wYUKyP+6L533jG9+oP1wtp0nEjTbaKEkUVg/8qRCThmeffXby6qGHHgo//elPe5+SrPr7wQ9+kOz/4Ac/2CP5l558zDHHhHgsbt///vf7XCacnuc7AQIECBAgQIAAAQIECBAgQIBAtgUkANsQn+7u7nDNNdckLW2//fZhr732athq3P+e97wnORbPj++r3+IqwriiL24xQReTho22+geTNEoAXnvttSHejzBuJ554YqMqkn1pPfHc+B4bAQIECBAgQIAAAQIECBAgQIBA/gQkANsQs0cffTQ89dRTSUvxMt+BtvR4fChIvNS4fksv/Y370vPqj6flKVOmhBkzZiQvFy1alO6ufm+2nvo2GtVTrVCBAAECBAgQIECAAAECBAgQIEAgswISgG0Izf33319tJa4AHGirP56u9kvPH0498WEfr776alpF8j2tZ4MNNggxWdjftvnmm4f1118/Ody7L/29x34CBAgQINAKgalzukL61Yr61UmAAAECBAgQIECgyAIeAtKG6NY/RXfLLbccsMWtttqqejwm7+q34dQTLyOO70svLY71pfUM1pd4buzPfffdF3r3JR4baEvb6O+c+IRhG4EyCsQEho0AAQIECBAgQIAAAQIECLRTQAKwDdovv/xytZWJEydWy40K6623XnX3K6+8Ui3HwmjXM1hfYptpf3r3JR4baKtPZA50nmMECBAgQIAAAQIECBAgQIAAAQKtFXAJcGt9k9pff/31aitjx46tlhsVxo0bV929evXqajkWRruewfoS20z707sv8ZiNAAECBAgQIECAAAECBAgQIEAg+wJWALYhRuuuu261lTfffLNablR44403qrvHjx9fLcdC73rqX/c4sfJisHpee+21MFhfYp1pPb370ru93q8Hu2Q4XgK855579n6b1wQIECBAgAABAgQIECBAgAABAqMsIAE4yqCNqps0aVJ192CX0tY/sKP3Jbq96xkoAThYPTEBOFhfYqfTenr3pTqgfgrN3F+wn7faTYAAAQIECBAgQIAAAQIECBAgMIoCLgEeRcz+qqpPhg32cIz6lXO976M3nHrWWmutUP++2Mf09WB9ieem/endl3jMRoAAAQIECBAgQIAAAQIECBAgkH0BCcA2xGjHHXestvLAAw9Uy40K9cd32GGHHqcMp56YuEsf5JFWltbz0ksvhWeeeSbd3ed7vEx31apVyf7efelzsh0ECBAgQIAAAQIECBAgQIAAAQKZFJAAbENYttlmm7DFFlskLd18880DtnjLLbckx9/1rneFqVOn9jh33333rb4eqJ6Y1Fu+fHly7j777FN9T1potp76NhrVk9bnOwECBAgQIECAAAECBAgQIECAQHYFJADbEJt4Ge7hhx+etBRX+N1xxx0NW4370xWA8fz4vvptxowZIV2J95//+Z8h3sev0XbFFVdUdx955JHVclo47LDDwtpr/zH0l19+ebq7z/e0nnhufI+NAAECBAgQIECAAAECBAgQIEAgfwISgG2K2ac+9anwjne8I2nttNNOC6tXr+7Rcnwd98dtzJgxIZ7faPv0pz+d7H7hhRfC7Nmz+5zy8MMPh/PPPz/ZP3369NAoAThlypTwkY98JDnn+uuvDz/60Y/61PNf//VfIR6L28c+9rEQ32MjQIAAAQIECBAgQIAAAQIECBDIn4CnADcRs4ULF4aHHnqoeuZzzz1XLcf96Uq5dOcJJ5yQFqvf4+q9s846K8ydOzcsWbIkxEtqP/OZz4Rp06aFmLT7yle+Eu65557k/HjedtttV31vfeH4448P3/3ud8OiRYvCJZdcktzD7xOf+ESYPHlyWLx4cfjnf/7n5L59cdXeRRddlCQT69+flr/85S+HX/7yl2HlypXhwx/+cNKnQw45JDl83XXXhQsuuCApb7rppuFLX/pS+jbfCRAgQIAAAQIECBAgQIAAAQIEciawVndly1mf297dmNC78sorm263P9K33347xGRdTOD1t5100klh3rx51Ut0G50XE5AHH3xwuOuuuxodDuPGjQsXX3xxmDVrVsPj6c4777wzHHHEEf0+CCSu+rv66qvD+973vvQto/Y9PoE4fbJwfNJw+mTiUWtARQQyKjB1TldGe6ZbBPoKbPTaS+FX3/rjivH06HtP+0F4YcIG6cuOfF8xd2ZH2tUoAQIECBAgQCCPAj5/5zFqo99nlwCPvmm/NcZVeQsWLAhdXV3JPQHjg0HGjh2bPCAk3vPv5z//eZg/f/6Ayb9Y+SabbBJuu+228K//+q8hPtBj4403Duuuu27YdtttkwTj3XffPWjyL9YTE3tLly4N5513Xthpp53CxIkTk6+dd9452Xfvvfe2JPkX27YRIECAAAECBAgQIECAAAECBAi0R8AKwPY4a6WXgL9A9ALxsjQCVgCWJtSFGKgVgIUIo0EQIECAAAECJRfw+bvkE+BPw7cC0DwgQIAAAQIECBAgQIAAAQIECBAgUGABDwEpcHANjQCBzghY5dcZd60SIECAAAECBAgQIECAQGMBKwAbu9hLgAABAgQIECBAgAABAgQIECBAoBACEoCFCKNBECBAgAABAgQIECBAgAABAgQIEGgsIAHY2MVeAgQIECBAgAABAgQIECBAgAABAoUQkAAsRBgNggABAgQIECBAgAABAgQIECBAgEBjAQnAxi72EiBAgAABAgQIECBAgAABAgQIECiEgARgIcJoEAQIECBAgAABAgQIECBAgAABAgQaC0gANnaxlwABAgQIECBAgAABAgQIECBAgEAhBCQACxFGgyBAgAABAgQIECBAgAABAgQIECDQWEACsLGLvQQIECBAgAABAgQIECBAgAABAgQKISABWIgwGgQBAgQIECBAgAABAgQIECBAgACBxgISgI1d7CVAgAABAgQIECBAgAABAgQIECBQCAEJwEKE0SAIECBAgAABAgQIECBAgAABAgQINBaQAGzsYi8BAgQIECBAgAABAgQIECBAgACBQgiMKcQoDIIAAQIdFpg6p6vDPdA8AQIECBAgQIAAAQIECBBoLGAFYGMXewkQIECAAAECBAgQIECAAAECBAgUQkACsBBhNAgCBAgQIECAAAECBAgQIECAAAECjQUkABu72EuAAAECBAgQIECAAAECBAgQIECgEAISgIUIo0EQIECAAAECBAgQIECAAAECBAgQaCwgAdjYxV4CBAgQIECAAAECBAgQIECAAAEChRCQACxEGA2CAAECBAgQIECAAAECBAgQIECAQGMBCcDGLvYSIECAAAECBAgQIECAAAECBAgQKISABGAhwmgQBAgQIECAAAECBAgQIECAAAECBBoLSAA2drGXAAECBAgQIECAAAECBAgQIECAQCEEJAALEUaDIECAAAECBAgQIECAAAECBAgQINBYQAKwsYu9BAgQIECAAAECBAgQIECAAAECBAohMKYQozAIAgQIDCIwdU5XjzNWzJ3Z47UXBAgQIECAAAECBAgQIECgqAJWABY1ssZFgAABAgQIECBAgAABAgQIECBAoCIgAWgaECBAgAABAgQIECBAgAABAgQIECiwgARggYNraAQIECBAgAABAgQIECBAgAABAgTcA9AcIECAwDAEet9TcBhVeAsBAgQIECBAgAABAgQIEGiLgBWAbWHWCAECBAgQIECAAAECBAgQIECAAIHOCFgB2Bl3rRIg0AYBq/TagKwJAgQIECBAgAABAgQIEMi8gBWAmQ+RDhIgQIAAAQIECBAgQIAAAQIECBAYvoAVgMO3804CBEomYEVhyQJuuAQIECBAgAABAgQIECiIgARgQQJpGAQIECBAoCwC9cn4FXNnlmXYxkmAAAECBAgQIEBg2AISgMOm80YCBPIs0F8CoX5/HJ/kQp6jrO8ECBAgQIAAAQIECBAgEAXcA9A8IECAAAECBAgQIECAAAECBAgQIFBgAQnAAgfX0AgQIECAAAECBAgQIECAAAECBAi4BNgcIECg9AK9L/stPQgAAgQIECBAgAABAgQIECiUgBWAhQqnwRAgQIAAAQIECBAgQIAAAQIECBDoKWAFYE8PrwgQINBDwOrAHhxeECBAgAABAgQIECBAgEAOBawAzGHQdJkAAQIECBAgQIAAAQIECBAgQIBAswISgM1KOY8AAQIECBAgQIAAAQIECBAgQIBADgUkAHMYNF0mQIAAAQIECBAgQIAAAQIECBAg0KyABGCzUs4jQIAAAQIECBAgQIAAAQIECBAgkEMBCcAcBk2XCRAgQIAAAQIECBAgQIAAAQIECDQrIAHYrJTzCBAgQIAAAQIECBAgQIAAAQIECORQQAIwh0HTZQIECBAgQIAAAQIECBAgQIAAAQLNCkgANivlPAIECBAgQIAAAQIECBAgQIAAAQI5FJAAzGHQdJkAAQIECBAgQIAAAQIECBAgQIBAswISgM1KOY8AAQIECBAgQIAAAQIECBAgQIBADgXG5LDPukyAAIGqwNQ5XdVyLKyYO7PHay8IECBAgAABAgQIECBAgEDZBawALPsMMH4CBAgQIECAAAECBAgQIECAAIFCC0gAFjq8BkeAAAECBAgQIECAAAECBAgQIFB2AQnAss8A4ydAgAABAgQIECBAgAABAgQIECi0gHsAFjq8BkegfAK97wlYPgEjJkCAAAECBAgQIECAAAECPQWsAOzp4RUBAgQIECBAgAABAgQIECBAgACBQglIABYqnAZDgAABAgQIECBAgAABAgQIECBAoKeABGBPD68IECBAgAABAgQIECBAgAABAgQIFEpAArBQ4TQYAgQIECBAgAABAgQIECBAgAABAj0FJAB7enhFgAABAgQIECBAgAABAgQIECBAoFACngJcqHAaDIHiCni6b3Fja2QECBAgQIAAAQIECBAg0FoBKwBb66t2AgQIECBAgAABAgQIECBAgAABAh0VkADsKL/GCRAgQIAAAQIECBAgQIAAAQIECLRWQAKwtb5qJ0CAAAECBAgQIECAAAECBAgQINBRAQnAjvJrnAABAgQIECBAgAABAgQIECBAgEBrBSQAW+urdgIECBAgQIAAAQIECBAgQIAAAQIdFfAU4I7ya5wAAQIECBAYiUDvJ4SvmDtzJNV5LwECBAgQIECAAIFCClgBWMiwGhQBAgQIECBAgAABAgQIECBAgACBPwpIAJoJBAgQIECAAAECBAgQIECAAAECBAosIAFY4OAaGgECBAgQIECAAAECBAgQIECAAAH3ADQHCBDIpEDv+3plspM6RYAAAQIECBAgQIAAAQIEciBgBWAOgqSLBAgQIECAAAECBAgQIECAAAECBIYrIAE4XDnvI0CAAAECBAgQIECAAAECBAgQIJADAQnAHARJFwkQIECAAAECBAgQIECAAAECBAgMV0ACcLhy3keAAAECBAgQIECAAAECBAgQIEAgBwISgDkIki4SIECAAAECBAgQIECAAAECBAgQGK6ApwAPV877CBAYdQFP/h11UhUSIECAAAECBAgQIECAAIEgAWgSECDQUQFJv47ya5wAAQIECBAgQIAAAQIESiDgEuASBNkQCRAgQIAAAQIECBAgQIAAAQIEyisgAVje2Bs5AQIECBAgQIAAAQIECBAgQIBACQQkAEsQZEMkQIAAAQIECBAgQIAAAQIECBAor4AEYHljb+QECBAgQIAAAQIECBAgQIAAAQIlEJAALEGQDZEAAQIECBAgQIAAAQIECBAgQKC8AhKA5Y29kRMgQIAAAQIECBAgQIAAAQIECJRAQAKwBEE2RAIECBAgQIAAAQIECBAgQIAAgfIKSACWN/ZGToAAAQIECBAgQIAAAQIECBAgUAIBCcASBNkQCRAgQIAAAQIECBAgQIAAAQIEyisgAVje2Bs5AQIECBAgQIAAAQIECBAgQIBACQQkAEsQZEMkQIAAAQIECBAgQIAAAQIECBAor4AEYHljb+QECBAgQIAAAQIECBAgQIAAAQIlEBhTgjEaIgECBAgQIFASgalzuqojXTF3ZrWsQIAAAQIECBAgQKDMAlYAljn6xk6AAAECBAgQIECAAAECBAgQIFB4AQnAwofYAAkQIECAAAECBAgQIECAAAECBMos4BLgMkff2Al0QKD+8rwONK9JAgQIECBAgAABAgQIECBQOgErAEsXcgMmQIAAAQIECBAgQIAAAQIECBAok4AEYJmibawECBAgQIAAAQIECBAgQIAAAQKlE5AALF3IDZgAAQIECBAgQIAAAQIECBAgQKBMAu4BWKZoGyuBFgr0vrffirkzW9iaqgkQIECAAAECBAgQIECAAIFmBawAbFbKeQQIECBAgAABAgQIECBAgAABAgRyKGAFYA6DpssE8iBQvyLQasA8REwfCRAgQIAAAQIECBAgQKCoAhKARY2scRHIkEB9MjBD3dIVAgQIECBAgAABAgQIECBQCgEJwFKE2SAJECBAgED5BOr/+GAlcvnib8QECBAgQIAAAQI1AfcArFkoESBAgAABAgQIECBAgAABAgQIECicgARg4UJqQAQIECBAgAABAgQIECBAgAABAgRqAhKANQslAgQIECBAgAABAgQIECBAgAABAoUTkAAsXEgNiAABAgQIECBAgAABAgQIECBAgEBNQAKwZqFEgAABAgQIECBAgAABAgQIECBAoHACEoCFC6kBESBAgAABAgQIECBAgAABAgQIEKgJjKkVlQgQIPBHgalzuqoUK+bOrJYVCBAgQIAAAQIECBAgQIAAgfwJSADmL2Z6TKCjAvXJwY52ROMECBAgQIAAAQIECBAgQIBAUwISgE0xOYlAeQUk/MobeyMnQIAAAQIECBAgQIAAgWIIuAdgMeJoFAQIECBAgAABAgQIECBAgAABAgQaCkgANmSxkwABAgQIECBAgAABAgQIECBAgEAxBCQAixFHoyBAgAABAgQIECBAgAABAgQIECDQUMA9ABuy2EmgmAL19/Pr/XTf+mPFHL1RESBAgAABAgQIECBAgACBcgpYAVjOuBs1AQIECBAgQIAAAQIECBAgQIBASQQkAEsSaMMkQIAAAQIECBAgQIAAAQIECBAop4AEYDnjbtQECBAgQIAAAQIECBAgQIAAAQIlEZAALEmgDZMAAQIECBAgQIAAAQIECBAgQKCcAhKA5Yy7URMgQIAAAQIECBAgQIAAAQIECJREQAKwJIE2TAIECBAgQIAAAQIECBAgQIAAgXIKjCnnsI2aAIGpc7ogECBAoDQCvX/mrZg7szRjN1ACBAgQIECAAAECVgCaAwQIECBAgAABAgQIECBAgAABAgQKLGAFYIGDa2gEokDvVS9UCBAgQIAAAQIECBAgQIAAgXIJSACWK94NR/vYY4+Fiy66KHR1dYXHH388jBs3LkybNi0cc8wx4R/+4R/ChAkTGr7PzuwISPJlJxZ6QoAAAQIECBAgQIAAAQIEsiYgAZi1iLS5Pz/72c/CRz/60bBq1apqy6+99lpYsmRJ8jV//vwkMTh9+vTqcYXOC0j4dT4GekCAQL4F6n+Ouh9gvmOp9wQIECBAgAABAoMLSAAOblTYM+65555w7LHHhtWrV4eJEyeGs88+OxxwwAHJ66uuuip85zvfCcuXLw8zZ85MkoGTJk0qrEUeBlb/YTUP/dVHAgQIECBAgAABAgQIECBAIBsCEoDZiENHenHGGWckyb4xY8aE//7v/w577713tR/vf//7w3bbbRdmz56dJAEvuOCC8PnPf756XIEAAQIECBAgQIAAAQIECBAgQCAfAhKA+YjTqPdy8eLF4dZbb03qPemkk3ok/0th6Q4AAB+ZSURBVNLGzjzzzHD55ZeHZcuWhQsvvDCce+65YZ111kkP+z5KAvUr+1yGNkqoqiFAgMAQBOp/Dse3+Vk8BDynEiBAgAABAgQI5EJg7Vz0UidHXeDqq6+u1nniiSdWy/WFtddeOxx33HHJrhdffDHceOON9YeVWyAQP4TWf7WgCVUSIECAAAECBAgQIECAAAECJROwArBkAU+Hu3DhwqS43nrrhd122y3d3ef7/vvvX923aNGicOCBB1ZfK7ReoPeqlNa3qAUCBAgQIECAAAECBAgQIECgaAISgEWLaJPjiZf1xi0+3TfeA7C/bfvtt68eSt9T3aEwbAGJvWHTeSMBAgQIECBAgAABAgQIECAwRIH+Mz9DrMjp+RF4/fXXw3PPPZd0eMsttxyw45MnTw5xleCrr74aHn/88QHPrT/4xBNP1L/sU66v6+mnn+5zvOg71qz6o3/Rx2l8BAjkW+DN11eF3j/N33zl+bBmzR/yPbBBer/lKVdWz7jjnA9UywoECBAgQIAAgTwK1H/mXrNmTR6HoM+jICABOAqIeavi5ZdfrnZ54sSJ1XJ/hTQB+Morr/R3Sp/9W221VZ99/e3Yc889+ztkPwECBAh0UODJStt9fppffnoHe9T+pre6tP1tapEAAQIECBAg0CqBlStXhqlTp7aqevVmWMBDQDIcnFZ1La4ATLexY8emxX6/jxs3Ljm2evXqfs9xgAABAgQIECBAgAABAgQIECBAIJsCVgBmMy4t7dW6665brf/NN9+slvsrvPHGG8mh8ePH93dKn/31l/j2OVjZEZOQDzzwQNhss83CpptuOuB9CBu9v5374nLpdJXi4sWLw+abb97O5rVVEAHzqCCB7PAwzKMOB6AgzZtHBQlkh4dhHnU4AAVp3jwqSCA7PAzzaPAAxMt+48q/uO28886Dv8EZhRSQACxkWAce1KRJk6onNHNZb7z/X9yauVw4rXiwewvG8+IDSPK2xeRfM2PL27j0t70C5lF7vYvamnlU1Mi2d1zmUXu9i9qaeVTUyLZ3XOZRe72L2pp51H9kXfbbv01ZjrgEuCyRrhtnXAG48cYbJ3sGe1jH73//++QBIPHkodzXr645RQIECBAgQIAAAQIECBAgQIAAgQ4KSAB2EL+TTe+4445J8w899FDlaY79PwUoXqabbjvssENa9J0AAQIECBAgQIAAAQIECBAgQCAnAhKAOQnUaHdz3333TaqMl/fefffd/VZ/8803V4/ts88+1bICAQIECBAgQIAAAQIECBAgQIBAPgQkAPMRp1Hv5RFHHFGt8/LLL6+W6wtvv/12+N73vpfs2nDDDcMBBxxQf1iZAAECBAgQIECAAAECBAgQIEAgBwISgDkIUiu6GJ9qu99++yVVL1iwINx+++19mrngggvCsmXLkv1nnHFGWGeddfqcYwcBAgQIECBAgAABAgQIECBAgEC2BTwFONvxaWnvLrzwwhAv6129enU48MADwznnnJOs8ouvr7rqqjBv3ryk/RkzZoQzzzyzpX1ROQECBAgQIECAAAECBAgQIECAQGsEJABb45qLWnfdddfwH//xH+GjH/1oWLVqVZIA7N3xmPzr6uoKkyZN6n3IawIECBAgQIAAAQIECBAgQIAAgRwIrNVd2XLQT11socBjjz0W4mrAmOh74oknwtixY8P06dPD0UcfHU499dQwYcKEFrauagIECBAgQIAAAQIECBAgQIAAgVYKSAC2UlfdBAgQIECAAAECBAgQIECAAAECBDos4CEgHQ6A5gkQIECAAAECBAgQIECAAAECBAi0UkACsJW66iZAgAABAgQIECBAgAABAgQIECDQYQEJwA4HQPMECBAgQIAAAQIECBAgQIAAAQIEWikgAdhKXXUTIECAAAECBAgQIECAAAECBAgQ6LCABGCHA6B5AgQIECBAgAABAgQIECBAgAABAq0UkABspa66CRAgQIAAAQIECBAgQIAAAQIECHRYQAKwwwHQPAECBAgQIECAAAECBAgQIECAAIFWCkgAtlJX3QQIECBAgAABAgQIECBAgAABAgQ6LCAB2OEAaJ4AAQIECBAgQIAAAQIECBAgQIBAKwUkAFupq+7MCDz22GPhzDPPDNtvv31Yb731wkYbbRT22GOP8LWvfS289tpro9bPX/ziF+HII48MW265ZRg3blzyPb6O+235F2jlPHr77bfD/fffH6644opwyimnJPMzzqG11lor+brpppvyD2gEiUAr51H8efaTn/wk/P3f/30yhyZPnhzWWWedsPHGG4e99947fP7znw/PPPOMSBRAoJXzaNmyZeHiiy8Oxx9/fHjve9+b/Fu27rrrJv9+brvttuHYY48N11xzTeju7i6AZLmH0Mp51J9s/DkV51H679vUqVP7O9X+nAi0ch7F34vSuTLY93iuLb8CrZxHvVVuuOGGcMIJJ4Tp06cn/7ZtsMEGYcaMGeFv//Zvw6WXXhpeeeWV3m/xmkAxBCq/vNkIFFrg2muv7V5//fXjp5SGX5Uf9t0PPvjgiAzeeuut7pNOOqlh/Wm7s2bN6o7n2fIp0Op5VPmldcD5c+ONN+YTTq97CLRyHv3617/unjhx4oDzKP48ij8Pr7rqqh798iJfAq2cR1HiIx/5yKDzKM6l/fffv/u5557LF57eVgVaPY+qDfUqVP4g22N+vfvd7+51hpd5Emj1PLr88st7zJf09+pG3+O5tnwKtHoepSovvPBC9+GHHz7onLrnnnvSt/hOoFACYyo/PG0ECitQ+eGdrFRYvXp1qHwwDmeffXY44IADQnxd+QAcvvOd74Tly5eHmTNnhiVLloRJkyYNy+Lcc88NCxYsSN676667htmzZ4dp06aFhx9+OHz1q18NsR/z588Pm266afiXf/mXYbXhTZ0TaMc8qvzLUh1gXLG18847hz/84Q9h6dKl1f0K+RZo9TxatWpV9S/W++yzTzjkkEPC7rvvnqz+W7lyZbIyMP7Mi+dVEjyhkggMBx10UL5RS9j7Vs+jSDpmzJjwvve9L8R5FH8WTZkyJfn36/e//3144IEHwmWXXRbuvffecPPNN4dDDz00LFy4MKy9totK8jQd2zGPGnnEdr/5zW+GuKI0/lv38ssvNzrNvpwItHseXX/99WGLLbboVydegWPLn0C75tFLL70U/vqv/zrcfffdCVK8Siuu+Iuf2d7xjneExx9/PPl37cc//nH+EPWYQLMChUpnGgyBXgL77bdf8heeyoeZ7ttuu63X0e7uSnKu+hegz33uc32ON7Pjt7/9bXesv/L/XHflw3Z35dKWHm979dVXk/3xeDxvpKsNe1TuRVsE2jGP7rzzzu6LLrqo+/bbb++uJKiTccU5GedN/LICsC2hbmkjrZ5HixYt6j7mmGO677vvvn7HcfXVV3dXLqFK5lTlF97uyqXn/Z7rQDYFWj2P4qgrf3wYcPBr1qzpPuqoo6o/nyqXAw94voPZE2jHPOo96jhvdtttt2TefPGLX+yOK//iv29WAPaWys/rdsyj+hWAjz76aH5w9LRpgXbMo9iZj33sY8nPnMotdroH+ncr/m402L+DTQ/OiQQyJhDv32IjUEiBmFBJkycnn3xywzHGS3J32GGH5LwNN9yw+80332x43kA7K/faqrYTkzeNtrg/7Uvl/m6NTrEvowLtmkeNhi8B2Egln/s6OY96i33oQx+q/jyq/BW892GvMyyQpXlU/+/apz/96Qyr6VpvgU7NowsuuCD52fOe97yn+4033pAA7B2YnL1u1zySAMzZxBhid9s1j2699dbq7z6Ve8APsZdOJ1AcAddrVLIytmIKVFa6VAd24oknVsv1hXjJ0nHHHZfsevHFF0NllVX94UHLlR8FyY3Q44nxASN77bVXw/fE/ZVfeJNjbpzekCizO9sxjzI7eB0bNYEszaN4G4R0i7cpsOVHIEvzqP6WGa+//np+EPU0dGIexZv7f/azn030v/3tb4exY8eKRM4FOjGPck6m+w0E2jWP4oOt4hYf9nHqqac26IldBMohIAFYjjiXcpTxnkRxi0/9rVxy0q9B5Sbm1WOVS+iq5WYKlUsRwlNPPZWcWl9Po/emx5988smwYsWKRqfYl0GBdsyjDA5bl0ZZIEvzqLLypjq6eM8bW34EsjSP4n100y3+AcyWH4FOzKP4dPvKLVFC5RK88Jd/+Zf5wdLTfgU6MY/67YwDuRVoxzyqXOFVXbAR7wEY70Eat8qVYMl9/+LnMn/Iyu0U0vEhCkgADhHM6fkRWLZsWdLZ+Hj3eEPz/rb6Dy7pe/o7t/f++++/v7qrvp7qzrpC/fGhtlNXjWKbBdJYtXIetXlImuuAQJbmUXxwQ7pVboGQFn3PgUCn51Hlib+hculvqDz1Pnz5y19OxDbZZJPkoTI54NPFPwm0ex7FZPHPf/7zMHny5FC5DFgcCiLQ7nkU2eIVPfEhIHEFafzZE6+wOe+880L847otnwLtmEe//vWvqwm++GCr+DC0T33qU8kc2nrrrcM222yTrAyMycGbbropn5B6TaBJAQnAJqGcli+B+Fec+EElboM9ESz+QhpXCcYtPv1pKNsTTzxRPX2wdrbaaqvquUNtp/pGhbYKtGsetXVQGmu7QJbmUfwluKurKzGIvwRLALZ9Ogy7wU7No7haq/LgmOQrPsn+L/7iL8J3v/vdeA/p5MPTT3/601C5h+6wx+WN7RVo9zyKT46OH7TjNnfu3ORp0u0dsdZaIdDueZSOISZnnn766VB5QEN4/vnnQ+X+cckfI+IfaePTyW35EmjXPKpfsFF5wEeoPLQxXHjhhSHe/ind4irBG264Ibz//e8PX/nKV9LdvhMonIAEYOFCakBR4OWXX65CTJw4sVrur5AmAF955ZX+Tmm4fyjtpG3EiobaTsPG7Wy5wFDiGzuTxlh8Wx6aXDWQlXkUL/2dNWtWcslLBExXcOUKs8Sdzco8SkNw+umnh7hyY9999013+Z4DgXbPo7POOiv87ne/C3vvvXf4xCc+kQMhXWxGoN3zaNtttw2Vhw2FH//4x2Hx4sXJV1xZevTRRyd/nIiJpL/7u78L8+bNa6b7zsmIQLvm0QsvvFAdcUzuPfjgg+Fv/uZvknkU586zzz4bLr300mQVYPzj1pw5c6qXDFffqECgIAL9XxdZkAEaRjkF4g/zdGvmRtOVx8Enp69evTp9W1Pfh9JO2kaseKjtNNUZJ426wFDiGxtPYyy+ox6KXFeYlXkUb3q9ZMmSxPL4448Phx56aK5dy9b5Ts2jyhM4k3u3xQ9FcbVEnEPxg1K8ofojjzwS5s+fHzbbbLOyhSO3423nPLrllluS1aLxNizxwR9xJamtGALtnEdHHnlkiP9m9Z4/e+yxRzj22GPDddddF4466qhkVeA//uM/hsMOOyxMmTKlGNAFH0W75lG8/2i6xTbjpb5x3qT3QY6r22MCeaeddgrxnu1xleDZZ5+dzKXe8y6tx3cCeRWwAjCvkdPvAQXSm7vGk+KS7sG29Kb448ePH+zUHseH0k7aRqxgqO30aNSLtgkMJb6xU2mMxbdtIcpFQ1mYR+eff36SqIlg8UPTJZdckgs7nawJdGoexXsjxQ9F8ZLx/fbbL8QP2L/5zW/CwQcfnHyAivOp/nYYtR4rZVGgXfMo/nv4yU9+MrlU/Iwzzgi77LJLFjn0aZgC7ZpHsXvxqa0DJWEOOeSQ6hOmX3vttbBgwYJhjsrb2i3QrnlU304cY1wFmCb/6sccV7THZHLc4gr3pUuX1h9WJlAIAQnAQoTRIHoLTJo0qbqrmcsx078MNXO5cLXiSmEo7aRtxPcPtZ36NpXbJzCU+MZepTEW3/bFKA8tdXoexfsinXPOOQlVfBhRvBl/erl6Hvz08Y8CnZ5H9XGIH6biysAJEyYk986dPXt2/WHlDAu0ax7FWwz89re/DfH+x1/4whcyLKJrwxFo1zxqtm8x2ZwmCesfdNXs+53XGYF2zaP6duJqv1133bXfAX/wgx+sHrvrrruqZQUCRRFwCXBRImkcPQTih5ONN944uUHwYCsT4g2q08RN/YM6elTYz4v6B38M1k79gz+G2k4/zdvdYoF2zaMWD0P1HRbo5Dz64Q9/GE455ZRE4N3vfnf4n//5n+TBDR0m0fwwBDo5jxp1Nz6Bc5999knm1DXXXJNcfrfOOus0OtW+DAm0ax6lN9H/q7/6q/Czn/2soUD6u1f8Hu/nFrd3vvOdyU34G77BzswItGseNTvgOG/i7/3xAYCeCNysWufPa9c8qv/cVf/ZrZFA/bkrV65sdIp9BHItIAGY6/Dp/EACO+64Y7j11lvDQw89FNasWRPiPWgabQ888EB191CfiBnbSLf6etJ99d/rjw+1nfp6lNsr0I551N4Raa0TAp2YR9dee2047rjjknvZbL755uF///d/B30qeidstNm8QCfm0UC9iysp4hYvu4sfvOM8s2VfoB3zKL39SlwpGr8G2uLc+fCHP5ycEu+/FZ/Cacu+QDvm0VAU0hWAQ3mPczsv0I559Gd/9mfVgb711lvVcqNC/fH+Pjs2ep99BPIi4BLgvERKP4cskD6ZMP5l+e677+73/fWXCsTVDEPZ4r2Rtthii+Qt9fU0qiPeDDtu73rXu8LUqVOTsv9kX6Ad8yj7Cno4UoF2z6OY7DvmmGOSP37EVRFx5d+0adNGOgzv77BAu+fRYMOtX2nj1geDaWXneNbmUXZk9GQoAlmaR3GlVkwkxy39vXwoY3Fu5wTaMY/iFRBbb711MsgVK1Yk9ybtb8QPP/xw9VD8zGYjUDQBCcCiRdR4qgJHHHFEtdzfX5/jU56+973vJedtuOGG4YADDqi+p5lC/Gvj4YcfnpwaV/jdcccdDd8W96crAOP5/krZkCmTO9sxjzI5cJ0aVYF2zqPbbrst+bkUb8Ifb55+/fXXh/q/fo/qwFTWVoF2zqPBBhZve3H77bcnp8UPV/X3WBrsvY53VqAd8yg+NXqwrzhv4ha/p+fedNNNyT7/yb5AO+ZRswrz5s2rJnXiKlJbfgTaNY8+9KEPJSirVq1KrojoT+gnP/lJ9VCanKzuUCBQBIHKP7g2AoUVqDyxsLvy/2l3ZQl3d+VDcZ9xfvWrX02Ox3M+97nP9Tl+4403Vo8ff/zxfY7HHZWbXHdXniSVnLf77rt3Vy6F6nFefB33p/1Yvnx5j+NeZF+gHfOokUKck3HexK84F235FmjHPLrnnnu6K3/MSOZM5UEf3QsXLsw3mt73EWj1PIr/plVWkPZpt37Hiy++2J32I/58+qd/+qf6w8o5EEjj18rfjwZjqCT+kp9V8bstnwKtnkePPvpo969+9asBcSr3mOweO3ZsMpfGjx/fXfnjxIDnO5g9gVbPozjixx57rLtyz8FknlSeat/90ksv9YH4/ve/nxyP/67NnDmzz3E7CBRBoPFN0Sqz3kagCAIXXnhhcpPy1atXhwMPPDB5EmZc5RdfxxtOx78Yxm3GjBnhzDPPHNaQ43vPOuusMHfu3LBkyZKkvc985jPJ5XZxGXm8EXblQ3lSdzxvu+22G1Y73tQ5gXbMozi6K664oscg/+///q/6+pe//GWIly2k2/Tp04O/TKYa+fje6nkUf97Ep9dVkjMJyJe+9KVkBeC9997bL1C8cXr8suVHoNXz6Kmnngof+MAHwp//+Z+HuDJjt912C1OmTEnuo/vMM8+ERYsWhQULFoRYjttOO+0U5syZkx9APU0EWj2PMJdDoNXzKP7eE39v33vvvcOhhx6a/FxK/8165JFHwo9+9KPkq/KhPAH/+te/ntxqpxz6xRllq+dRlIqXAH/xi18M8an1S5cuDXvuuWeIn9d22WWXEFcFxpV/l156aYK6/vrrh2984xvFATYSAvUCRchiGgOBgQQqN8Lvrvwgr/5FpzL/e5QrCbzuBx98sGEVzawAjG+s3DC2++Mf/3iPenu3c9JJJyXnNWzIzswLtGMe9Z4zA73ub0Vq5iFL3sFWzqPKrQ4G/BnUaD41Wvlc8hDlYvitnEf1/+41mjP1++IKiWeffTYXZjrZV6CV86hva333WAHY1ySPe1o5j5r9eTRhwoTuyy67LI98+vwngVbOo3rkyh+suiu3Yur396VKgrnhVWP1dSgTyLOAFYCV32RtxRaIfzH8zW9+E+Jfl7q6ukK8b1HlUoEQV1AdffTR4dRTTw2VXxxGhLD22msnKyLi/SXiqsK77roruRnxJptsEvbYY49w8sknh4MOOmhEbXhzZwXaMY86O0Ktt0PAPGqHcvHbaOU8ig/DiveNvOGGG5JV7fHfzN/97nfJk37jqoj48Ku99toreWrrUB+cVfzI5GuErZxH+ZLQ25EItHIexRXI//Zv/5bcbzReZfP0008nv1+vWbMmTJ48Obm/bVyxPGvWLKvZRxLEDLy3lfOofnjnn39+OOyww5LVfrfeemsypyqXBidXg8X9p512WnL1RP17lAkUSWCtmL0s0oCMhQABAgQIECBAgAABAgQIECBAgACBmoCnANcslAgQIECAAAECBAgQIECAAAECBAgUTkACsHAhNSACBAgQIECAAAECBAgQIECAAAECNQEJwJqFEgECBAgQIECAAAECBAgQIECAAIHCCUgAFi6kBkSAAAECBAgQIECAAAECBAgQIECgJiABWLNQIkCAAAECBAgQIECAAAECBAgQIFA4AQnAwoXUgAgQIECAAAECBAgQIECAAAECBAjUBCQAaxZKBAgQIECAAAECBAgQIECAAAECBAonIAFYuJAaEAECBAgQIECAAAECBAgQIECAAIGagARgzUKJAAECBAgQIECAAAECBAgQIECAQOEEJAALF1IDIkCAAAECBAgQIECAAAECBAgQIFATkACsWSgRIECAAAECBAgQIECAAAECBAgQKJyABGDhQmpABAgQIECAAAECBAgQIECAAAECBGoCEoA1CyUCBAgQIECAAAECBAgQIECAAAEChROQACxcSA2IAAECBAgQIECAAAECBAgQIECAQE1AArBmoUSAAAECBAgQIECAAAECBAgQIECgcAISgIULqQERIECAAAECBAgQIECAAAECBAgQqAlIANYslAgQIECAAAECBAgQIECAAAECBAgUTkACsHAhNSACBAgQIECAAAECBAgQIECAAAECNQEJwJqFEgECBAgQIECAAAECBAgQIECAAIHCCUgAFi6kBkSAAAECBAgQIECAAAECBAgQIECgJiABWLNQIkCAAAECBAgQIECAAAECBAgQIFA4AQnAwoXUgAgQIECAAAECBAgQIECAAAECBAjUBCQAaxZKBAgQIECAAAECBAgQIECAAAECBAonIAFYuJAaEAECBAgQIECAAAECBAgQIECAAIGagARgzUKJAAECBAgQIECAAAECBAgQIECAQOEEJAALF1IDIkCAAAECBAgQIECAAAECBAgQIFATkACsWSgRIECAAAECBAgQIECAAAECBAgQKJyABGDhQmpABAgQIECAAAECBAgQIECAAAECBGoCEoA1CyUCBAgQIECAAAECBAgQIECAAAEChROQACxcSA2IAAECBAgQIECAAAECBAgQIECAQE1AArBmoUSAAAECBAgQIECAAAECBAgQIECgcAISgIULqQERIECAAAECBAgQIECAAAECBAgQqAlIANYslAgQIECAAAECBAgQIECAAAECBAgUTkACsHAhNSACBAgQIECAAAECBAgQIECAAAECNQEJwJqFEgECBAgQIECAAAECBAgQIECAAIHCCUgAFi6kBkSAAAECBAgQIECAAAECBAgQIECgJiABWLNQIkCAAAECBAgQIECAAAECBAgQIFA4AQnAwoXUgAgQIECAAAECBAgQIECAAAECBAjUBCQAaxZKBAgQIECAAAECBAgQIECAAAECBAonIAFYuJAaEAECBAgQIECAAAECBAgQIECAAIGagARgzUKJAAECBAgQIECAAAECBAgQIECAQOEEJAALF1IDIkCAAAECBAgQIECAAAECBAgQIFATkACsWSgRIECAAAECBAgQIECAAAECBAgQKJyABGDhQmpABAgQIECAAAECBAgQIECAAAECBGoCEoA1CyUCBAgQIECAAAECBAgQIECAAAEChROQACxcSA2IAAECBAgQIECAAAECBAgQIECAQE1AArBmoUSAAAECBAgQIECAAAECBAgQIECgcAISgIULqQERIECAAAECBAgQIECAAAECBAgQqAlIANYslAgQIECAAAECBAgQIECAAAECBAgUTkACsHAhNSACBAgQIECAAAECBAgQIECAAAECNQEJwJqFEgECBAgQIECAAAECBAgQIECAAIHCCUgAFi6kBkSAAAECBAgQIECAAAECBAgQIECgJiABWLNQIkCAAAECBAgQIECAAAECBAgQIFA4AQnAwoXUgAgQIECAAAECBAgQIECAAAECBAjUBCQAaxZKBAgQIECAAAECBAgQIECAAAECBAonIAFYuJAaEAECBAgQIECAAAECBAgQIECAAIGagARgzUKJAAECBAgQIECAAAECBAgQIECAQOEEJAALF1IDIkCAAAECBAgQIECAAAECBAgQIFATkACsWSgRIECAAAECBAgQIECAAAECBAgQKJyABGDhQmpABAgQIECAAAECBAgQIECAAAECBGoCEoA1CyUCBAgQIECAAAECBAgQIECAAAEChROQACxcSA2IAAECBAgQIECAAAECBAgQIECAQE1AArBmoUSAAAECBAgQIECAAAECBAgQIECgcAL/DwGgADbBOBjNAAAAAElFTkSuQmCC\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.hist(R, bins=\"auto\")\n",
    "\n",
    "plt.axvline(0.22, c=\"red\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "b681e5d3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-05T21:06:49.014297Z",
     "start_time": "2022-11-05T21:06:48.980973Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "43830404417.54772"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mass = boxunits.box2solarmass(data[\"m200\"])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "15e529a7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3561043",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b5871aa9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b666ee5b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eafa9395",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3aa8115a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f81141af",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7c9e766a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-05T21:00:03.983674Z",
     "start_time": "2022-11-05T21:00:03.380526Z"
    }
   },
   "outputs": [],
   "source": [
    "# Nsplit = 0\n",
    "# loaddir = join(utils.dumpdir, \"temp\")\n",
    "# parts, part_clumps, clumps = csiborgtools.fits.load_split_particles(\n",
    "#     Nsplit, loaddir, Nsim, Nsnap, remove_split=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "c25c620c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-05T20:58:33.132862Z",
     "start_time": "2022-11-05T20:58:33.101822Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1306\n"
     ]
    }
   ],
   "source": [
    "# n = 584\n",
    "# xs = csiborgtools.fits.pick_single_clump(n, parts, part_clumps, clumps)\n",
    "# halo = csiborgtools.fits.Clump.from_arrays(*xs, rhoc=boxunits.box_rhoc)\n",
    "# print(halo.Npart)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb354134",
   "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",
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