china_rain_diff.ipynb

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   "source": [
    "## Key loop: Uses a moving blocks bootstrap to estimate the statistical significance of changes\n",
    "## in different types of rainfall between decades."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
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   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import time\n",
    "import os\n",
    "import netCDF4 as nc\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib notebook\n",
    "%load_ext autotime\n",
    "from bootstrap import *\n",
    "from shutil import copyfile"
   ]
  },
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   "execution_count": 2,
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     "text": [
      "time: 9.38 ms\n"
     ]
    }
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   "source": [
    "## BE CAREFUL which source file is being used - here, we use a zonal average that excludes taiwan.\n",
    "ferretpath = \"/Users/Siwen/Desktop/ferret/bin/\"\n",
    "ff = \"Pchina_type_notaiwan.nc\"\n",
    "filename = ferretpath + ff\n",
    "myf = nc.Dataset(filename, 'r')"
   ]
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     "text": [
      "time: 74.4 ms\n"
     ]
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   "source": [
    "P_total =  myf.variables['Pchina_total'][:]\n",
    "P_band = myf.variables['Pchina_band'][:]\n",
    "P_local = myf.variables['Pchina_local'][:]"
   ]
  },
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   "cell_type": "code",
   "execution_count": 4,
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    {
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     "text": [
      "time: 6.61 ms\n"
     ]
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   "source": [
    "def smooth(P,dayrange,latrange):\n",
    "    Psmooth=np.zeros(P.shape)\n",
    "    \n",
    "    ll=int((dayrange-1)/2)\n",
    "    yy=int((latrange-1)/2)\n",
    "    \n",
    "    days = P.shape[0]\n",
    "    lats = P.shape[1]\n",
    "    \n",
    "    for d in range(days):\n",
    "        for j in range(lats):\n",
    "            \n",
    "            Psample = P.take(range(d-ll,d+ll+1), mode='wrap', axis=0)\n",
    "            Ps = Psample[:,max(0,j-yy):min(days,j+yy+1)]\n",
    "            Psmooth[d,j] = np.mean(np.mean(Ps))\n",
    "    \n",
    "    return Psmooth"
   ]
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  {
   "cell_type": "code",
   "execution_count": 5,
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     "text": [
      "time: 19.9 ms\n"
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   "source": [
    "#years of interest - start and end date, with index starting at 1 out of habit.\n",
    "p1_yr_b = [1,30]\n",
    "p1_yr_e = [29,43]\n",
    "p2_yr_b = [30,44]\n",
    "p2_yr_e = [57,57]\n",
    "\n",
    "P_total_diff = []\n",
    "P_band_diff = []\n",
    "P_local_diff = []\n",
    "\n",
    "#cycle through all time periods of interest and find changes in each type of rainfall b/w periods\n",
    "for p1_b, p1_e, p2_b, p2_e, i in zip(p1_yr_b, p1_yr_e, p2_yr_b, p2_yr_e, np.arange(len(p1_yr_b))): \n",
    "    \n",
    "    P_total_diff.append(np.mean(P_total[:,:,p2_b-1:p2_e], axis=2) - \\\n",
    "                         np.mean(P_total[:,:,p1_b-1:p1_e], axis=2))\n",
    "    P_band_diff.append(np.mean(P_band[:,:,p2_b-1:p2_e], axis=2) \\\n",
    "                       - np.mean(P_band[:,:,p1_b-1:p1_e], axis=2))\n",
    "    P_local_diff.append(np.mean(P_local[:,:,p2_b-1:p2_e], axis=2) \\\n",
    "                        - np.mean(P_local[:,:,p1_b-1:p1_e], axis=2))"
   ]
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  {
   "cell_type": "code",
   "execution_count": 6,
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     "name": "stdout",
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     "text": [
      "time: 3.93 s\n"
     ]
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   "source": [
    "## SMOOTHING ##\n",
    "#smooth out the decadal precipitation means\n",
    "#but, no latitudinal smoothing since rainfall already effectively smoothed in latitude\n",
    "daysmth = 15\n",
    "latsmth = 0\n",
    "\n",
    "#one line! thank you python!\n",
    "P_total_diff_smth = [ smooth(x,daysmth,latsmth) for x in P_total_diff ]\n",
    "P_band_diff_smth = [ smooth(x,daysmth,latsmth) for x in P_band_diff ]\n",
    "P_local_diff_smth = [ smooth(x,daysmth,latsmth) for x in P_local_diff ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
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       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\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(\"No handler for the '\" + msg_type + \"' message type: \", msg);\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(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://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",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\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",
       " * http://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",
       "    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",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\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",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             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",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";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.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",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['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 = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\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.get(0);\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",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\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).html('<img src=\"' + dataURL + '\">');\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 dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\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 () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\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) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('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",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\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('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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fWHVhoZntKnvwHNcwCeeSfFcjWscFzXpRE4pgrmyC9hMKeyW4yTPxQD2S31jp4Olmjk5GH83Dx14DgNoVyvtgBE8+PjViT3D1QtZYjaRNlEv5/OZAQy2LzNusIBmAFfPh4swGEA24ug41i3SxI4vRFgBjCmuXfhT7IULGJtdrb3BAMKiYTuYMpjCx3WtHtH1DQPoPhjom0usZZsBxC5cA0Qb15CZyWDwnh3QwPjJxEazEScKM8y+2LUbAxjXluNFYQCHU1IkbHQZNgBDCevHWDCLDENcsuVcXckA2uVNPKD3YySVDCDH9X3G52z8Liw1NxBufNy3Hkv8tVu/nD/K+SHFzCa2cPbMQLh3uU+6bXb9phOsDCBsFtRuY75qxyJHOwsGsO0CLs/VjmE8Vxx0txhrH6t9nHYMYa8xgAS1lwDwbydDvZixh13HUP3wK9cCFQBeWN8EAFy9b6/616VF74UCQLuBnSTyfCDwywGA5SUuFwNYTp6ALAOcmPdxN2XX55KJu0j88OcsYHYB417ywtQsJHa/sbCWuWhOaOAzQIXdi/F6PhZeFt3zAoAnclyeASAM4Knsds5u5b6J07FweiFnsQaQJDfkfAAVFl/HABL7h/sR4Fa62RyDVboDWcyPPLNBcydGwiW6dXJfE08J6DoxM65TR8c77nCuGZejYwABeiUA9NrspAuMCrixC9gudD7j37zE9RGrBUDCxb1t6KkAWVwPr0hy4focjweg2LewVcf2vDKxdq9Y1OD6E8l9v380xdUBrABUBoC0K4PSsR2HGrfjsf2T0V9zh0YToN01ry1X7g33OHakDQA53m/QkRgjJIM4rvKYJmIf2kb8H25g2nd0biLA28joyRhjAf6IYzs62nHZYiPsiD0npMHrjkd/Adb4zdBAJy6Pey5iCOkLxgdAcEuKOdWpDBI5zsbZJqmIWNQAWYzHvuSy5jrsngX84b7mMz8MOE6WawDssfEdoQbsx3XSF+HW1UCEGmAfQLnjBwMYLow3yR1m8k4xxlrgrYxPLOPtAGHML9jNcX/8ZWuDSN/PbQDIeHYMYLfEjjKOMMUALnUDJ7C4NMGjDdwMKJeCxKXHabuKy3l36XzXCUWZGV17YbP9Rfj1pXQB/27WNKPZPIu9LbW/AsCL0I+XyyEqALywnqwAsJUAUgFgYnMqAKwAsALACgDby8ulBID3tADgXRUAXthqfxn+ugLAC+vUrjGA8URdZAJ3S/ZgnxeaBBK/KZIg2hnAvhS7R8tsv/Ip2+6aMpOv/B62xEwYrJjZibapSukXf1cCwCRDkzOAcxZhE4APEVIm9LYTGpKqTmICh5NrsQy89/m4xsal54QTGMAs8RIu4C4M4MDGpMBgBtDXC3vDhosS1tMMIMwdWafHDq0PxsXuL1xobLAibLBTsDPH9m5OrNLworZc80SwimxwQ7CIwY6x8TGntLuURItXZAYQGyFN4v3sAsZWSRml8x12gv0bXkxuzWwzrh0mb/vonmAAE6u2IxIq7I61xM8BbdaRp2l3fzCII2sTWzV1aL20p196NJ/XDCDM5XjSst10TSoaEAkwhyfit1N7NybWcNe8rrpyTzBjnAubci7+4g7mN9syOwmDtk9bY1++J2P5EzO3hCt74XBi2fsmT2uBrGkzyDB3vMY+lnnJLuCBXdMaX3cixjPnNsto0Zbo12cmUn88Kw1sm46Mc1yrbAvH1oQtIpO8cAGzDwk+ZgAPz0zGvclnPkeZ7cz5OJezgPmOMcH79TrWsOyMu5TtPNmEIdiuJQPIZ2SSn8ljvWQBGYswlO373wwg1wazZ1cuxzID6CFVsntlFjBZ3pFd/uyq+Otkr3ZWcPs4yzF0ce7MTMZ1dkkCKbOJi1G/5GVbGaGby7nXXMB/lm8JDAWR/XXJYpUBXG4Q9eDnvQgAkYGhGkgzR+UItG+RRDYUJeF+PmcBs4z8qqSfXGZsPG8SyHKaf92O93xZwPymWxZsfF5oDZZu5TZILGUjOpN0J7OW/b2IAf7YlgOALNbtjODQJ8tSEwZmS7KA7QJuA0DWV05XuoA5OQv6eCcL+FwyML6eclFkYQspFGLsClfq4MbjAU5LAMjvncVbZgGzoAMGD89tSGAou5bj2DmezKBwZPxkLLwBfnCljkgbrn+60Xw7szCo418cD2ARWwkAcZcelISnChcwwBBNvtIFHCtmdsP6Nd83ADBnuQ7PBpCxC3jH0J4mBvAxXRsA94TWar2OBvigrw9rUgef3toAwLWvOJGuBYmYPasSAGzi6nL7srd9eNvRZmwCknE7n9oPcExxg9t3fjZs4ExYACAxfoAfNgCg4y2f0I4AVoAkwOD9c18TgCwAINeKS5bMX8eRcpdiK9rimETG11qp76tOa/3ksa4AkPMCtgIA4uae7wDAuGZi3k70R0Z1xAsCPtckF7BBFm5g2n1genMjU0SsIwDWALAEm0sBYIoZ3awD4RpPUi8JmNMXpcSQYwPLLOCZmaEUSpDHo8e/H5TOCQBnV6V4TR7MuK78UNOZE9K9v+QBDkAxfjLCMEq5Kcfgtue05WRgvF87RtpzVVsGxsc5l8zLcvHWpQ16DQB+qgUAvzoZ/vkA4O9I+mZJb8jSMN2WqvrZZWKBXgSA7a77/pzyDqfCLP+4JBKofkrSTkl/lGVj/m2XPn8OADwX8/d8Y+ZCAWAzeRexecQ9tZ+O2/qCJagyALSUBcd8IQDQ8hSlBmEDADmYA+9ZoEutWscAWtPOMYCsTwUAhJ0sRbXbDCCnAPS0WbqGMYrkhU58m+MKWcjZWMwBRBEDmOVGDApheQLUICVihtcyFXkRblizFgC0SHADAGGwDOws+OwkEGL9yxjAREomgGNpHEarXy8BgLMBXGBqYIGIcYOVBGBN6nAwbsTVcX1ozRmA0b7D2qB9h7cmdm31vIbXn0gagfsnpT0rkoImLFvJPvK+SAKJ2L+jowJghx5gMIDSdTs/3cQAck4ADjIv6P+RPGEZGGxN0gftARzRpnt1Z4c15VqR8Dna35HIgd7gnxlAYiJhl7Hj7nltuPJAHA/tw/GBE3Fcx7QC9MNdnxnZwS3Hw26AWI9V2OJ4iOCBAYD/pZUNAHSsrAEg45Pj89CAEHRHHrobAwjIPR7MLO0ABKL9x2vrAJZzBtJCZpIDLM4Np75ZPdeM91KiphsABKwRN+gkKQuzAwbLrR0TaKBoAMi+ftB0zO9zAeBS2Sp/X4LH8jfnAwDLGOkl7V1Ge7Xcv9d0AMnbskop0+11zw8A/66k75D0xvwPbcC6XcYWqABQekQS8bLvlPT3JKGfSX3fVDpDQj4JkPiqCgCXWqAbA1gBYHabVgBYAWAFgDFhdGP6ujF2FQBeNKQRxMRTK6XRvMJPL0pXpwfu5RhAHus+lgWgn64M4EXri6/oA/U6APyrkoiVRRyaQf/+F1gL+Jwu4PNx/5ZxdBeTAWTUuexTt6fs8jNXDeAz3EqOAYSZYSsZQGclmtFa+j5VBrEb2K6hJW4kGEAEeWFsLAGD8G6Z0epKIJx8dRIXdmZjO4sz2lfIWsQ1nByM/cs4pnAL435mG56NyhgwobCfzubkK18zLAySLzA8dtsdmNuUXLtUJzHjwDH9vv9sU7Hk1N71SVZkWBq74VCTfcoxT54YSZmrbJZ1wR6wZbCAZtn4zJVA2A+vsd2cFji2bm52AQ+snw6GCvctbad/YNUcY2e3KmwTmauWJcFlSZUNXLPE8LHBZrJQRzzj/hXJBcx5LA8TtszsG+0ZXkwyK6eGNLHlsMgG1sF+adO8vubK+6IduDVhIcn0RSB7sw7G57hBLaSNi9pVVXBVf1DfGPsT80bMJS7OcH3injX7Z+FmD2xY01dIw7cdDQkc7MC5zc7BADou7+CBzdLRHOO3ZTrCAoLpzQLcfa/MMYDzKzW88VgjeYKItrN+GRvWz3SGr13AZpSxN9+Z3UwsYZLA4R7jWmEAeR3Xm/kbzxGlDEywhQsjycZZ/DmGU8FOlqLLBmINA5hLJTbi7Fno2rGE3bKCYQEtms7x7I5mTJdso7vA4SrLxUB3WxnbILBTpu65MjXtiiLnksLiXL3mAmaKKQHg+hT2vBwAZB38r7kgAuRHdQF/RUO3i9O4XgeAlIBjSaPoNduv5WX22wvzUvzqs7n+wYGW2ZdkAXeTgHk+EHgpAGDZhtJ96mux+zPA09xgLGTLycCUZa3Ktlv/rASApRvYyRJNOThX5rAb00CmqQXcqdzgwHPHJtLONtCMBSknyOD2LKsh0I6IISMZBFftqtmIC8MWBn92rbn8HQusqztQwowtZFIAQ7Ganu3IuAAA2bJGGsAzypMB3lZJwzcejYob1m+L4P2QgSnK4XEKwB8gEFBFJQ7wNzGB1KNxkgNuTb53KTYD5/wZLky28dHk6nSSAgAwJR2cCqBnUFImvwA6AIAusYbrmO3Ik1sTAKRt4CQqgdhVz3m5TsApMXdjpyOubGLj0QR0sxTO6yc/Gm5Ra/wBbgB9/AMo8ddxfyR+uKoG7fxdfUu4jJ2YA2BEEqaJ0wOEW0qnLO22JcUeIjXDuMWdDNAtZX6imgiu6tTFHXkd+sLVRah+kq93bBsaMx2xdI7HQ4Pds5avscQL+3INxFtiX2sEpkogc+ECxv3NWIvqLFn6JcoFtgCgv8NOjE/c+EcOTIb719Islnch/rOMpSuTvCKhBje/x60rpOSHmhIEWibGcwXg22PZn5Vxv+X8yDzC3GOgmO7bVIu4vZUxzO3wkVJOpvxdW3uwrfvnfZ2g0msyMFPrpdFc+n16QRrjPu0OAL83x/3lROHwflUA+JxRevl90MsAcFOWtqXg9R/nrv2yGMCVb/+H6lt9hVb0Laj/jXfoir9+Z+P2qAAw6XBVAFgBYAWAFQD2IgC85557xD+2ubk53X333csBsYuFMIKYmNrSAoBJZL7NAF6TXb+35mKP7FMB4MXqia/w4/QyAPznkr4r1zZwNxEE+3OtGMAfkPR954oBvOKpfSEE3S3r7XwAYPlk3C0Opj2G2kkbftL2fmWmoIvBN0/DxdO32wYT4TZQH5bjuxKIy8DZZRb75WPAnpUuYBe3d33csiZwVwBoFikSM+Y7jBonye9x/zqr0RmXZlXcJp+HdnNNvLdER3NdhWQG7ODEupR96moMPqYZQLsHLejLfvBVB59EA6XFANLW/JlrFocLEbKoXxrefVTjQ0n2gzZHBQsH4sOEuh4tEjCwbLjAqUlrBpBMYMg43L8h9ZITHGDj2Jcti0cPbkvCx7A0JFlwPQCvHUKK5mywVWaWcHOz8RljANYJpg2GEMkRWGC2/U9ulw6tSNcDXw4j5mzt4ZyRmyuDwACywbDSD646cce6e8PVC7sH48e5Yf1gJmmn20dWMm0ox/Dv6G2NLAosoFlMknL8cBFJCrhxXTd5dcrovXHdQ+FyhqWi/3xcbEBCTrhQkbiB7SMkwS72kgGkOni28Yabnm6OYbaPY5K9ayFx292hA4l9nMznn48+sSsadnmTDgSbZwaQU5kB5LduM585YztVrB5Isj059MDJVjB43DPdZJ7ojxDQpva0WfdIIirCGoos9zYDSFgAYRi+17lmZ8y3Q1i4B80wp/swndCMYalW0BbEL8NHlqv+UYran88+s+ty2EXuzpfiz6XUAfzAK6WP5QSyuQXp7sRytwEgce+/LAkHsfEAMSD4Hf6LpH/0UtipnvPSWKBXASA+CApb/Zuc4Wtrs4xS9p4s4Hdn0PeHkt4nadks4BcKANuu0zQ5JtfIuQKh3chuAJDvPImeDwAsXTNO5og4qQwA2y5gg7qyYgkTvN9zPJe+sq5cWRHEC0m4gMtqIE3Fjwyiijg9sjABgCw6XkwAEWx20Vp3MIBMXnBY2Gl/O2PS2m4sjgAygx/blUXVxy8BYNJsSwBw/9MZAPIjMoDtPnPpuaxXWALAwRuOa2L0WON6bOQ7bAcDQABWktNLAJCgbVcHMQDENQxIYaR2AYBjuw6F69OUh90AACAASURBVM8AELDENW3XnqYcHbYrF25nfKcSZOubWED6k+3zj+9Kbl5MVmoQGjQQ58cGGF2fqragvedqFVSEuX3dfQF60CDkL0AO1yfAD4BGJRDaAQCkDeX2+3pryMHYbZ2ygyd1ZGFD3C8GmRFX6RCC4VR95EY9GJnOgCuOEfdJALbkbo0M4L8cTXqLpQQR/fDFLMkDAGTGWCtdtZNAyLSV7l6Dalf24C9VP6yjeUCbtFdXN7GN1pdkbBELWQJAxyuWMX/+rASADYDNADDKunF/5fcxr+SSbzyYsDUAELDMvRfjOGltenNGcBkH6Ne4lkcGTjVl7/hNAwBb7l0e2OzK97FdVagMJXGf+LOyXnG7clFbn9DtqgBwyS2TGMAbpdHsbZ8+K409FPu0ASCjYN2SX6dglL8l6U/yXd/6ur69XCzQqwDwb0j69RzO/kyrM5nufzHrAPIU9EuSfnqZDo8bbcVfHtAV69ZE8HhMZv0d+YNuDKABYLfYmBIALjf5lXV73a6SBTwXACyvw/uV2byUKevGAJYA0G38sgAgcXiAJmu4dQOAxCbl2q0lALTAbixkOZrKWcd85gUHlo0FuLQDC3RZxm39gBWWEyAIIFnUc20DQMAJAGL/gQQiYsvacNHWDAAbBvDQRIqb65cQI4Zx5Dws2lF+DAYQbUIvwC4FZwAIzoSRgv1zbVvi/0oAyM+Z4AFeOXGEkmwlAARgADauDXUjdk9jE/4oEl000LA0xKnBZAF0uVb2wQ5PPP7qBAAtvGwZGDOfBoAceK1EIgoAkM31am+d/ItoxxPaHg8K9BEAEGAK53itHovPYcToK4CCt3t0V4AntsQAngxGkHYGMJpOYhdNok+WsKH83U16KBhHjvmUtgULBeMJuOL6Q9vx0Y0JaBM+SQ1qxiQ255qxOTMCYPsVi9p5TVpF2QwAuX/MRjuuzzqAnIvzYE/YT7bBLHJtsIg8T4zP3CaDPaRg2KzHSYk42m8mmeQLJ4EAzF4wAFwiI9RhAAGAFjpvCzwjkVPWCWdM0yeOyaW99jr4waI9z5l5bgxZvPCDsBlArqktUu3d22Xs2qXpyrJ0MRZ7jAGcukUazVPM9Lw09omw3PPpAEYXVhmYbqPz8vusVwHgxerJCgCzO/i8GcAKACsArACwqTADOK0AsDMdVwB4UZamxAB+XQsAUhrk/ADgRWlEPchXvgUqALywPoobrZsLOJ7ccxZc+xQXgwH0MS2FcC4G0Ps6067tKu7mAi5jAB1vZBe1zwkDaKFpA0AzIaUbJ5iJXHFAp1Z1pE9guCz5gjuRDXaQLccAIitCdQ2ze7AusA2JsUvVE2CxsKkzXvnc2ZkwSanCwohgN2FPiWFi4fXvyjhHu6x8zWalYDMaF3AjAZOqQzQZwTnDmIzMM4fWJkdKv9R3bapGEWzJ3GDEYC1xV7ZdwK70wecwU0/lUnFk2kJAOhPY9mN/GMAd8yG/AnuClA+uRTOA1+uRhv2iHVwXkiPYJ2XGpjg2WEDclWYAseUjh69PlUtgADnnKxJb1FSSoCoHrBntXT+rDZvTec2ics03DjwU7B4sHMwix0UCZpueahhAM0YwXYwjs5P36o5wHdM3MNG0FbaMbGVnGkcfwKiGLVIbduqxYAAtO8M18VvGEOwa5yAz96m5banCC+LS2BEGGuFrbM97dACyHNFNk4kBxG6415PkS2L5HK9HDCA29V+7n2E/bfvkAk4SQ8RCOubPcX4uB8e5yhhAvzfzHVnpq+dCfqiMASRswlnAZfWgRgamHQNoF3AR/1cyaH7Nvei5we1qM4CebxhjqReT+7l937bnxXQHp1CY82EAy9+XLuA2E+j9ei4L+I3SaI4Rnv6SNIZDtwLAC1vxL7NfVwB4YR3aFQB2A2VLJqvsclzOBeyJ2+6XUu6gTDTpNsGXsX24iJacN5eLOxcAJEEB+Q8m77IUXKnt52MCMkoA6Hqrjgv0JB5B566Y4ZJsuDwBDLjW7HYrG1sAQNyJBncsmI4jMgD0wstCbPci7jWXHmtiqhbGI04yRX8Rh5bAhMGkwYVdetYBJC7NLuAoldZIwLTkLLoBQK5p12zIorBhE2LiXHqsCcTHY4rkS+kCZvIGRFJOzZUuiA2kVrBLngF4sCFe0BvmNbbxaMR5MU7QvwMEcq0AIcc4GtQatDjWL+oU50QQ3JW25QMLuwNoRU3Y00ONLiPuwABgVNEAwM+vCBmYzZNJ24+Nc+D23t73RLQDEGb70jY08PiLi9pAwdUw6CWOc79uFdqA1hHkuAHoSaYJPcDkao/xtFpRu3fr5L64ZkAgLmYkYHAb20WLHA1jGrCJexkgiP6hXZ9nPrc2xQVy3B0pJAGQdePoQ011D2L8rPnnmFTaBvjlH+MGd+8ZDQbwpcQdm/X/SgDoyh8ckX7iL0A8ni9yyRwSc9icfMW9F7qUq+ej8ksJANGBZHPVDT/8XQgA5HieGwB2nr/KcIwyacX3oLU17dZnnJUuft/2Bojx4DAzFNfTDoNZbrp2+E35ffu3PQcA39oCgL9fAeCFLfeX368rALywPq0AMJeaY4GpADCxYksYwAoAKwCsADCB0RzXWQEgYXjnFYv35a5OyQX8rS0A+NsVAH65Br1cf1cB4IX17HMAoA+3nAo+35cuYL8us4C7MYDxO1zK8S8F8rcZwDazdy4GsGQf2y5g1zMtkyO6ib22k0DOCQBJmIA5o3qDXZ6uYQubhaut3HKCAcwGosYlA+iEDbuMyuQN1/KFXVlyXTnI3i5AZ6I6G9aVFUogC8OCu5gYrZIBDNcn2ZZmNd3ukgFECBr2jmvMzBz91ciW7F2TQq2diQlhg8sRts8uYAjGL0iiqCfqKnYBWwS6kDyJxNndi1GpglqvJKNsWhfCNcFS3axPN+5eXJNkxrrCS5JlSYH8uIFhymDqYKpYrB/SjcGUYStYKNsokikWxqNuLtIj2IT6wRNDyQXKZrmVib5jwYolKZZUMQaGDBkYM4Acr6yI4codD+pGPa5rm/YAJKiCcfyL41o4vCZlJ6dCHsGEUrt357rHdLMe0HY9ES7WDgM4G9cO4+bQAFyzvD+4kES+ub4jD16ZkkDYtiUGEJvuXvdAwwDavW6m2Yw04s4ptu9I2J7rgFGFxWSztJCTmhhf9Ihd8Nxr7azlcHvPJAawvP+j4sxwyrxmg/2lLwg5YDNDD2vIfNCVAWRH5HzyZmHpNMcklhuGjdclA1jKPpmV9zF8vzqkwnMJ35t5XnK/Z4DYVGg5BwNYStM4QcTtS/ZJNc96ngH8Dmk0O4Gm56Sx3wiznE8SSLtr6vvL1AK9CgC/VtK/kPTanPFEpY+vz318k6Sfz1nALC2/Kuknl+n/FwQAS+BnV8lyALCcvNqZeAaBpdK/NfBiArRbM7Nz7ba31fm/XAAIOCrlHFgIcfd5W+ICJvaP2KovrkjAp8wCBvydAwBaQsWZlRH/VGQBl7ZkweU7XG8stI7vw61oEJNccKca7TYWJP6dnBtu9APthrKcCucGFFE2zGDnOWMix081DCDuXK5zlzS4kdJzK5MbFfCI9hybASBgzu7ecDtmIIg2IKMTPIVpyQLGM8g+lmXJZeB0W8rApfoGgGXL5n0RY4e77halFEDclgATQFEskloZYMWSI5EZW7hLcV8CwOw+Zb/S5R5QcnoiFl1c27jrXYHEGaKANZfUc8k0u+KtA2gXMAAAMOqsWJeuAwAaTEV/zQ2m6i7EJgLUnBG9VhreclTXDj2m23VfZBrzj2vC7UubEuAyABwO1yzv2dNadfsf2ZEAOQCerOfh+WB3b55MABDAQ9uIa7T8kSuV0E7iDrFxCQAf0fVhc7uAXS3EMYpcs+MfAzROp6xh3+9R+STAWAesRShBLsHHdyUA5FoBfeVDTUgQMT7aMYDjSwFgWwLGLtay/J0zys3o0Xfe/KDFPtbW9HgrS0uW91AZ01tqSLbvs7Y2od323eboch7tuSzg72kBwF9ZFgD+hCQ0cHmMRMrik5J+VNJnLlPcUy8rW6AXASDg74NZ3BlSnLD210j6eIYh6GWgA/hTknZK+qOsFXheOoDNBJjLknXT5jsfBnDJxJWlEPxkWwY8Oz5wOQBIe0gQcSxQ076+9JQcC0qW+7CkBoybZVTMtlnbryzjxKLuz3P49vIAkAWHDdBSMoAAP9e4tTBtNDolGsAAGgBadsOxQiUITOdPpc4SAIzos4atMaAwMwEQAsyYAXRMGYurk1uIXSTofUPfkbAHAAHh3YYBjHZ27OjFuSkFBwBEv+/GFJcWiTChHbhSejQLQEfSQbaLASCky6sKORKk56xRxxRNHCCbGSoLRN+RzwMoWr2oLdc8EQCQa7xV9wf4se4csXdmgfmMGLgADFkwGdswLgA1D+mmiEfDntiJz9hY2A2sAnwsDGi870Qznpy0YcaH46G7h32wMw8QAEAYM9pjBjmdYyjaZHBq/cBIlpgZiXrPUdqP+D+XccOOGxMAvHHoId2pDwe7yLHRDfQ1AswsscK5AICRDKJtkRgCEPn8I7sSAMTu1DkeT+Pxhis/3SQzANxou8dZepAYjPeATIAnY5Y2M3YAgO3kEfdJmQQSDyMaSZqTjJUsLxWgjc0JU4w9JHhGUr+zMcZ4QJmcPNLyNMzHI1HEDQIkeSArtxYDeD4AEEtZm9HJVn4gdI3kNgDklGXCTPkA+XwAsA383PwKAJd2paTkAv4+aTR38/SsNPYLsV83BpDZ5kgWf+Yu+qeSfjg/aubsvOeco35wGVigFwHgRyTdL+mHuvQfqug/26oEws3w/edbCcTHbLuAvdiaPXkhDKC1sCoAPJmzS1MWcAWAebRVAJgMUQFgBYCtSb2nGcB/1gKAlDN4fhcwkPEf5+IHG5RSoep2mVqg1wAg1AWcDLfCHZK2Z5GNfynpv0n6smoBIwS9esPqJbEnZpIaQJgz+V4IAPTk5QLvFwoAmyfmljxNNwYQ5oLNUh5lu32c8nfdGEAXdW9cTvzQgsJ2AcOA8UwKiDED6CL1BQPoDF/it8w2JACYpGBgGoCFuH5pqxkIXwOMihkgV2nAJejSaKVQNNmtuK9hmagaQjZtMIALW0N491wMIOwLjES45py9S+jXpvkkU+KCCw9nJjSFdaUsX9y9/IZRigvYgsQwgC6bx/4uRmI2FRvCDL5FkYUbblE8l9fDm+0JJggG0BmwxAW68gb7ERN4UJsbBg62LDGASXaFGEAYLFhTZ+h6DLh0nFltjxtnHNM/yRmfZFKOHJgMhgo3OffI1oF9wZjBlrGXWTR+Q7xgkv1ZqT0zO6K6CexfjCcYLGzmf7bPhDTwqumI1btL9wQTB8vIsezmNgPIeCmzgInT4/zBAH5qVyeGE9tG3GUSguZ7Nty/sIC+ZrcdZtQMoBlM2EXc2Jbd4TeOoUssISLcSQw6covnhpNAteNkOaGZTounDy+mEn3R/x0XLrtu2nygiYH1vbHEdT6Vxkgw7UgvZQaQvomPr0jMNi5li5vzUOsqIJbsORcDyHW5PJ7vQ/76nm2vqX6gi79FGUHv11QTypJSZVvblUC6ZQ/3nAv4ndJoDjGZflYae09YcrkYwDdL+s/5e2oB/+tlSJJ2t9X3L2ML9BoAxHnGMkt9hW+U9ICkb5b0m5L+iqS3Z4fktxd9igoYUVgosKXAqc7WCEEvBwBLd68nwedzAbu0VXviY9Fk66Z4bxdwyTQS72MmEkBTVigpL8KyErh3qVJhF7D3KV14S2P+Zht3WLQrV7oo3c1N0DmlpwB4jqtqA0DCmwz8fOIWALQL2NmEjhdrA8DSBWybdwOAKa4tgRy+twwIbl+3G+mPzaMHwqW8b25r6MURcB9xdoUWXsQFZvcb51z4whoJ4MaizQgCQFj6Bjsw8lhrSwAIOAYA8gx+XQaAaABSnNBb6P3lNwYE7I/9vjUDQBIj+hMApMIGG/FwZWwarmHc5YCD9dNT2jeaJEfYAHWubUvfAwABUAA0S5SYgeVz9gdIO+6rdIVyvKbKxdxg0tsj7GB4JknVjAJU5gKEAqgMwACaAG7GZrTp8IaUXe0KKowf/mFT/2VH7LlrUddd84C+Rb8TcXjU2gXgAvbYAJt2//MZ4JaHAQNA3Lifv39XSsDh2A0AlK66/tFGixB74mKm3WyOJcUWAEPO43hDpGYe0864X1wBxPOA5W1wS2MrYiZDXufh0ecCwFxzOU5Iuzh1xIDOLwlHIP7TLtrEl6eavcToNtqJxbCi4g5bu7Qa3geDdUJJrAHIfeNKMbS5mwu4DQB9OiccOYYw3aNJz9P6myUAtAZhGwD6eADUdtUPf1e6jc9OZtBbXPelfnkpawFPvbsFAH8srvb5kkC4SfCEEZDygUttn3q+S2uBXgOAADamzJ+R9M7C1H8s6dPF0vsNxXfEDH4s3zjOu/TXAQD1979HK4dWqm/Fola+4U6tuPON8dRMLFkFgKsSY1MBYAWAFQBWAJjL+fmhzRPp5QwA77nnHvGPbW5uTnfffff5ALELQQIpBvC90mjOyZs+I42loKfnA4DsAy6gMOLrJHVqH15Ii+pvvyIt0GsAkE74S0m/tQwARHDj51oxgD+QE0YIlG1vCQA+ekQDr0jiu9543U7MiAkgZ+WV9TIbOZO55FoyA2jXrzP7vlwG0Mdc2r5O8XfLuVik2Jmc/K4s3m6Xr6+xzB72Z2RnssEWsC1hAPmgZABJv8H1S8nTlOCYNrulssCtGcnnYwD5qZNAaGvpxi4ZQNqNa84MIEwijBDuSYA7DKDr9cJUIaeCm5IMVhiscAGTgMA15us0A9hcw75ViTfmcQPGzmyNXXok5bYZQKbcJzKjA2sI2wcjyIhFFBp7le7hklFk3+/ODCDsY7901U2PhsAyTAsMIO5zZ6dG8sXscQ2dXtCKfdL0DQM6u3KlBmZndWTVZOOyhTUiecFJIJEolBNBcFseCQ5sspHpgc2CVYPBw2XMZnfusWcmUgWUXOvZyQr0B31VStPQH3sObw9GigzUU0fHk91xXcLK2f1tJtDvWd6uk7bf9Fm9Tb+TWbgjS1zAXLsZTrKYuQbYN1y0jQv4T7MLGBuTBEL/DUsTu78QY4N7CZc0DB8S09g4kixyJiwSNzCAfIfV94QgzY5wf3ocw6BZ7NosKbI6Ta3oB3LIQCkVRIIQYyDHOwYDagbYtZlxAV+ZXOrcv87CXZYBJCkny8iU8xevcaVif89lyXWdUmX8cGubOTmL37lPSxcwn4eXQIPRLgtcl/OMBbWZR1A5ILO8ZACbRKqYJ9Ic47CLYgaJbHtvrkK0uLmV+FL+4BK9vpQM4Ae+V/oYcwdryrx094fj5fkAQEbXlKS/k0OjLpF16mkutQV6EQCS1EGKOyzfg5Leml3Ar1dy2uEzIwv43Tnx4w9zzOCyWcAAwMFNZQprctOip9dmAJ8PAHrSa09gpTZX291Rgk27gDkPC4klIwCR5VaCQSZ33Lbsg8uHKgK4eryxsKVJfa6RffF5YnLJpdh4vSwApFyYXcB2/5YAsIwB9IlXJ32ziXXHYkHB1QZw6+YCTovLfJOR6exKty9cvJpoSlMBFB0TCKgJAJgzfLn+EgBuWJf03AwAU9mxLGvjDM1YxXKGL9/v75eI8wPwGgA6a5cFHQCIHXC4YBe7MUsXMB4r3pNNDABkHzbAId8R9oU8jMvpvT1p4M3t5blE2v7VnxUl4LDF6/TRcIdiP4AJr9cePJNy/whs2C0trpJWTEmnN/fpzKosjaORcF3iJm2XjAM4lS5ggwPsag0/zs2izu8/f+DqTvbp8GyMTR42GFf0HbGJoTeplaGLt//J7dKzKyQkSrA3AIc4SuxgWwKi/d72vFbacuuecAEnEHa4cfNiF+IfXQUmVT7ZEP0P0KXdwJuDH7w6OcEAWASO8IAyLA3ecDzuETbiQ7cOJTevM6YthWI7AwS5FrQGicjk+gwA+U3pancmepROJI7TYQKWSLLsD7cyfU4sKO1j/DCOiuxgAKDjJx2fi+s1wh2mR1IFFbYMouyS963n+QEABgD0XFZW9/B8QLstjePrT/nQLgWX3Pi+R13mr5xDSrUB+saahVY5aPQznUnvts+vjAeDMmvZ52rKT+YPeg0ATv17aTRN3Zqekcb+YbzsBgBZEwmDYjagzhBr37fmQBTCpep2mVqgFwEgXfkjkv5Jvhl4Rvrnkv4g9/ENkn4xS8PwFPRLkn56mf5vGMAKANPTeAWAK9OiWgFgowdYAWAFgBUAZiA2Pa2xsUtUCeTXWwDwu5YFgBSJuyX7HKazJBoyaJ+6THFPvaxsgV4FgBdrACybBFIygOnJN9WcdTZtKdBauoDbDGBklJ4aakqMxbH6zy6pkxnnIqi+Lx2JzQygRWTRtPPv2hlzMDE+LywgdWthAC2KS+A4DCEZgG3dvzhXwQCSpdm1+DwuUde2hbWimbA3zmA1E+ZszvhuUQPoAK471gTOw6w4EQV3m91JjimCpaI9KeM1BefbbQnT4xqmpfadv0fk2axUsCQnRsLu1LZF781JIMsygFQ7IaMSFyfZmTA4sEh255q14pqJOEW6DdeiGUAYLNg+GEL/hqAEM4COQCWrGDeg2S+8Xdj2H0l9k6e1QJURGMBbP6vdeiDYtTt1b2TDkmwB0zY5fUz9JJjA/mUGMFyJz+QAiDHp9GifTq4aCdcoWawpy3omMlZh//iM5IpU3SNpDHIuXOuwQul9Gvchov3g1Z1sZjJYSSpYfyLYJYL+rx7Y2yQTwCJGNQ7GCuxbuM4XEyPIa4s/m02GacU+2HO7tOnWp/RW/V4wgLiWSfDAVR120Z5mbJuthAH8tHZ3tPL+YGMnCxgXMH3GGN0xK+WqNh4bFtsu6wHDgGEZu4BhF/cubIuQCIuLMxadmRzJNWT+otHH8dE3XI4BdBYwGgawwIwf2hefJ7uWDCD3QjycaTASTILdNgPIF9kF3A5hiXsnXMApnpnjWB/UTCCfOkmsff1mhJ3tXCajeB70RFzKOpmpdCKI5yey8tlCSL3YujGAS9i/XM1k8cqlXpqLtQi8kONcShfw1G+3ACCc3vm5gF/IJdV9X8YWqADwwjrveQGg3SQNMMtgyRMgk6PLHzHhfbkAsC07w7EM+pjYm8mzyFT1pRNb6ELyLD6UExsfSkArZGByWSZi8Qxc2+4bL/QAJ4NO4gAjBpDFBkYMoAKYSZq1yXXHwsUCy0Ox3ZyOeRpOMW2I2jpzEndeWTS+dD9xyBIAAnYSAOyPhRYA6JikbgCQTFMAN4DzxPR4LJJkR3J+jtUAwGh7fxPL1pSEY6EBoABU9q9ILmBAljN6DVq4Pr5zhinvATX8wz6sbzcWMYB8xub4SVzKgBH2TxXXEqAmh33LvPRoWug2/PWnAwBiuzfrg5ERHNmpZ/dp9Jk5Cclz2kde/O58XpxAqH+BIfk7LD36iqtEFisbsV+4NAF0uIbJnk0VNFbGsfmLnXE1GgDyOwDYkfuvTH3sTNb+xbAvrlRcjdvXPRHgHRf/wWc2a+6B0RTrx/hgw06EDXCM0gWMHQDaRC3gwNoljd1ySN808Pvh/gUA4n4FtLLtzJnRjAVAIYADUPvJhddEhizb3O+OJnuzUQmEPuHYvAZoZhA2tu2Qrh14vMmQNpDhvsc1TAYyNnpAu7Xvma0RZjE8flKTQ8ltfGRhQzy4cb9GZZMyxjEVb1maKd7YTorKcg47djlF3OT9Z6MKTOkC5jDPAYB+WGkBQN+/rjREiAjZ2G1x57YL2JJRnItzJzfwmRgzbHZFu4/bMYAphrIjG2Q3MA+UtGUJAORecwxgdgEvyRJul2mU1HMA8Pek0Zz4PH1aGvum6IbziQHMA6/+udwtUAHghfXwOQEgT/oGRu2EiW4AkMQQJ2J4MjtfBhAACOBy5RFAGxPmEnDnGDWumcnTk6Tj2GAenl2hwS3Ho+Yn7YH5A0jSHmLjaF+Z3MKhnNDSBp1M3Cx4Id2xF8CUwQaOdQMeFq6otFAwYXwGWFy7FAACMFhUl8YAJn05M5MsOB0G8HgAPvZngSeRwSxEWf6MPgJIukoFQNcAkCoMaKqdEwBiNzYW1AC1LQDoqh6AFq6NfzB7LN45uaDRBywBIDZxDGBCUQl8EPtl+RhLwXBeXDwAFMAlMZtvmtZr1n0y2Mtv1QciHjD4uukj6kfeFYaJAAgYQAAnNgcMgpNYJvLf468ZjCQGS5gk8HdtxMzBoPEeFggbsYgTa8lDDe+dgLBnbrumPrax024DmZzowxjbufmxAAARg/fkNumBFQnocU2l/AkPDYAzA2czp4wp7LlDGt59VG8e+sMoe0dfA1ZhJhkLToyhbbCXjBcSV+47fHujoSh0AdxfjE/ObzkYzsfCelbq2346ysPBjDYPclkn0CX3sMdfLNyqY3temRN/ZrVh8+H4zZHpxEpG3J8rmwByuUcMAJNyTgd4mgFMpYXTBijO1Uq4t6/ajMxPYvEtt8IYD01GysHxUOaHmAIAmgV0XDCHNvuXaqSkeM2y1jZxjGUWL/cjNnccoCuluC6wS8ElQJjqQlsCBkbfSSUh8zQ32FQy8jzU1OHuAgAb5s9zWwEEF6956Ze7S8oA/o8WAPxrFQBe2HJ/+f36pb8jXt42rQCwAsDksqsAsAJArQpIY6HoCgBTIkgFgJ1F7pICwI9JozmBaPqUNJaq3VcG8OWNOS5q6ysAvDBzNgBwzeYrIvbNbhMO68LpPOFalNVP5Dzd8gTM534ijsUju27PhwEsS8SZAbSoc8SwlVnAp4YS44eLstxyrF3DXvF+46zG1h+Pa8E1zHHsGi5rD1vwufyLG8u1OWnTcxhAWCxLduC+xOMGm+VYOMukZMbFLmBnTsJgsTlr0HVpnanMgsNrbAtbGLhMK8MNl2LVkvwNGcUWsIUJYtGGjYEBwf0NGxiSJavnI54qGWjOhwAAIABJREFUqmUsbNaxLGTMMVyJoGEkYABD2mVWIusZho3rhbGDtTFrxWuYPZge9Je5dsc+4sqEiYORQx6HnHT25XsLS8OIlZmhNAZm8G35XFS1hl18k7Tzqx8M1+x36j/rNfpkMIBbnzkS2b5REBEXMGa6Jg8KGEG7fzfn5eKW5Ab2OIb9I16O2EBc67w/tjARcaPEmIWN5ldqbOPRRgvz4CNXS3+e2Ty7+B27RhWLU6u0fednm3uhYQCxma+X/c3EIZlDSJjjSV0tBbZuh7Tp+qeiFjDXDvNEW2EqudfIAmacwAYzJvgMJvPx+29KtuAcH8rjlD5AAt7sImPV4xaTbZOuu/7TwbbZtWk5GDKAcQHDPt9/+Gu08MSaJu51YNt0yA1RWSZlj2f22NfDPQID6OvlL33sWD/OTZxouWUGkJi4rZPJBVxuFpluwjIKD4DFlNnfc4nva7wKnYze5M7lnuEzxgQMIFsSZk9pp66RbFcwn3FPlp6QUrTert8kND7cHIv4Y85vkfpgSokBdNuzGPuyno7CAD3HAH68BQBfG8aoALB12/Ty214EgO+S9OMREpMELyl2TRbUd+aBcJOkn89ZwEzDvyrpJ5cZJOcEgAAJAw67wpjo7JZ0PFpZ09bJGyW4czJCqQNoWYSYjHNZLVzASwBgTmJgn4gtYhHzmmBdOYAC87cTCvi7ZTHiABvpBVxT2TVc6oKVwA83keOY3CbAFLFdJLE0LmDAjOO3cKUBBgwAee24QAPAiRQDWFax4PhmWgz8WNzY2gDQ7mLHqnkhYoGyS4zfsJ2YS37V8YETKQYNADg8G/FULOZRIm067eM4qQC4DbhOum19E6eTvUn0QNfPpdtKAAjQC7BdfM818zkbi/vGRWlPjiUELAIIACgAIoMox6kxUiluSHygJWbukAbfdjyqbXy3/qNer49GTNzmswc1MjWnFX+W3b/EZLpIAqCVeDc8kwAfPr9NemrTpgDJjFkA3326vamcARhE4oWqKWcOrU0Sso17ezaA8sJnsj2wBUkd7vuIAU3lyK7a+WgT3xmAEQlaqnFwTSXwIc7R7ksDJ1zqbADqHbPhAv063dckAj2oGyNhBYBCYgjjCQACKOT+Ozo3oanf3phc4ABLwGqp4ei+st2zC5i+3X77ZwNousKFS7kxjq7W3gDJDzx+WwLyHt87UvzjAlVb2Dg+feyYPs5NX/AwQOyh7w12z+K+Ma4YM5b0JPRg9Vz0w4bRw3GNnms4xRIASFiGQ0JWp7J83qz7F+M8J5aVpRVdWg6dRwBgmYjlBzIesAjHoA2ORXTiSJkM53vZVVToC35RxgLST5FsMjPUmU+KGEAkbGhzzDXIXZWhLoyPvC3ubF6+ZC8uKQP4GWk0TYuaPimNfVW87AYAKYVKZayr8mPG/yfph4vZ6CWzVz3xi2uBXgWAREOg+9feWGYIjUcHkDR4pow/kvSvJC2rA0gt4G4MYAWAFQBWAFgBYAWAqZ5zBYDSJQWAT7QAIFnj3QEgun+/nat+QOEifXa9pJtfXPhRj/5SW6ACwKU9QA3En21VAkEk8/uzKHS7vxoGcPTKFU2wsneCAXCmm90ljQxMzgZekgWcZYr9pOuAbLty/d6u1bYL2MHanCOqLmT5mAiMPsGTcaserYWFzWpYZmRLEhTGDR3uliy+2/fKlL5L1qalO1zxA+aRgG0HaruCQ/NUvjdLN+Cq+2K2EKQDH/OU6kB7y35EfdPUDgsxJ3Hdp+PH7aBzM4Cu7WsXsGuUsgjD9jR9k13AuJgG+1KmIsfgdyH6PLM5AuVhF7auSxUdyCKlUgMbv3H1hxPPjCfmIcvADG85msrfPbwqsT5cG+wO7J2ZLJgmNprExGwxZ1zG9NMuKY6zZ31iguire7NLGWFiy8DAGMICwaqSyQs7iAsY2xLz863S8K6jevvQr4VLlOvANc543PjJKYlkEEvy0L1mnXB9XilpVFq8RXps3VXhlsM+JH/cqzvCfcp2v27VwU9d3RH6dn1eJ7jAYn0yu7BhrbAH12MXcGZIN3z1003S1JFHrkwMIO2zkHZ2e2MXy5Mw3sL2j2ah8fXS8LajIdB8sz4dLBTs0Sd0Swh5sz/jCUbXDGAkRexdn5ZA7E8X+9yvye+xZ2l3s+bbpE1vfipc6yFgnBksxgQi16nqyIg+9+DNKfHHbCuJQbhsv5in4E4RoTQuYABpA/1Me5z1zXmtZkJfszmhKjOAZBlPDB2N2DuHmLBbCE3PjHfCOgrhctzG3ri/y7rhdgFzPG9OBOG9WT/fk9xzZgBh2u2KLt3Gngc5jmt6W4TbduRvuidToggyOQ3jnqV4SHiB8Wy8DWYAYYi9ZYZ0EUjzEm+XEgAe2yeNJk14TU9LE2n6Ox8XMFwhGoDrcjrSS2y1evoXywK9CgB/MLuA8f3dJ4ky2Uz978+iHS+oFvAVT+0TADDm4hybAjAa70tVDtgsheASSMS6MLE5/swZhDHpzYzEJG3A52xe6/iVulhlvN05ASC1eJkIHX9n7Tlr8dHIAgAC9gI45sxgXMd92xIAHFl7UkMDZ0ISho0FgusETKExVhaQbxZoAKDj2EoXsEEAoACgwDoEcMjZwW0AeHUErXVK1OEqSnFIyddhUNYNACJF4g0wGc6pmZGI1WSRStUh5uM1ki/EM5bVHnAB+zzWQ2PxI3YwMp3zogNAoc8WHluT4vZYqAE8uGtZwAG9uDbZaBLS46vnU6kzNPxmpb5rT4f+4IHDm7TwyTWp38hMNaC0JArHwYYH87GY5HEBs1YT8/O3Of6ivvuaX9Yd+nBIonB9AMCbpx9W/+lcAQT9P2cG2wUMvlsjPb1jQ1SycFmxh3SjPqQ3RLYvoOCj06/TmY+hX5eBqLX5DADtvuYOA/hwzaULOAPgsRsORcwg25Ent0oPr0jXjX02zoZ8Cg8UlOZzLC0xhxHTBlCOihizkbUNyHUVFPoMkIrMD5m2hDcAkCILGKBP3+1ZlQAg9qXd/OXcyOMCvnhdulydgbwtudm3ju5rMph5EKJk4OD4SW0f3RMxqU/c/+pUGtBxfGV5wHJ25x4ADLIf2dxliAT7+QEC++E6j5shx54iP7R6LuyE9yExbklmis2VRhrJp9JVaiWA+ZXR7jIbmN/ywMPx2AzeDOwc98d3joPsBgAZKy5Px75+OLaeZ3L9Ekc42MQWOsSDsee+jnvLWoBoSUZ7k+JAEyNYAeDUgSMrNDqa1qXp6UVt3hDj5XwAIO7ff1REBpcjtL6+jCzQiwCQ50Ai4eBgiBh6r6RbJfHU8+9y1NO3F31MNBZTN0trykDobMEArt63V6NbVjTshb8mLsjAz0DQk6fFjPk8xQAmIGOtLhY1P4UnBnCuSTJBooHvmQjNtLEvi6eZxmPTEwFKYLCCIQEAAgoI/vfGIuNybHxmRhCmY+tsJ5aGxJEMADkfwesE/HthcTKLwavLR9FOdNXi/Cyw3QCgFzUzgKU23pYkbOwYQEAborveyqDzbgCQxA0WmRRYPhIgJhawhZWa6Du2BABybAtas0jBbsHiwC5sHUhiwgAeFiQWI8dXcdwD05sTAIQpZbHcksqFRdA/AJBrY8QBsKJkV46uwR7YGkeLASB1fJ9N8iIE8ge4fGBtYvioVQMrxEgECNCfHBPQALvIsQGbsHj0KwAQ8ddb5vU3r/zPIQZtbT6A7g49ESOPayJZYWT2pNY8sBDJJ7ObpcNDG2I8UsPW4BlG7XHt1Ef0+pDVYaF/4MlbpY9lsFaKfLtGLddJPCRgFRDl5AVL4gCGVkoDr5oOe/PwdGzvZunRfMzdyaYTo8fiIWND35FGozJ0IBdWpmSKzAYR85jGyt4A9MR/3j9zq04dmkgCy+vnI0GFhxjEv6PMHP0EAISlY1aAWQX03Zb7C/t3nh8SiOdhhc/eIm3Y+XTEwDYMFUlAG2e1ffOeGC+fv39XBwBa6BugyXi3tqGTXFwWsASA1kI0Axhl71Ls5BJJpeEElGHoLcRMH3IfwF5zPwaz71rWBkquI/xsvwbWUwwibfQHG7YyAHRcLX3PVgJAZ0B3A4CUX/R8yO/KEnXUjrb8i+8xfxb3bK5B3eglAgBJAFk5Hw+kjBk/fDYPro7/61EGcO/U6iUAcNtYTPDPBwDfIOl3JP0NSX/SWu/q28vMAr0IANtdCI0FLKIm8Ju/HAZw5dv/oQZGpD4tqv+uO7Tqrr8S56gAsALACgCzi7ICwAoAexQA3nPPPeIf29zcnO6+++7zAWIXAjWCmPjc1FqNjPbFcU5OL+i6MbKzzgkA3yLp/5FEKNTvXUgD6m9fHhaoAFCh2goARCedZ/+fa8UA/oCk7ztXDODoFx/X6HoYwBSr4o04IzN/LofEd2alnE1XysAkZ+TIEvcqMUour9ZNcsVZe7hi+XXInsysD9eW4wUbBhAvrrMGHatlSRGH+MAwkWlpeQoafUpCuiJkUkZPxHnMWvJUD/PoLEOexNkPBvD4F8eTu2YP7uQcB1a6gDm2xaB5bbkN2gQ7tmleE1sOhzudcyZWJ9cd1uAS95aFZS0DYwbQQtBmsXDRrR/IDOD0SIheu4oFx2gYwOnxKLG3qe9AwwDaVW9ZjKgwMjOZ2KVT6XYa3JYZQNg8mCWYHmwNYQJLx7XhDsUeZNtG1Y/5xNbuHY3PB3ZNh6uTzOSphzcm9zEMIPF99A/H4fcc0zGAnBybwVezwV4hDXPLrP6Xzb+t23VfrliR2GbcpFwvzIulUchahemk8gfSKIxNmD4yaG0bYilxqcJ8wsrtf3BHypotq3OUGd70KW5pYj+5w3Crmu3ir4WedyQ3OFntZ/avTW5Y7LY7xfVRPYMxRiaz+8ExmUjPwAbhsmc/xgqspqVePvn0rdIJYmGT/QlxYN9T+9enrGXkdn63YFixt13A2JLXbqdvcDO43yD1vfp0xy0JE4wtNkpbdnIR0v5P7Ugu3Xz+iGuE1XP8XmOPxcRSct3pp6mvzT76XnU1Ev8eFjHiBeejvB7zBaUbuTdTaMPZTqm5kIPqD9bZrHVUr2F7dkUT/2vvAh/DKFo6x3G1xPex+X7jtTPFU5jBmZCDMVNI1rDVENjXcyK/97xnIXAzfiW7GFn7C4Mdr0KWrMEjwdzXZAk7Hrfpp3Rf9loW8C9+YFyf+BgDA+C5qF+/O9jc5RhAVDB+QdK3ZREkW6/+vYwt0IsAkAH+p9l5xvKLC5hweZZh7MFSQBYwmVFELP2hpPedKwt4/dTDGhvt1PtlvLg2qie59sTngHrHrHlSRQML3TC7IzmOtbA4bll1gxi1UgKGSRDXF5MoANCxgyFTUsYAekCzGJWyK5aIKQGg9z21IoCNdfKY2B2fk2o3pCSK+DedgGe48tCEI44Qdx6LFS423JWO97P+nWMAwXYOemfB3ZiSIRzTRB1Xxw65BilN9CJne9ImB/p7MaEcGBvB5ABAu6xZ3ACAqd9SlYNwAc+MB4jF5QiYxJXoGCfHMy0BgCzcLErbpjtudxZxx5C5Vi3vCUDgsYPpmFJx4xkA/uXokhjAqA+7J9elBQB+LAMRawcazAOucEliM8AlgAJZmDdJE7d9QW/u+2AAQMYTbebaHcfINVEeDbtiB67dZd4ioUgTUSmD7xlfxEJS2uzI05vDlTr16MYE8FyVBCM4ntRuTtzSfM97AKATjyKWLQ8y6yUOz0sH+5OEDse5JQE2XOKMawBeJAosDAQY4AEoAPjquQCBxE5ybQBFA8DHH7ypA8IBUVuyDAsgnXYBzoixpJ20h8+cWOPYWcA1Gwk7bKyt3CvYmQQc94WB+RZpw00psSWSZHgYcAwg0Qib8g+KihxxXIAq+zkhiPY2bvPs9m3rIHKoKFe3qMH1qSN4sHFsLklaTXWbMmYwP7Q0gJyHjy0pAYzN0lMcywCQz3kwSFI68808wHU+HwAsE0nsDnayR0oCYcZMgtq8t/ua+dGyTdY4pa9pH22LB5m5waVxgJaKcS3gHqsE8vGprRrODOCp6QW9diwyz7oBQAgOVC/wgiEOVbcesUAvAsD/nrkRFLWYRj+SdQGfzH1OyPkvZh1AlmhS4n96mfEQVHsFgBUANvFlFQCmW6UCwADjFQAuZQArAJzW2BgY7Hlj8S4EgsS69JGpnRoeTUD+1PRZvX4MhbOu513IjzNOBbc+LsmQFRBeSE98hf+2FwHgxeySuNEmpz6jdaOdupYWf071MM/E02zpAoYN7Mgg4IJLWW8hdqqhYGgcTA2DYXaLhpsZNPsBI1fWAeacHBthWyePRNbcsZRc0CzMloQxIwFjZAYQN92WxVQ1JGqwzgcrYQaQDErcOg7attxEyQBaKJlsyHAzwX60XcAwKJ5yLGnBZwgFO6GBRJBXno46xGQi4qq0C9gu6JL1MxNpBrAsWE89WzZYJK4hXE/TI+HmxcXs49JXiKWQBMJ1IKpLEgj9YqbWbm/Y2ki4obZqZgAtlxNi0DCAMDiQMrjYEfWFBXOSAfNzFkem6kkkjpAE8uqUBQz7GwkO1FKGoeIftrK9zERBYNJ/MFIWnH5TYqd27nxQr9NHgwFkbBxGzkbjTWUPGJdr9Vgep3Mhl0Omr2v6WtrE1Vj47VNz2xLzRxUPEh7MbjkCgnHFGLOrGoaQ9vGepBfXMvb4CwHyzAxiL9g31z6+NWWgmwGk78xwRzIDGazIHOWxuuHKA0sqwexb2Kpjf5zr8LqKBzY304jtaD8yO7ST/uH89BnMmxk9u2x9jWYv8R/AarJZmJnr2i6N3XwoJZs8ePVSGZjrEtPG+OI+hc3C5Rr3+KHRZCuun/ujZAB9fPrY1UH4EfZzKAV9krN5mRs4PskcU0fXJjs58YT7zIlguI+zMgAMNgygFQZoo13ApaA9933JAKZmrAzW1QkoMOdOmGJuckiMFRD4jee8kgHk88T4WfU6vTdrz5zG1mYAl1QvajOAVxbSMBdzFXgBx7qUMjAfmrpRazIAPD19Vm8YI4PsRQWeL8ASddevBAtUAHhhvRAAcPPUp7RudL5xTXJI68k5K9fuDsdReaJkX7s8rH7vhdfHKd0gjrcpASAABvcvm2PZWKQNbiITl0WFRcJxfuzOAueYJBaPkrUxAMzSEmRK4ooltgj3qWVUaDOLAi433IRINRD315Rm8mJGXFoJAMuFkobjjGezC5hF2FUy0CVcPx2uvh1De3JB+rPN4sCigo3slmWhMAC024q2kc1q9zguZdyrBsm8T/ZO0jwhD4JbcX6FxrYd0uTAkUYnEEDEcVnYcAuHa81ZwLjQcqxkuN7JfsY1B5eM/dHXw/W3P8eJ0R8A7o3pGuceHY1+6PuqBAA5V+gMEhsI+CNT1XahzwCQNB23Ov0HsOE9332z1HfHad00+VCUgbtV98fxcOHi1uWvMztxATNmGF8AQHTzkE0JTHPF2QAE6ydTv3tsnfnc2nA5BvAFkJS6kg4v8LgidpH4U4Af7lKX/ivjBi3/w2/4PSCZawJgbZvXVVfuCeAHGDlyYDIBz8iGzeAygxjiBXHdA+ojA/fA1dIfZx1K+iCXi4uSfftWpb7BBfw/M9+Bb4DzAwx5ZqDduNg5j/X6fC85phEdAc5v13bWchzYPR16gEcevDIBOseB7lKMK2evWnYFezdssgFwCQATMkr9HTsXrmfHUzo8YHw+MmUjBMMg2f3Cbw3OHa+ZpYUs92RAyn1XAsAUN5ruN+4XZ+CXVUdSCbgzETrRBoCOfeYedUhCjKnsAu6EwyQAyD48uLhaCKEZBoDEcSLj5FAZYqQBgfHQe7Y/VaFBzooYwM15DFzYnH9Bv76UAPCDU69ZAgDfPIYYZwWAF9SBl9mPKwC8sA4NALh16uOaGE3TVsnsJQZwJkCHXR9JZ+5Usx+nZ1Eua9sCKiyuagbQel6ebLsBQM7PhMsWx5gbDGmYiJmBoXLZLHZggWLXsr6oEwpYGNAYgwF0csKJEY1tSasOABCg6Vgys2E+J0xDTLwkfxDL5QXWge2ct80UlQCQBY/3LK7EXRGJuT4tZshqpIUjCciyJRuvir8sNtgIgAZrx2cEo6eatTuD9UIQmAB5B5Q7scUMIMcO+ZVc1gx5EsSD2d+l9mgDcZAGgCH7UpTMA5SHPh0Cw2yOjxtPCQ2RfGCWKcekoU936qH1ATgADta7C4aRpAjq0/5atg1AD+lDS8o4XozPLe2DCPQdR3Xt0GParQeCAWRBBfjBAgKIGVeMse16IoSuif8DAD7xqVcnAMbxaV+WaSHgngeKYK72rk0MIAADEGhGt4x59LU7RrANAF3KzvI/7G8ASMgSgItkll1JUgVmmzF95PErU/sMAB0Dd4U0uKMTq8q9FeAL2wWazUwjzJ5rNtMPAEDaSIwl+9BfBIjAqPIa0GXHWDNngN4HU/QwANB1rT22CSa5YTHum2BLzfoyJG5IeoUGLuU0FIzv0f4EqmlbCQDNRrqUoB/afAD633GX2Jq25GY2iUgG6hbkLgEgNa63J73PUmPUMjC+93hQKB+urMvoZvhhjHnCsYLcj/69y2CWADCx0ivjXmYzIPQxk05gJ77ZSSquuESbiJEGBFp/tJcB4O9M3aY1o2kwnp6e17eMkalVAeCFLfmX168rALyw/qwAUEORAMJiUAFgp2ZyBYAFowyAqgCwAsAKAC9pKbj/d+qvaigDwJnpeX37GLmPFQBe2JJ/ef26AsAL68/nAEAfzgyR4/385Mt7K+h35Ewov5iYQNwcsDPOsLW7hd85W46nZDOA/M7iubBTcDtsR7U+GCvi5iKTlFi8UtbFDKBdwLi9cHk1lTk6DCCVAXBxkvHJVjKAPLVbEuXYwkSIsQbbiOuJ2D/LaZBd2WYAzbRwUFyjLkkG4wE7YVdnsDWpbRO7vhDXZHuVLnXHqGE77I0tYABhIeAsH9O1wSAcXNgcQta4q2kvW+lG55hRNYIMUdq/K7E4iPyyHwwDLJRZUMruNeK6OVsaqRz6KNicXEovGLK10sSOL6TPYXnMum5Z1IZr9unIp64M1mfglukoQRd9OTehqb0bEzv1bwpZEFeFIH7tL/PIgy2NihiSvkuaeMMXtLPv8aiKYQaQsQHbh5vXIt4wgMi9UOZt3+GtWrhnTXJZcg4YJf7tyG7qzAaThY4ILy43xL+jT06MRBZquMS5vjQYOzIxtIv+tPC3mSzHC7K/xwXVTYiBCwYwuYCRxQkGkFJxxFeWlWyyPXDB220ZZd4+sX4pA0gyOG5owhvsvmZ8olV4f7YjbWaYcd300bxpNIsk855/66T1o9LXZpvDXDtLmLjAHdLwjqOJCfa9sF4a3J2qh7A5ltXi8DH2Dq9JdnP1GMvAWE7IMkJl5nXpAna8qWVi7Irn95aQcUxjWZWFBu1I9ZtLBtCSMmb9nEXO7oRXmAH0X4eFdBjA5J3gc4+5tguYe9TuX467HAPIGIjwijz3lXI32BAW0AL0vcwA/qepN2loNA3Gmekv6bvHiCGpADDf4fVPdmr0siFQPP9mSaifx+ORpJsk/XzOAmZ6/VVJP7mMkboCQCY4XGtJDX8mXJWW3DAwxAWyHADEDefEkDLBAfcdi3dIJcwNRKmyAC+5dicL41btKyQUktQHWmkhx8KWJRHiL4ufXUwsnnbHedEP2ZL5KA1lAMhiTxC+K2MwGeMe4nqbwHwSThyg7kXPSQBIe2BVYteImeL8ACPHV9mVh/uXxRQXHIu19c92JLmUABvProqFigQRNmK+WHCwHQsNMiCAQmxCUsdT2hZ9gX3DLjlOMtWV7VRaIc5xKhIvViSQQY2YLNmBxprr0BIXyDGOHga9SpH0QfzeK09HvBxbE6uGLTO4Htt1KAE6L+Zc844CAGKz3bPauRlFIunw3IbUHqptkI9Ot1syBeAOaMGFiU1DUibb7u9LY284pGsHHo8kD2IAca85/o96vq5qgv4fdvnkk7en60YTz3VxSc7gfNiBmL9TK7TpplSRpdRa5D0sMKEP9AHjIWpBHx1N4JU4Orfd0i+Oc8MGXIs3wgYAh2wAqV3Spp1PRVgDW2gjGvQ69o4xMpx0GA3oAwD+eQaAAB1sBEi2FiFAiWcmxic2xEvGeIxnnTPSyGBOjqJWXrrChPD4IWCQKeC65AbmFiNm0HkLGQCi6RgxuHb5r5fGbjmkqweSpqXljFIa2coUfsBDFHWCqZ4CeHPSD0MdYIzd8NT6/vE5CZkg0Qh7kmzqhypXLnEyEvtzTLvtsZ0Tc3alzCwSSCIBZHgmHpjs1i0fSnnNeCoT1fgt9xf/GAtlQogBoOfD0CfUcIwbA0B+7/KOzHXe0hEH4yGgAsDiXnnuy1iXfmXqm5YAwO8ZC23nbjIwf0vSP8l3OCOBAU5mcN0ucwv0MgP4dyV9h6Q35n8AQAY/ufLoAKKLtFPSH0n6V+fSASxjABkvFQBWAFgBYAWAATJhTSsADEa+ZAArAHxRmbgAgL8w9W0azAzgmekv6fvGfms5AMgauC5we4oyrgDwMgd+vrxeBYA8+8JJkF/4dMEAUgLnZ1uVQP6ppO8/VyUQA8COxEGqJsHTL/FxiWU51WSYblYK/oY1s/wLHWIXL664qHGq/kZmwUwB30UN3LnBYADJcHMxdBhAKmWw2X1Cm2CpyFSFufIWLkuYOhgE2AGYGRgXVySADcjCxSFPcnooXHscg6xG2DUkUI48syFqA+N+DtcVGXeITtuN50zjNgNIQyyI7MxfGBq7o2CIIhnF7rrccnqOz2Eu+B2XtClVkIAJpGqH7bZZB4N9wP2JW53kBr7D/Wm7hHTNzEhkjbK5BnMwbohX41511urqJEptBnDzwMGwbeMChgGMxIFZbdh8OM6BfSKz167e4QwI9ufPfM03ZAbQ2aK3zOq6zY/E+ImkDWz7mTXSj+ZrhpGDxaHvkC9x1QgYU5hTWK7v7riAr9ZT+hrdH9dPm7HFPbor3NSwOzCD75jmAAAgAElEQVSAnOdzH7k5XTMMIOMBVotzkdAAoMnM3e6dfx5sa7moYz+Oi80Zyx6rhAYcu/eV6Xhml52AwHB1JrCzmulX7OLxiP13pHq7DvIPcWxULcx8+bjDiyKZhqzVuKdKBtDuUlzAXIuFm2FcYf5gADkmQ+Ek7N601L8l7+e0W5hATsr3vGatvE5auy7Z5tVFm2i3bWe2FxZ0a2IAYWadwFTWAw+rHp5IjLJZUDOm2IrPbLfkRU7N4J5z8pTllPjOYutOICGhhUugbc7Gh32FdQ82OiVcwQDCjJNlm7J6Z+RqHq7QEQlTmmwy5C2BZRfwcgygw2CYA6n5m3wKE+G98JaSPpIoNFspk0Vim+VpyprHjG/2j8z8LK/Tq1nA7536OxocTQzqmek5/dAYVd7OCTypYQoRUgFgBYCXtQUozPhfJf37THXbBfz+L6cWcBsAMqnhLiFL1DGAnjj5Dpeks+A8sRm0MemxiCYAuDKAotX1y+9iYSPOqtD7AgASy5WONdy4nplckU5gK0FguJkOrehkerqChMEZCyY6fBkADoyfbORAHFdHNQhcxCwWTZxh1sMLAGm3lytBAFS8EAMucGdZHoQFisWJ6Yfv7MpksWbBsoSHsxy9sIWmW1r4tw7tawrOA4ZZHMiABfQBcNgAQPQD9rTrqXTHB+iivBsZuZ/JjpHIuF3UxLYDEQOI25t+5FhIxmDXiHs70R/6bmTw0vfhvv1ELuUGwGHB3ZVlYOwWxh67F7Xpmr1JLw4b3TKv6658KAAWZdgou3bm4bUJADpG0sejQshT2R2JbXADA9j+nnTVrY/qWj2ubXpKN+mheBjhuskA/v2Ft0asFAB+a9++iOX6/G/sSrFw1L8BGOHdxr6vtRxLssPXX/Mh7dATYQNLyWBb3OyMfVx1lJNj0UbW6OFHXpuuy1p1SJQQG8lnBjl++OBAjAVr3QGkMkD2rHTkya3SnhUdN+e41DeRyrsRouCse641yrBR1t4YjuvhmJyDcwLKkLsFAFrP8CQ7T0srXiVFlTQ30ugJex/JB7hOGpxMGesc16AUMMi5cA9bgzOXiNtw+9NRfYUx4vJnDvsACIX0D+Npf35Gd0YvNuE+xW60Gxcxm8EzIC5He8T9wz0CGOSeog08oDDeGM8AYWcs4xjkt2w5BtBVhsYHkhuXh1j+uryc+4LQAasTWOLFMli5NlATk+tYaI7FZt1OxghA0nOd58NuANCxxiUAJNSG2F/HEEbm/ImReDDsVQD47qm3a3UGgM9Oz+nHxiD3KgC8rJHNC7y4XmQAvzfH/d2VbUWsgwEgdwjPwt9e2JGQdVTs4FYOtOy7JAawrPtbAWBmECsArACwAsAKAHNSVgWAl64SyLum/rFWjyZJnWenZ/WTYxS1qgDwBWKky3r3XgOA12TXL6pddp6UAPDLYgCH/sl3afXAovo1r/G7btGGu74qnpRJAjGzlFTwEzMIMwVr4uog1rPjKRpGaa+2NQwgo4+nWj8Rw6qE/t7cYFL2J4FheKbJenRNV6vmO9mBTFJvJHKwnYIBRKfPVQDMADqzEqYA0iwH/lOvliLygxuPR3UMgvwju3EcV9FsCvaPA+cz8XtnHcKu8J7Aff7i5sOtZbFfC+jCarDBXkRx+1btWDMVZhG5FFiWiVQt4urJxPqxYQvsfqv+ItyR8Bd2pcM8OCEC1ooNVtYagrCwn3/yWunjK1LlitXJzUw1CrKHcZvCgLE//UVSTmiPnRgJJpJ6tbASsBpHPpIzVrlG/nE6mByaCRMTDGDKcD72wCuTjW6Ubrj+400CC+zl/gNbpXetSnYpayeTyoSLnWPB/rxGKSv1bYu67poHIgGEMcdfB9JT6eODM98YYwAGd/NoerZ54j+8OrmU+Ue7LMj9dZLuzFmtW47qDUMfCmYVZtHVbvi9q61ga2ovp8ojk/qfT79OejTTTbQdO8BGMeb4x3iwfeyWdIISrNquWW3Z3GF3nRkd4tmnhkRyDswfjJrvNdyBJE49cOBm6d5V6TywYIQR8FhnDUyu0250M9QHswt47Zb0m0g8h0rjBeOc71O4RfjbSRbhXsHuZtXoZ/5dm6+P89HvW6Sxrz+kGwceirHqMBBXmol5YG48hXiQiW5dR7KWYew5LUylk0GwHaww5w2h8SITnHvZun92ATvzHxvwO/ahn2Ewr+gImXNP41VIyVSJ/bNXI2oxayDuJ+4VGDzfQw5vYVzYdWxdTtcNxyPiRDiOlZRFlyaTwIimIpM5w5zQF5KLssYpItqEnvgc3M+u1R1zk9UIXAv4JaoEcs8994h/bHNzc7r77rt52S0Zo5mjL/BFEBM/OvW/LQGAPzOGhEAFgBdo28vq570GAInx++U8e/vambnIOfwvku6T9N48hToL6gckUSybqKr2Fjfa2uOf07rxs40cCpMck9J6HW0AINNb0ss7EwtxymdLcUosAGwRq6fxWEQdA5i+7wBAxIyZAENihMzeZwfUt2amKYlEvBvbCwKAuIdYfB1H5nJZ2QUci4PBSiwWKcYt3FR/OZqAB2W1KGLP5mojWJWNhZ6EVo7naggsRiyOfm8A6Exkv2eBAgDYBWYXYrkfx4lM1UVtueaJkH/BZtgCuyN/gpvKFTxokl3zgBOkT7xhN/qJRe2x6Wt15s/XhssW8IdLbPvonrA/rlkAIIsXfcJCRZ8gK4MEDG2grwGen79vl4QL3ACHtlriBDCEfW6UBrcc15kH1iabXCtdd+unY6ywuDIukK859t5XJgBoNx8NpzoIANCZnHekEnBjd6Q4M8rnAQAJD/Aie7++RvccvivFma2eF+XTGLf7379DwqXsWDgDQKRY4MlvSHIsd+reyCrerj0BDpytCegDdLnyCv2A7e+bvj25sO3Gp7wgMjEGM1yHM8OxE/sx5ihXdksSd+aho6w+4ZJ+2J7+SDG36d6zcDr9Q/+GG9juXcc1AsgsWk0VEMYoj4XWLQR57bgixQTSX+lmTHbmt4vEAILOJlN/ALxcEcSl7RibZAbzuy4AkIdEHvBwXxoAxuuF8SSphAA490pI3MynBzbcvlwLidi89veQPVwPvgo2jxHsyDWwHw9YhFzg5yBUwPvYJv0pzpVMeAAWkkvELNuVa3BNG+2ufVpbG/dtgmAJijG/uUwkv+detPA4x0ldnrKguXbCNPglbmTmxLJEJvvynZUQkLii+pHnWgvuMxbioYMQDir5IEdlAHjNS7/cXcpKIG/7wN/U/o8R4i6dnTurT99NOZ4KAJvJvr4Ibfte2lhayHYqNzgo0uCJEmLaZhkgC/jdGfQRDfW+c2UBr963V2u3LDQLj598LZHByTboSAP6ACYulVQ2hMXZCycTojfLQzDpspgBWqJGbAaAlHniaZ3kDDOATigBzHBMGAWYPyZ25FPYImaNkmQsvIBAy2q4/mgJAM2WsN69IsXCxfkfXZUWExZqMw2OO2KhcTKImRUHr7MvCyMLGGDOi79JlWhgZgGLJIw4HkzF54uEFRZZ4pm2SZuufypYM7Yb9VAAMQNAPjM4cIxYSJ8EZZa2FB84F6weuoEH779aVAJhIyD++qGUUDKpIwEwAYz0iQEQi3lZAgsg+fCDr01JBp5+kenwQky7sfOOFMO28Nmsv7dD2vn6B7Vbn841UYdSLN1/e20nkcL2hgEkSIF+AIzfJQ2/9WiUzQP48Q87YBfGDm1GAubeA3em2rCrO4kTR37qSuk3iwQMM0oAm2+QBm85rhtHH9Kd+nDUFwYAspibxX5C2yOgn8UcMOjScx/V65J2H23eWDDGBoBOyLC2IbZydZDbEvuXQHV6aOJeYIzzGcCAhy3XmnWGKQAC3op+fOiZGzX3cCqzF7cWgCfLHMWDCwD6c3k80h+kiAGciN+jba6vbDaOfY5nRnDFaEe3krQyM4AGVYxPM3EcZ5s0fMtR7R76dIwj7m+z/2XJs7jH925OFXlWL8aDXugDcgwAIP+YvfzAxuxmJg8jMc7SoO64oEsAyLW5Ag/gdVtK/pjIep8ALMsoWWOzTLhwWUrGuKWrDPi4h5KXI3F45wKAAMkEACeznEwHANJ8gzozfNwHsPC0zyCzBID8Zt/01lTJpz/rmYLXO8955bR7SV9fSgD4j6fepVWj6Ul6dvpZ/dJYqJl1Yx778gpAEgiqF8wiPLLMYbZLaqB6sktqgV4DgN2My0AnDd46gITP/2J2pMFhETiB+lq3LRjACgArAKwAMD1UVABYAWBy2lYA2G3BuJQA8O1T79ZABoBz08/q18Z+bDkAiGfsPxZgz0UPCfr4yCVFJPVkl9QCFQBemLkDAOrRIxq7+mzUl3VsH2wEwga4OHBp8JqnYGJfyMbkNS5CZ83BHDkjFeakzQCaGYBt4mk72AFXmSA2aPWcxtYf1/UDn2ukY8xmRbbrdIrRIXOurNoQWYZmLOwCNtvH3xxfF24ju+Y2pkL2kfX7cH/6vasKOH7LWY+uQMCxLWHhGsQwe5B1ZSaja9rCmMBWwEyyH8fnEnjPa9gPZ406q3ObtOGmp4OZw5636JPBEMFUwVLgfnI/uKIBtvyw7mwkemD3iE2iD3DtPvzkLcF2Ig/DBmtDVi5sGgwjtn1Au+N8ZhVdfYQ+5rwfPnyHFu7NKsewMtiktEGOtYts68cyA7gtMYCwl3aF8fePHv8b4Qok5o2C91RrmPuD0U6GLcf+1nndceWHoo0p9/lIw+TAB8II/w+9Qfc9c3sTt0ksHRVlpn50o/SfMmtkGR4YV7KA3yJN3PYFva7vo9GuN+hDwS6u/eIZzSfzaM/oVWEf3ILEq7r2MAzgE09fG5m/1EJmo/0Le9ckzt1xo5zT8WzBFkqbbn8q3JB2P7oqDsfgc8A37sUyzpbvUpb3RHLn40w/vLNxeZfi5hFr98k1HUbNLmDcvowtHhH5zGEJdCXvSbiHH4EvsfyKXcA0wPZzFQ9L2zwPAwjTZRWAgwc2S6dgaZMAesTZunYx9wBsYFnPm3OacaTf3HazgM66hykkBtBt25hi/yz7wnxj9yrjiNg/XP38days3bX0s6Wr7NmwG9hVP/gcL4jnu+VcwBaUTjWBO7F/pRfEDCDxf46r5viWicH0wQDiPmfLTPniV1/YZH8xfn0pAeB3TL1fA6MpJX1u+ox+Y+wdywHAi3Fp9RgvQwtUAHhhnZYA4J9NSdtWhR4fmlmuAsKiZADIImxNLICDJ9RSQgPwAQgkBjAVRjcy62hgsZCxoDXuISRXIrZsMXT6rh99JM7JhMlEyWQdQdbPJADIBN8ABxYTq1vE6t2KvSI2jQUC0OLyUexHKasdx1O1godXJPdWDiBvFkkDQJfScmF7zscixIJEcoVlLTiG4xA5F+4368MR0+Q4P87PuYips9wG32WNusHbkosSGxCjhhv+9fpoI08CIHQ8JgscNgcMWbYCgASYQyaFfgAAktQBaEY78dbJvwj7JwD4YLgiP63d0Vd2+bvaC4CQ4983d7umPpSF3KznZn3E3bkcWVSxmJX25mSFLQkAAl7TYpx0CtHu41xcB2OEdj/+4E2pH7MszPbXfxYHb+zDmHMiEm1O7rpNuld3JrdoSAmtiHNHIs+/GJWQCwPw03fWFIQXf4u0/aZ07Fv0iQCAm2YPaOj0gpB/5N++oS1ha+xntyCA8CN6vfY/uT2qz1AphS3kOXBBM+7oc5eD47yWg9s6q9ds/kRT1cWJA44/26Sk+5iiZ5PsEvYPLTg0GjUR7TAIRPPR8W3HvzgeFVtCUgnJH4AoY45/jC/L4NBYSxW5VCL9ZwDmUnnEdjIOAcOOq3VJQ45hWSSSQG47pJsHHggA6xhAXOexWOeSkAFkZraG3BN9EwCdxC9sRowmbn/fSyFTVJQJdAwiB3EmPm1mf0Ah0wEu4AIA8lBH0gf2438DQBJ9iFXk4dUJVnbBOwmEMYUuqOc1s4Cc3i5gACCvEzbujEv6Ele9wxP4PtVJSjJYZaUUJ27REoNLu4EdfcjvAgDuzQAwJ4wtvv7CJvuL8etLCQC/beoXdEUGgF+aPqPfGiOU/UVNPrkYJqrHuIQWqADwwoxdAWAFgBUAVgCYwHIFgBUAPs96cikB4DdN/YquGE01k780PaPfG/ueCgAvbL2/7H5dAeCFdWkCgL83JV01KmRScM1RVcJ1ac0A8qSP+5Gn1Zv1QGYsTjQ1gmmGGUBYvsQAdlTxeUrmqdsMIExGSLDwdMtuIymJ4PrJR4L1S8ebjKfkJmEkF09vFPKpBALL4QB8mBhLRbgSCAyBs4DNuK3P1SxgEBEN5nSuTRvuuxx4HUkkOTvYhe3N+PGegHm/J5DdiSj8jpKrx3O91ZHJdHyzFSy0JLTBetB2M4C0+Tbphp0fDyYINyVMAwkLT+nq/5+9d4Gv6yzPfB9LimRLsiRbim+xHDt2bMc4wUkMuRJyaxxugVAYCC0cpoeZdtrSDjktc0pPZ/prh/RyaDozlF5OmbZAodBCoKGkuAQSEhIIiUlITC6OHTt24hu2Y8m2bAlZOr//+33P3stCiZPI0cVa62f99vbea6/13db3Pd/zvu/zxuJEH2AWtRA3DNHX9MYs3L1fG7Q0GAfYP0xbj204V5YaQQLntUvvirAK2LTz9UA4qD+Qg0j4zLlOLU1BP96ji/X0fctTO9EeR+pS5O9eqf7C7sTCEa3IH1lUMIPPTlHAr8suOCmv9GHdrqtiHGB6tbn6kYGzBZsFowZTdPlM+L07wuRGnS3hy29gwqjb3bpMT/QtTTmGYQDpM+7/sTrp7/M4gL2ibTEVwgC+rVevnXdfMH9IwKw5ulYt2/tShGmierSzszXYP8appXcYhxUTcBbK5nTcEXoP12tgU8qhHAcu6sgO5faYO297MLn0o9lys0L83wE/zlLhIASYIgJRQgQ9R5hSJgsWB0M40Kb2GnJHNyaJHQKanLsa2SJnIqFcjoLP+YbjufM5sGmw5LQX7cQ4tEi32UFYQVjEnAkEU/rZNY9UGMDEraXsP84KwhjdNtAZfYupHwYwzNWHGhPzDktpds+sI/cmsMjPBa9FBpD6EbtC0AdC1WgbwGp29Iq2NtNMkAURwJQKBtBBIHZzwB3BQSBmWHmWhmaHMXvN78nMYwbQMjA0LQyog0CK/RNjpMAA8n9HDFvMnTYaygBy3qZ9i5NCAUdWIxi8ZmST/Yn49WgCwGu7/u4YAPj11veXAPBEdOJJdI0SAI6sMxMA/EyXNK8lZ69IvjpE5DIZpnWxNxZjQCALFSZgQIjNKjZrMZEysbFQOS2SzbnW3cI3DQBSkWBhcmMCxy/p1EEtPiOZgJnIiaqLCRTNQPz1MAHjR3SkoarbxyLHIsGfTXGAE6wnLMqALRY23nuRYRFc2Zt8kwCAAAAWnZAhSZIpNu+FtMnBxnQu92IBxHeKhQhtORIuWJ+NAvKe8/h7LqfbmrKwCkRYvAAl9xWS12OmDK2+ZII7/bLHY8FC/4/XBAAXBvgDSLhf8EdiEbtdV1cWOHwsre0HWNqw4ZyUCQW5lIPSRefdEYEO9OX5WhcgHU09DgCWF7i0PPbEgkWU8UNbVwfwQ2IjfN8y+CaqNton6zmiaaeNddHm6AAit8LB/RhDACnGCH6Oya8xRSzbZ4zFEMBk/0cWWs4DzGLU5v3DOlsP6dwEALfMOTZ6Gyl00sAZJNCv+GAuk9rf+awurrk3TMDn6kFdseO7aXF1RpYG6blF02L80o4AMKedCxC8fVEA3JrZyQQ8fcaBkBoJX1ZLCBU2UQAQygzYtGwSgDs2NZoWdS8CwORX21Nxe7A+HT0BCI3nJkfXs6HC3YLxUDEZPjYjjUfAHSZWfFPt0+ro3yIABIAROQ/oAgAaLNuPkUoaALJJo9rZr3b+ORujDTFhU6cqAEy+b3zGM0y/kU4Q1w02lmRuiTGCpiKRy5aWMeAsAkADQZ45+sk+uJTLYBXAyrzQ0a32mXujncMfuaejkgIu+QCmbCAG4UWVAdqWtiZDx6ya3ZX0gJbi4fV4ANAmYPePN7/0Z1ESC+DJOUmuiSBVEtimaGP7SVcAICkYGZs2AV83ssn+RPx6NAHg67v+UXWZAezv7tG3W/9dCQBPRCeeRNeYjADwv0p6X56amUHWKSXYIumXj3MkfTxHAjN9/LWkiKEfciQA+Gdd0lwYwDyxZn889OCqDOAOdWprME2WJ0l+S9VzAGz47cGgwO44py33ZIKE1QhfJhZufIE2NqRJ3X5JbdKs87ZWfHe2982NBZYAhoPPdATLQzq3CgBkIdlSlwAAE6V10rim9dHwt2Nxc45e3wvfNeQpWAQjf6jzvCZfJQ6ADXqBFZFk8t9ybftOmQG076EBICCQhXUPOmsgwXMSYwETRTm4F7ptVsqhfLAZMGyrpea37QlRYIAQ7Y0fHYu/9cwAgBaxZdG4S6/LmUj3VoCLtc02PHV2arOdLcECXXrBN2JRhlkDYHIQLMKBLqAZFDMTvD6g1XpoYFXouiG4HJIfaCg+0xJBK7QPfdLY3JP6aktHsLmrZ68L8MrBIozEz726JJg1WGTGgsWmvUFgoQUcepOB4/6jOisAHwAVUEZ5AGibBhZr7+OnVVPz0Y+Av69nAIjvJVI9r0vM1qrzvhesKu2JD+CS+55JoIaNAQCkSTq0qEYbGpYFyDSrQ9vfpwu0bV9nsJ34qnK0t6TAqN0DswLYcJCWDvbc/mfoIFIXL/IAAAchcA7slNlca9VZVgXQTxkMAGkvM+s8S7SjdfhCsHvDgioD6BR13hwBAC1OzmYLQAULjR+eZWWKAJDPGKv+jjZio5QB4OIVP6r0UREAWsjYADDmgl2zQoMSxjTSP7KZ4hmCgWSzBmjNQThxPyuW8rw4mIq9KM8eQVcOpEKgmo2TUrpH/CHt/0cuYgA6gW2MPbetfQCTzui0eL6Yq/DzhFEFAOJ76k2oAXsCgGkDzHcG6twbwDkcAOQ8b6Ls83ksA3gsACzmUw4GEABo7UPidRD7GuNjNAHghV1fVl1LCj7r7z6k77Vez9tXUoB6jFu3vP1LbYHJCACZHkniae7s1yR9OBtFiOljj78hawH+XiSUSNpIHxtGC7AEgCUALAFgCQAT01cCwBIAHmcFHk0AeH7XbarNAPBo9yGta33j8QAgJMcHcqobiJFfyVucl4oryvMnSAtMRgBY7BqWrv+UhZ5nZc8zNJH+KKxukrOBABI/OEw2kAQAP9olzSkygPCLyR+QA9PN3JrtlZ30Cj1WidCs7pb7Kj5L+KFhVnEUHDthMxfBAPYsSyr3j09JjIVZOaJzVz0XTBIsyvbueRXZF9gmWJowZx6ti4jlMEXa/4qdsqVauCZMQhatjcXNDKCzWWAW5ICJ4DvYBn7T1htyNDCPMF5kb4AFCDM05kYYC7hWrl30AbQZkewGmIgxwe2B2qBQr5VmnFJlAFloMX85OwiQHVYQhoNyvVshNbK68YFgNPCjg6GAAbOQrRlAGLt7dXHFNzCZLukV4rZnadNTKxIDuKUlmLJLr/xGMG8wHzCMjoKkr2CrHHEbbFY2ScK+2bQMm4IYUDBO22dr6bwnKiY/syu7+mapsf5wiEBjAubalB1mDyYNRg3/w8RE7g9zKIwWjAxmMc7FdIrJuKNnrx5sXBWm4yQEPSvqy2+DSX5gTpVFZhwhgIzVGfdL2hnr9qVJAHpNy9pg/2ABV3c/pLrbslmTJwdeoVXqPVPa2Lg4pHEYsza9EilNJhP82Wacuj9EfHGDoPyYYh3RDOPjduMVyaSl2lBhjnyeTcBu86IciCOA7Utrc699bG0qhAGEITVjuKV7YZIO4bG1PBGMHePb2TYses5YQ9wbFg7zriPV7TPrbCFmAPm/r7NQggGE0cUvLolDVX0AKY+jcIOlRQx6amK7gv2jTBaCdmQvrB4H9zPzxyuHI5t5dapF+wAWGECb5IOF3tkeTC0+pZ31MIApFZzHKGON/wWDm5+XA33Nml2fXF2c89d+gmYAYf6cJaQ4EaeIbZw0kloBrKCzujgKmGfL7USb2dfZclqRjUf18dsN+5Yl4W/aPGcNGsTuM8bHaALAs7tuPwYAPtJKKp/nZQB/M2e8ekOegf9btpRBgCSTTnmcdC0wWQEgW6HP5ocBkPenkngAOF5KPuAEAH+nS+ooAMCsixeZHY7Wqaa2X/Nm74hFmQmQhZyJn8WPydKSCV6g8DFj4fQiYABI4QAfj/asSCZd/O/ASBwsMAC1Vf2R2xXzGr5DmI3Cx2wnWmI528TRulD7j4l+Yw4kYVExAMQECzTm2vgAcl1n5chydqELRz3tv+e8oh39ap2zJwAMoK+jfm9ODFWv3U91hgxIgDcWIyQzHATixYsy8Id5bQ/mX1a610rTWtLChjM+iy0A0Zp6LMAsaJzOOe/GZJny4OLnhwwMpvVlGUhwKwATBwsTYAWzMH2RMq3gu4ZxsC204zC/HcY/rEu66Jo7wnTIUgMALJpgDUYsYWHtM66JmZglFJ8vrh3myJ62yNZhR/eUyqw3ysr1GSf42yUAuDnMvvgbYp4GGAFwgKr2f7I0Btfh81m9u9S0e0A/6lwcmT/43AEZ3OORvrPV9Z051WAHxhDZMDBr0t+0Mz5iV/dr6YJH9UbdFibp1+o+zVnXJX07A0DOww9zpjR4prRl5tyIjKY89j9M+pVzIyNNW31K2QYAZMm3T5dNfjb/Ul785EhhZ9+zorQR5/NMFX/XdnS/emqTn9gjOifKwHPkdHqAFQNA2oLr+v8Aa0yf4e/JuLRmnvNZs/mhjQC7mFQBgIxlDoAf7hK0hX0AAWd2C7G7QgRn9OusBY/EhoE2cBo49Bk5nPmCdtgwsDSZ6dH6JFjHQVo8FrhJUA5vAv0MsRni2TQAtASTg0Gs20nf8gzG/JFcN4721yYfQ3wy25I/89yZTgWXQCCHs6zQR/ZdRk6HHNiMcQdDcRzHnQwAACAASURBVJ6fMzYgDtIBtBXljYoA0LnPOTdlmQHe11dM//Y/tH+0xwa/MwiMNI6kVbT2IibgXxj79Xs0AeDirntU28KAlY52H9SmVpyunxcAPpXXvj/LrcSsSoJwxANZK8vjJGyByQoA3ZXMuDB+QIcv5Q9xgwfm3FDob6ZSlkWmdx4KHyUALAFgJYVVCQBLAFgCwBIAvhBOGE0A2Nl1v2oyABzoPqhtrezahwWArGNsVy7K4XWuwtq81f6NkxD7lFWSJl0u4OE6HRCMYRJXd3ill84AfrhLas1RwLBlIauQd//ZtIlJErYHYw9MFGwTwsHeFcNU2QQCa2IG0OYNvuOoMIBIwMA+WMjZeUAxgbYlFo5AEdjHkI348ZSKVAzXmT075SANVo7vcOaHVYAlcEYQwN1QBhDITJ1gDrgn7IIDM2BGpifza1tj2rnDGESAwkB9YjI4F+bE5lp+bwaDKjoAhCjfbQUGcHpLYllgY7AScR6sn6M02ejyGSwM0H211H5pSjFC5goYBgcTUJ7EYqRcsjBpZmOdyoyywx5t7FucIlXXnxZlfu2Vd1XkVzDD8jsbxzC9xm5btXHtJKGxJUy2DkCg32F6NmhZnGMHe+7FeID1SBGOvcF8YW5lbCzSFq3a95g2zZwfY4McvFwjjaO9qj16VAdqkRFJ4rnTjx5Qy76+2K48++r2EJCGKYGtwRzMPR7oOz8xgPQ7fUr7O1DA0j4rpVlXbk2yL3GVtXrVtk0pCpvxR38uyH+Ygs+Unp3bHkylo6mdV9lt4KwdwVJqV6X9aDvnjuU5gR2kjWkj+FgHbljcnHrCjNpUyP/b9h3WgdZ67a1tr7CQsEL0P+2NWT9l2khmeLOnEQnMc9cz+5go7RhvFu02A8hY4zPGMT6wzpjD+CS61vmMHU3PM8SYzTJK9fO7tWLmo9G/9J8zllgCxew0/f7YwIo09jzOYWZh/cyUw1LC1PM9nI2jkfm/mUCzmfyO/uI7GFvM+xfmKdEyQJYoImCF8TB1ULPOSEEgZmYdhU15Gf+0G+wfB8FX9JeVDVwnm4CLkdrOnmMLB+ZfmFoHv1l6xoyon1k/m/zf1zDrbhaw4t5A3+T84oMhgze2x2gCwNldP1RNSwquGug+oF2tr34+AMgI3SrprIhpqx5kBUeKYRy03Nj228l698nOANKvTIcEhLxX0i3Z7+GPh/gA/nr2j3B8ncdDYgBX/YrUUJ8m+NVrpHPXpMkTQGSNtIX9WrzgiTAZAgCZJJnuWNiZ6JgEI8WRpsciXTQBs3AzOTK58d1DPecmEzALkCNobQLOOmQhv2J9OfsNNUvT5jwXZh7MOqEzRmQmEa4saFyLBYUpAEsPvnhMDQZ9LIAsZNSJ+1A/Ws4LYNY/q1+eJCWYlKkvmmL9/bXqenxOMi3iXsz1aU2bpyg/4I3JmnLcgzmSuQeb5DlSx7QEACkncxpAhbJRJmsh8lvK8LYMUC9KAofnL7gvFlkDQPuR8RkLMAsYfYDpKoGUGZVMBBUA+NBpUdalb3y4oiVHJCy/sQmP9wYnmL7wm4IVtC8c4AO/PP6P2RlAYgDH+YAcykE/cx3GCD539D9ActHGHeqdJx1obFbHjoPaOneWOvft1hT8Jh3SRJ84IpTKb5cOXVKjtQ0pgwhmWDQAWUSJBt5x36IE5ugXALVlM9zXZyc5GmRl0P8DAHasO5jAH/5vHHjL0pcZAO6c2xoAkHZBtghQzSttS5sD/Kgn9aP+Tn3GpQC+AWAjddiuAMABAHu61NM4LcC0TeacnzZQPQH8OKbskwZnSntnNkf9aGtnmuDePFeWErFMEuPUEfa4TYQuI64KjDFntHEqOGwDPOdOF2cpFsAW4xNgxfhkVnE0PePUn08djNSCS2uA7/gAbq8AU8pnAGNfUtpxx4ZFVakmqgng47HgObEJmP4CADoVHGW0NifPGHspymNfW+YnnmH8cGMWzCZmA17qnUFr6/KdEQ3sjB6cTnvRtgBAfCfRc0SrkOeeOiX1A3z2miuZWpzOr5j9yMAy6SGkzC0e/1ZJoP+cFcnm4KpeYF2Uy6DZWVTCd/L+09JzkTfJY2UCXrt2rfjj6Ovr0yc+8YnnA2InCmfEutT8xb9W/3eSUsFgX596//xTz3ffkgE8US0/wa4zGQEgAR3sbIgEZr/8UbKn5t0PUytQBAj0N/k7lrav5UCR/zmkfxMA/GCX1JwZQOcxjYCIah5KwMrcczbHYoXzNwsXDAcsAJMgkxjMkKUzHARi5/ZiEMiDfatSQAUO+xZvLgJAFqnO3tCWi+NgXQJcMxIAjDW7JTlqR6opwKQdy1ksWFxYWOBD7dPEwgGwsCQMEhJoBbJQGIwFY4Dv0aBa5yfnRFJL4VfFMfCj7ECIfx8gkgXKDuoAF1qayRogB7hF6iX+szCxGQaALG7WKKTeZkEpN9/h6wxDeX6Shpl18dZgKMjjC1vEIkPdaVMHRsC88T7yLGeqhoVoWx8NoBQssS1p4eE7STqx1fXr4jcsOvQd/cl1+b0d5GHOWMC4F4EosF/wXgRzwGywKJoFMuNhB3rCUCxmja9bx30HE+jmYPTSXnjuwODhmADoYETS3DQ1f5x3iXRH50UBNLgb/oDUjTI8/fDyKiMLe0X/0af8dq5Us+xQpL8D7AJGQ/z5ob40NrgvQwxwg5PEPKl/gbStZW6wqrRBEfxZr9CsJ6/W8bP+G+Md8MuTAFi+WPdo3tEdITg92KRgQB0MAMQAdE/vPaCmfQPVrVyr9Nyp00KgGzBv0WL6gT6wDxltEYty+JgliaXtu+YmH0D7yxkQA/gcbMUr4w8AbDFmj08zgFzYAND+gacOqqapp+IP7HlgqASK/d24BHI6Tz+1LEkuOYiEZ5S2B/jzmLFpcyo4p+/j/94gOaDFklGU36ngLkX4gLodrc4TPPvUm36dJhUBIBs6jtj0DLSpueaAtu3qrIiQGwByTrGfzLAXBb0Zg35mAIr0FZsk/zZpdu6p+ETyOf3koJ0E3OuDNbevYQScqTHG3e77FiTLhhnASeYDOHXbFk1pSWLYg93dOtIZSvrPJwMznA8gI+tDpQ9gnnNPwpfJCAC/muEB0AGKCTiC3MsPCv3L3vjPM4RgD/kXkn5/mP4vAWAJAEsAWALA6galBICxoSkB4PBoYTRNwFOe3K4puM4AAA90a/DM2PA8HwDEz49kwW/K20r0cn8+ScCXUcAnIfaLKk1GAHgi+zIBwF/ukhozA5hcLrIkSmZTEJHtlFpX74zo2GQQ2xS72/S6N/y8QiC4IIfAbhfGkD8YJna3YQLWKu3eOk+6s64q3gw7x+4fvx6g7fzCzp6IPkxHBQaws2Vb8B5Ic0QmBlhCCzTDbMAywG6woDmC0cnmYRPxFnF0MCwEIAATIscqCT+nWASIQkZag4Prwz5gNoNh4NowK1yPa9kkDKMHLP8mM9dhafq0xOiZMeRa/B6TMe1tM7gZKVyZOd/C0at7pf0NWrri4YofHGzbnr72kLiAeYCBhU1ylKhNcNt75qnvSL36HmhJ97m22q6YlmGwYCHM+HFdS1Vg0iVbiE1UNjXDctyhK6JJMIdi3qXfYVdgROwSAANCpDGm0GVHN6jl21kKBFYDZm9RZoFoT9ggDggU5nmmeQsbXSI9fsnpUU9YOHwAYV++rwv08K6zNXBnU8p6Yb9V+ijLl7Qu3KkL6r8f0biwkVf13q6m9QMpApV7Mu64D+NhnrRnbnOMUdLNwRIhxoyx058xhs0A8hzgAgHjafkP+wDSFmZA53XvVh2Yokna3Dm3wizB+nAOkb/4Ow7WSlMgvpuk/S3N4QNoBhCWLTJcqKPCCFIm+2vaBzBcIkhxyPh3ejrGKOwZhzNumDHnWeF7xiYsIG2YAi/Tb2BSGdfhH5gkkubVIwq/LUzASRZoetTf/m+O/ucSmIA3bF2R0gdyT+YS+or2fzrLuthuYbM9LH3MAbl/OJ9nijpZxoly8nxc2p/YPw5cRczIp8EZz1f78mdDVsrizphjw4ze1xam4We2phyNRAzPmplkYOyLasuFXSycDtMm3Q7tiaRyZgCdAYlxwPjne5t3zfhxL8ZWMWOK/QQth4SA9o4fLEptln2ax8oEnEdDvIwmANT6vVIGgDrQLa0MS8wLCUH/rqRfzLMqs0qpA1jsvJPwfQkAR9apVQDYUDABc01LQTjLxvykpYZG3+IapqeNAfxYBHgFjLEQsFCRv5SJ0OYNAGBS3seENzeyOuzYPk+6vSGZ4uwXxz3hLpn8AVcs5MhHEOTBHI9OYMEEzCIbAJA0cftzDloWCRY1zCYAQOc5ZeHBvMo9mFTJEAHg84JkuQuAGYEoS5LzYwShoDXoTCMsQJTZTuaAv1y2WJDsrwQAxDfN/oX4KhkAck8OrLMAEOKzfX1MktwfIOygEa67X2q//NkwWe3YNy8yTqBJRzAMeZUbG3sCaAUAHKiNPKiA8t3ds1O+2vuakmn8Z/K9m6Wzlj5YMQHTN+GLpv0VIG8AZ78+tPeSbloVANoPFICP6dPSKJY2AUCyoK7qfVBN9w0kkxYmOgAgwRe4bmMuL5pjaRf6DWAGf/16aeuVs2JMAci+qatjMQcgRZDBnaclgGDNuggmSFlj8BXF/w9NQsDoFd3fUR3ggz/KYAAIyJktPXtqe9SPLQ4gIdLpaVm8cm/nMabe+MLyHBgA2qEfwAwoYPEPyZkdXcnEDU5dntwJLB1DRpYACt1d6mmqV21/v47W1UVADODJwR8ADA4AoE2+1YCQFDwTkjX7FiYASHsw9niGDAAZY4xfDutmGgAO9QE0M85yyzg8U6pfmHxjAf3O7MKrM5VUs5QkyRMO5HMe3bci+SUenJLGOWVzphIDNoAmmyGah/0W1c0m3DgfsM644XNvFs+Uai5Jafk4KqbvrJvngJb2lVUAaOkVxvve7naR7Sh8FHOWIQNArse5tDH9ymYodCm1JwLhAGwctMVQAMjnzIcJACIjVV8pozOLFM36uHVYK9A50xl/zzy8pOrbPAllYHRfdk2i9Q52SxeE/0iZCWRka/5J9esSAI6sO0sAWALAABQlACwB4DFBICUALAHgMGvLqDKA3x4CAF9fAsCRLfcn369LADiyPk0A8Be7pPphGEB25TBdLAbzpZrzD6lx+uGQgyH4g92vXx3ZCFPhzAhJKLUvmCUzgOyoH9S5yeyCCdhO6A7QqAgyF5zWHf2H2WdOb7ByMF9cFzNoV5iAp1TNRDBdMIBE6xZNwHaCpz4wgCk+IrER3N+MIOxbSFBkc+n6PMy4LiwFAtYQHDaVcQ1HJZoBtIO98wwT2AGTYnFei9nyW0ejUg4AKQwgjJRlTTCFcd2rszzOljmq7+gOVqV5zt7Ir4oILoExZE8hShqGsL6mT/u725I4LiZg7nN5rnOztHLp/SHobTYCRhWmg77CnAefSxCDs01gfuUcmJ61fWviQghl2wTM/2EAuQb9DguC+DMsEXIoc9Z3JQYQ5g3mD4aHV4w1tG2iVFK/wARhCob1uUraehlXTjlbEXNhvAW7pBXace+i1D4OXJoq1c/pTm1SvyMCQAhmwQz8uu7vqg42iftSDsY4TOMiqXe2tK1xfjDY1BVQHLJFOisyj8RnPY0x/mG9icqGAS+agBmTMEKwgJzDvTu2HUwMFvrM57cGO2bxYWenMPNq0z19QN3MpDtqFIaXwwEhjkDmWeOazzy1ODHmmE1hABnXsKjETtH2jrZl/DLeYF5tAmZ8OvDCANBZavCk6uyN3Nj0RDIBJzkoZyphXDiTBawWR/RR94oU0Y8rBwd9ZQaQe5Pdg+eqmHXEQWGU14FVDkqxK8eSNCf5qAhgO6gqP/utK1MUMIw4bU+bHR6YFvmbGSMR3V+XROYRvLcPINdN7d8QubMx11vqiHqm8b47WPGq+0tieHlOigwg94VJtESMgz2cEYbf20Ts6PNnfjCEARwHYiajCgD/rUtqSj6AOtQtXVMCwJEt9yffr0sAOLI+TQDwfRkA2veGa9oEDIBhMWAyvTCp7S9uSb5P+JzhA8iCYDOG5RA8oVkSw35lAMCIDNy+KJmAAYBE+dk8C/CyJqABG4sEwAiAFqbhwQA+0xsPaO++9iQD45RJnAvQYREgCpc6AaQsH8GCyOLHQse9ODDpOsE85wFCAYhOT8X1+JxFi4WJ/zu1Ftdj8eIe/IbFlgWOaxKLzff4l12b7+noTLcx1+F61JUy83/M4CzGmDJt9uK7q2iDfumZOmlOlr2Y2p/8H6emyOUuzOFH6gIg1k/tC004joF1TalMqEXme5+14sEA8QbngBf60gAeAIffHAscCxcAiM9YoL62K/JyqmP23gADSa6koZIikGvR9wAvtO4wvy7b93TInAT4wgTLWolpFEBtEMxn9DPgjz9cMa+Rtp4/KwAO48cAkPJgKntsw7nJ9yuAQYpUpVz2SQR8AkQBbBd0r1Md9+e+XNsAcJ703NxpFWAW2nBqjDpjiuV1c99C9R1p0MKWLVFP6gYEpU1wfUg+ZmnDw2cAhrifAWdTkrTh2NKwKOpisEhZ6QeAggEldTMA5PocRNdzHwCIJWHojzABD3RW9B5jAwQApE2KWoDW2+NiyCQxpvme58rRvgwZ6/UZAPJMLJTwqSRdGqDfMjCWVKH8lMsbP24RWWT6lurAc9OTiZbD2XP8LPDM2qyL+Zd13vMBnxd9ALNWZzyHC6X6ld3hpxubHEDmM1PS5s8+um3StJXPaXpLkqpy2x3onh4ZhpjPDm+ckeaXzl7Nn1eN7KaoNgHzDCTHlr3Rv5Z2Kepg2heS39mdgvO5K4dfKYNNvfwmbZ6nhVnZ/rjhA4jEEfOJfQB/eWST/Yn49agCwFuHAMDrSgB4IvrwZLrGZASAf5AjnU7PUzcJrT5cEBOhf8+R9PEcBcz0+teSSJQ99CgBYAkASwCYA09KAJgDk0oAWJknSwB47JIxqgDwH3JwIkXo6ZZuKAHgyQTeTkRdJiMARPfvi5ljQr4eiZcVknJa9Ngbb8g6gMjDkAz7XyV9TNLwOoDvKpiAHSVoTTx20tbUel1iAGFAYHXY/Q7HACa2LwmoYnZxdgjvkHHeP4YBtAkWkgMWwplIHM3phPawFDB38Xk1W0jkCWYHTzQhzAXMG6wiQRgOKEmaytWMBGYAuRYspDNJcA7MoJlIPud7rk85YUa5vtkVymTpDDOAMBuY1mAiuD8m3bdm9g4zmCMyLbbrAAg+t0i1A0Bg/swOYr7lcz4LzbvBFAG5py7OIXK575mWzOgkJmygtyGd873MthKMQp3apPkXbwwmy4EGiQHcHTyHde3QzksMYG0EQdCXvP/mhjfFdTC1ds5MkaDOpWrzF00J80a0LEwirHFb98HEiMH60TYwnLQv7CTMrBk5AkRgALHwXSntvKC1ko3kNr0puBIYMJwRQlh8Twr1bu7YH1lcMNnBSmOGg/nDFAtbRzaSKZh++YNd8f1mSztPbQ0TM7+GbbQJGD2+iATunhes0eJ5G4P9JriEa9JuFv8tMoA8H8s3P13VOeRepDOtkzbOnR/1cVACv0tsUHpe6IMiAwjLx+E8y/QBpmqzbjBHaD52PTgn1Yuxh9nXmpOMV0ytZrW5GCws5zHmHAVfNAFzPr/nWcAEDON2ZncE1tCXdv/gUmaRiwygzfShn9gzPVwVUiUa0hh2hhICqczAMyacicSvnGshaOcyplwEpi15LhjAiHQ3A+jMMNkEXPOqQ5o+40BoenL09tUnRrK3ISJ/+55syVaBfp2+YGMlEwjnVjMapQh3M4AO2qCPbb4fygBy7nAMIH3tbCBmAB1AY43H0AG8a0Fqo+weMfhfTsSSObJrjCoA/JshAPAXRgwAIUb+MK+VjHgcc741shYpfz2WLTAZAeDQ9iY/DhqAM/OSRm7gPxqSCQTx6A9mz7Li7xMD+OYu6ZSWaronm2OYrw0AmUwvTcnVWfCZ/BMATP5QmLyKKasMALmZfQA9QVZMwHc2JP8vp24rgrWclaOSxcOZHgwAOxL4iMTvO+rSBG6xW8vBIDRt3z5+n9UiDIDC1AvgBYA48T0F5h4ALcrj6FxMsyyWmCgxnTmzgsFiNkkdk+yeRYvzgeZv7g9wEosgCyAHZcK8hfmTj1iIWQyRgMEPDhDLvTi4FuANkMlv6I+UXa+azo5yU0ZnKQlR7+zHeP+U1NZcO/svtl67M3zkWKYwibGQzmvcnsS8t8+WjtTr/DPujf5lwQIAAqro6/Xfek3FNYDo0OiHg3WRRs8RyRTtHD2ipdqgy3RXmA3bj+5Vy/q+FPnLAcCj/VnkeA/YZSRnWZZoz9dLh15fE2bT8D/MPoD4T1EmvPv2DrSHwDXgD1DLopzkkfsCpAFAuf+KfZs0BfMvIIn7sabQR60pAhhQxnUBgPwa8AIAfETnJJHlQ42aewafbgn/SMAlANmmWwM47h3SN9/rS/UDcHIfAGCTtHH5/AB4jui1jJJBK/ffoKUBrFIt6gMs0leOykYi5qcA4Po5aWwWAZOzgSQN9XQAuBwtzzi0/yTj3gygU7TxGc8K42t5NRPIIm2ODQNlT7ImqZwcgBwOgIyjpz3GAqzzzDoLD5srxiRj2plKQu4lS7ywwStm3KGseZNIxqD6qb1hmg8/wy3Zr9gbOp4RfAVbD6lhWgaARMWTXhJx6ub+9BvaaKE0f+nG2NzaZ89R10VZFzY41BfQb0F8A7eUpSeBeAtBWzLG0jI2IVsyy6nkMAPTn+ED2Lc4pTkEhOfkZoMo243xMaoA8C+7pGnZB/Bwt/RLIwaAjGKeQLaf6DSgiVACwDEeUyO5fQkAk/n3lySdkRvypecCvpqZuCX5yzEBszgw2TvIwf40F1alNewADrtjNXwmODtNs4ha9b4IAJn08AvatH2JBADkUUQGhaOYqs0ZSQxy7IdoaYgICMl+cCwOlBGWg8UBEASbdmdeKFhY+M7+jM4KAsjgfICR2Q7X1QCQxQm9Mn5PAAdtxOLK+0idl332KDu/cbYDQKgB4Gqp/me6IzADx/NgKjhw1mdyBwCzoDlDgzUDuQaLtCOVyXvKFGYGkPtRXuprR36/zyn1og8Bgd/LAJDPqQufX5t8nirpw3BqP2NbZD4ZeLYpzpt72eZKNgM0BRum9kZwyY7PZY0y+45xTUveNKfrshACvgCBMIlOndbxw4MpCwyLPu1lAIhPHvXBJEs5YQA55/VS/yXSEy2Lw1cKAOgFGsAGOMNUR2aH9pqUysvalJxXBKCLfrwjMcWAPwA3awprzFSJFHAJADYG08Yr/yfjCGnZigAQ/zdAJQDQ2SGcZcJg8FU/3pSALn/4PlIv+nCWtPn8ufEcABzMtlI3gAMALwWf8H3yDeMwAOR+PGvOvAPAiCCQnnk6+EhHqhvjmXo6DaKDOnIcRril8dwxXgCAjGXGBNqUZg15rhh7jDOeFfp6eWLdlrU8ESAYn1EHVlAGA0B8GzkSVF6Y0uX1NUde6ngG8Nu1hFLRz7h5UJraF4FepGYLHU4A484paYybIcxWADZVjMmeg40JAOIfS3tTX+oO6Kb8p2a2nEKRYYhUeZ5z7Hs7X5p/XmIAYZgBeJbrMTAv5rumvpzLhsPBOGx83f8GgF7gihYRz5WwuByMX4NI+nxT9xId/s6MNI8xDyADc9NIlsoT89tRBYD/YwgA/M8jBoDFRhgoGcATMybG8iqTHQBCYX9Z0tslfSN3xCczjLuh0DHABqZ7eKUkc5+OxACWALAEgBmUlgCwBIAlACwB4PMt6qMKAD/aJU3NDOCRbum3SwA4lmBrPN57MgPAN0v6jCRMvrcWOuelM4Cv6ZLqsgyMo1phAHPQXsU8c2kypXTOrkpAsL9HHNUmnyID6MTwRQYQZgVmI3wA726QfljwsTMLwe696IsIWwFbY387RwlTRg528GYR2FDDzuFbdkfBtGQG0K8wCM58AANo8ViuZ1aL+8CAcC3YCl5hFSz1AhuBQQETrzMXOPsCJk1np1gtTbt0iKkKFgJWA4YPXyxYV+Y3dvxE6lI2ymX/ROoEMwgTYwYQWE+5MBNjLkY6hmtB6MKgWQKHupqJwpfLciBvTnlSuzbOSfdFCmPxocT+ZR+tmjWHQnKnb6Bee7fMC3amue2ADn4y518uMoAwNJS7WUJ8F6YQBhCW7HW6qxI5PueHXRKhS/QzB3Xkb690+JA0DZaXPMhmAGnj10ub586NKEkLQcOIYSq1TAsCJbDR9svyMwFbBwPJWD1tx97Uj5Y3os35m5pMwAiVw9Qkv8gkBE3Gkbt0WYUpnX/GJp2th3WZ7o66wTbicwh7ZwYMseCoJ0znPZkBJLoZM36ntOea5oguhsXDzMjBb/kd18F0yvf2NeN7RwdzPw6eNXzU/NvwUSSi1VG/jFPqBovK88EY8mE5I/sAhui6fUszm2tmzCbgzABqYb8WL0gMIOyX/Ri5NEyYTaD8P8XUpohqpFdqa46GD15EqxO9bt/ciERO7B8mXZi/9Nevrj0wYQ2JAWR+yol51Jx8khGnDwYQppAoYNrc+aBh7Cm/XUrs0mKRbOYWntOc7WjuxRistxzDAMIEU8eU6Xx/xaWF+hUZQMZLMRocJhfGsCgBk+J8+4KxLfYfYzfyE+do+id2LdXAPegGFRjA/zX2S/CoAsDfGQIAf/95AeDf5nUQf5fhMAG2oCuHtF7JAI79cBpxCSYrAPw5SX8m6Z2Sbh/Siu+T9MdDfAB/PedJBCIUj8QAtv2KVFOfTD+z1kgL1yQTsM1H/IJJlMWrrVenz9scCzsacvjLMNGxaHlRsi+Q01QZACbX/GQCfnrrEum7dYmXBOhYs4yFiYk+KSckSRAmfUALC1DRBOxUUSxiLHI2QTJpco2780LPeUMBoOvENbk/i6N9BIsA0P5T/B6wRZtgWuOelOstGZh58XTmFPshKyd6zAAAIABJREFUMme9Rqpf1a3+n9RG0vlIWcXBNQBmTnEFDuA9kjHLs9nWvnIANEAdfyzM1GllzpKCGZkgCvQLeQUfcB7mPBZLFncWRdrD6erCBJwDVDBBGwDzO/5PewAkCV7pJD9ZbTKvhQluUPq7KalN7S9pE2PWcSRtINprgC+ycDgIhMV1xj2HpbsyKKEdKPN90patyVK6sE6aeUHuaxZszKZXSodW1USWjHtrLz4mWAKf0se0IsAgCzRmScak02vhr3q1btfi3o1q2jyQ6sV16W/8Ddno1Ek7O1sjk4qz2vB7wMu9uli362pt6+kMH86l81KdrtCd8RwAyCIjRG+PDjQghdKg9t49arpnIAFdUgJSMQAtYPYs6dD1NXqo4dxY8J1CjeclPUs9ekLLImWi04jRTIAHfMTsd0fACuWzvtz2vrkJzDNOeV4YJ4wp/999zLPFuAB0c056dKvPm7OHsKkAKAPq6VcDwPnS3BUpCAyAg3nUEidcxIEwgCbMv5TR2ntsCjjXPqbqn5JcFDDJdvSrpqG3YvrlWoDA8Bkk0Ml+t3YLmZp8ki13NLC3qfpMUSfLMzFG+Q31Nhg2ALTOYNbrNAC0nx6AzoEaNuk6qI16GAQDcB3Y4TZgtmNDYoBMG6QsMT2xycDsawDP2HXwHONnw/ZlyUWGOcIm4E+PeL18WRdYu3at+OPo6+vTJz7xCd6+khk50rr0zi9JW5m46Lc+6YHnvS8RUs5xM1wdgfc8BcWjBIAvazSMrx9NRgBIwmuie4EecAtDD5ZoIMHfSCJimCX/a5L+5HmjgJd2SbXDMIAlAExMgv3bSgBYAsASAAboLwFgEm6eDACwuMCMKgP4wS6JFKUcvd3Sx0sT8PiCX2NfmskIANm5sKNJyWoT5Q31/YYCIITH+fNsSIPvQCrm94fprrTTmj1EBgbgB3vEq1kxGEBkSNr6NX/BlmA+knFnW+yRbdrAlMHuliAQmAnMGjACNo/g9PyEllYZQKAqLJd35MBXy6RQYMqBedRsk+VpeHWgik1VnEPNYTp4z+YRJgDPR9gDDu8DaT0L38IAwpr5nKEMoAM7aHVYBa5vs+3bMjNqs7RNwGYAnd94YX8INMdh0ydmYqRqiswGzBvQflV/ypRC25iRgYXhj/ah7qt6pW0NCe7D5lB3rglD6dyu1IWDtsAQ4qwitDP9CbvmgBWLYMM6uA1xNLBgtvPtwqR8akgGCe5BuYhSni61Xr0zsoTAvpGBg5y4kTu3Z5MaYMSKW5fHpJ98W/p+VyKk0Go4C+kc2F7KhOn7SmmQV6o686wKy+SgIoI0YJuGmmMZg9wXBjACQBCBNgPIxWDlcnaM5xZNC7McAQxOj8c1YQBv1VuSY/7BxmAAkZW5Rmvj2rB/s3p3qaF3QPtbmpMgdvde1VFPGMDbMgPIOIRFXyUd+vkarWtYHewf0bw+LCINS44J2Llj+Z5nDKaJZw5WiacPU3Gsj2pQMIBb5qSxzxiDwePS3sTQrxFdWwh+4hyzYlzIEbb0ZdEE/KrMorGdPE1qf82zmluzPbLEUC5nMOES1IE5wWUcygByzq5dsxIb7gMTb0fK8sNBAAiMOa8RNEXAlKPEzQCG2TqxgBGFjsSSWXXn/uZcxhGmYM4vmoDdFg4iWyjNumxrZU7z/JUie5MJuBgEQjkd2ORgHfqHAzM4bYAYuMWnuR5saWIXG4IBhPnjoI0slg+w3LR1mXR7rk8WSR+8pdpcY/VuVAHg/5nXJSrb1y397xMCADG/sGb25DWTWdH2gLFq1vK+L7MFJiMAfJlNNezPsgm4S5rSkrNs5IneUbD8jMcD2WkAw6mDwgcK054BYFq0ko49Jg2nNAIIMjE6StBZQjBvRcoqIlOZsAEnBkFMyp6QmbAt+wJwwxxcNAF7YucaLHKcgz8echcs8o4GBEQ6Y5SBJufz+aJsAmbBs4+U7wPwtESFfZWYPgBYTMoAIQAgPns2AducBihzdgoAFEDMUYyG7wAv6s61qSv1wR8J0AXYYWpCrMAAmOsAjDIYJgtC35aWBEYBsdTd+oNDASDX4o8FkYWd8tp/EZOvsycAMG0Spo2oH8CSMro+lJ9QIwNNZ00h8hQfRcDlm1MkMC4CRAFjAq7o8AGIAL7ZEk75990m3dmfqn8eReM6RM3aBHxNAoBgho0tp1c0/hhTjCdAGmCIRZqF1yAOjytA2hqt1YJtu1MIFObYtEqn2HlekWfsxANvevyehZyxSwo4rv1lvU2P7loR8iGnn/GELtG9eqNu01I9EYv87J7dqj8i7Z9J9Hu95mzrkv6tCgCf3SudhrYhbX6J1P9e6b6W8yO9XcqaU9XMpGgAQEzAPEs2GToyFe1NDsApdeegvAEASYuIvIkz4wDoeM/Ysy4l/ePodwAgBxsi2tp+v2yI/FzZB5Cxw/uFUvOqPSEZ5GffANDAh3SA9tF0FDA+gJiA+ZzIcwCejzDftuU9Le4GaFceqU+vADvK72e3CAAjW1DOhsPzT5l5FgC13pRxPn8vBAApyBKp/dJn1VmzLXwxvZHFbWVoFDBjg+8Z3/S/5XycCo85L/kAViWyGBdFAIi/KWZ8gOE2LQjtVI+FmB9vn5KebTZ37PId5nciV4CXeK1RBYA/NwQAfnbEAJBVDBXSrI1VqTxJErCqlccEa4ESAI6swxIA5B9BIOySDWQAEF6guQdAKRjAZP5JPoDsX7dX0lkBAq2cb+kKJrSiRiALNvpnz2xYkiZqFiDYIIML7s8k7h08oMgAiPcsXPbtcVAIgMZmWoCTFwvAE2sKINK+eQZb1hVkQXM+YoCn5WaQj+C+DkgptjPlszg0AOmKQhAI57OusUbb54rFh3JTLi9evAes0QbUlQPgybWJ7aYeAFjuw4Jt/0Y+NzBe0iutz6K6AFL7B3JdwK2lO6gz/n8AQNqONueV82F2AHyUl7Lzf8Cr86naT9AAkHsDsD+bATPjwnqK9CHjhrZ7h9R6btIZhC0jFRws4Gt2rJdgMqgX8znXAwDeKv0rkmx5mAUABDBRJkDTddJzF6S0doAm/LDws8PnDvbkTl0RYMg+dM7PyqILYAKsLdg8BAAyvgHN/dJgg7R9ZnsswklmJbHYhATcrcv0Rb1Djz21KnJOzz1ns67QHRUAiC9sR89eNRySumfW62htrWZsPJzq+W1p379JW/qls5qkaa/PKf3eK91z6k8DQPsuwv7xBzjgMw7qDHiyTh1lQwLHOny0Q0j4IP7NgdaeGUDLiTAOQ0Q8j70iALTfHH1N/ztNHM8IGw9+y7NEXvBXp+Cg4ubPDJeDJSgXPpVDGUDmg93dsyN9Gz5+vejykSauuTeBPvwCOQz4LBjtzRXzlA/qwfPBd/Z7dOCUA0aKAJDfWTLKqSY91pdLzRcmYEsdOAB0WC0A34kBPDYVHDqo+GRaANvSV/QTbcP5Zm6HA4C0DXNliGUjpp7T+u1+dIH09dwHBoD3jmyyPxG/HlUA+I6sT0vBf9ItfXHEAPBENEF5jXHUAiUAHFlnlACwBIAlACwBYNoolQCwBIDHWU9GFQBeOwQAfr0EgCNb7k++X5cAcGR9WgWASALCCrFrzmaeiAq2mw47f5ipDmnWiq0VBpDdLztd73jt08JuN23iYQCrqY/YTbPrfebRJSn6E5vfd7M5kXvDuhUZQEfvsSGHIYOF4DxYAJukYNogSTD7wpBZBoPr29ePxc1ekzAGMEv+PeyZsydwHtfmPjb/2mTmbCJcd12+xpsKDKCFmTGjUQdMpPYr5Bq8t0kb1sFCz7SxywPrAuNFPZDI4RwH48CAYm4OEex8LRhEszuwNLynPpzD/804wgDik+aoR4v+UmbKWmQAicy2OZw+f00un30z+e5258Y7K7HDXI/P8RGjbD8v1VxySPNm7wgfQEzAl+tOXbj5oaRcSRvCFNJWT0rdX5ZuOZI0tyEdL6D+XJc+oz3eKT2+CAsOrExDsMqY3mBMYJ2J0oUBZCwm4+3hYPPwQcVR/y26Vct3PJ18ADED0+at0nOXTVN9b68ONyTxZ1gYIjc5nP4OBvBzeo82Pfyq6MPm1Xv0xsav6Xp9JdLcVVLcdUn9rVJvQ42a1g9I/5Ta/LEHUhNDai6kLoyZd0vfW7QqnoViNhCn2sP8ixmYA+aJ54s68z2sE4cZQEcH8/+9PR0VZu3gznbVtx2ILBmRLhEmqeLfmqPMzVLTnTw/tAvjnPHA2MsZMioMoH1vVw5qWsd+TW85UPHHpL141vGJtFQNbK1ZLqSEptUcDkZsT197lKuSxm1PS8r8gZ+s/Wj9agbQLD7jxgdzljP2cD71yT5zKWVkfgb8G7t12CWE8cdzmv1fa85PYxZpK9qceQyZHtoes3aVAUwsK2wsDDB19x9MKEew1FkGBmaQUVk0AVclcpKrQUgP9U3T0f46HXy8Q/qXIQzgwyOb7E/Er0cVAF6eLVMUvL9burMEgCeiD0+ma5QAcGS9eSwAxFzkjBaY8qwNxj0ALlcl0yEAEN8nzL/OAuIgEANAp65yflMu4dRVAQAxATNRAyow1QIEszN+vLcsTErxmsCTM5UATG1WBcBwDc7nFdBjn6csn1AxAduca30/6svvWU8BkL4v17ZZKa3A6X4sGtwny5bEe9oEUMY5tBkLiX35rBfoLCPO1kG7Wt6BVwd5cA1McgAfdPDsR+hADl4BZNyHe1B+S+hwHZICApj4jGsR4GGwizkZk5KzijgQgGsW0k2FSxkA8HC2S68+JQFADs7jCD8r0nbQEKdL0+anvsM0TNm55vtTwAOpus5uSTqAV+ubunbbnQkA4tuEBAu/e0w6fIt066GEOajiJQBAwCT1wWz6TunBuUCoJDOCeREA6AX6dl0VgMlZGACBznHMOH2Lvqpzex5Sw1O5jVm/Z0mPrzw9Fmqn4WLDYr8t7sVYRXfws/o5PXPXkhhjANvrZ39F1+vLEeQCIIscx+DGqcmcPIVgnM9LWivd92RqMqpzHuPzjZJukO5fuTIWfsslWSKE+2LaxQTMZymrydEsIXI4QAdAAsDrc/BT41oEsXBEerHuNrW17K9qOK6fEs9x68qE+roeyPqPjFnn0uYLACCbD55P3tPsjAtvEAlmwezf0a9pbQdCtw/JH555+ialR0u7heQkMi+Bo4HaYwAgQAedPwJr+gwA0QZ0hhBvnnjlci5nNWammhnE5aYPGEQ8U+CworuI50rqWgSA1gGknqv61T5/V2SUsXwLaQbRLyzqAAYmUW24F1BDy+AY/PG9/QYBj06VZ41E2op2wfTLloWc1gcHpkeWFI6+x1uqJmAHgUw2AHjREAD43RIAegiXr6kFJiMAfJekX8nLPcs7e1oig30QRPnxDCGYOv9aEk6uwx0lACwBYAkASwBYAkBAYQkAj4srRpUBPDfLk1Gqo93SgyUAPG4HTbITJiMAJIE13Al6A8RiFgEggHBD1gAkqmmppH+V9LFhNAAZKsf6ADrAAlDkyE7nqLUJuHlQc89IGT7Z+bIrtgwErIsZQO+IUxBISsJumQOi30II+vG6xBrBNliiwsr8DqZwYnp27E4UT5kgOigvbIQDQCA2zMIBfWHTaB0YKdgD+zgNZQAd7YgJ06Zmi09TcAebOLoYUxqMGkzFRdgrs3nakjVmJe1IbyaS8/mOCEXuCfPIOdTZUcah43JWqgfMBO0A20LdMYE7QrhtUDVNPRpY11Q1f3Me14FRhUiAReSg7Yg2/mo2d/meNp/RLjAsPE30e1gY+bBOuuiUZI62mZqvYO8wJw9SCVwHZqbTuTdlNANIu3T2hmwKmTiIxH3nj7+aVCmJxYv5PBOJt0m375Z+kAm/C2DKoMwo+5oqAwgrY/PivH3JVNvTVKM7G66oZM7gswg00OxgATmfexOM0rHtYLp3k9R/pnRHy6UhZYK5GNMyY9RMD9dhrBJg8um+96rry3OSXNCl0hvOuSVMwLBxK/SY2nqfU9PuvA9jfPEUZgbw4SeTaRsD9jnU67pUn++tXFWRcfFzgngwB7wijKYDCWz+5f8p8KpHG7RMD+rcZFJVezCAmFzNgqa67wn2KbKErJ8R2TbOOiNFFWzatzgxb5ZGcSQ4zwABQw6mIDAIcMQYZOzadSJY+DQOp89Ipmayciys2VLpI9qPfiD7B3mAMQGbneWzmBeem56CQDABE/Fr0Xa7IdDmVgYAqMEAOoDYY9gLH+PYIu3MHZQZy4FZdM5zEAivzJjOJMQzt3JQzXP2qq0xzWswepjVYSphOekfxouPRdqsucEAFiRtsvsA9SSuFybQQtE25TPWmCst/0IE+4Hu6cGGxrGxITGA1GWyMoDWp6U9AIAbRgwA3yvpF/No5mHFhPH/SBoH4TWVIVW+eQktMBkBoJsHw9i3hgBA0sL90ZAsIL8m6YN5OR3atAkA1uZwewAVE6aTv9uMAogCABIF3NyvuQuQ90hpoIhQtAQMr0z48bxmWQvrANrMhakNn5pIdbSlKfkdMcHZFGoZGMAS96UMzsLh/xsAMvk7wheg5BRpFABzJQsHC4WjBp0g3prxTP7U1ZGQ9tmjHRx5y7UwtwI0nWHEqctYKImkBSAB/jiH+5GRwzpq1M3RyNYyBCwB7ihvRZ8+A64QjgMqgH74bFrVrMoiRtRxmHaTZtrAD5sSiKZtbLanfNRx1WCSBKEsAEB8igCjCWMkwOe2OHxYmjYttQcAz4AUdUkDQK9xlJvrUTcEFTD7cg+Ky+9pb0zAmKTn9uv0BRsjbRo+gO/q/byavj2QQJijzCnvt6VnH0rqMODG06gjTUAfAgDfIm1cND/G2rzu3UIubgq+fNmvc/P5cwMA4mPqdGwsrsgSMUaJ2l2lh+K3dfgBtqfUcnfpdfE9Y9K+eIAmzMsJWHWEDAw+gLtvWZA2CJcP6j1n/G2YlZFDOrv7MdXtzr6FtBvrFPX7x/SE/mBv6m665yzqdX0CgF9fdHmAPPvwUbfk79cfYG6DlkaEqTdagEBry/Hs8VuyoHAgJwKgoL42MxoAAi653jNbF4bJ9oIWWjmZt8Nj0n5nGztSH/IcAD4YtwA+xrgjve1G4Swz2V2ivqM7ACCp2Ra3bKxE0QL+dvXNCr+2hqm9aq5JWYMwVWMS7u+vTSZggE9IvjSkZ4J+BQAyrhlbjEnrFVrShUo4Cthjk2eM59n+yzzHPDf2hTUAtJmZ7615mTOeUJe2mfsrKdswpXPg72iZIU+kzIOYvL3hLeohJpN+8nk8FgD2RYQ5feXo3419i6tAmIvzjLF1Z+A4Ewi7ozE+RpUBPL1LqslC0APd0tMjBoD/KW9vAXyMZJIqoI/L6GY2KY8J1gIlADyWAXwpeYDp6gQAp+ZoKwMf634BZpLyRgJaV6dcnXPnba8IoJqZ4JWdroWg+YnlKYoMoHNgbu5bmDTLSAHFBJf82hPwYsK3WHIxEwfvPdE7GATQVWQwrGPGQu2ct5xLXfi/QW7M6BmwFBcafue8oQahdpxnoQA84SNn/0V8o1iDLX/CgrW6P6WuslyMdQ65HuDIIr3hJgWlQQXwqeM9AJAOQA2Pz2ZKS06p5jMFPFyY+iEkMzZmgGcfRC5J2VgYSSd3cEpaTPALZFGHuRxECA8d1Dy5xirLSWemhbIoxB2i1Lnd7QtpR3vLhDA2zKI47ypBIK8+pI7Ze2OzgA/gBfq+ruv5qhooC754dt5nH44U0JPSD7ZLZ7dKpwA6AIAAKwDgldKelc2a3nMw+fFxAAroU8DCldLmRXAx84L1Y5wBkPg/izIyNAirAJw6fnww8v6SQ/heXRKsTrBUqo+NCwAQ3y4We8DTOp0fMjCb/u1V0Xet1+7UB+o/qTeFDuAGnfbDnF8YYEl52DDw/lap+z5p45HUkxFbhc8oCRzfLn3+1LcFaIXNo8wAI8uPENiCXBIMYwSZKAES55elfASKAAApM0CCZw8gS30tgwM4gd0EAHIO90LDkMNgmTpybBlYmHLqkk/4HzILCOii/xnfjClLszAWYOEdMNWR2bu2fi1dkNLjcbAhdGAKACppNFLfGZEbuPdIg3oOTEvSNQBA0iTyjBkAchEuxZh2UJafT1sn7Cdslprxy9iyD6BTwXEtb2wsll0EgDn4rab9kGacuj80CzkAgEjWAApdfuY6DgtBe90sAsDi3Jh4T3IK91cYQdoG/T/A4BPdy3QY/z8YUA6eJ55X5qYk+6jByQYASVBQBIC7RgwA3U3FV0Yb29V/Hu7L8rPx3QIlADwWAGISBgLdUOg2djdAFqDS0F1OCQCZ9EsAWALAEgCWALAEgMdd7UeVAWzLCQoC/XZL+084AMTYgD4CrlJs18tjgrVACQBPBAPY3CVNbamKLLNjhtmCGLKJMBjAlKwdmQQMTrApTvzuyEwYiKI5xJGBjCub5ohYxPwEM3CQXS/+LrBJ7M65n1k/S1PAymHSdeQe37Nzx4SIxdnizmYRuZmzbXCefQcxb9nPkXP4jnqxB4QEgTlwtg7KwXUtOeMUbDAHZiwd1esUbZl1mHXB1pTsfktDYi7YyWOWMrvIK6adELY1G8fNeI/zFXE8ZgAXJrFifPNgYwmRxYxYV2D37Ps4P39GOzia2z5RsGxcGvYt5joKgCupHSOhJ5dI01pyufL93lEwLXtcwM44itkZXCgDbQ4bSpu9M2WMYYwgleJMIFfv+46m0CYwZGZsaE/Kt0/a94A0EwFotiu8wva9PdmFB8+SpuAyYHMgpmPYIf5g1lZLvQukzY2nB3OH6dbj8Xw9ENJFRK3DIm5sXBzs2326IMqIOY7fWPDXbCFjFV87GMB1D18Sfbj4sh/pA/pk+BUuPrpJLd/uS0wldaILMYnzip/kQ9KuvalJT4PZJAL4ndLO61v1Gb0vWDzMhJhEYY8cUUpZeEYos/1t6Tlnl+Bzyk8KPJ4r2EKuYeF16gnjRIQyr7B/nAMDdYXujHulrBO18buUjSKlI3v6qWXSX0yRvpJXA/tjMqbsssBYtG/sEKHz01c8XkmBxn3NoLXP5E57KibgED7uaUxzgLN+kAWEtG+MMbPKbNCwWpvpd5S+VQPsE1iUeOGZ5/8872alnQnEcwPPsuWLuF9m+oeagA/0TFffkfpgAGFiLTNE28EAMn4c/WtmkJazVQTGk+hyp4njc+oO6wxDzftwicEPkjI5Ipt5g3lvsjKAuCaRocoA8OjzAsC/lYT7Ew4pw2ECZr4rh2AbZpi7JH1a0n+bYLinLG5ugRIAHgsA3yfpj4f4AP569nXAoDb0SAzgKb8i1denhbt9jbRyTfKKKPo1s/hfm/JuzpoZnj1ZnqI/JnTLwNj8xo0so8AEmABg0m/D/MNSwLkxET7VmUyZnpABeKyYLPYAC6dps15XMUDEvj0sBgALg0H7L7IA8MeC5VRX/J/FwQCQ+2LOAkjYzGzgm9NJoQ9GGrDwqQNg2UzN786SWpdbUE06u/6RNLn3zEt6Xl/MDvWWg7F/IPcNcyw3pkBUEBMw7p2AwL3SlPnJ7w8ACAAG/BmcA74oL2DMki8smhTFvlG8d6o34kseYHUBbWFPYmW0cZIGOi0BQA5njAAAOv/yamnlivsjyADzIT5lkW0CLEmdaPNsLj7rnAfDfJkWyN0RgIGB9jU/Xp9AKMCORZo64S8HgOKgjMzzWaYlwDYGGsBdUoFRAwCQJgNg8R5wfU02GS+Qui+p1/bauZHBw5uRMAHjq8f9jkhbF82qpFujXIAftjUOAFmlB0PfzbmGv4rH3/brQk9v5Xn36336TAS2ALA67jmYygFQgWP3k8ZnNDXjGIBBvQgAuV66a/lr9bf69wFAAWXb+jrDT25hI41BUx4NcADQMwjERI0WHeVdrXWRU5vfcy6SMM5H68ARzk/+aXXhT8g5tAcZWQAqNv1iOubZ5JVn85kfLJH+QGncctDuzgzk3OCML/wAGRsspXbdmC+1X/1sBIKwKQwft57pYUKd14LRk/Rxh0O7kTG0t7s9mT7R/2NTw/PlTD7ORcwYxo3C4NMaoIwRS0LFwMjldRo46wBSdsrn+cxBIJ5v/BwFoP3pIBDaBj9JcltXUw32RJt5HqStHXxDf9LmRR9Az3WeF2l72psxFzIwuxYnAGj3C+qMz67nijE0Aa9du1b8xRze16dPfOITvGU0M3m8EkcOTvxS7vi0ekjPe18iZzxjD1ceJr2Kt3UezSRq/IKk33olKlBec3RaYDICwJqMFkAJuAnDXTHl8YSwpKIe9zeSPpqXImIu/+QFo4BhAKdnBpArWOerBICVfKIlAEwgrASAJQCMqb0EgJMGABaX8lE1AcfOyX7KYM0TYgJmZw23+meSbhodmFLe5ZVqgckIAKG6obyd0Jo24D0ZaaG0cZ//8ywCwhP0FznSabg+SDutmV1Sa0vaJcP84MTOrr8IANkdZwYQUw47X2coKOYDxWTmCGB2xBxmAPmcc9n9IluBYzQ745CoeGxGNWjDO3SbL80AWhbFwRkWM8bZGwLNmQsAscBifw9LATtAcagjf/4OZhMmwMEPsAFFAWzed0gBAHFUx0S1JbMUjipe2a/5C5ILCQwLjA31glUKdvOfpqQgBxgiGAteIftCOgUGEKqDL3gPM4drCh1wWJoyU/rZ/F9HHcNocMAoUm+YJsSoqRfFoD52gKftnOuY7+7mpijKfr/AANLhs7JJeH4qijcCyM7QVvT/5YN6wxlfDgYn+k3zgsmNvKXZFDz3vM1hpsSE6lzRMEFn6+GQz1jd/ZDqYABhypjPYeR4T5/DpmJG5aDdsVDTpx+Q9ry6uZJTNli3HQel2zLDxjkYeM5Im5c9FzRH2e6ORklMNBHAK44+qp7alI0B0yuMGPwa5SSLBoESjOtZ2hUBK0T4wuxwDmLQa7Umcu1ePfubep8+Hddc1r1JdTCRsM+OBIYBpP0YH3yeWceoL+bs66RbTn2D/koS0NE1AAAgAElEQVS/pHUD56fAiy0zog1qTjukulOOqn5qnw5u6ajk3aYsPDe0LVweZlzKhRmY9oXhM+NO5DD14IAB5LBoNNeA3eTZ5FnlYJyGVAz9OdCuvV8/LYljPOhw8LOSq4UDrHi2GF+O+DbDxlhbLLVev1NL6jdFWWlXrk3Eb2fNtgoDmCK0Z0VO4MN72hLzx+Gc04wnS79wXYx4Vl9hnFAes3qWeHHQGkPcigEOjmIMPx8DaJUBrtmRxMsR0MZawZwV0eF99ccwgNSNsDcErwl4cYAHn3veo19sBh7KAPL/4zKAbO/pxiyHM0hU9hgfowsA6fgiAAxzz0iYx4uzGBa6uP9rjJuyvP0JaIHJCABPQLNVLnEsALS5lAnVkiL2mykAQHxhWCQBgDZ72ARsvyLuwOTHkZLYJ7OIoxNT4vNp4RvDwhMgAmBX1P1jAWBxtxkEAMPk7gwB1gAzYDMAdKQvr0VzkU1DjiJ0SjWnYbMPoAGI6855F+ZE9XwHAHRaqqkp2nXR7AQAWRS8WIdZcfs86fMNaQGz/h6TuhPQD7LIgmxdcey1ONJlAAgaJ6THPoj2N3S6O4AtnO+lGbxzXS+ANss5XVykcDMABGiCfh0NzGpOGRamF9oIEx/SPyymC6Watx7Sv5/9d9GX1jHDlPfovhWhJ4fv1MUz740FEZDGK+CKNuH/EY3bvU51AFJAHwCPPjEYBDjRrvb1ZKF/Utr6jlkB2OynB5gkpnXJPc8kcMsffDg+g7OkzcvnxrkGgGw6AE2AUkxuHETP4tsHiGIsO0oWwMQf5l3M1pQZUyvmZLKNYCK9TrfqvfqMzu59OKV8w5hEG9OvgECAKHgawIRJ25HK3JoI4Oukr516lT6m39CDfavUtbND2pj17+zSYDC/XDp96eOxqQDWASpIrfcOfTHqQPl5pii/I4idnozPi1lDkk9ke1wLnzWu53R3lorZvmuuBr7UlKTm9Xd5ooA0YULIizFACUDl6NrICpKByllS+/uf1Vk1j4a5Gr9Dm5opC76J9AexzYydbfs61bezpZr9gztabsmZZ9jGfiO3I88k+5UiAGScFs2+zhjCtXj+GdpFAyHfM87s+8u8Qx9RnzlS/fwkA+OIXlLYEa08uzHNeY4EtgmYzxIATNHX1I92tQag3V6sNen/YxC3CXjLvoVJk5G6U0dwO1ZXb37Z5U86AIg7RBEA4lw7IgCIbNpledIzdoA8gQn8wxO5sJbXGp0WKAHgyNq5BIAA2xIA5lWyBIAlACwBYAkAn39RGV0G8NFsyqE8oPTIjT0SBnBkq2X563HXAiUAHFmXVAHgTDI6FLS9zAD6+gClN/emvJ9tBzSrZnfsdIsp0DGtYTJjZ5w+7w+GkF2xD3bL1ltz/lWYiIoTNI7g/TkgxDp6vLIThuGD/bOQsXOCene/A19fGK6WxGI5SpFXa87ZMdxMAv6OHLAETjrvTCGOKjxVar5wTziycxx+ZkY2E/eHSfj0M54IRgqmC9OOowKdiWL3Fxak7BcWGoClY4dPez8HA0jFoMMoNHVYKE2ZnQz7lO8D2bDP72FaYCqcH5V68XPEmnlvbT4uw/VhO2AfHUGJWamShgSaKtN7i6ZV/br8O5wJ+OO3q6SLzrkjol/pdw7nMsU0Sp862ON8rYs2cCYEWA6PAVi4jvUHIzCCqN6j+P73SntObQ5zIRkwrJ/G+OCaROA+oPODLd7Ys0QXN94b7NwbdZtW9T6ops0D2rMcviVFtZIdA6bL5lHKArAjEARTKGOT7whQgO9jxJKJgWsThLFMG0I4+m36iqYfPaBHas+OiOLb9Ma4B+wbDOBpO/Ymhs8mYJgqrPgwfQTD8Ef32sQNQ3mDtHHJfN2uq/Wn+pCC+VnfkvrQJk42JAT9EOhCn66S2lc+q73rT6tEIb9Hn4sy0QewrNQXI7YjiYm8RiuQz3jmqB/lhxk1Q039HZHPc7ptoFN70eb8eJ30MehMVKXofITJeUCg3k6TZrQkc33SfE/koMfkamnp++AmkwsAOW6ZDxgfC7QthK35H/1AWShXuEmYVbegu1lARx4zhjEowHhTFAeeWAnAygBWEYgI+5w1hLIVNQydFYgqwnTb5SQzgDWLD0VmEzKXcGCi55jVsitYTbOAsH6OamascvAd53AQ3Z3cY1LUL7/03Eh/UX9YUOaNbT2dOrizXXomL2nMEQSB2BQ+hkEgxSVmdAEgVgoeAA4eDpQRSgBY7I/J/r4EgCMbAQkAvib7ANpkyiuTIYf9Zjqk+stT0Bdq/7Prd1dMJAA9Dky8LMCOiDM4ZPE3IMQEZNMK5zIxejIk0s5HpIfa1ZRMa/ZrY5FkYrQJmDICdGw9dVJ3m4a9Ztkf0PWhfvyORcRZBSwHYz9BC8WmWV2tK3dGpgNAYN/+6ZH+CrFYTEPzGlPKeyZ0JvL2xiR1wYRP3Tc8dbb0L1NSPViobNoGmLKwoXFF9C2mLEcsE+kLAGCh/WCKMu7aOCezlf2R0aECRLnuSlBUQ9VcbsFb7kEkqlO00Z5856BlzJRvkNovf7aS8J5FC2FaojYt7wPAZVFHzgWTKf0IgGAh/6zeU8lQwWJHhKwXRvoXUxevXAMghv9eb6t0R+PlFZcAWhBB3M/rXSHdwkKalto27bhlUYpIpU++Kwk9/3engBRADgf3ZfQBMAB3Hm+0P/58gEDMugBJzgOiANCL0ZjUubNlW4DLs/Sofkl/FaZSgBZ/AF2WdIAnAIw+79y3W1McxWzzdb906IYarW1YE3Ve0fOYGg5JO09tDVMy96SMnxl4b6RGe+bhJdXIcmdxIfIZEMMYYBw396eI68/mul98v9Z/6zVpPADAjkinn/N4itDuaw8fvKt1e7SHwfeX9bYAIMm3sSFM27Qv7YCJnANA/PTNy5OLfAQk88zzgJ2S5gKeGYAtzwvjyH6omIEp52rp0hXfiH4BhIb/X8wJDQGGXBZnIaEdnuhZpoO35ywkPMPe8DFGLeIOWOP+jGeeEz/jjnbPz2klg09OohPAz88C84bf88pcYj9Czqdu3jRyveaketD/k1oNHK1Ta8dzaqvfH2PfZt8U6dsT9eRgTOD6wPgr+kbzHW1tKRjPexbjxpNw265ODTzbVJ0jmBucmYVp4taRTfYn4tejCwBRRCgCQPw8SgB4IvrxZLlGCQBH1pMJAF7blXb1zvRgCRDn2+QemQXjLSmd2mqqqZLsfJ44v9pYZDgM9BIATGygJ8cEGGtjQsQ3JlJxDdQHCMFhPBzjkYdYX5cmahY62C382GACmMCd45c5gu8NDD2p5x19LAIGsjmoIwpoPbG6QdW3HQhgF+xjc2/IfQRIzHIxrQt3ppRVRxqSZtnUPrXP2RMAEMDHXh5AtHvrPM1akHK1HhyYHu20q2d2WuCsawabCXNEO6NvBrBhUWUBdZvj7sL5lPf9Kf/yjg2L0rlzenX6vM2hoxhZFHY1qWb2obR4cD7txCvtQRuxoAISeH974TvaEGD/7qrPk3XmNgwsrfQxix0LG358ZL7A8R1mCSd2/Ohgsyw9wsL2i/qrCvNhbTkWSEAGgKj+aJ+21C6M3+EXZskTuuST+kAslADPYEUe6Uga/f9k1vOw9N5pwYq2X/qs2mv2xjgC6DDGYF9gEkPvTyl1F/CN/jhXD+kOXR7jk1eYSRiwCEQgCIOAjYXS0osfDvAC28mxTqvD1+7B6CRc+L4aLGBkgejZoQZAmmVsYAH7pfuvWakv6R0R9HCOHkksjzpDtoUDeHTnvdcKtmngnqZ0bzY4yJ0wLv9zfgW8W1aGMY5iGbJAyPN8Ko8dwBcHATsdvaGrWbPskNbMXluRaKLfYAAJS6DcKUBjUbQ1GzA+A9hTz6dvWp7yGDN+eN76AYEF/z/GEmQgoIyxzHOCy2pOizj37Zuj/RgzbIQsxcOr/RTN1nK/h7afK93dkORyGPP29eX63MdH9lCo6Ho6mMtBYN7MefNmy4AzixQ3dWYaOceMP8+c5z7uGfm3M2I8Uhc+rtYCpP2oT9ogHa3UkXZk84M1xBYSb6JgsBkHnvdg/xh/DobbvGuhBvbm3N7Unaw9hXltEG2HMT5GFwDiBOnIIycFLwHgGA+BcXX7EgA+f3cQ6YTxkJl7nZJbNxlBikcJAAMslgDQTu8lACwBYAkA8xRZAsCfWl1GFwCiRF4EgOx8SgA4rhDYGBemBIDDd8BvZvHnN2QdeXgDRKJJeZMcuNKRAODPdUn4ADoK2AnUizIwzdK0Vcn5rrbuqNoa94cvT/GA/bNsQpyXZWCKppAXywBWcoRuaqpGBcJsYXIajgGEhXD0qLMAOMq3yABmYecod0cy8VAffBvD7Hy0Lkzch3cmWY74a+sPVg8pCMR6yQqATAdtAKNipgkzJlG/5EqmzrCbvEak47+0VE3AMBH2B4T5wUWSwF8YS8hT6oGZC2aJ8r5bql/Zrb4tOUpwjjTrvK3av68tMZLbGqTOzFpSL67PdWinhf3SM3XBKjXP36ODd/Im1yvL2Jx18YPBWtiMRX3wIIPpw4+JXLl8hjAyLCDedvhzYb7CNIpZFeYtyWFMCxOw+x52yayHsybAxmF2hFEzIwQbx3mf03ui3bjnpu4lSR4IIgATMH0Bc/retJ1ZfMGPKveEgeXgepg27YtFuRE+RoIG0yfMH6wXsi7h80YELu2HJRnzONHO7zqkJbM3BctHWbge7B3lIZ8tpuT36LPhKxhySN0HVcftYaJwIaiVbl10jW7VdfGMwE5i3qZNYbxoo6c3LJf+WinLC2MBcyv9jdkPovE3eE1snsjwYr9YSMk3S61X71TX381JjBnjnD6/NlvMcj1WXpxEu+nDTm3Vnboi+gX2lr7FZYHxCwsFMwtjh2l8/adfI301l4ey2V+VBoZFNkvm72KcVRnA1l/dGWLo9IlNvrBe/DFGzIBxOUzAj+w7W33faUlsIs9DUq6p+kA6yp/nGpbODL/Nw8V85c4ixFixZQBTMp87cp9r8577WTqG86mDs5rwfeQ6zmpbR6aofk5iAKkTf8x3SeEgMYD2v2RM8N5uCX4WzHryO9hAnp9kFp4WFpBQDMDyYNYPdwDKlS0bg2R6H+NjdAEgNHQyradl6928KYNAxngMjKfblwBw+N4gzwLTBZ48CYslV/QblbyIfCQAeGOX1J4BoHXybE7xmQDAhVUAOL3xQEXmBdDng4kQU27ctKaqA5gWop5KiiibhdJUmh2kswmY3wK2ADcBxFjkWOAAgEyG+MWw6Fj+gTJvWCudsSYVw24jTBXIQNgU5MkeM1l/rVrn7FFjffIWj9RYfc0B8DBxBzDA1Ns/RTWthyL9XbFuJIpPWmD1Ye4BcIQn4K65cS7fMbGHeROdw3+dkRZ6zFxM8CxyAD2nNcPpv2attGBNqiPltiYh5j7MfCxkmOROlVov3ZkAq7MHLOxNQAaTNUdbSgtHn4WvYFtvmKz33o8TP23UK+1vCD+nyxfcHgszJl1L9WCidNYGwAJmLEAiII5Fj1cWL8y4gBoWvVTnRq1ce7OWr1kQ7cU5HCx6/i3nAQzxHywGlNCWpEfDBQDT7oatK6TH65IECGQAwwmg9Ja0vZl/zcYAigBX690lALgs+sNlIg0cABAQdJveFI73lHv3DxakPqFdAR6AL0AASptda3XRf6xPeod9c9W1Z0a0V/PCPVrd+ED4AOIryH3aj+5Vy+a+AN2DmbD43Myf1a16S5SNcU9oAGCnYsYHpP19lnwE+AFGGON35HR//12af8FG7d43S+hukk0jzP1faJLePKjFZzyqTbe8Ko0fABB1eGvue/h+Nglv36retd9Wx5rzoi+/v++C2NzgHwjYszwLr2HO1vYIoPnut65IEvOUi2cO0I3PXYyrPJvwitugwRplYIwCXn+3XysXPBjPOmOGg+cgBU0kAGjAxOZh/fZzkgkYsyftYt88xr+zffSulZatOVaeqpgFiCmIDZTb0WXlGnYhcZAN3w11GeEz+p45g7qyKeMZtMZguEukZwi/TZt3LX/l+tgEXMwK4rlx/dodmr9mRdTdPoD2CwxfTIJh9meJKc93DlDBB/AjhZl7jN6OLgD8/4YAwP9IrUsAOEZ9Px5vWwLAn+4VQB3T3kXZw8xnwKPgUQS34OPkAYD/fKP0prxFnqgAcMeN0kU3T3gA+JMbf1s33HzuxAaAt92oiz71lgkPAA/c+Huad/OHJj4AfOpG6cqbJzQA/PqN39KFN/9sCQCPjyRyKji0mk3vslH/tRIAHr/tJtUZJQD86e5mH0w+BdyyU2hfOuDT8eaObVQ+0oP2W13SnJwJBAYDhoidb1E5f6o0bY71VxRK+Y609MXMBB4eqEbzwgLCgNgp2jIQNhcnBrA5GBLvorkepikOMi9ENDCQ1gygzTns2C3/8IUbpXcVAKBlUDDjVIsjNSd/Pw5yGlu0lf+HiWagNnb4kaMU+Yf+2jATL5yZbLZW/DfrB8vHe2qBSW1L98KIJE1RgokB3Ny3UF3/MiexNbAcdkCHzeOysJk41j93o7Tk5mr0r03AMIAwK7A8MC4wE1f3p/ypfAZbsHxQ2kkAS2I8cVjvO9gYGUpgkTBZI2S7afuSiGYkrynBKbCdV9XcHkETmChpd8oOq+dgAZtpaSvMh7wu1qZg8ZBo8bnO8tJ446/qmpuvOsYdwAygA4H4LYypmRSiIGFBPtn3gWBluff3t1+QTKAwczYB04Y/k4Ikll7zcPweEyZRp4xHGEECUyxCzdgjCtgZG8jpy31v7XuLur4zJ7U/DBHmNhJEwSoTZXzPjZr/pV8ORjeCa3JAUPuqJHJMgAiyMjCLbb3PqenJgXBX6s1BC59v/HfJzKzOGDOwq0//YHk1whUHf57IqzOjnU3HEaRzg1TzpymIA67JY4v22XDfOVp6wcPRPt+8703SDzPrZWYUxggWbb5U87OHVP+HH9KCP/3VaI/vbr9Ys+btigwmDr4xa2u5mHU6X5/te4+6/j6bly20zbhinNktIsSK0bwhxQ3mOR7GM6XpM4PZbL12Z0TMUk4/HzxfMIIOEqPvgom9d0EKeICFvTvrojP/WD2K53fwRunCm1NAjCP/PUdRFuYtikAUcc5KE+ZcR9zb/Ot8wZZ8ot0TSZ1ybDP3YTGASeT6XLMQUU8wGOOTdrNcUVHyiucCJtXfVefGWn3hxnVac/NVOfBteiUfciXanSAv7mvWz24ilD03wViv7qPLAP7READ4X6h+yQCO9SAYR/cvAeBPd8ZLZwA/vA2RqwQemEh5xABONp0yIdVJU2dVAWBzy8FKBNzQIuDvVDzwQeKPxXKOdsRCbYB3UM3hD9OV8jzqlEhpnCKEOW+fZmrv7pka3NckYdjGhMpCBGhC2sSyLZ/5iHTDTcfKwlAM6sGkbzDbNKip7cmpZmbLviiXD0pJufhsX0+7+o6cop/0Nqip9aAWNG5RnQZEeSkjEaet6tIRNcb/qduPdap2aI7m69nwkwP0/EQN2q1Tte3bS9PkzppJmZ/OJjbqxIHU2o8+Ip13U9X3yVGLAB68N1ncgPaADDJ/sDDge0absDDySp/NlloWpFRgy+qfiDbEbDtT+7RVC+J1hvbqObVHHS7SPVF+zH+0AQv2eq1Qsw5FPemhI5qmWg1okZ4KULtET2qf2vUVvVWb9y3S/JnP5gjwei34yPt13k3XZyXIaig5QHKqjgTA/LFmRVvN1F416CfRrmwEPrft/1DL7L06o36zfrRvhX6yryVlx7MOHG1wuTT1l5/TpS13a0B1MXZO1e7oN/6e0HLV6Kjm65ko6wr9SAu0NdrgNr0h7nv7jjXSIw0JLNBumDkBH2TxwNf8Gx/Ror95r3Z0z9GRp2bEszGl5ZCWz3pcZ2pjpII7U09Gu03t7VHTjwfVO1PqaZwadfk3XRPtuVWnR/me7DlTh77TnjYAbMsAVtwPnt4AhuePXAXvlGb84Xa9ueZfot2n6nBcg3HE9cgEwhj7kt6uPQ90JucO/t7Ur6mtB3TkkRkx7s9efr+6PvIxnX/TW6OfAfi8AohP0zPR9uRMOaoaLTi6VUdra3W3LtUt+ll9ZfdbNbi7KdkMyECBtiFjFqDJuGQMP8wH2IqZFzgBocMrpL+U9Bqeu351dO5QX1999GevTqk8Q/QPbffQPRemrIQPSkL1Yz/OmDj6np+vCwpkAvqUtOKm1D/8l2catwkO3vNM8IzwfDBGeO75jE0U17ZfLHMCQ5Jz6HfqgQQnBzrD/Ibr8zs2A1TJABDviaXb1VbTFc9EU2T9SOisRv0xvs7QU5qjnTE3co79AwG9n/rIRr3lptdGO9CfPAP8xRynmdq27QxpV10qE2VjrBhw89F/GPuVFwDY2Rniqa8kEMsM4G8VFiHa+Q9e6fuOfQOXJXhJLVACwOGbazgfQPimDw3xAWSKc1Kyl9Tw5cllC5QtULZA2QKTtgWwNAGjX4mDbSxbDXtg+h7wuYQBZU70lbh1ec2J1AIlABy+t/Dz+1U4ASXe7L9K+vls5ChGAdN+bN2rqTomUu+XZS1boGyBsgXKFhjtFiBMBs45h0i/IrcHBCY/oOqBeagEf69Ic0/Mi5YA8Pn77Xcl/WKOacMraDgdwInZ62WpyxYoW6BsgbIFyhYoW2BSt0AJACd195eVL1ugbIGyBcoWKFugbIHJ2AIlAJyMvV7WuWyBsgXKFihboGyBsgUmdQuUAHBk3f9i0sWN7A4n7tdkM/mdrDlBv+N/Qr6Cn8u3OEfSx3P4ILGd5FmgfmN9vCub31+dJaqRah4oFOrFlHus++l4daA+Ftpw3xDfWkw9ONZ1oMkJI8Qvlphr4kKJO/3wkECo8d4fL6YOE6E/8EsmOxFiLfh2IV/9fysJ2/gY733xYuowEfpi6Bz55SwrjkgRcekc470vxnqeL+8/Bi1QAsCX3+gvNl3cy7/Dif0lAPAqSZcNc9nIBSKJdOm/lwUh0Kf4mKT/eWKL8ZKvhogLQhPkNCKRVxEAvphyj4d+eqE60CAscvQNeSyGO8ZDHSjXR7OiIOIm9MdfZPEPErJxTIT+OF4dJkp/IFxkESOEcFD5BYwj7sTmbiL0xfHqMFH6ovjMAsrfk9U2ee4BgBOhL17yxFz+YOK3QAkAX34fvth0cS//Dif2ly8EAEnehWooEc1m11hQPpgV8k5sSV7e1V6fJ9MiAHwx5R5P/TRcHbzIFdmCoS00nupQLBusLCqDAHSU1yZaf1CXoXWYiP2Bkh/y23+CPntW4ZtofTFcHSZaXyDt8p2sMoqiop/pidYXL2+GLn814VqgBIAvr8teilj0y7vDif8VABB5G2Rs+LtX0m/nXBqkACHzyRsKt8UEyWSGYGkxC+iJL9mLu+Jw4Ol45a55CWn9XlwpRnbWCwFANLoAt6gDIwUM28kxnscajNMvZflnyjrR+oMyD62DQcdE6I83Zl1SnlE2bn8qCbZ4IvXFC9VhIvUFZSVd6D9K+t+5PwwAJ+JzMbKZrvz1hGiBEgC+vG56KeniXt4dTvyv0OlHr5BkaJiJ/l9JF2QGhKSR5DC5oXBbUtPjg4ZsPZpVY30MB54ASS9UbgDgi03rNxr1ez4AeEUG5OQwwGz0WUnI+P9VSko2rurgdmJxw9fp7eT9yB9OtP4Yrg5UZaL1B8nYYJkQpf/SBO2L4eowkfril7Pf35rc/gByA8CJ9lyMxlxY3mMctEAJAF9eJ4xnVubF1giRUMx2b5HELrxkAF9sy738854PAA69Is7x12RT0ngca2+W9JkMOm4tFH4iMR3PV4fhene89wdlZi4np9zrlBLQTaS+cJsPrcNE6QsS7GEtYUPNBpujCAAnYl+8/Fmu/OWEaYESAL78rnqx6eJe/h1e2V8aAF6XGcE/HuID+Os5GwqO2uPhGA484XB9vHKPp356KQAQJuGS3PDjqQ5Ejf9Zyrir24cMjInSHy9Uh+cDHeO1P1xeAkHY0L1X0i05QngiPRvUY2gdJkpfwL7C1ndnIE65yaZMf3whs/tYXLC82Md66Pw6np7x8TDfl2UYhRYoAeDLb+QXmy7u5d/hxP6SBZuINNK0k7KdCelSSWfnSeuJHAVMlCSg72vZqXyso4Ax4+IbB3giMpk0SphKkb7A/Hu8co+HfnqhOqzK7Q9r42jgf8jpBz+Rh8B4qANFIT0iUeKwxvcMMzyJdhzv/XG8OhDRzLw43vuDIK3P50jgU3OE9jsyk78rR56O9744Xh0mSl+Qdo1AqOKBOR75J9wj+ifAc3FiV5vyahOiBUoAOLJumkjp4v5Z0oUZNGEquivrArLz5Fgp6c+zDiA7VyQ+fn9kzXNCfs3u+m8LeTOtk4efFnV4MeUe6356oTpg4oWpwdePhYIgEPoBHcbiMdZ1oCwA1J9I6s0Fc18QPGRAON7743h1wDQ8EfoDDc/VGejBPN2fwTlR2T7Ge18crw4TpS+Gm+jsz2sdwPHeFydksi4vMrFaoASAE6u/ytKWLVC2QNkCZQuULVC2QNkCI26BEgCOuAnLC5QtULZA2QJlC5QtULZA2QITqwVKADix+qssbdkCZQuULVC2QNkCZQuULTDiFpiMABCl/P8h6UpJRMI+ljXX8CfjeDE5G0fc8OUFyhYoW6BsgbIFyhYoW6BsgbFqgckIABFKJYH69Vk360OScLBfkJ3wx2tO3LEaI+V9yxYoW6BsgbIFyhYoW+Aka4HJCAAfyql6Pp77EikRMmQg4okY8lDtrPGWE/ckG4JldcoWKFugbIGyBcoWKFtgtFtgMgJA0p39B0nvyZp4N0r6hWz6/YMJkBFjtMdIeb+yBcoWKFugbIGTtwXIE/87OUe8pZ2Q6EEwvTxO4haYjAAQU+9fSro2m3z3ZXPwdyUdL2fjeMiJexIPx7JqZQuULVC2QNkCo9wCAMCrJF02yvctbzfGLTDZACD13SjpTkkwf9EQaMIAACAASURBVJh+ERv9dB7873+JDCDXm5evM8ZdWd6+bIGyBcoWKFtgArQA2YwgEwZfwbKSnYQgx+JB9qQjw9yzBICvYEeM50tPNgBIup49kkgx9MNCx6zLaZVIoXS8/JnF/jxNEil/yqNsgbIFyhYoW6BsgRfbAmT+efbFnvwSz5vaLB0++NM/2ilp0TAgEABIusme/HevpN+WtOUl3rc8fYK1wGQDgHTP+pyc+/+SxDPyJkn/JOmNOZ3S8fJnFruYNF5d+s5WqZm3E/i4+bekD//3VIE6shgd/5hS26/Bo+RvLxz9tcP/sHfoeYXThnz1UxdoIENaPoZe/2hhCN/8Eek3SWU85PA5tYPVurmOXK94zWLd647qlIaU9ay/v1aD3U0pWRt/7K+5ntuL+lFOrsX92Gfzx3ntvdV7PN99+Q3XJQnfxz8iffCm9HtXnS7xe0YtWXf5P23H/ylma+ajOZdu4Dv+OK91UKe0HtC05sPq3tWuU5p69JOtLek61IP7cx14CbJFN0g6lH9PHSkX33M96sS9OHilnNyPjM18z+/XfkR6303pc86fN6j/n723gc7rKu98H8tCsmRZki1FkhXLkWPVTtwk45CEhJCkCWQIH6VDucxilSncmdtZtx9AmWFmmN52TW9ph2lpgbbTBtoFdHrLdM0whbZTPl0ChEBTQhNw8+HExo4d2/GHkGzptSxZb/Rx1+/Z+3/ereNXshPFUuz37LW03lfnPR/77L3P3v/zf57n/6zqGLEzp5ttdduYlc+8zJ6bbLTO9YPWZBN2pe23FjtlbTZqJ2ydla3RRq3NytZgR63Hhg6tNztdX2kD2vR0o9lIrBt14Tvx/dSb+lOXNrMVvaetvn7anhtdY7aqbPZsY2gv9SXHUXde/66M96U2/OQvm737v4Rz6V68z5O2of1GV1Tamt9p19WTpmeEcbSyftpW1pOJzqypmbXW/N4p037yShkdb7fpqTrfn0/azc7kCB1dMz1QYyL/TP3eL5v9e/ojGbNnPymV8Zz/Tc/J+cwN880B813vfLd/ON7D+e6f22900/Ivd6VSyfr6+vTkkMLvQhRfl3Dq49Gj8IjGvJ48sfnrbotWrENmtj7miSdtKJJoYaAW5ZJsgeV/Ipa+WTeb2YfN7Na4TDDo0QX8VKzK+eRsVK0DANw5YrbmIgeA/+Xfmv0qzXL+ALBu5ZTNnC8APLMIALhqAQA4lQzh33yf2X/6yNkjSvvUP38A2LAqAsDnVtrMaA4Acj61F/dHPX2hjACQtb0JUHIeAJBjuE3AyEfeZ/bvPjoXAAqscL1qAJAZvt3M4KQFXgTIOLZ91hraAYDjNnqs0xpaxq18IAJA7oPrc174bDhyVg4BPq5JvVIAyLUofOYBIMd/8X1mP/PRCmDcMGtNnSM2MdZsLe2nrHymwcpnGq2r97g12bgN2D5bY6es3UZs2Dps0hptxNodAB6xXhs82Gs2lgBA2nSs0Yys1oBTCt8vi/Wk/gy5drO6y09b/cumrTwSAeChHADkONoKfmQgnktA6t7YFwKA9Kf3eQIAab+RKgCwZdL0jDCOAgAML1fNGQAM6+u0n7BSRhwArvT9+aTdzgKAumZ64HwA8EPvM/sV+uMiBoAfjPdw9hN+Xltmr1z+5Q4A2Nbmb0/VgNh53cd57OTrEpGO+5LhHIVuz+e6vGnwVL3JzO47j+sVu1ykLbD8T8RF2nCx2jUPAGkHgUBf7CahXqqUlwIApFoCkwsxgIA4fq+ftjkAcDgCwBQAaEEFQKXfAUULAUCxOTruTAIAf/99Zu/9aIWh4nopABTTlTKCXA/2qzu2vcCfuqJ9ypraT9ma1lMOphwAHgYARkCQAkCAEMsES4AYRMAfwE7AB4YrAqyMidS12O+b7zN7+0cDsGLfDWYNPSUrjzV7PSYnGnystPUM2ZqGMdtqux0A8nfcup0RAwCOW7MdKa+30b09wWNXZW0EnrQFfwLPtIHanfp1mDX8SCA8MgB4rNHsuQiUaTfZyqh3HgDSF4BxCDqwG/eS9r9/zwFArtsya3Wrxx14Tj230hqbyg7mGuMLRUMd7ljm90uZzLlrjZTbHSBfMAAIEzof8z3fnJxn9tJnKD3mQjGABQA839XS16WPxfdPDuKR+IVw9PMBgD9hZl8934sW+118LVAAwMX12aUBAJnIv/m3Zj/2Wm+Numj2VNOcxfLFHwB8+TIvAMwvCgAelXOZgAWs5iwyyfFiPb61w+yucA+Vc0+bpeAzAYAZYF3ABFwVAOp6sq9wMTcLRyaN7zIBAxhgq/IlBYA6nuMAIQ/sMLvjngroS8Ef+woAMqsDsASAAD8pAyi2imM6J515g3kaPNLtTODEsbUVQEwbjK0IDCAAEGaP89I33AssGXWjcF4BQa7J7+pDPtlvbIfZwD1hO23Qb2Y9k85iwQQ6AJyut7bOkw4At9muBAB2OSMWAGCTHSr3BQBIfWQpBQAC3ARMqRfXpT5sE0PZHQAgQGpiZI2P7ZnjEcgDAuka3Wc1AHj/DrPX3BPAH0XA1+8/YdNG6itt4PtNOchuWFV2Bk/jqLEhAD9YT0pzNAHDdIZhsNLqbdpGZtptfKw5A4DeXpiB0/LDFRWzu8YQnyk7qf2/vcPsTvoj1hkAmCspo59/tn0OmO85yT/bFwoA6rk4+2k6ry21xgB+2sdXKIy2d4Sv1QDgPzezr0fnDV4hf8fMbjOza6NDxXm1b7HTxdcCBQBcXJ9dOgAwaYeLFgD64pcLrAPcXmwAMDXxCvylWPtiAIA4WsiH8GIGgPQFS+bFDgAzYHgRA8DFzdVWawDwszkA+Nb5AeD/NjN8/kiKwKse1mJcCJ9eZJMXh7/EW6AAgIvroJoAgDQRDECeFcC8lS+YraqWsxjAxJ8rZVPSg1PfvfxJ9ZuAUZ5FTIGg2Mb0OmJAzhEEIt8tZ2BS5kgmVl1XgSECbLBzACCm1PXRN9AX4emKn2AK6vjOMQRQ5M/Fcem+MveKeUsZwI7YUKkJuN6sruO0rVl7ypobJuzokd7AAA61u5nSWVvagXaCBeMvZQCpF+ZgmEEKXSw/Q1zG5RsogQmOvyoya+xPnWAAaYcz9dbQWQrm2PppNwfDzm1rrjCAQ9aRMYAYhQ8/vdlsb/RRlG9fGuDC/cPmEcQhVhbQyfd+s5arhmxl/ZSNDq11FnSMa8PAyldTDCD3MZCYxKm72gJLLfcsZhG2VyZQPoeSce+m8cC4qmD6JZAozwBiAobtTBlAjklNwPKXnOMDSN3lu5iOQdpBDG36zGjsp3VOX/qqsPnp4RkDWC0IZKkYwMXN1TUHAL8Qpx+ajakIvbPzNAEvsqWLwy+WFigA4OJ6qmYAYLVmwq8pXwBK1cpZpmFYuRS8LWTmXeg3Aa7UHKsK6DhMmw6+9Jcs3mwXQ6ggkSo+gA5sWeS5Hots3scuBW2cEzChKOCeaBr2OiRm4rShZDKWmVX3ozZK1bv4DqDSth/GExEAIYCi+40/1XUnAPDp/gD8ALTtUyG4giITtEyoCgbhOoAkAKDuif0xxwIAUyBK2wAWCaXSvVAnfOtoB0Bm+6TZSKP3R11bCNDYsg4fwDFrtnEP+sAHcHimw82gEw+vNXsqXkfAjusLiFJf1V04jLbgtraaddz0rIOvUyfXOAimEFThfQoQVDDFROIvqBcZ/AW5JmALc3EGAHP+pOyXjbuKyV2bML1Pz6w0+f412KSbeuUDiK8jRdHAQ+UOr6N8APGdnMNkp/fLWKTIr5GxU+15yIPWZPzxcid/xarPr0zA5wKAF8r8W3VWeX4ba40B/FoOAKL0XADA5zdmLvW9axEAIgNDNhAVljHemX/SzKDCCX0nT/ANcdn7hJl9YJ6BcHEBwIUkHBKHbnyX0oITe7WyLABQQRMpAyjwlVZyIQYwBnj47tUYQAHA6A/pEaQAgjR4QLInuiaLL/KuaWCGTLkLAUD5EyoYQaBJMi86X54BREUsZdyoD35x+MBVAagAQPrLg0D2bDRrmQz30xkBoIC0++9FoAOw5MlIGUDwUxoJ25PUA5BI4XN7NQAY9qUuMwTURABIvba27nYZGADRAdvkjBggaHqq3sYe7jQjg7eCO9JADOqtIA4AauqbyPdrzDpuCXJrJ3/YbmsvG3EwOAcAypeOWxs46T573t+Mg8P1AfRx39AotC8FgEUbqggAcs1VAdgCNpGfoQD8AHcNFl6aGm3SVtq0Rz2zXQBQTCA+gKdG1iwOACqAR3UUAOS+ckEgebeP/POeZwBTa8BZ/oHzTJZzfAjn2+cCbq81APjdJGaJR+QVoW3PJwjkAvZCceqXUgvUIgDMt/97or8DSyr01R4z+xMz+3Uz22JmX46yMb9fpeMKAJhrlAvOABYAMAC/AgDOjVBmHBYAMJipxQAWAHDO7FRrAPDR+E5KI/D+ArNRAMCXEvxa/roUANBsl5n9tZn9spn9n2b2oSinGxRbzX7RzACJP3JRA8DzYf+4QSIWqzCA1XwA8wwg5qrxU2noaWixjEFTA7q/2Twm4FTXT6wXzEV2bJRb0X5iwfImr1Q7MG/izcu7SLpGzF/6uaoctNzYBzZITBmLa97dcT4GcEMVH8A0Cpp7OxcDGPSCg+lZAFB1EfCBnZJAc85E3bAhRMKKAYShchOw9PTU1pwLBo/2hA2EbVO07f7IgvEb+3P/8gGkborS5fOViQ8g+2MS3jDrkcbUpTzU6ubwlp5hj0zeYrs9IrbdTtoe2+o6gOgBUgYf3Gj2cMKuKhJX0da0DcBH7SDTNPtdY9Z160E/z9DxjrMZQLQEuc/I6MIAZhG3jDGiohVZTDvwPbJ8VRlAB19Bc7F93YizfDB8RP0ibo3pl6LoXxjAsEC3ZL6AHIP5+5wMIPebmnsV1Uy/MBbzJR+5nP5eP51pFlaN7o8m4JQplA9wxpZWuWTVTctkJq41APiDHACMC1jBAJ7vOK2B/WodAL6anAVmRswiq8RHn2cu4IuHAXweADA/yWMCriYFQyBBWuYDgOwz5/jFAkBOmDeNCgBWk7lIsxjEhU7gNTP3+Tmj/l/ucw4AVHYOgQCOSzXiZNIVaKJeA9FUmJ43BcC6H45RoIVMwAK4+mQ7gEe+d1wvBYAKAskFAjRtCKbNNe2nbPhwt7V0jtjYULsHYWAOzSRA8HNUHfB74zwSgU4BoHwBEY3A5w/wgYmU++U3YgoVXMH94VBxWQCATf0nXZKFIIqOniFrrxtxANhoZeuwYdtnmzMACGB6fM9NcwEgAEemaZpWPoBIuosBgyGlrW4027ztCZdXGSx1OwCeLDcEEzB+dfg/St9wpVld/+kA9pF1oZ0JLOEeuTfamvN630+5pAwgyCVmkNSh1Af9P8y/yNtg6pW0CwZumYDxdZQJWAAQgAhYZDsSOCMnKg6dDrIAqyryAdQ4FNunflGwTOo6EOudjfPnAQD9GZ5szCSidN9sl6TPOdfLFPgtAwisNQB4rNmsNa7wpVmznjBdnwsA/pWZ/TMzuztKw5yzW4sdLt4WqHUASAo4pkoUzymfjH6zP5V0KfGMT5gZ+XtIlJWWAgAmrVEAwFx6NoBJAQDDCCkAoHs4FgAwThgFADwXEFsMqvB1aXStWWtdOE1pxqyNF7qFAeA7zeztZvZP4x/agEW5hFuglgEgHMozZoba+VdiH78wBvCR0eq5gKtFry7XYDpfBvBMgzMYaanq5J2YUbUvorfVTMD8fhaDCJtRLQq4mgk4NV3l5V8yM3GsRWzz9B5SB3ZFO1JXpEEIMlCdZebOfyo6cmbf6krAQRZRfG4GsG5riHRVMI3XRzIk+SCQczGASr0msyS3rcARthGUQfFo2dg4Uyuto/+ITZ5ptDXNp2z4RId1rRu0iZkmW1k37dGpFEXKzjwb7xMGj/NQJ8AsNiUYN+UJRuKGa3J9mDcFiHBZGEABYP1PxPFIvTOAsEa0yfp1R2ytBQYQs2i3HbdD1pcxgASFPDhzqw3vvLwS9KKwrTT6lxsgUljtSZQ0aeBuOG3bund5xO3+cr+zcqRZcykYIpGpMyyf+hOGj22S4+HeFXHNPleFCHLYv+Y1E1lmj+Fjnc6ick+MrfbmEY9ohsFUmjdM2rB7FH6jYAJmG+CQABBM37CG/J8ygM7Cp0LQkoHhJDL3KiBmPh9AMYB6YPPCzlGiqJqZV1YAmYdT9w+Y5TRQbD7h+GxOyQdeXeg5Mc4Zs3h0L3NZylRwoz05ABjmlvmAJyP/21EAGmtYwQAu81hZisvXMgD8NTP76ST5E+3NG9Bv53wA32tm717QB/BfvMvsZVH+5LZ7zG6/Z+G+Ww5gWA0Axm1zIvpONy8MALVoxEUwvVEWxPPyAeSg+QBgekKlR3NzVqLPJikVRy3xTynNFHUZzdOwkjJRaYFmW3PLuIMfzIHSLhQoYTETYNOC7vlYn1xbyTsrE5uigRUFLEkURc4SEbo1ROBStFi6mTEVqOY+BEYE4PI+bgExhHuWbx7fZWoVAPTsG8EUSeFa6zcecvMigApw0WtHHGxIdgQQAgDht8Gn+4I0iqKY8YPjGnuj+RnAwf/UhWuysEj3UKZ4fP4o1IXzkFcAAHi03jNz0OZoLAIAO23YrrXHHAxRL4CSAyBr920P2q22u7Q15MON488zeig3M9enHQCAyo6C7EynWcv2IdcY5P72zGyxlrpTNjzeaWPHOsI9St5GYwkArewi9CXnxgbAd5bOV05lKQJxgUBXkXJqPKAw9P6I+KXeAQCG6F/lNJ4PAHKvpIMDLK60KZuw5jkAkHO7yVrPn1L38UNq7mUM4f85nwk4lTrK58iWRmV0k/Dui1qfeQDIs67CmObPmzBxF6nmS6jxeM7F7cVkCJcZAO7YscP48z4sl+3ee+/l64VnAPtzAPCAV2G+61LB/2Vmn2LKKADgOUfoJbFDrQJAZivYv9+LEb7qTJbV3TEK+IMR9H3RzD5iZvNHAc/HAM43RAoAWADAAgAWADBhAAsAmJssLyEAmN7ZkjKA28xao4JXadqsjXDH6gCQNMH4/Ym5KADgJQHvzn0TtQoA32Jm/z26dJ/INRPcBXm08VrCvf3jZvYb8zRl8AG82ABgjg08LwZQuWvThogRstoEy1VNBuasKGAOOB8GUALOKQOoi+V1AMUAxgwfsDMwfZSUoWCbM4DNgR3D/InYMEUMoNgpmbVgO54XA6hAiBhN23BVyTNvYG4mq4OzJNUAoBgnMXzeTpHVUtKVlAFMdfdg2mDjMORQ2kMuWg9QGGu2K3r3O7sEAwgb1WeH5jCA3ha20lm3Qyf6rHy4taIHCPPHtWAQFGSgdHQyEbNdJmDqgg4g90FbsC8m4fZZs2MrzPpDTmC06Db0HrJOG7LtttNZM+pFHVIG8CG72XaVr3bWUEyTcvs6I8Y5xQCqfi48bbZ+237barudidtl2/z+B2e6DJOtC3sr8EZR2GIAJXrNJzOCsq/cVgn+oE8xKcPYjc0EBhBWmWsRzSxha9qV+8G0DQPIn3QAqY+CPtACDFqBkxkDKDaacy/IABIpD2N+LgYwcQvwTChpPuPEBJxm+cnEqCNrS13kQhGer/qsX1JzcD5T0BwXiHMBvHP9fu61rbLHMjOAywYAr88BwO9XBYBXRtPvzWZGGBWlAIDPZ3xdxPvWKgB8sbosAMCHRs3a+XqeJTVhLhUbmIK+5wsAlSqM20vNRhFsKYKUBfFFBYAyAQPuZJ7KNzH1ccAU/N3kvwRow8cvv0AFADiVme7KMw0ZAEyjYVNQLPOtm4DxDUvTkcnkmZqABQBjirSma066yRkfvKoAUOMhNT0K6ClDiKKAtZ1rBKfu8JrC/zkASIQvhT4Z6N6XmYCJSt1kBzIAKLOkTMB7y5tt9HB3MJEiFP14/VwACMDj1AS+Si5G2ULkf5YCQHwEWV6I3E196lpmrevKQ9Zlx+162+kRwP22P4Afa7ch63Rw+LDdaLtta/CRKzc44MDUirBzJs/DjabZQraG1HObN+52/0IKABB/w+N4Gh7vCiZk2hAfQEAq9cwDQMzf3Av9i9fwnXMBYHvDiPsXAvAogD8AIWZtmYExtTuw9jgygsan5/gAsg2zt0zyAoDI1qj4SxR+iyp5EzAAMO8XmNcBTH0A8wArEUdPXSXSx00vSGzjWUfkGr9RPWN8anzzXQAwfREL+0SR7fyznP7/YgHAxKe41nwAP7fV7NsxG2F5xuze6j6ASJ/9MXEiZiY8wMBjVvmMmf3cQt1U/HZxt0ABABfXfxUA2BIBoPJyLnTelxgAxBcrezuv5gO4AAAUUMLxW3lWq+UMPitHMAyg/OWk85cHedLKi+CuapPKjy5mZeBe0gWK7yxSgAZffOunfOFqqptwQAEDiN5axsr5AXPlYNzfjMCNp5AHif538wWBKFtF4pvXcE1gAMVgZQ793J8CXLSgA0JolzwAVJovQJ4YwpQBlCZfDAJRJgpuB2C7bd0uzzah1GOBAQx+q8ivyP8MIIMMi/sBwsCiE/h441ygpCAQqZSozmqbKL/i7Jr2BUQBDlmEJGK9yqxj4Fnrqhu06+37EQAeyBjAQetyEOUAsBw8+N0PMDJQHsjBOAKk0SYwlRSuv9082IQMIwBA2E/ui2wjw9bpLCD97qAKBlE5kGk/Fk3YTlhXpG+ujufltzsns2AP+lQAUOwd4A4ABwAE0NLe49ZkI7bWDng0CSBx0gNeAIqwhBT2Ts/B2Bw82BsurBe2lDVnu1INgwvFAEqLEXDOPJPmwfa2SSSJkow3HtiC3uV0vZvmBdrCMxPoZ/x79TLEPspykj5feba92jM7r2zMhZCJ0Quimc1uqzqDLOnGJTUB/5hZa1yPSlNmbd/0W837APJUrss1Ak/U28zsq4ma55K2U3GxpWmBAgAurp0LABiTyBcAMAKPAgBm+nsFACwAYAEA57bAkgLA15u1xjzRpefM2shpdX7BJyB+pGAKGZjF4YOX/NEFAFxcF50NANPzzccG5hnA1KxarT6pNIozAklmjIXqP4+PT8YoxGPzDCBZDNJylu+RfmwJbAgFAAgjIjNqvlpVZWAyceN4P/lIZbF7+C3NJ2MTfRMV8Sp/PQR/M9PmTIzQjj5aYmkwNc5hACWzkU83J78pTKE0jTMuiXQINytWTj5oEkauNxMDSNtkUZJic86HAeSaTMlcQ7l38yZgWC+YNeWqbZ+0ts5gI4Z53NZaYQBhoIIJuMHNl0024Zko+H7S2m2fDdiBE/1+HOcY/X5PMAiJJeOkAF1YJu6X7fwP+0TbwAzKbw4LISLKRNLyHRM69YwRxmQF6Vt3yH0AO2zIfQDHnDdbY0es1xnAx+xa21Xa5kwULJRYKmfvMFMrChjWziOggwB0x1XP2ua6fbbNdjnbu982uW8eDKAijcfHm23scGc4x9HknmATuTcYQPwJWUjnYQBhUFP2Dmav2wb9fjA589uQdXiOYwr+fzIViwGE7VQ+YMYnEj3DB3qDWVeRu4hTp0WBuPMxgIzbNAsOx0a3jTl5eSP7l0a+y1d2zjxwpiFjAxVFz/MzHwOInyCMYN4EfE7h6BdLJiYnGVVzDOCbcwCQfFfnBwAXtyoWR180LVAAwMV11eIB4BzAOA+wOxcAzAPI/P4+8UcQlZp9lggAzpsKLvrIIVniAC+RofAFSpIfq8fnyFGcpamXpK9TdhLkOaTBFtzug6+SnPAltSEA6CZqdOFYY2WazmsMSmZEANDbNTZiHgCyOcqzIAMjiZxMk5AMFH580ucCM3kTsPTuuIZMwBwu/T9JsgBUAF8OgqasrSfswL1d2/qYmyIBHMCrAdvrGSoAL8iVALgUjLAXAGj9hn8kWTr2HdxqNlQfQBsgCTAqiRiuzZ+AINfHyETeKbbR7FgdFZzCvimI3TDlEjXb7fsOy5CBAQjxd8TWe10BpABAx52YgGMAifcX55Pr+rOxPyIA3LBtr/sUXmfcO+frzWRwZHKlTY6e6LXysdZgQpbO4uOx/myjXbkPXPjuDCZUXnzI9tHZMOxgDoBJe1IA0uvtiINAACzgetC6jXalSB9Q4Jtt3GuaCWS83GSjB3oqQTeAQMZHuEBFQ1O+p7hJAPbkF0rWFcCegrf0AqXPRM5J94N5V4Btrgk4PAiMI23HB5OAF4r8MvmemoABgGlRAM+c7Dtz9tCzVHn25wSqVNs33VZt3uP3+BzXHAB8m1lrfPctlc3a8OgrAOC5RlFN/V6rAJBMpf/ZzG6KyxmZPlAqo5Az+w9iFDDLyyfM7APzjIoCAJ4HA1gAwAIAFgCwAIAFADRbUhPwO3MA8M8KAFhT6O48brYWASDg70tR3PmzMb4PyZd/iMajPVEH8NfNDM9zPCc+vKAO4N8lmUBSK42+pxkv/A2+inP2fJ2Vmou1T94EfD4MoMxIfn1pioQT5mVgMAGnDEDGuvjbtFiIwDCcZQKOOV513iyrBoEkaZAHDJiYNhjAhC3I8tJGlkJyJrp9yVI4+zARAxmi0DKmKQpBHpjafJ9E8Jj/YQYVuTknLywmNkW4YvKDXfGTxc8n4+sCLJGYP32KtZMJmEOUY/aqycw8njEyBFiINVQfKyJV5lXOoZzCEoUmPo/ug2wiepUiBhAza2YCnrWWnmEPeoG52d660yasyRkpWDXMouHWJoI0inX5d6JVCZsgYhVGit92j2/1vMHOMCkriAI+xABST+qPWVjmaB9riblYYtfKY8xvG8za+o/ZtQ2POQNIRDDXhZmDNWuycTtqvbZ3PLBnWeAHjDb9xfXFSlI3rh0ZwC1bHnWTMiLTMHRE/yoog3PD2OEGADPoUcG7V4egFYbNw5EBhPVVXmGYy7v1MJvnU+5oHvKADjHM+oQBhM2kvWlTzM57bbMHozAuuS/GoISi2RvGVYWI8bG9ncG0rrzOcz0zgll6PgZwfYhW9ihp74fwzCtISkFZjcvLqAAAIABJREFUen5TwXNFyqsuCvZALonjFYUtBhAWnfpSFmIAdb40UphtZ7mHpCbg1I0la515vlRjACUUTxAIr/bLXJYUAP6cWWvs/tKkWdsf+c1fSAHqZW7d4vLPtwVqEQA+YGYPmdl/qNJYhMR/KJcJ5BfN7D0LZgJJAWA2a8YvqbkmBYd5UPh8eq6aD2A6Uaa+L7pmCgCTBYGvGeDinzMN1tQ5Msdv5ywAqOvnACCLg/tl5c1N8bzZdiZ4aZaxuEUAmI8e1sJAdHEq6aLvnFZRoQKsAoBkfMC8yYLMQs/Cy/dgAp7y/0Zm2n3hcr8yJEFCQGblU31EyjMKaiIyw8oHkE8tMjIfso2FGb85ylVBk8/bRn2jawFW5gOAAkz40AkAKjqY8yptHECT7TeamZRD1pi19A/NAYDKBAIoARQJiPA/IAtQgil4j211ACgTMebg4+PdoWmUQYNrSgKGexEQBIBKkkaR0gL6ABjAFUBKbdtjVnd5SNdGPQCB1BPQjlkUcEWdDpT6HVyUh1oD0MQMz/nkm8j55MPHEne92TVb/sEBIBIzeN0BwjC/cm5MwFxHpmHXBnz88lB37oekWHxiCr48Alv3AYxyK/Wz/px0tIZADxWZgvGxBMxyPwBAwGc1AMhxtDOAlJcRivQiy0+1hnZiEQfsaczomU5fQjAB81zJTNwTXjr0giS3CUXxptu5Zpoakf/TZ0wAkGdF2xsbkLuZDqqGVQBgNR9CtRH9WE0uKgOCAoDn8o3Oz5kFAFSLhFzA/yYHAEl7UADA/Kip6f9rDQACN5ityexxp5ltjm7ev2lmf2lmLywX8Dfn0QGcNwgkWQDnA4gLDctzBYEsBACr+ABmMicRqKUA0Bd9By5RUj6XCi7LkxvlI84CgLpeKiRN/QAFStvVHtKW5YVjfXF8bqX7WmkR8sUp+h7xHSf+1NFcAs+AGTEzAhRqUgHAoXKHs2MOIiUK7Dcc9xRIAaRRYIMkuKxtCwFAAh4oV4X7mxleXclVm0p4aJyIAeT6YvLYJiAphk31QqyBAvgCpN4VgSDbWoIMioPyM412Q+vDDoIJglDqNcAQsigEKgD4YKNg3gCAMFICzA4ALQBAUp45CPzhigBKAIJiKfkEgLLdcxFH8ALoo84/TAAg/S8wvWHWNly5z+sGCAScA4qoE30IqEKc2gNoaEMF4vAJONZ5qUvCAL5iywPOwokB5OwaEwBAMYCuC2hd9szBwDI603lfnCn+MQJWADZMII4i1Jvgns6S51QOYs7RTy6yzQBPrt1lgw42aU8BQPkASn4HxvN4uStLSZj5yCE7JEZZwJT6abxIhoff2qO4dhRPr+sObgdi5PIBGbBw/iwlzCCgTkEdfpmo88en0ibqGUoBYDUfQM4rtjB9eeN41SnNH8z2eQGgLpp+pqkhq/3OtoT949+aYwD/Yw4AQm1UB4C/GtOgMuvguPmImf2SmTH6i3IJt0CtAUDe5XEZx3j2RjPbGVPg/E8z+zEz+9dxKf2ppM8xrOEjiAv4kdxYCD6ABQCcG5mZMoAFACwAYAEACwAYmc0CAJasrQ2K+oKaYgMD+AGz1sgSl86Ytf2/8wJAQrYG46smrxdYvd4fpc/PU3LiEkZJl/Ct1RoA5MGAL/ktM/vlpF+/YmYkysHYguzr65Pf8BnEIMRTK25IP79wACgJFDFI6Zt9fsBFxiHbvBADCPiS9EPFXSmwBvhNpdF/AmdpZODUSjdtyVcIc5SbSPM+fFE6QunfMmkOTHRpeilVWnVK38xpTWcv5jKAqY8fu2PKgnFQkbwL/xMtSR1hGfhc03wqy3gBCwjr5RkkIjOjY2Fshsc7K/dGlKuElcVOpQwg7QcDSH0xBcoEDOOk/WFkuKdIlmY+ehBLmOi4Bqbh1JynqF1uBkaLSFbOJzNpygDK7KqGkO9bTDlnr0uihFvMGvorKei2N3/fTeIwbMiTYBaFueJ//mCnJGeyx7ZkjB8s4H7rdxOltzdZOsbbAwuozBMwlNw393ZZrBztxdOEqZZ2VCo5flYks3wd8QMcOOYRtdRFfnFKncYhw6UONxvOYQCVvo1zK6WbGMDtZq/c9g3rs4O2zZ70McCdMiYoCDMHE3BTJguDn6Gn/IMR/kqMMOYVkfoqy8ptFf/duo7T1t0dIn3lbyo5mPkYQNg+GED5ADIu3d+x1J2lIsxEyZEdmo8BFBMtM3sVBhDmPBVA13PC/UuUXKZaonob6spz/BDTaUgMoJh4/j+XCTjPAOp8MnHr/zkp4nx+wEUk0pz5uU8HnYsB1LOb+gC+fPlX8iX1AfxQDgD+x3kBYNowPLU/H61kXVG4afkbrqjBBWmBWgOANOIPzOwv5gGAuPn/ds4H8L0xYIS3pHwJAPD/eJdZU3TgvvUes5vviRke5ukzSY3ws9KG8V2TeR64vRAAqIkv8wGsoh+YaoypqmfqrWXDkKfaUpqnUyfXOMPnvoIRCKbpoqTr5b/jS5dO0roGpqk0KIb6KVPEZdUBYOrXx+KkkgLAU2XZYsOvyL/4p407wMHMF4IKQp7V9ByAisy/kWwQUbYlAzNp/l0BQC6XB4AAH1iuPAAEzPEbrxT4OXINFnSaSH59vFZEsVb/TUEWMaOHm1gFTPktdSvgf87P75zjrXMlVuo2n3bzOeXGhke8TQAr+KZhFlW2CtKtkSbN115b6SZgwNKcIAnrdjMnbYlJE59AfzGQSZb7oQCUpE/nASHRNHl4RSVTh8At+wEQN5hhsuztPup9Rj0pB2ZC5gwCeuhnH4eMr1Smh3MAQAHKtHcCAG/b9lU3wwIA6XvMvMrAodRtuh/Mw0/ObPMx79f54urQrgSDUF+ZgMlpnKXlm7W2Dcetu2HQ68y4ZJwBNhUE0mtHPcDmoPW5nA31kHsC7Uk9yCPsae3QoVSgFD6yvHBIbod5Qm4D9HUMoMnmDMnAxLqhr7im/VT2DKfmXNqUgA7Arnz/+J1nTD597APIwyQssEeQitwvJKekbDrSApR5VybgbCrIpY1Lg0W0T6aReT4AsNrUms6bYTCHvxjMNUs6wmUoO3bsMP4o5XLZ7r33Xr5eyGCMwAD+rllrDGArTZi1/VuvwnzXfYOZ/Xn8nVzAvzuPn/wytGBxyQvVArUIAKG38W+A5XvUzN5kZpiA74gcD67+f2JmH4yBH1+Mb0O/X6UTAgD82qhZZ5ILWIBtIR/AlAHU9wIAehOLASwAYPSxKwBgAQALAHjuNfAlCgDTii8pA/ixHAD8hQUBoKrJqw7BkHgYf+7cjV7scTG3QC0CQPoLMvxd8W0HRvDXzOwLsSPJYfCxqAMIt/BxM/uNeTr5xQWAqahw9upccTrP6jCfCTg15cIgpMxh3gTsb8hJlgGdfD4GcLIxyEqQEzdGDhO0AUibwwDCCKWRx8p3K9FnTdLKlKGI0SSrSD6JPJG9sBMp8yene9gTFViIagwgZmCYFtgKB5iuo2I2Umq3CQW4iAHkBwC5zLr8L9kXRIHzJuA0Zy/sU2oCVj5ZvEiVB1dyMRJ35niISUl6wGLxm1gyBVnQbmL8qBP7E/zArQggkr0TT9VoNoQBXHvZiLM2N9jDHuxBfloYQMSR+Q5D1jE9bDtXkqw3lN221dsL02Qmk2JYg0IhmpagBjcFIw+DpA/sFHVqjyZS6ts+ZU3tp8L4OLA6uJQzNnRv7KP27AyC0GIAYR8PjIfMGZj1MfXD1nqQkcaU+krmX5Ys+gCG9VqzlAFEAmcoRgEHpi5QIzCAsJ3cLxlHMlmgv249mwGEkKSZxCrFSOve5iMxECSclzYTA4gYNIwpWUjIRcz5GaMhcGQ6GOA1DiUO7s9mjEBOGcA0CpgxQ30kUQTDrHzSRPX2l6x93YgzeBSZd8XgpcFTEnWW6T0VTa9Ezk9nz4+fz2MFGH4r3Wy8EAOY5gzWGEpzg0sf8CwGUHNFajnQCfLb0mA67fMSYQCzB8eWWAfw/zNrDamzrTRu1gasOz/mEVwAp367mT2W1r/4fmm1QK0CwBerF+f3AXTAFf1nq2XykEk0bw7W5J9OdPOZgPPSL5J6wX+GY1JNOmcX4yKRTpDanm1bUd0EjHkKrb7oNyjJltQH0E9BNG3KfGqRZzoRyJFpVb5rAAJMWNH8BdCkSLKCtG5KnVVplnASmfIUvZgCQMydkoHB50sAkON88U0BIFGtRO2qPzAthmoEsybAApMcn4A2l29JMkfQ1gsBQPYFoDgwiiBP31MrNvsoW4a3Z/xfAFAgAE8d6is/OH7/6RjXzmsLwGpg0rp6j3vb3WwPeayrQN9W2x1AyvRRax0s21Prr3AwhLckpkraVX+YMBUVHKrU6WCGKOrRobVmpLVT/6oNvN0CAHQz+4FGs+8kGoEpWxN19tZv2Z8BQHzjJP3SsW7YQcapkTWWpSXUyw5jnTag3QQAufergg8g98y9ci9E+8q8nMoDCew+Urox1JUx/oXoE4oMjI/PmBGE10NeXhh+MdK6r/WQm9YZU4wxzMD4WQL+ANgAQEA1Jm1Mr7zQIFNEtHPWhmQ1EYim7binvAk4tRSwz9YIAGlL6qdnngjlDSWj3WTSlXlXY59obkXPy/+Pvlc2Eu2XB4B6eWJfivbX85f6FkqSKdUL1POb6gZm23hR4AVTMjAAfUoe7M3nF1iNAVRfEQV864s17b/w8ywlA/i5/8fs20Hu08rPmd2L+u35AUBanFnkHVEd44XfcHHkS7oFCgC4uO6pAECZgNO3VmlzcY28oGk6uaXmYN83qZTebNNJMAWWqTN0+l0yK2IIBEhTZlDXEfMYr41+XOoDOHqsM7A88jMS0Kyfrggca9KWPMic+kYQI39HXVc+dw4AYjo4zhNFoZXWTQBQjvZpl1UDgKnenRZ6WCsthlqQTpXW2AQMFiUPANP0awIAYgA5RBIc0v4T2BbTCfECA8g6qVRi8glUDl2um55LIBEwBZNHSfPvcj6xfXkACGAldp1rqV37gxYg0jh32jc8/68A4Gbb5xp53aVhqx80e3agw8ELsI+UZTBm+MXRvgRjoBMIsGHh5zuAZnimI4AyAn8UoMI9CKR2BqkUB20H6kMoFWA61QFkgY5MVtd1B/36Sq22/3i/+5x2bDhe8c2Tn5wDAwKeGgIjSNvwBxCibX7EbPvLv+MyLKS9kxafRMDDUA/6kAJt3z1ycwCzjE/CwrgPQFgKAGlfAS0XvJ6yzRt3e7sqKII2AxACPgGA5AF+zK5zQAsbijwLrCb7D57oCmnopJGowZ0ygHrh0NjSs/Wj0YcyfdGL/pFIALW3hsHCuFeb8j/XBQAiBYMP4EIMoPaX/6eqp3ZUcFWeBcQykKaLU9t4fWL+YP8+FW5G2oBnAcDUnUaMXn7OrsYQiqVVDm0AIE4+y1yWEgCO/qVZa3TJLp02a3uL33w1H0DconCDIhKYMC7cn/AoxntZcvPL3HLF5S9ECxQAcHGtWgDAlvEKawJ4KwBgYCwKAOhgrwCABQAUiMyypRQAcD4gtrjVqHJ0CAL5Ug4AEuZRHQB+PsrI80pTilmxyIT1vRerQsV5XpotUADAxfVLBQD2xCCQlAFEdoUi6RVdC+YCRk3m1yjemqUXOxcDKGaxWvYPmXlhC2SW5LoKMJFvG/9LiDnHAMIeYL6RX0+W/UFmJhhICciS4YI0UGIA8aXT+cRe8r/MvWLWqJOYKhRGYMWUIo/7w8+oZdx9DPMMYMomKLo3NQEr0lJZJWB6UgbQF6S6aZvDAJJBQVG2MquqrcQAwTBxLzIDc398px2JguVtG8OJTLrszzlgjdiX/2X2VR/D7nB+Z2inzA7XBzYNVpRtfMfXj7IvmjnZDsul7BuwjHznnR0TJfcBAO0zkx/gPXU77Grb5ZG/sFIwgP2T+231oRmv8+lr6qzc2GhrfzhhBy/rclYMUy/MGULQsIAwWzA/fN9p189lADG/qr/FVCEKvX4qSHrAniKuDNtHf1NnpV3jXleZddzyrLXXBVMq/Xr4YL8fS1R6Js8CQ0c7RRkij0rnWeL8MgFz3j6zq2/9vjNxmICJAEbKRtGr8iFVhhh89x7fdVOFYYUBpF9pc+ongSi+z2EAza7Y9pS3q8yjtBOmZnwtYVkZew/bDXboeJ9H+pJqUdJGgwd7zY7Wh/Gj6Ga5IeB9xXa5IOSDxVIGMH2+64MI+PkwgDxfPOs8D3kfQPn5MfRg32H7VPhf/RQEYSoZQVLTsiKI02k2jTSW0kCW/SSdS1Jrhdqkml9gNQaQCyo6Px4z++rFTfYvxtFLygDeb9Ya56LSmFkbqQ/OzwT8YtxqcY6LoAUKALi4TgoAkFRwVU3A0YlM4CjNwSudq2p5gZ8vAAQIZqaS6IQvk5LAiAOMuMhIpkO+eCkAjA7kLFBMyr7wHl4bgIgCHpL0Zc7waNLmnthPaiuSN2F/mQgFTKkPwIZ9pLNGX2S6ZxVpGOQs0ty+8wFA/IowrWGOYn/kTRx/x1Rb+SwH+GNNHFsbgCcgXACQtuRQAUDlggVg0Fb8pRkvlAmD+1ReXu4PUMJvQc2kAgClg8c215cLvqIAg/LhaE51ADgbGFVMx5wPf7T98VzEvnAt6in/wB+PQQoATfYHaF0fWLg3rfu83WgPu6kSUNJv+23riWdsxYkAMmb7zMqrzBoPmk1uNJtsbLDBlV1uBkYWRmZh2h7z70N2c0Wbb9/qcG8U7hcTNq4H0s6TPxs+gATE0B7SgOQ3/q9ngQpagBQA4NGDfQ7uMGP7qQkAGWu0urbT7h+KzpwHhmBifqo+1EGp6DrMNt/8hAPAfjvgoBUQqCwjyMFQxEo54PzSQGhTxu83Y/8zJpCPp1wb25TvAvx9Zutv3e/m3iy4yNodTLGNtsYE/N2Zm2147+XhvjtDnl5MwWMHOsO4U+CRgJxMwAoakquBfqcOtGW6PQx2H58NPcEHkKLnQZIt+APKBJwHgOyj5yv1u1W7AZgpAoCk2BOI9ow75YbMrIvrQQq4dWza7gKDAEH6MgsEkWk/NQHreZSWJifiu9xcNG8qh7fMv7UKAP8+BwBRtC0AYHyYiw9aoBYBIHro/8nXmHD/rL5Q4P8iDglShv9BjAJmOfiEmX1gnuFSAMACAFZSoRUAsACAjssLAMh8WQDAs1eNJWUAv2fWGkUSSqfM2oIQ9oXUHyxQ1UXWArUKAF8Tdf/y3cUSvifqAOIDscXMvmxmHzaz+XUAYQB74pOWJDAn/yslc2yODKALJuPMTpE5mO9pcEca6Zb/njcBiwHUOTCdzMcAioFjX5mcKpYdr1JdfxAQVkRfxkop8MHzvIasIrBWc97aYaxUqjGAQGpdF6aIgvkX5kYBBH5+c6YHSRgxgIrgTDtNJmA5oRMFzHdYDhgYCgzg0ZnezKTNNhzUnQGE3aTdaTOIJpkxybKhKGDYOMy7nE4MoJttoykcE6Ty0HJ/uhcYKfqBgA76UCbglAHsCWZa7hPZDjcJDtVb3eWB5XKGUozeP7hGSyhiVSUFQ4JDRBuQKWF/WCyuw1t/j9mbtvyF3WoPZkLQBIRsmdxtq0szNrvSbHx1nU3X11vrD8o21WtGMOah5g3OAHoAg/W7CRjTKaLR3xq/wxk5H8uPrA7BEvQrfQo7Jnkf2D22I7FOVg3qh7oL7QJzAxEXg0Ca7jxpXa2hz5BSGXwaBnCFtQwEBtCFp083e6YaSQNl0cGPt1YYwBgIcsXNT7nwMyZvz2c8HrKZEPzAmPKxEd0znEn8n5F95XlAAJr+lyQPO/8TuSokAs0bzDruftbW11WyRBJxDkMm9pEo4IdKN9vEk2srJl13JZg0O9QYxpXMysowQ7vQ13IZSMeMTJ5EATPtpKZh9icLTOfZDODETKDKeDaQ1dHzDdsvIehU7LkaA0jUL0XC1/MxgGTmIXuPzgGDmBaeSe+LeD6uK3HqbD7B3J83iyu4Iz1ZygCK/eN3LinWkDf9186pwrL8s6QA8IkcAMRloACAy9LvL9WLFgBwbs+glETK7F5wW/yJCKn3RFHofD8GBvAhAGAEdIm/H+BIhclW0iks9m62ojgAjAhMqdryJl35+glcpvvJ50/mD4EZgEhcDMJ14l8abZhGHwv4sG//lLV0jlQi855dHcxUmD0pADbqcKbeFxqKT9qAWgAgE6+07fhRYIVtWKUEaMO6HsxYLHD8DniQ7l77pJv5WKyRzWAxlyxFaroLC0mDRxdK70wAEBMUi1Q1AIjJeOwwF45FvmssvizKimYFoOgeAIIvMwdo0kH0SGJ8H8UAeqaQqRD5KgDBZwoAdc1us7brj/kCjP8bIAWfSzJMsICOnGi38lOtoW3+LoIotSngT+CBczPB3xRz3bgmn5ndFgDWa279ogNA5EkAJoCirbbHffoAW/L3uvzQsE12BBPwoZV9LmGCPh7p4NiP9gQAfu3I3Zk5dub+1QEw0XfUSQCQ8YL/I0AKgIgJ+8YoXyJfSZmAadfbJ21975EQpVpusdHD3Q4A264K7UN/AQI7u4ezbBr47qEFObzz8uADKBMw7ocv3+/3h/4had6yvo5m2DBwV4ZncKQ+xEEyzmk3SbAwVjVEqDuPKoBD+nwbzFpeN2R9zYcyczIMIPdAOxOBjC/l3x+83WxvlJbhfEqTx/X487rE7XznGcKFIAWAAn6MBX5nXMoELFNofOZ5eUIDUmCPFyNAH4VxhQ4gQJjnlhcNRe1Kpob9Uu1N+QBKSonxwjZFUssPEBOwSgoASTOYFj2/cyKxx0N2Ev58PiHrS+ragpuGgLLagE8BwLxrC/vqrwYB4Mh+s9boml4qmbUHWc2CAZwzEmv7n1oFgP8+moCh6B40s1+Jy/NHX1Au4AIAFgCwAIAFAIysVgEAw6JaAMCzwcVSMoCDR+cCwK71BQCsbbh39t3XIgAk6Sk8GEYzHonfMTOyRGLg+a/R2Ieimgqu1k9EQ17FzhN+DQzgIzCAkcVLAj7EovkLfWQGld4Mk5Obz7C14fBMScVt0zffPAOI6Uj5MqX9J13BlAGEXYmM1RwGUHlbxXClQsTUo3/WWnqGnSHwAA+ZqcTSrQ3mWZnj1FAuonusMThmy/zLj2SHkGlYjBVshlhK6oj6lEzA0j1rD87yMBliADkdZkg5lKcZHVK9Mznhe9vbSjs00+cMkvoCE6IzgDjhKxpbGSYkLMwn90IWaDGA0Tzd1HPS2UmK6yQSvUu9XcR5NmgZ0m60NYwg2xUoIUaJPt5gtv66wFQRSYrg8vCJDutaN+gMy8hMuw0/dXlgMoii/fvYtjJJY6qmEK2qTBUwR9wTDNxdgYV75Wu/YXfYA9biuXYn3DxOJDAFwAIzSNk2ucsGG7s9CAOzKb/BABJEQRSoTMCPP3hTMK9hHidilgAPRSWLHaM9pJsH+0e9XhWDKdhXEdQwE3y/bdY6+o94RCoMlaLPO7Y/m+WpJXIbMzH3gBkSdheT6+FdA4FJEwN4xqzjmnAc++07uDVE28KcpWbdGDThdf/vMZKYc8h87+M3Mm43RLaJtmUGwfxK375uyjZsDJ3LWCPAAhPomoYxj0CGRd2555bAKtLMyiWt6Pg0+CjNBkR7Uehr3AjS4CrGJdvUhuynZ47nbVXZOnqGsrbEH0/ZPzT29XxrHKMJCMOK+wcBYPLh49QSicZU6//HdlVk8HwMIHmPMf8qGERzhZh8GMUsX3e5KQs8Y770rC+JS40HaokB1InOxQCmJuAgg7KsZSkB4KETL7PW1rDEl0qz1rfO7ePVGMDfNLM3mtkV8ekgBOr98WlY1vYqLn5hW6AWAWC+RZnRMEiRE5gpAvFL8gSr4EWFhC0PjiCTfgsAcOeI1fUE+0yaKo2J1BeFGE3LdwAgi4ODpVjmmIPZBiBM07TJTOXgElNjDgDmfQD5X1Gs5wKAMhPPMQGbS29kABBQJxOwR+1WMjy0tJ9yfzqKiwIjaiu/HTa6CWs2mEgpinhkoVMEq/zFtLACBgUCWyaNa7Q3j2RZHNIoYAAARRkJJHg7HwCUiQmz8lkAUIsN9aeeqQlYIDbK1WCiVYqrYUyVKQDcEIDrzPHVMeoz+sYJAArscp0esw3X7XWwh1DJEVtvw+Od1tE8ZJjN8Ls7+jRyKCsC0GIksugBPqijJGLwF8PFjUhVydUQvfpPIwB8dQCAMvXKDMxCDMjj2tQBUAjwI3L1gG2yU9biUcAAQBZqgNfu8hYb/aueYM4H4H3VzB6K7aVoVvqUscfTpIhWTLSYpPEDxFwnU2qUgbFbQgqzLL0grgdjZi03BjFrTPyMsfXrjpwNAPekADD4dErQnPHhJmK9cNBuktlhzNGezACYgGk7ABr7yINDfnaYgLU/56L+sY1brgpSNRRPL1g/7QBsc90+78MnH70+AGDGvGRdFJWfAkDeUeS7JgAIyNucADzqQPsxjmhjvdBxPqpwWYgqx1dSkdL4+WnOAehlwsvI6EjSadWku6boxVXyMLQ7UfVys/B5rG7azfB6EdNv8qlkHxjAagBQL3CpuDQvHJj9U2Fob0eUBVJfW40vTZ4CgJo7fMKNPwosKgq4xgDgntFWWxMB4KnSrG1pc3edagAQ4efPxrRvLEykP4Uoub6yDBbfLsUWKAAgL7dh+v+JyAj+ds4H8L1m9u4FfQDf+fNWt7rOVtTN2Mxt99iKu+7OnPolPaKJTer4vI0HcBjkDyjyEXRtM018Sfq1TGtP27RPNQCIMz64LJWB0STJdiZFafLJ8VwjnAwSEQC6Lw5ARuxKvVlddyVIJM3T67lhj3UESRUBSgFMjue7AKAYQGkRyi9KPoBaJNtnPdCEAAkWE19YrJz5W4mVEgBkH6U0kzYbi9P+cr8vLvJ7UpCLB4FQYE4FuiUJkweAaAUCBFncNxz3RZAyeKQ7sH2cyjX8plzDMMtb2z4ZUuRJKy8NeOk027zliUw2xHPsWrv7j8G6AB6eObIp+IkCAPlbBbYAAAAgAElEQVSj7QDIShNHJWCX6Ef8AJGNEfi6O/jc3XbzV+1V9mCm3QbYI2utgyPrcLkSgDW+gXttswM+UsIBsPmElYQNBtQMP355YCNhH2FHYf/wAaS9WJAZX9RR6dNUP/r+lviX+oGKEQMY9kf2lPuNILzhlpLr5lFIPYefoHIGAxxor8E9Gys+gGSVGVvh4xQ/TR/DT6wOABAShPYBuAHgNPb5jSVQABDwJ39V6RUCAB39RLZTUjfoq12TpFmMMjhcf2v3Hs8P/Mz3rqowgAB1jpWuJuOC/pLvLO0H0KEu1BcACtDW/tSB3/mfP/muKkApBozUdcRAIkBd+6kQRDNdnzHXmd+ugtN4aRldbbDbzEsKDlGObQVacXlefgCFKtUAIH6HyhiSDyjRcfIBlC9nqgvosj+8DFM/99OMWVq4rEBeNQDoE2sSWLPMAHDHjh3GH6VcLtu9997L1wvpi+fExOOjnbamtc6ve6o0Y9e0Oct/PtfFGoYI9Lq4Nmb9XHy5tFqgFgHgPzezr8fpnakYEzC8BNwJ7QGX8icxHQ7L2xfN7CMLRgE/PmwN6+sz5sInyBjVWQDAuEgVALAAgAUADKC9AIDZKloLADCFDEtpAv7eaO8cAPjyNvdgOh8AiPn358zsyksL7hR3k2+BWgSA/ztyELxz867+QNQFfDo2DrkUPhZ1AGEGocN/Y56hE0zATw1aS19oytTXD1Hi8DIaVPIpiqyTJIMEUJ1YiG/izgjGN183JU7XB39BmMGplYa8TMYSVl6lo7k1yLMYbJV8sRQBLB87+cXAevA2DcMgxo5PIhv7gwnYWYLhuQygRGaJKkzf8t1fzSM3Y7iiIvBgKWA5ZFqV2DPXT/LGOhvjEZpJjlyO7Zy0ts6Tfi1K8P0K/nwwD2kGAzGA7AOLBquVZwBhsmBE3MSNyZoiCR6+5xlA2CLYPUYLmS2YRXuG3MRFGTreYTMHVlcYwP4QvSyB7Kb2U0HORaY++QjCaLSEXLLUu9sGXayYzBHyycPT7dCJvsAmfmFFUKykYP6TpA5VkrkQj1WJdsNYwQBeNWuvvfLzHgXMWITxS83osIwwgBTajChf/vbNbHaZlNG9PeGcFESrn1oRWD/6FGYK/z7+xObKB5RhgFSJIlqpL3XidYsiNi76VXoWE2VNkR8m4+GWiig4eYfb+o+5fx19DAM4XOqwib2xffF7lEg27SyZJWXVoK2oNyZglkJFkHKdL0Qmld/4Xy4KMrnCUIqlgx2U6wKsJr8pEl/je8OsXXHlbmekjz64KTB6jAFllhGjxza+q93Ur9RT0b30q/wD2aZIa5mRxWRyHtU/Ck4r+0gm2D5HkL4Stet+qyON2bMv1tWfuSivpOlGmUP0f54BlKxMygCmubwlmq1c3YxzxqHmScbdqZNrwjyn+ipPM9NqygBGBa5MDof2SRnAWMlak4H5zugma4kM4Fhpxm5pcxX5cwFAZoy/MjMyB+PcUZRLuAVqEQC+mN3pAHDFD45Y68YVmVQFPn5MgAQuUGSe5LvkE1i4KEyAMgerYm6qYeLDLNwY/OtcOoYghjMN1QEgO7HwdEb/QECYHNX9BEmqNU2gWmhkOtIClgeAyDGwGMWUZZiH8ckDxCpDB/cFsHBzKMCG61Ef+XqlAFAacMqgwYQN6JNPGOZNLeRRIgazlNLTsRilGQQAYlo4aHP8kqTDJqBzYKbfwQxtCMAOmU5WVnwWUzM4QI8FXj5jLKjUj/puqABA+piF0KVayODRPpVp+JHlIfU3dGBMEMIas6YNIYAEcybAfqB7n4OZ9XbEjlqvy4Yoiwnj5Mh4r40hNfOVKFVCf9IXAs98SjIEEzD1BiACTO4xa7r6pN3dep8DQIAz5l2KgCDmN3QBZU5H929nabtN7IzmcUy9vArRpwA0zM2AmR/EQASwo/wb0+Af9lcWFHQAqRcyNdRLLxwKWOH9CH9B9heo4ZzcGyFakh46Wm8NP1JyaaAsWIS2wQdTbgoKxpGpnf4kjEv+Y9wPgSeMMcacXCOw0gEUCQ1j3DIG5AfIYyjfxdB4wRTMtdgu83B4qAOg6zfruu6gj83h71we2kg+gBynzDrUBxCj5499uO/UXxYAyDnTlzfqnQeAnDMDgPHFhhca5gUBKM0FACtlJKLe+BaPNFrbwLHsGdGcpGeO/wXeAHfhdusz/0CZcAUApRfIvqkUjIJCHDgyB0ZTvq4nf0+f86J7jMtMSeM0zWKkZzf10E7TwMkEXGM6gB/6XJ/t/HZwnXiuPGufvZe0PwsCQHIJfdrMkEP7mxdzoSzO9dJsgQIALq5fCgBYN+FgqwCABQD0R6kAgAUAjD6CihQG7BUAMCw0S2kC3jG63Va3BsvT6dK03dOGEvu8AJBMWH9oZrhI4eFblBpogQIALq6THQC+bP8hZwBhJMRE8R1zmufHtMYsaIE3YkWqcml+I/pNEaUyCevNVxINWWTk6ebAACIfIwFpiUGLAeTEUtHHIZ4iR+o0x6aYBs9KkGTo6LSMBeBQNz8SxeuMyqyLFJOzFZONGM05AJCAB7EqMpmhOJI3AfO/WDaJP4u1VBAIn7BdMfJYzumKrNb/fouRdYWRoJ0JFNDiQyADTuwe+TvU7kEaWYCLTJfRcp3l2JWJGlZKmRgGAuuBSRrmkfOPlNoNMWjP5Xus1U1oqfmfthk80WWYL2FZCGJgQRwpt3tgSm9zCGrADBty1nY7A+iCyLbGhmc67OQP221mx2qzT0amCLO0gi1gimDjUpYKBhBjzutCX97R8C17hT3kbDTXYFyS05d60F6bbL9fi7/HZq614a9cHgI7IGAwN8pVQAygWEfYJiKRxYjROGKzYF6UCUTCymLLGHP8znYFhHBuRQQzDmDMuCcYQ40Hxmz/ZBYU4pGiiDhLUJnjGUtyJaA+HIOJWrI+SBHBqMkUq2hRlj3umWuJAdT45HyYqMUyyZzPcwPrGvKsVhg5zrHVrOXamMd4Z+dcBpBrU0+YKuqTBngoAl2sOWs4Hsp6RmWeliwMz5hYMK5Lm1Nv5atWW3CfGuvO+scMOGp/gpUiA8j8I8ZdAR9yt9CUKZMufnyYcOXvrLlM1oE8AEzzA8s6IgZQAtFcA2adZ9SfbYnnw1hyP6mIPe2ifN6qnAJFEtmYWjMBf370JlvdGia106Upe1MbqYSqAkCCHMl8hRIGcvNFqZEWKADg4jo6A4Br+2fm+FUpE0AAgCFhOgVgkvdhY9FNC1pnkxPBNweVfgoA0H3WxppDhCmmkTwAnApJ4B3YKJIYs040oWQRkZhSJBXDZCoAqGhCAGB/MANRXKYG82WUl0gBYDq5A1QyUydMkBZPbh1TH+dXijUtZjJDp1HA8q1y/78k4wELFOnnInijbtwnPnYUwDLAlAUJc5N8AIE1+2yzbydrBGBK7eq+eWkqLU7Emi1wTH1ZUIOIqjVcE9pXWRYcAI63Z/ppaAISIUxWD5nK+DxSXu96gdS1r/WQjwHSrLFwdtiwQ69+22+HbKMDNAFARsvgTFdIW/fltSEhIe1InWRep20BUmB9CTcAMACAPx768uaG77oJmEVcAPBhu9EBIAUTMKZnfnNNPXwNkXYRMEmjejHnMmQx/WJNpvkBiYpk1TFR5sbbNwWAACn1P6SEAAj3BLBl7HAM98WnAKAinweCj2Xmn8oYUp/JXM9xSl0IkNL11b8AUYFNRcR/I96zAKTOy+98B6DyqXPQJgBkTNeYqam3/PSiabhua4hE9mwutBdgjyAQxhN9pMh4AWLOyX6Y3GUC5noyAdP3ab34TX6CHJsCQJnA1RbyyeUY+ioF6n5sMBN3DDzrL0qS3kklX5BuQddPzxincu3D6L/HC+x8ABAJIRWNuxQAyiUhO2dpzRyf6sw3Gv9mpXzzaOrE11MXkLm/hgHgZ0dvmwMA39qGhlRVAEjWKxnN2QdcwGyCHFoBCLNRe+l9KQDg4vo0A4Cd/WkSyuAnw6JOkVgx35kE2a6USs4AxhyrAokwgmIApRvIpOogAACoxQ/fPEqSDg7/MvdtAyBGsJRNulH/yydSDxSJqamUlorqegqxwPKxH9fPBJ47K/5vAC2CPii86bMwoF/n6bbEjggAshOgAZCQAkC2K5etGECOYTGUDyCLGAsvrsv4gbmsTEhD5+VMkKXxtl0zYd3NxzO9OgAgBdFj2C4tVDB2alcXccZfUiBEi70ABSwU149SJQ3bAwBERkZBKQj/0uZrWk+5D2RXL6EcxzOfJ66LvAvBItRxoHmvS7CgsUffMx5C2rCgwUfatVTChmNdGPm+zhCOxG0BlsT8wG4dYvxNmPXBMsb64tHz5tCXNzY8Yrfbt7w9AHmMv2/YXd5vLOj9dsADUPac2Grlh1vN/iIBQwJ/knUBmIllEogRqJCMD/9TT/lOSgMP8AeYkbQKjJt839TOHCt2kIUccAWjybkciE1WgqKG4hgWKALUUSeaQ+OFPlSuYs7LOMdnLxVSpt73R6FtBZFIZkdjgnvWeOV6SndIvQls0YsU+1NXQOZAlAT6QWsAf9IgpI49Mdk0OpvyieQcAFaNPz1DkoHhf/70HAlTKZhFz4sYwICmKmBYLztKv0hdFXxCfcYarWvLQR9vAoBi8lLQx2n1gsNYYhwrDVweAPoc4S++obKBAQzjTtYRjkfOJy16rvwY5j/5RjNvpUwm84FkYsTiy/9Ykjo1mAru06N3W3Nr8MkYLz1n72hzy+65gkDm9EHxz6XdAgUAXFz/FgCwAICe+aEAgIkosdbxAgAWADAyzAUADAvNUvoAfmr0jXMA4M+0oWhWAMDFLfmX1tG1DgAJd/9n0ViGNiDlOjP7gygDwxL2CTP7wDzdPi8AxMQhBhAzn958JU+SypgEBnB6TjL59G0aEwy/I7tC5GgWwapUSQkDiP9ZmlBdaZ24PiLU8jHMkq1H0Vo3o2BacZHhKTdjknXhLAZwaqWniSNThXzYlDLKxYKRVYHBoHBu+QAShclbOyyI/MlgO2TmgsxUFDDHShwYRkMmQ5nm+BTzwRu+RycHwei+dYfmmIA51YDtdVkTijMNkbmkXT1qGZ9FsVCwITK/wcLAXGLii/5iDbeVnF1FRkb3DQCk8D8sX3f3oLOO8HuwHDAbKQO4tXm3jw3qAi8CGwLjt8V2OztHXflfmRbIDoLpevjbl5v9UsIiUWfaEEmWCRr9hFn9dcG8CFv15sAA0l/XNj9md9k33Gdz0Lr82n9TxuUnSHzAAHIdFyzmfGTFgJ1TtCqfEpeGUcMsCwOmFGXOHCcyJ9RNcjQwbvQ//8NkSeqF7ZiZFWlLZC7tTJHZmH4mctj9QOP2gcj44M9KikH6i7EGi8d9x2h1T1eIr+zexooJWIYuGEDYQsY9kaU86TCA3DP3hVi03BPkq6qUfmIRNSlQb9pDKQ21zGKO7zdr6CyF54L7lwTNhsDMUpyF9ojchkoKQXwqxQKmad94XtjOJ/WTr5sE3+kDGFZ+47uYRYFyRRHLt5YKOKseGckzDbb+ygPuL0sQh4+P6Lfsc0gEdLCBjG2K/PeqMYBi+p4PABSzmGYGUfakzOzPfSgKuiUywlhElBqTyGfapoYZwI+P/qQ1RQZwovSc/Xwby10BAOdZy2tycy0DwHea2dtjsiwSZgEAmQb3RCFonGK3mNmXzezDCwlBEwSCCbji8xXMG5j1QnxskDIAFCoPa5rBQgBQZmEAg0wj0tFyABg1z6Qxl6VKWhW1/6ZWuPkmFZ8mGEGO1Qo+YaIm+MCV9gE/brqK2SrcmTwsToBNv1bqAzi1whe0jnXDHvyAryIgE7PPMAsZ5iwBQPlLMVHLCV+AT1kM2Fd6hTSTjsHkJ1OwHOCV9UBAkEZlkpcpr33Krti4d44MDLtca495PtvQhk0Ofij00fHx7pC9BJ9ImY0AEtQTX6x/jACUBbPTrOHOkrcHvnyYfB1UlgJQpq2PH+9yAEhGDXz7KACrQ+W+DLxvbd3tv1EP+px68T9AlQAQ6srYASTS/0jD0Pd7nr7W7N+sCMEEgBf5fmHZmWDjCbMVLw8gCBCACfh1oS+3NTxpd9t9fl4AIP5+nxl/m/uVIqnSX4cJuNsO/+1ASDf3P6IPHk1Fe0u8GDCOGRTvIAAR12oJqe8YB6MHejxPNGWGVG5kTuHFgv7PwE9cvOlrrNIKIKEfuS/5qmnMYEqV35wHlkSfL9wYWOjlr8lYQLo96t9hbqeMPZUEYOjcnNNBfZRNwscVMOqBktFkTP2kKSdAlQaFsB+eUowNQCrtJADLdzQQY33czYBj5TfZP2kbesm+ElwnADgKvMj8aAUCxaRyTtpQYzOVKpKOIM8Nfc/QxAQOmJUsjaSZGOe0s9LhcR8tIQ0fdaBejEu9gLTbycydQdl45K7i499aXLuSF1R/rqI8Upr9I2RuqZiAAZKMe/lHT1iTj0naQ89mqgsoyR/PnITsj3Kfx7GXBYlIMxApKsldxcCdWgsC+f3Rt1lTa/AlnyiV7b1tnykAYE3CvPlvulYBIFMfyxyeOwcTBhD9ow/lUsH9opm9Z6FUcAUALABgAQALAFgAwAIAngtfLKUJ+LdG/6WtigDwTKlsv9T2pwUAPFcH1djvtQoAkXz9X2b2KYiKBAB+NBr84DdUEHgALOI8m0qN8numA9gzcCZzbuYHRaHyJi1zL2+9mAVhh2AFlaUiNQFjWuFtmuPkdM1+HMt+MFaYcl3OBAaPSGAxgAQXXnmgkie33GDtDUjRwHWtzKKPlYXEg0qIgl0VGBzP+RtlY+YwgASUkOuWKOAzK4wco53dwyEDRozCBQA5k4ZcTEgqUREP5nueAcRcBqOBqU0MoEzC7K8IRhgVzHX8JoFffSrvrKQ/eibt6t5dfmmZVWnDm+0h22nXe0/Q7hLhpk0xzR4q9TmT6ZHTEtCmXrAtmENhvaLJrOnOkwbzSiYQslFQyEQBU8r/yL10rQsMIH8UAjt2l7Y6c4GED/lhyfSBa4BYY0zGm22fs4UIMcOYsA+fnIl67xrfZmPv7gzti5lXJmAidocwJx4PJmAY0xsCS9d090nrbT3iuT3utPv9nIwvrvOnM//KzfwwgH11h5yBOfyXA4Hz/hxm1RhmDAsIA8cnbcHmnwpMU8dVz3oQkKLbqatYoqMnet1dwTM6PLK6kmeXSF9vODMj8jYQpRXzrVg6Ajdg4LgfSfH4fsHkl7E+BILQFRx3Vcgag0SPGKzDR/rMDjCGo0mQc3ifhgCNTA6Ip5xxyjVhAlUv9oeFEwOtqGG2pwwgYxrGTwEoMHHcK9ljlJ0HorbfrGngpEeDexR5DH5QZp3MlQJmUyLcCoJiTPKniGL24Xo8Ewr24LppFDT1jfFimUmUZwZTvKKPO82a+kMAGW4UzFk8Hzw/ZKhR1K5YPFkVFFhFv8sVQvnO8wzgmjh98mwyP2r+8+h8W+NR8Zo7+RRTzzV830TGKQsCWzXlbLzPPyNrKvnUMQfLBaVGGcBfH/3ZOQDwV9v+mGatFgTyNjN7l5mRA5hRjkMH62JRLvEWqEUA+AvR7++e2LcpAERljamS5U2F6RQPJgxUYUWvlCwVXNdWImGDr54mOBZv6QCm2/C30qQmFXx+lyQCpjiZg4PMCpPllAMGfMQ0Gbo2HJIupHDCf8gsSz3FhM3+1EH5NpnQgx5/2NcjSwFt9dMBAGKyiwtCw4bot4T0CiATs5N879aakQ3Ej8UE154ASBZKmYBZnFyjK4nClAkY8AaIUcSj0oHxuxY0Ksk1geCShOGcgEL2o7DQAQ4AKH2Tdk3vo5m5ikhcwC/yJzttu4MUCu1BYTFj4UIixsV5yk2V9FMH6gNgAQCyUEYTcMudQ64jKABIvwB0GlaVPTsKYLCjdXgOAMSku+/gVs8Swn2s37Lff+ea8hMFmAUplo4MALIP2oBE5zI29tpme/y/3hTqxf3Kv/KzZvYIYGTCbH1T8EeD277FrOOWZx3c4V9IO+BbCOAgKvq/jf8rXzQBaYBExsbhPxsw43z4w52K4aEQO9LMAzjFJ6TlliGPaOalJoyqSR+fkgnB7A0o5oXDM2EA6DiPzLwC2BovMkvKHzMPABkLuAn0BR1A6dSNkmUlmgTRPOSlh/ro+Ts00xfkifbWVzJp0Kftk+7L6WZFXoToa0UL4wsI+GIpZPwyrqWJqHHHJyCDsQFIpX6b47gELDMu5ZPIZoBIAgD7Ww9kL3bSfKTO9I+/XPFCJp8/jX9lXeEFhXNRR5l49bxgesb3jXqprpKn4XmRjJCkZdinM4B5fIT7Gg753MG8Q+HlRHNQaNPwQqk0biO21vsdOSSKAKAAONsU6S4TL88e85Fexty9JaYolN8g23QNrqj/PfMObinMWyunPLKea8pnmet5f9I3tIMA4BvSqXt5vi8lA/gro++2Va3B/ehMadI+2IbOc1UAiAvUOp8Sg9JoAQCXZ3gs+VVrDQCS3Jr3fIQlxFMtmgG0n/4Fa1g3ZXV1s9b8uldZ8z2vylKRycdFABAfrK2220FI6kStt2H2h6FJj2Oy5HjeiJXGC0DgTAEsIAAQhoH1Z+Pu7O1dEiMCgJyDyZsFOUujBYhDJxBxafLZKhCDlGcAFny45GfFws+E2m6WAUT5RiHFIEkOFi1JZ8gRnYU1Ta/FFAM7wkKmXKjKGawgEc7B8QAa+VcplyqgQWLTLLLA8/5Ju6H34Yz5EQMnAJgKQ4dFaSxj3PBBUoCIs6t7o98YPmpKG3aZWdttx9xpX1p/nIdcvTAQAD8c1wEgsCZcnwUMvb2jD20KjGhbSM3G4o8/IvuFdXvE92fxBzAGXcADPlZgRhgryMN8+W/fUmHSpAMIYIO5AhAA0O4MAtB1m0/bpm74x/AHE6rgk4fsZvv0iXeE8VM/bV0bj4SUZX94eUgG5YAyzke0M75lUdvO++2tZptvfsKBJecMALCcScwo5Ry/cZ/P7LoqgCvOgQ8fPpcCgJ6iNNHG0zSo9Hbck/saRsaqJ7B8tDNlsNTtDC6MYP+6A5n+I4BfEjyuUfn45ZWgiQ2B/YP9pDhAfLi+IkwNA0h7SmA5DwAVTKLUbgLGMIC0F8+KgnFikJKDVNpgILBtm1v3+kuIZKIYf/zv4t/kN/YUd9HHkXoAkGkz6sUn4t8QvwAcHuM8A8hLAiW4ZIbCmOH/KxLQyvaeWbceMA8B+ABbCvggRaEYO4FqATPmIcbsXhvImHAJpEtkPIxvRrEcfMPLl3I58zttICZUKePSdJnsI39qmEaxfeh5wr5zzTSlpr+cEiD0EgCAO3bsMP4o5XLZ7r33Xr5eSDkWJyb+3ej7rTECwMnSpH2k7bfPdd0fi77wBQBMHplL+WutAUB8/ODBS1Hskr5l6mRpxkP2QTP7nTh1iwJ/r5mhlM7Uni+BAdw5Ym1XT7jzM5FzMtkqCATQVQDAAgAWALAAgAUADFNoLQHAdNFYSgbw3aO/Yo2tgfqdLJ2xP2z7YAEAL2U09wLurdYAIE8DVHdaeJfGB+KrkbfaHaOAeVoAfYgnfWShKGB7aNSarpp2Fig1f6y1kczEASiUBAz+WJRUDV8Rqs7sWcecKGD53fCWfMA2RbNygzMfzhLIBFw/bVs27vJrci3eqGUCls+hm5zLTdkbs78pUzgHflIQiTAEsA2S8VAKN9ib6FtUd/npYDIWA6hoT/4nSpQ3b76LhSAVnLIYiAjADCd/JphHzg+7IZ9AMYEwgIo4lZAu7BCFfaKpra7/tN3c/d3M9AfrRbndHrBH7EbfjlmKT0Vpw6jChsEuOPNinf55+GC/2eH6kBWT80c5lI7bnvVoZyIlZb7dd2Kz9z1mVLV9lw1anx10noPzD359Y6WtBqacqWVf6sjLAX1M9g+2wQBSz622x260h32booH/6PjPBqa2L5rm8f/8LFInkRFCsuZ1ZuvfsN/9/cREwi7eYI84q4Ov3/12p/358bcHF4KpFdbUczL4Uf1ep9kfJfw4DejSQPG1CH9M2K43z9oNVz7ovoVEMMtsh0mdcSe2mjaCDXzyyDazxxud96Cf3N+S9sXUSjdJPDlKuHjHqY/FAHr6spDthih07g+2iGvKpYL2hG2if2Ek2Y5ZnX7dfXxLuN8zK/wcYm25lKfqQwAbho6ievFd0emMUckPwbbpueARot2VFYRjJAkjE7DSrkURbTGAvCRKJop2438+kSpyFw+eMZ5D7l2uD3pmmKmwY6Ti2/STUtYpIlnPG21M/fmfZ48683zC9/RM2ubevVlEOpG9YuJwQ2A+kbg9FgW5q/DcYALebVvcFcJN8w3BHUYuJzSHGEBZPSQLwziRKZj7pr+CuXnaYOUpctmgnfiO/JSyFOF6wZzLi7eikDnG3QLwR5bJG0L7J17ACvkiH7KUAPBnR3/dGiIALJfO2B+3/Sp3sxDzWDCAL3J/v9RPV2sAsFp/MJVLBobfmT4/Ft3oYQY/biH/QrUSGMBvjpoNNLopggkJSQcmQSZzBXPojZdtyJIoKEP6f5J5YX/5ACoIRL5rAAGMeSyogEEmXM8vCwggM0b9rG2+MgBAFl7MXi11wWdHZl9uAlOJfGb8eF/kZ832rggLDQsEAFDgTvlKBQAxxfVPhsAQHOW1OCklGMcpX6lSe2GuYqHit5AeNchVAOgAAAIZShmXLrr4s8lkJQCIyZNjEn8mQCkAEBMWZbMFSRj07x60W7OUa/gGpgCQ32gz2t6d2W2N7R7fGnwcv7Ii6sWF63XdcdD9szCtKtczAR5+vda9vjAC1vC1Y+HkvJz/6Nc3VTJjbKj0EwBKpjIWSQ/2sG2+jd/usG95f8s37M/sHS4p090w6PVkbOz7+o+GdpR58c0n7Z7WHdkLh1LNbbfvez25x6/Z3faZE28LvlRn6l3ah1L+cKvZ7yVAh434s9Hn9CX+mLeYNf34Sbuz9RsOUmkHyXpwbsnMAK5lMtxV2vEy8aEAACAASURBVGYTj+M8GsyfHnQDuMHUSp8rcIJxR98DShgzFPT02O7jNPifokPZa0f9/HKLAITiRylTv9wqMD7SVntsq499MkpIuqijLkR6HC932eh3eiqgM62XMoNIUoUDBKZwYVD2DdqIMU3hu5u7pWkZn1EBwA0nDTmgYCUIucL1wqasGO6jeyBm1uEZ45lDZknPDP2NDyC3EN/j/Jr4I/JcqM3kJ5jKHAEAqWuUggEQb163L3NdUWAabciLTHBDCdmNFNhGnflO+zJmBQDx+0z9+GgO7lOAneP0MhYAYDnTEqwAwOATrT6UL7XaSdJLzLWYfwGNCm7jesMHeoP5XK4oAMC3xL5Zxo+lBID/cvS35gDAP21DRLQAgMvY/S+5SxcAcHFdUgDAAgB6hG8BAIOuWwEACwBYAMD5F5WlBIB3fO7n7IffDjT6dHnK9txLZFcBABe35F9aRxcAcHH9GQDg34xC/5hh5lkVnJIxheCkLvOOTI+8CV9nj/liKYV9vfVi8oAxUtSntotF4TfYDokZOwNIhgGp/debXbHlKb8mrM+R8npnIt3sOx6zkdRPufkkk+cYXl3Jg8tcwblg6GAu5ODOWzRmXYRlZZ7ld5gI2AUsNTAJSsDOPjL3wjRQMFvB/vGnPKY/Gq+BeTjQBIGBEUPI+WFdbo/RlZgfAZycUxkb4GglfNxjtn3Ld5x5o30VbAOL9oDd7uZQBVvAsPEdkWV+k1g3kbaYtHaVrw4RwTtWV7KSTJl1vfqgZw+5one/YeKn7DoRsoxsW7crM1fBAGJ2hd1xBvBvN4U2iRktNm95wvsaVk4MiEzKmNPYRv1fY1/zc8NqYm77jL3N9tmA3yOmTfb71onbQzDHUyu8LbZv+469xu7LImE5nvaAUeQcjKH77S770ok3BAYQ6RuCeAgk+uSK4AWrSFwFgMBAEeFKX9xm1nHns3Zn3f2euRh2SCwmhllYalhswKDuyU3ATzW6aTQzASO+TN/LBCyWkXGmMUM9EKeQlEr9tEdgw4DSBvQh1wn3OOVtngYbVARqmgIDGKO9YY3CkBvxtqHeg9/bGFhH2EcF1TCmxYqHOKvwO4wljDZ1l/wL+4V3gQprqshmsfSM74HAYhJBjauArARIoRBRzSdmep7bo0d6A9O+xow83x7dyvMhkXKeS54JZfqgDRG5ZmjyXFB4jmDnlRWDcSgGkH3qQ7YY5ahmXqI9ZIqdjwEMTGDFBPzMkU0eVY0geipdRXARTCtzkgJLUgZQgTA8d2HOm8wiydN8wWon9iPYSjmHMf9K9YBreYafp5H+iSbgaAKfRfZ/mctSAsCfHP24vaw1mNGfK03YX7X9PF+rmYDr4qjGBIwIFJw3ljEeEoWCLXPLFZe/EC1QAMDFtWoAgP9j1GwjAFCRikEWZe1lI4bWHr5GpAljsZEJmMVK6vgpAAQwYEKT5AGTcB4AYjZxPzX0zZRIPkaEbrhur5tCuuoG7dB4n5t6KUgkUDBRYwJDOsGTqwMAlSAekxKLHAsKCwOLBtGfSuvF4qIk7JiPJOGilGBcgH05HxIMgDOZxAQAOae0/1iolG4trMYBEEgqJrjwBUkTFlbAB/tzTiQ7JM/BIsu2drMrbn3KBmyfg2tM7SxQAoAABiJ/WdBkAgao3Gev8cuwDXkUtgEAAcrlL7RWsjsAAN8QACD+UgIaj5241vt4e+vOTB6DHuJ69O3f2a32zANXhXZxOZVZu/rKnQ7kb4x+eYrYpr+pAwsl/mxvsC953QKonbK/tp90cxvmbcBrk03YI3ZDyBRyZKut7z3iPo932f3xdSJEleLTxYsH+3H+b9ntdt/43S5pYyP1YexSP7RiSYRIPzI70OfKAkIf3BWijDdve8JBJmZY6qosM4BSgFZQQezNpHf2Pb0tuBjIfQBpIcYI1noBQDdzRnMmIEvyMNuD1htmYwoalJLIAUChaaj+439M6cpU4dkkeAGK/rN86qUMFwtAvLT4sjpKtojoZMADayifbKfIFKx0ddwTgEqfSlGmyN0N4cXQATZSNANTDmIHGvYZ7gjybRMA5H/akXLoeF8wlbdE6SX6i2h72gaQqjbk2VHUPIBZL0acRGnjAH4yA+PdzDMzEOaHjp4hzwbDSFG6QMnACOTrpVXRuDIFu8uEbbFnDg5YS+eIyyHJBKy0i3kAyLPDM8qxGjuYkuVCwYuN5sVqJmdSIwL0fE6LMlnyS2RbBgDligKS+b8WN9m/GEcvJQB84+in7GWt4cX/udK4fbHtZ/haDQASHPnfErDHkw/w42l/4MW47+IcL80WKADg4vqlAIAAsgIAFgDQys5kFQAwyVFbAMAs73YBAMNCs5QA8O7RT88BgPe1vWM+ALi4VbA4+qJtgQIALq7rAgD8o1GzvsgAYg6CvWgxz4kqoWZMrujEwU7AxPDWqqhgvcXKBIyxhDdjGArMI3K8hr1JoyyP7tkU3u5lAm4067gpiLn2Nhy1A6V+N0dTyOtLoR7K3+sMF0EgsAgU5K4pnBNzHywCjJUcqaUDyD6wQcpVyv8y9fJdkXe8fYsBVGJ7fsMMBqOCSZdPmAyKTMAwQsqbynaiFWEL0bfjPITpiAHkGjBUMEdNZmTquLb1MWfnMHkCSm63b9k37M4sQAA2jbYNgRVr3UQrmR7YNdp4d3lLYAC/2hpY0Gje3vCWvR4xSrYEmQ/Zl3JjwyOZ8Dd9C0tFPz9kr7DHd90UGNW+kMXi+m4YwGa73r7vnJQCADgnbApsJPUUAwjjh1n5i/YGz2qCeVhBFkQNcz8wbxxDtK80/6gH+6EhyLiDYX7YbvBz3D9zZ9C/wxRLwaSJpuAnYp/L/KtAHvrgbrO6V522bd27nGWU1iLskDQsqT/XHLTuLNPJ0Uc3BdYKlgxGDE082oMxxnbGGNdTxo8kK0zT9pMu+ow+I6LNPEfcJ0wuDCSMOYU6KOCF/+l7ZZPQs8P/ii5VsBR9BEO66/g2m9m3OrzQEGFLvXg2eJ4VSUsd9bwx9mDNZR6X+DO/SwA9Cl/7XBAjnxuuKln7uhHP/CLNPdgu6kb/h2j0Dr8fnuGJAwTPVPJze/5unlGeG+qAOZhrK5Ka50ORvjSEsolIGJn9eF77zeq2nnb9ROoTGPJgvk3ZW233+cPGnaWjbaXTJ2Hxo0/3W1PniPdP6I8pj9gl7zhBO7hgKKAtbwJWcIcykFAHirL3KAhEfZpmT5LJONUNdAYQlwie2+hSMvt/x3lmGT+WEgDeNvpZq28NKWCmSqft221v5euF1B9cxpYtLv1CWqAWASCx8O+MsXv4OCB5S3jUPyYNeF00hJFQi6mUJfEDVRo4AMAPj5qtbw2TviZ+IhnlM+em4alMPBhgEnwCxxwQUphSWUBl/mGCY6INxl6kNMJvmCfxEcQE4sK2EkSOacHIzsAiidAw8iSYfD3TgUzALeOe8B0hXT4zxXzmWxYUzsPiwgKhJPRKfcW9MaHyvxYZJldPwRVbR4ujzMBEJMqvkH0xIbO48h15lzwABPzhh4WZ+Cg7k91iXQCAr4vH4Tv4UFx4WQBjmjavx21mm697whCvpZ1pMwAgsicsuCxA/Ebb8p0FBxOqADnmUXzY9pY3h/a5f20AplznlNkVb3vKhsc7rbc5+Jqx+EiaB8kWgBjXpH8BJ/QvMjDfPXGzn6+rN0QoB3+8xggAkexZm6V/w8ePQk8DAFn8ttgeu/zosD2w/hUOWDkeUEcduD5lj22J9/2ky8do7HBPZEJBtJnyoL3K933A7qjI3fAD94gY0p8nvp6KcGUMY1p8vdn66/b79WlXpGuU6hDzKnIrZFZBGHhwpisz07l/nQCgXiq4Jl1Mk8i1wAFgEGn2l5P6WdtwZeg3uUVI3iaAwEOZgDCnAwBKAJp6AezCZcKzI/9ZtgFc5L/I7x75TdQt44hxyHOglyPGK0CQkgJAooV51jGpstbSFTIBs28WITwZTMBH610IvL11xE389LHM1HID4D6pWwYA94boac++IxOwor4XAoB6JmUCxl+Q55z7o50HzACjuC9QH+qCDyLmc8zqkp9KAWB4ZnhaKikVqTd9PrhrYybRIwBHdhCBds7Pc8HLjUzN9AfXqQYA8yZngUD6VMCeusqvUNHUNDtg1AEgLxnhkbNZsrovc1lKAHjT6OfnAMB/aHsTd18AwGUeAy+ly9ciAGSqJv0C3ANTNdPC+6PKGX4PrBh7ohbgr5sZ9A6OsR+uogUYAOCvVQGAyl3LBB0lTlr6h9xBmsVTizMLFkVaWGJRmOCYHPFREiug35wFHG+3sZ1RIoIT4JS+xqzhliDnQUaEvcc3+9u95zolNyYZPyITQSYLmMJML4tFgcWMTxZqFgjAmRZrJlJ8oQQGAWQK9EgBoFJOab9rog8x2UTE9HCdlAGU9hqLJQsv/wMChzjglFn91WY3RQDIcSxsnINrUS8AmqQ6bjZren3IsoBECW1IJpBv2R3e7mJdaUtlN4BBYzt9AlgiEASpFcrot3sqQQCnzLa87VGX15FJi+NCrt4Gu8Ee9sWTa3Ju2DHA5nftZnvUrnXQvr6O7CD1NmB7HThda4/6i4A04FgkAaAASfr9jfYl32/b9C5rfbJsT11zRXYvsJVKFUddn7RtHlTANs4LY9hxYsweW7fFff4AwCyifKfO37C77PCegYoMD31GcA0soCSAcEWjr2nfW8y6XnvQz8P5b7bvOsAFvKYBTDCR7ktZDswcDNDYY50B1PN0SZ9OYwVwJT/U/llnkda0nvLAJWQ+SE2mDBm0M88M7UTbIvtSAQMr/TfpawLqUgZQ+oTKOMFngDIh5y31duaIgoacWGu9FKXATkEgemY8tVwivaJ7Y5v7B1byATf0BwYQAAiYDQCw3sEqY0EAB6C078iA2d5GP3dd9+nwHFMvScHQTwLW8gGUDiDPCXVWOjnlxhUAJCfx9oBwaW+xp5JDUiq3PACsALGg4Uc7erq9xy/3OnZ3h+w2HlxT6nAAyP3yPMB2c0w1ABjmPPJjV3IFy/qhbEby4VS/6jnmesqexPfDT282e3xF5QWjBgHg9tEdtjIygNOl07azzbOfFgDwpYTAlrkutQgA0ybn3Z3QKISeWa1AYzjEfsjMQwuVDQSQ+J4q2UAKAMgCVADAAgAmEewFAIwvJ8w0BQAsAGCy4iwlA3j16NdtZWtgwKdLY/Zk26sLALjMgOuldvlaBYCkBcfQxdsQIO93zew/xM75aPQ6e33SWcjfkkOY/WNqcf81AMD3j5qtaw0mX543fIgwF8l0GBlAcrMSfbuteZezO7zdwmTwpiwZA9geMRViAHkzl0o+8hAYvjxX6M61FVaN2nDtG6c8tytRqs4eqIyEpODWHnwCiRblTZ6IVpeZYDNsBqa4Z6LwMkwDAZawHfClYjUAfbBC8vXjd+VAlY+URJpTBlBRvbBMtGLqA8i58eWDJaIeHuH4pJmdMLNXBRYFC4Z8m/gdUhOTltobExeiwWTCePl+56FgCjBVYjYlKjhI70xmUaL0AeYrmKBgTu13BhD/NcrgQxtDX8KyjJltefujGVsX8ksMZabF6y1EAcs/CeYEYyj+drB19CEsCCyHfOeok7I/BOP+YBT7bvDxcY/tcI5qW2mP1T9sdvpVdfZg463OfHFOWCSxJvwP68f5uO7a8VFrPGK2f2C93Wd3+1iDSUEChjqy7fCjA1CH4R7pM/wzyX5C3zKeYGXpaz5vm7JXbvyWbbL9drXtMu6XOirThouT4z9pW71uMKXy25t4cm0wxUk03P3kQrS8s1pRboWMJPiQydQIk0qkrBhA2DFnNiMLSBvLBA1zJZFv7jP4+4UoSGV6IdKWaFMYN/nZyS8Ns/WR4+ttZrre3M9OskUyU6djm/ryO9ra+E6mDGB0x/AXI2YMno3OyACOrbCWgWAJoO70ieqTMoDUm3lhz0Gip+tjbuGpELEtBhDfP55L5SzmegxbfGapn0zAPBe0PcfJfE3kPCbg7cFiQE5kROMlSYSfK6zdZLnBGViYSd8vEYJWthDG9ZFSr01gqu6ZzNwc2B/RdNoTlxP8koPyASMlmIIlci4TsLLeBC/DwBQqulcZSIL0TNC9UdSwvoud9Ew+O+vDfMacAgP4vuVffpcSAG4a/Y7VRQA4Uxqz/W343CzIAOLm9K/juoZr1LsSz/Dlb7yiBi96C9QqAFRDMovA+LG8fy5u/GSEFj+VtDZTKSES2IeOJNsDAHzPqFln4gPIDpKESUzAwRQ0aVf3BgCI+QzHaCY6+QAquTqLFxMdJmAWO/kJsdji8+Wpq3a2ViQ0uKYDwKDrhd+UT4IUfI9GVoTJvzMAQFKZYWrxdHJM3NQTUIVJFRDAnWI6SoNAOB6wxcKHb58kX1hsuJQAYnrvmKPYjz+l9vr7CNwkA8N2jqF9kN4AADL9nPxeXLleFXws3xivDSilx6R9xrm1SBOcQqDCnadta/ceb7c77AH3w9tuOzP/MG8WW+lgAt8w2kK6gABsgDbbntkTV9GYou7qt3zfly8ASQBsxx0G0pucXwsZ5w+m2MccDAEyuY4AoFJrYZZmG/2KzyDfuT7LH6D0brvPzzlw9HAIfNlu9tSmK3zcYLrGr4+FFLAA8GJMOWiaPG6rSzM+Wo/9kzb7kr0xkxMiIAYA9CV7gx19aFPF+5XxA0jgOtGlwNVIeP3pDFlQqA+gk+tiYmeBBkhhUpZOJf6FmLyl1+Ym4L3RXYExBPhYNeWSIcgUARKRJGpsKmeBUgAOacLRR7QXfcK1aHOuy3+YgVUATfxGCSbVEPChLDvqG9paAJB99QJGu6OtmblMyMWB8S1fW41xvfzwMkObMXYByfwpoIV95APYM+svZmRdaes/ZoglMz54gVgQAD59bfBlExhX+jmeTUkr8fzwO33Gs8GQVaCH/G8FFtVY9EF/cBnhfml7AsbQ1kMyCv9LssPwW293AG5KWRhAVtD/c83AmY6Qto4UheunrGvjEQeOlNFj+FSudLM+qRJD8Mf/z97bwOlZnXX+v0yGmWQSJiEJeSMJCYmQptCGkpa2tJS21NSq1fbfbn3X3XWtrrr9yKq78l/Xt7/4ssqutviydtW/Vbe61Wprq9FisZRaFFoEyksaIBDIG0lgJsmEGSbJfr7XdX7Pc/IwISETkhnmPh/CzDzPfZ/7nOuc+5zf+V1vGZ3RWZAc5iqtnTMsjEMLOaRPznBakGnovB5aBVx/x+9x+L2jN9eFcvA8+p9O+/75gis8kwBw6cCX1NWf4b+ODO7X9jmvej4ACAFCznuID4Jx/VSxlccEaugFd7S5YVJIYKoDQAYJGWAIQ5S5eyS9cAZw/Q9KM3uSRVm/UXr5xgYAsiGxgTYAsAGADQCUGgA4ZQHgpk2bxD/KyMiIbrrppucDYqcDOAQxsWDg3mMA4J45LMbHZQAfLnvfh0oDOOpzuoI3RVvWlJegBBoAmLwYihSCJP15OfX8cocN4AfK6QhlTl2SAXz/AFbUqQI2Q+BQEDUDyMl8hrRsHSE99gTjZPVWHe7AXoCcZH1NqoBTbRUelmYAOf3bgL7FAEoL1z2m3Y9lhoTIE1yuwUgbxxDCmHDSJlvIwJbFyfzhB017UQkS+sQMIPfyPQVHEIdiMbPnfLwOlOs8qLYN9HUONA1rAlhGHtRFH1DnorritA4TCQu14+6iAn5VmwF03lN+wk7yTOcehuWAuSRczDXS/EufCDbj9fO+oNsHr4xAzXAMMHjIEvnCuFmdBNOaSthF8RlqqkcfvkQanZbteiqdQMw6wOBwP2wErBKMWLCqWhR1OyQLamXYJVgyxt3erM7OAaPGuMJmJQO4IhhACowb47Tikd3p+bxKGr5M6h2QtixZlswgKsiD0tHl0jS7NvEZct8tDb9W+lRfWjTAvZD5hLJJG/Xo3WtT1oyhcz3bKQerARgsGMBlGbwalTT9IjgwamhkBBNEH5EDPYABhPWE2cLxBYbvGAZwZQZGJviwc1XTX+qC8U4fz/RGhQmyuYSziyAjO/NY5Ut/kCtOFS60i3qTAcwxZ1yRNZx7/uyJmYCMGaNduxZmuBaCLVOYW2YA+btmAPkc2Tnrhr3ReVeY33yPTJ1zl2wgo9O18KJt0VfkR/udAYNe29vZ43/X9sulu3rbDKC9WmH/7NxhFTBbNu+tLT/4aQbQQdvdft4dwsBceTBUtA4XRRdboaHIvvJMt+aveSLGyXKKa4j5ODI/mMxYi4gyQO7dxQqGE4/3mG+Pn1fC0wyH2YkDQFsFzDWMtb3nawbQ88EOIDULaMcZGF7GzqwkY0zbGgZQA7N2PKxphQE8OrhfB5dchLjHcgJhH2MW86azyriAWiFFfvSYXa/54yUjgakIAHHo+GjxBGa5/HlJBEgCfqA/Ar4QL+N3y3eAvk8VR5Ff6xj5BID/dkDq68/NsorJ1/JMZWEGHLIRlFh99iL1ZmZ1iDeyDAPT9nhk42IhZLMgzlqkgUMFzGZdA0BCdZwjzbl0Z3r4Al6squ1OT8IaABKqY++WCxIAoHp1bDMAGbYzbBS2d6JvrOuAL+IEtnfaVD1xD8CDTQ9ZUNiEuJ97HTMNAOjQGezXVuc6uwjXcc397GzYAF4mrTknbQC53uxiSWQfcc5YvricEcXUBRC4Mm2mLn7F3dp83ysiewWbDcDE9keAGeTMBgIAdAxGh+SIjeSZnsxi8ZS07H1b4lpn+gC8GVTwO0AeAAiwoG48kPkbYInqng2QTQt1JuAGFTBetana3B0A0F7FiA/7Re654IG90m3lWALIHZYOXtqlWXccafu0g/cRF0s8Y46MMfG6Uvrs8tcFQKJfeAEz3wCAm1Ex3jKt7fVrL3CAgj3ZN0g9ywa1ft5dAUgdfiW9OhMAouK2Cpj5CQDkWc8BgJHtI23/8BbNWIqjrdA5BnsODWJveZ6DHAl9w3NRcxsgoFKk2D7QgMCe9LZri7h0Oq8F/FDdAwyfAwAP9klPTmvH/+OdcFYS2u8DDfMacwZnzkFdznvgQ59DFBkAzk41MCpS+uUwME775jnnd58+tQBgmG+Ud4mDDisVP3nf8JhH08c6w/Mdt9FmGbwzvBt+d6jY8QmvSgBIbMoAvhTiQlJvMf+YszZV1pQ65ArAD9vBvah5sTGm/gIAiaFJGXm8P9Ww5x/V/JXbw3s+bQBzzOwR3AkAbauLmt/evbx3LjaR4UDj8XaqOD57ZNdKHbm9pLlEPtgATjEV8DmPbNO0frYo6ejgoJ5dFR7uYwFAVtLHyh6YsaKysE+ygkyACIpVq5pfT5sEpiIA/GSxlANGMLn/WRLhXjA4c4Er/w1JxAGEU/lNST83htQTAH7XgDSrAoAGPAZE3AgootZuaeaGp7Swf1fYMLGZOSSCFzgbrHOatZ1gHboC66ttg8vTCcR2ezyDTSBYfqnn0sE8yRv8YR8081gA6E01Ql8QpsWBZfnJXsCmwYbCWg3AwuECqQG4gMsu/A3wcn9tC8X3BoBsnJwlaSOG8w6a64DP3A94BXTCCAJG/5EHD0rTFiWoIw4g1zsVV+QxrQJL017kjG0h6ePYwHZm3tq9t1wQP2EyiONHaj7CjKzseySYoXQg2B1gzqEmwilk38rMl/tAGt/PeQ+0i2JDJJSLASDsFIGJsV0j+AubEN8B4AB8gE7i+yUD2ReMGZsctnTrdH8EMwaAMh+oy3lWAZDMk1UP7EgAOK8s4ZhycjRBTizdRN5gaQcY4AjA+Hk83iTdfcXFrQDDMICAIgAgaexGbulPNokxMmPEOPM39bwuU5dd3nOXrinBn4G0jrmHzOADAWB2AnFOZXK2RkBtgICfsTLj/C2Ztz0YP8AAMuIn8x3w1xkwmM8Axsit7Th1bDB1h9LxvfztwML8NAC0Q1UGWEpD0mDDtbTNZhEGhnkGEAL71OnqeL95n3gfbAPIFlryPI8JAJmrc5P5hAmjjQD/Y20Azy3ByWH7E+zcuX2DdG8BZunQ2Y5RyHtX5yOGdSzArhVUmzE0AET+dNdgcnEG9Q6nFwrp+Rzyhj7Tp2fViluYckoHKuYnDmTk/j2wc36uHyVsFIyhU0/GuBcgDDO4oGdvAHeHYKI+5gDjw3uHk47TX/KdASDPdno/xjFBcsYi5G87ijhGYby3X+zPw+cUBYB6YHdqpij7B6W1EZapYQDH2Min6kdTEQCezrFuACDSbABggLYGADYAMFi6sRjABgCGargBgIOaMwcM9qLG48t96Tf+TLrj1tzvRkakP4TTeEE2gKzsP9LYAJ5OyDCx6moA4PjGow0Ae0rKMA7TzmpgVSVsARtDyYrR9coMlupgtk5I76aYAQymSfvDO9SsBSffYACHluvAHQuStXOaKk77hQHUpcOplonTX2ErIgTHcNj7wL5QN604hgHkxEydEBBmAOuAz7UK2KFDzLzRX2cPgYmgDjY+WArYKPyo/RMmwurlojqKtvM7KmCYrc8WiSA7VLqYsbmvyLQ4OYfC3kwizCKewASO5lkwYhuGpVt7pTcORzgKPBNnzt0fKfHwcLQKsrbHGhqZGZtVhLfAvgkGcKc085szcC6ZEwi1gh0XY4Maz2wuTBLjRLgUGEDYHJgKxs1hNPjdLBBqYFTEHmvYwPQLz+DSePy+4pHNaZ1DnxgDZIpJD6wqntOYa/MdPzno8zsqSZjCq6UtVy0LFpLxxguY2mECI/jx36+QCBXi8WQMGJ/CCM58bYZmIfjz1bq1WEmmJy6qZPqK/RwMDj9RdaMG5nNSgQUDuLNmAIcjJSHButMm7FDcS31mBM3iOdtKMoBLgkVFzqgM7f0ME4mMUaNzPQxTEFolsLBZK9SNyADVb74WmXKNEkGL8WZmvMm2AQNI/5n7ZgBtauFsONzIPEVesGW2AXT6ONtVogLmX8lwwrtHf7CjhOGyRys/rVI3A3jXvvVp6gEz18kA8ly3zYxtzQCGwpsXnQAAIABJREFUt7VybK0C5v2oGcBiAxiRAg50t7Og2K53NLUJqHopPV3F3m6kJ96jyNjC2NoretnRsHHcP3huxP+rGUAymZASjnH22GX4padabB4sstNfmgG0h6/XR+7lfcp/GXTddrXJnPdGFqQpzwDeNiDNLgzggUHpqucFntj54QVMrAUcQsiY9R1lNW28gMeHEybs3Q0AHN/QtAHg9P52hoMS06yVqQJVkeOp8bz1GSsLwOF0YSxq3ogcS875agEA9SYR6crIEWoVcGolc7F37C9+2nEDsODv8UacMRLPZ7MkhEPYANJmnD8ADAAwNgn+tk0TdVEPz7DRu9PesbkA9pyNwxkRqMMZRbiW+rCFRAXMNdTtjCHIhxA29AUVMCD0ltJu6rhW0jdURvl85RA1tNdZGxxOpqjbw04KdTWx7a7imaNp4L84U3OREWV61+FQBy/q2xWG7RRCl8ztezoyrhCi5MiDs8IOrOftGRpjwaK9Yb+HPZzj4AFMkKnzNfM3AJDCRmUVMONLmBQ2LtTEACuAGZu/w9IkaJwZsfainsF/VLfTjiFXVL6Y9DhrCsAPYNgJAJHvW6UtVywLkApYRfULGLpDGwKUPv6lNe0YcY7fyPiU+Irz1z8RtluEtEEljaOFQ7MYABr0AtIAgfTV8SwBA+EMUGzQui44qHPP269LejZHXY7xBzBo2wDmngO4o62oh6mbbCdO5edX1wDQINox66zOR84ZUmYkQJ7VvnbeQbXIIQBguGP70jw4ObtG7QTiCKAGgjSAecqcxe4OMwbmpM0UnE2F+cf7uDiznGD+0QkAqcqZSfyu89k9g5fle+7QMoyPbQCdWhGzCQA/7x/qf9rhcDu1EwjtBAMA9G2msb6kqHOoKA5WvM8YvviAtTZD9sT61D0a70akl2RMiStKzEQOvawdKzMMDO9T6xrWjvOPavbivQEA6Tvytu0lcyCV/mmj6qw8fh/sqMN6SDHgs6kG42onH+coPgYAFqemo9ePb7E/HXefyTAwurmYJtHwg4PSW0/IPP60pPeXmYRxQxMH8HQM+gSuowGA4xucBgCywTQAMMBDAwDxAm4AYAMAGwB4vG3ljALAT3cAwHecEACObzds7p50EmgA4PiGLAHgtw9IXf15+qZwEoaNIWQKJ+NOBvDS0WCeyAvbyQC6OZyEKZxuOxPGEwamxQDCCsEIUDjZ1yEg7IxSewlH6JQ8jcNwYaQ/8MDiZBiKsXSoVO21C1PA4Z9TPD95hg3ErSaEseN+WAiuod+on/gbRwV7H3ISpz5YEwe2tUOHGUAbrHMNuVeQIwwKDCBOIFY18TzuoV201wbxtBsZ4KUMYwmTQ5//rkR6ZIxgN/hsRuZGJggual7GJDwaYUO6D0eYkqEDfaEqDgYQoHtNhsZAnbW+78sB+gB/9uLFqP8xMrVoQYybGUCYCcYNhotyp66IsXWwaNS+sGn2RDYLfKVuj2uuOXyL+r86kvJgPqGkoS/8ZNyYA47cBYmJs0iSmcEAPvZK+OaFoRaFAeTZBJLGWePe7a9I1ssZLMJonz8yiPiFFz0Yamgyq9CedJ1AdZssHXMVG0hnAmFW463rrBuogQe2Ls5om+SrXpy5cJ0FxaF5YO5qJxDk4TAvsEEwi6iscdZBVehQPg4kTBvsNYz8UPfaS5R2RtBizY/PKXxHW80wwf622um8xciCOVcHUuZvO6Qy95izzEUz32YKGWrmOewfjPTi7PvCebtbXuTMF+RHX8diAO8bWpc5v80A8lxn9TA7CbPHvIBdrx2w7A1cewHbCcTvH6YieLkTLYDxYe3ifaZu7qdgujJ3ODyFiSAQIV54R2DSqcf3Rdin4Qgyf+jIzMw1zriX+YQjkW0AqbZmAO3QgQw6GUCrw632N+PnXM81A+ic1Mc4gUxVBvDPOwDguxsAOL7t/qV391QEgL9Q7BwuLFDmHyT9eBXogVF+haQPFi9glsLfkUSanM6SAPB9BQA69IkXaxZH2wsBOPBOpazNkAidANChYKxWs9rKoUPsKYd6LRa4e/vTCxGQU/brAD/8jvqmeP6WiAu5QZTYeV3zD+q8858OgBNpuihselb9AvQM1Bxnz6mk6BP1ADDAqSywLPK2TUMNCwD05mfVE5sl99nLmM2IfwBGq8gdzgXbNrKBUAeb59ulOW/P+GIRYqKAtFA/oVpmU7TckQH9tz0hdf+149mVMQE8LclwJLGp7ezXzGVPteOWzVCAvJFnetpewABA1NQBgI/q0ovuCHAG2ANcAZJQZ+EJi5IUMOJMHmxeGQYmM3WQmQRrJe5HlezUc6GWL8gNYHCF7gxbsTfrFi3ft1sjM6RegC3yQf54AAMA+UnBHhDgTUgYA8C3SHuunB2qajbNT+idoVYNUwKtzJAtg+cG0AUMo7qzzRfzA1s9Dip4PdOeVNVmP2zfSN0APsfqs00gG3rYmRKTsgAG0r1hQ7leXw7oDLgDAFgFbABAd1D38hw+w9OYGIMAQGRkkMx9vBuAaKuQkbfDvHA/hefwmQ9XgHLa6VRykV4RtSaHCt4F5jFz3QDQIQZtCkGlgCUDQOYqoMkmF8zl2iRhkdS1Mu1/095zewB+h6IxEHT7qP7BkYs1cO/ifJcpvJc8D9DFQYY5z981AHSGHIelcqglH8ScqYf2rikp6p4pXry2AWaOO84mNrUsEd3tbCat5/IsA1FJ2DevWrS1ZcMaqSY5XMwdjgMVpgTMe9sA5qFnT8sGkPnC3CQWJKpiALJLDQCt6s24gcPFRKY7vMlRJW/ZtTrDwDisFaFQiPVwlssZZQA/UsKT0eehQek7GwB4lod/wj1+KgJA4v59rGyhBKsixMu6kkWWAWJZ3FziALJkkAoH+PArksaOAwgAPFycQKjBwMtsDZ8Z4ARDdVRzlu2K3JiwRBkLLU2dKSyOLGwOgOrgwSxsLHywK9t2LU9WCgAIMMmwWmkXxiJu+x16Y3Do+HwlLiEbcYvd4l578zo1G+wi1xLnzAFouY5FFXBhmyfACNdQbHdIOxwEl+tpB0CFz2vGkHYiG+p6edk8AYyARJ5PHYSHeZt04aseiI1i5EhPsAutFGO2w3KQWxgXgg3fW0Lb8GxsAAklw/PMYEag3KPtQM+AVof7oE3LMq9yhMcA5NJuwGjZHC98/QPhBAL4AeQ4aLdTigGirum6pSRqmx7j5ly95CamAAJIIQeApOAE4TR0gDW+AyACJEnvNtLbq7n7Dmka4w7QY8wMAB0Tjnm3qjCEjN9bMxj0nj4A4MwAgMw1ACkqW1g1ngkb3NuTYIm+ROq0I3O1uuuhaCf2ioA2s2yOpcicZL6aCXRqOD6HbUMeMV/3zor8v9iTwT7DJtoG0LEVc/tOi7BkSB+Lv9nkOfjAWCLDTD03s9iMHcrAxJofYXjajODCFgNIf/mOttlhAOYv0+71Zl/3zW3HrTMAdMw/B1JGOGb2bC/H3DcbbscmX8dP5lnYACbggmme20UQeOIgPtUKb2Ig6PZx65aR1Rmo3e2wjaZZedhgM47s7w7HlJMp5zdpIB002s4ijvOITXC809OyHtYOAmM5nqcBbGCHAkAdAsdyMCtP2zYM68KlGVoJmUZg7YFZwbRz4KTfdtKx3TMgnxF3HvQaACIfF9tqOkYkcmI8mSeOneg1MuJ3frH3WAB4Q6uqs/bLGQWAv9MBAP9dAwDP2sBP0AdPRQDYORTAC2IAojTjTE1u4F/qyARC8OgfLgrN+v42A9gAwAYAlswuDQDM3MANACxLRQMAGwBYpsIZBYAfGpBmFi/gQ4PSDzUAcILisLPWrAYApvr3+0tQDQbihecC/qaiArbqxSEbYGiwqXHYBdSHlJWZLmlRT2Z+cDgNq4Ct0jAzARvjkAd8FgADb8UtvcmS1dlAYBk4yaOKgh1wm5yazmoh2ra8eAAS4oTCYRuGDhYMpgCWib5w0uefVc2c+Pk+1KjFuxfGpE4ZZwYQxgx2ElWxU7VRP0whnzlLAu225zKMCqwiqeloP8zdG47q4ovuaSWED9LiyLnae9cFyRbChKXZZKraYe/+sTv7gNoMj2I+d2Bq2D6HzIHRIEQNn5mdhCnkH9kbYFDMAHJ/CXg7++17dEnfg8kADi7Suf37w2Zt28jyZG1mHNUbLvpMiw1h3Mz4kpoOVSv2YJfry8HAOfVf2oINBysCA4iX8LW6uZXm7LyhAfWSgszewGYAkRuy4HNkyfgwzm+Sjl4p7Z03O1jlT+qdIaZIfaaFwawB2GBTnKIL1WSyagtCBb1C20Idi1eyGUDqgLVxGi5YGJhQfhoA8jtq5i1DayJgcNesoWCCUAUmA5iZIagDtV8GvxkOtg4miGDJzgphBjACdJfA02T24DqzR25bze5Z5egsMLxDrYDBWqnDR6anvdoePJWLRysmBeW1aKk7Cadixs3mHWYGYV2ZZ7x3vPN+bxyuCFvYMscxLYABhdm3B3OmqyvZM0oaQOS79chK7d26VEJFaxMHZ+apw9LwHBg/9nhMKuJ9Lww2KljmLNpUM39uL8Gpg+Xubqtysb3l/XRqy4hhWN4t6rVZi99he/JjU3vVQS1ftK2Vacdp4nrm7g+zgpoBpEZYwLEYQLy+GXcYYgeATpOYDJBEsRc3fztMlsPDPP7Yynz/YTIxEUEF/N/O2j7bevAZBYC/0gEAf7QBgGd/BkysFkx1AIhrwcclvbu4CTA6Hy7b5rdWQ8V2CkQA1hBowyUZwLcPSNP6c7NlE2AxBoxY/cqiyeJvAFipgFngUPtRUGWw/VmlYfsqx8lyeIhwHRkLANaOEQ6x4rAPtIHF33aKrVAtRVXqRRyAA1Cj/YAnFns2PpoIyKNvtoEq+UQDHHEP13jzYyN0Vg46R30Ol0E9/I58kAkbTKjHjrYzCgBkHC6GDJWvHdbFSx9sZUigStSTe794QYIzQKXDwlyZtlZHNs1SRGFhTNjUDADZuBhJnu1MKfSV+51b2bHbHNuQ9vAd/WIjRb7fIK2++CvaNbRIB7YuCDsnwuvs3rwir50hrX7LV1qq/O27lkTcQTb+ux6+Mjb12Sv36Mq+21v5aW0DyObHVrdBd0QsQGwAAQuUBUN7jwWAOII4FiD9YKwBt9gBFgAIiB5c2KPpo6P6ZG8CQOc9BqBhX4cNHXPPeXbZTPkM1a/TlgFIawBY51V2XD2r5mh/xq28OOMNbl8UMShxAAEoO8uJVYKo9ihWAbKxo/62Oph0czjS8HzsF53Jw3m0eZadU5yWzjmGARrcB6CltMKFHMmchgEAI6VZiYXn0EoGgYy5P3N4Fw5azHuGxeYHPnj5vYnQKOXgASB/WabVQwa01QDQgB8g6DzAtCuyk5CpBycNh5eyytUA0HPYNrVuC7mHbcLgWJ4GgPTLIJEHAQB5L2gvhyWDO4Ai74pjEHKP1dE27fCaMEvquiZtAOkHIJusOwf2zI24mxyQHNfR6l8ejR2sgRvOPXwHAGQeeM57zJifTkfHPUBo5onzOzMfuWLHwyulLxa7RjuB/PrZ33zPKAD86QFpRmEAnxmUfnrcABDb+F8s5lLMZvbPvz/7Um1acKoSmMoAkKhyHykq309UAnzhDOCFPyhN6ykMwEZpwcYGADYAsAGADQAssfEaADiVAeCmTZvEvwCxIyO66aab+HWslGynuo933pfExE90AMBfGDcA5FhMNFWO5liKvq0BgKdryM5OPVMVAH67pA9Jem9xD6il/12SfrnDBvADJUo6ipy65Iv2OkwHKwaQKziNw76gMsIQn1M0qswIjpzR8mFB8Bxtq4Azp2Xt1eYMCXxuBhDVXXhVbulOlR/qUjNv9sqD6DAjaBaDU7xVOfwEpMHMoUY2qwBzhFqL+2GTYAJgOGA9YEA47TscDPcjEVSQsHrcF3RKqZtnEELCQaLNvMGa2MienL2wjouknq8ZTI9bWBjaRL9QQ71W6np5W7WUDjOHtX1kiQZuWZzsH23A8YFnv0GaueYpHfrYeclmwGKQRxcnE9prJ5krC5vJ32QdsTobhpOlzt6PqMbhf2H1kAv9xAnmXdLMNxTPYb6jvytHpXu789rZ0uxv2ROqXsqhLedp9to9EXD6oS+9PNrRtfqgrl50ayv/LwwJswKWsJMBdEiU+fsOaBr9oV/7igcwaq57pSfuyCm2CLkz51jzWbKRM34mB6Xb1lwR8oPds5MGIWFgm6yChZXmOzyaYWhQxaK+hgGkjbAwDl1i0wU4LYdY4XfPWbyM79J6bdu3XNMJr9OPL+6eyCtcO4GY9cRhwxlCYADN6uEAApMIY0id1GJ1uZ9FfbxPKBBhC5kp1Esbza6aaXdWHb/Qdlho5cOtVcCe/8wviErmJfOCecx3vhYW2YwYzDnvZWH+gmGGcFyeGWnm9qDAbrP/zmrhsCcxx2H7YbPMAGKSUIdsMSNnNs5hXoLhy6Dv4cRUM4B2BKHjZglRE3cygKiSI3tQhwrYoa3MSFIPv1cMoD27CTT/1JNz1XfuoVB723ucvlHoa5sBzFzAlJqJ9vxyVATPvVoFDJtdq/Z3bF6VrD/iZY1EBfy7Z2eTrZ96RhnA6wak3sIADg9KN44bANZdOdIwgGd/Po23BVMRAJLuBu/ebyywoFOGLI8ELGG5wGMYyPApSb96XC/gywek0f42uGJjdngTx1ZDDYTKMbzqRrVkxbbYUFFxsGHlopd2X45r5U3NXo0sn9hw7TiyNO2CthbbNM5jbDQszHgBsvHwfNsAlowOx6iA6SU2b1wH0LMHoLNxAHQAYWxyAKJ6A7TXIRsDoOqhogrjp4s3DYAUfeY5bBI8EwAFaONzgAmgc4E0Z83OTBsGCLyjO0EdGy1uOsszvlidQSAA4GcWZ332MEbe10g9Kwc18rH+jP/HnoLNXHgHV2FyAOT0hXv+poBWp5VjowZEIQfUf4BR+gfwY9OnP8QlJC7g1u5UQ3MtoNhgkfX2vcXGCrkA2NdmOIy9t1yQz14rvebiz4UKi7FFDcrv2IZSAFyogQFLzJeZw0OatftIAloOGIBzADUA8HbptofTm+llpIkzAHxTAYG0Z0B64MoLA+ihPmNOATLu1IZQ9NoGELDE93xHW/B2tg2g1Xi0D5s/5isF9R2grLZhZZMGrN2u1+ihwQxSCQCkL9fos3EAcqo2gJpDoRgYYv8YoWKGh/RQ75pQ/XIdWUyQU9otHmqF//D7ZNtDnmcAyHcOM4KsgV+op12w44y0f89055hTHKfSNrB8xnxh/K0W9vvA58xv2+g5VZsBIPcggmXtOJx+92kjKk2rNw2QOAyEPRuHCOwAsetz1o5aJeyYn87OYxUvAI/+uE2sTbwPMwqQnJGhkPDUba0BHJroE+8n17Om0HaALeYUtgH0820XOAYAjDSJu+ZH5pdze9pxHutFl/ll711naWFOORWcASAqZYcE4n7uQT7IjJ9OAwdQ3HFfAYCMgQHgH493uxz//WcUAL5/QCJFKWVkUPrtBgCOfwRfWjVMRQDIyYWlDMhEQQbEQiDTLNsqBUhC5uwrimcwoWJ+boyhTwawAYAJQhoA2ADABgA2AHDR1lZsxwYAHrtrnFEA+F0dAPAPjgsAf6+YQrEPjoUJOBK8pWP/axjAlwAWnIoA8HQOWwLAdQPSSMUAOrBx7QQC82QV8NpkAJ06zBkV7PzBidaxwFhA8Y7EE86ebtuHlurA4wuSRUPVaGcNYC0ndTwY+WmmolYBO54XLIAT2HM/DAfX00YHtoX1gv0zO4gK2IFxuRZm4/LSBsfuM0MCAxiBZstPq5753Iwd1765zQDOX/tEO/PGnSXzhmMJzs3YiX09GRMOJiDk8DcY7pdTvmP8vbV4OH+sN+P/meWkLc6UwrWogB2/EAaQz2DS+IzfcRox0wOLAMvH384TC3t5TWEzzQAiUzuMwAi+pzApDrD9Mqlr0UEdubkwLmul1Vd/JRxaKDO7DgnPyZXz0pAeD2FYwI3aFCYD4QGM08fthQHE+oC8wLC1/yD9+d4clqtgKuGuGW8YwKvL7wPSzqvmhKG9VbawdrfqjRFjL/O0psME7BrmBqjo+Md8JXuH8/PCovENHrvOXWyvXOYvjA0qPRhA4h4+OHhJqMNxgKCud+jTrboYUZ5pBij6qswWMv/wXvUdHNGW/gtDBcx7gmtMBtyeH212Xlhi65lJhNGkL3YigbmEpeR6xy6EUTTDFPMJBtBZLvze8NPZNPwZw8Wc9zvB4MHAw7ryvtTsIAPCvIPNZl4tUwQdxynCDGBmQ+lrsZVtBnChHt2+qjCAZN4onvuYSVjty3N5T2kbjB0Fps4soJ02HJia9xJVshnF2lGENYRjsK8tMUOD3e5kHGsGkGcUBhAvYPpjDcbeffM1c/ZQS+VtxtgLcc0A2syF/sNGMwessmeO2CPcsVJh/mzOkKtCT1S7++4Vaf5RM4B/fjqX/lOr64wCwKv/THoSPTjaoBFp83FtD3E/t+vQWB1jVjjCq79vAOCpTYEJdVcDAMc3HAkALxqQnu1PwONwKyXVWCsoNMAAwBAemqnOdEgQAA3Fi1qd2ogNsVYBs8hFxoKt57VVqaiAnX0AtSAAkLYYEKIKtvefvfnYwGgj/zDnZaHkOgCNASDg0ipSNhmAkb2FaTAgAwCIByrPBPjYM5H6eaZDSNj72J62AKairnWQ3DmXZqYPQMLIXf1tNTGyC2/EtJ0iWDGLfthsGUgBgLgOlfUby+9/UTwaeTYqYNqCyhqAjqr21QXMUTf5YMgN82jZ1Okb3sc1AAQcOpyNQ9gAmAGE9N1e0QBqZMffuBq579xPWjvqtKfly9JOEE9JPDbxkiUrycJ1j8W4A4AAgO/QpwKELdo3oGnUQ5YUxppxR/Z3Srs2SX9auvmmGVI/NpEAwK/NYNDx+wHp4IYudR8+oqf65rTStd2iN7cAoMPRoP4F4LFB84/n0xbs97wp363LQkWboWB6W6FkbI9lAPg5vVGb910S6n0CQS/v26Z36hMRDNkHHgAa852x9eGI/ofX84D0xJL5uk8va2VSCQ9ZLQwVcNoc9rQyh1gFbDBrdSKfO3MIYNCAkvZH9pKhvsz+AhDEfs6F8DAOkO533B7AVr86e4bVxYDDEjIo7El96AIQLh/WbDxj+/a3ADftr0NCGdg8smuljhxGjdsTYXQoEVS7BmQ+wNkmkHeP363C9nvLZ8wD2uJwTtgKAgb52wCQvvh+h5exPTPLlQ+Cfg71U+8bc23zmhWe5PsWRgiY2V37W4CuXnZrAGhVMH1njjHX7FHMnAIA2mvcYYdsKxkq4JEEgJE9hXeM8FCsDah5MAc5y+WMAkDCk51TVMDPDkp/2aiAz/LwT7jHNwBwfEOSAPCCAWm4PxdVFlw2eBwK6tM4gAO2qwDAJUtzU2Uxc1wrFjLHYsMWkMLG5gUPpoaNCpuaI0/MajMQtuHzxgQz6GfTJhZn5yb2584bCijifjYrroMtglUCtFBPHWoCYOiQE3YwgSVzLDQ7k9BwwAmF+p0xhL+RDeCPf5wpAWtsjkuk2Rsy9Rpl5IECAPnDwHpZhtDomZHpyg7tPC8NvWkjAI+NFTAEKAPA4XjH58gexgyASHudL5XfHfPwHwtLYwDIMwHsbHD0G9CFbR/t5x76xxjbaYbv6SsMEHIALNAeLE0NAOkzdojUQbvYtPn7O0YzTZpD9eyR5mzYGXlTL9aD2qA7gy0jD8aCbQeyfp7nVGUwgF+U7r8tASBVvq1bmmcA+I4CAgsjPVpcmZ7un92KL3mzrg2niTomHwwbn7EJY/+3Rg9FSBoAH5szWUVu0+vjb0qE/dCCqAN2kAIABCQCMDc/fFnGVFycIOF9+mjYAJqxg1l0GrQAu9oVAPi8Jw/FnBxc1aP7pq8LO9B/0pWRWYU2wpDzXANADlIACRhA2gkYyZhymXbN7BTXEFrGDguZvq4v8tiSAq9vdoItSuSIfqA3x93OEcx7xwaku35vzBbyPWNsBpB3kXnJHFl8NMActnHdOMZ07Q35ZVuThaWf2FiS9nH02ek6Mtwb4VQohzgwkL0DJo+fPNNA1D87GUBuhRm0gxpAzg4hdm6hct4V2l2vIbTbMU3HsgE0AHzdqBauyBR3DmPFgRVZAgDpH+vdWE4gDs1jFg9gb6cRZMOa6EwxNNO5p6krUvqN9MQBEkejA/cskG4u7y7rGwDwc+Nb7E/H3WcUAF7bAQA/c1oAILMC3MDLgdkUMJvRT6+epkwqCTQAcHzD1QDABgAmAG4AYAMAGwAoNQDweXeUMwoA3zggdRcGcHRQunXcABAdCfqekj+w1dWfKY6V49tNm7vPuAQaADg+kbcB4JEqDIxDrMAU2Au4VgGvHRYMYHh1xmmfiwrTUBgUTrwU21QFO3hkfjtjwc7ePPXzr1MFjJeqbZWcj9iqGv/NyR9mCtbKuXRR86L2RP1j1aeT0HO+s2ekbYq4Bg9dCCC+MwPoQNj2irSqmQ7xXJgwngkjgRo2PCOlng2DwXT0zhyJkCkBrGoPy8jOUYLbwhQ+OS3ZCtrNT1gK2Dm8d2kbQaBpE4wXP2kHrB71wORwnUO70B4+t4cycoKdpJgBpA7GlGeYbeUe2BI+g8k0A8jftIdIWYw9hWfRV3tY0zf+/pbyXMao5F7uee1gZAmB9UPtirqUcMoX7NibjO1jhQFEBYzD8B3S1pul/78wgGjyF9Fv+kmYc0y4i/3n0aXStMPSU+fPDNCGfektuqblYWtbNFgVGEBYGJi6S/SgXqPb43eHgPmM3hp/O3SJbfI8n+F8CDGzSRu14/ZV6UF9gTTn8p369p4/PkYFzPvAs6nbNofrh7+sWfuOxBwbXSHd0/+y+P52XRnsHW2EAYQpow0wlRTUhTUDCPPk+lE1m23C7tGMYLBIhWmyTSJ1hir2yELt3XJB2OBhz0YJBhqTA7uTOUA0ake8yZkDzB0zgMyPTeB6AAAgAElEQVQde98XExFy5DLf8YymTbSN9thODhU34XN4LyiEU5nePZpZS3gHUFMTwsUMoBl6s3/cVAdu9rx1JhObanAdzB6PqRlAGEOvFf7eIadqppHfme+vPqr5K7dHxg9KBAXfNz9Ye8LA2IbP88OZQGwyAMuX3Gd6xKcshlshXvisDgND+BfqeGRkZbB/5DbvPudwahCw//W6NBUZwFd3AMB/HjcAHN9u2dw94SQwFQHg+yT9YIEuLG0scRi0uhDt/IPFA5hV7HckccIZq4xtA8gGb7s17uIJLPjsypK6LjmoRYvYsna1FnpXbhUwCyIl45yhMhmNqPqUMFQ3AAREAEz4yeLNJgOIcegXFnwbi3OzgSFgg/UAAMNmZWN2GD0DQACa7X746bzsJvuRHtezyPId9VhlTP12FKHZACMK7eI6QCDPQYWKrMLpIg3c5yzeo4Gti9sJ7BkFrnV6thBCAV4Gnahw2cz423Z2VsXSRp7HBoXSwqFp+MkmbccOp4IDqFEcJsYMHxsjBdsvF6vYAaHYQ9JGnGcAOow5tneoYuk36mWeiTx4huMifnOJHWj7TOS5IVVpACFi4X2zPh4/Vw09mllAiP9HnQaAd0nPflr6rYHs/muwAQQAcs2/Kipgq+WRw2g7M0jv8BF9of81AdSYa46th30calY2XcKy8Pwr9U/RphTDcn1a74h5bJWeAaDDmQAAcWO5+ci12vtXF6S8kfNrh/WdS/+g5QQCUKBeAy7bHV5x+E717xsJ1T7A9Z55Fx8DADN0zSFtD318ZpVw6rAEgKSVywwUS7UjQJZNKlBP0z++43eMMgAe/M5PPs9XJuPxbRtcHjaaqOYjjMzI3HbYIhxHOJBgWsF8wa6WMcYkAQDIHPAhjL8xi3BmntmZQQYVJrEBrWLn2QDA7YNLw+QB1Saq1J6uET09ODfAThyWUAfvnNY+LPEusg64GBT6MGW1r9PH1XZ83OP1xG4BnQCQ978GmtxjFfDlklPdsWaxjmGrSztxeqlNXnI5SHtPp+ZjfJAtY1hnhPH3duih7toGcOvgyrQdfqborUmT2ekEMgFyVpxRBvAVA9L0wgAeHpTubgBg9VY0vx7H5fulLhg4GUKlYWRH2rcaALLUbS4xAIkVSJCwv5b0K2PEAERODQBsAGBufg0AjHWjAYANAGwA4PG30DMKAHFO7CoA8Mig9HADAF/q4OaF9m8qMoCWEe4OnAlrAPjdkn6pIwvIf5D0w0WR2CnfBIAXV17ADgINE0TNFJ/0zQCubjOAnRWSSQEjaauADxw5N078oYbatzBYAIIlBwPIiZ5/DtdCZfYCzuN1FlQ2tUMKJ38YAq6FmbOqCvYOlaS9AzM1a7tg41QX4DKMltm4knOzFTCW50DMmBG1Col4gVwLwVLUv8GcwQaOKvLjHtg5P1kNh9qAFTNTSBvcd3seoxalPbBjBHGmfzAwqOMIbg0jRzs2FtUv8oAhc0gXe2tyD//oO/fRZ4JMw1o6s8BR6Dc6x0XQOTzsWemyc7KNXA/zw+9ky6RvtI1nub/I3EzrtcPSHb3ZPmREn9enHMgaQhaO9+hjoQ4mJ++qbTuSAaQPDgTNMzdJt91WEqvQN4JBA07Jd8NsZ7z5uzCNqID7hg6pd5f0wKoLdY8gv6lyfsw3GEGHhoFFSwbw9mgDBYbtE/rGFmMFe+fAzOnNOhqG+9TzGV2r3X++IscdeVwzrG9b+kctFTAqVzISU2Dc8A6GWbxy6J/Ua0/n+dJXlmTuXsLA3K91weBFSKBIfEz64+0tFtHsJSpsWDXYQZ5Du2A1HQSbtsImwSLaE5+66jy0qBq3alXca5V35q+dKd7R4Wd6Y872zN2vka39OQ8xzagZQL+TvBNm4WBjz82xxgHKeZKdFznyNQ8yxxTso8Mg8UwcVfgs1MF4Kdtj3yFc/K4yp/y+8JkDPDtQfM0AoiGoGUCrjB3InWsdRZW5ZK9jq4Ava4e4YQ6NHOkJB5qu6aPh8EL77eDisUZtD1OYnuRpkuAMLs4I4rBY/pt7naua32tP6Zyc05IBRBbY505FL2CcE2sA+EQDADt2sCn/ZwMAjwWALyQPMJOnDQCxAbQXMOodNrnaDo/NvQBAQkCg8iHWWWdxJgWrsfaPzG6FPcGWpgUAveCz8BpMOeWabfUcoR+cYntEPvPf9mQFJHEPG60zGVhdWDcQMOQ+8TnXOLWaPR/5vN4Y7HGLPBxJyvELWZwBoOxv1AM4GpUIBxMqYMdSqwEV9TjVFpsaYM2LPH3E7o96rAp3WBin6yIsi0PBcB1gy960qGyd8YO6sW9kiJAvbbC/W+wog6VDDDqE8jnSqpUpP/rH8/idMec5jhsHyKUPVrmTLu61e3Tg86RCKWPA/eulrgsOasGivQG43qWPx097xs4dPKChWT3q3z6SNoBoZTdJuz4sLVpRjjCoHRnTd5ZMID4EFNXe4MIe9e8eCXvCwQ09ums6dC7VLY0NmGwb2Nmx6aKOA4i+Xl8IIAqQIr6fVcC2WWNWW+XqeHvE2iPO4EOfeHmCi0uknrcN6jvnfaSlPuZ51O9ML87o8fp9xLuRptG//gSqlLt0eaSXw0aRtll9u6KAPD57RKuiLfxzGBtAAwVQyLtGew0G/XtmIxkNlTHFwBaVN+pJq5L5HYAL68nP/YPnhop27wMX5GGBf1QB4GPME/Ek0HdYpvJ+MNZ4+WL+sLRnRys+oAEg7z0hY6wCpY2oS8MWc3Bu2iNaxVunpuOZPlT4ez/bhwF72fu9tYe+1cjMXf45Owh1GgQypxwWhr6sSU99wr5M7zocam0AqgGgQzg59iIqesvToYQsc8f7RG2MfAGHjBWf29Mb+VBasRIPFG963iEDQN7dqQgA53UAwH0NAJzyiK9DAA0APBYAohIG1nxrJSc4LgKAAFXSwrxd2oGgj1ZOIHau6LS36wCADpXgxZBqbfNno/qhkZkBAOO7fXPDmHpo/8xjUzeZwcudLcGHi4PEsuh7A3BKJ+f5BIwAzgALPunz0+13LLF6A6F+s2hOM5UETtoN2n4IWdRMIZsMTJgdPAwQkXIBn0te8Yh2PLY8Q6PYycU2dVxDHc6zagDo0Dd3PCutOiefyebL5gTrh0z4HUYOEMb3DhxdDOa75h/UkdtmtR1UMKZzgGt+Ai7xpguUSAcQGjdT0SJpwcvyV0CjbRaxAXRAZgD0Bmn++iciP+qRg31hxE9IlMfvXpMhPQiTAqt5idS18qDOO/9pLezaHU4gMCUEXSY4dAY1Pjfj5Q0eUDczk1iGJCxkT4RZghTDWQQAiD0jhbH0uDLT+Z5xWy89cSk3kdBlddQNaINFyyHtDuCHEwjhYABSdu6AWcs8vhkGhrY5lRv3whQSCPrOz12VDiwbpIVXP6Zv0x+3ACDvAPUbSFIHIGzDvntFCLxuNvFZ0pa16VEDOMURxMGeAWcJIreE4xSgL4NUJ2iijQBoB5rm3eNeM5b8JKgwwJC+wypyvd9D7nOYGJhK2+jSZ7jKAGRHeiKQ9+MPr5b+ZlqmF2SaIMIkLnO1Yc475A+HDr8DnFsWP6WV/Vtb9oewktj+4vixqCdD5mDzSAzDVqioI3O19/FFEuAnF5E2+8+7yPvpmJ58bwDI78wBzjB1/ECure0IjwcA/Z6beeQ6+ro443US3mZ0dLr2P5X5fWEAxwKAMKq17R/X2lYToIeTD3aZHDoA9mkTfTiuYcworXR5hMShL6wH5PdGFqwdAMBPlzE4iz/OqAp49oA0raiAjw5KB8YNAL9T0vuLlTV28yyE/0XSF86iSJtHj0MCDQA8HQzgPHxKerKmeRulNRuPZQDtcNEAwARvDQBsAGADABOINQAwVOovZQC4adMm8S+A7ciIbrrpuBk5xrGVH3NrEhP8VwPADAPA/zjFnkr5gXKUAPBxrPihkiKV43snOXIq9Tf3nGEJNADwWAD4XZJ+ucMG8ANlopfwuWO8aHhbkQnErJlPwjWDxiEYJoqyZFTzl+2KUAkOmOtabfPXYgCH+tQ7YzjUKTCAhKDABjAyFTh6f80AOrwDFTr6v5k7e/Va1QMbBPsAM2UbIe6HNaQPqIDog0PH2MPX6mH6xInfDCAsGXU6wKzth7geD1mHo+A6h8+wh+GazIwAu7lu0X3aOrQqvZ0P9KYqDa2r7QlpK8wg/aHv2MHZ7glvYJ5llSttQO6wm7CG2PU5TMzKEr9jdLq6eoeDoRj46OJkS2xzyE/suegj6suw/8MdmMOvjSmhCl8lLV+UoWB4FtezLL69MJts9BBB674SYV1glFLVmEEvnJEClf/ALYultaOhDjy350CwPtfqMy17OYIxwwTiIQpLZVbognv3SjcU9o8xQ+6wie8q3trIwmPn0CUwa3QF7S9y6Za+cv7qsIcjeDPqTdtnoaKFfcQWkLZbtQszCWMGi4YNKxs6zKS91wnWDAP4yc3vTVluSDl8oz7Z8iiG8TMDSIBpsz7ICgkt2HIg5tbdq9pewNRp5s/sHG1DLjB8qIWRDXUjJ1hA2zeiSkeFbcadn3yH7SEcmxlA2kKhX9gA0m/C4dhGF9nwHJtqoK58dPNa6WOS/qpiAJkXFKorcyFYaOYp7yA/eT/WDOvipQ+G/Cj0izSBvP98hlxss2g2E9Z1x/alGQ6GMebdsv2xM3YwD6wadno3HhBp4ToYQA5ovKN11iDmE/Oa+UPdrpe/axVwZMPJd5l1CwYwbJZhAOfuD3tmZz6CVWbuY59p2z+vg2YAGQdkmmkw8/pM+JaByJ0KbkwGkDAwrBFTlQGMhb0wgIH5xg0Ax4InzLbvkfSXZxi7NI87DRKYigCwqyxhmMXj4QuMQZmBnpXlDHP/35X080V596miWPu1MeSdJy3iLY0WAGg7PICRnTBi9StAhCctzry2bO4uDn9BFgIW+8NH8maMyw0AbWOE8XcsqsQBG53WduLwgl7HznMIldzFcrFuhx3MzYhrWCjtLGLjcG8Mth1z+AcDXRgMO404JiHPsY1hnX5ufYkdSnvZXKw2Kg4yPSsHW+B23bz7Iq5XAF36+fnuNKhnoyTMhm2arNpyDDTai5rWKdwMSAn9wvOwI+sAgNgmWRUb4Pr3z2vLE20jsgG0UABKo+h3v1T+IUgGFgB4rfSycxL0OaUWH19lG7AU+utW3Bogim08Y96lo4Rt2fhs85deoZlrntLc/oybhurran0uQA2AEUcMZz8A1DjkCllD1v7+o7lxM2b8Y+N/p7RzzZwAck61ZluyC7aVuIIvk/aszR0f1S4bKypgrneOVUAU4McAFgcRMnIAAFHVGYRZ3Qrwom3Uhb3exwbfo0OfP08z3/CU1vffpTfrswHMMu7fY6FaphgYA+TIBMLziX84OksRrobN/3a9Jp79mJaH/JwJYl3P/QEAeTbPNQCk3djcAkZRoQKm6CfP4hoAHvUYeNEm7nFcQuRAf1H3ombmWg5vjjdo84y+viHt/sIK6Q8lkYrQNoDMi3ptoKPWDNgphM/WSheue0CriqMN/bI8kBUq6syZTJZcQNH0AOlhA8dhacaoRJ5gF95F3lsOL7wnfEU7sFP24Y53iuKDIe8NINBmHI4VWIeTchgYpkytAg5HrdHIWIKDyuHR7jjUUTBnsEObQ8QgZzLN2MmjzhDikDGZI332MQCwVgHz++Pbl+d6WKuAAYBeKzi7TbVcwC8+ACSbOisu0TLSM6wpk0oCUxEA4un7e1U0c2QAOiFRG8mCsBD7jRIHkCPUbxaae6yBbQBgAwAbANgAwJZ9bgMAGwD4fAjgjNoAxom3ZgAjGOtYKmD2Q/ZF9sGxMAHuNISSrwuVsV/+gaSfmlSop2lsSwJTEQCezuFPAPi6SgWMegQesQ4DwxM5KeMQEEdhac7KnRESwcUMIE4fGE+7dDKABFPFsy7YMQc93VoyAdirz6paqkc9au9bGIA6ir/zFqPa4RRv5o6H2/DbLAGfmQGsjdgNAGHKYA4oPN/sn9XAGwrt+Exx7HA+0eIVOXPlU+FBCbu5un+Lto0sj/4dQg0MA4jzgNVlVuvQXquA3eaiYmxlMuFz1LA8D1YDD2Cyj8xNL9sIpIsHJcwJcv/93ryOvthzGY0v7cQ78pAZQKuAMUK/TOq+MpnH4skccuD3knu4a/XByFDw1nmfCf9V2JuaXcqctIeC0fmnh98YDDFBge3tuF5fDs4HNmRDCANN9ZoWY+UsGN/9yJ/GXBvtlYZ7uzTrgSN64JUXhooZJg12rM6xGsGlH9mhp1bNDIYL9RqqUbwrYdhgxmC5MlDzY8FM4QgCA4UTBeFYUPlme1bHtdQJS4Z3J2wVz6TOj+tdkQ1k9ZWpBofJ5Dqeyc+1Ox4Nlo8cxbSV+qkL9eDibQM6uLBLt/S+OeokuHSqgFeEKhDGGLZpXd99oZLlGlS6yAvW7BJtDocTnFqQIyzll3V5sGtWqSJDHDysYrxMd0d/YJi4DhYTRo62onaNvMGaqS1Da3Tg8QWtLCGH/vo86bdxQsBEoMQDguWzzR/zggJDC4HswNB8BgP4+gdabKhZVRgzGFKYTf7RN36DhYSV3LJrdXgRxxyGCXRh3vOe4Ext5zCHpbIjCu+zzTP4zNlwTCT6fXfYIl/rcFFmALkOjcLaZADxXCY4MwGrKZ1OIChyPT5mVDMAzOH4f4YSOhwqYDuBHFcFPBYDiBOITT9AN/+nLZaz9duZBYAoshy9HgUXOG9MAIiO3nzvWKJhInsX8cr2t5L+RNJPnC1ZNs8dvwQaADg+GSYAJOeiVcAGPBdUFTudEiFIWDznpgoYAGhbP1S+Dptg7zlqYFPDA5DPAEcAQK4FGLK4RvT7x/vb4MshTQzErG7lFQYAehNgYaSt9hpmEXdqJ4MpFvTaXshqH6c2s62jbQ29RFiV7NAzc6WZG56KDYFYZ6HW7T4coSEopLci3p03WtRwqO/CWogwEp9fnGpY2yvRB+z0aC8AkIMubUGtBUi7ovyOzR/FKmCuZbMFqC2Q8PptpZ3zZvc/qviBWH0iT/CWY+49hQ0gBonskhT0vK+Q/nUBe2zudeaSNUcjNtzKeWmr91Z9JsCIbc4AOg/q4gAWtne6c3CDFvbvCnjB/AB8OG0gdQCcAEV4wSIrb55smO/SX7RUy4AXvHEBSgaAPIe6AEBsrBt0Z4AeQBNt4pmpAl4Y4Mrepo7Th70WoWDsFQug4rnYZwHyaC/tQ316he4M9R51Yy/4cX2z7tu1TtcuulmAK9S7AEpAwLrD96n/iyMxPkfnSXvnzQ5PX+oJcDu8Xdt6l+tWXR195lmAT6tCHzqyOt4f1KTuI3JLgJH2hbQTmTnN3Gf15lb6NeRpIGoASD9a76emi+sBpbQJ8A0I2zMyXwP3Ls65GIemYemjvdKH8K5mjjBf5hEcL7/3ocD2dU6bWFLDoX+44lW3xTMoyA7ZG5zSF8aA94PnU2jT3bsuSwBIwRvYZh5+Z5nDVgHzbJ7nzEG2P/Q9rBm8R50AkHldg0WrhK1mpk7WhuMAQN5zm7OEDV8xd2Fc6jh/NmkwALS9n+2laxvAPVqQYYAGl6ZZDOGx7AVsFXBZB6YeALy7nDCYFCzOEedzPE4g3E8l+Lczw7E4bsoklkADAMc3eAkAv31Aci5gQA/rcGZtaxdO+oQgCZYuDfw7gR4XA+jq4hRQ/g5DahcMrCkDOxe07X7qOH1cCgNog20WcDYBAzbADZsBtoF857RvVEp7DQAzikMW7oUZY9HHdshhWbzR+JoaTM6Ser4mHc9g9QB+sGEEvTXwZWMLx4jBcyMvKpsD/QMkR0iYu7rbZ1T6gG2bF3rsrGgTLAvfeSNyrD17XzvF2waFjR02SiE/Yg7CACLP3y9hWMwAsmGD95zH1Q4hlinfXyv1/FDm7gVchU3W5rUizyt2TwAT7M8AVzBaXGOnAjb2mx/beKzdFn1gUw4bzKOZYizSCQ5r/uI9uqzrngCFd37hKs3ZsDPGHycWNtiVfRmLJ1miBSHTyMHr/K6AYPIhExamW7r04n9uBR5nYw2QNHhlbKbYRHr+8RMQa4DHxgtriYMCoU8A67vvXhFjdM3FfxNAbKM2BQAFSHItwaABKzixADyRhdPKwaotfmAgw9eMZsBn8gy/Qve0Yu9RB8ALG0p+UhcF8PaQ1sTPZBwXBcNo8IbTASwl3/2Bvkur9EjU+Rf73hXzEZky17DJBbAaaFytW1uHEu79rK4JsE2bAbTheLGtN50M1uaBIvLQfrQ/Q5AQPMpsuGNBIncOKLw7PpAx1/h+5aguXLGlzJHd4SzhHMe0CebS7C2fO6YhYPj+zZcni+8YmbWdL0LygckspAGog0Izv3x4pD1c77WEuUihvb6P+lk36lSIKAWDARyOd8sMIHmMjxzujvnEZxxoCQfD4Y7C70ND6SgCQJzdlWscMq8ZQS9BHBQNCm0f6bUj0uJRHp+WzmO0sxx6jxLl9SyXM8sA/lM1YEyO19D78QDA10v6ZEmN+utnWZTN40+DBBoAOD4hNgCwAYANAGwAYAMAORA2APCEu8mZBYA3V27/qHzCBmk8AJDMWVdHEpa2rSB2gzCBv3jCzjcXTDgJNABwfEOSAPCHi7u90zvBANqzzvVzur6msEwzRiJQKgUVb/5MNq+TAeT0DKtA4XfsaDqZw1a4FC6CyXJBFWTGz6FarALmkA2r5VM/n9sLsLYN8u+1nFBvQ56Fyqvjeb6uDkY9I+3twtuW0DVR56hmL3g6VMIU2MA9u+ZHgGtyiVq9zeewA2FjFUIo2gzYFdsrwVjgZQl75GDWXO6MHNjhMSb8Tbs3SMvWYXs2nDZUJdVWqJBu7U3mBrk5VR4qZqfO6wx2wHNhGDckA7R00Y4ICTLwAKyi1LNgMFgPPHphNGCP+AlbRVgRyv13X54shb2ZeR6FZzqQN3/DrgRTVK4lbLlZZYcSWTbaYgNjXsBQYf8Fc2nbxq+X9MaUX89rk5mljdhgwlbu/tKKdjrAsOUcjaDcsKbYS1548QMhs0N3nZfttgoRVnauNP87ntDqroeCATTbCUOHDR2qS1S/2DHitYw6k4LKc82Tj+tgf5dmDR7RZ89/XdgMwhZmarhdIS9YP1TQqHmddxj2EUaO8C2oovkbO0UYTVgyxhl1NzaJH9b3BssHg/m3m98Z86ln8WC8W4sWJUvI2BCO6ZquW0JtD7sEo4rdYcxVPa27hi7POekMOGRuIZA4Uas/1pvydro/5ikHJeYg5giwgKiKsd1FfozLK5MlXz3voZgjtBGmqw7DQx9gkXk+toeohinI9aGH12UQcTPTfg+ZwywfZsNt2+vvze7NOKquWUP5jpKC0Wy5TVp476xC5jP+RrVqMw+eSx9jjh6NAOfhYY88ytoGS+21jID2XutgC23PzByEUcbWj7GgdLKADgSNDMyChlf9yMwIOh3PZN7b/M0M4H+tF7Gz8/uZBYDEIXLcJxZGbJDGBQDPjtCap75oEmgA4PFF+zOSvre4UbGFEu0ZaFCXBIA/OSB19+cC79h5VpX4ar57dQmF0n24ZSRtAOTL2IjqwmJmWzl+J74WKhTbBnJt5AIFSGEAXjmQtMIiACIAPs7Zy02Om1cDQGcIqeP3WTWUK3EWp4ubrVBzUmLRLWAu2kAWDxeA0OLBXORLzD02glQxdgcIRLUd2TEKAORWNghsHgmxEflVKd7g2KDYhNjY6ItVbE5XxcbGxkrfMdOjn2xgJcXb/Fc/ERsNqmZylcYmBWB2uAzbOwG2qCdsN4v1C+1wCiyee43Uc2kCvVZ7H+gPdVnXopSP7Z+Wd2F7l7Z9YXc3NFcH7liQ/TK4RaXoEINWrfv52DDSJqr938We0cb4tInvzi1gZGBWtp0+YQNGn9i0AaxvS+0QKmTGhU3YWRpCZUxBvWdgsGuWcNQ59Ph5WrjuMe3evCLr5NneY8hEgoy+Q3ENQI3QNWzU9DXs5gbna13/fQHsUO86Gw5/rxp6VHv65mvB0F59ru8NulnXBli0+hN7Q4AfnwEGAWZpfzi9lREk7f6GQ8Xs8C5WbQOcsEMEdHLdJ0a+MbrJgYq5BwDkXsDf/qfP1Rvn3dpyEEGVnTaO3VHvfYPr0uYMhwuA3qWZ/YL5fOCTCxJ88LkPWk7/BmBfX8DWE3i8lDl8qUK+ZAGpASCA2TlyAUJObUf7raomLd6OzavaB4ja/MKm/cx95hQH09o8hXWqmKX0zB5K+9yt3e0577XADmX8bQB4PBXwyuMDwJD3OYcjoxHvfaqE01mE4nzHOf1qv4P2cgIwBtRnLuZUHfMeR3gsDj0U1h/mPaWExTpKVvezXM4sACQYZconSbv38Mt4GMCzLL3m8adbAg0AHFuiP1aCP3NeJzgZbu4EiSbeEW+Sy0sHAH5xk7R6Y9qaTVYAuG2TtGpjgr3JDABvLmNRsyuTDADO2fYRvXnjOZMeAA5t+rz6Nr4hbBknNQD8u03SpRsnNQA8uOk2zdp4VTCjDQB8XihQMoF8pAMAksmtAYCnG0RN5voaADj26D0sCZNhPJ0oHE8JzX+dpD96DgD8UEm5A/DwCbmTAeTzS4sKmJNuCZPgEAnHm0TBrFXFhtTRqO5Uv4bao4SAMFvI53EvDIXZJdgGZwMwU+bMIb91nfSeGxM80Vt7LtcqYJOT5x9NVe7sUcEauFiNE6qfvYUWookzMscphf7ChtF2HDzIn8rJHdUPrAsMBFlSXGDpgiWzCtjeyqhJa9UWrOSfXSe9r1h601aHwIEVA0w528laafaGPSJmG04nYThOf5ANrI2dZFAp4wlsVTKgkohYfO8MCNR9TTqV2HEi6tsyLZfaJSW8DE2YPaSl/dtDcUXBkH/39kXSA8V704b1jMWbb2yzjFzMGFIfDA5qNq7lgE/UymBwqjAjTi9Gf2FIiVgDd201MypItEELpPmXPtGSf8wpVMC3r5qQgeIAACAASURBVGgHBed5s4elnb3hhKItveq65KCOPDgrjezt/crNBD6GXfoOTMWv08W/9z0thg+2btfIwmCryXRBWBvC4cDKwXC9UbcG84X38fLhbbq19+rwXnY+Xtgg1L8wYqiL+R1HGtg8s6lcA9OIuhj2EXWpQ8HAFfH9Jm2MNuHdzO8wetxP2xb07A1Wjdy7B3bO12suulW7rvtVrbrxB+IenFD4HkbxwaFL2l74W/s1e+0eze17Op1h/n5FysbstJ2tGOa3SV2vLN7njxcVOtddmqGhlvfAcaaZAM8xA5gsYG+LAcx8GjlvAKYRCJkx6vTmNwP4q9dJ//bGNJPIuMxZrAGYnd7qwQBu6W5HFXDwajuUcY8ZQDu4eH7a+WpZMoBRYPb4V7QTdgA7lvU7Vh3s6Ah+T9zUfdf9oubd+J9bKmFU9c6HjJlIK8IANxAM22rsEhbr6LdV/T5Lv55ZBpBwth5sKNx/T68bBvAsjf1EfGwDAJ87Kpye2CoJFmIrEq4imSNb6Y9Wt+RJ63cHpN7+tpeqGbTOuteMSsTBU4fqtFzXspl5nplyIgBoz9ZYe/G+AxiyABvgOEuIF28DVTaI7y4A0CCW/aVWAbud2DoVwFk/b0wAWDYMNjcK16AmxY6HUzybGOobMgQYDBIChW2Z4k0d+8DwsNzTf2wmENvNAc7+pABA2zLa7glwSJ8MAFHbrk37vEipZ9spZzNhUzTjho2fU+0hK9RKyA6g43Rx1yrsFgOkOhMDm4/jooUMclNcuHRX9InNLQAgqlSurT0wf+866fIbE9ShtqPYtpHr0vk1/fFQb1OcootnAgrnHs1+0UZCevDPKfQwZQMALhvVshVbQ/54XgI4KJsfviwzzHBQWTAY6joAUQAEVNuk0LurNz1dc5BSvoQZYxwIiXPLdZr54Z8M20dnbQiwTZzHpVvCSxcQCEijkOqO8C7An3VD9+sLfa8LYEOWETZ5Zz4BIOLRS8xBYsM5OwpAj9+5B4CY6uc9IePoh0ZCYYgdn+P+fVoYQ/Kyz9W2oeURigjVaozJTmn11V/Roev+qy668fujbYBL2kJd9wxd1gppsvuxpeG9i5cuAPHeza/OgwLqd9uSmllnrmzYEweg8D5nTLhufUYGAIQCAAHGtBO1t0EqoM+p4Hh7XO46sl57t1zQBpye/1xg8Mn7/f4yp6z29fcB4o9q5oKnU4V6b3eugK7H6R3pC+X5ACDvS3iwl4NPBQCxAaQQeqkGgBz+HNEAMwTkC+BlvBwTELmeNAAEbJIWj/eWthoAvrMlsrP2y5kFgL/aAQD/I/1uAOBZG/2J9+AGAD53TIALj5WtNYNxZfloSaL9fdVnCQBv2ib1dABA20XV9V80Kg0nAJzWn7ZhRyuGb9r00WP+Hmu6zJhFKIUj8VWLAXx6to4WQHZOWWT5nkU1PmcRHp7WzvnLl47VZwD4weulb7shWacaAI7hBDJt3sExn/dsiUMW/dhXCaBb6l+RrB6n9Nn9BwoAHAmD+xoAHjowU+f3P9kCgLN1QDu0WHt3zwtbrWf3FQBIdfTBYW5Y1j5+vfSuG9rhbIhPzOKP0wqbGCLn30WpzD9n3qCeHThXGpjWrov6nPuYOlH6P1qeg6wIrcVzYVK4dmnmkJm1dK8Obp8v9Y5KA90SHDLXJP6QpicAXLAER4MDmqEhPamF2rNleV5rm0L69YfXS6+8IUGdASCkIe3hugtLnSQydI5ZTH0AGTwTUDjnaPaLNpLvd3MBgPxNJC+CYy8d1dLljxYAmGNCeeiRl0uHc2lARj0zntXBXfN0zpz9evar/dKKYeme3swDQHHKQLhx2vjtkj5/vWZ88Mc0p3+gBQAPDM7WMwf7tGrJwyUO4N3qK7vzNfqslminHtcFWju0Wbf3vVoPaK0Wa0cLAD6hZdqtBUhND2uVDmq25mmfunRY+zQvfn9Qa/U1+mo4gczT3pAxJQHgIf2LLgv5wwD+bUnOPaA5emJomRb27Y7PY0x2Sauuul+Hrv95rbzh30TbmIfPqE/nECx76OUZ6qTrsPZsW6Llyx/WXA1oVF26f8sVmSALnQHy9tjwLl0jzbp8b7y7g48tSgDIdZeNqn/RXs3v2acL9LjmaEDM/Ue1IgDgkUg716NZ0cIDerYCgHcfuUxPPbw0Y07jj1YDQOYL48P7/a9vyN+ZV/bd8sFjzlHNmP+0nuF9uL8AQIeF4t1haqS/zvEBIHOd94U5MOu5AHCaAeAMAOARHR4lKyfM+KG2DeAxAPBQjC19BwA+df1/13k3/EisDXyOPJyr+VAwgOfoWZxYAIADvbmKG7wimneMtaKe2c8AgMuXHzcjx+lqTFEB/2QV35mF8OeovwGAp0vKL4F6GgD43EF8IQwg0MIRgV8C06HpQiOBRgKNBBoJnAEJQDTg7vViFGA9AUFRytcFnQgeXs4V9WI8u6lzEkmgAYBjD9ZYNoCEG/6RDhtA5AcHNLa72iSaCE1TGwk0Emgk0EjgjEgAowl43xIW4kV5JiAwY2y1CzxuA/5eFHFPzkobADj2uGHn90NSGAkBBokghWk7CrfaC3hyjnrT6kYCjQQaCTQSaCTQSGBKS6ABgMcf/p+W9P5i4k7Es7HiAE7pydN0vpFAI4FGAo0EGgk0EpicEmgA4OQct6bVjQQaCTQSaCTQSKCRQCOBU5ZAAwBPWXTNjY0EGgk0Emgk0EigkUAjgckpgQYAjm/cTiZd3PiecPruJpsJcQGcyBsDZCLJEbSDQnCQD0q6osRB/B1J9O9sl/cV9fsrS0ALgp1kHJyTb/fZHqcT9YH+OFw37yRjQxzKOvXg2e4D0v6FYhdLIBoCmJD87cc7POFPZh6dzb6cTB8mw3hgl0x2IiI/YtxPusr/LOlfJtG7cTJ9mAxj0blGflzSN5VM3X8/idaps73WN88/wxJoAOCpC/xk08Wd+hNO750AwLdKunqMaokORqS435X0syWaF1HmfkXSr53eZrzg2shaO69EU/twiXZnAHgy7Z4I4/R8fUAg9IexcWjlTiFNhD7Qpp8v+UcIiE50u9+UtE7S5aXBk2E8TtSHyTIe5Kgh0iWR/4gwSKZbwPiScoCYDGNxoj5MlrGo31dAOTlHeOf5BwCcDGPxghfm5obJL4EGAJ76GJ5surhTf8LpvfP5AOB3S/qlEtLG4IoN5YdLMrTT25JTq+1NZTGtGcCTafdEGqex+uBN7trSv7GkM5H6ULcPVvZLBaADRCbbeNCXzj5MxvEg3PMPSCL1A5GvCdk82cZirD5MtrEgth9JAN9Qkgn4nZ5sY3FqK3Rz16STQAMAT23IXkiw6FN7wum/CwBIeBtUwPz7gqT/tyQ6I4Eu+SO+rnosKkgWMyLHO4Hc6W/Vydc4Fng6UbtJNXCyaf1OviWnfuXzAUCCtAJuyTvyW5JgOykTea7BOH1/ya1CWyfbeNDmzj4YdEyG8SC3hfOvcHD775JgiyfTWDxfHybTWNBW0oX+qaT/VVh9A8DJ+F6c+irX3DlpJNAAwFMbqheSLu7UnnD670JVR8DqbUVN9N8kXVkYkF8vCaK+tXosWT2xQSNvEUFLz3YZCzwBkkhsdbx2AwBPNq3fmejf8QDgmwsgJ/kWaiM29Z+Q9Ntk7J1gfbCc2NywdXq3pL8rH0628RirD3Rlso0H2XdhmchK9GeTdCzG6sNkGot/X+z+Nhb5A8gNACfbe3Em1sLmGRNAAg0APLVBmMiszMn2iCjxqO2+URKn8IYBPFnJnfp1xwOAnTViHP+1RZU0EefaN0j6SAEdn6gaP5mYjuP1YazRnejjQZtZy5+S9EZJ2GhOprGwzDv7MFnGguziaEs4UHPAptQAcDKOxamvcs2dk0YCDQA89aE62XRxp/6EF/dOA8B3FkbwlztsAD9QsqFgqD0RyljgCYPrE7V7Io3TCwGAMAlXFcFPpD7gNf4hSe+V9JmOiTFZxuP5+nA80DFRx8PtxRGEA913Svrz4iE8md4N+tHZh8kyFrCvsPWDBYjT7vllPP6ksPtoXHDQsY115/o6kd7xibDeN204AxJoAOCpC3mypYtjw8YjDQPxRZJYkDBWvqwsWg8WL2C8JAF9nypG5WfbCxg1LrZxgCc8k8mjiaqU0Beof0/U7okwTs/Xh/VF/rA29gb+3yX94E1lek6EPtAU0iPiJQ5rfNsYrw7ejhN9PE7UBzyaWRcn+njgpPXR4gl8fvHQfk9h8ncVz9OJPhYn6sNkGQvy7hKpoC6o4wn/hHnE6CR4L059J2zunLQSaADg+IZuMqWL+0tJry2gCVXR50pcQE6elEsl/UaJAwiTQIiPnxufeE7L3Zyuf69KnO44edhp0YeTaffZHqfn6wMqXpgabP3YKHACYRyIw1iXs90H2gJAfVbScGmYxwLnIQPCiT4eJ+oDquHJMB7E8NxQgB7M0z8XcI5XtstEH4sT9WGyjMVYC53teR0HcKKPxWlZrJtKJpcEGgA4ucaraW0jgUYCjQQaCTQSaCTQSGDcEmgA4LhF2FTQSKCRQCOBRgKNBBoJNBKYXBJoAODkGq+mtY0EGgk0Emgk0EigkUAjgXFLYCoCQCLl/w9Jb5GEJ+z9JeYa9mSUk8llOm7BNxU0Emgk0EigkUAjgUYCjQTOlgSmIgAkUCoJ1N9V4mb9iCQM7FcUI/yJmhP3bM2R5rmNBBoJNBJoJNBIoJHAS0wCUxEA3lVS9XywjCWhRMiQQRBPgiF3xs6aaDlxX2JTsOlOI4FGAo0EGgmcRQn8gqSvl3RhSfv5DyVFIqFsTlQIy0XIJDJG1XnaT3Rf8/0EkMBUBICkDft3kr6txMS7TtK/KapfXoSJnhFjAkybpgmNBBoJNBJoJPASkQCxXz9WgFxfCQFG6lDiMJ6okPd4aclc1ADAE0lrgn0/FQEgqt7fkvT2ovLdV9TB/yjpRDkbO3PiIj8mPwxiUxoJNBJoJNBIoJHAiSQAa8ZecvREF47je4JTY+NeF4LnP3MSdb5SEvEkCW5NTNjjFQLC/5diQ0/A6wYAnoRwJ9IlUw0A0t8tkm6RBPMHcCPY6B9IulrS97xABvCCkoB9Io1p05ZGAo0EGgk0EpjYEiDw+xMvUhNnzJYOHXhu5TslrToJEPjjkr5fEjmOj1dIdXenJILA41hJwOsGAL5IA/piVTvVACAnmj2F2v6XSqhMZNIqkULpRPkz67Egi8PAz217n2b052FremQpO7bw2WFNb3041jV8yTW+rr6+ri2vyGeMVWf9WV7Zfcx1h0VWMtrplJRZ+19f/wV90w1XtB41RwOaqUOtvw9p5jGdynqzLhee16NndUCz4rkjOieeM6xz4uph9epZ9bTuG9V0PaveaN85GhHPGFGPejSiXo2oS4fVV9owW/uj7pkaeo6cueeQ+vS319+qt97wJh3QuRrSTPVqOO6h/gHN0X7NbtXvZ8zQkOZrn+gv1/ZoWOfqgJ7WnGjP7KjtgHg+hTbTF7dld6x9yJMkHiQA3RfX7NP8uIu2cT/94xo+f1LnR1uox3XSvl1aEp9vvv4PdfUN17baPaC5MZLna7eORC05C2ib24ic+Jv+UHgmV+2NlKTZvoV6MmRLG3ZokWbrYOs7nv2wLtIcPR1tnqd9ulL/FN8/rgv0mFbEs75GWzRPe6MeZLBP80Jmi7WzdR99+Y3rd+maG96ivZqnK3W75mpAo+qKGcC4un2LtSPaiUy4D7lzLc+/9PGHdOeyl8XnF+qx6POjulBP6IKYm7SH+UUbuAb58NkTWqatWqEl2hl1P6KLdE5JXoLMqdvvEfV4ntBX5M/fzCfKF67/a737hvWtecR9Q5oR7UcGtGmmntFC7Y5+1XPO7z3XHdKMGLdzi8y7NKo+PRNzhDlNPzyHntTCmL/cw5tAPbwPfJZjeTj6yRXMTt/HiLieeo3h949ef5/ee8Nl5c06p9yXfeFdpdD2nFv5N/X6/fQ7zjzmOt7l+h5+93z2tcwPz9Z6jXAfvFbVbW2vf91xL0/z9Z++/ov65hueq5XknuOti34uP78vUlif3TI4OKjlyzGX05ySO/jFaFDsSz8hCRqQAu2HfdNJPPdaSR+X9O6Sxu547SPHMfb0VHuyOc5fjL42dY5DAlMNACKqe0ty7v9YDF4xfv0/kt5R0imdKH9mLe540X5x4Hs0u//4AO9kASALOIVF+PlK50LrBZKfNQCkHi+gnQtwvQjTvk9ed6v+nxtf03rsXD3dAl986M2nXU8Cy06gyif7dW58DvzKNuVizqbK595k6mtygwPGzIyNtU9DBQgOx1PYJPmWz+v+um3081PX3aKvv/EaPa258ewEaiMBTLibz71ZnKv9US8/6Sv/ADK0g8/4hHt4Hn/zz+2mB1xHm3ZHWmV0LZkdbYH2xnV7tSBkRru4l+9pzx4tEKDxKc1tbZg8ledt15Lo4YPX/S9dc+PXhdyyZQkAF2lXS348C3nwDH7yDMuMa+fqqaif59BWnr9Iu+Pn0zpP27Q8rnGhvQ9pdUtePPX1+kLIYLuWaqtWxrPW6f5oh8cIgMnzloZGC+C5P6R1w3VP62tvvDYA6Gt0e3yOLPKQkCCCn8u1LWYEbQJ88ZN2LdUOvXzHQ/rnJZcGWFmprVH/Fq0OmXue8RP58EzaRXtpK/2jTTzjQV3ckgEyma+9ZeaOtuaI51QCwJGoj/L56/5S/+rGV7cOHnxG65G1gYvnkOePgSHfJygDaLXngsEKdfAc7q/nNPODOcF3eZDJ8TMozfr6WvPU64vntuea1xL6/IfX/Yu+5cZXRdupk7r9ztVAzO+0+8aTfejhp+e9ganBp9/xem1yP7mmPuyMtbbxvdc9A9DO9eyvrvuc3n0jvnpjF69InWuS6/2Afvu4956pLwCAc+aA/V58APhLUuvYzlH+P2Unnw94og37iCRSV37ieWTyLZLYPxkMmIRrJN1cVM7PZUDOlHCb57xgCUxFALha0q9Ien0ceqVtJS4gxqyUk8nZaEEHAPz5ge/VrP5kw7zQdZ7AT4YB9GLryuuTuBfY+hn1aPt5LwQA+v4aAPqZ87UnFntvLmw4dekEf/UmwrW5ZeXp3d+5fwalQAAzlN7g+MybDLI04wfjwobpjbeWrzdXNoivu/HNZePsa4GMEwFAAIFBGs/mGQA17quBp8GrgWVelwwbIIzvFwaJrAAptJbPAFPeBDsBoEE6GzIAkJ8PXfc/de2NXxvyM7jhfgCcAUUyT4ee00bLhWcCsgCABs4AIvpjAOg+016es1mXRNtpE/fA3CUAXKKHtCbadpnuKcAqwbIZRgBamz2dq//vugF9w41vCvB4he6I+mowwXMMAGmnATfPQK5LtF0b9t2r2+etj+9W6pGYKwA7A2L/NHAETHKA4Jlcx1jQRkBjPac6AaABFTIGbNIuH3huue6v9b4br2gBeNpNzw1g+dsHBOoxCK+BH9ck8ErQ5gNEMoMzA5BS/K7t0sLW9TUANCg1WEKmlr/fs2Rm87BRHyQ/et2XAgDmEaqvAMDh1hxtrznHHmT9jmb72gcf6qlZN39/PADodas+RNXrW73mdWoxLJvOQ2r2uc1WdoLMThlMNQD4A5K+WgSLfgK7p+cBgN8uBUX6XkmfOWaxf+4f5GZ/T6VKRvXLXoh2DWAIiGzKJJDAVASAp3NYXjIA8MFNj+qyjYtbC+pkBIBf3fSILtqYQIVNzpv0ZAOABzd9QZduXDqpAeCfbpqrizeunPQAcOumr+rKjXMmPQC8b9MTWrfxgkkNAL1G1Qt4AwDH3M5iX/qfcTDNgt7k+44PAH9I0s9KwqnjtpPYIGERCZ/mApmCSpgwMpxm2rZDJ1FZc8nZk0ADAMcn++cAQJ90XW3NVJ3oUWaY6pNt5z21OqX+brwMIHXBHLxQBrCTcbT6rGYOagYweaNUDfO7mcRaVQtws20WjFUygcldWF1Wq9lgUQB8bj+sSKcKOJW4qZqmwJD55/EYQNtZcafto9o2WanCNAtF2/gE1SUFNV7NAI6lAvY4u/0wVzA+VilaBUy7GXfUy1bzcS+9toqZ59tm09fSPtgxq4jbDOBcbdWqFjNJXTwDBtBqe+5Zry+H1M2occ063VfUtmnvBsNIWaWt0R6P/z26LOqCiYM1tLraTDY/aXOqgDEbmN0CJ8gKOW4YvEtf7r80ZLxGD0V9tJuecj/jbBaNtlEXDBPP5Dqrqjfr4pCN2Tfk2Pleml0zA2nG27L0PKSvbTvQZMg9P2rVthnAHLtUASNLmx5YXcxzaGf9/u7SopbZQn2Q8TywPS3ygy30mtPZrpxfaR/n390O6vI75zHvXHdsg1ez+2Z5bapxrKYj7WDNvFmD0KkCrlW8XF+rkTvVt52aE5taHK8Oy8Z11n26TjedaAl+0b8/kypgjNprAIje9jgMIGrcZ2NJzgIuwEMZBw8AIUaL95XIGWMBxMYG8EWfOS/OAxoAOD65BgD82YH3a1Y/C217AcyFLRdeq3Y6H9W5CR1PBVzf1wkAvejXi7yfVxt0ewOo1ZjH1ptQzIAsbeLScSEdOtoRBbwod9ZPfYACNpca3Pl6gz9/V9s8euG2E4jVkwAH2oAK2Ko225F5c6sBIICo0waQ68wK5r3DLTBFPzHgT9Vdu4Vpw5c2gPxzXw066CfFwIG2cTebOQXQ5P5RP9cjX1TGqIdtO8fmCzDgXtt+LdCeAGd8xnXuZz4jnUr4jL/9E3hRG82bwUUW1AX4Q61qIAZAst2gx32L1hRAm6o+wB79A5AY0F6iBwNoGXgZeGMbOHf4KR3u7tbQ9JmhMqb/1Mmzbe9mORpo0U6rRz336PdyPabLdVfcnwBwS7QF+dEHfvdYmOHlGspjBQAiR9p5n9a1Dg88/7zW3E4bPZ7LeFGspvW4JrBOYGt5dwIt26Uyf2ibDwsGw8jXKm4fYGzKwLORj8fA84B25BGjtzUv3Sa/6zyHsfH8sIrWqlnLs16D/B7Y1nGsQ2cNGmu1vVXcNj3oXL/yubkGUtpWwu3PO81asm15j7/rVAHXqubOa/2s49kZ1k5wP6ZfH99qfxruPpMA8C8qmg53r2/O9r+YzienQUJNFWdSAg0AHJ+0GwBYbHAsxgYANgCwAYDpTdsAQEPQBgB6fTyTAHBTBwDc2ADA8e32L8G7GwA4vkE9rg2gT93HUwHXp2w3oT6xj8Wu+bR8Ii9gq0d9uq/VbjWTV3e9Zg34vPYopZ76vtq43CrRPMGnuskOIGZXau8+O2xwbacTiH1Dzba0vYGTWTEDyLM6PS2tsqPe2tvX15kVtCzgtMyemRmrGRTYJTOAMEBmQWFcavbGz6Vt9A3VpRklqwHtjUr9MIuo7fhpmdlpxqo/roe143Or+OycAkNk9bWZp/TYTu9oc5j2asbhA1YShwjUtNnO9JSlXxmOJb00zbZ57l6mu4N3Rc27Q0vj5yXaHAyggb5lBFu44MmMPDY8S3qw7+J4Dh649CdD6+DNnKE9+J220AYY0E7PcFi6K3RneCbDWuFkwpjwOyp7focNrJlj2EmzrKiz7VxBG3g+3sU8y+y2w5kwTsjDbeB7GLJ8Dw617P/43O+U2S3PUTsv1U4gqYJP9T3jnU5FaR5Vz6HV2tJSm9I+s3p+P2zL2mYAkzFjTsBcmtW2c5LXHL9/9bttUwgzsJ3qXzP+nhNm683u2aHIzG/O4WMdMfy+H48BdN1mUr0O1XPguWvTserlzmW7dr6rGcR6HZ1qKmB0tTmLJd7MqxoAOL7d/iV491QEgISBIRuIC0ZhBNh6l6S/LCnhyBNMUDwMxX5H0s8cZ+yPAYCdHnDeSJ9v3tTq4U4AWC+uWVd7Eazv6wRvtTrYtnDcP1ZYmLYQjo0tmCpYAscnsBsLOI6lYm5786atXwI9YpmlKrkTALqP9WbMc2sVsG0C2TQNftx/P48Nyc+wetXyb6uA03aM6+xRS3w/fveGXNvq2QYQ4GAAyIZbhwCpVcC250IuqHkte6uYrQrsBIBWA3vjB9rQT4CSPULT9ipDqRjYWJ0IwLO3tNXJtNkMFNdzDcCtBoBW6RnEAIJs08dcxnaPPmWImqUtVSyA2XXTf8bnZbpPi5/MpAGjvdKD/QncUL+izsXuzvaSjAfPQe4+MBhI+/BA+2sVMF7AgCirtN2e+n5AqIHpg7qkZS/q31OmPSFbq3WtZgVo+v1I8J1zxfMQefC7rxkLEFmeaQ+ac96hWwCrDh+DjGzjSn2Aas9d5hyyccgcz2HqdOggv9/MCVT5CQbTxMDvLJ+dCADWcf9q4Me9tUdtHYHABzED3lqFXN/ndtdq4dord6xD7FjrieuxyYXXsc41lfnoUgPA+vqp5gVMKo8aAL4qBdSogJ9vQ55i301FANg5xD8s6SclEZkdQ7fNkn63eEVdTIzkEjbm18aYG88bB9ALdc0Cdi5OYwHAmjGrn3kiADgWmOsEbvWJ3uCu3c524NWTBYCdDODxAKDbZgDoDcoLtDcH2zyZeTHjYFBoFobn+FqHtnB/DDS8efDT8fT8GfZhyBlmyM4CnQwgmxzPdxgXnmcA6GcZuLBB8ztMGxum7fmoEzYLoEkfaQehYPhZy8TMD+MFYDNYATjwHf03EHV7bG9WA0wDKAMXM16ASgCgbQBxlLAjhkPd8FkdVqQTAPIdTJzlBUsGyKNf4Rwy9Lh6DyYAvK//4vgO8LVKj4T9IWykGUA7bRj483e2Pe3eaP8Vw3food41AYJxAgEgG5QDVn0P40g/aS9zmTkGA2inDJhNOxBxrQG/2WGeic2iWWnAqllZxsKHgvp6g6KaEWsD6pybFDuB2DHJgc3NFPJMnG0AMD4IMDdqlt3hkHzYMHiiPbCbtMUsoZ0keHYdN9BzjTr8Lhiomrk3k+hrza621xWCVycTX2swahbxeGFgxgrR0rle1XFD63USuT4fAKzZv841ugaoUw0ADErDPgAAIABJREFU3h8hirIQaZIk98cBgO+T9IOSSAEHZjxRRo8NJWHC+pJO9VZJPxLmt02ZVBJoAGB6N2Eve30JgEn8TCzCnSrjP0gCJH5NAwCPlUDNhhgQNQCwAYANAGwAoA9aZgAbAJhr55m0AXxkutRfdvjBo9KqVPKMxQC+reT9xWn4wycAgNRISrk/kkTKOE46ECYQKEXLPKkw0JRu7FQHgG+RhK0swaE5vdz4AnMBj6kC7mT+Ou0AO0+3Bk9WAZ+IAbS6w/XUXnLU5XAoVt0eqxJOZiIX6FTL1p57Zi46GUA/yz877XX8DE7qtQejWRU/0ypK97kNHDOtlr2AzZDUXphWAdt2yAF5HdjW/YBpcv/83GQ92p/D8tij1mE4zOBYVZshWdL72OoybOHcV7NVtNu2bFbP1l7APNnhP8zAmM2hfQ7NYRtAZyZBFrCFtiODSaQ4kLHVvLCO6S3d9uK2fV2qjPe0mE6rTB/RyhZzlDze/hJkOWVEwaYuZTu7FdgaWVkFbPUwcse+cOXg4+rG3bBb2nL+spatIQwl7KPt6szYOgSM7TbbHtGppl03fJ929GJBuDTutyct8xvGzmF2LENUqbUK2F7dBIIGgDidH3aaZsx4tm0i/Tt9TE/2nnhubVtXs5SeLw7HU6uAzQx7nGEA7Rhib2Gzda/QPcfNWNMGUm11cr2+wADWmUmsAq7Vz66Dn2b/+Gnb1k4GsF4T7EVbq7zNwtfzjbo7bfpSJZ1Bqevi63x/vT7VamCvh66nrqMOA1N7AHfu5jWTOtUYwD39xwLABYMhnedTAZ9MOBdUF8T6g/27p8ibbFp/2hEbsHMomr8noASmOgAkBRzpEgmASeH0Q4DLb63Gaq2kr5RYSJnvql2O8QK2mqJeoDvBn2+tVSj+bCynifphBjid9i5jAUDus91arWa2YfnxDLGtIrYTQR2aoQauVq3UKaGsUrT6bKxwLzb4d7/qmGGu0yovb9pOhWVDfrepjidYh7WowZWf4xAi/E293sQABY4LZ1WTjfdrG0DLHDWpx9TAjTq5h7+pi4LqFuhIwd7LYM2gyZkmbBeJXKzuZWMG7DkTiNWyqfolldme6IPVk7UNo9tWA2euM3j2popa1HPQ4WAAoLWdHgDQmUhsG8iz0qklU5NZxRkwbWhHqICPTpe2zlsSAArAzPP5nv7UNm4ZTiZjT9rpxiFdAGGom52Gjvs9r5CnnUPoA2PIPMROELnQJvrnfgF2rQo3qPOc4lrGqQ4Dg3wzn3Sf7KDBM31Aqc0oalWuAaDtLBn7OmZhqljT1clxLfkM9bnnj8GxHYiow2Nah2Tx56jY07kknYAce4/f/X54feBZPoA4nI6vq52q/M5YXe928zcHDeRTAzA/p3b+8Dth28R63esEgO7LWIdL29HWa2p9GO08bHesz8eoqqeaE8jAAqkkqNLgEWkOeTrGDwCpw/F0yC4Ho4CdPN5N39Up/+bviS2BqQwAl0h6VNI7Jf1NGaZTYgBf94OX6ZyermDSXrZxmS7bSNW5cDcAsO1AYlutTvsmMyMNAEx7vwYAZnDkBgC244gaqNUsG2tLAwCPldFEBICbNm0S/2IMR0Z0000RkPrFdMYIYmJgWQcAfPy0AcCrJf1WMYsCQ9xVgkY/ObHhTtO6TglMZQD405K+Q9KaSiicYH65wwbwA5JIlXNcG8CfGvgB9fdPaxkq18DPqhOeUYdjqU/ZNcvmU76v7xwwM3e12uSFMoCus9N4OtW1mZ3DoUUM1qwazna5V4A7vB0TulEcpNeqXyef9zNrBtBhIpItSCbIzMdYKmCAkbNhGExyL202A8jfVg3WKiaYrFoNZ0N2M4AG7FYb2sHAzif2uDVTZHWhc7XyLHuYUpfZPLMnzs1rVs8MoIMgp7r3uQ4ftLlWDfMcq6yd69Y/rVq0PJMBO9QKxExfkT9tAjjYk9P3mYXzWNSetw6QDJOZ3sQHgs0zA8izFg7vUt/BI5p2WHrifLxee4JBZNyWHt6hw9Onh0MHqni+s1cy7TXTaNUr48z3MK4weGZWaQeyRPVpRxp7hqdXcapKfQ/jZ+eWDO+SIWXMTJkRs+c4daKypn18BztHySDc+W7Y0WYsxwsYOHsRJ2jLe+zh3Q42njmnGU8CWI/FAHK/D0f1vPb48BnOMB5Hjzs/7cBhxya/f1YBY1rg59vsolMr0ckAmrm0A5XrdB/HYgBrj/l67fD75s/GUgPXa2HnmmVV8fEc4+p103VPtUDQf7ZY+vwzKYmR/8veu4DpdV71vcvSZMYaSTOSZcuxYjlx7Di2sY2NTQwByiVwHKDQAwfKAU4gD025NFBuhaaEFkia03BtSuLkFEjhcC+Q5hzuppRLSHJwYtdOHHBi7DqJqWM7VqQZSSPPeEY6z+9d+/d9a758I9keXezM3s+jZz59397vfm/7ff/7v9b6r2MRN2eQ/npNwOyXWMTwjcf3Dw2gV0UEuYSv7tPA1Zn39P+8UQEg0i+wf2/oInwdKSKgPtRN7Nd1oO8PIuKnI2LNKOC1AODQPDFUx88Fb6ib5Y31tXHRqyYWTR4CLYHT6u+HfjY1XZKAqppNXKjZrAQogroTAcDRckwK76bERsnG+WQBoNk2BJRuHJrxlCrBnGhdBXoCQCMsNbtVH0dAB5G5bjyagCm/SssIhmhDTQWXPnzLne5aAlXBiuNBfdgcEwDiu7dtAPoTUB8ZXDcqeyJYokwjfikH6RNTxGmqXgsAptk3TZXMlWzb/qZN6OatH54+dAIErqXOmhOZfwAw+kxZEkx/mKbxAaQ9mkm5H/dqKfXmj8TEYgJAvgdw0KcNnK2sxIObL2ht4rdRAMh91MsDhGH21QRcI7G5TwWAgkPO52A+APqUx0EqBeBJ3Wkjpm1903QNMJqZ+lI+oIrPSNFUACj4EzTVyPF8lhbbfercTAC4ezAXaoS7/pP6kFIPTd2uDb7I+GxWAIgpXF/YBICZvWctAKhrAv0gCK6SLlX6yfs6n5xfznHZSNs6CgCV2qlmWt1cKgD0c32x9GWwWgsEttX/uK6Ja223GxUAzl0dMZOZL2N+JWI2PfbWCwC/OiLeGtE5VGfx+LoAL2+MiPc+/WFPX0N7YKMCQCbxr3aRS58YmQ5XRcSbOx1AJvVbIuK1a0yZRrUfDwDWAIsK9nLRy4W6LmhPFACO1qfqfz0ZAFgXYje3cQygAHUUAMoMes8TMYAJDoeBJ/rWrQUAZSIFNPof6Sum2RgwosguwG304L5D0dzUGXRj9zP3GAWABkhkIEgK7xr8IUvoBiMA5P8wPgJA72MbBU4JVtIrjPYAgCiT/9FODgEg35vazNRhFQgqR2JAgmNIOQRoZNsyNzBHzamrb5cC2urdAdrU26M8mEbADeCMcvVX4zd9DLcsLsTW+aMNAHIo/tzGceXIKgAIE6eAtUAM/UTK02+QfoTl0qeRe3J/AaD+nLRPAMj11Nscz1zP/6kDf2H1fMHgvjKf9IPC2fpq3hC3tedTUOd4jbJuPsfWpwJ8rq+6kKbto585HyA8DgBWc68R9/WFLccRBnBqYH2oQSC+TAn0uJY5lmx4MoA5B6faZ8vmO0GfoIz+PREAVPvQFyKfpeoGY3l13fHz8CUU/dB8yaoaoq6ZWb+8S33JHg02cQ3YsADwhoiZ5Bpifjli9rb2cRwA3NRF/hIEguwZgA5GAXFFcgLXAw1dFGawjP1idx2+gN/X6esmz9gfz4ge2KgA8GQNTg8AO72zHgCm6RmQ1gPAHgD2AHD4MtUDwOF2czplYOY+ZwQAkhpkPAD85g7MCfbABXz+woi4P1Iq7aURkSVEfHGnk0uAJOfBLf5wRLzzZG2sfTmnpwd6ALi+fh5EAc/MHBskP/eN9kQmYKOGKwOo6dQ33Fo9y6vX8bsyFZ5b2bTRN/lqptHEYwRg3jt9lpQRGY0ClgG0HE3A1o17G4WrKUs/Meqnedg+si21Dvym+WiUAYSFMmWc91Y+RPajRj9aXxlAyq6iwArbDsdsubU9TcDpb6aMCyAX06J+e7BpMqC0v0YBG1Hr/bknbKLMRu0HTdh8JwMou0c53JOyYeSog0xX+hUuNWaups+DATVlHOem3MpyO4cx4TPRudVXkjvrUycDiOlYwWVZOU3m1K9Ge7d+WtyfPoCfiNh/6ZZm8t23eVcDxI09WlyIfVMYbJMdVE6GsmUAMU07RvxuhG7N3EEdEHo27V3O1SNNcJqDeaDJl+9pA/9XBFvZFSOZzdJBPdME/GgbV+pJOjqfB34bStVkpg+fP/7K2Olr6Jwwytm5QP2G7FhK6FQGUNeCWjaf1zIB16haWb28d461kcHcn7aOMoCc55pRFQYoo0YemzoQtwIP1p5q7q4+h/rx+nLoNVU8vq5vMoCuQ+N8AD1/1I2m1nt0SXdt2nBRwC8ZAYD/rfXMqQw+Wd9u2l992nugB4Dr6/JVOoCji6f+KeNuoXq/G8c4H8Bqbs2yjHgb+hRqTq3yDy64Ome7kHuv0Y3FcquuXcrApI+gQFFgVcsZ9QE0swPXVQBoH2hmdKPWn0mdPc8zy4USJnxPnfi/G4OZDjSP1XbXPndjfzAyOtvsHpouNR3zGxsY5j793rgnrB7gjT7W5KaPIJuy1/EdII1D06l9BkipAJCNuG6IBiPwl41TUKcJlL40A0eagFOSg7aZm5d7KGEDYKQdmFnV23Ns+GtgCeUKRmpQhSZV5VboY6BbgoCDLahjYfOWDgyn/M2O+UPN/w8lnP2Xb4nphSPx6HT6AjbfuIW5eHiaPMgJCh1bASB1InWc/alWI+ZK62hZmLA1EeonimQLh3mHDbwBQJvDmfaSecOXJsozOIjvGPcMEEppmmvjzlb/6iPpvKYNo6kWuX9Ne6fsEn2rP26a4zO/9agPoMEwzquars25VP300Dh0LVFixrWCOTCqYci8M6VefVHks6bg+uxY//QhzdzRQ5eJdGGR7aySLYJ+fXctk76sL6HVx8+Xo/oiWrOMDMvo7JrFjaauj6PrrUB9o+kAzn1FxAw5PTABPx4x+3vtYw8ARyfIBv5/DwDXN/g9AGwsQ25obkQyFT0AzE0/QUkPAHsAODmQhuoBYFouegC4vg1ojatTBuZrRgDg7/QA8JT09jO40B4Arm/wBgBwdubYKs0/30jHmYm8ZXVark7evnWfbAZwVH9vyChmBol6X9mkURMyda9m4HEMoIyAAFBmifsnA5hBINV0XQNXuEeajxYHrBPfwejAsMn8yHCsxQDKXMoAEtHKZ1ks6pHthLYayvTA4BiNCftnMAHnGT07ygDCkMAeyQDCOmkyzPZkDlUO6q8siOys5l+ugSlU3BkmEZYHNlezMKyefSQDaPSpbVUuBYkRGcBq5tPsmeZ5zN6HBgEbtB/mhvsposzc8HvKQfR5cWoyljZPNgZo1+KjLfijWUXnVjOABuXQj8raOLbKqwCPYabuiqs7UaGUImKOKE5t/1E3mFjZJANgZAC5znzC3AdzN/3NZ9pLZC/9JCNq+RkEsqONleZSzMUcnG+fGYDk2PkcOe+ZM7o9+J0MIGVlpG6axflbZWDoA4OLvK/PXGUF+Y55r8nc8jQBKytTGUDGgehfxiCjzYfSSwYPeb1rVL3nE2EAtUTIUGcYB7EEw6Oypqu/Xy2z45o0ukRXhYQqi+U4jJ6/YRnAb4iYyffPmF+KmP31NQHgk8kFfF5E/GREoAV4bhM8iPjNiEBWbfVAr29v7a8+DT2wUQHgZ0fEv42Iz+yindA1+tyuv6+JiDd2UcDk3kLl/MfWGIsGAF8/9/LYNpMq/y7WawFAF27+1pRuJwKAbhy5KaQJuPrBDBfe3Ngsz3pXXx6/GwcAayq40d9tm9dr5s22Zlo5N1XO0c9NExvfKQGS7RluDjWKWZMb3+GPpalMAKjMixp81UxFuW5adcxMZ+ZGqZ+bIMNxMcMGZdMXec+HBz6JgLHM2pGSKW5m1FUJEeovABQApHcfpsXsLX73SB9Az9g2SNvGZpwAMLN2mAHkkrivXSqAMKMGJl+BCoY6ABcRr/xlXGwz/akpXvDD5s419nnLurK4Px6YAsimbh9maQHFnvlHYmUiYmE6tQAHAJCKPRbx6N5tMbmyFAc272j+i/Ql1xMNqz+eKeoAJkbdAgCrHyr1UTqkyvXYf2kSTq9Q+oV5qCwMpVJf+hAAyG8CQOcfc3YcAMy5uiuujrsGbhAVABqd6vPis5DjtG8gf+Pv9WXAZ9X5bzS0Ecm+fOSzni9nHONMwABh1wbKEyRzj1GTLOPA8zcEgMP0i7hBKHtUnxvN1jKW+sO6Do2agMcBQOWZXD9szyhgqxHxdT2sa6brXi3DKOceAA5GLhnAbx0BgD/Xfl9vLuCLIwLA+J+7AJHnR8TbIwIPQyKB++MZ1AMbEQAC/v6wE3eGFH+8A3voF6GRcU+nA/iaiLisC4v/qePpAPYAsAeAPQDsGMAeAPYAsHshrHqH7om+AAlu617ZA8CThhwSAH5nxEyX+n1+MWL2TWsCQG/8RHIBj6skkjAvj4jrTloL+oJOSw9sRAD4joi4NSJ+YEwPEw7/4yOZQFA8/67jZQJZCwDy1jwu24ZRe5UxrAzCOBOwb/m+edc3YZkEWcfjMYC2uYpJ++Y8GgTiuaNv1r5987uRhlUHTXYkGcB0prdNfuZaAz1qtgPvKauj+ZXv+Qx/ZFmVAeR3GVV/H9Z/ubFbyQIlQ6oQdAoMZ3CNjImRxsq6DE3AS4MctJTFISsD2wS7ok6h2SeMiDbymGuq6S7HcZijlfOpE3WAzYG90swnA3hZ0yof5n2FQarMF3WDzZEBNJJaBlBzrwEQRqXCVjGXMD83PnL+SDw6M9vaZYSz/p7P/vhcy/m7sHVTHJza3gI8plAA6/zzHzpvto3HMKhhspVLe5gDlE/9MmJ22yCvMEEgMmD0mSZJg1AcUxlAvpchvjTuG7gN0CYZ12QAUwS8MoCya46R5nMZJRg/TcBca+CM7JQmYMc0TbfJGmc09+KAjTYy2+e3mmaJXsbs7xzN9m8ZMOqqBNQgEueNuakV+qbNoxHfPhf0Zs0sY/19/tQ2dB1hfnjP5GjJaY2geZquNb/Kcusu4jNmAEhl9+szsxYDWN1RfL50X6mqBNmX+Txb53G75oY1AX//CAAkncH6haDHdTHJEh6KiH8y7sf+u6dvD2w0AIhCMI5YPApfEBGXdDT2v4uI/xIRTykXMABwdmaYtF2zlAukC5WLtv+vC2AVNhaIef4oYKzTKe+VptS1ACDfswGN8wF00RYAGTmsKWlcXev99SHT5FRNT8pDsHG6oeGHZz1S/jj978xK4qasn5QRuArsEgFbg0xq9LBge9QEzDhUAKhoseY6Aa0A0HsYSYvwsL6CyI8AaioApM4CQIElpjklN2gfoMuNk/sBdOx77kv98CFUekYAiMlUsANgoi2mJxuNAuZ3DgAP4029r473t427AlDABqCOg/EQALK5GoG8ffFgk3Q5cA5mw13p59fdn7Ha+cCRiLMjFrdGi/Q9d2FfA4DHpiKWzs7v9KlTMBrwrjkWKZGMsE5zaUK9LU3ehV/ojwSbmdkiBaDTBM38wa/Pw7lC6jrqxvhpUOdc+1CAZ2Qvc4/5LgBkLtUMGdTLcxMAZjaP6k5RJZw0q1cZGMdYd4hxoIV6K6DOPRQKr2LTrgkVeDHPiWwXTNpm7kFv5stZAiQO6mAUcPWfra4bFUzJ1jkOCdrTJSOf2QReFQDW9mFWNl1eXTOqTFM1cSfwy1XBz5UxrH09CjbrWmqZfrdhAeAPRcycnT0//1jE7P/ZPq43E8gomvnXEfHtnTtVpuLpj2dMD2w0APiciHigreURX94lsf5HnRMr9PcrImJrRHx9GUHELvERxGlrdIIPfADXAoC+fbsoVd+VGnwgC+Tbb/UtqgBQXzvqV8sSXPB9lUNxEaxpyThnlAGsiy/3EwC6OdQ37HEM4CiAqxsDm5Q5gM2IkJtUbhAyEC7q/mVjBygAnpRnwd/NTWI0S4AbXdW3s/0GXsiOmFLOjBvUhzpyT+6hX1pKz+SmR78KAAEy2cYtbcsCANI2ASC+gvjOKXmS8CZ90qg3AFB2xbFvfoAL22PX9KMDFo7rHzi6NzZvStkU2ggAFHRSHnp5VdpGEEE7OFcmRh86wSptpnzZVmVAGoBaOBSTjyXDh3YftddfEt++mQeXGgA8PLMpDkztjPPn98UEDODZEfPnTDbfP46qnQeAA7jVLB30Lf1mwBD+jtSJ65z3lEPd1D/k/9n/6Qvry49yOPyt8kFqKQqCAMXOa+5bGUBfaOhXPuMD6JHsdQKUUfZKH0bO5dmpAKtq5QmQtA5QjrmJuR/tkgHlPrJn9QXO9jqnfQEUAFKmADCfs4XWl+m7mjIw4/xnadsom2Yd9C9MBjDlayqzOLoeCfzUAqwvmqMA0P41uEsAWP2YXZ+8z/EAYN19Bcx8t+FkYF43AgBf3XrmZAJAMmR9U0S8JKLTYHrGQJ++ovTARgOAADYCO14fET9UpsAfR8QdbS+JuCIivrT8hs8gCuc8OIdGpk0DgJ/7yitjapLOPBafdtOeuPymvQPmogeAbNY9AOwBYDJ4PQBMS0EPALMfRq0glQH8VAGAt9xyS/CPY2lpKW6++eYTAbH1opO2L73tFRHvzHixWFqOuPmvTioApBFf0oE/SJX+eAb2wEYDgAzR30XEb68BAMlx+BMjPoA4uH7niXwAnygDqLBpNX+2B7QzRbEkymDJtGky9c27ZgnR3LwWAyjjYNaKakLiN1kWF1v956ochGak6rPoXNcHcJwJV1MZDI8mMHPpJjOxNgPI78kADn2OYIvITmG5StBUNiD7Mk1IluF3mPeUp9BXD7NkNdOxMZOZwewc3J/oWvO3ygDqe0X79b/CnCpzCpOVGRdS8NlMFjLBd8S1Azkcxx72b+Hgljj//My1y71b1OzS7piaJCI6GUDMkpTjvWDGlFWh3tSDeskAem76h6VJUBO2vmrWi3MuWHwwM3qsRCxPRfMDpK+bGXxlKaYWl2IKLnw2GUAYwvMXHmkm4OWtEQdmtg2yimDO1WzK9dyXOYBpn//TRl0E6AdN57BU1f+LMsyBTH9q+qxjzO/0M+MnA0i7YEQRjk6T9M5mFufQR9HnjfkG0yYo0QTsXJfN1Feyrvf0TxXSVgamuheMyh/pImIuYK4BIBsRXk3A1jHbO5QtYqydm8xTzPswjmYWkQ1kXtQoYN0dNKtWkXBNvtS9MoCWP44BrFYB51g1AQ+f0eVV2XOqokG1fmj61Z3DZ961smcAj4s2MgjkjREzXVr0+SMRs3iyrz8XMAvrL0cEahmkhMOa1h/P0B7YiACQoI5XdSwfO8FXdCZgdI0+GNE87P9TRLyuA304uOIz+B/GjPGTNgFXAFh9VAQB1QwiQHPj0PfGxbaagAUDsgtcK0Dis/5JvnXXhVezsvem3Op8P7rgf7IJOE1OglH/uoFr1uJ7PtfAiXGmY87TLCwAFAymf14mi3ezHgcAq58h7eecJwoACSZI0+C2QRo4/e3uicuaj5qAwrRWtB8g4ziQQaP6CmoK0+R9e9ywKtH9waVtceTQdCwdmo7dFz04CJBgg390aVcDgPYFAFDdP9qGr5+BLfqFMfYEi7ywBbWjobh/kDmEc6sJ2/EdyN4sPNLMv63fJiIentnV+tpsKGT4mNoXsTwbcXBmSwNYZAaZ+cTSABBqVlVihTHXTJ4m4DSrawLW5Eu/8pl2ywY5loB/5y0AXDcGX2rUTsSkCtvoCwb3049Ss67XAAgN0KBfGHf18fLcBIvcq0r/qBU4dLHYvkqvELCV8y6jYpzzfBaU+SwCAJkf3I++5C9+gDUzhy9Q9fk1wEo/yQoAlc/hfmr8aaY2EEt3hHxe0x/SF8kqv6OPaAWAlOsaMeoDyG/pM2vSxpSbkfUU1FUfaa6prh1DAJhCdpbk5ycDAHUNeWX8whnfpk9rLuCfGwGA39qaP84E/GRyAbNP/nkbrlT95DB3MPthfzyDemAjAkCG519GxCu7hwFGEBHL3+/G7aqIeHMnDYNX01siAl+HcUcPADtH8x4A9gCwB4A7BsxsDwB7ADhuwzitAPBXI2amsxbzCxGz/8eaAPAZBFn6qp7MHtioAPBk9eEJhaB9++RtWPOub76aVPn/Wgygb8aaLj2X7ytTNo4BNJCEczVfjbImVVVfwV7KhTXIe2RkaBVtrsyjpi4BoHl1K8OIWU8GA4bDgJBxJmDuWc1SCs/CfGDWW4sB5Dr7UyZzlGEwG4TME23DBMxB+QYAVAbQ3KcyIwRv0JdDE3AGgfA7DJGsSAaB7GhMG4dtlVm5I64bmJ6p78H57bF4ZDKOLk6tYgBha/Yd3dWCQOwLAhM0+VK2zCB/YWOoG2VyHiwg7cTkarQs/YKp0TkpM5PBP4daQMfm5Yzm5SCiFzaU35pzP0Egn1iK/eelCDR1hIUkEvjg9LYWaCADiCmXPoG1pQ8Yf+7NWNoGzsfUzaGAtpIrlKObQpq6M9pdRq8GI8j6EVULG5gSP8ttDDwfZk0TuqbwGtVbBZ7HB4Ekr5VtmhowkrJ2joftH3XjMFJdUy1tUcibcqkrz6EMoEEZT4QB1KTufKu5gFUZ0C2hBlA9WQbQIJRaNxdUmbnKALKW1GCycVaQavJVMYAyZU4NEnI9NBDneO4puSYMpbg2HAP4OyMA8Gt6AHiyNv5PlXJ6ALi+kVwFAKtDs6BCfx1NRppLarTdyQKAo+ZdgJb1MIJRUOS5o+bcBE+5WQsyjS6sPoDVT0ofM4Gji72LNQBQE3RucNMN/BgYoYl7uIkkTBUg6LvGho55zw27Rkp/MgCcHJgI7QPuLZCrPoD+7obJPegD6lwBIOepU1cBILWljk8EAGqOM+PFYOw7/7+jKxNx4Z5E/M1bAAAgAElEQVQHGmCjvUZtVj8+InuVsvF7/q+WnH6WN8Ttrb8SlAxNwNyT+mv6pY0e21cOxswjS03PD50//ACJ6l3YvCWmV440/z/AIRG/+/cOAWDTaFx4ZAAABfkAQKNiAQ60BwCo/iIAHLDn/BQAjgIh2qePH/390S6TylBPb7n5h3IebeZc59cDcVHzGeQAWF0ftw+iWLlflVgRWCjNA1j00H0hJXEy3Zu+vJiSAcmCL03f49w1BImuDfgsMo7c01RwaiPqO6qJvGbaOJ4JWB9A7uXn1SbgIXjVp1Fgq8nX9UMTM5I9PosCr+GLU2YsGQWAjIFRyPaVz20FZ1XrsPo7ul4KYHNNSRCuGb/6U1f/6A0PAH83YgZNCxjAwxGzX9kDwPVt9596V/cAcH1jOsgFvHVm0yppFUGFTBqbrYtYXTxdxCoDWBdAylHPayjN4lX8TYauLsyyby7glCGjUn0Eq3izMhEurgIlFnSABeULYmuXyXTIfI0ygDr2cx5l14AQxWXdNGq5awFA8r26gRiA4qJffYyq1IRjkaAnRWzZwCkHAFK15jiXlGKAQTZdZS8UFQYAyrLl2Gxp4y5YEzjrAwhQEaQ4Tlz/obhssIk1xufo9lh8bCpWljfH3pmUMQEEMm4GF9A+7oNfHy8Q6v4JdLh3+h0my/qiuLUFRNhe2V/aa1/IGg027vkjMfFIJ4aE+9pjEYu7MuUbvn/4BgIKwYyPXryt9QXgrYlXLz4cS1NTA/Fn7qvoM+PPfWVPlcuh/wHO+vzRb5xrDmKBD/VUoJp+SB/M5MCrDAx9wRwRDHIuAFD9SQDgi+PdbapRH15OmJf6yxocYRAQeYM51B7kezUWqZu+nQpe+2JDm0bns4BE5rn6AOqHq+bikwGAygvJEHOfBN35AkgdE4ZloEr1AUxAlWCQ58F1xGv059XH1N8tdy0ASF2qPI0vlbLBXJ/ALS0jazGAmtIZH31/Rxl+fQ0FkZRt8Eq1Amw4BvCWEQB4Uw8A17fdf+pd3QPA9Y1pDwBj+2CT4UMPAJM57QFgCjn3ADAXGJlAA0wAvj0A7AHg+rafNa/OKOB3RswkKR3zhyJmM9v98XQAyXmPFi7X3975yaOBu9ZB+jfy/5IPGDPCb0bE95yiNvXFnoIe6AHg+jr1CQNA3px5w66yKZXBUJDWiMQaNVgZQN/U9f+rDKBMlsyeDKARsLAKNQWVGxP1SP/ELa2OvvXLSsgsyIJVH0DZKVkIAOAwQi9ZBdOimZVBVscMFQ6B/ZH1mhiwXNUE/MLm05ZRwtXHcS3JDMqyXFgjTe8yUEqr1KhJTIiyJfrXjTKA+vbJUBAhqQmY++n3yF8ZCvoIcyvjQHo3+0n/JplfzJeNUYuHG2NaRZGp72jqN8qnfmayUAYGpgt/OBnKGpXJmHCP9m9xf6xMTKS8y+FO7jwzpzUGEMsmci9Kw7TYv8ci9l+cLCn/aBsMnaZTfUNhIzlDhq0JW3f3hnkCCOlHyP8BzvQDPpSwdckck15tfysf5hbmaOgDmBHoHDC39AH9wz/ZXqVlZNlvjFtXzQnGUCZb02Lzy4ztwbkcNbpaiR3aoomWc3VzoJ8ZA44qZu1cZNwR767Mpc+Avrq2XV86y/Y585klIl3WWVcNyhplAKnfKANoBL4C0PzVykDf2SfOmyqtwz1k+BzragKuzxVjp3mZ9aH678kI1mhp/R25hyymz0iuU8kGDhntjB+ua6IMoD7YlLXhGMD3jgDAzzwuACQ1KnJnaOCiHvgjncjzZW0YPvn4/oj4ZxHxsoj4605D94VdcoX17ar91aetBzYiAGRik76GSW34+u9FxDd2vY6+0Ru7KGBEo38+IngzGnc0APiauW+LrTObB7kx68KvRlcCiImBydC3fwEJC1qVf6i+Q0/UBOzm4P3ZdF0UNb3ymxtjAq3Uy+PQ4b46bPO9uXBHASC/sQG54WTZyYAJuqiDfl2a0dzU9Q/y/PpXU5r31tcN/zfrbL/w/1EAONo27oU2nyYhQAnX4NfkJm5f4ZTPhqUJWMmVClBqblnuBQBUBoa60mbamQAwHdHpP/307o+LBwBQ0O+GCyiifgBBTcD6PQKCqB/3wERsn+lTByjRf+7GeE8DgGyO3Nt2Uh8DMRp8WzkQK5s3t9y/ExUAIvQAACQYBF8iPmfa5CYAsXhRBohQf+eJLgQG1HAf2uzLiAEf+kLSRl9+BMb8XwZVHUEBoICcNlbzJCDl0ri3gW3AH599Hswu4jOGb6SmY4RyBG+0ofoAUmdAtC8bBteYlSQBYGpZCq6skwA1x0e1jJST4VwBKr8zno4jdRF8cp4vP2byqSZY7qUZmutpO/3j8+gYMP6jALC6XfjsaKbVRUVg5/ytebm5voJfrvGZ0+VA3zyeDSVtqL8yMGYL8fnN/k+9QgGhn+vLaTXZW1dNydVMLHDtZuzGA4Dvi5hJA03MH4yY/fT2cS0G8H90qVDf1PUXGwNqnzB8v2Yfdn8pld++LiL+cOS3/r/PoB7YqACQ1DXoGY0eEOYIp6ED+JqI4O3njyLip46nA9gDwGQcOHoAmGLLPQDEBJzRxj0A7AFgDwA7IDY/H7OzYLDjmmLXCyHSBHzfCAAk8/34+5ohi6xXSXnnQfoSciH+i5EK4U0I8IM1JA8w15NJC3m1FM7sj2dED/QAcPUwIYj54yOZQBCORkP9BWNG9JMYQM+RRasq/arx10g+IzFhGzLUIoMlqnnTN/ETBYFU85BvydQHJgGTlAyf99RUzDmyk6MBFfzmm79m08oaygBaZgWAvOFzT9iaGgVsG09kAoa1qwwg/0fapDKA9re5TZNNSDN2tiv/0ncwQRwAE03ylk/ZlQF0PKoJWAaQv2b4gNHikAFUemQIAIdmZwMu6AuCHDRhafrVnE6dYLwIZDAvriYw5FbMiWsksw76AE/6WhMwfSXTlEE89FIyVjCLXE+9qTMs186FuTQBo4xDs2D8+D/BIDCAmYAij+WI5T3DLCH0HUBP5sa2EH3LOMtGwUTTZ3xHbWgjR879NI0zdzHX03bNgUoAaRI1kIFrKYvvCf7gIPAF+RvnIiysQVDU6/q4rZ3HcwgDaGAE39XME/T5F8SfD0THja7m2YS1M49ymjGnWv01IcsAymRnl21exQD6PFOWzKFscI5UZQC3t3NkAJ3X9qXXW2aagDNAyUCNagJOBi/Zeu7JZ/9mn6YJWCafcph7mttrUAf9N6oQoKme85Un0kRdZWDsO11eDLJR/FvmuFon7COf5RpMIlNuXu+NbALe90DETCfNPD8fsYts9uMB4IUR8dEuDSqJEDzw6ZuPiJSQHh5Yy34lIkguBwu4v7OSkRcYM3CyAf3xtO+BjQoAeaPBBMw/QgJJk41exs88lVzAMoAuSPwdBwCNtDUS15RNKvJrijLKLctJn5dRHcDq72J0aTUPCSK9no04N9OMGnZhr1IqAic3E9tj9GUFgG5m4wCg5iXuw+YgAOQaYlv5jjZpAtYc7v3sD9rDRqJMSQWAw+jD5QF4ZSOo7bb/OJe6E8GrqSoB4ORAW8+2cQ0bsmZJvmcT0XRl1Cjt4AAENPAUBxrrB1BJIJb9DaDRV0pAOwoANVsNAWACM/zEjC6lLDY1/AI1UY8CQOoD0BHsYy6nDPrPvnaOAByU9aj+kJOLi7H1waNxbDbiLMCfev+jABBAszvTvpnBoeoK0j/KzWj2pH5mhTHKNM3Zy61t9gtzlL7EzK5PKu02stfgEkFxzpN9DQAKzpTKYWwYg6oreG0jKxIA8lJAf5kZZRSIvCT+28A/FjbTZ5h+pY3MDYGvZlraA4B1/tUXN+ctdXVeDwFgZuPwmQXA1RfE1GnMVG9GvCb4yutynrMXJyh+ogDQLC2MgaoFmo01saZZd98qAKj+JWuAL7U++8xN3R50t3AeCl410Tp/qDftwv/RY9QHsKoVqKmobI0pB6tMzEYGgA8+clbMzOQWPz9/LPbsPsbHcSbgJ8sAkj3r/42Il0bEn3RjtakDfl/dMYdPe/DTVzB94DbacWU3UXG8QRzsJyPixojAQ+JnO67j60unXB4RRELx/oTfQz1OyAAq+Oomq9+avn+CMf2T3OhdJFnw+E6wmJtKvtf7Ji0DUgFg9ZnhnjJSMhKjPjtuOskX4M/op5XGOPn27qYmAFTuwnbIpLEoPxUA6IKtKDEbmhuleXCtnwEYBteYZq3K3ww3pH0dAEzAaD1l5fSdqgAQpkHfOpkKASC6bxzKi1COwQ2MDoCDcUPuRV8o78UGl/6ICeMF4bKK3JPNFmBAHYbM8FTz+9NnzDqn71c62lMGYwIY4TxAXkpyIKCczCf1Y9MGZCbvlt/xGSYIIejFqU2xdf5oJnuCCYQFBAxCqHZ+gMfOiThwDv5aQ9bVlwfBrEyYY8X/BRqMA3U0D60SMQJF/i+jQzvMmct19HsGTEwNmEyCQDgfcIaYN2PGPAKMqeFHX1YAyEsBYLim9uP++p59cfxpa59MNr/x3MnOAr6Yn5xTBaVlmznf59LABHqc+vl9iptPtX7I8p0xkwNg5UthZQC5p+ybwJXffXb0zRxlAO1Xxp3DAA3WCbUJBYD6/1UA6HhTXwAjz4LP//EAoOtUBYC+CIwC73EA0BVJ4O8a5tzmGv2eZXJlLPnt2+MXz/hedzozgfzfb3tW/PU7j+YYL0W89eb24D4ZH0Do+e8d4wMoY1gBICsDbGEPAM/4LHviFdiIAHC0d0g2Sco33mq+7KkwgJ/9yqvjWZOb4qw4GpffdGFccdPeAQPYA8AnxwD2ADAze/QAMN0GegCYmU96AJgBbb6oGqzDYv50B4C33HJL8C+B2FLcfPPNxwNiT3z3XvvMRkzcPbczts9AzEUcnD8aV8w2dngtAIhVjCjgL48IAkL+TUSQPA6T7rgo4Ld1jiL/uNs/Ca4kIviKThLmZLSjL+MU90APAFk/EgCikw4j+BMjPoDf3T0Ya/oAvm7uFYEQNIdmCd7Cjb40Kq5GAeszU81DmoD1CaM82QfNxvndkAGUGfTtWp0xGUDOr2bY9P1ZGNTT+aVpxXvyVxZQWRLrKvPIvWUAZTQ9h2v5bOovfXg0AVcfIs1M9hn35neAkAnoNanjv6V/j35l4xhAmQjbRxveH1e3MTG6kk1EVk5RZViyZN7SaGp7ZACJToVdoE819coowg5qAtZ3TyZIM336Q21pbCR14dDET2updwLARxtL5MafUZxbmoGXyF7uqQl46Ge1ZWBi53yiiWH0arSwY0/9NekZzakwN31FPXZ94tBA9HnAAE6t9gs8fE7OewSgnbfMwfT5nGimcP7qy5cMaqZS45Bdtk/NsKIfo0x3thtR62RwKcfsIZRBW4j85T78nzGUDZMB9Fm6rjMBM36MA2wt48ozKWtmW14SfzqQb8q65f3pW+Vv0ky7OhMG5fkMySIPGcDtrX6wtvrW+ZvP36gZU984WV8ZrvRDHJqObbPC89ahRgFXSZk2dt146JbBc6ioeGUAMcMrt+K5invLAHo/5iaHPqY+79RvlAHUJ1jXD8cg1wEm3JCRrQDQe9VUhrTFlwZ+1w+Uz/80fvkUb6cnLv50MoDvmzt/FQD89NmW9vJ4OoA/GhHf1kjraI6yryzWr7/tTL7v6lpJwOQbOsYPavG9XbAI5/XHM6QHNiIA/NqI+LPmvhUtASkmYCQyr+5kYXCCJQr4dV3gxx9ExE8fLwr49XMvj21NBkaNjBx9QRB/2YQryNLXRvOmm5P+cW4ELnj8X5ClX4xvwTr3p3lo6BMnUDwRAKR+NfCkmrJY4CsATKMlV0y0T/rCVakT6qoJWJ80fQUz5GDnQKmfutcFXFAkENJE6f2Q8KgbqSZU+qSagCsApLa0gfRr1AsglT6ACUQy6CLlM9YCgNQRUGiGCh3klSOhHMAe48z9MCvSVvzPOFID8GDbEKlr9Uc0gIWcv8vLm2PH5IFVQI86VXAI0OGg3gJ6TKQ6+WcfJ8CjLoAVddMMSuJ3QBW/6x+oL5WBGXs+sS9WJiImeFIwAeMTyPbB/5GGmYpYno2WGm5h66Y4OJU+pqlHuGsAANXfo64EXWgmpl3cS39MTcDUw4wYPgcCPEEBAIt7UDbAUMBMGYw1ZmA3f/5HNhAOzK/OIf7PSwGBKegOavbM89IPDRMw/coY1fzJgCHO8cVr9NkHoLoGAPR88aAkrksASK7iHB/nL9f4fGkW1beyvpBoUqe9+lj6zAi2vP7JmIA1m48zAdNmX3A1F3OeQNhnN30RMw+zbgaCSgGgL5f2h/NToOv+WfvCz/Xl1pdHAbjmc0GmgS6U9y2fpGZy+nfp0wkA3zu3N7Z1xMSh+aPxmbNNbuh4APD0d0h/xzPaAxsRAOK8+lmdrx+c+Ds6XUBob46rIuLNnQ4gzOBbIuK1a4zSCXMB67PTA8DUC+wBYA8AewDYA8AeAJ5SINb2pXfNXdKICY5D8yvxObPoO5/S+55RMNPf/Mn3wEYEgE++l9a+oj1oPzn3shMwgPkmzCF7p8lEk5xvvppqZNraw9uxEZqNdVD3LReQaTaIygAaUSizohlOFshmjcscQn0Uy9WcpnlJZpFF3MAFTdSaTGEDaBvsCmZgGRUBoKxXMoDUdHHgCC+bAouQgQlItKTZG2FeGUCjHFOCAzYGOY7M6yrIkIXZGx+NO+O6xjYahOBf2LNxJmDKtD0yh8qU0A7aWAWJYaUsR3M+QSDUXVMzfzUB2/+atPfN74rFI5Nx/vmZ8YKcvxz0jYLIvEgQ7JAsyzDik76iX6gX5zJnlHeBZdOsJsvHuMCUuRHLHmuS5J4XLD7YMoRsn1tKU/BcBIEfZ5VcwctdsnmCRmAAPdJ/b2oQyWtQCAwg9cQ3lv6DVeLeRgEbjet8obxmjo59YRYYyoJB9VwYUdoKE8hIIleS5u+cNzCAZoFhrtwQtw0CV+6MaxuTaLS2kfLe/wvjz9uc4v8ygNRJ1k7TvnPW/hxmKllugTh8n9G2SOJsa8ynkbL0gXPAZ9pAC/7Kysk4cn9Z+lEGkL7UxF5dNaoJmM/WxbLoqxqcIzM3GgRSWXafW+rgeDr+spvMRoWgqVsNytBCYt1k82UuKavK8qzFANYyNd1bhoEulPXN8Z9P5tr/lMo6nQzgn85d3RIUcByeX4kvnkXSrweAT2ngPkUv6gHg+gZ2FQAUbFikC5w6bS7q/F6jZjVfKD3i5qPTs/8XACo3cTwA6CLPOQACNsC1sgnoNyhIMPOB5kEBoGbrCgBNeZUAMDNOmG2DzY7fjYil3ZonzT6gREoFZpqZBIC2m0UdAOgGp9ksTXRpAq46YuqDcd8KAAV2/uU+bNJDsPhA2/DVRbM9mm6pB7/TH2z0mqfpY01fADD6/Z54YTPpGY2bAHC6maMFNwsL0zF19mLs//iOOLo4FbsufDh2b3qkAR77RwBF+aY8E2yaqUSZHerGPzbflI55ZAAAHSfGhe8FmI5tgpvUe2Pc6c9zF/Y1My+m4MXzI6ZQDAP4TUQAAPlt6eyIg9PbWlsdZwEgddAFgP7QVGn6OMceIAbIoo6jJlHqRH9QHwDd7XFDm1eMOZp/uFIABCnD8dQ3Th8/20h6N/0SGQf6FmBqRKoafNSD+eb/GWvnoinsfEFhzgqI+CsApA6a2vU5pW1cr4keUK9JVR1FAZ5uCqoBYHLWL5Jz0xc1ZXQ4RoGcrhDOZ+eGPnzOQftcMGU5tpd+tr5cw7PhywRuIKPgTpcKNS1ph33F9eoT8h1tqEBP4Jp1G/o7189GzlcTcALGHIWhCXgYv7DRAOAfzl2/CgB+2SzpfXsAuL4t/1Pr6h4Arm88ewDY5TztAWBqv/UAsAeAPQDMSHaOHgCu3mBOJwP49rnPiq0zOO/CAC7HV82Ssve4AJCUp6/oMnuAFg0CGbdL4tNDODNRw2jN4CtPFDFuU/3xDOmBHgCub6AaAPyZuW+ILTMEE2fgh4dmOt5hh9F7eR6MRRV3VsSUt2He0mVSZCqy7AzwMOOAb/ejQSDJwGSgBecQqYtTukyiZs1aTz57fmUAOVcGUI0wWQqugY3hUAhWACQjgvm35iG2fTp9V9ZEM65mJ8oyQtW3e/LbahaTxeBvdSKX6cx+WRiIA2PuU7dM5sEgkCqqTAABDF6NdOT+1A/TY/bvjjam9KvjUKOAYUjod6OG0xCeUZTUFXM0Rwv+md8e09sWkgE8PB27nvdgXLDpwWYCTq21I820KaOczOBSMyHa9/qachcjmKkffQEDpWnMoBFzAXM9/V2jRq0nJlXmRNMRXFmKmY8ufRIDeCyDNFuwCKLQmumco+rvwcJx0B8yotSZ2aHpjzbKnMny+jxhrrY+BOK8J26Mj8bexirRT9QRBpD78Z3sKPWXAbSPYPVkxu9uOoDnNr1GA3Rkz2UANedrcqa+MLoyyLL5Bj7x/+G5GYAky280ufmeZW9lAKswu6yfzyvPtDJJupL4TBsUwrl8V4OpDAJJU2tmGPFZqwFdZh6pOoIpsZIOKZqy+T/z25c+xo3+lz2sgtUZjnSglZAMIBHTmRrPdbEGvhn17tokk6dYuuznWgxgnec51zPzDcc3xu8M1uYz9eF0AsDfmvv8mO4A4ML8cvzj2b+k2WsFgZDWDQD3pe0xjUDWhcwepEMdJwMD4HtWlwkEHIF9nTCx//VM9W1/3yffAz0AfPJ9Vq8YAMDJmVwQOepfpR70idFvTX3AKsliFGf6IWW0bYKNFB0WAKZ/1WT7fSgynNkevHc9BxONQtCUMw4Acj/LFIwKONh4089wcZDqy4UZwOFizvlpJsoFHlBRU5M1sNOZJ2mrPoaacTSrVjBZTcr8/qLOfKcvnf5j+iwKfgSJ9LPZIW6L6wdpyegrNi5lUgToRj1bT8p3A8GMCQBk40oTa2b/0GTFZ0CE5jRNi/SrkalKXdx+9PrWR0T9Hty/Paa3H4lDB7ZHHJiK2Usfir2TDwTZLDRjjwOAgu0qNE1/2wcARIAsIGsoJ7Ot9QHjVs3eji3njQOA9MO59x+Kw3s2xdYHjrYIYEzAAkBMwPunZwfzowJA+or6MyaANw5N4qa1M73eUDh6esCm6peIGd9I7HfHixvjavSvUcK0n7HV/5HzqwmYvhIA+j1mY0zTXKMLgfOJF46Uyt7extoXG18gKvDJSO98DulfQVhmO0mZGP0SRwEg5TtvGqDunv0a+ct8quPEOQJBnyfT7lU9TcoT9HGe4uJGF/sC47000ZuJhOsFqvo46sPL/6lXNYUb8cvzTf/wTAgKlcxxjeA3nivNthXo1X6oWYpq5pAEofkNx6gP4EYGgL8099KYngGjRSzMPx4vn/3j4wFAgiDJhPWmboNj8yHxwfeNEYImpJ7MWddExAe68/l8Z0QLt//79W2r/dWnqwc2OgB8e0T8o6b2kNIwHEzkN3ZRwNgxfr7LczhuTJ4QAGRxEmDonNxYlS74oco8yDbo/ycLoJ+ZflWycIKo9PrC/y6vFADWjbVuEjbGxT8XT7I6pM+NPliUic9ZBY1uZlwzCgDrhki7RgGgb/tueBUEVgZQDcXaJkAE/lsc5i6tmzb3k71xE+J3+hwQCwNoMEeC08xTK0thXXTwH9YnNxfqrpQMoAAQQ/vcdGAAK9ML8L7v6CWxcGg69s4AH5oMQwOM7/nEjbH8eAL8o3NbY9Ps4cb+xUNnxaZLDsfF53+45T2WDYWlMvPClXH3QGLD8eYvYIq70F7qBCgS0AkAAD30KX2pjIwMj0DBnK+ZoWKytZNzL3rgkTi8e1NLFddkYQoAVAZGZsZxsH/0FTVohnvQVwJAmbr0qcwsN/zuywBAj3MpH3+9W+NFDbTB1tKvBFWgj2ighi8ItJt7co39J4vM3OV+jBPAXhZYVo35wHzLZ3Jnmy8CQEAewBEAw1yU4aLO9q/+c6a7MxiItvKdgRPJ1GYAjUyezzv1d06lv18CSV869P0TsFb9vgRQaQIU9AlwAV1Vs9SxH8pTZV5ngSRtyfFYHABVnxcBoC+1vpjmC2GmNeS++gk6Z7kn/o/UpWbwcO3j91EZGL5T64/PspCVGa1rJ4B8ozKAPzf3lasA4LfO/i5ddjJSwaGZS57gdDwdHuQM+pqI+P1xm2X/3dOvBzYyAITe/oaI+JLuHwAQcUtCL9EBfE1Hf/9RRPzU8XQAMQEfjwHsAeDuAUjqAWAPANmgewDYA8AeALbUaafiaMTEm+a+NrZ0DOCR+cfjO2d/ey0AaGo3snigg+sByKOO3zpSSTKEoJ+b/j/D46GOMfz1U9GovsyT3wMbFQAy4d/ZCUAT0ygD+M0R8eMjmUD+eUR8VycKPToCazKAo34z+mvVpO2VTdCsMYySzUg2fZVqdKAsCpWRReTt2jdwroKz0ZePz1wDy6C/lyam2qAaQZfnZo5Z85Z6rmZm/l8ZQP4ve2TdYE3wAdS0ow+gTId9oNixosRcr8+Q96Ud1zYrQ/5GGbBTyYikbI3mcs6h7vzObxfH/U30V9Fc7gP7A3tDWbIb2YaHG8sAwwOjwrnVZ0z2kbbSvmS7ppqYsEwp4wXrdf/S8+LIoem44JxkqjR13X7P5wy7Hle+C5cjHptI48mly3HhRR/uTMDJuBjxSvmYhvlOZkhWCJazMmj4/iXYSpkRc95qvqzSN1Ymo4bTV5G/HDA41P3S+/8+fQAxDCV5mYLQMDVb0wdQU11lADUBcx7zkLlA3ai/rGhlADmPepuphP/z2YwmsHW3xQ2N0YUBhP2DHbwk7h3IvTB382UjBZy5xqjV67o5RF9xDv3ygQeviV3PTp9KGNuV5c2xZdtCvHjy3QOJGsZAtwjmGvNaxluGi+d8NIsGdZTRo+91SUgrwOLAn5A2y/JRjzQJZ/YXjjQBL3UM/ZaBKwK/cX8ZTnqq+uPxuzI7MoAwypphZW1r5LV+e5qsNavrrnKtJJwAACAASURBVJHWhJWBRFFzEegi6Z8IA6gpe5QB1KQ99P1LJ9NR9xR/lwGskfqVId3IDOAr3vaSuO+dYLKI5aWj8Vc3383HngEcrrwb/tNGBYAkZvytiHhrF8EkAMQHgrcgHGE9PrsDizw4h0ZmzAAAbprZNpA20C+Fc3WcVvPLhdOMEZyrzpeLtLIILmSCmjTN5oZWdfoEagaWsHlXAFgDMSoArIuoIMqFVkdyneurnpZmudzQM9WXZhYBoGYeZWA0L1cAqAnKTU2Tq2YoNlLLFTxgFnUTFgC6ASYATH0+DuoumCNAADMg91LeBQAg4ORc/TH1maMsg1D0z6xyIYCOBNbb2gbLb2yE9iu/ffjo8+Lgge2x+5xhCjfuf+f70SLvDtZoXONwnSTJx6URu6/86MAEzFmMuWD16nh/u5Dx9l78RQ4FvziDeQAe9gObPO0lCEMtOoGFgF45Edqv7Ie+X7gBfNr998Wx2U4HsO0qQwDItjJ/zmQsbU7fVINofPHQBxAQRf0AdPRVSs0QrDTR6qep2EARx8Sx5LaAubvimgYAuZ4xvjg+3D4P5VeG2UT4LjOvLLe5wRziwGTPuFK3+/7HlbHt2fti88RyA+yY5/HLfPH0uzvnim0Ngjr36O8HF/bErukEfAbLCFoFa9yHevkyR5tpG98BrJVO0u+3AkBlaQTqObcXBxmFqIumYMbXZzvTw+Uz4Pww+IP2CrZ9cRieM93K4NBvz2wqFQBaL86rpnDrqVuJ4DbdNCYHL1Ouj4x5BYDqLWa903Sty4wyMa6BPjrKyThPqv+0JnfB8EYLAiFF6dldcOJj80vx6tlfoNvWCgIZ5wP4sYj43jV8AO+PiE8vPoB8/u8R8dzeB3AEJTyN/7sRAeA/6/z+burGhRB2ASBPCApnX1/G7PKSDzF31OHRA8AeAPYAsNtWegBIDud9DRT1ADCDMwz26QFgbhqnMwr4R+a+I86eSQb1sfnF+LFZklqtCQD/RRcFjKwLYPDfRASm3heuEQX8e10U8Dd2KVR/oyNIvuppjHf6qo30wEYDgM/v2LwbIzqP/NQwWjcDeGxmx8DsollWM10VUTUKWFHVJgWzcqQxJ7JM5kGVlWMzkUHgHM18vknrY2iksTIUvkFj4oK9SFYvZUUoz7froWN5xpNyGHTAlTjXp0ko8//WnJ/jGMBh4MZyY67M2comQFuMUvW+moOG9csMDr65V0YNCRSuU95F07rzmnZqGuU3za4wgPfHxa39yrvAThlBaCAI5RAEoqiy/TUaCUoZlM1YmXlDdtDobcpvZsalHXHu5L6BsHJjAG/tGEACx2EASRkMo/Z3yQZuu/rRuHoatjMjqpMBzCjT6+KOQVSl5jv6FtMmrJamf+pH+zIQJhlAgliUIpGZkgGkrYyBAtGwM7KO9Ps1H7wnX4+wSELQULVOBoZthbzAC1snY2VzmjLpI+YHDDbMHvWSvdZ0ah34zYAMWS4YSuafpk3ZdNoIo3dr3Nj61EhgGFmijGWkFSCvDCB9iWwM/QpbygFD/pF7Lo8tz94fk2cvNgZw6bGpmD13f3zh5F8MhIqTncvIVvtTky/9xrynDvQ5bXbs0g1hKP/EfLbeBjvJXGlm9jnTFK5bhwwd5xtRrowO48rak9Htw+w5tLHKvzT2shPc5rfKAPpMGhCjS0NlAHW/8Bnl+TZQSKUCTbLMpTR7kwVlYRDVnnMwA4y4njVBBtBANOo2LipYMzG/20+uufajjCH3ts82mhD0q+a+ZxUAfP3sG44HAPntRyPi25pxIeK2ogO4txHvES+NiHd1ay06gEQM/8OIOBYRAEJkZE6VX2MP3k5BD2w0AIiP33/sJqlt39WJV6Jj9O7i3Aow5PjubmK/YEz/Nwbw81/5wjg2eXY8Kx6Pq266IK656fyBJIsyMOqdsdBldFzKpbCIb1lciKWpTGfG4u2CmAvg1EBCg02S69nQ+FyzD2Ci1QeHRc8FnoWfjQtgpHSDJtcqJeNCK0AVALLZ4VsF8OD8Cm5pBxu8fo0CXYGoflL6CVYpCu9jO2ybJnFN3ErSCB4wc3KwcdbNcQgAM7pVIKd2HNc9EBcNsj1QV/3qNOs5JppGlfJI7cDUZ6QfBdaU7ff8BZRo4mNsMu53bwOImNT0BaOc/++/f2GCqCMNgQwBIG46z4vYcsX+uHomTZVu2G7C+EG6oTqf6M8b4vYBAKTfuDvXUCfGNwHgNQMzIr6dlK250OhVASBzl3Hne8zOl3/gI1lnACDAr5qAz4lmHiYa2LmsuwL9TF9SJ+dL+ncuNP89TdacV6VOqD9Xqq8nGKQdgG1kfar/H/P/3rh0oMsI6FS+hfOHvpL3t2cHHUEOxvRDD18W556/r93r4NK2BgB3zBxokjH6Mzon9eNT91HGj2cQAKhMkHOS50HQIhhi7ugDyN+M2s9nXb82gbDPteZhfvezz2QFWMobCexOBACdYxVY+RI1DgDyGy8xRtqrA4gp3rSSrk2sZvaXL1v1Geclg7WG8ri/EfXVtF3boZ+yfWuUvP6dzFZfgDgnAWCaw78lfu0UbKEnLvKWW24J/rV1Y2kpbr4Z/eRTmpGj7UvfM/eqmJpJJ93F+cfiDbOvP9X3PXFn9Gc8rXpgowFAnoZzRkYAt/uvi4j/2m1pIAyigF/XBX4gePnTx4sCJhewDKDCqWry6eunQ71gSZ/AttgvLn4SAFQWwk1hKLCbemT62XgfFmXvxaLHOfoIscEpC+NCqZRCBWCKTrPxVACoDqCbjcxcyrwkAOTg+1T+T+d2NgE2dTbidGhPAVoXe1N1+bfK1OgzqKSJIIi6JABMX6UayOD9AA0cABmYP9oI6yOgMw2d/6dsATR1AVRwUG/7S+aS+hvoACsmAOR7AKB9Q3sZA33gGBOZRdihP/lblBS6GUeTZABR1bowYtMLD8eV5/PSnbIXDy/tjqnJlOIgl61O//qUVgDo/AZA5baajK8MoBtiplZL3ywOyqbNstOZVTh13PCbu/j27JcGAAkCgb2UAeQ1CnZwNuLY5oh952RAiCBYBjBlaqYGwRP6W1K/CgC5jX59buI8M+Zfpq8NAqGdnEtd9euz/xkX5iiSMdndm+Oijvz3JQkAc+/CpQN/vsZeLm2JHZMH4nPi3QOdOq6v/qdmfhEAcn8BqwCNdukzx2eDK5IBBHCmCLcgMxnA5fZd9cfj3gZu6OM7ZNCXBrl989ndNXhhk91lflSAWRlAyk7fulT1sJ45J1bnm5YBlbHjBUEASNutkyA2WeQUY3dNkME34MiXUy0DFeSlFSTZUxlPrRR8l+ttWiVSBmrbQMqK358OANDnkb+n0wT8HXM/sgoAvmWWRB+nFHjWpvafnwE9sNEA4LghYRtDCkYdwKsi4s2dDiBpbXCceO0aYzlIBdcDwB4A9gCwB4A9AEydwh4Ajt8xTicAfMXc62KyYwCX5h+LX5h9dQ8AnwGg7HRWsQeA6+vtBgCJtiIK2Eg0TVZG55rJQF+dNAE/OhBi1QSsJIX+elSN91p96Pg/5xjpqClFk7IyGbBZnMNbsX6FMgyacI0GrKZWytcPT6FYGAtYN312lEXR/5D71ET0On37Zo5UhmYtGUBZPU1cpkfTnMm9uL/m32TdJuOBpb1x8eSHB+yX7abeMm/0leLCMHkwgBxIp8CuyMYMfaqSPYEp0MSouT6jhEldlbI61UxO3ShT38AaBSzrAvMk46X5NpmcXfFbD/7vOfMem4y496yIS49FPHZWaukjUnTpYly15/0DqfBH5s9v/mmwUph6Necr3UEfIVos88smjMlZGQxN6EjhyPiNYwC5nnlkdCrMNQwgZueLbn8kzb6pSvJJJuBmHoZfn4hY3BWxODUZD2ze21g5U8Lpo5c+lynT41xMvjEFiulD5l31lTOlGmUBtvnHd5yjnyqsHGPCwXmUh9+hGUhgomTjmZuOB+1W1NmxZk5cE3cN5iLz1Web/kb2J30Zj7T78EzTHiPNNUXKcHO10bXUWZ/GOt9lnbm36gCaYamvzy9zSHOrz49zlbpwraZTLQGqDPB/mUaXP+ZzFYLXt5b6cuALqjsL64vCzXzW71bwKwBkvaON+pzWiH7aYTQ4/U1/agJ2fbBuMn5eo39fFZHXElItB1nv9Dvk+Pb4xfWt9ifh6tMJAF8295NNn7btI/NH4ldmyfa2bgYQoWcIEbOB/HBEkFDheAdKGv82Ij6zsxv8TSfBdhJ6tC9iPT3QA8D19F5EA4BEW03MTLeNoG4SFejVnKfcUn+ZtkgtLsSRqelOk+zcZoZjQdRs6obEufi4VKkLzSqAFx232ZQSAC42sJQO+Znlw0Wz+jUJxChf+RdNWEp1pOM3bcw0Wxx8ZmM9ngnYABQ3QQNaLMucr2yOtM3NxjpX/bIHFvbGnukHWz1shybgDDxZbpuRAJA+xvTLAVzQOV4HeiM16RuAUjXX68OnJA3lurHZd5hFBbX8pg6g8jbV9y29mzKlJjDh1+e/oWnNLR2ajrh3IuJ5IwDwwmNx2fPvauNB2Y8+vCumtizFrpl9gyAQNQ1pO20BADIe+kdWSR5NrMjACM7pG9ouKGFczRHM3BOg0ce09Tnv2xeB1r+x8FjhMfsCCjEBc+hgcX6agh84Z3fLs4v/JaZ/ffSoM+MDQND/k7bW6FnAO/IzAovz59O389GZ2ZZLmXK5HqBoajVN7pq8KZM5mG4TEwO5ltanXaX1E2QO0GYDVRgvQDK/15c6vuc7ZX/4P2Vl0EqaqTVjCl4YfQEgc55ya9AW7aYfEuQtDoB7Pg85b/jNlz5zK6cP52J7BgVBlCVo5DrXEV8mqR/1Vc4p4XaagNPkiok+Tb+mNqT99QVTFxIAIPdL8/cjA7O1IN4gGe7tixHlCpKZW6MAUBcRzqM+ur/4EjouD/AQAKYZW//mKiX1ymgyKGf0OJ0A8Gvn3hTP6gDg4/NH4rdnidFYFwAkePIvOpUMgj7IovWrHZhDAmbcAfj7w86PnmTMj3fWtfee0YHob956oAeA65sIPQDsAeAApPUAsAeAPQBM39weAI7fWE4nAPzKuZ+LZ80kIH58fiF+d7Yl9FhLB/CJ7IT4xnP9/1ZO/i8tjirin65RwDsiWv7ORj/2x9OrB3oAuL7xaACQcHseNN5CNdGYlUOGSvOVb8KaG7n95MpSk4GRLSM4YTQIRLMH5i0YCtX2vV+VMZEBlBlI80qaAlyYZbFk4pQuqQwg51OWciK8ecMsyFzAHMKs1AhHfrNtRivKNigDIxOjc7hmWdkuvs/Y0zQLKSny4fnnxe6ZzGqhCdoISVlJrjEIhHoQwUybYQBh3rwXbaMvYUG4RhOwZiv6FdNlZe24hjZTH8YDOZYauUhfGABjJhCZGueGkdG/vPSygdxIfHAqzb6wa5iAn51m4AuvvLdFpK4sT8Shh3bFpq0LsfO8A3H9ptsHbGSylwdbGzANp9k6zX8KOuuYT/tpk6wx7JoCxjr+c73BCbA/lAHzAwN47u2Hso7EgsD6HS4MINsChwxgxwjOv2AyPrQZBnBvq+N9XZRuMoBwWg8PsqzUIAWKYuwYN5ilzSsrMfPgUrvv4T2b4vapGxqbCFNFAIjC0rJJBqAwVvzjmaL8ysLpmkC9+D3zQu9vpmPZcp5bfuc3JUUM2oCBZP5owtXcybM/zKmdwRcyggaB0DZNwIyHzzs9QnnmCWZclHTBpYD78X/Okx2TcdTUyZyUAawMoSywQSsywYouGyhCXb3e56sygJiDjdzm85ABzIht1Q2SRcZEnvPRecjYykoCmHV5qWLVaQFJCaRqYTBjUls3VwWA5C+jUcRVtP77okXfntHjdALAl8790ioA+MezL18vAITlQy2DbFke/6oDhDeM6Vg2nYNdEOUXtEc6AgHpfxcRAMf+OMM90APA9Q1AA4A/OPf9zQRsxCXLfU30zi00YwkAqwn4eADQFF6CHhZGIyqNfBO0KEHCxs2Gq96fC6sLL38zNjRrzHW5USQY0pTKeZqA9eMZAsCMVDTqknOrX5eRpkbJVnN03j/Nrmbl4C8+YByCMs5Js+DOBtY+vHBxi9Q8dDRNxds2HWwmKg6BNuezaasxhnmQzQYZE1NkudlW/znbZTvYlJWN4TtN1/SpJnl98fSBBOxV3y02acCE278mMK4HAB7cvz2OHsYEfFaCPoJx8Y5Baeb8iN03fjQOzmdbjzy6YwAAr910Z2e0W25gWBkR/PT0IRPQ1U1X/9HRKGDT6TFnqbNixka1AtSuXnx/bL3zKLpEESRPBPzxT+BXo4GJEMa9bjli+QURd81c0fqB/sYErdmfsWGsqCtjki8IO1t7mYPI1NywcHtMZVB3mp7xM7wo4o4LrmgAkHnJC4rjpxmZv85NPhutLgDku5zrmW5N/zrAbqarywbx3FJvI6LV7aMvM7tIZvJh7tKPdR4J+nwBMzMF7QVQ54tURrD68qM0kS9Z1EGdzFEAOBodq4+dz7Rj71/uq/Yl88aXR02s+t4ZGU551oMyNAGPAkCezWoCrukd9ascBYCuAeoA0n5lonzxc2nWjC4QrvqlSsv4UuPLqH0jKKasH4ifXd9qfxKuPp0A8IvmfqPtSxzL8wvxZ7Mtv8E4BhDnSCTS0PMbhwkw+35Rl6eIHMBIqXl8e5f/97Ix3fOcTm+XJxiBaV5vMRuTY/gfdMzgSejVvoin2gMbEQCicP5N3TaLd/DtEfGqiHhf6cRrIuKNna8CCOPnI6LF0I8cA72l6ZlnDRznWdQBN2wMvkkD+EwZZfBCfVP27ZyNRT8mfmdRZFMAIPnWPA4AstDKPCgD471l+9LTh6Dn9PWjTDfj3GhSRoEFHLaIs91g+U1Q4cYlAGSx5Rq+l9lh8+BesH+weW4a+jrps1R9AQFGbnhZ5/RfFETeu3RJC4KoADDB68TA708A6KYNODD9l/5ltJvDABgZwGRnJtpmzzUJotP/ims5aLNC3fjcGcBAWxk3GQ/6BMDJpq1zPtczppT1K/FNza/v6NxWcpIl6INdQwaGz8+OmL3hocYSTp69FIce3RGT2xZi+46DcfWmu1o/Ox+oL20gYIG5MuoT5mbIOKB9Z/AAPoCOKXWjTNqm7yBtAaDx7+r5u2MCWUJA3wPdXww/+v4JAHd3bt78hcB5QcQH9z53wPIIypxX+msKgAz+oV74yV33sbvTwMQBAETIaW/EBy9+bmMTaWvqHR6JXYuPrvKlFWzS34J27sOzIrMs26zECr859ytbCPhJdjeleCgPUW0OyqBcGUBldAAqoz64jBXzGrAuoPLFS4DmuuGz6nj6MsGzxBqgHBHnKdFEGXzWAjEq8ySIFOQp3Ew7fFFU388Xy5y3w8A1gzH4vvoAEnTlc199kwWwrp3U0fv58gLw5/6mEBScc956AKD+uJTzqvj3Y5bw0/vV6QSAnzX39piYwUkXAHg4/nq2JekYBwBBiV1W77H9gd8eTN6TZQDZH9k/ESD8oVLyH0fEHREBe9gfZ7AHNiIARNCZOEYkXuAT/nlE/GBEXNC9ARFCSOQA/g6viQjebP4oIn5qjBZgDwDjeY256QFgDwDbOtYDwIGOYg8AU/C+B4DDHf50AsBL3/baOPjOzBt+bOnxeOTm/2ctAPhEIQh7InsekcAeJ/IBJLfRb/cA8Il28ek9byMCwNrD8Bbf0fkosHXBNUCF4+OwJzJNHAcg8bs6Yeh6fQOA3zn36tjaMYD6eukvVE2UyjoIlqq/jBGAqxnAlcbSpUlqcmAqgn3wzV5WT/ZNny7ZKCorA1h9fvyu+guxUPMGTpkwSWYX4M1eP57q4wcToSg197EOmM2UxKEcTa2yIRlpmO0ZMoCZJs40Xppy9Omivmba0ISbqdF4MWWwPjaIZOT+nCODRXsQT64mP65RnFYZC8qy/yi7ysBoAs6IT9LqbYsb4z2roqspRxMwbYWlgQEdZQDp49+MrwukXY4c2B7x4Qk6L03AyJB3DODuz/hoLCxMx9TZi3HwwPbGBG6fJitHMoD6crHJwp5cGXc3ZkqfsuoTBptTGUD6VxkY/Sf1bTOdGYwW7Brs9TULH4gpGEBMwGQK/UT3CgXBwGsUTxJ/YQRhMuEZOgbwoatmBykAMdvKVjFOaa6fGvRjjVhv6efuv2eYXAoGkPvtibj/0pTYYZzwEWzR6fOHYnFqU+ybysRkzBeeE9oNs8h4MwfwO5Npsq+4b8vK0/m0GRWrz6hp8TSLcv4dcV2be/UcnjElnvRH07zNuTnHpuL6uK191lwqw6wvogwv12gJULzZqGOlWJjfPk9G8VYfQJlErQy6Yxg5yz18JilzHAPIOWbKMcqc7+gvTcAygJqW9QEUAMo21qjj6gOYZnk4xWT/a725l+VUWZjKOPpM81fJJv0I+e6H2zv8mT1OJwC8eu5PY3PHAK7MH467Zsl4uq4gEKKA/7yLAiZBAubcX46Iz+vYwXGdy96Jhe1LIwI0+hXFBEy6uf44gz2wUQHgl0W0vEBsU4A8bANGKf1MRFzRTViHhlD2d3bnHyrjtQoAsmC5cBsMUJ2pNSdyfXUA1yQHgGDjModpgrdtzT9pHAAULHlf7sVmyl82Eh24NVN6fzW/WGT1xeNe5snlc/psbWkgzZRigjyDPFiqDUihDfo/ARgwgWc5FwyCNgwCyXYNc5kKLpXlqE7tmpA5Hw07fzMPqUEaNc2aADDN0Zme6kVx60CvUHCpP6aZDBgzATGfNZfRv0MfwIWBORNQ6SbPOZTjFsZGqg6dLwW5mSeof3t8VcvuMffozoiHprClofEzyAUc5x2LS57/twOAfODojpjclAEHBEZojqRe+jzyPeNhfTXby9BSV3UCGVuCJ9LhP8fKcaAv6WfGeW98tM2jZgImTV0FgLwuUW/BH395ogwOAQi+IGLxuoj907Ot/zEBm8WENnAvs0oYBCLAJ33f5e/7SHL1OZkSAF4UMX9VagwKyAB/E9Tn7Ij53ZOxb/OuuC1uGPgX+sLji4E+sJowzd1b/fGUU0l3gsxuw++aLSm/9pv+cmbEqABQH7j0pZ1sATsCMMbJ+WUaN9cN1xrT6jG21IO1QoZRQKeck8FaXKu5VT9AM/y4TgiQquYm13l/Xw5cYzTtWi8BIHMILUaDLmwb11eZKQNO9DcEAKabB36++fSYEcRMKF5jO22T45EvwRkwUsvXt9G6/kizRJ7Z43QCwEvm3hWbZ1ITc2X+UNw3+zl8XE8UMNcTAYym33MjnVcw7TZqsTtwYkEapnb2v+zyCnNvGEFyDv/+mR2J/u70wEYFgI4+vAuMH+ng3tZ9iVgU20zzmO2Oyzv3fJKHqoLGTz0A7CKSewDYA8AGBHsA2AJH9M80wKUHgOn31wPA+ZidbZFT6wVix0MwbV/aO/felqCA4+j8oXhgFh3mU3rfHlU9w3pgowNAQTCqp9DYGLlOKgM4zLO6vzEtmkFU1ecN2jfkEzGAJpmHFVNmggYoHCuDkwwg0ZwpSlsZQNnGZP+mB1kwNPukmXQ5MqPC9lY3GCadyjMkI9kQ/ppNQYaA7ypjqPxHLv6bB8EURvzKVtTfDBiBsZTpoC4wLpUFoA7muaWOtMcgEKUpjA5+cbx74EyuKVhTEv1pBKcMUTKAewbSPlWM26AUgi4MJDEPcTNFxoFWD1hYzcs1EhgG8Ja4qY3Rvk/siqVHZyLOXo44NJGvIpceiy3nHoirZ1IIWlMvfcxnmDEzTsgA0r98z7hxaArms+Y0+lgRccplnPhOZjhN1cvNnG4AAJG6tOfTPnZfmn5hABFygG2T6cN9nP2d1yaZTMzBnPuCiOVrIxa2TsaBzTsaA8jBHNV86zw0MENzKFIpl9/+kbwXZckA0sTLIh46bzamV47E9OGlmMCrt2MAMRE/et62uDVubGwbbZVlrEEgyp1ktuMdA/mS6n4AOwf7Rh9orqXufHd73DCQIzJ4qGb90ZyqwDllacYkKl3XAPP3UoZi5TJwBjFQb9lbGV5lW4zQdx3hvlyvtJOSNub6li3TBO2epYuG48Nfnx+/M2pZQGvgGGsbwt26pKQlZHVOYwGggSr0M+Ub6JXP75ABlN23HVVgW9ZPxrFnAFchjwYAz597X2yaSRWBo/MH4+HZT+8B4DMMoJ3q6vYAMD2XMDK9rNMmIkL4J0Z8AL+7UzIngKQe7UG77pWfGc+a3BRnxbG48qY9cdVNGQ3qYskFRofWaNrRBfJ4AFCzBxuBplKlYQQGyiSw+OJ/pimvAj3qomnEDSQjaRMIKGlClgOBEmZAU4pp4tRE6GZt5DO/YwoS+LLhU04aaTYPUkhhikpwMtn6RqaE72o7BF7US5ObKv9qorGx4aMlAKw+gGwwlA0AHEYfZiYRzdCCZWAA33F/AJaSGUb+6ssloABw6UdIXQB8+ndSF/5P/+ijlj6YK22T+6v4B+335gfYSby0iOCHIrZcuz92zBzofPQyw4OaddSN6F3TtfF96jQutX6/J17Y+pm5xOELh38xa3MMAeDE4AXENH+Wx0uKKcsuvv9jGf2LWZe/hlGh+ycAhNPgM08TgFAAeANp4TbFgamdAwBqpOvuxYdjaSpfRugXJX+oI+286E8eGfobck/uAQAEWO6JmACEmp2E37so4eWLIt4986JBtK/zS4CvSXgYhZqZOATMQxA9TFnG2CnxBKhjPvpdBUtGNo+agM0mwrmY65WNYmzU9TNdoQDQ9YKyBM+agCsArNG+Rtj7XU33qB4odTDLhwsafWQKSF8KBL4+l4LgIQBMXcxqAhYs+oI2zgdQEzAuGr5QVRkYo5QTNKaGoL6Qo/7Pgj9fbusYGgHPd2fKB/CWW24J/rV6LS3FzTc3PcJTzgDu3H/3KgC4fyeeTaf0vqcar/Tln+Qe2IgAEKdUdIjYLs6LiNd1UU08HegVwWHgik/EE78B+nB4/ekTRQELNFH6bQAAIABJREFUxJSK6AEgTiI9AOwBYA8AgS89AFweWC42EgCse/bp9AE8+4EPx1kzcBQRx+bn47G9jX0/lcDzJMOTvrhT3QMbEQCSwxDvbYDefESQkxC5l5rL8KqIeHOnAwif8ZYuAfboeDQG8PvnfjCmZjJqTYf/UQZQxmM1A5iBEzo7VwbQ3L2wIuahlcWoOUypkNkIFH6mTJihygByrY7ZsnFmKNCMyu864MMAyu5hBrSeCrvChMCueb4MoJkZNEFhkkwWL4XiMH/KUGmCpa9kB2UaNKnZdhiQ2+L6Vobmb9kXroWxSyfyjP6l/wBeGXU52RhADu+TTFyaR2DiBGnch/GgPEV5NUVnhOpQQBsTpWyL2mxGPiouzPlGRWvyo5x3x4sze/PSrhYIsmXbQmMC48BZccFn3N/qTfkG+lSdOjJ4GGlKWbB03B/michX2sv3BlvUSZtZLjLvK+yL5RsUwH0zCphgh8IAPvCxNMHC6vHqxKsSTw8MoJHAbC2QaEQIc3RBIIdv2BQrExPxyGbuOMxny3zbvfJIy4JTzb98Zj4NGEDuy734KwOINy5x+nyP/z/i1NyXuvAbYtF7r2hjrMuEQQbMDzPNaK43st5giIyEz+wgstQGYPgdQUkyYjTXgAlN6zJ0mpRdAziXMeT/rheMC/cxanzIAC62MWpC6J15P7Ukd64ScqdM6mdgiO4gfF8ZQAOfrO9oAIWmcBg95onrmOuMJl5ZOc3X1QTMua4XNQLeeZjzLzOkMCNGo7RlZ1USkJk19/WQEcyVTOZPc3kN/uA+fr/RdADP+rsH46ztHQA8OB/HXsADsy4AiD4uwR2EvyP1Tljxn50ApJD1AxFogkaINvvLTnYNZ5f+OMM9sBEB4Mns8kEmEABgXfj091MyQckSwZabhb5QXCsAZBMQnLA4Kkyrn5zATD+6lK9AEiUX7VEAaEaC9MvJTcKNgc+CNepmNCIAUGFm/cDcwAAbLLyApmpSyli+A4PNjXuQHxfzlu1RnkEhWzci/YJYvOvmY1upp1Gdbghc62asLxH3oT1mAkl/rekGAKmzvo+5iabsDHVR/FjwYYYCs63QFwpAUzbmKvpF0d00uye4oR/4PiVwtjSfOn7Xp4nv74xrM0XZwvlx6MD2IQB87Ky47Mr3tzIw6VYAKOgGGNLPgDRNwJxPDW+NFw3kTri3pnj6ij5mbtEH1E/zOHXWH45ylPPIzw+28y66vzPFAuoAWvjbAb4QTxIA5l4zBGWAxb0R8zdMNpDXfB6bTE2+ejBn96x8LFY2ZyYQ+9dNG5B00TseSXAH6BQAwskLAKkLABC/RF7VkKHByr0nxaKZkYxvQq30eRX0+bKgCVJWSlcBQBlAWz9VwRLzk3PNBKIUif5yAEBFlQXbrg0CuwTt+TpBzUypSF34Pz63gi6fe87R/Mmzb7TsMFI357cyO6MuD5RX5VV8iaigLgFgvphyvW2y7YIpQaWuDxUAChyHWTrQ2199AGgFgJp+c4xSDFqBeqOXuToDa7YM0vTxnaktBYXO85rdxDtvNAAYH9gX0QHAODgfcVVTbV8PA0gwJKHEiDhDnHzJEwCAWNF+p/OvR3AaMuXKDkSezL24L+sp9EAPAJ9Cp5VLPgkA5hKWYMy3U85n00t+aqg1J/ipmnnKwAisfDuuMg2CIplANxc3ewGgoEbQJQMoAGSRrEEYylFQHptbBYCUqR+jABCgwELuUQGgGwgAkJRqnsf9WKwFR1yrVmJlSqgb5ennyDUAQP3/3IhkVFNOIqUklNqQ1eM7snZ4rr6N9KOsC+eyYekDSd/pd0d55mkWyMowCripK4wRB+CRDUz/ReuhbyOAhP5t7NQoAwjt/Px3DzQMNR1SV+pHnwMM9c3ie5heg1jeEZ83AAZV4odyBBLmUxUAUmezXlCuzDFjCFDhu4vufSQBFmBLDUD+XwGgaeEAhyScASzuidh/IxlnJptETU2Xx3jsXXmggUOZOua7AJ97X/6BjyS4A/zxjz2MbeiizgfQ9HBqE8JIQnScH/E3513SQLbAUmZJ5prf8nP6HpoaUYac+jIPHON8jhfbs8284SVJNw/aYmaPBIBDwKkfmvmEKcdAqWTKMuuM2WNcJ7wfzz51VXNzGASSbLQBWgJ507wNAWCyYJVJc+2pmn35gnBuaxPPpM+gzxrle9A+gS/zXgBY1wIlY7iHh2UIAM21LPgTDFZ5orpEa0EYrdM4AMh1Ps983nAA8Pa5iG3dW9mh+YjrT2r0MfJpT4QBHN1hiUTB2saTqsDT+nbh/uqn3AM9AHzKXdcu7AFgDwAH+oc9AOweph4A9gCwUwqoJnJmRw8AT58MTPzlCAD8/KcFACTrFvmDn7++rbe/+mT0QA8A19eLq3wAKUqzjuZWoy/199HcqtlGnzrOwwSc2SPOHZhWeYPl7V+2TskE7gWb4lFZAxlA2A0lIqoPoIyErOJaJmCjWjHFyQCm6W4oF1IZQFko/ZuoGywJgSCalmQjq0C0faF5p5qf6pv97XF9J8U7OdhIzJOKnx1msWQA02/L9nNvhKDNjCGDar9iuoWJkEGh3rB2tp/6MCYyesrxUL4mxTwnE+PaHiVsrIeSInxPntrKAG7bcbDl+42JlXjRnlub6ZE6eMhsUk9Mz8wzRYtpu/cYZQAzwnqi1ZO+pBznktHXugjw/+oDyGfYRlreooCJuIUE4r2df/yf93j2FWLpqw8gTCEm4D0RH710d7svY05fex/6WzO6PoCcJ1sJS3bdx+/OxIxEHsP2cT9MwM+P2H/Bltj58SNxbHPEWfwO8ISR3JVi0B/afFkzJzJ26b859DvjuVL+x+hxs1DoY4oJmL6VjZLt08SfDGBGBtfAL+ptpDjjVxl4o2vNX0wfcz330jfWZ1mzq/ItSvhQ5ji5FHP00h6e+3RnSOHxesjIMcc49NNLZn53m1ejJuAK3jRrD10a0lcS14S6HqUxOvnm+hxn/THzTjYm1KwsulbIBlbZLMt1Hlc2kt/WMgFvZB/A+JO5iK0dA3h4PuJ/WRMA/mKnh3tsDW3gv4iILxrZKp8KAwhj+PaI+OqI+K/r23r7q09GD/QAcH29uEoIOgFgeuYMAeBKW5yURMCxPgMcUiZGXy6lHQCAALvqvyMw4m8CwJ2dGXX3QFjVTUNzFZtbmmwTDFXlf8VYOVffLzNrCIqQE6EMwA5yJyzG1F3pFdqKOVKTDP8fBYCUj6nz/nhe2/jdoKoJmPI1RWpeFZACgFzo2STRdXNzEMzpIwQw0permoX1ayT1ljp3SqRkoMRkq5sAMPtkqm38AjrqQ59rEjd9WJrzU6aFvra/BID625k5xcAT7otpvIH7ozti39+fH1t2HMwgkLOX4vo9t7U+oQ51HnAfNsxRAMhGri7gX8XnrQpUGQV59rF+Wm7mzhvaVE3AgHnG/fKPfSRNugJAPqsDmLi3Aa8GxvTLW444tifirnMu6wAgvXzBYJ4wTmjH0d+apwXnfMdvgwwkADzMvAA84vWfH/E/z9sV58/vi4MzW2Lnx44MfAAXt0Y8PL17EIHOOAz9/KYGmVOYBwnwMiPOqL8tgIunkTF2TBl7nlmuYW4ngFoY6GIyn81uokuDY2jAB/OAcdQvlO8BgBzUM5OhpQ+gplu+USrG9HbWuwZxad73WUu/uelVAIlnKYcLxJz19+Unn9M0cztHxsms+KLF9YwpdWBeCsbStG1tMpAlQWQGbejXTD8MYWJeoanePhgNAslycl31fn7m//r/Obdd4jdaJpD43REA+JVrAkB88xBQWut4vGH21ceTBYD/MCJ+pQOav3uce/U/ncYe2IgA8IlEJRHt9MYuCvhARPx8RPzYmHHpAWAX1Uvf9AAwAXMPADtfwR4ADgDKECimFmQPAM9tAK4HgKdkt2/7Urz6bRF/QwbTiHh8KeIPTqr+4JMBgN8YEW+KiK+NiD89JS3uC31KPbARAeCJopKIasDohA4g8jCXRcQfRbRM4v9hpJfbg/Ztc6+JLTPPGijfywjVN1U1wHyrTQZwZSDoy2cjTWUAq1O3b7MwBMpaKOoreyfbo2yJb+EGXhhsYht8U5aVhBnAjEp5H4rLGhsBoLk67hpkbdDkxV8lHIwIrADQrAR3xnWNiVFU2brQBp3VYbCUusiNEhPzyiClFp/pU2RgkhshQ0k6lssEwD7Qf5pKlYahzbTjuriztaGyDzKAOPuzEVkW7aFPZFpNWG8ghqZXzWxmRYFRUijYzCCwGwQSyKIY1HNfXNrYxwNLO2Luw8+OTbOH4+jh6cYAXrvnjnYNQQVVnJj7kL8XVs4+oU4ZAfxoaxssqX1kYIcmX8WWNckZ4CArmMzPwXYPyuez5v8rP3FfnAXjB5HDX0y8/CX4HQZwImL+nIz23b5wKCZhCHFTOGc27o4rB2ZYzaqC5Bc2yc0cR+vN/2HkEEt+4Sc+Emfd2cm8EAwCUYZI02UR9593Qexa2dfy/jaz8vyRONClvuI+RtYyL3SdoC9SpiUDK2AA837pasGzp5nx/rh4YAI2UIl6ci/6VgaQfhL4O28pzxzMjiHzWvbNyHotAwYcOZ6uE9RN033NAKSpXHOvwsmyaWbMqeLJPvfD7ERphfD/moBpi1HItd20zQAyo+1pG89PCpGvZgCrebwydK51XGs+at0U+C4ZwMxp7qGJtwo71ww3NbBNE/4oA/iaJut6Zo/TqQMY/2kuYrozAS/MR3zLSfEB5IkHNyxExJdGBOZhVoNhhNDqLv7Obh/9ioh415nt/f7uoz2wEQHgaB+MRiWRG/jHRzKBIB79XZ33Ub2+AcCXzf1kbJ/ZNEgLpbl0VKJAKRjNnrmZpFnVlEqYYPTtEzRkGqs8SwDId/oEKZmg347RvJqcXAiHZuk0w3Cw4NZFXhMcm1sCnqW4Nu5od8eAx/luGNQ0fauG2nnpN/bhZv5hgSZyl3ryj01Js5jgi7IAL0b/USfrSflmz+DaO+LatjkAzASYAkH8jzTz1Q0uzbc7Goi1PzCz0w6+p47UTQDI/ZXGEQxrDgbgGeUt2LM93sdob9rPxsjv6sJRNvekXDTduM/B+e1x5N6dETuORTx2VsS25bjioru66Nv9rX6Mn/2OWRRQJlgz1ZwgHpBsuwSA3NeoZAEy3zFORp66WQNu+F4AyP2YtwMTMIYigB/WN/6eHXEMvzxc8M5J42V90QCI+QLAb5pVTTcHyGMu0n9GzlIWrgXXr9weM/cvRfx1kYHBBHxDxLFrIz50znPbXOQeukAYPc99eJZotzIwgibHmn7S9J/uFTubOdM+x3UBNwRNodRLEzB1vSuubu22vfnCtTSYz/rgCV40fyZYSt9KXwypmyCYscxnOc2m9eWPzwJCNS25vxlprPtqE3D6PupOYZQ89/dFwrWAOct3+irWbCGWKWDWB5C+bhHdXWpBftesrBlY4Oa6owlYFwDbqQuGz+DoYq0Mjm13bifwxc/VVTddOar/4+vjR844AjitAPD/movY0gHAI/MR375uAIiWH69h+ArWA+sYZAnHByLiVzu9QP4PU4gJOf0OEjxyPeCxB4RneEb2ADBiNCrpSecC/tq5N8XWmaGfH4u3Pn7mr2ScAYYJbpYHi38FgCxWaqVxfi71qX2laDOblrp6ivrKNMhMyHLpm0RZvrELNmUiZMrcpGSDlClhWb0hbh/kiHVhZnEFuCmo68aXvkD3D3IQo0s3BIBLrR5udPqdUW++d/PWLxLg5abFhgSbyHmyJVzv5oufouyavn4ykgAuGEAlL+w3HdEFgIJJ2RT6mnvAlGW/727MCOdZB8vQT3ColZjabvx+adw3CGxg4+M7QNHC0pY4cmg6lj4wg/08vWzOOxbPff6H2jUCY33k6CcYM9qqoz7zhTmkXxr6gkrsmCLPDZt2Ow+Yg9zjSQFAAB97COweQBBZ17MjDp+zqS1jj0yl3qObPt859rJxMoCmm6M99Jl+oGr10ebP+vidGfiBdCxBJ3wGAKJEdl3KvDCPAWpKrKjjCMOq/IsvGwkAJwbzswJA+kGAKlhijAyUUHZHBpDnACFo2fcKenwOzQHsc+wzTZ0V81bEXeDs+Mh+URfHT19g/SX9XrZPYMf3rAEy8+ZB9nv8lFlrtEII5GTzqG++eC239UpINQoAfeE0R7Ep8LiP1xsIUtNW8jtjQztMp1j3QUFgZQCz7zKTSNXzFBwLAOsLE59dz7j+38erzvB2G3FaAeAbRgDg96wbAJ7x/usrcHJ7YKMDwHFRSb/QSdt+felqlMf+ppOfZRvyaAxgDwDZ9JP56AFgBgABTHsA2APA+iLXA8B8oe0B4CkHYukD+Lq5iLM7BvCx+YhXn/L7nlx00pd2yntgIwPAtaKSnjQD+FVzb4ltjQFMni59sjLCzrdzPmumMtUYi6G+W75dKzeSrAGuFaner1SHQtGyFfl7ZvagfN/6NVcq+aBvkTIuowygmxPncW8ZQM4jghYWQIFbGAPYAhhNza5mqdBPjfvCMrwrXtxMobIEMkQKtNJX/NOUXCOja2QugOr2uKGZCY3GTQYw/aow8ern5TjA3NEn3JPf7UWzkPA9dYRBSqf8FO/WN1FzOEyk/Z2R1QhDQ9mlHIesDSZEx5hzBICV5ZCFu+foZbH42FQsPTYZS3fOoB2TjNqzIy687N7G9HnfKtzM97RFE7CyKsw32nJHXNf5vqX0h1IyzBHaSR0VLL4i/rbNLdlMztcE7HxaZQI+HLG8O2LzcsTS2dH8/FYmIh6dmW3zw7ZV6Q++0x+POsBO0q7L4p5Bujf6DEFoMoIoBcLYXnrr3yfz9ycdA4gqDgzgS9IM/D8vzfDje+KyNg8ox2cBiRYkTXQtoDwz5+B3ppuEPoBG1Gq2Z/zoL1hkTcDMeRgtZWB4RjTNcw7ttg/N0uEaIPDh/0Y/6xvKS5NZW5hLMLqy2JXRokz9CY1k9zrarSnYZ1kJFCPn3U1UBlBAWraOezFWyt3oBuBaZD0Za8qUoYMp5RxdRCpjaFkys0MTMAzgRPPzrP6B1rGy+36njy5/ZWwpw6wrzh3O95mpDODPxg+c8g31RDc4rQzgvx4BgK/tAeCJxmej/b5RAeDxopK+KSJ+YsQH8LsjAmdWFMjq0d60Ln7ll8TkJGaX5bj4pkvj0256zqoUSizO+tpodtG86f/1aWNhF4TpM6RvFIuiAJBzXKzdGHIDTJOROUUtg81P06q+cJxHmW6C/F+fNjZQFk/qRRYNF3jlZMwyoYM9m4htwgSsCQpZEjb9BICZw1RfQMoEjABeNNcJPGgLQSZZx4l2jangDJJRwoaNCT9FZTy4ljZyPf3L99cGkQTpm6Sjf5qdp5tRFZ80zX2aqwSAgEPqByCgPINA9MXKTftAO0f2DzCZZs8tLaet6bn4jvPuXbokzb+PTUX89VSagIk3vzDiws9IAKi0jeAEMMKGSVvoD+6VJuADre9pC0Eg+LHRz7R16OM23bQH6W3lddx81Ts084N+b5SvpuM1H7ungbHFi3L6L0xvic0rHZuzOYGY+Wz1a9OkqB9g+l3ubGCb9vmyQP0v/vjHWhnLU9FkXTh2/t6R1Pb7w87fEABIEMhXRsS1Efuvz/OYq754ueHjn2egkWZlngHGDh9HA570FzV4Qn9B2g6w0Zxbg44MYGHeaAJmLuru4XMo6BHM1ewV1MGXP02yADLmni8ZAh3aWIEg/2duCsT0t1Xz0wVKl4oKRpmzBi8J4PT3oy366g5NwMOMRpznyxFlmy0Ef1aebYNruD/9q+mb+q1lAmYuC9o9X0CoH6HtEQDy/xZA1clh0c+8/PicuGbwXQWAN8f3nZH9/ZZbbgn+tXFcWoqbbz6p0bjj2pQM4A/ORUx1DODifMRP9ADwjEyAp/FNNyIAPFFUElHAhCYSBUzYGKDvDyLip9eKAv7yubfG7ExqALox1xyaPQDsAWAPAJ/XBd70ABAg0wPA9AHcCACw7v+nlQH8rhEA+MZ1A0Dk0V7f5fElC8ETSQUHZ/+GTkgaU9XdEfGvIuIdT2NctGGqthEB4BOJSkJo4s2dDiBGKBJYv3bMrGhvWi+d+6U4ZyYdpzXNwdZw1Ld43lOTQVpsrBdvzTqX+xa+FgNoFB0mP/PSwvTIAmiS8W0aE2WaezNjhFkPNOtoruKtv5paM0hjORCCNmDjhrittQWBW0VxYQAsFzaCzzBumorpC855T9zYzKWVAdSJmzLNeKH5VqYUdoI+MrIvo4CvG0RCN1bn6GRs2wTbd6SxlNyP/tMMS7sMMGGj0RylnIbmW2RKzKdLnWy3TCzMBsyQwQYyGqMMIEyX7A114Hz6C7aLc2F4YEso696FS2Ph4JY4ujgV8RcTjfmLhyLikojdN360mXllHhXHheWDtZOR1RSNyZBzYVlgAGGu6HPqQB9wHm2CFYMFqxG4tNfIT/qa+mcu4/yMuZRx+LT772s5gJdfkGbfcQyguWp9EaLeGY2bfWdGC+pkZDn1pvzn3LsvJWUmIhZn07x8FnKxiErzlwAUcw/jnXtDxPwNk81sTFy00eSMGf1AgAZzIQM/Nre5oYkehprzzXpRI091RaDtMKY1sEpzr8wZzKNsVw240BWjvvjpiiEjb7uZ7zLiXMe85p4Gi8nop0NI5u5m/lUGsDJ6Pi/O4/y7bVVObZ9N2U/ZOq5lvPjewBDqYSS+99GthXnHIQPIvDKYrEY800bYOBk+/hoEwnMp46epWfFr5aDqumv5lGcksQyg0jtGAtP/mv0p4z8Ghpwze5xWAPhP5iImOwZwaT7iresGgPjCE4J1R0S8NyK+JCL+7AQ9+rYmERvxVRFtwnxvRPxoZvNuNo/+OIM9sBEB4Mns7gEAnJkZ6texaBoFzM2MKtRMxYKK6dOIQn2m+H8FQi7M+vAY3Zvp4nYNNm5/10eHe1bJkgoA1R2rAJDNyEXdhVofQMpisxYoKi3Chsc1LMLUhzYZBajMBgsw0i3Uhc2WMlj49Q9MH8h97Tq+Z7FWEoQ+BDDRd7JnSJxwsJEfWNjRANT2nQdj++SheHG8q21bAh/AUgWA+DFy0EeahfhLfwOMTKeW5af8TQLbxQYOAd4ADWqjKUoAKPgGeFFnI1IFRABAzatEp/L9PQ++MOIA9s5OSQue+e8j4vKIbZ/7aFw9fVfLhKG524hVNkwBoCZ1NmKAGu0RAHIdGzZ1py/pMyKEmTf6wF0d729jwvj5ouJLCm1jbC6O+9vfa+69J82xz08z7cLW9DvleGQzL/kZ8EE51aQIiKIuLeoZ0N6l/6INHDBhvDg8+4OwFQkAj22NOAuwR9Io7vl7JfUcJuCXJwA8fOOmWJmYiPs2J1DTl5RPvCyoC8l96Bv962g/4wTwVQvTKFIjhelTXoIqAFRuSXaftukXqLlXf1B902o6tApweEaqD56+fJpW8wUxdfccG4FNBVTcdwjIDgwy86hzWNtuFC3nG3Vco5grABTk+sLquLqWUa/aDz7/q8FcglvrPxRoyXWOc3kujeylrj5ffGaNqnJVfOe5pvIz0nfoB5iySRyCfv//iy0F7Zk9TisA/MYRAPhr6waAtfOeqBA0vjdv7RIrcP3WTu/gxg5EntkB2eB37wHg+iZAA4BfNPcbkQCQlFCZR1M/IRdxbqMOIIucDGDV4uJcNyrfoF089b0BSJkz2PRR+sMoAyHQqvdjEwZ0Wj8WV3XGMi9p5g6tAFAGTLFeF3xYOzcCfRIFSspsuFgDrmiTeXQBUrk4k6c05XC4P/cysEIneAM43FQBNxxHjm5p6dPiwETEjuXYdu6BuHH61oGkCW0BWAAAqTNQ8sZ4T7uW39wQAJz0JXWs6dQEtNxXX0LOA8TIQDhtOEfZGHzC8P1TCkYAiB+dgIpz7j56Zey78zk4aqaEKtr4cM6kUuUd+wuW46qL7mgyLbKV9B9tAjjByDIv6EODewCL1OXd8eLGtsnkCIK5XpFoNBMZaZldU97JLjF3lZBJU+W++Kx772xgbPmKIQOo35vgXkZaEWF9yqgLYEn/UsoEsHM/6sf4n/uBQ7k14FbIXwDgb3f6f/gAzkU8vhzxLAAg+/i1CQCXppJl9JkT9OEv6ufsq2QAAfrcn/OVppEhFDTli1kCQNquLx31zfmQwt78PgoAZRmZH/kisThg1HzpAtQkMCfqJ/3lMjgqA6f+//bOBcyvsr7zX2YmM8kkmcmNhAQSAgESIkSQi2IEglJCUahaWNQuLd62VqtdafdS1+121xW1Vrpt8ba1xUfXii6KQtVGsUQQLIvRSLiECAQSICTkOklmmGFmss/nfc/3n5Nxcpv/kMwxv/M8eSbzn/M/532/73ve93u+vxv39PpQTntCO3OwSU+NGJoA+gWDdcKKpkmWA7W8FvF9z21fLz+vjWnugI1zg/qFxgmjPf8hgPZf5sXIyr8JdTmQxIq/1U6/XHFP5qBz+5lkln0l+cxtK/+k/S61aNXWJNDnOfeln9Uv6d31rfbD8O1DSgCv3CaNKhTAFzukWw4LAUSvB/i3Fa9zOGK+U0pJNJ0bcBiQjUsMBYEggENBbfd3ggBqclJ4ggB2pWCSIIC7q0gEAQwCaNWzbAUJAjisRGywHSwHgbxhAAH8p73e96aiRi8JmgfjBFT7eO2AGx2oAoip93OSLi1ed3HqwBz8k/q23vj2cCAQBLA+FNODduG2rycF0NGP9kHj0uW3df6PslCuBGJVzmZgqzp+g/bbLJ87ghV9wKk1yuqGTUG8pfNWXK48Aklz1CFv7rTFSpgVkaw+jktmGPuL0VYrWDZrEyXq5NO8hecC8tkEzDXLZdUwJdN2+yGVkzDTN5QOfLK4t9VB+9F5o6AvtOy+jqwA9vU2queXbdk8SADq0bt0xon31YIMwI7I25yA5NmExfm6O33XZiVwc9tpI9jY98r9oc0QOlQjRzLbx9I+XZyfd2IqAAAgAElEQVTjzQ3Mym1HEbMiakWNey1fc7a0vCmbfEmqzPJ6tqSVkk7KrtVTL1iT/P2sAG7on6pTGx7WQt2bHOezH9jEZL4FQxRAcEYBRJHJflmk7llTRChPERHZnZ2tmt/6cPo+1zIONi+CUVYASYC9vuYDeOm6pdIGqeO0ZjX29mp7Sy7XxXXsa5fN+zkNkg8ngsb0bd9K2rpIS5PahZo2u3u1xv60PyeZLiuAXy0UwB9KXSiCqOgogH+cFdONC8elMceUCwbZJzKXGAQHFF7+z3PgJOH4qdkHEEWXNjGmYOfnhrFlPjBWzHW7DOTI9+1pfnO4mosVNT4DA+OXn8GcnqaclJ3zuK7NrFb+7QvoqG67Gvin1TUr/TynZQUQNd0+j66A4tJq9hm064ZNwB7DvM7kKODsf5vLM9oE7LXNCmCOwM8RwoxtnmtrfyWid6AJ2InbrQZbAbTpN/s+ZtXPVhD+7757zaL9TvNjBdBj6VQ5jD1/8+9fE0WeDu9xSBXABd+Qtha1gPt7pKf3Gn3cWqR23xs4VPLYXZcvn3UgBBB+gV2DFQ7lj2uQfu1Lki6Q9MDhHY24exDA+uZAIoCv2XaLJrb175EH0Iv7QAJo526bflloXZ3DzvoOxCiXkrP/EUSERY2F2iZgNlKnuPDCWjY/sQg7QIHF1RuSF3MWbvtPZVNUd9r82Ng5Hz8w5/2jja7aAHTch4UYkyJEiXZmAtibCAJkhI3EKRloRyaE4xPyEGJMnV7QXYeUNpZ9Hvl9+ROZAKr3KHbfTKAInmiXjn/lynS/7Z35uvjQ2dxnAmhSbVM9bYFA4cxP/x2Q4tJi9sfibxALMId0+ToOBnHJKcyOmVxn3yXGinPxOQM/Nn388JavelV2oybWnCWRgkgQQOLjMIwsksZdvFFzWx+tbWBr18/UgmkrtFhLRP4+8Db2XBczPb9j5qWd9MlknPGCjC7tuCiR59MnrUjjen4RiJdLpuUyWvTZuQPBg7bTpys7v6GWTdIzMyenPkGoPCftt+o5aBJMn7m222M/Nwjg63RHzSR7wrp1Sll6MP1iEocIEvTx5UwAX/yRtJ3fJU2CAFK751Rpy2vHpD765WZ893ZtapmSSAj5J7MJtKkWBMM8hQDm+b6lNsdtOnR7bU7mGfALhAMw6JtdIuzX6DQsrqrCOVwTjDChYk51MJaDOcoEkH6ZHPOTl0KIcSZlOb+g08DwmV/ePP/8MuLKPG5r+WXLvrf2p7UJ2GZ8EyvGKpug8U/IPrMmZSaeTvHk5wjzPvMJrMq1er2ulU3AJsLuDy4NNqObZFo15P6uW703Amg/Xud7LAfBZLM/CTbzccQRwPO2SU2FCbi3Q/rJsCqPB0IAKRLJRDpT0i9KW+0ySTdL+mR92298u14EjkQCeLWk90miBjApX0YVbzPGklD3vy0igJEy/k4StQ4HO4IABgGs1RwNApijwYMABgE0eXM+QavkQQA71N4+rERsr/uSztwmNRYEsK9D+vmw3JdQLXhDZ1HPF3WP17Ys2/7qQW3gewvdHqfX1xfevZdJurNeAhPfrw+BI5EAErrOmwmyN2XfygQQQriqyAFIcetTJH1P0l8OkgMQ5A/aBGwFkE2SN+myydCBGLzVlhOpZqfubHJx4mXe1MsJkbNal1U3DgdwWI3ifEcdokY4BQTnYhKjHU5BQztQkKwaOLqXz61o8D2bl5x6xbVrbSJzGhDORXmgTa4WYVMV9yUogTd4K2YZk67UDxS6tf0zNaFhqx7/2cvybMcggQL4jKRjyRicI2epqtH7YmNKrUIQBSorVTi470VaWkvGzRiAAaYr7omCgbkTfFGnUPtoA1jaHIaS5aoWHpscYJJNiFwHdc8mLjY+2o4JsGwaJyr6x09cLC0/KpdNx5qI+nVOYQIm0Pkiqf3i53RC85O1yOjV62cnBfC3dUtSsFCV7AiPmgSGjAMKYEozo5NSu5wMm78t7V+kxoa+WlLsi3RnzYRqE6gTRQMz4+kKKVfoNk3evEMPT0Lt6U334vrMB5Qu+m9VyaZ0rsHnqI9g7cTdmOdRMplfYDhr5YaMBVOXrQSzPqbxLxbBH/dIvbkoTjYBfyhn53xm4eSa+Tbds2+7NjWiUPYlHKyCOwqadtAfxoOxRuHjM9ezZj5j1kU55jukkkEBtVmZvzsZN/fgmbKixu9WZH0/B3RwPafGcSR0GSP6ZUWcnx4zPncSdCv7DqSwKZfP/YyjGuKSYCU3ByE1pc/s1mBF0aZxEzPuxbjanO45m+vcZDXeiaodTMJP5rkrgaBcWqnLBDDXL8r9aKw9f+XPyDCQzwXJnqTWlhXAchQwfbELhoPGaJ0DzKxK744Czq4nPo44BXD+AAL4cN0E8HhJqyXhK1g+EEjYLzl4kv9PkS+Q3+cU++eriyecFY+8gEQGx3GYETgSCaAhv7DIYVQmgDiJfGJAFZAPSHr/IFVAuE6NAE5MeQBzASKTOk6wCZifzhHoxdQpT0zITABdwskLLNfh23ljmVArS+aKFuVoN/vmeUOx/xDkxW/jLkCfF/3su0ObMZFxfcgXplunkmGT9mLuvtlPxyYYPsesxu+Y2bzou1qJIyx9j1ygviV9xxUETJhsomZzSznkemZrQvNWPfWzeZkY8A/zL7eZnQlg89kd6tkBp6ekWpPmzH8okQv86GjZIt1Zi8bMvox9KWjD6V1oM5+TGsXl0pz3DSLk/IsQGW9SbNQmD2y2EIZybrVylQ7GBVM3foJ3dFysrkcmShhCWE6pMn2GpF9KOi/7AJ6y4IFEVLzxc336cqVuSf3yZku7OA8/TbDG980uAk7Vkcn95PQ3iIijfy/WHWkMsmk7lwA0GYYY0D9XDblM3xEm1hUtC9Jc5F70CUJEG20OZTy5n6vOcN1U+UQnJRKAvykm1MUdP9T6tsma1rFJTZR6w/xtEzBu4/j84QPYK3Usk8a0SKPYv8g4AwE8VXpo3pyaz5sJlUnfcp1Z5NTbUmsj/TQBpG/kf1yTKrPk6ju0j3lPnxljFF3a62hi99c5JSFLNoPzbDMWTr/jZ5OxIeLX1UDsl+b22j8tvxBlgsP48gwMjPr18+o1hd/tG8waYh9APud69JcjE9McqOX2cm1X9vCz7D6AjXP62Z/ZriOej05Pw+f2dWVOcn0fZQLo873WQTY5FmhFrZye71H2/fP6xbk2bdtXkz7RHlcRsj+uyaZ9j92eI44AHr9NaigUwP4O6am6CeBhpitx++FGIAjgngrgwdQBDgJYbDRsMEEAgwCy4QYBzPkXgwDuqQAGAcxb9yENApk2gACuDwI43ASq6tcLArgnAcQkjA5B7iIfZGZDo+F1+tkBA15LA4MC6OAAK2bZlJGTudr8aodqmwr9ho0yMzAXX1YAc6ok1IGyAuh8gKiFqDW8BZdzcKFMWV1wdJ8VhHKOLj7L+fI2JvMPufhoh1Uh2pkjAbOCmR3au1JfOex8zTU4F+XBQQT0HvOZHbltskQfwjzmwBKbmOmDFQL6yvmuI8u9n3p4Xs4djwJI1QzciwkCmSA1n9Ghno1tUtMuacdRmr6ABMYbk2pGG4kCtunXATqoRFanHBhAvkCrMPy0smLTNWZDK4B8xyYoFC7+ZvOwSQBtADPIEdU9wPUOXawNm6eqZ3lbNmWjfuEmzf9fJ8155UN6te6tBdvQd8YGNeqNurXmOgD+EI0U7LJ5nR6ddLyW6qJaQI2rtjhYALMo7aGPjB9mWCtFDvhBAQQfxoZ2M2+ZP1YAl7WcncYUU6kjhcHX0d7ZvJojZcvz1Um0GQ/M8uesfFC9M6QmnigSPj9RCv44tQgCITlFu9TxoNSG6RfHDczD/13adbK0dNJ5ab66/KIDmWgzY+sgGI8TbUCFTSpgxwY91nZ8LRDEuQwf1qlJ/aLtJB6nvVYIrQCSvNiVRBiDcuJvK942ec/S2qQAOsoVvMtKt9eT3YmMs6rqMRiYBxD1rxzt76AtxirnLMwqOGoYY8Rh1wsHcZTzD9qUbLWb58G5GfPzyR121DC2ZaGs9LmqB/iXgzD2pQDyNw7w5bCFxEqp14yBCiBzjcMR/HsqgNkdw3kFcwWdI9gEPGGbdFShAO7qkLYGAaw6YRvu9gcBHAYFkETQU9py5GdO9YIPGz6y2cTKRmTiV46o429OGmwCyALqwukDM+Hb78uLntNcOPqwvPixUGeDNFehxNOsmv+MF1xXBoBAYPZhwzAJw5zFNXYT1M5a+pqyf6IJKOSEvrDZOGF0OR1NmSxyXfuccX2Xosv33l1Pmf5BmLyRPfLEGdLWo5Ty50L+IIPH5FCehrk71f/42Fx0aIvUfuZzqUKIq10Q8Qp+YA6pY2PFJMo9MV+yETF2EEX6Bx5Ovs142syFCdcEkD47AhafSf7mMbVJ3dHenIfplb5DAPm5btUJOUmCE0BvlNqvfE4XN/8wnWszYb5WTuR9xfPfV/dYpYhcImW7Z0ktayStkXZe2KBbWq7M0dAJ41yuL/uQtmiZzkpk5GwtS7PiCt1eMw86+TVmcX/Hc5nvv6nzW2rZJv18+qnJnMt5HJB9/g65ZK5higYDzLw2ndN3vmMTOz6AL/vF49o1UzqKYFeifSGC7E+YfiHDHBBACB9mckzk7GWTpd4/UyJvd+uCWtoSxsQEkPnnMm2MK36d9J/x4XcI4Kx1G7Rl+pjkt5n9FGckUgyRtY8l8+Nc3VdLUeQqOBB57gUJ4Zl3uiXmqauDrNCChD8+hC6R6LRG3MtVgWx+dfonvgMB9frhKF0/L5579iXMJu+cgol+82LFwbMDCS0TQCd/dwk3yJZ9GDORzS9wXIu5zbjSTyel5v9+sSxHJee1Jvso851yqiT78/E92mn3Dp5zDsbG62TZRca4eP30HHZSbpvb7X/LT7fDmyRt9Pl8dsSZgBsHEMC+IIDDTaCqfr0ggHsSwN+V9BcDfAApIPmH+/IBPPZ9r9e45uzsPHvxyTpt8fSaL5gVQPud5Z+9aePYGwH0YmmfQk8yvsuClh27WUqzi7YVQG8SXDf/3f/GJQKY/bx6a8RmIAGksoFLqWWfJCsA+UocJnfl/F60hw2fjRC1hHbaf6mcL8xVCticnHeOTcd5A2mflVGTHsiZKzYs23yWeraO300CESFHF+jM7paWt2SfQIjh7G6Nm7A95bzjHuSd46cdxOkRG7z911Dc+BvpSbg3yo3byYaZN+2cH9FpOOhz9kMak/zJKD/mTZNNFIIA6XRONtoAjndqURoz+rZh1ayc/w+d+QXpvAV3Jj8/NkaXyZvavV4bWkgp06dZ39+QiRKu1OtzaTbIXyJOV0g3z3tjIneeI2yMDmKA3GQSlgnM1d03p0oaVgH5HqRhd8BBb1FLuEsLly1LeRe3XJJJE/6O9MHzAXJplRM8nIcxBytNTSQeQmgFbuHaZeqY0ay2zT27CSD+ffQLLCB+VAChr5BDCCDa/CTpgWtPSUSN8YPoeS6CLX3lHk6BglpHWzhoN/57YDu/8xE19ko/bTsjkSYTVBNAyDbX54Wg7OPoFxb6wlz3Sxrzlu/yDDHe3Iv5zNyGALqKyG6se5Jy68AHnhNIDfdyZR6/qDg/oOeWSZ1fBLlGqqaijbUXK6u0nJuq9XROU8vobvX2NmpKcy4zx/PgFCycx/1cnYWgIuaQSyRa/fcz4dyJDjzLwSV+2WiulXDbnS8zB7Yx70yYuaf9hb0mep008fPP/CKbCR3t4oUM/F3/ezcBzKXgvO56TeRet+oth2W/XrJkifjH0dPTo09/eq/5+IarfTkRdFoUCgVQHcXDlJ4ofhnKcY2k388euCkP4ApJHy6ifA/kemj9v5W9nPdbQ/hArhfn1InAkUgAG4rIX4JAiPAlcRwh7DA4thiys/2DpI8WpO87kj61vyjgY9syQeLN1qXM/GbL4hQEMBNPFucggEEAgwAGATxSCGB5jz6kPoDDTwD/oLBXkNYFRxyEkY8Ur2wD3aMGUhPEFcrBkYWDf/9SJ3eJrw8DAkciASTSF+OSQ9nBgP9fJKXMuFRl/UyRB5BXqM8Wk3wwuGt5AGe07SjMQQdHAG32wByzW7nJ1Tjs72NzCCTSZt7sMZgz3UOqnIYjv4nnKhGOwLTq4KSoTh3BPZ34lzd91BTOQeWwj0+5Lm9WAHMdYKuT9vnJJtRcFcLtzEkgcioVv5FzDQggh1NcYG7iu7TTPkBcw0mE7Y/4086ztWPjhFwDGPWvKTkh5mNiqZJG8g3cpTFTtmpu26OpPfYBtIkdvFB4wGttx0yd33Z3Ukdfr+/m6hRaXUt1QvtRlFAulunsWmQ3vmy0jXaiDNI+UtFMnZQNVPQHhcyR26RSoa9U5OBI/o39s1Nd4DEnbVFjU5+ubL1F79IXkvKWomnXdaVkyJqhbPr9evEij1KG8ndyET3MBa+R/uHlb0svIMwf7ovCQxuZLyiOaMZnanlq11Vrb0/t2DVWenLS9NQvTJj28wIbTMbMpJP+5elcCeSqZi1tXJTUTr/YMHb/T69M9+LafB9TMEpbjiOemmrMOi0PatU5jz2o7hlSCwmeeRopEIWXLWoormuogT8tXsnYWkiQTYDpNOn+K08TJtYluiTdxeoTc4y+osxawUbtRM0CD8abxMN8huLb3N2t5S25H6uL9C+MI21n/DBrcx5H9nGkEsiOhC/Klc3mKFu8+KGCch73di1i+up6wrTBPqNgndPDdCZ8wS6rlk2pegvPgZ8j+uXnzNHBjnxlTLkWWDtNi11CwILvpijg9VPVMiZbKSa35aj+ssLI567hzIhxPae9of37UgAdvbw/BdBmetslMgF8tuazZ5cDq4H25bNvs6sJeU5bAbRPcdm1xJHSngfc6zZdNQxbZn2XOLQEkIWwrADiH1OXAjhY57dIulbSt/eBDJ7alCR5TbFqhQJY3zQatm8fiQRw2MBzGphXbbtVs9pyrSo2CPu58HvZB9A+MCZ0dpLOVK6zZkLhNwdqlCsIsCFwmFh5oTeZMBk0AXTJODuB8zvH9o7xah3XqXEN27Wjf7ymNmTCkghgxwRNaNtdyst+aDYBe1Mqm67YANhUObgH59pHyc7lNmPZPM25JquY7BwA46AXNiGXu2Mj47qJAD43OZuAOTD/ssbZFIw70dyi5DhLzpRuzZnxWCIxlD1jg4OQggcbJ5t0avPmyVo0KZtn36Rbaz5QmVRnMk4b6DskwpsLZA7CBLkh6GDVwwtSW8bM3pI2WROkTf0Z92savpx80JZqUboGplEIzKpn52r6DFKFdOpt+kf9Wcf1amI6QY7wf+NdG0KE8QYjCsEQpIzhbyaA/O1d0qcveGcyB3L97B4AuZmd+swoM5/wAeScS3+xlAmaiPSWeWPU2tmlR1tP2SOQgHFgk55y+45kit15bYNub7kimTgZY5N7yBJjfJaWJcwYU/pKGzyO9gHk3vPueSqRudQ3Qq/oK30hJyJ9JeiDPjLGEEBeyyD8U6WHfn9OItxf09UpbYt9ZmnP06tO0vGn5KownT1jNLcZo+yj6TnE9/LVuif1/3LdlkgW/TBxpF1cF2LP/xlTCCPjArHjxcXkpUwA7cd7py5KgSNgDR6bOqdoRmsm8vbH9EubXR9MAGkD48SB3yD3MXG0uwTPu1/aCAriWg6uMcn1cwfm63umqrW5K1XH2fH0FGlctxoaezVlGoQu59xzOhivXaw7eyOAOahnYs3PL69TOf/vQH9TB4nZn9RzxSluvJ6w7nid5FouV+l1s7mvR32N2ZPQLi3ppa3Ig5qrfeSgMsbHvol+4eQ7Dob7rt48nGv/kK51aAkgC0SZAKagoHpMwAP7TGkmamziEEwI294O7N+8upL770AqiAwJ2/jSwSMQBPDgMSt/IymAQQCDAAYBDAIYBHB3wFEQwME3lkNLAImwzqUxc83J+XsjgGjwWMawhA3GCaj28doBPUKvx2JGXd//to9t9L2F39/i4pwggPVxjmH9dhDA+uBMBPCcbbcnBZBFb6ACyOV5Yx2YBsZvvTallgM+eGv177yl2zRj86ibbDWL33njtwLI77wNoxKgKmAqQW3a0DEt1YLtea5NmtCt9ilbtH3LeE2btiGpFI88O1/a2KKGaTvVNKpPY8Z1Jodxp4Lhury50z7e7LOpODt8o/zQT5Q6rmVTq/tZVvjsPJ+xaUpKUVYNcyw0B6od7XdS42Sy7Xi1ulIQSFNShsYdt1E7lk/JUcGoQ88XEaSkiJkiNUzeqbnTsgLk6F479KPooCi2tnaqs7NVF7Xemfr5O/rHdG8UIAIXHGiDyoDpD9Oj03BYNUWNQPl56oF5ySQ95tQtGt+W9QquaeXt7fqiztTPUwAF10crdvSwExQTKHLp3yzdbeJGICGTxfTiJ4YUlDPSpjg6FoWMl/vLpD9Z+JE90ogwNtyD8XfybdqAmfNdm7+sviapu6UhBZk4StWRoTjao0adtPZp6UeFIvce6bbpl9RqDVtpRDkDF6Jmc9LqR1IENvdkbqJUMX8ZaxTFBfetykofB3UDMO++qqiLzFNFcAsqKHoF4rJTw8yUvrnwN5NyepPerg39U7XpwWOzUogx6oeFWoiXAUL2uCJF0Ast0rdakvv5Gaf8q67VTXsou+BDsAjzgnElWASVGAWQ+UD/XPEGdQkXAVfXsGmT4B5M4fQ3VSLpmJCUdqrYbOzJKnDXjtaUsHzclK1JHeRajL3rdducy9xBYXZAjqNrPUYeT1Rs1gpX37G7AbWj+9cTFd8tvdCcUiNp3C41jO2sKYA2J1t157l1TW/mB/dEkbN7Sq7NnfvhSHPab3XfLiyOROY8B4GUI4p5jqwA4hbAYXMv7hcO6kkWgr6ikkhjYy3innMZ/1wBJCv6OdhpSi29lOsVl03Ad6QqZIf3OLQE8MbCj4I+Uz7pK/xnMAWQRdfhdIMBxJezk3s+CC8nffvXJP3pPhDlKWbFQinEaYUjCODhnYJ73D0IYH2DsYcC6NJu5VJrXhRtbmFBLL8dZ+MG/3IZN/7PAspP+wCyMJsQ2iRsE4crOPCzHFxRrsCQo2jHaF3/DHW/0JL86MZM2K6pbetrJmDn/oMMTWjNJuByihbn7fKGn8luNqnSNkx+9IINyylUytGkNl3lTSTnbrNvExuviSWkg3PYdO2LBhEkSpNNuKe/WZ07WtU8ulvTmjck82na4Jr6Up/w+XMFDu6BOQ+THyWnXCKLzYNNms2+XJGAdl2tmxOBwlQFAfAGwhjYBG8Tu0tngQmmRMg2hAdzOOeU02bwYoD5cUZfrpLSdk/e2DoWNuvJxtma27lKLZC6bVLHxdJ2TKNUuoMksediEmWvtK8cf+T/RMeSUo0l9kTp41f++1oFCJvn6Af4mWRAbiBn+Dvmih65IkuO6t2YXmIcUZrMv7fuyKZZ/l0l7byqQata5hbpQfrSuHAPDpvFwQ/MmXuQZmOJqRJSCdF1pYrTux/QupYZySQPdswjrslGD8miYonHlDH7sq5J47LstoUpB6TuyLkgU3UYSsxj2YdM4hqAYYqm4SrAVsT/3yCd9Y57auZLuzVA9lzuD98/8MMXjjnktCOMOT57YMgsyc9pTrjkcoD04z6dm4iTzfBrN+eqHD0r2/ILC+5YU3IuzemzMNnnNFI83/hR0ibIMs8S1+aFyj6yLkHHdzFrczjylfYnUvz0NOmxppwmqUlqntKh8TzzDTiU5iTN+UWtpfZCwzPIuPM5BNDPqEkf7bMfcc6xNz49P/TT9+cn5/jFEELn9vkZcq7IsvnZy7BLD/q5zG3Nz4pTLrl6Dfe36deRwfaNdoYDRw/z/SWEyR/m49ASwHuKt0Y6zaRbyH/qNQEvkPTPkmCX1+8HTlTFzxdRx+YarGa82kEe33OYh+OIv30QwPqmQC0IZFrbC6WcflAfkiVnYuf8gOXySeXPaUI5SMLEqZzewmTQPldlHxc7etv/h+tBZrg7G6+rEvgnCycbDb4+LKpO4mz/npwwNgdvuCao/d5cPqrsA8gCzYZP/6x2QibK/XXKCZeEc99oK4s+1y37qbHJOliEzZcaus5rBglsbsgK5JObZ6eNbUxDDr6BvLFhOXkt7WczZxO3D5GVvXLKE9cAXqzvp3GkTU4/k9u4psjvmPMUGl+UGM6FmGTSPSURHwe/8Fm5zvCY7k6N7ejPShV74yXFkgz5uy8rYZ/9w/wnRE1WW37i9ke+aCgDYhg8BnHw9Hapq1tqw0AzVbrnprNq6lxOXj2uCMcgwfOOlD4DgkF6FOoju4RbLseX0/4kAtD9mFq6+9UE6cTvkIAMFEf20DflMmwmTqhdKHzMc9dH5lrkMkR9ZOycPw7yh1rM3xxwNL37WT3ZckJSUXmRYJwggMxnfCxRb03W0XNvX/OmrAKTgAItglgW0t8lN9RvSjpXmn5cJoUElVCNlHeajTDELumEk3OdYYCFaKdckr06d1Ymfav6T9HrGu5IeHEwN8AHEg2ePDf4apoMWd1mXtylC1KQD/2GTDGHH+mfr03PJQd86e6WTEqPLjQXBpTB5Fa0d7R02ivuT0EmqIyUSrOKxv24l1Pc0FbMzhx+aUxBSWtmpHKIKcUet22Umk/u0IRJW9NcdPCVfWIhnxAn+/tmAvhYWsN4hl3Gz3kCHZDilCwD8wrSZ8aQucR4037OdbJq+wHS7nJqJquhfM8BJZxjckz/mRNc24nwaZ99//yia59QvltOTH3kEUBc70hswYGTbbLC1kMAqefL00bt3785gK0TVZGlq3zwEF4t6QfFU3kAl4lTXioEggDWh2wQQDUnqhcEMAhgEMAggCZkQQAH31gOrQL4rQEE8I31EkBSt1yQYn52+wriN4gS+PGixw8WTh3+fSAQRA1FGpj6eMewfTsI4N6h5C3nXUUY1TJJ7ytKwpW/kQjghdu+LvIAOsqXt1qXS2NTzG+xPTVFjBvJlfoAABUfSURBVN/tO+O3ez5DNeHIppWsHtrXzopbWQG0+YN78BaMyuL0LTZdZpPW9KRIWTnIpqTOZGblrRrVzH57TljLm7bPcTkql6NzxF85TYVTx9BqK4hWBF3lJPcom4ic5obPrEDSflRKp5ygnfbxQWVCDerrzxglDBv6ktrR0NKt1vFdyXSN6oI651QoKB4ogJiZswJIUuxsjrOiyP/xE+R7VAyhbVYAPSaYNo09/bafE+2l/U5VwzXs+8Z53NMJfyk/lqJ7ObDO8P/LpO7JyuZflk7+9NacqZXJlQ2rWaxC0MEZ51iy3IyVHtkpvWKq9GK3NArrzlTp5zflSh0gbYUTlQ9FivYzF8ACUyvl3ZxGhT5Y9eW8ZIrr6FITwgEJmVEASTtzhbTrKum+SWckjFGNnf7Ekas2/2HCxN+RJNmOGOW+KFtEZXM/2jmze60ebpmf/OeMO2lmHE3L2NB+xmLdszOkL7Rkj6S/LORQVD78JLeDGgrgxdKpx2UzMP6gAPaMpPsLMC+X9OfZ/JrMpKhko7NvIM/dis2n6/xJd9fmscvaMcaofPxuBZDzGWerp3fp/BQpzrnggSK8vP+M5HrRuX2M+peOlX7hnLyFjEvEOiZq2jFBOv4dK9MYcR+UUqv/JlXMOQ6esyVanNrsUpAopBuemCn1HpVN4oUANO70jZrcyuzM5eLKJmArmIwna4nTINktg2ty+Bl3dSGUNpeL8/PsNck+syiAtI97On2OI6n53AqgXWHoM3jSPkfv2gRsn7/kzqIZac2jDVYGrQDalYY2O20W/z/yooDxh8g+1ZmzpUTY9SiAxbXix68LAkEABx/J/1AkufzNxBNylBOJLAl3zzXe8lGrBXxMm0MYckoXB334RJtBvJiVCaD9Z1xCaTcBzJQJU5RTxeSyTLm8nN+2uQcLLuTGKSNsRs7ebJPTAlwmgJAszEz8Lal3S5ZqxuLT0qZcNmmxGZT9e+w47oTX3I/DPowmjk5VYz8f+wnZR8iElkUekxr3dLqanA9sSyJPXuCTmbFnjvp68/3S4v5Cs3qebsvuy+O61fqzb2r6GxYkh/sJzbl+MQQQsnGKVtX8hdg8MDm7ni14Yrbl/hAUNkEIH2ZNk1+nqknkqPNp9TY2pCoaYAp5oq2p4oKmpWuwEZoAzuxYpyb89JzaBQ4LoYJcvVnqbi8IIGlPSDz5ZukVhe1k2mhpVKP0Yp/0yAvZ0pmI4WTpnk3SuTYBQwBnSA99Ce+tOYk0YFKFVOObmGsYd9WqU2DioxScybBNwDbPze57Um3P9mSbMwQQ/z/s0m+Sdr61Qfe2vDrNS74PAcTvzT5ebN5rlqzURYtHpb9BSDnAbpHuTOMN0fbL0ZzNT2vFpFNS4AQ+iLQVEzDVa37yxKKUz7Fr+UQJ90ns3pSOw6T7GMGJOD9iU4UUPaAcrXKpdMIrk69faj/ECvYMweZ3hBAyl2F2ZRzYEsdLUy9bk+bFU2tOSuZg5uTqJas0d/Hs9H+INM8DxJZcjS6bCKlivtN/ajGnFDCanMaAXIF39ZyvpqY+bd86Xj3/1JYTZxCcSR8grxBUm4XHSg037tSZ05anuYuZ3imiWGEYQ/se8vlthV+bX/JWPXG69ORRu1MkAfxo6ajN39Yxb1mQ8HWJQ15MeN7t7+ln20FQmGyZz4yFx4+f5TRUNh3nfKY7arlHazWqCwLolEi7q5xkVwrw9sF8YPbmYJTdVXvsy/qNJeO1aHE2+eIW4go32eewJc17B5/5xfrIJoDUMygTwHcAdRDAXxf2Ngz9CAI4OIjoMTcUjq6Z3+RsZNc5lOrXjQA+dd2NOuuGt1SaADZ/4gOa+dcfqDwBvObNOcU+zjNVJYD3XPdt/e4Np1WeAK647kvpuag6AdQ336/pn7uu0gTwg9c16cM3tAcB3P/GX5SCw00v14bOGfM/EARw/9gdUWcEAfzV4ebh4d38vMIt32fgUYub+Z+UvrJHJRCba+1MXU6BYEdrf2bz7mAmYEf2ZubZW5hEUMUozL4xKScoZ64BzBsyb8N2tE/qWBFRjALh9AiO+LT5krdxPkP1gQCee8NVSSm0Asi9nabBqqPNXSicKDl+O8/3bK6Zl1y308EQ5SAQR/dacUDpQNlAxchmtuxTaJMt6iaO9UndeKGYsjjvYzbDxEcKEdKk/P110sc+Jq1tkab3JtPwxKO3Jod+V6gAW9SJslmRPqBIcT/UHVQ/HP+tXIEDCiB959xj127Kkbct0paZYzTx+S7tapQ2TRqXrj1/8+PaOil/vrOtQWPXkvmgUJ8IqsBcifKEmvJWaWPr5HxNXjG6pWsvlP4TwtBoaUyLNKpJ2rxN+iVJposl/eSp0tIN0oImqatXOpZo4BOlx75xXGo38wQ1yml0UOgcvILyg0pJ0mtHLqN4os466hQl5tjVm3JbsaoStIKF9Sqp9yrp3rZzExaopIR0YPa0KR+cfnLdrbr2hpelpNeOQEY9W6wlaX5drts1oZu8LUr4PHbScUk5Y05gRiVy+FGdoqe+RmFgZbMpKiQ2cNqyiw2Nst2XFuHQqIzIfITK/Bvp4uOktxcBHiiA4M33URGvkdovfU7biJT951JS8Yt71X7MRm17borOm3V3wuvh676oV97w2+nFCCWM+UFU8gc7/5e6W4paxpjGmYNYmU87LZmymcc8o6jM3+24LKWDSYEgN7ZI/7dYQWhuivxxNm8o/3HSzWM07vKNKUURpmbwdGWZbMafkTDk88+n0qw5DVQK/rijCP7ArMwqxnMCVE9cJ33yU2o/br22bZyY6mTPbM2BP3blsGKNOox1IKdCmp3GhaO89pQrEfGs0h7+7nRUj3ecpJltaxNeaZ6rOa0XzDPOdbBRNitnP2LWSOblMc8XZWy90BZVf977mUb91f/s05bW9oQv5nWr7qijjI/b5cARW0K41JGXBuYTAwggq0oogEcUw9tPZ4MA/ipALJ0s6QRbUhfYBw4VbIH/rvRZIoBnr/2KZrTtTIvYaHUl8jI2mW1zLg+bUDs1uvYZpAIz6m5CmM26kI8dtcit7Cs4TjvSuVx3kjarUf3q0ahE8jZrkhrUp21q1460W+cj5dDSi3o+LZKTtC3lBTxGLxYF1fvVqGOKclbJlPeh/60zrmeja94jFQ334zDRyySoX6OTDyHF7HM6F45cvK655u8I0eQf7ecv/EabuzQ6ta9d29L5/GzXVj2jmam9nMd9OZe/cO53danW6Hh19Y9Jvn89Pc3q2jFGL25uk8Z2a+K0Ter+8Ec1+fo/0ubOyWovUtlwLaJI52mlNmtywmuDjtY8PSo8rezPiAkYbGZpTcKW6Mt1mqYJ2pZwPFm/VHvHzpQ3r4VZgeWKTZ8ZQP5BLC3TpU3HjNXkx3dqy5zRqdTYcy3T0zW2qj3hNKlvszY3TtLsJ3MFhPtnn57aNFcrkwltVF+PPn7ii7qeiFDK23E0F/dg9gE1RhxmJ1wHyydZMrDSzZa++8ev1VOapeO1JpllmSX4+T2o+WluMR4n6zHN14O6XN/RQ5qfXhzyvOJlIzspMiaz9FT6/8x/3VikEJN0pbT+wrZE+JjvzKkndIJ+ooXp/GP0XCLzd33oB3r39TMTGcKfb6I26Tg9k/wxweGNHd9RE7hBpLdImxaOTcSPc+7UhVqtE7VGs/Tjlb+RSQwpXLDwkkSCtC+Q5R0EEv5G1udfJmkVhKdDOrZNerc06vc61D5pm47WBq3uOFEv3D8x4TftkieTn+bjOlmrf3RqNitPkNoWrdfJzY+l+fYa3ZWe1e996F5dcv356dmir8ybt+irmvOVZ3PeQSAiOhrPhOMlvVN68JQ5Wql5qZ/MWebuVD2f+rTixnNyEg3Mzz9nQCmQgA0Y+zS5fl4l3ThHOieTt9ec8YNEJF+uFWmu8rw8qnm1Z+a2H16dSTr+fpBccKI/+D/y6PLCkfwgPyR98PocEc1n7dKUs9eqq7NV41q3pz6DE88Iz8CJaVRX6xkdqx8XpQunaV16ljnWa3paK57vP1rHNKxLWPH95zU1zefVq+dp4vHrNLdhZXphhUBP17pECFlDmF9H6/k051kXW/Ricpt5WccqNeF0AzQu91j8/NNvSx97n7RrovT0pCnpOaa9tJH1DQKIGwzrRn5scnSzj9tyFOxhPQgCmTkz+SC/lKbYQgEkRZ/T+/EQfeylvu9hxTZufvAIBAH8VcwORgFk5WbpjSMQCAQCgUAgEDhQBBAaCE16KQ5YH68lJDgqH7wKkDK+yDL6Utw6rlklBIIADj5ag/kAYjz64AAfQPDjtb2cJb1K4x9tDQQCgUAgEDi0CBAChIZNCpWX6oAEYjsoH9gKgvy9VIhX8LpBAAcfNPz88MOndhBk8M8k/duULWTPKOAKDnk0ORAIBAKBQCAQCASOdASCAO59Bvy5lDyseVvDu2awPIBH+vyJ/gcCgUAgEAgEAoFABREIAljBQYsmBwKBQCAQCAQCgUAgUA8CQQDrQS/XRNxftZD67jB83yaZ9X8tlfHB/4S6jr9T3IKys38r6awigcTfFTUfh68FQ7sSdSNRX19eJFAZJanIq5IueCDtPtzjtL8+0B98c4h35JlkbEhD9FAJssPdB5pCGCFuEcS7Eg5K1uX/OCAQaqSPx4H0oQrjgVsKyelJcoNvF9WK/nORMMfTZqSPxYH0oQpjMXBlo3r2b+WSNKJ8WlXWqaGt0PGtyiIQBHDoQ3eg1UKGfofh/SYE8HVFLceBVyaRBEk0SB3/P4qKJ98rim399fA246CvRt1IEqSRz+ELksoE8EDaPRLGaV99ABA2Ocbmzr2gMxL6QNM+KumWIh8m4/FZSfMlnVm0uwrjsb8+VGU8SB5IbRby9pCEhiy/kHEyYvICUYWx2F8fqjIW5ccWUv62ot6ta95WYSwOemGOL1QfgSCAQx/DA60WMvQ7DO8390UAf08SWUOJaLa6xoby/iJL7fC2ZGhXu7B4my4TwANp90gap8H64E2urBYMRGgk9aHcNlTZnxUEHSJStfGgLwP7UMXxIPHdH0j6VK4InTL9VW0sButD1caC1C5kYnxNkUvWz3TVxmJoK3R8q3IIBAEc2pAdTK7Aod1h+L8FASS6mRTG/LtX0n8pqpBS9o7UwtQ+9oEJksWMhKU5++vhPQYjT/trd8NBVHU5FL3bFwEkRxfkltTCnyvUTto0kucaitN7cg2SdFRtPGjzwD6YdFRhPC4r0lLxjPLi9leSUIurNBb76kOVxoK2Ui2KzN5/X4yHCWAVn4tDsR7GPQ4zAkEAhzYAB1MtZGh3GP5vYaojX+Hawkz0SSnVeEIBoWjkWElvLd2WGlz4oJG2npxVh/sYjDxhEt5XuyGAB1rV5VD0b28E8KKCkFPnA7PRVySRxv/zuTbYiOqDcWJzw9fpzZIoycFRtfEYrA/0o2rjQd0YVCaS0n+jomMxWB+qNBbvLfz+XG4EQm4CWLXn4lCshXGPEYBAEMChDcJIVmUOtEckCcVsd7kk3sJDATxQ5IZ+3t4I4MAr4hx/SWFKGolz7Q2SvlyQjttKja+S0rG3Pgw2uiN9PGgzaznF6c4vfDSrNBbGfGAfqjIWKOBYS3ih5gWbo0wAqzgWQ1/l4puVQSAI4NCH6kCrhQz9Di/tN00ArygUwb8Y4AP4R0UybBy1R8IxGHnC4Xp/7R5J43QwBBAlYWEB/EjqA1HjN0q6qqjKW54bVRmPffVhb6RjpI6H20sgCC9010j6ZhEhXKVng34M7ENVxgL1FbWeCsbeU6lazXh8rVD3sbgQoGMf64Hr60h6xkfCeh9tOAQIBAEcOshVqxbChk1KAhzEp0liQcJZ+fRi0Xq0iAImShLS953CqfxwRwFjxsU3DvJEZDKJuTGVkvoC8+/+2j0SxmlffTijwH9FKRr4q0X1mU8X03Mk9IGmUB2HKHFU43sGeXSIdhzp47G/PhDRzLo40seDIK2bi0jgo4sI7SsLJX99EQU80sdif32oylhQdo1MBeUDczzpn3CPIL3TSB+Loe+E8c3KIhAEsL6hq1K1kG9LelVBmjAV3VXkBeTNk+M0SZ8p8gDy5kqKj4/UB8+wfJu365tKdTOdJw8/LfpwIO0+3OO0rz5g4kWpwdePjYIgEMaBPIzl43D3gbagXrwoqbtomMeC4CETwpE+HvvrA6bhKowHOTzPLogeytP9BTknKtvHSB+L/fWhKmMx2EJnf17nARzpYzEsi3VcpFoIBAGs1nhFawOBQCAQCAQCgUAgEKgbgSCAdUMYFwgEAoFAIBAIBAKBQKBaCAQBrNZ4RWsDgUAgEAgEAoFAIBCoG4EggHVDGBcIBAKBQCAQCAQCgUCgWggEAazWeEVrA4FAIBAIBAKBQCAQqBuBIIB1QxgXCAQCgUAgEAgEAoFAoFoIBAGs1nhFawOBQCAQCAQCgUAgEKgbgSCAdUMYFwgEAoFAIBAIBAKBQKBaCAQBrNZ4RWsDgUAgEAgEAoFAIBCoG4EggHVDGBcIBAKBQCAQCAQCgUCgWggEAazWeEVrA4FAIBAIBAKBQCAQqBuBIIB1QxgXCAQCgUAgEAgEAoFAoFoIBAGs1nhFawOBQCAQCAQCgUAgEKgbgSCAdUMYFwgEAoFAIBAIBAKBQKBaCAQBrNZ4RWsDgUAgEAgEAoFAIBCoG4EggHVDGBcIBAKBQCAQCAQCgUCgWggEAazWeEVrA4FAIBAIBAKBQCAQqBuBIIB1QxgXCAQCgUAgEAgEAoFAoFoIBAGs1nhFawOBQCAQCAQCgUAgEKgbgSCAdUMYFwgEAoFAIBAIBAKBQKBaCAQBrNZ4RWsDgUAgEAgEAoFAIBCoG4EggHVDGBcIBAKBQCAQCAQCgUCgWggEAazWeEVrA4FAIBAIBAKBQCAQqBuBIIB1QxgXCAQCgUAgEAgEAoFAoFoIBAGs1nhFawOBQCAQCAQCgUAgEKgbgSCAdUMYFwgEAoFAIBAIBAKBQKBaCAQBrNZ4RWsDgUAgEAgEAoFAIBCoG4EggHVDGBcIBAKBQCAQCAQCgUCgWggEAazWeEVrA4FAIBAIBAKBQCAQqBuBIIB1QxgXCAQCgUAgEAgEAoFAoFoIBAGs1nhFawOBQCAQCAQCgUAgEKgbgSCAdUMYFwgEAoFAIBAIBAKBQKBaCAQBrNZ4RWsDgUAgEAgEAoFAIBCoG4EggHVDGBcIBAKBQCAQCAQCgUCgWgj8f+4Tj26aJjTgAAAAAElFTkSuQmCC\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1193da828>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time: 354 ms\n"
     ]
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(311)\n",
    "plt.pcolormesh(P_total_diff_smth[1].T)\n",
    "plt.colorbar()\n",
    "\n",
    "ax2 = fig.add_subplot(312)\n",
    "plt.pcolormesh(P_band_diff_smth[1].T)\n",
    "plt.colorbar()\n",
    "\n",
    "ax3 = fig.add_subplot(313)\n",
    "plt.pcolormesh(P_local_diff_smth[1].T)\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Appending to existing file\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "13\n",
      "14\n",
      "15\n",
      "16\n",
      "17\n",
      "18\n",
      "19\n",
      "20\n",
      "21\n",
      "22\n",
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      "Completed row 42\n",
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      "Completed row 43\n",
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      "Completed row 44\n",
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      "Completed row 45\n",
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      "Completed row 46\n",
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      "Completed row 47\n",
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      "Completed row 48\n",
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      "Completed row 49\n",
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      "Completed row 50\n",
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      "Completed row 51\n",
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      "Completed row 53\n",
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      "Completed row 55\n",
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      "Completed row 56\n",
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      "Completed row 57\n",
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      "Completed row 58\n",
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      "Completed row 59\n",
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      "Completed row 61\n",
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      "Completed row 64\n",
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      "Completed row 65\n",
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      "Completed row 66\n",
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      "Completed row 67\n",
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      "Completed row 69\n",
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      "Completed row 70\n",
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      "Completed row 71\n",
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      "Completed row 72\n",
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      "Completed row 75\n",
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      "Completed row 79\n",
      "692.5244281291962\n",
      "time: 7h 51min 33s\n"
     ]
    }
   ],
   "source": [
    "## BOOTSTRAPPING ##\n",
    "#from previous testing, determined that the autocorrelation time scale of rainfall is between\n",
    "#2 and 3 days. Will test both and see effect on p-values.\n",
    "\n",
    "#General expectation would be that longer block lengths will lead to fewer significant p-values\n",
    "#(smaller effective sample size\n",
    "\n",
    "##REWRITTEN SEPTEMBER 26, 2016\n",
    "#previous version had to run for potentially days at a time, whereas now it saves each new row as it completes it.\n",
    "\n",
    "#daysmth is defined above\n",
    "niter = 2000 #how many iterations each time?\n",
    "blklen = 2\n",
    "row_increment = 40 #how many rows to run at a time?\n",
    "\n",
    "p1_b = 1\n",
    "p1_e = 29\n",
    "p2_b = 30\n",
    "p2_e = 57\n",
    "\n",
    "filepath = \"Data/chinarain_diff_pval_notaiwan_\"\n",
    "backuppath = \"/Users/Siwen/Desktop/Ferret/bin/\"\n",
    "\n",
    "#netCDF output file formatting formatting\n",
    "yearsout = str(p1_b+50) + str(p1_e+50) + \"_\" + str(p2_b+50) + str(p2_e+50) + \"_\"\n",
    "fullname = filepath + yearsout + \"local\" + \"_\" + str(blklen) +\"day_\" + str(niter) + \"iter.nc\"\n",
    "backupname = backuppath + fullname\n",
    "\n",
    "##the following is only to make sure that we don't exceed the bounds of the number of rows of actual data.\n",
    "if os.path.isfile(fullname):\n",
    "    \n",
    "    fileout = nc.Dataset(fullname, \"r\")\n",
    "    start_row = fileout.lastrow + 1\n",
    "    fileout.close()\n",
    "\n",
    "else:\n",
    "    \n",
    "    start_row = 0\n",
    "    \n",
    "rows = min(row_increment,P_band.shape[1]-start_row) #don't want to keep running the loop past the final row\n",
    "\n",
    "#P-VALUES OF TOTAL RAINFALL\n",
    "for i in range(rows):\n",
    "    \n",
    "    pval = bs_diff_rain_save(P_local,[p1_b,p1_e],[p2_b,p2_e],daysmth,niter,blklen,fullname,1,'a')\n",
    "    \n",
    "    #backup to external directory\n",
    "    if os.path.exists(backupname):\n",
    "        os.remove(backupname)\n",
    "    copyfile(fullname, backupname) #backs file up in case of corruption"
   ]
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