{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Navn på gruppens medlemmer:**\n",
    "\n",
    "*Levér en ferdig kjørt notebook som inkluderer alle resultater, helst eksportert som HTML-dokument. Det er tilstrekkelig at ett gruppemedlem leverer på vegne av alle i gruppa.*\n",
    "\n",
    "# Tidsutvikling av bølgefunksjonen\n",
    "\n",
    "Utviklingen av en tilstand $\\Psi = \\Psi(x, t)$ over tid er beskrevet av den tidsavhengige Schrödingerlikningen\n",
    "$$ i \\hbar \\frac{\\partial \\Psi}{\\partial t} = \\hat{H} \\Psi = -\\frac{\\hbar^2}{2m} \\frac{\\partial^2 \\Psi}{\\partial x^2} + V \\Psi $$\n",
    "\n",
    "Ved hjelp av separasjon av variable er det mulig å vise at en generell løsning av denne ligningen er\n",
    "$$ \\Psi(x, t) = \\sum_n c_n \\psi_n(x) e^{-i E_n t / \\hbar} $$\n",
    "der summen går over alle de stasjonære tilstandene $\\psi_n$ med energier $E_n$ som løser den tidsuavhengige Schrödingerligningen\n",
    "$$ \\hat{H} \\psi_n = -\\frac{\\hbar^2}{2 m} \\psi_n'' + V \\psi_n = E_n \\psi_n $$\n",
    "\n",
    "Det viser seg at *enhver* tilstand $\\Psi(x, t)$ kan skrives som en slik lineærkombinasjon av de stasjonære tilstandene, og vi sier derfor at de utgjør et *fullstendig sett*.\n",
    "Gitt en vilkårlig starttilstand $\\Psi_0 = \\Psi(x, 0)$, er det bare snakk om å finne de rette konstantene $c_n$ som oppfyller\n",
    "$$ \\Psi_0 = \\sum_n c_n \\psi_n $$\n",
    "og vi har da all informasjonen vi trenger for å beregne $\\Psi$ for alle $t$.\n",
    "Dette er ingen vanskelig oppgave, da de stasjonære tilstandene er *ortogonale*, og *ortonormale*, så lenge vi velger dem normerte, dvs.\n",
    "$$\\int \\psi_m \\psi_n \\mathrm{d}x = \\delta_{m n} = \\begin{cases}0 & \\text{for}\\,\\, m \\neq n \\\\ 1 & \\text{for}\\,\\, m = n\\end{cases}$$\n",
    "Vi kan utnytte dette til å \"plukke ut\" en av konstantene $c_m$ i lineærkombinasjonen ved å integrere begge sider av likningen:\n",
    "$$ \\int \\Psi_0 \\psi_m \\mathrm{d}x = \\int \\sum_n c_n \\psi_n \\psi_m \\mathrm{d}x = \\sum_n c_n \\int \\psi_n \\psi_m \\mathrm{d}x = \\sum_n c_n \\delta_{m n} = c_m $$\n",
    "\n",
    "I denne øvingen skal vi se nærmere på egenskapene om ortogonalitet og fullstendighet i en diskretisert modell og utnytte dette til å studere tidsutviklingen til vilkårlige starttilstander i vilkårlige potensialer.\n",
    "\n",
    "Vi bruker samme modell for diskretiseringen av rommet som i den første numeriske øvingen.\n",
    "Der diskretiserte vi rommet i $N + 2$ ekvidistante punkter fra $x_0$ til $x_{N+1}$ og satte $V(x \\leq x_0) = V(x \\geq x_{N+1}) = \\infty$, slik at $\\psi_n(x \\leq x_0) = \\psi_n(x \\geq x_{N+1}) = 0$.\n",
    "Vi innførte så et vilkårlig potensial $\\boldsymbol{V} = [V(x_1), \\ldots, V(x_N)]^T$ på rutenettet $\\boldsymbol{x} = [x_1, \\ldots, x_N]^T$ og fant de stasjonære tilstandene $\\boldsymbol{\\psi_n} = [\\psi_n(x_1), \\ldots, \\psi_n(x_N)]^T$ og energiene $E_n$ ved å finne egenverdiene og egenvektorene til Hamiltonmatrisen $H$.\n",
    "\n",
    "Hamiltonmatrisen $H$ er en reell og symmetrisk matrise, og har da ifølge et teorem fra lineæralgebraen ortogonale egenvektorer.\n",
    "Vi kan så oversette formen for den generelle løsningen på den tidsavhengige Schrödingerlikningen til vår diskretiserte modell med vektorlikningen\n",
    "$$ \\boldsymbol{\\Psi} = \\boldsymbol{\\Psi}(x, t) = [\\Psi(x_1, t), \\ldots, \\Psi(x_N, t)]^T = \\sum_{n=1}^{N} c_n \\boldsymbol{\\psi_n} e^{-i E_n t / \\hbar} $$\n",
    "I denne diskretiserte modellen får vi dermed helt tilsvarende ortogonalitets- og fullstendighetsegenskaper som med de eksakte funksjonene $\\psi$ og $\\Psi$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# uncomment ONE line to choose matplotlib backend\n",
    "# if using Jupyter Notebook, use interactive \"notebook\" backend for best results\n",
    "# if using Jupyter Lab, use interactive \"widget\" backend for best results\n",
    "# if both fail, use static \"inline\" backend\n",
    "%matplotlib notebook \n",
    "#%matplotlib widget \n",
    "#%matplotlib inline \n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.animation\n",
    "import numpy as np\n",
    "from IPython.display import HTML, clear_output\n",
    "\n",
    "# helpful to raise exception upon complex number calculation error\n",
    "# instead of just a useless warning\n",
    "import warnings\n",
    "warnings.filterwarnings(action=\"error\", category=np.ComplexWarning)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For å finne de stasjonære tilstandene $\\boldsymbol{\\psi_n}$ og energiene $E_n$ til en partikkel i et vilkårlig potensial $\\boldsymbol{V}$, bruker vi teknikken fra den første numeriske øvingen.\n",
    "Vi har lagt ved fungerende funksjonalitet for dette i funksjonen `get_stationary_states()` under. \n",
    "**Merk at**\n",
    "* **det brukes atomære enheter med $\\hbar = m_e = 1$, slik at naturlige avstander og tider også har tallverdier i størrelsesorden rundt 1,**\n",
    "* **de stasjonære tilstandene $\\boldsymbol{\\psi_n}$ normeres i forstanden $\\boldsymbol{\\psi_m} \\cdot \\boldsymbol{\\psi_n} = \\sum_{i=1}^N \\psi_{m,i} \\psi_{n,i} \\Delta x = \\delta_{mn}$ (der $\\psi_{n,i}$ er $i$-te element i vektoren $\\boldsymbol{\\psi_n}$), i tråd med normeringsintegralet $\\int \\psi_m \\psi_n \\mathrm{d}x \\approx \\sum_{i=1}^N \\psi_m(x_i) \\psi_n(x_i) \\Delta x$, og at**\n",
    "* **de stasjonære tilstandene kommer ut i en $N \\times N$ matrise med $\\boldsymbol{\\psi_n}$ langs den $n$-te *raden*, som så kan hentes ut med `waves[n-1]`.**\n",
    "\n",
    "Du kan selvfølgelig erstatte dette med din egen løsning fra den første numeriske øvingen, da du kanskje er bedre kjent med denne. For å passe inn med noe inkludert programkode senere i øvingen, anbefaler vi likevel at kravene over er tilfredsstilt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "hbar = 1\n",
    "\n",
    "def hamiltonian(x, v, m):\n",
    "    dx = x[1] - x[0]\n",
    "    diag = hbar**2 / (m*dx**2) + v\n",
    "    semidiag = np.full(len(x)-1, -hbar**2 / (2*m*dx**2))\n",
    "    H = np.diag(diag, k=0) + np.diag(semidiag, k=+1) + np.diag(semidiag, k=-1)\n",
    "    return H\n",
    "\n",
    "def normalize(x, wave):\n",
    "    dx = x[1] - x[0]\n",
    "    norm = np.sum(np.abs(wave)**2) * dx\n",
    "    wave /= norm**(1/2)\n",
    "    return wave\n",
    "\n",
    "def get_stationary_states(x, v, m):\n",
    "    H = hamiltonian(x, v, m)\n",
    "    eigvals, eigvecs = np.linalg.eigh(H) # eigh converges more often than eigh_tridiagonal\n",
    "    energies, waves = eigvals, eigvecs.T\n",
    "    \n",
    "    for i in range(0, len(waves)):\n",
    "        waves[i] = normalize(x, waves[i])\n",
    "    \n",
    "    return energies, waves\n",
    "\n",
    "# example usage:\n",
    "#x = np.linspace(-10, +10, 1000)\n",
    "#m = 1\n",
    "#w = 1\n",
    "#v = 1/2*m*w**2*x**2\n",
    "#energies, waves = get_stationary_states(x, v, m)\n",
    "#fig, ax = plt.subplots()\n",
    "#ax.plot(x, np.abs(waves[0])**2, label=f\"$E_0 = {energies[0]:.2f} \\, E_h$\")\n",
    "#ax.plot(x, np.abs(waves[1])**2, label=f\"$E_1 = {energies[1]:.2f} \\, E_h$\")\n",
    "#ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nedenfor har vi konstruert noen potensialer $\\boldsymbol{V}$.\n",
    "\n",
    "**For hvert av disse potensialene, finn de stasjonære tilstandene for et elektron og bekreft at de er ortonormale og utgjør et fullstendig sett.**\n",
    "\n",
    "**Ta deg friheten til å endre litt på potensialene, om de ikke \"passer inn\" i programmet ditt i formen under.**\n",
    "\n",
    "*Vi beregner $\\boldsymbol{\\psi_m} \\cdot \\boldsymbol{\\psi_n} = \\sum_i \\psi_m(x_i) \\psi_n(x_i) \\Delta x$ for alle par av $m$ og $n$, lagrer verdiene i en matrise og viser denne grafisk. Matrisen ser ut til å være identitetsmatrisen. Det bekrefter at de $n$ vektorene $\\boldsymbol{\\psi_m}$ er ortogonale og utgjør en basis for rommet med reelle (og komplekse) vektorer med $n$ elementer.*\n",
    "\n",
    "*Parallelt med dette sjekker vi også det største (absolutte) avviket mellom denne matrisen og identitetsmatrisen, som er en annen enkel måte å gjøre sammenligningen på.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var 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) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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 overridden (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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { 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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum deviation from identity matrix (Infinite well): 1.432187701766452e-14\n",
      "Maximum deviation from identity matrix (Harmonic oscillator): 1.4210854715202004e-14\n",
      "Maximum deviation from identity matrix (Finite well): 1.4210854715202004e-14\n",
      "Maximum deviation from identity matrix (Weird potential): 1.4210854715202004e-14\n"
     ]
    }
   ],
   "source": [
    "m = 1\n",
    "w = 1\n",
    "x, dx = np.linspace(-20, +20, 400, retstep=True)\n",
    "\n",
    "v_infwell = 0*x\n",
    "v_harmosc = 1/2*m*w**2*x**2\n",
    "v_finwell = np.piecewise(x, [np.abs(x) > 2, np.abs(x) <= 2], [0, -10])\n",
    "v_weird = np.random.rand(len(x))\n",
    "potentials = [v_infwell, v_harmosc, v_finwell, v_weird]\n",
    "titles = [\"Infinite well\", \"Harmonic oscillator\", \"Finite well\", \"Weird potential\"]\n",
    "\n",
    "fig, axes = plt.subplots(1, 4, sharey=True)\n",
    "    \n",
    "fig.suptitle(\"Results of $\\int \\psi_m \\psi_n \\mathrm{d}x$\")\n",
    "axes[0].set_ylabel(\"n\")\n",
    "\n",
    "for i, v in enumerate(potentials):\n",
    "    _, waves = get_stationary_states(x, v, m)    \n",
    "\n",
    "    mat = waves.dot(waves.T) * dx\n",
    "\n",
    "    # graphical presentation\n",
    "    cax = axes.flat[i].matshow(mat)\n",
    "    axes[i].set_title(titles[i])\n",
    "    axes[i].set_xlabel(\"m\")\n",
    "    axes[i].xaxis.set_ticks([0, len(x)])\n",
    "    axes[i].yaxis.set_ticks([0, len(x)])\n",
    "    axes[i].xaxis.set_ticks_position('bottom')\n",
    "    \n",
    "    # textual presentation\n",
    "    max_abs_dev = np.max(np.abs(mat - np.eye(len(x))))\n",
    "    print(f\"Maximum deviation from identity matrix ({titles[i]}): {max_abs_dev}\")\n",
    "    \n",
    "fig.colorbar(cax, ax=axes.ravel().tolist(), orientation=\"horizontal\", pad=0.2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nå som vi har bekreftet ortogonaliteten til de stasjonære tilstandene, er vi godt forberedt til å beregne koeffisientene $c_n$ som behøves for å representere en vilkårlig starttilstand $\\boldsymbol{\\Psi_0}$ som en lineærkombinasjon $\\boldsymbol{\\Psi_0} = \\sum_n c_n \\boldsymbol{\\psi_n}$ av de stasjonære tilstandene.\n",
    "For å finne $\\boldsymbol{\\Psi}$ for $t > 0$, trenger vi så bare sette på eksponentialfaktorene $e^{-i E_n t / \\hbar}$.\n",
    "\n",
    "**Skriv en funksjon som beregner og returnerer koeffisientene $c_n$ som behøves for å representere en starttilstand $\\boldsymbol{\\Psi_0}$ som en lineærkombinasjon av de stasjonære tilstandene $\\boldsymbol{\\psi_n}$ i et diskretisert rom $\\boldsymbol{x}$.**\n",
    "\n",
    "**Skriv også en funksjon som beregner $\\boldsymbol{\\Psi}$ for en vilkårlig tid $t>0$ ut fra koeffisientene $c_n$, de stasjonære tilstandene $\\boldsymbol{\\psi_n}$ og energiene $E_n$. Merk at beregningene involverer tallet $i = \\sqrt{-1}$, som i Python er representert med `1j`.**\n",
    "\n",
    "**Du kan godt verifisere at funksjonene i det minste klarer å reprodusere en eller annen starttilstand i et eller annet potensial ved $t = 0$. I de neste oppgavene vil du få testet dem også for $t > 0$.**\n",
    "\n",
    "\n",
    "\n",
    "*Vi vet at $\\boldsymbol{\\psi_n}$ er ortogonale, dvs $\\boldsymbol{\\psi_m} \\cdot \\boldsymbol{\\psi_n} = \\sum_i \\psi_m(x_i) \\psi_n(x_i) \\Delta x = \\delta_{m n}$. Inspirert av innledningen \"plukker vi ut\" koeffisientene med*\n",
    "$$\\boldsymbol{\\psi_m} \\cdot \\boldsymbol{\\Psi_0} = \\sum_n c_n \\boldsymbol{\\psi_m} \\cdot \\boldsymbol{\\psi_n} = \\sum_n c_n \\delta_{m n} = c_m$$\n",
    "\n",
    "*For å beregne $\\boldsymbol{\\Psi}$ ved tiden $t$, beregner vi rett og slett bare*\n",
    "$$\\boldsymbol{\\Psi} = \\sum_n c_n \\boldsymbol{\\psi_n} e^{-i E_n t / \\hbar}$$\n",
    "\n",
    "*Vi finner de stasjonære tilstandene og energiene i en harmonisk oscillator. Vi lager oss så en (rar) starttilstand $\\boldsymbol{\\Psi_0}$, beregner koeffisientene $c_n$ og bruker disse til å rekonstruere starttilstanden ved $t = 0$. Det gjenstår dermed bare å se at funksjonene fungerer også for $t > 0$ i de senere oppgavene.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var 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) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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 overridden (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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { 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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\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>"
      ]
     },
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     "output_type": "display_data"
    },
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IjaNB1eDYaDFCtBVJ+6yOGZb2h2x729AGJEs0Uvj36iIfhMvv/XktcVx+r16i+Br/lNxeUVKe5jmjNPWJMzP1YcArGG4wGzXd2dfPrCP7cQea57WTgTgLvFd+GdjL8Xy8sbj2N3iA2U9FH8cnr19puLZAAAAgJZ0WnKYh9aFQW2JZInCgtrwso6LD1scc/Hec/7v3+s3UJbxKyJZIm/9Ml6+/+IDxTFJt5IU85k6UzxpVutiNK1tMSqzSDwV1zC6Ib3JeuOs09cUzM/VhwCsYbjAbNckponFCtDD+oj3ekMPhvLPpt5P5eU/zWcB+ExRDyq/QPxhSHuAb0YBAADAMXwn7uKhdXtwNSJZoiDDAF4mb7Scd2RkvaN/B4itkC6H/IdIlqhN4ERetvTgNf55k8lEv2z5hc9lWo0Su12cKepBUX7FqLRZCI46E+XMX4FmYH6uPgRgDXOVCywrO4ueZjyl9OfpdObhGTr36JzaXVLINmVT2aVl+YC+pQob6H8JFgE4Ii2Cf/7xm8eKb0cPlWafbzhe/FHYfHmzimcEAAAAWpH5Lpu+C9zMQ+ulkKJEskT+geN4WcSBq1aPrTJBBOeEYF8iWaIAwyBeNiJWBOeDtw+K+U24J8XUYPObmBoedNyT/f/AXmJu1CSmCX89DGznKvNzd4YArGFqXWARaRHUdENTqrmmJlVYXsHi3ZFftvzi9D7l5c7LO4oB/1gJNsjXniIC7a7r4t0ak8lEPit8+L/l/oHorhd/FOamzlXxjAAAAEArrjx4KRa70m+kt8aviWSJfPQRvHzP+ftWj+24WDw6vSioDZEs0fygdrysW8QR/tlBuwfxeYy/ka1xkurJdsQYMID9964KHuRltkDo0btHnfVr0AwEYPUhAGuYWhfY9KPT81w8oemGpk7vU14O3z7M+1Z5NnukOc3Dg0otFgP8pSeXFMe03dSW/9u8FuyR6ZAeIgAH7A1Q6WwAAABAS3aevcsDa+WAxUSyRG+M39C3+lhefv3hK6vHBsecEnd7DX2IZInigmtZbIWU+S6Tfor6ic9jlvuxuc2k9mw9lHILPSmlJPvCv52MrR8/BgKw+twmAD969Ij+9re/kU6no6JFi+b52cjISPL29qa//OUv9PXXX5Ofnx8dOHAgz2MOHDhAfn5+9PXXX9Nf/vIX8vb2poiIiDyPuXHjBnXp0oX+53/+hz7//HP68ccfKSQkhN68ccyiAmpdYItPLc4zANdcU9PpfcrL2vNred9ahrIAvLuCWNTKK8KLMt5lKI4Znjic/7uxO/tWdE5LsWiW/2Z/lc4GAAAAtGTRvis8sP4SOIZIluhcSHFe9oNhM72zsp0RkXIrpF8DRxDJEqWGlOZlJYzxZDKZ6NDtQ3wOUzbMk1KLs7Bbd7K4GTC1HQvFi5sod8nINmVbbRusQwBWn9sE4E6dOtFnn32WbwAeNGgQ6XQ6+tOf/kRNmjShunXr0u9+9zv67W9/S9HR0VaPiY6Opt/+9rf02Wefka+vL7Vo0YK++uor0ul0NGjQIKvHXLp0iQfyEiVKUOvWrem7774jnU5HPj4+lJGRYfW4glDrAltzfg0fGJuN8aQ9P3lQdE0RKH+K+snpfcrLlJQpvG99c7ZAWllXDO6119a2OGbO8Tn833sMZ8eYn2PVVVVVOBMAAADQmpAN4i6u0dCPSJYoPrgGL6sxefcHj407cZt/rl7AHCJZogfG/4+XFdHH0dNXmTTliJgL/RLM5jWJ3h5Uwuxx5yZj2U2ClJIeVHKJKHe1tV1cHQKw+twiACckJJBOp6MePXrkGYB37txJOp2OvvnmG7pw4QIvT0pKoj/84Q/05Zdf0uPHjxXHPH78mL788kvS6XS0fv16Xn737l364YcfSKfT0a5dlnuzVa1alXQ6HfXv35+XZWVlUbNmzUin05HRaPzY01btAtt6davFYLnXW7lNUFZ2ltP79SEDdw3k/RrdxXILpG7x3SyOMd8KqemYnHMsrzxHbA8AAAAAH6uz2RZIYTnv8S4we4+3a3jyB49NTX/CP+elX00kS0SyRB76dbz81M2n1HRDU4s7vTPaFlPMa7yWeFJyKXZnuMlYEYCXnl7qxN/Gpw8BWH2aD8CvX7+mH374gYoXL04XLlzIMwDXr1+fdDodTZs2zeLf+vfvTzqdjiZPnqwonzhxIul0OmrSpInFMdHR0aTT6ahhw4aK8uTkZNLpdPT3v//d4k7v3bt36fe//z19/fXXlJmZWdDTVVDrAtt/cz8fFGtNFd8Wmg+iT948cXq/PqT5xua8X4ubsEFf31u83zIiaYTFMcl3kvm/V/rAe8NXn151/skAAACAptSasoeH1fjgGkSyRMGG/nlugZTr4YsM5d1e4z+JZIlqBsznZauPpSnmaLsqsJDb2VBcUV4iogRFNGLzpKCe4t/6JvR14m/j04cArD7NB2C9Xk+fffYZJSYm0tWrVz8YgN+8eUOff/456XQ6unHjhsW/7927l3Q6Hfn6+irKc+/kLlu2zOKYt2/f0h//+Ef64x//qHiv12g0kk6no27dLO8sEhHVqFGDdDod7d69u2An+x61LrAT90/wQdFnrtgn18vscZn05+lO75c1JpOJvKO8eb/iqrK+dgoSA/uSU0ssjrv54qb4RjTck07kvCtTbYY4xwO38n5vHAAAACAvJpOJPIK38rCaFuJFJEvUOTBU3BXeeznP44sGb7E4vpPZ8YHxK/ncxXcGm7edLOZB5Rd4WgTgoX0tXxWruLyiSz3Z5+oQgNWn6QB84sQJ+t3vfkddu3YlIsozAB8/fpx0Oh397W9/s1rXy5cvSafT0ddff60oz33X9/Tp01aPK1++POl0OkpNTeVlTZo0IZ1OR3PmzLF6zNChQ0mn09H06dNtOs8PUesCu/L0Ch8USy0WAbjCPDGQnn5o/fflbO/v6Zv7aI/fJNHXHdd2WByXmZ1JJSNLWnxb2mqUOG79hfVWWgQAAACwzYP37uA+s3IHd+upO3nWUdPKHeQgwwBe1mqVzOcuXQNZwN1c1cMi/JaIKEH1JrF53XFPDyq9SMx50h5++C40KCEAq0+zATg7O5t++ukn+utf/0oPHz4korwD8MaNG0mn01GZMmU+WGdu2H3+/DkRET179ox0Oh3pdDp69uyZ1WOaNm1KOp2OYmNjeVmZMmVIp9PRxo0brR4zffp00ul0NHjwYJvP1xq1LrAHrx8oBsvczdOrTxcD5aHbh5zeL2vSHorHfrwXiLBu/q3nh8J6zTU1+WfW1GGPBPUaKu4czz4+28lnAwAAAFpy3IZ3eNNuPc2zjk5LLPcCnhfkL7ZWivC3WAtlVmtxh9dnhY+Y14V70qHSlu8Brzu/zkm/kU8fArD6NBuAc0NkeHg4L8srAC9fvpx0Oh1VqlTpg3X+7//+L+l0Orp9+zYREd26dYsH4Kws649+tG/fnnQ6Ha1YsYKX/fjjj6TT6WjHDss7i0REYWFhfNEuW+ReSO//fP7556pcYBnvMhQBeH85NlA2mJD3XVU17Li2g/fJbyILwMmlbHtfucPmDvwzc1pa7gUctC/IyWcDAAAAWhKbeosHVb+A2dZXcX6d95oxQTEnLfYC3hRcO6dsE5Vc8jOfu6yox+Yzg/or10KptrqaxWcGDhCfCT0Y6qTfyKcPAVh9mgzA6enp9MUXX1i8r5tXAI6KiiKdTkeVK1f+YL3/+te/FAH45s2b+QZgf39/iwCcuzp0QkKC1WMWLlz4SQdgIqKyS8vyQXH7zywAtx4pBsroC9a3lHK2yLRI3qeOQZaP/XhHeZPJZH1vvWF7hvHPjexquWJi1/iuTj4bAAAA0JK5u8U+vj0CZSJZouMhZcQ+vnJ8vnXMs7IX8PGcvYC/DVqe793dtefX0n93/Jf/99hOlnMe/83+hf/L0AgEYPVpMgA3bNiQ/vCHP9CZM2cU5XgE2nl8V/nyQTGmBhtMu5itJhiZFqlKv943/vB43qch/VgAjmwoBvQmMZare+eamjKVf67fIHbscj9xrN96PyeeCQAAAGiNIVrcvR1l6J1z97aOuCs8fW++dWw6YXkX+X7OXeTvQyfweUs1swWwyixSvgo24+gM/t/d9WzOs7Ga8obBu+x3TviNfPoQgNWnyQCs0+noq6++Il9fX8VPhQoVSKfT0Z/+9Cde9uLFCyKyfRGsr776SlGeuwcwFsFSahjdkA+Ky/3YN4V9Brve+7H9d/bnfRrXkfVzcnsRYnvu6PnBY1eeFasmtpPZH4NtlcQfgzJLy1C2KduJZwMAAABa8sti8f7ukqBWOe/vtudl3SOP5FtHyrXH/POl9Sv4e8Q/6DfQj5MG5LkAVpmlZSjzXSZtu7qNl+VucZnq6UElzXb4uPzkw6tRg4AArD7NBmBbf548Ye93vn792qZtkKpWraooz2sbpMzMTPrjH/9In3/+uV3bIO3atetjfg2qXmD+cWJBhbCmLFgON9tbd9zhcar0632tYlvxPi1qarkH8MikkR88dk/6Hv652lPYH4OjXh5UIlz8MXjw+oETzwYAAAC0pPrk3Ty8bg+uRiRLZDAM5GUjY/PfVePmk9dm7wxvogzjN0SyRJUCwqnoTDFfG9GNBeA5rcSNgNabWhMRUfrzdF7mFe5JKV6Wu2bEXY4r7F+HJiAAq0+TAfhD8noEmojIz8+PdDodTZs2zeLf+vfvTzqdjiZOnKgonzBhAul0OmrSxPJR2ejoaNLpdFS/fn1F+eHDh0mn09Hf//53ysjIUPzb3bt36fe//z19+eWXlJmZ96IG+VHzAuuxvQcfEKe3ZcFyRDcRLA37DKr0632VVlbifdpQnQ3m3QJEP8NOhn3w2POPz4tvSMOsb/d04v4JJ54NAAAAaIXJZKL/BIk9fM+EeObs4Tta3BXefyXfejLfZdO3AWLRrGshPxDJErUImEzF5teyuGER+F/LBT1NJhP5LBerQa+vyeY8vYaIz04+MrmwfyUF9uztM3qT9Sb/DzoRArD6EIDN7Nixg3Q6HX3zzTd04cIFXp6UlESff/45SZJEjx49Uhzz6NEjkiSJdDodrV8v9n29d+9enotdVapUiXQ6HQ0YMICXZWVlUfPmzUmn01FwcPDHnq6qF9iQPUP4gDimMxtQJ3UQ3yj229lPlX6Ze5X5SrHa84GybDBvPM62bzOfv32uOD534Yj6E11vtWsAAAD4tDx6+TbfPYC3peW9B3Au79E7+DGHQn4ikiXqExhInktK8znL5qpsHtMpSITaRScX8To6b+3My6f4s7nd+I5ibtc7oXdh/Srs1iW+C5WIKEFll5alaqurUaOYRtR+c3vqtaMX6ffqVblrjQCsPgTg9wwYMIB0Oh39+c9/piZNmpCfnx/97ne/o9/85je0bp31Pc7WrVtHv/nNb+izzz6jatWqUcuWLfmCWf3797d6zIULF+ibb74hnU5HXl5e1KZNG/ruu+9Ip9NRhQoVFI9M20vNC2xE0gjx7WHPnEdqWopBsvPWzqr0y9zFxxfFHdxF4g6uz1wRYI/dO/bB400mE3lHefPPbqnCjm8fIv5wLD+z3IlnBAAAAFpx6uZTHlqL69fyd3c99Wt4+ambee8BnKvxrH38mJjgekSyRAHGLorHmo97snlMraliHrTz+k5ex5hDY3j54JyFQ5c2cO3FP1tsbKG4WfH+jxp3rRGA1YcAbEV4eDiVK1eO/vznP9OXX35JdevWpX379uV5zP79+6levXr01Vdf0Z///GcqV64cLVmyJM9j0tPTqXPnzvTPf/6T/vCHP9D3339PwcHB9Pr16wKfmzVqXmBTUqbwwWVQfzZIRjQSg2SLjS1U6Ze5xBuJvD81cxZ0OO6pfIf3zsu8v1ltEN2AfzYqZ7GvfoNEAJ5+9OMWMgMAAAD3tP30XR5aawbMJ5Ilemb8h+Ku8MMXGflXREQ9lh7hx8wLak8kSxQ8pj6fr/iarQBtvrDVlafiEevlZ8SWSW1GsLldQkWxYFbJyJL09noJz3gAACAASURBVN3bwvp12KX22tp5BuCFJxY6vU8IwOpzqwDsbtS8wBaeWMgHlx7D2SC5prYIwHXW1lGlX+bWnF8jBvKRrI87fMRAXjqydL5L+ps/DjSrNQvAxu6u964zAAAAfFoik67y0NohcCyRLNG5kOK87D9BW8hkMtlUl7wxjR9nNPRjd4AniXd6/Y1sHrT9Z+U8KDNbrEeTdCuJ/1uVWSwwn/LwoNJmWyZdfHyxsH4ddqm4vCLv29yWxSiqfjHFq2qrzq5yep8QgNWHAKxhal5g5lsEtQ9hg2qc2bL6Pst9VOmXuVnHZvH+9BrC+riqrgjptdfWzreOYYnD+OdHdWUBeJrZxvDdt3V3wpkAAACA1ozbcpaH1mGGIUSyRLuDq/Ay34m27xYyd/clflyPQCORLFG/GSX5fGVYHzYPCjd7Wq9RTCNFHXde3hF3T8M96WjOStB1J4tAuf3adkf/Guz2Lvud4m5vojfrb9Mxor+bL292er8QgNWHAKxhal5gcZfj+ODSbAz7lnB3BRGAvSK8VN8jN2R/iMV7yvNaiIG/w+YO+dYxKXmSxaPekQ1FHU03NHXCmQAAAIDW9F95jIfWaUGdiWSJlgc14WVtFxy0ua6YYzf5cY0DphPJEvnPE/OyaTk7dozpLOYw/Xcq17F5f+2TWF8WKLsEiiffFpxY4Ohfg92evHmiCMApJVl/a08RAXjfzbxfcSwMCMDqQwDWMDUvMPP3a+tOZgE4uZSHYiB6/va5Kn3L1XN7T96Xqe3YwD+6ixj4B+8enG8dEWkR/POdglgAjq0mzvPnFT874UwAAABAa1rNS+KhdVVQYyJZosmGrrxs0OrjNtd18PJDfpy3fhmRLFG1RWLOs6YOmwf1NtvWaGrKVMs+xbbi/z6/OTsmuIc4JmBvgCN/BR/l+rPr4sbLEuuLnaqxXSUCsPoQgDVMzQvs+L3jfHCpPJsNOmkeygWmbr24pUrfcjXd0JT3JaIRG8QH9xOD+PjD4/OtY8uVLfzzjcex89xXXhn0XW3/OQAAAHB9lcbv5KE1MbgSkSzREMMwXjYp/pzNdV17+JIf9299LL2Qv7L6eHDz0WKeFn0h2qKe4YnD+b+HdLd8eq7NpjaO/BV8lFMPTvF+VZwrAnCpxeIcrz696vR+IQCrDwFYw9S8wBRbDIWJQaf8AjHonHtk+8BdGHxWiMUfch/j6WwQATgiLSLfOo7cOWJ1QQgvsxUU05+nO+FsAAAAQCuys030g2EzD60XQzyIZInaBY7nZVGHrtlc35vMd4rVow+GfsfnKaUWe1KaB5sHVZ4t5i/Jd5It6pmXOo//e7cAFoA3mj35VmF5BZsX5ipsB24d4P3K3e3jWAnlTYqHrx86vV8IwOpDANYwNS+wuy/vKhZKOFGcDay+M/MeWJ3lVeYrxQC4vxzrX6Nxon9brmzJtx7zx2tKLhF/QCqZ/QE5eveoE84IAAAAtOLeszdmgXUTvTT+jT22HBDGy3edvVegOkuN3MaPjRhXSoTDaSwcpr63FeTtF7ct6th6dSv/9/oT2XGH33vF7fGbx476NXwU877mPqW3972n9MxXuXYWBGD1IQBrmJoX2PsBM6kMC4Z+ZkvP77pu++qFjnb16VXlN59F7QuuHwzS40U9W69udcIZAQAAgFYcT3/Cw6qXfhWRLBHJEhXVr+flZ+88K1CdtafuEVshTRTbA7WTrW+BZG0ryLSHafwz5RaKJ/y854t5z8n7Jx31a/goq8+ttjjHrZXFOXpHeavSLwRg9SEAa5iaF5jJZKLSkaX5IJNQkQ2QLUPFALnx0kZV+kZEdOj2Id4P35li83cvs28+bzy/YVNd5nvMbcp5lLpjkHiUeunppYV8NgAAAKAlW0/d5mG1bsBcIlmiR8Z/KR5jfvq6YHcv24cd4sd2nVaZz1MGDGThMMpPvMtbb109q3U8zXiq+OL/YM4NjgYTCvYEnTOEnQzjfequZ+e4rpYIwDXX1FSlXwjA6kMA1jC1L7DKK8XgGluNDZCdzIJh1Jko1foWeymW9yN3m6ZEb+VjMW/fvbWprkYxjUTYbcAW0xowQJznlCNTCvlsAAAAQEsiDlzlYbVj4BgiWaLTIV68zCN4a4HftR206jg/vsGsKnyeMqYzm7tMaycCcLdt3T5Yj/kaKhuqs/ldV7OtkMJOhn3s6TvE1JSpvE8DB1huVdlsYzNV+qX2/BwQgDVN7QvMb70fH2RW1mWDa6+hYoCcmzpXtb6ZfyuYu4hDTA0RgKuuqmpzXd3iu/HjZuTsozeyqxhgXWlLAAAAAHB947ee5WF1mGEIkSzRruAqvKzapN0FrnPsljP8+ErzRYhd2IzNXQJ7iTmafED+YD3mWyEV9FhnGpE0gvcpqCeb681tKeZnHbd0VKVfas/PAQFY09S+wFpvas0HmcVN2AA5pK8YICcmT1Stb6MPjub9GNaHDYqLm4hBsWVsS5vrMt8SYGRXdp4z2oq6um/rXohnAgAAAFpjfrd2sqErkSzRiqAmvKzNgqQC17lo3xV+fKnFZSzu4nYLEHO0hScWfrhvuwfxz4V2ybl7bDbv6Rb/4bvHzjR492Dep7GdWD8ndRD97Luzryr9Unt+DgjAmqb2BdZtm7gzOqs1G3iM3cXgGrI/RLW+9d/Zn/djfEfLQbFPQh+b65qQPIEfN7gfC9MRjURdzTc2L8QzAQAAAK3xDzsotjsKakYkSzQtqDMv67/yWIHrjE29xY4PXKd45SuprOVOGJsvb/5gPVNSpvDP9RvE5j0r6ol5T911dT/m1B3m122/iif02rC5nvyrmIca9hlU6Zfa83NAANY0tS8w828Ic0PmhF/EADlw10DV+ua/2Z/3Y37znMd3/mvf4zuLTi7K83Fq31W+hXYeAAAAoD01Ju/mYXdHsC+RLFGAYRAvG7v5TIHrPHT5IRXRx9G/jQv5HKVsmFjJucI8EYBT76d+sB7z1ZVbj2TznoSKYt5TMrKkKtsLvc/ak4jD+oi53vjD41Xpl9rzc0AA1jS1L7CQ/SHibm93NkDOau0aj8jUXVeX92NV7vvJQ8SgOPv4bJvrirkYw49rEcr+kOyqoPxDYG0rAQAAAABrPI3xPOyeDClJJEvUOTCUly3ad6XAdV6+/4KK6OPou9CJ4m7tZDZvSfFS7gH84PWDD9Zz4NYB8SX/DLOdNJaI49OfpX/M6TuE+Vo01uZ6c4+rsxaN2vNzQADWNLUvsInJYoAd0s/yPdtWsa1U6ZfJZKJyy8rxfsRXYt98tpPFoLj63Gqb69t7Yy8/rtZU9ofgWAnlitIPXz8sxDMCAAAArXiRkaXY7ui+8f8SyRLVD5jNy+JO3La73h/GB/H5Se7+uPGVxLyl7NKyea4wnf4snX/Wa4knnSzG5lG+M0QAPnDzwMf8Chyi0spKvD/WtqlUazcStefngACsaWpfYPNS5/FBptdQNsCuqisCsN96P1X69eztM0U4PVSaDYp+k8TAnXA9web6Tj88zY/zXiAeJSq3UNR3/vH5QjwjAAAA0IpLOXdqi+jj6Hv9Bso2fkkkS1RWv5yXp1x7ZFfdxUK20o+T++b5Dm9+87PM7EwqGVmSf35nRTbvaTVKzHvWnV9nV/8cJduUrejjrgqsjy1Giz7GXopVpW9qz88BAVjT1L7Aos5E8UGmYxAbYGN9xTeMlVdWVqVfl59e5n0otVgEVp+5tr378r67L++KQB3uSamerL4a08y+Cb2l/jehAAAA4PoOXHrAg25FfSSRLNFb49f0rT6Wl6c/emVX3b4Td1HRGb+INU9+tXxFrfPWzvnWU2ttLfHUXB3LrS5nHZtlV/8c5fnb54qbHYdLsblZPbObHXvS96jSN7Xn54AArGlqX2AbL220eDd2p9kiCaUiSxV4E3dHSL6TzPtQdabZuytm777cfHHT5voyszMVg+yen9gg28wFvmUEAACAT0v0sRs86DYJmE4kS3TD+J3iseiMLPvWFmk1L4k85jTm85OZOasjj+gmwqt+rz7fen7ZIkL0nFasjpAe6q+wnOvWi1viMe1wT0rzYHOzKrPE3Ozo3aOq9E3t+TkgAGua2hfYruu7xOM0k1jQPFRa+W7sq0z7vsH8GFuubOHtNxnL+rWvvLJfGe8yClSn+XsmG6uxQbaLQfwhiEiLKKSzAQAAAC2Zu/sSD7o9Ao1EskQpIeV4WZlR2+2uu/fyo1R8oa94D9aPhdd+g8ScZVrKtHzrGZY4jH9+ZDdWx4w24i5y1/iudvfREc4+OiteT5svnvYrEyYC8MXHF1Xpm9rzc0AA1jS1L7Ajd45YvdNqvsrgnZd3nN6vyLRI3n4nK49m+6zwKXCdjWPEt6lLG7A/BAMHiD8mU45MKYQzAQAAAK2RN6bxsBti6EckS7Q5uBYvqzd9r911GzecIs8lpfn8JL4yC4b+RjFnWXF2Rb71TE2ZavEe8XI/9dd5yXX49mHel+rT2Rw0tbjyZse9V/dU6Zva83NAANY0tS+wc4/O8UGmvNniUGVV/vbNfAP3AQPZoL2sgRi0G8U0KnCdXeK7iPdeWrvOZusAAADwaekVlcLD7pygDkSyREuCWvGyTksO2133xO0pihCYnPNubN3JYm628/rOfOtZeXYl/3zuStLbzFaSLrO0DGWbsu3u58facW0H70uDCWwOmlRWGYDfZL1RpW9qz88BAVjT1L7Abr+4rVgcytr7F8fuHXN6vwz7DHku/mDPYztD9wzlx4d2YQF4WjtRZ8/tPQvhTAAAAEBrWs1L4mF3TVBDIlmiCYbuvGzYWtsX6nzftETxelq5heLmhPcCMTdLe5CWbz170vfwz9eewuo5WoC9hAvb+gvreT/ajGRzve0/K7d6Uova83NAANY0tS+wD63AZ/4tY+KNRKf3q8f2HuI9l7YsrIZ2EWF1WOKwAtc57vA4fvzQvmygXdJY1NkytmUhnAkAAABoTfVJu3nY3RVchUiWaKhhKC+bsPWs3XVP3R9tEVxTSirvjF5/mv+jwecfnxd3e8NEkK4wT8zxTtw/YXc/P1b4qXBxYyOQzctiaojzrLa6mmp9U3t+DgjAmqb2BZZtyiavCC8+2OTuwWa+OvKmy5uc3q9mG5vx9sMbsQA8uJ94XHlC8oQC17nwxEJ+fHc9G2jX1xQDbfXV1QvhTAAAAEBrSsjxPOyeDClJJEvUOTCUly3ed8XuuiceWJLno8ueS0rRlQfP863n/ZscB8uwOV6DCWKOF3813u5+fqwZR2dYvKMcVV/cmGgc01i1vqk9PwcEYE1zhQvMZ4UPH2ziqrLBsUOICJsrz650ep+qrqrK24+pwfrUNVD0afGpxQWu0/xRm1aj2DehCWZbPpWOLK3Klk8AAADw6XiT+U6x3dEt47dEskQNA2byso2pt+yuf9T+SXxu0mcwC4Yr6olgWHxhVUq59timuiouryhuaPiy+VSnINfYASP0YCjvR2Avdp4Lmovz7LC5g2p9c4X5ubtDANYwV7jA6q6rywebNTkbpfccJgbHhScWOrU/mdmZirvSu3PuSjf/yD17d6fv5sfXncwC8OFSykeKnr/N/xtVAAAAcF83n7w2C8CbKMP4f4hkiSrqI3n5gUv2v1s7bE8An5cYu7NgOLuVCIYecxrRtjTbduhouqGpxRN1Q/qKOd64w+Ps7ufHGrZHbNM0pjPr2xR/cZ69E3qr1jdXmJ+7OwRgDXOFC6xlbEuLwXFQf/W2B7r36p5iYa5UTxaAa0wTAfjArQMFrvf4veP8+J/nsACcVtSDSi4R9aY/Sy+EMwIAAACtSE1/woOul34VkSwRyRL9qI/h5Rfu2v+Fevdt3S3WQRnVVQTDojPa04rD122qq9eOXvy4SR1YXeM6irr67+xvdz8/Vs/tPXk/pls5z4C9Aar1zRXm5+4OAVjDXOEC67y1Mx9s5rRiA1BwDxGA5QOyU/uT9jCNt22+Mbr51kznH58vcL3Xnl3jx5dcIur1mesai0EAAACA60s4c5cH3RoBC4hkiZ4a/6l4LPrxy7d2129+1zbCyo2J/0z5L83aecGmukYmjbR8zLiZCJnt4trZ3c+P1S6uHe9HWFN2nvre4jzHHhqrWt9cYX7u7hCANcwVLrB+O/vxwWZizreDYzuJwXHw7sFO7U/ijUTe9odWP3z05lGB632a8VRRh7V99fak7ymEMwIAAACtWJV8nQfd1gGTiGSJLoUU5WXfB26m7Gz71xSpvLIyn5dsqM7mKl0MIhj+MGE4yRvz3waJiGhe6jx+XM9hLACvqS3meDXX1LS7nx+rQXQD3o8V9dj8s89gcZ6zj89WrW+uMD93dwjAGuYKF5j5nrsjurHBcUZbMTj22N7Dqf2xuliVj3KxKns2bs82ZVOpyFK8noSK7I9Ky1ARgGMuxhTCGQEAAIBWzN51kYfd3oHBRLJEh0J+4mU/jdlhd92Z7zIVX9YnerO5StMxYq7y/ZhQ6rvimE315bcAaKnIUvQu+53d/f0YVVZWEWu7VLNcoGvp6aWq9IvINebn7g4BWMNc4QIbf3g8H2yG9WEBOKypeo/HLDixQITv4aw/a2uLwbrGmhp21+27yleE3ZzVpbuYrS4dfirccScCAAAAmiNvTONh12joRyRLtCm4Ni+rP2Ov3XXffnFbsQ7KyWJsruI7QwTg70ZOp3YLD9pU376b+8Td3qksAB8r4UElwkV991/dt7u/9jKZTIqbEjut3JTYcHGD0/uVyxXm5+4OAVjDXOECm318Nh9srC233zC6oVP7M/rgaN728N6Wgbz1ptZ2123+Xs3SBuxxmwEDRQCemjLVgWcCAAAAWtNn+VEedmcGdSSSJQoPasnLOi4+bHfdJ+6f4HMSn7livZJSi0Uw/HfIEqozNdGm+s49OsePKxsm6vOeL+pLe2jb49SO9DLzpeJO96HSrF9+k0S/dl3f5fR+5XKF+bm7QwDWMFe4wCLTIvlg09nAAueG6uKOa9VVVZ3an0G7B4kFEDqxkDqpvWOWxc9vwS/jAaMDzwQAAAC0ps2CJB52VwQ1IZIlmmToxssGr061u+6E6wl8TuI3kQXWQ6WV66AUCVxL5UK321TfkzdP8l3/RI2g+f6d7lMerF9VZol+pdxNcXq/crnC/NzdIQBrmCtcYNEXosXd1ZEsAG//WQy2ZZaWcWp/ftnyC297bksWUoN6OmZVavNwPa4jq3vCLyJc99vZz3EnAgAAAJpTc8oeHna3B1cjkiXSGwbzsrFbzthd98qzK/mcxN/I5mTxlcWczHNJaSqi30T/DoijdzYstGUymajs0rL8+G2VWNBsJ4t51epzq+3ur73M70x7L7C+48eFx7atdF0YXGF+7u4QgDXMFS6whGvi28YGE9ggdKCs8tvGjHcZTuuP33o/3q61VQFnHptpd93m2wEY/sv+sMxrIQLwL1t+ceCZAAAAgNaUGrmNh93jIWWIZIm6BY7kZWF7L9td98xjM/N8La34wqq8nYcvbJub1V1Xlx+/si6bV/Ue4ph5lb2S7yTz9qvNYHPPE8WV7ybffXnX6f3K5Qrzc3eHAKxhrnCBHb59mA821aezQSjVUxmAH7x+4JS+mEwm8o7y5u1uqcK+EWxvFAP1irMr7K5/xtEZ4m7vIPaHJaq+eu87AwAAwKcj8122Yr/fG8bviGSJmgRM52Uxx27aXb/xgJHPSYJ6snnK3JZmAXiuH2/n/N3nNtVp7ck689e/QvaH2N1fe1m7+ZL03s2X11mvnd6vXK4wP3d3CMAa5goX2OmHp/lg89N88RhK6UXiW7jLT+3/NrMg3l8UIakM60uDCaIv26/Z9t6LNUtPL+X1dApif1g2VhMDbuWVlR14NgAAAKAld56+MQvAm+iN8RsiWaJKAUt4+b4L9t806LWjF5+TTG7PwuqYziIAl57ZnLdz4JJt7QzZM4QfP7oLq3OKv6iz5/aedvfXXuav37X5wOt3JpP9eyl/LFeYn7s7BGANc4ULLP15Oh9wvMI9KS0nAP88R4TO1Pv2L+hQENeeXeNtllwi+lLJrC/H7x23u/7YS7G8nuajWdjfVUEMuF4RXqrthwcAAACu7dTNpzyAeurXEMkSkSxRUf16Xn72zjO7628V24rPSRY3YWF1WB9xt9ZnahveTmzqLZvqNN/uckg/FjbDG4kA3GxjM7v7a6/wU+G8/a6BrE8xNcR8zHeVr9P7ZM4V5ufuDgFYw1zhAnua8VRx1zWlJAudtaeI0Ln/5n6n9CXlboq4GzubBdRTHh7ktUT0Jf15ut31m++HV3sKqz/FS/nIzeM3jx14RgAAAKAVu87d4wHUNyCMSJbohfHviseiH9j4bq411VZX4/OR6JpsPvarXgTgOpPa8XbC91+xqU7zsNnFym4flVZWsru/9srvlbRGMY2c3idzrjA/d3cIwBrmChdYVnaWIgAmerMBt8lYETq3XtnqlL5svbpVDH7jWUDdX04ZUF9lvrK7/rQHabyeCvPUfdwbAAAAPi1rjqTzANoiYDKRLNHVkB95ma2rM1uTbcqmkpEl+XxkVwU2R2kRKuYobceLADx52zmb6o27HMePbzKWzX32lldvsVMiotCDobztwF4sAC9oLgJw+83tndqf97nC/NzdIQBrmKtcYD9F/WSx8JS/0flL5EedieJtdghhA+LmqmKQrrC8wkfVf/PFTeXj3lb2nTt696iDzgYAAAC0ZO7uSzyA9gw0EskSHQkpz8vKhe6wu+7Hbx4rn8jzYnOUWlPFHKXv6Na8rYD1J22q13zF5SqzHP90nT2G7RmW53vJvRN6O7U/73OV+bk7QwDWMFe5wGquqckHnXW12IDb3eyRm0UnFzmlH/kt/19/ff2Pqv9V5ivFH5eDOYts1Z8o/ggkXE9w0NkAAACAlozadJoH0CDDACJZoq3BNXlZ3WmJdtd96cklsQhUmHhKzXu+mKOEjmrK2+oeecSmei3WV8n58r/SbPW+/O+5vSdve1pbFoBHdRXzvYC9AU7tz/tcZX7uzhCANcxVLrCmG5ryQWdpAzYQDRgoAvC0lGlO6ceIpBG8TWv79HbY3OGj6n9/Q/jtP7M/Am1GiHNdd36dg84GAAAAtKT/ymM8gE4P6kwkS7QsqBkv67DokN11m9+p9c3ZG/dkMeXeuItH1OFtNZ97wKZ63//yf385NvdpNM75r7rlahfXjrcd1pTNO/W9xVxs7KGxTu3P+1xlfu7OEIA1zFUusI5bOvJBZ14LNhAF/lcMRKEHQ53Sj/47+/M2J/zC+jG+owjA/Xf2/+g2aqypkefd7rCTYQ44EwAAANAa/7CDPIBGBTUjkiWaFtSZlw1cZf9OFebroDQexwLwvvfe1d0RUkkswjVxl811+yz34XVs8mVzn05BYu4TmRZpd7/t0SC6AW97RT023+szWPRn9vHZTu3P+1xlfu7OEIA1zFUusD4JffigM8WfDUSju4jgOSxxmFP60WFzhzyD+MikkR/dRouNLXh94Y1YG4P7iTYmJU9ywJkAAACA1tSZmsgDaHxwDSJZoiDDAF42Ou603XUvP7PcYh2UOLN1UCouKU6nQkrytkoY422uu0lMExF2G7K5z6D+6s19qqyswtveWI0F8s4G0Z+lp5c6tT/vc5X5uTtDANYwV7nA9Hv1fNAZ1ZUNjNPaiQD83x3/dUo/6q+vn+c3grOOzfroNrpt68brm9mGtSH/Ktow7DM44EwAAABAa8qO2s4DaEpIOSJZoh6BRl42f88lu+uedWxW3uughBWl28ZvFVsuvcl8Z1Pdv277ldcz3co7t8660UHEXkcrFVlKrL1SkQXgVqPEI9kbLm5wWn+scZX5uTtDANYwV7nARh8cLRYeyF2Ovpnzl6OvuLwibzOuKhsQO4SIcLr8zPKPbmPonqG8vjGdXW/lQQAAAHA9We+y6dsAET6vhfxAJEvUPGAKL1uXcsPu+kcmjeRzkUBr66DM/5HeGr+mIvpNvL1bT17bVLdhn4HXY+zO6p7dStTdaWsnu/tdUC8zXyoe6z5Ums33/MwWJN113fbHuwuDq8zP3RkCsIa5ygVmbUPyZWYbkjeOaVzofch4l6EYEPeVt7JIw9WPX6TBPOzre7NzXWgW9v3j/B1wNgAAAKAl956/Udx9fWn8G5EsUdWARbxsz/n7dtc/cNdAPhcZ35F9QT/hF7N1UOZ8RyRL5KVfzds7eeOpTXVPPzrdYp633M9xu2wUxO0Xt8V8L9yTTlnZkjLlborT+mONq8zP3RkCsIa5ygUWfiqcDzrdAtjAGF1TvHdSY3WNQu/D+wPiyWJsQPSdKQbE5DvJH93OnONzeH29hrBzXVlX/BHwW+/ngLMBAAAALTl96xkPnh76dUSyRCRLVFy/lpen3bItkFpjbUFSg9k6KEEzvyeSJaoWEMbb23Xunk11rzi7QjzVZ2Rzn62VxTyv/LLyZDKZ7O57QZx7dE60u0Bs91Q2TMz3Ljy+4JS+fIirzM/dGQKwhrnKBbb2/Fo+6LQdwQbG+EpiYPSO8i70PqQ9SOPtVZgnBsQyi8SAeOmJ/e/W5MpvkQmf5T4OOBsAAADQksTz93nwrBywmEiW6LXxr4pHku89e2N3/Q2jG4pXvvxYAO5rtg7KqGkeRLJELQIm8/bWHEm3qe6Eawnii/6JbI51qLRyhelnb5/Z3feCsLbd04niyu2e7r6865S+fIirzM/dGQKwhrnKBRZ/NZ4POo0+sPR+5rvMQu1D4o1E3lbtKawPR0oq+/D4zeOPbmfLlS28viZjWTt7vd871+zCPVcAAAD4tKw/eoMHz2YBU4lkidJDvudl3wbEUda7bLvr91khtiqKy9mq6JdgEYDHTS5lsejWgkTbbgycvH8y35sMFx9ftLvvBWEexhtMYH1JKquch73Osu3d5sLiKvNzd4YArGGucoEduHWADzo1p7LB6KiXcjB6lHcJlAAAIABJREFU9OZRofYh5mIMb6tlKOtDQkXRh1KRpSjbZP8fllxJt5J4ndWns3aOeyrP9cHrBw44IwAAANCKBYmXePDsHigTyRIdCynLy8qM2m533ZnvMhXzkL0566A0GSsC6oTxPkSyRHrDYN7m+K1nbar/zss7itfMUouz+qtPF/UfuHXA7v4XRPSFaN5mm5HsSbztP4t5WJmlZZz2OPaHuMr83J0hAGuYq1xgpx6cEo8AzxXfDJZcIgbG68+uF2ofFp9anOd7yNVWV3NIO2cfnXX5d08AAADAtYzZfIYHz0DDICJZou3B1XlZ7al77K777su7ioB6IiegVpsh5ibjR9cikiWaYOjO29SvO2FT/VnZWeQV4cXr2lWB1d8iVNQfczHG7v4XRERaBG+zayCb78XUEPM931W+TulHXlxlfu7OEIA1zFUusGvProk7rYtFKKw4VwyMaQ/SCrUPk5In8bYG9WcDYngjsThV843NHdLO+9+C5v6R8Z3h2MW2AAAAQDsGrTrOg+cUQ1ciWaLlQU14WbuFB+2u+8zDM2LdlQ98OT9mZDMiWaKFQW3FnejIIza3UW11NV5XdE1Wf7cA8Yh12Mkwu/tfENZ2Hoky23mkUUwjp/QjL64yP3dnCMAa5ioX2MPXDxWP3hwrwQbGmtPEwJt0K6lQ+xCwN4C3NaIbGxBntBUD4q/bfnVIO2+y3ijOdX+5nO2Wxotzjb8a75C2AAAAQBs6LDrEg2dkUAsiWaIZQR15Wb8Vx+yue//N/fm+iiaHdCaSJVoX3IC32XKe7Y8tt4xtyeta0pgtsjWkrwjA4w+Pt7v/BRF6MJS3GdiLzfcWNBfzvfab2zulH3lxlfm5O0MA1jBXucDevntrPRSa7cG77eq2Qu1Dj+09eFvT2rKBeVRXMSAOTxzusLa8o7x5vVuqsHP1N4o/AqvOrnJYWwAAAPDpqzd9Lw+em4PZ48ghhn68bGTsabvrjr0UK554G80C8K4KIgB7hnvRUMNgIlmihGBf3mbNKbY/dt1zR09e39R2bJ4V2kXMs4buGWp3/wtiWOIw3uboLqwfU/xFP3rt6OWUfuTFVebn7gwBWMNc6QIrv6y8CLuVWChsM0KEwnXn1xVq+878ZrLO2jq83tV1WFs9h4m25qXOc1hbAAAA8OkrP3oHD56HQ7yJZIl6BQbzsjm77V9F2fy92C4Gdld0Q3URgIsvqkC/Bo6wWHirbAEW3graF8TrM3ZnbcxqLYJn562d7e5/QZgHcWs3PPR79U7pR15caX7urhCANcyVLrDqq6uLd0NqsADcNVCEwoi0iEJtv8bqGiJs12Lt/6ovnHdTWm9qzetd1JQNvsP6mG01cHicw9oCAACAT1t2tom+C9zMg+flkP8QyRK1CpjEy1Yn27YnrzVTU6byOciAASycLm0gQmGxBTWoRcBkIlmiqyE/8jb/HRBH2dm2rZg8LWUar6//QNbGMrN3bxtGN7S7/wXhH+cv5nY5czB9bzEHG3NojFP6kRdXmp+7KwRgDXOlC6xRTCM++ETVZwNSv0FiQJp5bGahtW0ymah0ZGne1g4fFoBbjRKPYEdfiHZYez23m3372M7y28dhicMc1hYAAAB82h6+yOChs4g+jp4Z/0EkS1Q9YCEv23n2rt31B+8PzvPurMecxlQjYAGRLNEz4z8VfXn6KtOmNpadXsbr6xjE2tjkK+4y+yz3sbv/BdEwuiFvc0U9NgfrM1jMN2cdm+WUfuTFlebn7goBWMNc6QLz3yy+kVvQzLnfyD3NeKp4Bzm5FAvAdSeLALwn3f7tBd6n36vn9Y7qys51mtmCWz2393RYWwAAAPBpO3fnOQ+c/9FHE8kSkSyRl341Lz9x44nd9fdO6M3nIFP82bxkTGcxLyk6059K61fwdr/Xb+DtXnnw0qY2tl7ZyutrPI69Z7yvvHKhrTdZb+w+B1tVWVmFt7exGpvvdTaI+ebS00sLvQ/5caX5ubtCANYwV7rA8nsnI2BvQKG1feXpFd7Oh7ZhOnn/pMPaG3torFhcqzf7FjSsqTjXdnHtHNYWAAAAfNr2X3zAA+fP+nAiWaIM4/+hIvpNvPzWk9d21992U1uLx4KHm92E+M/U7vRvfSxlG78kkiUqp1/O20259timNpLvJPP6qs5kc62TxTzIK1zMtW6+uGn3OdjCZDJRqchSvL2EipZP/G24uKFQ+2ALV5qfuysEYA1zpQts2B6xKt+YzmzwndxehMI+CX0Kre2Uuym8nSqz2KB8yqPwBuU5x+fwensPYQF4RT1xrvXX13dYWwAAAPBp23D8Jg+cjQOmE8kS3TT+W/EockbWO7vrz29xzh8nDaIi+jh6bPwXkSxRrYD5vN0dp2179PpDNxt8zG42pN5PtfscbPEy86XijvOh0qwPfhNFH3Zd31WofbCFK83P3RUCsIa50gU2KmkUH3wM/2WhcF4LEQo7bulYaG1vu7pNLMIwng3KB8oqH8t5lfnKYe1FnYmyeA8m1uw9mEorKzmsLQAAAPi0he29zANn18CRRLJEqSGleZmXHG933SaTSbETR3xlFgrbySIA/zAuhIro4+hSSFGLxbfWHLFt8a3nb59bD5+TRPhMuJ5g93nY4vaL26IP4Z50yoP1oepM0YeUuymF2gdbuNL83F0hAGuYK11g1lYgjGwoAnCzjc0Kre2VZ1fydtobWdtbqohA6h3l7dD2zPfba2Flv72SkSUp25Tt0DYBAADg0zR+61keOIcbhljsx1t98m67636V+UoRTJPKsFDYYIIIhd+PHk9F9HF0JKQ8kSxRj0Ajb3tB4iWb2jGZTFRuWTkRtCtZBu3V51bbfR62OPfoHG+r/AJxF7rcQnGuFx5fKNQ+2MKV5ufuCgFYw1zpAgs7GcYHn+7DWQhdV0uEwlpraxVa2+aPJPfKeSR5ZV0Rvuutq+fQ9hJvJPK6605mA3ByKeUd52dvnzm0TQAAAPg0DV2TygPnRMOvRLJEq4Ia87JW85PsrvvG8xt87uG1xJPScu6KVp4tQuF3I2ZTEX0cbQ+uRiRLFGAYxNset+WszW3VXVeX17mqLnvUutdQEYDnHJ9j93nYwvw9ZN8Z4j3kEmavvN19af9q2o7iSvNzd4UArGGudIGtPrc6z7uwFZZXKLS2Qw+GisW2erG2FzQXAdh/s79D2zt+77h43HkOG4DTiirfOU5/bv9+fgAAAKAdnZcc5oFzSVArIlmi2UEdeFnvqKN2133i/gk+9/CZK+6Kllos5iTfBkewvYaDGhHJEk0w/CruSK89YXNbih0/mrMAHNhLBOCRSSPtPg9bJFxL4G01mMDONamM8gbE6yz7FxNzFFean7srBGANc6ULbMuVLXzwaTqGDUp7flIOSu+y7V/gIS+Ddg/ibYzrxAbkiR1EAO67s69D27v89LLVhSAqzBN/bNIepjm0TQAAAPg0NZy5jwfOTcF1iGSJRhj68DLjhlN21707fbd44m0Sm5Mcfu+ptCKBa6mIPo7mBfkTyRItDGrL2+4eecTmtvrv7M/rnPALm29N+EXMt/rt7Gf3edgi+kI0b6v1SHbDY/vP4lzLLC1DJpOpUPtgC1ean7srBGANc6ULbO+NvXwAqj2FDcBHSioH4KcZTwul7Y5bOorHb1qyATmop/hGUj4gO7S9h68fKs7rWAkWgGtOEwH4wK0DDm0TAAAAPk0VxybwwHkwpAKRLFHfQAMvm5lg/3ur6y+s53OPNlZCoVdEKb7d0lhDTyJZonXBDXjbLefZPl8xX/A00NoTd3GOfeLufRFpEbytLoGs/Zga4lx9V/kWavu2cqX5ubtCANYwV7rAbHks+MbzG4XSdsPohryNqPosAPcbJALwjKMzHNpeZnamIgDv9WYBuMlYca5br2x1aJsAAADw6TGZTPSjYQsPnBdDPIhkidoGTuBlKw5ft7v+/NZg+WlpVd7OsJwFuHYGi7IaBViAa+7xuWLNlaGsrVVma67UWVvH7vOwxYyjM8Td5kGs/aj6ov1GMY0KtX1budL83F0hAGuYK11gl5+Ix4LLLBKPBf80X4TCMw/PFErbP6/4mbexyZe12zFIBOBlp5c5vM0Kyyvw+rdUYW36G523EiIAAAC4vqevMhX7/T4x/g+RLFFNs714t9u4F6814w+P53OPIX1ZKFzcRITC6ivEYlu/Bo4gkiU6HlKGl5Udtd3mtszXe2kns7biK4mwXXZp2UJ9BDm/NV/ab25faG0XhCvNz90VArCGudIFdv/VfcVd0dTiLBRWmyEC8OHbhx3ebua7/O/GbrmyxeHt1l5bm9e/pja769xjuAjAC08sdHibAAAA8Gm5eO8FD5s/6DcQyRKRLFEp/Upefuz6Y7vrH544nM89RnVl85FpbUUobLquE2+necAUIlmiqyE/8rJ/B8RRdrZtoXXn9Z28Xr+c940PlXbeLhjDEofxdkK7sHOd4i/OtdeOXoXWdkG40vzcXSEAa5grXWBvst4oBsCkspb70BXGBul3X94V7YZ78uBdfbpo99DtQw5vt2VsS15/eGM2CA/uJwLwpORJDm8TAAAAPi0HLz/kYbOCPpJIlijT+DV9q4/l5emPXtldf4/tPfjcY3pbNh8Z2VWEws6bBor9hgMWEskSPTP+U3lX+tVbm9qyZcXpy08v230u+em5oydvZ1o7dq6jzM5Vv1dfaG0XhCvNz90VArCGudIFZjKZqPTS0nwQ2uHDBsVWo8SgGH0h2uHtnnl4htfvbbYpetkw0e75x+cd3m63+G68/lmt2SAc0l0E4JD9IQ5vEwAAAD4tm07c4kGzQcBMIlmiO8YiigD6JtP+XTJaxbbic4/FTdh8ZGhfMR8ZsnMkb6e0fgW/A/29fgMvv3z/hU1t3XpxSyyuFe5JJ4uxOVfVmWLOlXwn2e5zyY9/nNiGaWEzdq763uJcxxwaU2htF4Qrzc/dFQKwhrnaBVZ1VVU+CG2ozgbFLgYxMEWmRTq8zf039/P6a05lAfiol/JxnIevHzq8XcXWSx0ttwLov7O/w9sEAACAT0v4/is8aHYKDCWSJToVUpKXeRrjP6r+OmvriFey6rD5SM9hYu414eBs8bizPpayjV8SyRKV10fx8pRrtj2CnfEuQzG/2leezfUajyvc185ymS96utyPnWufweJcZx2bVWhtF4Srzc/dEQKwhrnaBWZtYOprNjDNPDbT4W3GXorl9TcfzQLwrgrmy/97Fcr+w/IBmbcR1JMtxDCnpQjAnbZ2cnibAAAA8GmZFH+OB82hhqFEskR7givzMt+Juz6qfu8obz732FrZclHOiFMrFHebHxn/RSRLVMtsEa4dBViEy2eFD6/b2sKjS08v/ajzyYv5jZaN1VjbnQv5Ros9XG1+7o4QgDXM1S4w/83i0ZQFOY+mBPQSA9Pog6Md3qZiTzgDC6IbqosAXHVVVYe3SUQ0NWUqb2PAANZuZEMRgJttbFYo7QIAAMCnQ7/uBA+a4ww9LPbhbTHX9n143/f23VvFHdn95VgobGR2Rzb+Sjx9H7iZt3cppCiRLFHrgEm8bPWRdJvbbBTTiNe9LGfryf4DxVxvaspUu88nLyaTiUpHilftEipavmoXczGmUNouKFebn7sjBGANc7ULrNeOXmIAzFmcILSLCIXDEoc5vM0pKVPyDKJNNzR1eJtERItOLuJt/Kq33HevxpoahdIuAAAAfDq6RSTzoBkW1IZIlmhekD8v67k0xe667726JwKw2UKg7+/AUX70Dt7ekZDyRLJEPQONvGz+nks2t9klvovFGihGszVQDPsMdp9PXl5lvlKE/UOl2bn6TRTnuvP6zkJpu6BcbX7ujhCANczVLrCAvQF8ELK2FH/PHT0d3mbQviBev7E7C6KzWos2u8Z3dXibRERrz6/lbbQdYbkXXvll5QulXQAAAPh0NJ69nwfNmOB6RLJEoYZevCwo5qTddZ97dI7PO8otFAuBllsoQuG5R+eoztREsedwcHUiWaJAwyBxZ3rLWZvbHLbHciuiqe3M5nrbHT/XIyK68/KOIuyf8rBcgOvInSOF0nZBudr83B0hAGuYq11gYw+N5YPQ8N4sFIY1FYNiu7h2Dm/T/K7zFH82EI82u+s8dM9Qh7dJRLT92nbeRsPx7I/O/nLKxbcy3mUUStsAAADwafh53E4eNPcF+xDJEg0IDOBl03bYv1PF4duH+Zyj2gw2FzlR3INKhItQePflXWo9P4m3tyqoMZEs0QTDr7xs+NoTNrc5/vB4XveQvmyut6SxmHe12NjC7vPJi3nYL7/AetgvjF0/7OFq83N3hACsYa52gc05PocPQn0Gs0Fxxf9j77zDokqyv98bZmff2WfvzOzszO7Ozm8ddVQUMeecMSvmnHPOnfuaUFFRUREVJZgjKgKiYAYDBhhzzhETBpTY3/ePC1X30g12uGDT1Od5+GPO9K1TZfetOqfq1Dkt6aTYJqSN7Dq77+1O2vfvKDjAU0fTUJw5p+bIrhOQLjqNlwgTcYKr1AFOTE7MF90MBoPBYDAcH6PRiNLaCOJoXtW7AjyH3uq5RLb+5D2b299/dz+xOdrlsRk/Yv1Zos9P2xvgOfhruxPZkGDLT07FV8AGqwRbL6Qp1dlwS0Obx5MXcU/jqI4sZ/9CWVNn3xFwNPu8KMIcYCfG0V6w9ZfXk0mov1aYFEMb0Umx3uZ6sutsvr05ad9c+v+VCStl1wkAV19dJTrE9Ycri+oP33x9M190MxgMBoPBcHzefUqTZGB+YfgF4Dm4q1YQ2b6LT21uf+u1rcTm6GUQ7K599ajdVX1DdQCAOuQC0TdHMzwrEVdrIuviZ3kirt03d9PT3lmm1TcqBFfIl+ob0fej6YGKl6D3RGWps/8x/aPsem3B0ezzoghzgJ0YR3vBxCWJcpsUM42ZsukzGo2our4qaT+yruCE9phOHeBt17fJpk/Mk/dPzN5Fqb+MOsBnn9me2ILBYDAYDEbh5s6LD8TJLKHcQ2rwVlVuFNXgfWVz+6t+X0Xv3k4VHOBtzWnkXfPtzQEA8yOvmpRiOqhrQGRNFh62WGfMoxjSftNFgq13vrzUEX3x8YXNY8qNkBshpP1uM4SxRtWmeiuvqwyj0Si7XltwNPu8KMIcYCfG0V6wIw+OkInIfaEwKZ6uKJ0U36W+k03fh7QPkrZPVjbNCBh9P1o2fWJyZiMkuhdQ3Yfu21fbj8FgMBgMRuEl7u4r4mRWU24AeA4Zhm9RXBlK5PdefrC5ffF93ClZ93HXdqAOcNfQrgAA/2O3ib7B6hkAzyFeX5nIKs88YLFOSxJvXX1leVItSwm8GEjaH6QWxrqrSf6HXtuCo9nnRRHmADsxjvaCxT+Pp+HOy4VJ8VIZF7iJ7mc8fPdQNn0P3j4g7boFuOJS1iRc15fqi38eL5s+MSb16Go7bj06BoPBYDAYBU/EhSfEyWyp8gV4DomGXyRh0R9S0m1uX31MTWyOGYOFa2A+ouobQ/cPBQDsPPeQ6PNQLQJ4Dvf0vxFZcVUYMjMtOz198fGF5ADgfHnB/mm6iNo/xx8dt3lMubH47GLS/vgJggO8vg0da4ddHWTXaSuOZp8XRZgD7MQ42gt2+81tGoqyhu4K1lhJJ8XLLy/Lpk/scNfxpQ53hQCq7/7b+7Lpy0mDLQ2Int2NhbEO1NDw66BLQfmmm8FgMBgMhmOz7sRd4mT2Uc8BeA5X9K5E5qLbZ1f75iphzBJVwph6ZCoA4NC150RnY9VqgOfw1vAviSP+JjnVIp0ZmRmoEFyBRrvVFOyfzrPy9wCAj+VJ+9rhggO8ogsda7+IfrLrtBVHs8+LIk7rACcnJ2PXrl0YNGgQ3Nzc8Pe//x3ffPMNKlSogBkzZuD9+/e5PhscHIzq1avjb3/7G77//nu0atUKsbF5JwCIjY1Fq1at8P333+Nvf/sbqlevjqCgvB2chw8fYuDAgfjPf/6Dr7/+GqVKlYJer8enT59sGnNOHO0Fy7krGO8qTIpNFtNJ8cTjE7LpEydEaDVfcIBPVZKGXL9Pzf13YC/tdrUjeja0FhaeMZOoA7z0/NJ8081gMBgMBsOx8T5wnTiYE9RKgOdwTFeHyOp5HbSr/Z5hPYnNkV0JQzmK2iGepzwBAPEP3hCdFZWbAZ4DeA6/KXcT+e1Ey+2lRlsbER0hTQVbb7CK6vW/4G/XuMwx4dAE0v68fsJYvfpSB3jcwXGy67QVR7PPiyJO6wD7+/tDoVBAoVDA1dUVXbt2hbu7O/7+979DoVDAxcUFz58/N3lu4sSJUCgU+H//7/+hQ4cOcHd3x5///Gf86U9/QkhIiFldISEh+NOf/oQ//OEPaNiwITp37ozvvvsOCoUCEydONPvMrVu38OOPP0KhUKB8+fLo1q0bSpQoAYVCgdq1ayMlxf4asY72gqVlpEmcz+PVhEmx/VzqAEfejZRN37br20i7PaYLu4GRdakDXGVdlXxNiNAnvA/RtaqTMBmrRtIFYNbJWfmmm8FgMBgMhmMjzr48WzMC4DmE6FoRWUffGLvab7WzFbE5NrsLdsioydQO8Y33BQDce0mTcRVXhpJkXNWUG0TJuF5brLdLaBeiI6C9oHfyGKp33ul5do3LHAP2DSDtL+8q6NQPozoNsQbZddqKo9nnRRGndYCDg4MxcuRI3LhxQyJ/8uQJKleuDIVCgZ49e0r+38GDB6FQKPDDDz9Injtx4gT+8pe/4Ntvv8Xr19IJ4PXr1/j222+hUCiwc+dOIn/27Bl+++03KBQKHDpkmuyoQYMGUCgUGDeO7kilp6fDw8MDCoUCBoP9L6ojvmDVN1Snzm49wQHuydMJauu1rbLpWpmwkrRLsh+2MM1+mF+Mih5lEno020zoEYPBYDAYjKLH0OAzxMFcqe0J8BxWa3vYVH/XHLU31SY2R1hDwebqq6M218YrGwEASR+l5ZheG34GeA7NVCuJLPqK5TV0h0cNJzoW9TQNvZ5yZIpd4zJHx90dSfvBbQWdE8bTsXqf9ZZdp604on1e1HBaBzgvTpw4AYVCga+//hqpqfROQ+vWraFQKLB48WKTZ8aNGweFQoGFCxdK5PPnz4dCoUCHDqaX60NCQqBQKNC2bVuJPC4uDgqFAj/99JPJSe+zZ8/w1Vdf4fvvv0daWpo9w3TIF6zZ9mZkMtrRTJiMh07Ln7CYOafmUGdztOAA+3ekE3D3vd1l02UOc8knloiSTww/MDxf9TMYDAaDwXBcPHxjiIO5Q9ca4DnM0QwnMtXOCza3nZ6ZLom6O1pdsLk6etKou/Db4QCExJ0l1OE03FlfGuA5dFUtILLtZy1PUqo9rqUnr0MF+2tZN2r/DNg3wOZx5UbjrY1J+zvNhF23WzcTn9Lkrz9sC45onxc1iqQDnJycTMKjnzx5AgD49OkTvv76aygUCjx8aPqSHzt2DAqFAg0bNpTIs09y169fb/JMamoq/vrXv+Kvf/2r5F6vwWCAQqHA4MGDzfavSZMmUCgUOHz4sO2DhGO+YJ32dKJJoNoJTuHEcaIdujPy7dBNOTKFtDt7oKDLuxedgEdGjZRNlznE5QfMOeA99vbIV/0MBoPBYDAcl/peh4iDeVRXF+A5TFJPIzLv/ddsbvvlx5cSB9hcNubYRzS/TZWZB4jec/oqAM9hmJonMv9jty3WLc7IPC47I3Nrav+0DWn7+UaswGg0ovK6yqT9A3WEsXafQe3L3+YaoNzxu6x6bcUR7fOiRpF0gC9evAiFQoGvvvqKnMDGx8dDoVDgxx9/NPvMhw8foFAo8P3330vk2Xd9L182n724WrVqUCgUSEhIILIOHTpAoVDA19fX7DNTpkyBQqHAkiVLbBkewRFfsIGRA+ndEzN3NPhYXjZdgyIHkXaXdRN0GYZSXdrjWtl0mWNF/ArqbE8WFoDN7nQBaLWzVb7qZzAYDAaD4biU1e8jDuZlvRvAc+in9iSy4BN3bW771ptbxN6wpPJGk4WHabizriHAc5immUxk8yMtr927/vJ6oqOfVrB/9jakOVhqb6xt87jMkZyWLHH2T1QWxtp6Ph1rydnzUEwZhouPkmTVbQuOaJ8XNYqkAzxkyBAoFAq0a9eOyPbs2QOFQoHKlSvn+ly2s/vu3TsAwNu3b8lJ8tu3b80+07FjRygUCoSGhhJZ9h3kPXv2mH1myZIlUCgUmDRpki3DIzjiCzb+0HgyGXn1FZzSef2oUzjh0ATZdJm7DzK+AO+DbLiygejqqzNdAOpurpuv+hnyYDQaLa5/yGAwGAyGJSSnpkvu3T43/A/gObRWLSey8AtPbG7/7LOzxN6ov0xwgC+6uKB8IHUKH79/TD7feUWsKBy7jUk4tjrE8nDsfXf2ER3t5wq6j1eTVuH4lC5PxRMAuPnqAW070BUXygoOcP1ldKwlpi9FMWUYBgbGyabXVhzRPi9qFDkHODw8HH/4wx/w1VdfSU5lN27cCIVCgbp1c3dK/vvf/0rCph8/fkwc4PR084XKe/fuDYVCgU2bNhFZqVKloFAoEBUVZfaZ7AzWw4YNs2hM2S9Szr+vv/7a4V4wQ6yBTEb6rHshy7tSB3hQ5CDZdH3pOrx7b+8lujxmCwvAoZp0AXALckOmMTNf+8Cwjfcp6Vh+6CY6LI9BGV0ESmsj0NXvBNadvIeUdMe4Q8RgMBiMwsv9l8nEufxVGYp0w3cAz6G6cj2Rn77zyub2xaUgW2eVgjxRWeqEJqclk88PDqIJufy13QGeg5+2N5GN3HDWYt1xT+OIjgZLBd0XyrrATeR8P3r/yOax5cQzKoq0W30lPe2u7E/1FdevJWO58PDLngIzB/jLU6Qc4CtXruD77783G168YcMGKBQK1KtXL9fnf/75Z4kD/OjRo886wL169TJxgLOzQ0dHR5t9ZvXq1U7rAHuf8SaT0cRxggMc2I46wJ33dJZFT0ZmBtyC3Ei72YXfaW1zAAAgAElEQVTYO82mk2HordDPN2QHxx4eI7paeAsTclxF6eKTlPLlQ3EYUqKvPJPchcr512jBYZy7b3k5CAaDwWAwcnL23muyrlRWbiK1d0vaWHs3Jzuu7yC2RvesUpAH6uReCnLKtgSid4FmMMBz2KxtT2Q9Vp20WPedpDtET8W11CGtvYLaYAmJCZ9vyEJa+PmTdpssFvTFu0rtrbZaGlo+c6/5a4sFBXOAvzxFxgF++PAh/ve//+UaWsxCoAsG/wt0kho2TZiQtzenk1Sz7c1k0ZMz+cM5N9PkDzGP7Kuv9zkSEhOIrjq+dAFwC6B9ePDuQb72gWEdW+Luo7jKvOMr/nPR7cOxG4lfursMBoPBKKREXnpK1pTmKj+A5/DK8LNkrXn7yfZqIGsurCG2xhClYG/tbErtrSZbm0g+7xl+hejVasYDPIdIXRMic1981GLd71LfSWywU5UE+6fVAmr/RN83fwhkLa8+pOI3T0/Sboc5gr11LEfIdZC2IxlLyyXHZNFtK45onxc1ioQD/OLFC7i4uEChUGDgwIGSHa9sLE2C9d1330nk2TWAWRIsy9h6bSuZjHoZhAk5oj6dpGpsqCGLnhuvb9BdTn/qfFZfRSffKy+vyKIrN+4m3TW7A1rTj/bh0otL+doHhuXE3HwhcX7dlFvhp+2Ni/oKiNdXwizNSJRWhkic4CtPzG98MRgMBoORFxtO3SPrSU/1PIDncF1flshKaSPM2quWsvDMQpOIuyBRxJ3HHg/J530P3yS6R6l1AM/hlL4GkdX0tNxhNRqNqLq+KtEVWVewf3ry9BralqtbbB6bmF3nH+G3ebTsUm+9qW1ZM6AcbunLSGsdf0j9fOP5hCPa50UNp3eA3717R5zQTp06ISPD/P29jx8/WlQGqUGDBhJ5XmWQ0tLS8Ne//hVff/21TWWQDh06ZM1QTXDEF2zf3X2f3aVLy7Sv/jEAnHpyirTXyEfQk1BOmvzh2QfLi7rbwutPrz97Ci0uQcD4crz7lIY6cw+ShbG2MgjX9OVISFr23wldLZRTbiefa7XkGFLT2T1uBoPBYFjHkqgbZC0Zq1YDPIdYXS0iqzP3oF3t62J0xNYwV4s3Z86VTafv5+mQl9ZGWKXffYc7dXbdhUSkIydTB9g33vwhkLWM23wepRZMJO2OmCKMdWsLOtYW/i4m96v3XbQ9wZi9OKJ9XtRwagc4JSUFjRs3hkKhgLu7O1JT897tadWqFRQKBRYvXmzy/8aNGweFQoH58+dL5F5eXlAoFOjQoYPJMyEhIVAoFGjdurVEfvr0aSgUCvz000+kDFM2z549w1dffYVvv/0WaWn2OYKO+IKdeHyCTEhNs+5pnC8vdYBffnxpt56IOxGmjnb1HI52hv2Odl7kVoS+wxzqAEfcsW5BYeQPul0XyaL4m3I3rujLAzyHp4ZiGKtWQ6sZj3eGfwE8h6O6uiim3Es+vyTqxpfuPoPBYDAKGeJ1Z6ZmFMBz2KNzJ7L2y47b1f6Yg2OIrbGgj+CAzu1PncKJhydKPr/v4hO6uataDvAcEg3/Jzk1/ZhqeRLIXuG9iK5VnQT96pHUAZ5xYoZd4wOAzEwjKs7Yj9KLhpN2p44WHOC1HehY260U1vSxajUZi2H3Rbv124oj2udFDad1gDMyMuDh4QGFQoH69esjOTn5s89ERUVBoVDghx9+wI0b1Kg9ceIEvv76a3Ach1evpBn5Xr16BY7joFAosHPnTiJ//vx5nsmu6tatC4VCgfHjxxNZeno6OnXqBIVCAZ1OZ8uwJTjiC3bp5SUakuJHw4IrrqVO4e0ky4ut54a4Bp25EkSVgmrYFVpkKbU21qLObn1hrL318ocAMWznwatklFCHk0XRR9sP4Dm8NPwXtZVBRN5WtRQfDf8EeA5qzUQiL6OLwIv3KZ9XxGAwGAxGFiPWnyXryAptb4DnsFbbjcgG2Vmup094H2Jr+HXOckBHUPtj5omZks+fvP2S6K6lDAZ4DmmG7yUbvo/ffLRY/7iD44iuef0E/V59qVM65uAYu8YHADefvxfWYZ++1LEeJOha0oPqau1bC+A5bNJ2oPeuFx2xW7+tOKJ9XtRwWgc4O5GUQqGAh4cH+vfvb/bvxYsXkufGjx8PhUKBb775Bh06dECrVq3w5z//GX/84x+xY8cOs7p27NiBP/7xj/jDH/6ARo0aoUuXLiRh1rhx48w+c+PGDfzwww9QKBRwc3ND9+7dUaJECSgUCtSsWVMSMm0rjviCPXz3kExIboGuuJTlANf1pQ5w/PN4u/UM2TOTTrKTBAd4Qys6GZZb1QgBMXdkGFHetNjegujc1lyYlIdNowuQ/wX/fO8DI2/Eu/D1VGtJKYqRap1J8qvpmtEAz+G94SdUU24g8jkR+XufnMFgMBjORRc/Wnd3m7YtwHPw0gwlsmnbf7er/bYhbYmtsaGVYH+MnUjtD59zPpLPX3v6jm7sKneSqz+uym1Efumx5ZUrZp2cRXSpRgp22CoPaof1DOtp1/gAIOT8QyEnx/LOpN1FPYWxzhpIdTVY2hrgOck94OKqMHxK+zJlDR3RPi9qOK0DzPM8cYDz+rt7967Js4GBgahatSq++eYbfPvtt3B3d8fx43mHosTExKBly5b47rvv8M0336Bq1aoICAjI85kHDx5gwIAB+Pe//42//OUvKFmyJHQ6HT5+tHyHLS8c8QV7m/pWEhYcV1FwgN0XUgf46EPLMw2a42nSJ7guHUza0w4XJt4VXehk6LKiLcobIpH4Ln9P7jrvoZNyYDthUp44ji5A3me881U/I28S36WglDaCLIgbtB6iMGfT7M+/KkMRr68E8BxWansSeVn9Prz6ggk1GAwGg1G4aLTgMFlDDunqAzyHKZopRDY/8qpd7dffXJ/YGnsaCbZWfy21P4IvBUs+//ztJ8l698nwA8BzqKsKILKYmy9y0WbKioQVed7Lbb69uV3jA4AZoZeFNdivFWl3tYdgaylH0bFWXCREdmUavpUks7TGoZcTR7TPixpO6wAzHPMFyzRmokJwBTIp5Ud93olb4lFmWVfSnlffrLsv/ejEW2ZpdxRThkG1074d1s8xMHIgTfjQVeiHbhidlPlYPl/1M/Jm+SGa9bK6cj1SDP8AeA5dVAuJvKNvDJp5HyH/3V89G+A5JBt+RGXlJiL3PXzzSw+HwWAwGIWE8oZIsn5c0FcAeA4D1LOIzJ4otdxsrc552Fqp6ZkSB/iJ4VeA59BWtZTI9v7+2OI+bLu+jejqkVWHeH9dehWt8rrKdl9F6+p3AsWUYSi3uiFpd1NLwdYaJUq4VWrBeLwx/AfgObRWLSfj2XX+kV36bcUR7fOiBnOAnRhHfcHqba5HJ+CGwqTcT7QrueHKBpvbfvUhFSXV4Si7ojVpb6WZ5AulFw8WygxoIvAmOf9O7sR3YOabSUIx6bB9tZ4ZtmM0GtF4Id2BX6IdAPAcTuurS4yAs/de48j1RJFsLxKyToGXaAcQeX2vQ8jMzP975QwGg8Eo3HxKy/issxmaYLmzmZOklCRJtN2ZCoKt1cI772i7cvp9RH92Msi+ak8iW3fynsV9OHT/ENHVcoGQ8+V0RWky0qQU209gMzONpL+ua6uRNvdm2ZV9ddTm+22eGqf11QGewzi1iozHa599p+y24qj2eVGCOcBOjKO+YK13Uud0s7vpTt2K+BU2t73tzIOs3cAGeeqotGBYgewAao/T2nT8EGEH1Kc7dYCH7B+Sb7oZeXP+/mtJaPNDQwmA5zBGrSHy7qtOABCc5Q7LY4h8tFoL8ByeGH5FCeUeIj9+w/LwMAaDwWAUTR6+TpZsqqYavgd4DrWUwUR+4pbtFTHuJt2l4b9racLR2iuoA/x7omkEnLgcYKyulknm5KXRllc9uJB4gegSJz2ttIb24dabWzaPMTsBVjHlHolTfaSGoMfDk+op6TmLXHFaru1DxjM46IzN+u3BUe3zogRzgJ0YR33Beob1pEmgOgrO6dTR1Dmde3quzW0PDjqTtRtYhbRnLvtyd68uZAIcs+m8jKOT4hXnRXROGWOamr/73u75ppuRN9pdF8hvoIfaC+A5vDX8W3I/aP+lp+TzkZeeEnkp5S68NPwX4DkMUs8g8lEbz33BETEYDAajMBD/4A1ZNyoot5CEU6WUu4j85vN3trf/PJ7YGXV9BefzUhkXuAVQp/DB2wcmz7VZeozoD9M1A3gOBs1YIpsRetniPjz98JQ6poGuuFBWsMUa+tA+nHpyyuYx7jr/SNjA1myROMBn3QQ9zRZRPSVmesOgGQvwHA7oGpPxNJh/yGb99uCo9nlRgjnAToyjvmDDD9B6bUt6CA7wjEHUKVQfU9vUbnJqOkprI1BMFSKZDGOqCpNh23l0Mpw/tw6ZAMvzkUjLyJR5lALiJBAjJwsO8GZ3OtZWO1vli15G3mRkGlF11gHyG9iuEzJwbtR2JLIqMw9IfhfpGZmo4RlF/v8qbU+A5xCla0hkpbUR+JCS/gVHxmAwGAxHJ+ryM7JuNFGtAngOSYZ/S8Ki7bmedeTBEWJnuC8UHOC4HOHHb1PfmjzXZ80pk6SQi0VXfSZusbxKR2pGqkTfseqCLdZhDrXFwm6H2TzGefuuCg6wPtDsaXdNP6qnOO9HNrrv6kvR6C+VdbWN5cJR7fOiBHOAnRhHfcGmHp1KJqXZAwUH2LsXdQpHRY+yqd19F4UTul+1tAawm2jXsf4yOhnGzPmP5KTPnlCjvNhwZQPR2U8rOMChjegiVG9zvXzRy8ibs/do+HNJ5W68NfzbJPnV9NBLJs95779mYrSkGb5HBeUWIt9jx70tBoPBYDg/W+Lu06s26vkmJXp+04TblSBq181dxM7oMktwCqNrUdujYnBFs+2P2XSe9GGZti/AcwjU0oi5AQGnrepH3c11ac4XM5mogy4F2TzGocFCxF/x6b70tHt51mm3iwvcAqnN96suGFWVG0km6DLKnWRMFx8VfCZoR7XPixLMAXZiHPUFE9eGU2fXhutEHeDe4b1tand66CVhMuT9zN47qbiWToa3Z/9Dkm3R3nIDuRF6K5To7Jy1CB20YBFi5C9zI66S776neh7Ac3hh+AXFlaFEfuGh6aL44JX43hZNEjJVM5nIhq37MneKGAwGg1E4EFcgyM4pcUpfg8hqekbb1X7QpSBiZwzUCHbW7sbU9miwpYHZ5/S7L5I+zNSMBHgOu3UtiazD8hir+tFhVweiM7itcOAxYbw8pSCbZCWxLDFrPmkvO9nWqUrS0+5i6h0optyLV4afszJBLyNjCjn/0OY+2Iqj2udFCeYAOzGO+oItPb+UTEpjJwoT84bW1AFut6udTe16+MZkTYYLSVstvM2H/ryZ8R38tL3IBNhnje33UPLi8IPDn52YP6R9yBfdjNxpIsr+HKDtCvActmjbE1mduQdz3ZjI/p0VU4ZhvmaISd3gUtoIvPuUVsAjYjAYDEZhgd9ziawZvGYMwHPYq2tOZG2WHrOrfZ9zPjbZWd4HrpM+TFJPM1nfGlp5Z3bw/sFEp093wQGePpg6wKpjKpvGl5aRiZLqcCGKa8500l7XmVmn3bVFdlZgBRRT7kUxZRgO6BrhnL4KPFSLyJjmfYFM0I5qnxclmAPsxDjqCxZ8Kdimncm8SE3PRClthEWToVugGzJ5DjG62mQCrDRjf76cxJ57do7orb9M6MtFFxeUF4XmPP3w9PMNMWTj3ssPolPcvST782BRMivD7ou5Pr/m+B1qDKj8AZ5DuuE7VBLVBA6/8KQAR8RgMBiMwsTojefyDDXub2WocU7MRdqtFEXa9QnvY/a5gBi6vg1UzwR4Dr/rK9KEXdP3W9UP5TEl0TljkOAAL+lhfyWMW4nvSZ9Ke9FrdQPVwlh3NRFF2gXWFq35pn+Dg+Js6oM9OKp9XpRgDrAT46gvmPhuSraDGiVyUCutq2S1M/r7Q5pR0WX+RNLWYJUwGe5sKpoM/WuQjL/Zu4LFlGF48CpZ9rHeeH2D6K26moZjV11NHeDrr6/LrpeRO+tP3iPfeXOVH8Bz+Gj4p+ROUF7ljJ4kfZQsnpf1bgDPYaJ6Gt0535pQgCNiMBgMRmGi+6oTZL3YrG0P8BwWaAYT2eRt9q0hU45MITaG5wDB8VzYmzqeo6NHm30uO7NyMWUYPFSLAJ7DA31JSdKoDCvq3S+IW0B0Thwn2GNB7Wg/Ou7uaNP49ouqMlRfOIC0N26CoGN9G6qj1jr3PB3g+l4FnwnaUe3zogRzgJ0YR33BxMXRW80XnMKTlaVhwclp1jmj607cJZNZvUU9SDuTxgqTYWB7OhmWW9kMKYYfAJ5DA9Ua8lxEPpza5VYGoMFS6gCfecrujBYkI9afJd/5DM1ogOdwRFePyMobIpGanndWcHEYtI+2n0n4WpWZB6wyEhgMBoNRdGjqfYSsF1G6hgDPQamZRGRzI+wLyx26fygNPe5hGnqsOa4x+9zha89JHxplRTi9M/xL4jC++mB5durAizRDc/bprDjir/7m+jaNz/cwvUPdeEl70p52uKDDrzO1+dy3dJP039UQiY6+MZi2/Xf4H7uNYzcSbeqDPTiqfV6UYA6wE+OoL9jZZ2dpuPNSwQG+UFYaFvzkvXXO6MSt8WRya720CQ25GWwacuOy3APx+koAz2G0Wpuv90CS05Iljv3JyoID3Go+Heuh+1+mDl1RJCPTiIoz9pPvPDrL8JitGUFkQ4M/vyEhTmDSQbUkK6LgX/hNuZvIz957nf8DYjAYDEahQ7wOZdsjQ9TTicz/2G272u+2txuxMdZ2EOygKWOoAzzv9Dyzz4nrE1dUbib1icVr263E9xb3Q5wI1MNTsPeO1JAeeKRlWJ8zY9LWBNKfVssakrbm9hPGOr8PtfkGRYyE/7HbOHI9EY/ffHSIxKOOap8XJZgD7MQ46gt2680tMjFV9qdhwdVXUqfwyssrVrXZTLSb2nFFVdLOYjN1hsv49ME6bSeA5/I9EZbRaESl4EpEd3RtYaxdZtGx7r65W3a9DPNceJhEvu+Syt14b/gJ4Dm0Ui0n8qDYu59t59rTdzQkTBmKF4ZfAJ5DD7UXkS+IvJb/A2IwGAxGoSItI1NyIpmdh6KjajGR7Y5/ZJcO9x3uxMbY4i7YQSOmUAfYL8HP7HPiHBnFlaHINHwL8ByqKTeINndfWdyPk09OEp2Nlwj2XkI5+/OgdBRFYbVZUY20taybMFb9UDpWfYze6vbzG0e1z4sSzAF2Yhz1BXv58aVk9+98ecEpbLKYToixj2Mtbi81nWYDLKYMQ7tVtJ2A9sJkOHksnQxLe4/AVM1kgOcQq6tFnqs880C+jLfBlgZE9x4zdfDWX16fL3oZpqw4fIt8351U3gDP4aXhv/hVVP7o5vPP724bjUbUmXuQPLNN2xbgOazW9qAnw1aWi2AwGAyG8/M06ZPIAd5LrmTVVQUQeczN3PNQWELtjbWJjRHWQLA7+uip3bHp6iazzyV9TJM456+zygY1U62kIduXn1ncj5uvb5o98KghOvC49OKS1eOrMvMA6U/LVW6kraB2gs03cZw8pZbyC0e1z4sSzAF2Yhz1BUvPTJc4wEerCxNihzl0Qgy/HW5xezee0dO4ksrdaLyGnvbuaCa0PURJJ8NS86egrWopwHNINPyfZLJ/k2z53RZLaRPShi46LYXJedRk2p8V8Stk18kwz8DAOPJde2sGZd3dbUFkNTyjLA6P0u2i9RLHqDUAz+Gy3o3unqvC8JaVQ2IwGAyGiIuPaCRSeeU2EmYsTsR47ek7m9vPaWMdqSHYQR09P29jGY1GlBAdKNzWlwZ4Dl1VC4hs+1nL6+a++fRG0pczFYS+tPCmfTny4IhV43ufki6x2xquKZenzbfmwhqr2i8IHNU+L0owB9iJceQXrPYm0e5kQ2HC6qujE9aGKxssbiv8whOaDEG1EpVEoTVRWSHHXWdSWck5PFxFi0555bZ8vbfZYy9NyuXfUXCAp47+/F0chrxkZhrhxkeS7/qori7Ac9BqxhPZxC3xFrcnzkJZVbmR/J7E5ZCs2SlnMBgMhvNzyEyiqfeGnyRO3cv3KTa3//rTa4nTedZNsIOaLaJ2UMyj3COUxKer5/RVAJ7DMDVv0/3kTGMmKq2j18AO1BH60n2GyGm9vsOq8V158pb0pbRyJ6oE0HHtr5vV/nTb2y8IHNk+LyowB9iJceQXrPXO1nmeivrG+1rc1pKoG2QyHKRVSSb+uIrCZOi+kE6QJWYJO5nPDP8DeA7tVUtoKOuZB7KPddiBYUS3NdkYGfIivrdbQrmH3P91V60g8s2n71vcXtLHNBRXUYPlqt4V4DmMVOuIbEbo5XwcEYPBYDAKG9vOPCBrRBfVQoDncFdfiq5P6nBk2lFF4G7SXWJfVFxLw45rraB20MUXude6b7LwMOlLdqLIaZrJRDY/0rqEoU23NSV6tzUXbKDhUz9/Hzk3IkWbz43VyyU234kqwljbeIkOQu5FWdV+QeDI9nlRgTnATowjv2C9wnqRyWm1hzAhKkfRCXH2ydkWtyUuKK/je3524i/O+6GYMgwndLUAnsMEtZI8nx+ZoCcfmUx0Z9fjWyDKUDjm4BjZdTJMEdf/ba1aRmpBF7fy/q+YdsuOk2cDtF0BnsN6rQeRuS8+mk+jYTAYDEZhRJyLYoRaD/AczuirEVm12fY5bAmJCcS+qONL7SA30Unpg7e5b/Z3XhFL+rJD1wbgOczVDCMydcgFq/pjLgpObO/NOjnLqvb8j90mfempFx165FJqMu5pnFXtFwSObJ8XFZgD7MQ48gs2KnoUTVDQS5gQZw+kTuGUI1MsbqvFoqNkMlzs2Yi0IS6x5CYKi/5Vtw7FlGHYoPUAeA5Ltf3I88PWyV+Td8aJGUR3do26FV3oWPvv6y+7ToYp4zefJ98zrxkD8BwO6eoTWaUZ+60ujzA34ip5frB6BsBzuK0vLQlle2FHKBuDwWAwnIuZey/TTXvNOIDnsE/XlCZ1WnLMrvaPPjxK7IsW3oIdFFdRWnooKSUp1+cHB52h4c7a7iYVM0ZuOGtVf8ZEjyF6F/QR7L25/akNNOHQBKva0+8W5d+YMYC0U2MldfYrr6E2383XN61qvyBwZPu8qMAcYCfGkV8wzXENmZz4IYJT6NOdToiD9w+2qJ30jEz8pqEJG1Z70Qm+wxxhMjxWTTrxF1PtQjFlGGZqRgE8hzBdM/J8M2/rkjFYwqKzi+hEP14Ya3BbOtZOezrJrpNhSt15NGvzXl1zgOfgpRlCZEMsqP+bk6PXE8nzbsqtyMgqGVFLGUzkoQmP82E0DAaDwSiMjBNtxi7R9jeJHLK3JKO49m6n2YIddKgmtYPcgtyQaczM9fkp22iN3fmaIQDPYYu2PZH1WHXSqv7wsbzJIYBfZ2oD9QnvY1V7/QNOk75oPel1umaLhLGedZPafK8+WV62qaBwZPu8qMAcYCfGkV+w+XHzyeQ0aawwIQa2pxNil9AuFrVzK/G95F7nGu//0ZNVrdBuaEM6GVZdV5N8vr96FsBzuKJ3JbJSmghk2HH3xhz+F/yJ/qFKoU/bm9M+NdveTFZ9DFMS36VITmWfGooBPIduosyWq47esrrdj6kZkg2YeH1lgOcwUT2NyFQ7rQsXYzAYDIbz0sv/JFkfNmo7AjyHxdoBNiVjNMeGKxuIfdHPjB1Ud3PdPJ/3DL9C+qLRTAB4Dvt1jW2+2rPs/DKie9RkoT+b3am913JHS6vaE99R9vSiCVVzc/YzMjOsar8gcGT7vKjAHGAnxpFfMIlTOM3UKWy6ralF7URfeUYmwgaqNfBeQh3g8Vmnreva0Im26ZbW5PP1VWsBnsMnww+SOrD3Xn6Qdaxbr20l+nsZhD5F1Kdjrbmxpqz6GKZEXaa/kxrKdQDPIcPwLVyUO4j87D3bdom7rjxB2vDV9gF4Djt0bejvcv4hmUfDYDAYjMKK+NrWfl1jk2oEnuFX7GrfN97XxOHc1JLaQa13ts77+cM3abizWgfwHE7rqxNZTc9oq/qz+epmExtoXz1qA1VbX83i60eZmUaU0kaQvniJEpwO1Aht725M266/ub5VfS0oHNk+LyowB9iJceQXbPv17WSC6jFdmLQi64pOatdXtWhCXHv8DpkI+6o9oVpenLQxfbDQ7lJRaHWvvXSXtbgyFCmGf2QVoA8k8sPXnss61n139pmEZR+tLg3RSc9Ml1UnQ8rC/dfoPW81n3XyX57ISqrD8SnNtl1icRbyXuq5AM/hseFXFFPuJfKHr5PlHRCDwWAwCiXmywwZ7IpGEjPn1BxiW0wbJdhBqz2oHdQzrGeez286fZ+GO6u9AJ7DDX1ZIiutjbCqP9H3oqnzPV+wgU5WltpA71MtS0D5NOmTKJprL7yWUJtv/ATTQ48OuzpY1deCwpHt86ICc4CdGEd+waLuRZEJqo2XMCGeqCKdEJPTPu808Hsu0bsgmvEY4leSPL8kq+TQjEF0Mpx6ZBpKioq839KXAXgOPdReRLb+5D1Zxxr7KPazd1TefHojq06GlD5rTpHvd4W2N8Bz2KjtQGRtlx63ue24u69IO2WUO8mmSiOVP5HvOPtQxtEwGAwGozCSnpGJX0Xl8+7rSwI8h04qbyLbec6+9UJ5TElsi5mDBDtoUU9qB42IGpHn8/suPqEJuVS+AM8h0fCL5BrRx1TLN4zjn8cT3eKs1BXX0tPbO0l3LGrrjGi9razcBP2yX0kb+mGCA7y8Kx3rgH0DLO5nQeLI9nlRgTnATowjv2Bnnp6hISrLaLbm8qJszU/eP/lsOwMD42gCLG0PdFxdmjwf3FaY+CeOo+n2F8QtQD0vmgzpiK4ewHOYoplCZHMj5C2FdCHxAtFfewWd/CtYWJKAYR9GoxFufCT5fmOzyl+J6xpqd9l+Tzc1PRMuun2krVP6Gibtszvgf14AACAASURBVHvADAaDwXj+7pPEkfxg+BHgOTRQrSGyo9cT7dIxImoEsS0W9RTsoJmigwDlMWWez5+8/ZKGOyuDAZ5DmuF7SVTT4zcfLe7Pw3cP6Z1cUamihqJSRaefnLaord3xj0gf2qiWYvQKeuixoLcw1jmiDNMTD0+0uJ8FiSPb50UF5gA7MY78gt16c4tMUJXXUKew+ko6IV5+efmz7YiTIUTqmqDeWjrx7WkktDlQQx3gwIuB6LHKNAHFElECijGbzss61tyK0tf0o2O99OKSrDoZlNuiRGnFlaF4Z/gXwHNwV60g8u12ntCKT5iXafsCPIdt2rZE1nyR/NnFGQwGg1G4uPz4LVkXXJQ7AJ4DeA7llNuJ/PLjt3bp6BXWi9gWqz0Ep3CaqO7unFNz8nz+2tN3NNxZGUL6WF65jcgvPc69jFJOUjNSJRFvx6oLNlBHT2oDhd4KtagtcQ3lYWoevVaWIm2syhqraqTtNYYLCke2z4sKzAF2Yhz5BXv58aVkQjxfXpgQmy6mE2Lso9g828iZDOGC3lXS5lEzk+ze23sxWZTi30sz1CRpUUffGFnH+urTq8+O9cTjE7LqZFDEO8ZNVSsBnsMHw48oLkp8dvP5O7t0LI66TtrKzi5+R19KstP/JjlVphExGAwGozByRFQ6LzsRZ7LhR8lakfjOvtrxbULaENtiU0vBKRw1mTqFvvG+eT7//K30lPqj4Z8Az6Geai2Rxdx8YVWf6m+uT/TvbizYQIPUtE9rL661qB3dLloDeLpmNFr6lyFtbHYXxjrSirF+KRzZPi8qMAfYiXHkFyw9M13iFB6pYeqsht0Oy7ONx28+SpIh3JrxL9pmoCt+Lye02ciHtnnqySmJszJWrQF4Dqf0NYis2uwoWcealpkmGevxakK/2s2l/Yq8GymrTgZljqikw3i1CuA5xOmrEZmrIRKZdpa+irn5grTnptyCzKx6wFWVG4n84NVnMo2IwWAwGIWR7WcfkjWhk8ob4Dnc0/9Go5RUYXaXYqy7uS49Wc2KhOunpU7hhisb8nw+NT1T4gA/NvwK8BzaqXyIbO/v1tW377SnE9Ef0F5wVKeMoX2ae3quRe0MynHtrWYAbSO8gTDW3noq23R1k1X9LCgc2T4vKjAH2Ilx9Bes9iZav21vQ2Hi6quzfJI+cYveU6mm3IALnv8kz9b0o6HGldZQR/PWm1uSBchDtQjgOTw0lJBM+LZmBM6N6huqU2e3ntCvnjwd6/br22XVx6D09j8lWTDBcwjUdiGyrivtP33/kJKOEqLkalf1rlmZPXkim7dP3rvlDAaDwShciEN4h6sNAM/hjGhDtuos+zbgM42ZcAtyI7bFoZqCvdFptnXhxuX0NK/FZb0bwHPop/YksnVWJgsV30v27mX7Xd2WS46RPuzSN5UcLsRUNT1c2Hd3n1X9LCgc3T4vCjAH2Ilx9Bes9c7WJmE6oydRp3DZ+WV5Pr8ljqbq76TyxkEvegLccoHgAMdVlGZbTkpJyuE4rwd4DumG71BCuYfIbyValpLfUppsa0L6sLOpMEkPVtGxBlwMkFUfQ8BoNKLSjP0mCbDESc+mh8pz/7rNUrowr9d6ADyH1doe1NH2Y2HuDAaDUZSZufcyWRN0mnEAzyFC15TIWi45Zlf7SSlJEpsnrqJgb7Twpk7h0YdHP9tOnbk0WWiMrjbAcxinVhHZ0ugbVvWLj+WJfu1wIVuzX2dRicrwXha1U2E6Xc+jp1eSRP2ZS64V9zTOqn4WFI5unxcFmAPsxDj6C9Y7vDeZpPw6Cw6wegR1CmecmJHn8/Mjr5KJcKJ6GrYu/Jk8m11beL+otnCVdVVgNBrx4FUyee7XXGoB25uFMScdd3ck/VjXRhjruAl0rEvOLZFVH0PgSZI0TP6N4T8Az6G1arlsCbCyEZfkyg61Pq+vQpOJaCOQki5vZAGDwWAwCg9jN50na4KPth/AcwjWdiayvmsty4acGw/ePiB2hVsAjYSr40udwoTEhM+2I97Q3atrDvAceM0YIpsR+vkkpWJ8432J/pFTBPtsawvqADff3vyzbbxPSZdE6h2fTUsgVV9Jx1pZFPV38/VNq/pZUDi6fV4UYA6wE+PoL9jYg2PJJOXVV3AK5/WjE+L4Q+PzfH7cZrqQLNIMhO/i/zOZYLe40/ZabG8BQKjDJw5Xva0vDfAcuqvnE9nGU/dlHWu/iH55OvuOmqmwsBN1+Rn5TusoA0k5h1LKXTS8y86Mm9ns/f0xabOuKoDoKqPcSeSn7iTi+uvr2Hd3Hw7cO4Dbb27DaLTvvheDwWAwCgfiKhSbtB0AnsNCzSAim7T1885pXlx8cZHYFbVWmK+5ezfp7mfbEVc2yI5oElfLmLgl3qp+bbu+jejvPkOwz6Jq0wOKSsGVkGnMzLONG89odupSyl04Pu8n8nyzRcJYz7lJo/5efnxpVT8LCke3z4sCzAF2Yhz9BROHxGhGmIbE9I3om+fzXfxiyWS4Rdse05cWI8+qs9pb1cl8iI04vOeori7Ac5ismUpkXjLf1xwdPdrk/svsgbRvU49OlVUfQ2BJ1A3ynQ5V8wDP4bLejS6imgikZeS96FrK0yRx5sy9eGooBvAcuqkWoJgqBKUWTED1dXUli3P5oPJotr0Z1l1eh7SMNFn6wWAwGAzHpKn3EbJOHNA1AngOSs0kIpsbYZ/tEfMoxsQpPJvDKXz96fVn2xkjOqlemnVSHSQ6qR4QYN1J9dGHR+lpr7d5Z/XFx7wzSx++9pzor69ai9AF/ybPdpottHm4Jm3TLcgNGZmOGXXl6PZ5UYA5wE6Mo79gPud8yEQ1epLgsG5sRZ3CNiFt8nxe7MQe09XBGN8SeZ4ojzs4jjzbdeUJetqbtQu7WLS7OW6zvLWAVcdUNLR7kNC3xT1p34ZHDZdVH0Ng2Loz5DtdrB1gUp+3zVL77lvlpO48+pvMDhvT8r1RbnVDE8c355/HHg88fCdPODaDwWAwHA/xHdZ4fSWA5zBIPYPI1hy/Y1f74bfDyZrS0VNwCo/UkDqa6Znpn21Hv5uWG5qpGQXwHPbo3Imsw3LrykVefXWV6K+6mp5MV1tFT6Yvv8w7rHrjKZr3pYfaC0He/yXPDtAINuTuxnSs9TfXt6qPBYmj2+dFAeYAOzGO/oJtuLKBnvbqhMkrrCGdvGpvrJ3rs+bCmHusogXRV3+mIPrELfHkWW/NIIDnsFnbnsi6yZAZWMycU3NIP5SjhLGu9rA+AQTDOsQO6QFdY4DnMF0zmsimbrcv3Cwn40Vh+bxmDK55/oCaa90kxkcVf1d09HRF23mukgzl5YPKo8GWBrj26pqsfWIwGAzGlyclPUNyh/WRobhJeaHd8Y/s0rHp6iaynvTRZ9lVDSyzq8R4H6DlIieqpwE8h6O6ukTWcP4hq/r16tMryVp3toJpcq4jD47k2caCyGs0VFw9Dd5L/kevzI0Xxrq+DbWr2u9qb1UfCxJHt8+LAswBdmIc/QWLuBNBJ6q5wo7gsWrSncrUjFSzzz7KUQM4xfADmq2hz25rITjAw6dSB3hFwgry/Lx9NIHWVM1kgOdwWFff5sn9cyw7v8zktHuD6LS7bUhbWfUxgKTkNLPGRlfVAiILir0rq871J++Rtltq5qOJ6DfpFugKfkg5kpXzShkXxFZxwdTR5VA+kBoBDbc0xNMPT2XtF4PBYDC+LDntllTD9wDPoZYymMhjb+UdBvw5/BL8yFoywkwuFPcd7ha1ExBzh4Y7q2cBPIff9RWJrML0/Vb1K9OYiUrraNbmA3WENbDHdGqjbb22Nc82Jm1NIPrna4ZAs4wmweKHCGNd2p2OdVDkIKv6WJA4un1eFGAOsBPj6C/YqSenqNHvIzjAv5dzkTgDuTkCcXdfkYmwinIjjDyHSqLnsifX7tPN19oNir1Lsy6qPQGewxW9K5GV0UXImpwo+FIw6cdAM6E6Dbc0lE0XQyD21gvyfVZUbgZ4DuA5lFduI/Izd1/JqvPq07fEuHFZ2o18vxXXusK/Y1ni+J6s7CJxhP06l5UkKekZ1jPXzR8Gg8FgFD7iH7yhDqRyC1mTxEkZbz5/Z5eOeafnkXVkyhjB1ljbgTqF3fZ2s6idXecfkT55qBYBPIcH+pJE9qsqDBmZ1tlILba3IP3Y4i6sh6MmW176sre/NDHX8BUlybOLewrtzSokuVUc3T4vCjAH2Ilx9BfsxusbZKKq7E/vhFS34E7I7ng6ObdVLcWbGd9JTo7PZIXXuC80H16z7+JT8nxzlR/Ac3ht+FlyYvgmWT4HJORGCF2AsjIgHqgjLdHkKDx+8xHzI6+itc8xuPGRKKvfhzGbzuPio6Qv3TWr8D92m3yXPdXzAJ7DPf1vkgX8fcrn70JZQ0amEeUNkSg521Pye8y+k36hrAvGTiwHtwBXVFzriqmjy+Gii/BbXdatrGTzx+ecj6x9YzAYDMaXQ1yVoKlqJcBzeGP4j8TuSEq2Lxmi5riGrCHTBwu2hk8P6hQO3T/UonbECacaqfwBnsM7w78kfX31wTobqU94H9KP7GoY2uHUAdbH6PN8vsnCw5IEYp1XlSbPBrYX2ps8lrbnFedlVf8KEke3z4sCzAF2Yhz9BXv58aXESTjnJjgCTRdRJ+D4o+Nmn/U9fJNMhMPVBtyY/YNZZ7qmH23r0otL5HnxTqybaCe2tDKEyK8+lac8DgBE34sm/Wjj5UrCX8Xj/5T+STZ9tnL42nO46PZJFrnsvxLqcPhE3yg0ZXvE97xna0YAPIdwXTO6qC84nC96e6+JQbnVDehpLl+O/B4HqstJvvPyQeXRX1sOl7Kc4Inj6P+vFFwJ119fz5c+MhgMBqNg2XRamsQJPIcb+rJEVkpjf+SZuOLEwt6CU+g5gDrAU45MsaidBJGNJI6g+k25m8hvJb63qm+TDk8i/fAcIPTNu5flyUBdDZFE90V9BTRcQ58NaSqsoYNVdA1dc2GNVf0rSBzdPi8KMAfYiXH0FywjMwNuQTRB0KGawgTWaTZ1Wvfc2mP2WU3IBUmGwti5tB5c4yWCg5mQI5z62Ydn5PmcJWs+Gv4J8Bzqq9YS+eFrz2Uba9zTONKPRj6i/okcocTkRNn02cLFR0koo4sw6/yK/+bJXCIqv2ix6Cjp8y5dS4DnMF8zhMhGbTyXL3qH7aL3vSuudSW/a3HW75x/2WXA4l1d0HgJ/c32Ce9TaDYcGAwGg5E7PtG0LN9YtRrgOcTqahFZnbkH7dYhPmVd2UlwMtW5JAPNi/svk0m/iitDkWn4FuA5VFNuIPKz96y7QiQOz548VljzAtvRddFjj0euz777JM3p8czwCyqI7LvsdbbzLCrbfXO3Vf0rSBzdPi8KMAfYiSkML1iDLfSkbHfjrFMyDZ2sAy8Gmn1uQMBpMhGu0XaX1IPzmG2a+t8tyA1pmTS0KD0jE8VVdDK9oy9lkiBpS9x92cYpLgFQfRU9oa4sygJ8680t2fRZy9tPaZKMyW7KLfDXdscVfXkc0DWSbAwUU4bhyPUv66x/jpT0DEmW8Ov6sgDPob96FpH5Hr4pu960zDTU29SYfKfZmSlPVHZB1dX0u+6wsyeGHxhOneBAV2xrLhgrm1pKQ6Gj70fL3k8Gg8FgFCy6XaalhXbrWhJZeytLC5mj3a52ZO3Y0FpYU8ZOpDaVpVdr3uZwOF8bfgZ4Ds1UK4ks6vKzzzckIuBiAOlHdi6UPY2onVZ3c91cn735/B09KVfuwosc197OlzeNIIx5ZP+/Z35RGOxzZ4c5wE5MYXjBOu7uSCar4LbCZD1+PJ2svc94m31OfLq3T9cUaxfRenCD1KZJphpsaWDSRk3PaNLGSX1NgOcwVq0msiVRN2Qb5+P3j6kzHuhKQl7rLaeTdfzzeNn0Wcuc8Cs01Fm5B8d1tUnIE3gOHww/oq1qKflM3XkHkZwq7/1ZObny5C3pa2llCNIN3wE8h5qibJtynvBnc+DeARrCvMYVx6sJ3/PU0fQ3XW5NTcyJjENyWrLk99/c2xUJ5YTP99fSz7ff1R4ZmRmy95XBYDgfRqMRCYkJ8Dnng/GHxmP4geHQHNdg2/VtePVJ3qR/DOsYvu4sWX/8tL0BnoO/tjuRDQ6Ks1vH5w4Vgi4FWdSO0WhEyRylJnMeEmw788CqvoXdDqObwHPMV/7I7SrYsRuJ1P5QBeCaJ732Jq4rLN5ovvrKcaPVCoN97uwwB9iJKQwv2KDIQWSyWtZNcIANQ+lkrTmuMftcedFdkN/1FeHlQ+vBTTITWtNpTyeTNtovjzEJkfXUDCcy1c4Lso3zXeo7ySSfnQFYnKTr6MOjsumzqm+f0iR3a5Zq+xGnd6J6GuL01UiWbPH9n2UH5dsgkBtxkrSWKl+A55Bk+DeKKffSEKq38t+5Hhw5mHyf2SUojldzkdT7/W2eCn3XngYAXH55GRWCK5jci4qs6wK3APpM6K1Q2fvKYDCci4TEBPQK75XrVYtq66vB55wPyzD/hei0IpasPzt0bQCewxyJzfG7Xe0bjUZUCqalhqJrC3ZG15l0Ldl1c5fF7VWddYD07Zy+CsBzGKbmiWz10dtW9U98Faz+MsFpvegiXesevDPvVG8784Do7axaiJh59Npb08VCW+fLS53pFx/tKymVnxQG+9zZYQ6wE1MYXrApR6aQyWr2QNOkCCOiRpg88yElXRKa89zwP0xdXpzecclqZ7Eo8+GwA8NM2hm27oxoN7YXwHNYq+1GZAMD7d+NzSbTmGn2vrOH6L7z3tt7ZdNnDWuP03p/FZRbyH3o0WotiinDUEm5CS8N/wV4Dl6aoeSz1WdHITU984v0+XN4ieo8Z9+1Oq2vTsc5fb/sd2tvJ92WLL4hTVxMNnTK+ddFMdUulOcjkZlVQsIrzov8/xorXcnmyOhJ9LmOuzsi0+iY/9YMBuPLYjQaEXQpSLKZltdf19CurNb4F6C+1yGyBh3V1QV4DhPV04jMe/81u9r/kPZB8j2fqiSsJa0WiO7K3j9kcXtNvY+QvkXrGgI8h2mayUTmZWU+kHtv75F+VAgwHwl39tlZs88uFd2fHqPWYM+C/5BnOmddeztUkzrAFYIrOHTkVGGwz50d5gA7MYXhBZtzag6ZsKaOFk7M1nTMu2bdnRcfJOG6mYZvMdDvN5OTZH5I3ifJht30Pg6vGQPwHMJEWYJbLTkm61jrbKpD+hPWUJj4++poHzdd3SSrPkvIzDSiwXy6KM/RDAd4Dpf1bpLT0onqaQDP4aXhv5JM2aEJjwu8z5YwOIhubizX9gF4Duu1HkTWxS9Wdp1Lzi0h32V2pu8LZV1QV7S4l/aaQu8lPxPqPSalJKH2ptrkM9rhwnsQVVu6M26N4cJgMIoGRqNRklyofJCQU6D7jHKY278slncti2mjyqHhUlfJZ9qEtGEh0QVMWT2tsHBFXx7gOfRRzyGydSfu2tV+blet6i+j3/25Z5Ynf+ziZ3piPVczzOYouY/pHyW/wZiqQv/az6X9i7gTYfZZtSjx6SzNSMm1t8EqYc0MaZL3tTdHojDY584Oc4CdmMLwgq1MWElPaacJk9j25nQSa7KtickzJ2+/JBNhDeU6gOfQdnUZ8sz6rMQP4ydQ53LR2UUm7eQspQSew1l9VSKrPPOArGN13+FO+pNdBH74VNrHlQkrZdVnCefvv5ZsJjwyFAd4DlM01FHL+f8miXasO6+Q35GUA/FO+wFdI4DnoNeMJTJNiHzh7YBghIq/3wVZ5SfWdqCbOVUCXNFCS+9PbT5Nk6z5X/CnYYqr6CmwuKRD34i+svaZwWAUfsRraPkgoQrCrqzoE/FfgqsLpowpJ0mw1yusF1IyUr70EIoEOSPXEg2/ADwHd9UKms/k4hO7dFx5eYV8t9VXipJt+tuWbHNIMN1I9td2B3gOftpeRDZivfnT2rwQb/aGNjTNeZHbHeVBgXFE7xptd5uuvTkShcE+d3aYA+zEFIYXbOeNnTQsa6YwYUfXpg5wxeCKJmEs4vud7VQ+MPIcqolOysIaCJNqP9Gkuv7yelPd5x6SdjqqFgM8h4eGEpJFSs4Q366hXUl/AswUbV8Qt0A2XZaycP81MtbsuoSvDT9LTnmz/+ZphgE8h9/1FSWnw/dfJhd4v/MiOVVqaNzT/wbwHLqr5xNZsJ077Tm5kHiB7rwHuJKdbfFvUL2sOLSa8aQPU7Yl0D6nJaPu5rrks9lh/KGNpKW8rr2yL0SOwWA4D1H3oiTOb0dPVxL2Gu/qguVdy2LGoLIkGdKVMi6Y019ajs3c5jBDfu6aiVwDz6GKciORW1tWKCcnn5yUbIRk/w7E37c192Knbk8gfZuvGQLwHLZo2xNZ91UnrO6jucSnE8fRdXJ+3Hyzz7VacozoDdM1wzTRtbeZgyy79uZIFAb73NlhDrATUxhesKMPj5IJq7m3MGGfc8t7wl599DaZCIeop+Pd9G8lnz9ZWVjo23hRx+HAPdPT3JibL0g7dZSBAM8hxfAPiXP3JOmjbGMVJ0jKDtPWi+6HGmINsumyFPGislrbA+A5bNe1NXF+s+8Cpxj+AfAcmqv8iHzlkS9Xvskcvz98Q/rmotxBMllXVm4i8hO3XsqqU3yPt9sMYTc6rqILKq6lv8FTc3/ETl1r0ocmCw9L2lgRv4J8tvYKmhG6wxzaBh/Ly9pvBoNROHn8/rHkNM19oStOZ0WOhDZ0QUMfUchzoCtUI8sRJ1jscFQMrojLLy9/6eE4PXF3X5G5v5pyPcBzSDd8h+LKUNk2kyPvRpLvtd1cV5KEUWwfWZMATVwdQqOZAPAc9usaE5n7YusTdw47MIz0ZXFPwQ6aNZA6rlOOTDH7nDgh11l9VQwWXXtb2t302pv6mNrqvhUkhcE+d3aYA+zEFIYXTByyU22VZansZ+29TCZCrWY8bs6m6fArr6Ft1FpB2/g90TS74vVntK5caWUIcZTclFuJ/PeHb2Qb64RDE0h/5vUTJux5/ejEP+HQBNl0WcKTpI8SB/eWvgzAcxih1hPZ2E3n4aKj95ayw4kXaQYSmRy1C+VEnC2yncoH4DkkGn6RjPXle/nC/oxGI1psb0G+R58ewne7vCv9biutqYYMnsM9/W+SfrxJpsZIUkoSqm+oTp7x6yy049eZtlN9Q3W8TX0rW98ZDEbhw2g0YmDkQDovrHIliRX3NJKun+I/w9ByJBxaXC+1V1gv2ZMCMqSEX3hC5v3WquUAz+G54X+S9cDe0oJbr20l32lPXviuI+q7SNYPa1hx+Bbp20i1ziSZZA3PKKv7qD2uJf3RDxP66NuFrnH9IvqZPJOWkSn5d3poKIH2omtv69oIa+UEC0poOgqFwT53dpgD7MQUhhfsxccXkgU6u5h5M9HifOyhNBnVmE3nyUToo+1nNh1+vKs0dPTZB9OC7a8/pEom1beGfwM8hyaqVUQWfcW6Qu95YYg10Ik/yxBZ1o1O/IMjB8umyxI2nLpHxtlQ5Q/wHNIM38NVuY3ID159htEbz5H/npSVDOuq3lXyb/fojXwn5fYyO4xukEzRTAF4DjG62kRWdZb1i3Ze3Hh9g4Y/B7riRBXhN9zLQBfj8osGkZC3qqKQt0NXpbWI+ViePJNdJzGhnAtqizZz1l1eJ2v/GQxG4WLXzV2S091VnQQH4Gh16Vxh8hfoSvJPbGtRVrJGHnlw5EsPy6kJir1L5v1+ak+A53BJ70Zk5fT77NYhziUxNCunyrbm1MZovr25Ve1tPn3f5IrUDX1ZIiuljbB648TnnA/pz+hJQh83u9M+uu9wN3lGulm/FymGf6BWAF1fw8zcJQ6+FGxVvwqawmCfOzvMAXZiCsMLlpGZISndcLCWad26kBshkme6+p0gk+FWbTvsEKXDJ/eIa+V9jxgQMiD/pqGF3rNPQMV3RcWJiuxlQdwC0qfspA0B7enE3zW0q2y6LGGsaCNhumY0wHM4LnIUy+gi8CktQ7Jz7abcgjTD9wDPobFqNZEHxtwp0L7nRd+1p0m/Vml7AjyHAG1XIuvlf1JWfWsurDFxWs+6ScOfS0xfjqt6V4DnMFRUR3FBpPRO77VX1yQGa3aSEO1wurC3CWnDSiIxGEWUN5/eoN7memQ+GKguR+qpdhKV1au8rjJiH8Xibepbyb3LJotdEe9q6jB029uNnQLnIwsiab6NyZqpAM/hsK4+3YSeb3+W/4VnFpLvc+K4rMRQIhujS2gXq9rbd/Ep6V9Lla/ZaCprT63Fp9Q9pgt9PFCH2muV1lUysdfiH9BrTRWVm5Gc49pb9qZzu3n097/vrv0bCvlJYbDPnR3mADsxheUFa7y1MZm0djQTJrKh0+jCvOr3VZLPi8v2HNHVg+/i/yOfHTGlHN3dzj4V3tY0V9215kSTtk7qawI8hzFqDZEtO3hDtnGu+n0V6dPwqUI/t7bIe+czP6kz9yAZZ5iuGcBzmCcqcZBdBzk5NR1ldBGSf3PwHOZohhPZIBlrJtuL+DvN7qtSM4nI+D2XZNXXL6If+Q5nZCXjEG9slFtTA8WUodio7WCSRbPnalNnvG9EX5Md8iM1pCWRYh87ZvZtBoORv4idnGqrXHG8mrBmeg6QJrcKvRVKnrn26hoqBVci/29Of2GeCmsojZTKGW3FkI9p238n8352QsltWppvQ47SfPoYvaxRZqdEFTdqKoNJlJg4T4q10V/ivC9NFwkbxufL5x2xt/8SdcSbq/xwZ/Y/6AHHWldcyrr2VteXtnH++Xmr+lXQFBb73JlhDrATU1heMHF25DUdhYV52ijqAM8+OZt81mg0SpyxK3pXGJb9Sj6bXUNVfG+yd3jvXHW3W3actBWqawHwHGZoRhOZYfdF2ca56eom0qe+unLUAMmS1dlURzZdn+PZ20+SkKKnhmIAz6Gripbp8T92m3x++Lqz9N9EM9bktLisfp+sGbNtJeljmmR3+onhEr/flwAAIABJREFUV4Dn4KFaRGSbZDzVT0pJkkQw7M06sR0zif5+y/j0lez6i+9QldXvQ3qG9N8t/HY4PcXxp4ltxKc1Ew9PlG0MDAajcPD0w1NUWVeFzANzsxzZQzWlpW60x7Umz4od59orXHHOzXReGRU96guMqmggLuOzVtsN4Dn4avvQO7YbrC8plJNxB8eR79Krr/DbmCvK+m3tunHtqfk8KeVF16QuPkqyqs2br2/S9U2Us0Ucuh//PF7yzLqT9LpWH/UcnJr7I/lsQx+hjQtlXeAmcqIfvX9kVb8KmsJinzszzAF2YgrLCzY6ejSZtLLrp4onbXFyqJwOzivDzxi+oiT5rHevsia74ZMOT8pV90Azi9IKbW9ZF6Vs9t7eS/rkMduVGC7ZMrcgtwILbY0QhTVnZ8BOM3yPMsqdRH723mvyefFdoCaqVSRjtvjzJ2/Lm1nZFs6IMm26KbeaXbDF47KXA/cOkO+v3nK6mIt3okt6eqKYMgyNVauz/t1+wG/K3aQ/lx5LDYi0jDQ03NKQGrlZCdM2tBYl1QquhJcfv/y/N4PBKDjEOQLqL3NFgqtpubXGWxvjXeo7k2fffHqDGhtqmDjPW0T3L92C3PDw3cMvMDLbMRqN+JCSjpR002tOjoS5zfbpMm+299/Xn3yXvl3KmlyfmX5iulXtPZdslIfho+GfAM+hnmotkR2/YXlZJQD4kPZBEqkQayZ8OeJOhOQZcbnGSeppCF3wbxNb6mh1abbrtIw0q/pV0BQW+9yZYQ6wE1NYXjDxop59gruyk/kT3BuizM2llLsAnkPH1aXJZ83VlfOK88pVt7mwJHEZIDnCkrIRh/64L3QlpXLEk7Y5wyU/ECeKGqPWADyHBH0l+m+riZAYFA9fJ0tOjB8ZigM8h75qTyKfH3k1D40Fw8ZT1FHvpPIGeA6PDMUli/jbT/ItjLNOziLfXXb4vfhUv0JwRRRTbyP/bq8NPwM8h/aqJaQ/68zUJF56filpo1lWmNglFxc0WEqNhMCLgbKNg8FgODa3k25Lok18skq/7GwqDR+NvBuZaxviBESNfFxxyUVwPlp40+e9zzp29txskpLT4LXvKqrOiiJzadVZUZi4NR4PXjlWbXoAqOFJ+2nuutXSaPuvW5mrsTt+ArWFFp9dbFV7qenS7MuPsyKq2ql8qDOf8NjqftbZVIf0aU8j4Tc4UE37uebCGsnnxXaal2Yo/Bf9Qj47WCWsu7ua0HW3wZYGVvepoCks9rkzwxxgJ6awvGDL45fTEKzJ5Ux2pcV3Y4/foLV766oCAZ5DrbV04txrJhtg0KWgXHUXRGKKbOKfx5ucFl5ykYbtPH5v/WJiCx6+MWSMAdquJomiPHxNSxs1XnCY/P/N2vYAz2G1tgeRtV92vED6nhf8nkukP2rNRJPvs/acaFn1tdvVju64d82KXhCVtuoT3kdioEXrGpqE2U/YEm/S7pP3T+AW5Eba2d7cxaTOYduQtixpDYNRRJh4eCJ595t7u+JilvPaeZarZL7Ja05ITE6U3AXOdpK8e9E5q/HWxmaTRjoSR68nouKM/RLnTPxXVr8P2886zkl2RqYRxVW0f3f0pQCeQxfVQiLbGvfAbj1NtjYh3+POpsLvY7CKrhkBFwOsbrOcnpZBvKx3A3gO/UQb3+Y2cD9H5z2dSZ/WdhB+g1NH037OOjlL8vn+Aacl9srspcXIZ6eOFmzGtR2+XEJRWygs9rkzwxxgJ6awvGDmatftr0t386qsq0IW9R1nH1InTbUIH3LJBtjWwmyABVGaIJvbb26TPonvvlRflXvN4/wgPSMTpbX0HnWCvpLJbvTssMsmzxl2XyT/f7RaC/AcrujLE1kJdTg+pNhXx9Beeqw6aeLYr9T2JLL+Aadl0/XswzP62wt0xdHqwvfZW1T+aNn5ZRi27oxo93oIwHPYq2tBZPW9zG+yDI8abnK6fKSGdMPk7DP5QvQZDIZjIi61Vj6I5spY30aa+MqS+WDykck0ukovzCunK0qz1p98Im+mfDmJuvxM4kzm9SfOY/ElyZlzw1wo8eFrzz/f0Geour4q+Q4P1BHWo+4z6Hq088ZOq9sUJ8uM0dUGeA7j1Coi87Hh5HrMwTE0Qi/rrvL8PvS3nPMueqslx4i+cF0zjPMtQT6bfUVogej50dGjre5TQVNY7HNnhjnATkxhecEO3j9IJq6WC8yHBielCPckfQ/fJBPhCLUet3NkA7QkoYIYS4rTy+XUJSYnSsaUUE7oayMf2te4p/mfTfnm8/fUaVXuQYrhHwDPob5oMQ6/8MTkOXEmxqrKjQDPIdPwLdyUW4j82I3EfO9/XlSddYD0JVZXC+A5TFJPI7I54Vdk0xV6K5R8b00W00QcVVdLv8+VR24R/dm1FB8bfpX8xhLfpZi0L75fXNnfFXEVTesLa45rZBsPg8FwTDTHNeSdb+OVFT1UxgWt59O5ZmTUSIvainsaR55xC3AldzDFUVO6GF0+j8g2Lj1OgouOnkiWV26Dr7YPEg2/4InhV+zQtUFF5Wby/39VWX9HNT9IEJXxEeemKK0MIfKrT9/apeNj+kezhwFtvOhvJPqe9RFQbZZS53OvrjnAc+A1Y4hseqj1VRU8T3mSPk0ZY1oS0mOPh+Tz4nX9jL4aeqwqRT67ykNwgNUj6e93xokZVvepoCks9rkzwxxgJ6awvGAXEi+QiaumH3ViK6+hE/fN1zcBSENcec0YxMz7iYZuLRGeTSgnvROVV1hxnChpUjXleoDnkGH4FsWVoUR+7+UHWcb5Kf2TZIGKlWmBspbQhMdkbE1VKwGew3vDT/hVNOb7L03vUL1JTpU4bdl1kweqZxKZ9/5rZjQWDC/ep0j698LwC8BzaKNaSmRyhsUZYg3kexs/oRy9j5clq7q+KlIyUiSJucoqdyDd8J0Quq8MJvLIS09N2k/LSEODLQ1Ie9kJ3sShXtXWV8PbVPsMJwaD4bg8/fBUEra8Osvg9+8oPf299sqyuddoNMJ9x/9n7zujosrSaNFe071m1no10dfT82ZGW1upAKiIOeecI+acs62V6yooRoKKgqJkVMwi5pxztjGHNmexDUiq/X5U3ROoIlTVRRuGvdZd03OEE7j3hO9837d3S/J78/va1lcroRY+Z9leyn1NZGRlo1ngQc6QvG5UEmNSfJ6ayqKhJoL8nLffbrx8/3XHwl4eN7PuuW9M/+L2q7cf011q4+mHp1xE0mWF5XzRcJFrF+x9V5wkfYzTdwYEGUL0A0mZvRSe/BB1JYr0aaDOsncmMdwZtRJqkZ/NyMpGOcbj/8BYAU1W0J8V04NGTKUGcNjFMIf79KVRVM7nxRklBnAxRlGZYDlDSUVmy6bBdOE+8siSX8rK8YTp+yBxwb/Iz/ScYVlI99ami2PlmMrIzM7dg3vv5QfOG5pt+jMgyFBNnUDKz95/LdlYWQkLMUSpBxOitPHmRsnayg3zdl4jYxMJsM4aq3Fh39nZ9vPIWgQdIj8n5gGHMazZPcKPF3r/c8Ox2zQ/3JvxULNM1ZcfOibZkBfabWxH3lt4F8sh0m8wPUQO3TUUAJCWkYWfdNtIH64YvQBBhtFaA/VMb7fvmQ48E2jj+bms4CMcVl9bLdmYSlCCEvy+MO/0PO6SV8z9ZdN8ph6a6lCdLBlWh9mWdeWCSg4fJh3n0MNDhTQi5xB19C5ZL39UJ+GwoQ4gyPDM9F8M15rQRzubXMqmGD0476pu4+Wv2vfY4zTVqq82ABBkuGZUkbKK+u0u8zlcf32dXr4up44ENiLpxpsbDtc7dtV50s9F+v6AIEO0vispcyataOe9nTb72vGqfNSfeLH7JPUTFz7+wfR3eDEOjn21LOPs7qf6oucoV1FUzufFGSUGcDFGUZlgWdlZ3A333tq2uStrb6wFAHRiyJs2GNogOOQ/5GfGTrYYwKtaUSOkxboWebb94XMmH4pq9Rq21oSSsu12woGdBStvs7mxlf1QR8cZczVGsrZyA6tHGKrvCwgyxOs7k7IuS3NnvjZsonnAk7TTAEGGc0ZvUlZJv/2ryVGwByQx1PiesSIXDvcpXZq+vU57zW3WB2vYhieHXwwnP98xlH630fqugCDDCn1PUpYb2/jd1LtcO0lWxkw1o5NdFAg/SlCCEjiO1M+pnHSRGAWyuiXv/XXUsLn99jZ36SwaEcPUdF0RjgmFMygnkPoxgyO9EgkOP5jKoA2zV/uo48gezpI6VtBukyySyxnYI9s8aKhHynLjgXAEbGi7qI17KUc03LMPzxyu18hwf/jpRgOCDFsMLUlZh1Bbwsz8cOnFJftRf4yWtRjRwIaPe6nX4JnfX7lv94Idh8nRR4736UujqJzPizNKDOBijKI0wVqsa0EWrzUtLZv8mMl0M154biEAW0KGqaE/kp+ZMdjyewt70sPBoJ2D8m2bzSlKMaoAQYa+2gAa9nPivmTjZFmD41vbjnPx+cWStZUb2L+hyEqs100o0G35FiZ8uq4m0q5+8LlfpdPZdQTajZdJH0y6cYAgwy5DY1LWQEJGbzZvvf5iyujNEpqx4WYzkqjs1HitBhBkuGCsyl0cpGfa14BmtR0nTLBc8uyuwx9sfnllS1pWghKUoGgj4nIEmeO1l9LDfq/pdM8oaO5vTnTZ0oXUIRIJLetM984Gaxr8btigQ/dT7g8P9VqS3sLq6IpPPyuZZbrpr6iriaQXtk6E6kqFKWsvkn7MsxIhrtF3IGXdw1yPnNpzf4+NV/WYN+9VTctMc7jewN03bC69DxnqurSvvvz0kjNiz3pavuuWC5h0sF8t6WA5w8cvBvwjX+P55hvXJaUKG0XpfF5cUWIAF2MUpQnWf3t/sniFWuVkTMN4sp/sbDMXSnrLKEfvcEqGENbV8nuG4fT39Ef0+bZddw41CI/YYTkM2SPdYtp7W2/SNzGXi/XmBZwMkKwte0j9lMEdFkRdvy6aQFIWm4fB/zSVZ7N8aiprI+ew8sjdQh1Dbui69BjpQ4K+EyDIsFjfj5QNjTkjWVsLziwg72yY2mKUbmtADxtVYqrgU+Yn8vPJlyjZmnhxkG76Kxemd+HBW7ttsWRb1ZepcN7DKn8yk274OWUjSlCCEhRtfM76zEUMCUMZnXHm8uvMU+fWNVZ+sOtMSj7JskHnRSD5pZCRlY2as/aSdTJYPxAQZLhtdEcF9WYbA7isOhmHDHUBQYb1hracF/j5O8cNQCnA5tHG6rsAggwL9f1J2ZiEcy63sf7GevLeek63VdOoFlfNqXojmciqgVp/QJDhstGLlHkKuetO5waz2QyfOB/St+31LXtaP4OtfGXcifukrT7a2dg+75/kZ9rPsYZP5zD036e/d2qsXxJF6XxeXFFiABdjFKUJpj6sJovX9CGWxXtRDk/uqxwkR+9M36PRCvoz65vZkiEsvbA037Y7LD5C6txiaAkIMvjpRpMy4+Yrko2TlbYJ9rUYwDOYvFHNYY1kbdnDqbuUkMlLvYYQh3io15Ly/HKeWQ/yDkNTQJBhpm4k9XCuPl+oY7AHs9kMD2En6cNpow8gyDCOkXaav1M6gi72ImNBH1stzd7Jvbmfz5nH9ML0H0CQoWsBLg4+ZX5C7YTaNhdES7rxpDUfM2yJy0pQghIUTay9sZbMb+8IFU5WsYYpT1Ny64yzuaMpr1JIPZ6RKhyvautdDjobJPGoHAd7eVhRvYmEOI/R6rkQ4u5hx8n/b6dZRAgt66ijSPnifV/HM9g8iJJ37TI0BgQZdLqJpMx/q+sRPCuvrCTvbYjGcobayJAyNkls4lS9m84/Iv3spAkGBBkemspzZ7HMLPvRS3mh0+ZOpG9RHXLXAg7cRcPHJ2mnISLo3+RnBmst49zcmI6z7uq6To3zS6Monc+LK0oM4GKMojTBgs8GkwVs3CTbXN5W61vhl8fvyEKoUK9HWg4NYFGHtTPjGdt8a3O+bQ9icmJF7dhQfV9SNlqC21kRUw9NJX2bOcjWcCps/bqEk7+ScXXTLLC7mb3PR/ZpdPw58rOzdcOturbNSVlDCUONC4qcnul3pn8CggwtNEvp5cbF3NnAHcHnrM+oEktz1pMbWr674czBdN7peTa/VzuAejHEi4NZuhEF+s78T/iTujvPpKQ11cMd+9ZLUIIS/P6RlZ2Fthvbkrk9ZZxlTzxQUw6vSDrn99zf43QbZrMZzdc1J3Ut7mHVU+1D96NuSd0kHJVz6LmMGrYTtWpAkOGJqRzn/d166TGXK1pWTTVrFzGe1jqz9yErF4LHwoQnczl70VgFEGQYrJ1ByqTQKw46G0Tem5gqE9OOvstOmzs5Ve+B68/p3q6JIKoR7N/6lRMs26wWsBiCv4D59obvHg4AmLbuEmlnjm44pi8qS35GPVppw2BeVDgxitL5vLiixAAuxihKE2zNtTVkAfMVmDxHMaQ0tgr2XnvKLcR3c2gAX7WyY9YLdYz2/2cmP2e+bgggyLCayc/puUw6ZmPWkNGOtIwzrCtdvPtv7y9ZW3bb30pzUafpptiQcdSZvS/fOpYfukN+XiSbymlEv/ngmqSDozh44wVpu6Y6huQm/8QcklzVWRTBEnh4R1BW1oYL8z6Yjk6gFwezdCMAQYadhiakrHZA7hJY115fo5c9USrsqmtpc9J45Rf7dkpQghJ8GbD5nF6RKhyoaZnvU8bR+d52Y1uXc3RZPVbRm8buux7RHnj56evp6D5J/cRJ4Jw3egOCDPN0Q0lZ3TnUqB0YeYqUj9IaAEGGF6b/cMby/uvPv+gYPqVncXvjM9N/beT5pLicFY4J5J3pRyhtooQG7BjgVL05SajEqDF2b739wvGQ47mn55K+TbQa7HFtaH9bb2gNgH+nkfruGL60AvkZkRRu1kD6exP3T3RqnF8aRel8XlxRYgAXYxSlCXbo4SGygDUPtHi4znnyuU4rjl8gC2EPzXxOA7hJsFUDWFVwDWARAdtTSL0aK7vkboY8qXnQQcnGGXIuhPRtvFU7Nrat67e0BQXr7Q7X+9qwZfZdcTLfOtgwapV6rV3pqANf+JDBGuUiCcpNo4KUVdBuy5VkylHEp8ST9yXmzh3z5r+7Fx9f2PzeyiM0l6qLJtB6OPs3yqq3kvInqZ/stGhBj609bG6+tzbkD6t3Ul33JJSgBCX4ejCbzfBN9iVzetg0y1w/WUUOb4boZ92NdS63xe671cPpZV4j5jIv6XaSBKNyDuy6LnofM01/4faa5Yfomrc35Rld89Wb8dxqbA7XmmgYbeKXzWvOKbWYZd0vfdTxpPzUXdelFicdmGTjUZ3bj54txu8b71S9v776SPpZTp3E9D+OlDsjFbnq2qq8nR4xVZCZnYnWIYdJO8mGZmi33J38TGxbyzgnTsg7+ur3iKJ0Pi+uKDGAizGK0gS78eYGWcCqRlBmv5phdCPWb6cEWOO0Wl4D2Er6sKe27QKaH9hNdrhWsJH28fbbLdk4I69Ekv6JeTob2Dydtc7l6RQUDeftJ+PabWhkwwBtKkC+88f0TJTX0ndx3ai0CemSkjisIGBZNv11o2zCspsFSneJweari4YoG2rWbF0zu7/H3qRXUm9EuumvgCBDPc1KusFfyl1yK/F6Immj9lIVLilt9UDnn54v2ThLUIISfHmwcjYeUSqSYiEMpYf8hmsa4nOW42GnOfEx4yOqxlYl9W5samlrAmNQqA+rJRiVc2jP8HMs0A22iViqqN+O1I8Z5Oezss0cR0WYvg8gyJBsaEbKPEw7kZbx5ditT9x5RdquoY4lRvyP6iRS/usr1/kbBu0cRN6ZyBNhZAhBTcdMTtX7Lo0nznxt+hcgyNBcE0bK9vziuLzSkUdHSN8ah1gdGEo5PJmL5Ae/PUA1/z2knZPGavBmUgB21rN8r30Y+cH4lHinxvmlUZTO58UVJQZwMUZRmmC/pf/GebJOWAk52s6li93AxAiyEM7UjUQQowFsL2+45fqWBWp7/dmHNp65+8afSNmPmmTJ8obW3VhH+tfLarTvrEcN4Orx1SVpxx7SM7M5w/W20R0QZOitnU3Koo/dK1BdrZhb2UR9extWy4GRpwptHPbAEpmt1bcDBBkCdYNJ2eh46fK42dy8FZ1sDxqTDkyy+3vpmdmopN9uE843gWEcn5GUOxnKb+m/oXp8ddJOhLXtYF/6zddfXR8ZWRm51lGCEpTg941Re0bZ7BHnPeSotZTuhRGXIyRrb8iuIaRekWk6qgMvh+Qs0ZYruP/qA2N4bcVNowIQZJisnUYvrGNtGbCDGNmeNprFgCDDJ9M/oFCvp5e/ThhszmLzBUoi1V6zEBBkeGwqxxmVUhjkrKxVdHuFTYpM4JlAp+o1m82oYOfc0EMzn+65Zx44XO/9d/dJ37wiVbissKYSLaLf+ZGHR/kQ+Ok0/NkjSoVzVvmk5oH0dw48OODUOL80itL5vLiixAAuxihqE6xmQk2yiIm33gP0TM5T9Ewa9qTvhYlLypN/87cSSi3s5ZgGMMCTPDSyhln9Zvqe26CcIXmwh133dpH+tZ9tufU84sOHsWZkF44Bc+v5ey48LMPqgayljiHlh27Yhu7ag2YDJabQ6SbaaANW9dv9xQ5N2dlmTsv5gpVkZAQT9iaVRzr1cyr3rg7WsGVOjbwSmevvs0ylEfqegCBDjL4rKesYejTP9vVH9DZhY2e8+NDIXfd2STLWEpSgBF8WbCSUR7QHVre0JUqsEV8DqZ9TJWuTjUrqGKAia4on42n7GqkVEYdpZFYLzVJAkOGz6e9QMYoF9iJmbj3/jTOc7xkrAoIMYxlFgAlfUKlg2aHbpN1h1giz80yEWeUZ0qzXTdc2Je9LVMQYpqb7kiuXJtX8d9NwZ2M1m7ByNgy9oMjIyoBXjBfp375alj5392Muei4kcO/y5CwqgVRrqX0N4Btvbjg9zi+JonY+L44oMYCLMYraBGNp8cUbzClj6QJeZ/lYshhuMrRCp+WVyL+t7GirqSscEwrU7uWHqaReT3UiIXlgNVpvPvtNkjEef3yc9K+pNW/5vAdvAL9Ocz0fyB5YQXnR0P9oKoNyTCjWwzcFC8VafYqySbfRhAKCDKmmf3J1PXj9ZWR5cuYofTSVAQQZGmuWk/IdV3IPLXYERx8dpd/jEsv7u+rOszHnRbzG5puLJC1XjZ6k7Cfdtjy9AeefnyfteEZRcpxRU+h3L7JnlqAEJSha0B7WknnczqpxekUuR+OQwktzuP76OueJE71qbPTV2htrJW2zIPBdfoKsi/N0Q63cHI1ImdK4A5/S7a+VLYMPkZ9brO8HCDLsMDQlZV7Tdzkl3eMMZiRR4kmDbrxNX1oGH5KkHTY6SAwN9hWUkrzDpoFUxmmPoSEgyKDWTSZlc3dcc6reFutakP6tamU5w42bRPs8bT91eniq1yCZ1QCezfBvMOenDxkfnB7nl0RRO58XR5QYwMUYRW2Cjdk7hixic/rbSjJUWdaNeioNtbhcEHtC6lFXogrU7uO3vEZruh3P6PHbryQZ49WXV0n/aobRG8zKK+lY7qXek6StnAg7SG+iB2tn2Bhf7obtyC5gqPe1p1SSqoJ6M9JMf7cxOqWSHcoPe36hxCf1NCuJp6C8egspv+MES6U9RFyOIO+pn8GWuMMrxitPPV72EkJkq84y/RlK9boCfWtmsxkdNnUg7RmHWfqwvhntg2e0Jx69fyTJeKXAu/R3OPTwEKKvRmP+6fmYc2oOQs6FYO2Ntbj44mKhRTyUoARFCQ9/e4jKMZXJPF7e2bIHLu/M7IExVfD0w1NJ2802Z6POqjo2hgiryfql84DfpWVwYbfnrOkiGt0kUpaXbNzifTdtwqA/mMqgonoTKT99r3AumnOCZf8XjfEoPT3L9FvperrQ56zPnBF4tJotP8Tu+85zmXQLO0b6u85gSTGaoxtOyjQbLjtV75CdNPw+yNfy3c0eQL/3Hpso23dTTTiWMRrAIofKpiZ076u3up7TY/zSKGrn8+KIEgO4GKOoTbA5p+aQhUzUsYtnaPFVEQ2oATyDLuyeUSpcUFkW/GZBjueCpGXwMgVPTWVtZAryIidyBA/ePaD9jqQGcG0mv+vyC+c2k/wwdR0lipqpGwkIMiQZWjh1E52VbYbCSMOOTxt9AEGGiVo1KfPbmns+q5QI3X+LtDnEjmFfUb9dshzuyQcmk/dkshqfyzoXnMX75fvP3Lf2wFgBEGTor51FygJ35x3CFX01mrRXfzGV/2LzoEIvhEoyXmfxOeszNt/ajAE7BnBhbvaeWgm1oDmswemnp79KrmEJSvB7gN9xPy46SGRkZj2xuiO6Qmmb1WQ1DLesa5FMHnDTtU2/6NzcdvkJWQ+rqlcRpYEa6lhSvvH8w1x/P2cYtCg91FcbQMrnOOm1dBRdl9oaj3N1w0jZ1HUXXW7j+cfndE2NUuGi0pbN+9QT5w3toTFnaLizvhcgyBCu9yVlI+POOlUvKwspal2zqhj1Eih5WW/tbOgWl6NzYaTt/ltUNICBonc+L44oMYCLMYraBFt9bTVZyHrOsCxue2vR2z1VlCfKWrXndsymYugNF1oMycsKObwYr/Dd1LsFbltlokL1V42eNkZJzPF7kozxbdpb7vB/1svWcD/26JgkbeVEj3Caf5qg72RDXDUq3rFNjK1PzGdlb7a7LC2cceTE+NXnaSiWbhggyLDR0JqUtQ45LFlbbTa0oREGHSw31ppR1FOiPazNt47GCw6Qvq3RdwAEGcL0vUlZt7C8/26v016jSmwV0macVQpidn/+wOqqRqgzyMzOROL1RDRJbJKn0Zvb45vsi2OPv8x3U4IS/F7w7MMzjo15UU/LnI5vreDmx603twqlffZSTZR2O1GVl3Z7+FvuBqfU+Jlh9Z+knQYIMlwxepGycppkvM5Da95sNqPeXMoGvdq6zrKSf1KFHueHunNoPw4b6gCCDJMYIq/AXdddbuN+hHVjAAAgAElEQVTmm5vkPXkzKho+y+j7u/7a+XbYy/O51nD0RH17UtZz2XGn6mWlkMQz375abEizJ8pqNpHvwDe8Ivm3JVama5YdferBqU6P8UujqJ3PiyNKDOBijKI2wY49PkYWsgaL7Bu1PxojUV69BfEL/h89NAu2EkiVYyo7xIbbgJEHOmSoa7NJBeXjlSsoMrMzuQPNoeqWjapjAB3jjrs7JGkrJ1h5CHGMU3RT6cbm4I14wDaazzpWqwMEGS4Yq5CySvrtXyTPimWk3mRoZROeNXGNNLqPOZnKxfzbngwBVszVmHzr0W+6TPo2QasBBBkuGSuTsgrabfiYnrd8F+uJHqBXkgMrG0p/6OGXOeCJuP76OqdVzD51lqjQz6DE5HFKTButxNjJSnT1V6HqCpXdn596aGqh5cKXoAS/N7DRTw0XUUbcrjPp/Bizd0yhtc+m5lRZocJFa0RVywW0/c23Nhda+yzMZjNqB+wl6+EWQ0uby9qCXK6aNl8hPy/KG1rUHQqmuy7VWCrqKPP/DSuTta92DimLO3Hf5XbOPD1j9+zEXmC4EjrP7vVa3SRrPnZjly8TTj45SfpXN9TKqSHnSa1+NFnSqgJ0w1Arku61m5pYvtGhDNHX0gtLnR7jl0ZRO58XR5QYwMUYRW2CPXr/iCxkbFhzU8Y7Wt5/HnzUcZi1kHqAxdAZVou17ca2DrXdaclRGlplaA0IMszUjSRl+k3ShSWzbNdi7nJvRscu8XqiZG2JSM/M5uQERGbM7oyUwapTvzpUJxumVp/k3v4NP1m99GXVybj29J3kY2GRmZXNHTBSjB6AIMMgrR8pW3JAGq8Je8ioEW5fqzovAiwR7N9N1IXMMv0Znuo1pPxgPmzcxx7RyyKvSBXJ+Rqiod/R+H3jJRl3QbDh5gZ4x3pzRmzVCBUmTlAiqZGc/K1yPhdUFsmVPiYld1jziLbkcxXWZVAJSvB7weu01/CJ8yHf/YI+Fs/W2ua89/fiC9dDZXNDZnYmasTXIG2tbWHpw0RGD9hw1FBo7bO4+/IDF7780vRvm71q8b78Wf1ZdQeleh3h9migWUHKN5wrXK/26w/pzFiS8c70T0CQoYlmGSlzRkM3J/b+upe8pzbzLHvT8ao8OVRe3BT5YekByh8yUmsEBBlOG31IWfWZe5yq9+Wnl7SPUSqcrmwb9l9hloUIa6Gps92fbT2v8J0HhYGidj4vjigxgIsxitoEy8rO4sLAdliZDPsa6Sb801w1WmtCMXxpBZsDwxwmBHT03tEOtT0kmua4rLCG84bp+7ic42IPzdY1I/1c11xauYLccI85VPyoTrIrgXT01kuH6nzw+iN3UEm1bu5tNKGk3Bl9QEfASjuVV2/BZ9PfAEGGuppIUr43RRrNx7hf4sg76mEN1zpYgz9k/JaeP1t4zkORqKs4VDudlAVsT8mzjmxzNsegOWugZQ4kMCGTlWMq48G7wv37p2elQzgm8B7cKBXGTFYSo1x8dtaVI7q9AhGdFFjVSoFj3vy/JzWUo8tMW4/w7FOzS4iySuAw0rPScf31dey+vxuJ1xMR+0ssEq8nYs/9Pbj++vrvRi878Ewg9YItod5XVlptyK4hhd6PEbtHkPZmDFHY5Fe23tC60PsAAHEn7pN1UJQ/+mgqw12sXnjwNt960jKy4G6gl6MnjTVs2It/Xlt4lwoA8MtjShYpV68nChOslNOVR65LWm24uYG8JzGUmCVn9I71dimHe81pqvrQUzsPEGS4bXQnZT/ptjlVv9ls5gjYNja1fPvDp9Fvv+KC8SirTkbIrAbcPBEVGNgoIlfCvL80itr5vDiixAAuxiiKE4xluBVzLFk2ykrBQ9BfOwstIujintDa8nMTJtKfm3t6rkPtTltHdW3t5bj0CHcux8UeWMH6mHa2N+1BZ4Mka0vEoRsvyFjqqKOIt/ZHRrbo11eO3RCbzWZUnrGLGtCG2oAgwzTdFFJm2nxF8rGwYL2pTTTLCNtnYcgx6Y7oyDtSj7YcMqLa0wNiq/WtClwXG7Ydq+9ik5/WfvGRfOsIuxhG2hYlta7myCcvqBSYM3if/h79t/fnjNW6S1RYY9UuTXGX43B1izRZ3SV2Qp2jVGg7V4UFfRQ47yEn/Q/srUC15fzPD9wxsCQkugT54umHp1h9bTVG7RmFanHVbL855vGJ88GQXUOQkJLw1b6tJ++foCoTOTHbqn6wuTEfvnrisetMwfmBZbjvOV1JNeqZfjz7IM1lYl4YFX+WrIMzdGMAQYaDhnqkzEPYWWBSwz4RJ8nvhegHAoIMmw2tSFndOfsKdSz7GS90Q6v04HvT/+UuQJ//luZyO6yWs8iOvLEpPSM1TmzsUv27GaWFZppwQJDhjelfvHc7zbkLpb7b+pJ+Lu5h+f79BtN91X1RT5RVJ2POfOoc6e5n2e/21+TVDz5lFm5Iu5Qoiufz4oYSA7gYoyhOMJaNMmCAZTEM7E0XQ/mSThinn8QdZA5XtxVQdzSMePb2a3nmuLQIki6fcsCOAaSfS7tZxqgfQQ3gGcdnSNaWCPZWvZd2LiDIcMdYiXpPtduQ4US+bt8V9IARpu8DCDLE6TuTss5Ljko+FhbBe27YhGZdMFaloW/GHQWWdsoP7MVFeBdbAo5JByYVuC6/rb/Y9PuaUUW99JpkpH7K+0Dx9MNTjmFZJMMK7c7IpsRKL5sCWKSNfJN9uXnYeSYNxb6gkkM3UokqueT45nzqLFERUhPRs95hNv+7Lde3xP13rufLlaB4wWw24+yzsxi/bzw8oz0L9L3lfLxjvTHj+Az8+s6xNBBX8OD1RzSNGUn60GAR9f7219N1RbG0LVqGHMLJO9JI8eUGVmPcO4LmITcJpvNw251thdqH7GwzqjCXqrsNjQBBhlm6EaRsaMyZAtfHKgSInsvnpv+CzQMuTL361afy9pxW0G6TZH8KPhtM3tGEibZsyvmpE+SHs/ffkD57qxOIJ5uVGrz70jn9XTaCSLxYZhnIFcss5zBtCDV2J9pRCWm5vqVLY/zSKIrn8+KGEgO4GKMoTrD5p+eTBW3cJMsit6oVXeSUEXUwwb8X+f+1ltJczOrhdKM+9yx3jUB7CGc0ckdoTYAgwxkJclzsYdy+caSf8/taDv2zBtIxTjk4RbK2RARspyQWU3VTbG7V68117iZ8zg56cTBaa7AhwnI3FC4RFustCNINAgQZ1ug7kLIOodIY4J+zPnManTvr2h5Ul11aVuD6WO3iKupV5EDhrU6gh78C5IaN3zeeGqCzKPkJK38x59QcV4Zug9TPqTZkV+MmKcmBeXcdOVoE2hq+XjFe6LipI3on90aTtfZZon0FJQ7WsNRzUSnH6ClK7t8brGmAX159GXmtEvz+cfzxcfTa2svut+QRbSF0aj1fhd4mJQbqlOhjUqLV/NzJ1zyjPaE+rMbzj88Lrc9msxkrj9yF+4yVUEVRgz3UegG0oSnvdS3vF0jWhIV7bxaaHFF6VjrnNd9oJRkaM5nOQb/jfoXStogbz6h80Y/qJLwzfW8jSRh1tODqDqzhVkm9EZ+tevVsDm5iIabpsBe047RaQJDhmKEWKasdsFeSdqYfn07ekX6E5dy0tBs9U/Tf3t+l+nOmUImyVNWY/ersfeeiKGKuxpB+9jFZ1T9q51D/0KzHkKWUAVo8N83tR8c4cs9Il8b4pVEUz+fFDSUGcDFGUZxg626s4zxKKe5yHPPm8ywHBjUi/93LGqqVMxTmQ4Zjt5GJpx8USo6LPbChtNOHWPq/sBddyIfvHi5JOyxYQ3GRvr+Np9Z3+Qmn6rVPhPV3VGDyta4/zT8v1lmwkkLJhmaAIIOfbhQ19iXQWAR4llTvCKq9W38xPageflhwuaV3aRn4kSElE8m7RmsNpGx60tV867ny8go3NxKt5DVBvvR78onzwatPrnmPbjz7DWEHb2NEwiFUW9maa/PnsUpyCbWyo234crN1zbDq2iqkfuZz3e6m3sWCMwtQPb469/PVw1WIa0O9wXP7KeDJGAQ1E2oWiGysBMUXd97ewei9o+0asU2DVNCMUmJtCwW5lMn5XFbIsbGJJUqBncPsNxafEi+5lNiHz5lEU1Ue2pW012o+XVM6M3nwtcPqoxzjZRPXNKmiWnJi8M7BpG2RV4CNKOmW1K1Q2hXBRiq10YQCggzvTN9zqTo3nhV8P8nIyub06o8bagGCDHrdBFI2SSKVAHvQbKCpVbN0I2wk+jpKdEE76QCNips9wNY4HLdvnEv1v0vL4L7B16Z/AYIMzTVhpGzXVecijVj1j9q5ODQ8ps9H4xX0jLeqletpb18bRfF8XtxQYgAXYxTFCXb5xWWyoFVbTg8F9UKZA/AKGvapHWUbMuMoAzTA57iIxBuvTP+PW/Tff85bmqagYCUvpo6x9D+iE+1/r629JGmHRdtFNOd0s1UqiA0rU6+/5FS9uRFhtf4CRFhpGVmcESmSSfXRziZlEYfvSNIWezHTaZZ9ncyXnxwjEesQSpnHReK1eOZSonnQwQLVM2zXMNIHMXfvolKOusycWXBmgcNjzs42I+niY7S25iuX062BIpwSuHlE05C1FHc5AgYobJicA88GIi0z7xy3Zx+eYezesbwnLkoF/0HUCF7WWcFJPHnHemPvfWm8JyX4+kjLyMKJO6+weN9NjFt1Hp2WHIXPzD2opN8Od8N2KIw7UM1/NzovPYhOCQZ4RVfmvhePKBV8BSXiWytsjN0zXnLsqGfJq91e3/L/cxrDod0VnOSP+Pgm+0pGJPf6QzqZ8+X9F3DtiOkLUR145udzAWVwwVgFjTXLub0oP5I8ZxF6IZS0Lcqr7azLywsWZp4lq+ku6MYCggz7DfVptMyMXQ5fRPdfeYr8fqBuMCDIsNXQnJTVCthbaF71fkzbUfpugCBDqL4vKRsVLw25JntxIebRGodR49B41OhS/WazGT/ptpF+3zLKAUGGXtq5pGy1gyoSIlI/p3LfvBgBxMoLVg/qy831E1Wtl0Wz6Jxde2OtS2P80iiK5/PihhIDuBijKE6wtMw0LtR0lzXUtJ9BaXM48Yj2wLLOtou9MyHEZ+69Jgu5jzqOSNMUBpnS0gtLSV9HT7EN83bGgM8PXtNpXtU5ozcgyDBCayJlofudkwr6mkRYlx+m0lBr9QZkWcOyfNTxpPzITceM0tzgf8KfvJ9J423fWaPERg7XyYaPD9bOsKtT+fht/ofN009Pc4cDUR+RZUWvGlsVD38ruORHypN3aL/4COlHOd1qKJbxYctiqF2Kuxz+g3jjt2Z8LYd0iM1mM7bd2cZJsXhEe2DkzzS0OqE17132ivHCxpsbC9xGCX5feJqahuhj99Br2QlOyiy358fpS6BY1thmD+jmr+Kktq66y7GmpQJTxygthHA5LmU8olRoGqzCpPFKwjor/t6ingpO1swj2gM14msg6XaSS2N9/PYTmojRKpqNUC6vR+oXGeWvyOVozqQOtAutg9+sIcCppn+iByMDVFadjMTT0l8sHn54mLTPMu1WX0b7dfaZdIoIOcFq1YsRPXN1Q0mZI/m/IsKY9KZumgWAIMNL07+5dfaek/mr+aFp4EHSxm5DY0CQQaebSMr8t0qTztF1C40miGpvORNNGk/PRM5cgOZEjVl7SL9FRu0xWr3LZwgAaL2BRhWt7GjLi+IZSZ0ejRbSVB82leHqq/wjpn5PKIrn8+KGEgO4GKOoTrDOW6jemz2yIfbZXcfWQHZGRoiV0/lJvZnkZHox2qyXHuYvvVAQsHI64i17UiN6y15/dX1J2hGRM3zphVVXsY1mMSnbcvGx0/XzRFi9vxgR1tozNGy9nWaR3YPNi98+S9JW7229yftZ2NM2b9uZ/KPDNykzN6tT2UgTQcoTTuZ/q242mzk25n4GqxdYJUdDJhd44v6JBaor8uhd7ra/nH6VjeFhHEaN35xzU7msEcobYxC0+4bD+d+3395G241tufr6GpVEE3xTE7mNgRJ9NdqhNkrw9fDhcyYSzzxA97Dj+Rq85NFsQKWg4Vy+rEe0BxqHqMhhP8VdjvMeFsJEVje+IE/nmSpEM/WcrGLNe81hOGsOa/A+/b3DY3709hNn2FUKGk49qitVZA8LZtIWVFGe+NEYCR91HM4aqxH2YFZiTm7YIbnh9jbtbb7euKgrUZK2KeLR209cNNEL038AQYZumgWkfPkhxyN6Lj54S36/onoTPpn+YRO+u8pJ72VeMJvNXPj1VaMnIMgwQOtPylYeKXg+c16wK604TVppRVa5YLuhKSDIYNSNI2V+LhjzUw9OJX3VjbSN6mOfoWrLv29tyMs8/V5kzQqKono+L04oMYCLMYrqBLMnNxPd3nYxZHMx2RDpI4/yl5DJiVfvP3OHrvem/wsIMjRkjJGDN15IMr4tt7dw3osUdzn21uLDzKQMybr2lGoRVlJvJMZ9ZfVq6hX+9Y3T9bOezDFa/RcjwmKZlH/W/QwIMhw11CZl1fx3S9JOVnYWfOJ8yPsRvU2sdvPCcwsdrjctIwtyAz0gid7z6boxpGxYAT0eRx4d4Txc4iFoWRd+3uz7NXeys8ysbE4OzGL8xqP68ppc3WLees7IC49oC2NnOf0q8vu9lp1A6kfHDibv0t9h6K6hXL1dZqpwujLVE86Zt7nw3MJCC2MsgWswm804eecVpqy9yBkEOR+Fej36aGdjgW4w1hna4YSxJtYFKNA4gn/XnpEqTButpNJZcjlCeinsS21Zn+rx1dFwTUObfHP26eavIuR2YjhyzsuWVutb4crLgke0vHz/GY3nU56C8n5B/EXScCVJp2DbqhQ8mFuzxbXhmem/qKqm86vzkqMFlgQqKNpsaEP6saKT5WLAMNw5tntHsPnCIzIuUTLos+lvqKTeSMoLov+bE5lZ2fAw7SR1HDbUAQQZTIzxNm7VecnH8yaH3vsbO3mzO65Iw9DPftc76lm+X1+BvjNHVTHsgZWUitN3BgQZQvQDSdlEF3Kpo69Gk76KOsaHqsvtztM5VqmwYIY3pfe23i6P70ujqJ7PixMcMoAzMjJw5coV7N+/H5s2bcL+/ftx5coVZGQUrZuX/xUU1QnGekhFvbeDNWwXQ/HfcpJkOZqLCVg2yXJMPukDYwVAkKGzJoiUbb7wSJLxHXhwgPS19XwV8TqwY/iYIZ00w/5rtlqEH01lOE/p83fOaxGyRFgNNCu+GBEWuyGLObQr9D1JWe8I54i9cuL+u/vc4VuUKmH1dnffd87YHhx1mvTXXzfKhp1badyB9Mz8Lw/MZjP6bOtD+tN+jgpX3W3lwRonNrareZqemY0RsWe5A1sNQwgaRTBetxx5ubqRvPHbcXklbBdqooFmBVdP08CDDqcPpGelY/KByVz9redTmaUDNeVoGswbJ/4n/JFtLjzG8RI4hiepn7B43000nLc/V6O3vmYlAnQjcM7ojUzTX8jl3OsZf4FucTmbNb/lAhU2N6ZG6rrmcrSab2v4qqK80HbNQKy+logn75+QyxGz2Ywn759g863NXN4kuXxcqYJ+BA27P1xdjm7+fP1VYqog8kpkvt/au7QMtFlIvWbl9LGovoKm97SZp8IlpaWdUQzbebXYGpixjQ8L91Qn4qZRAQgy7DA05dbuNael9V6qD6ttLqBj2lFjo9m6ZpK2J0LYcpWMabJ2mo0Sg9ywwympPoBfZ+fqhjJ/R+taN2uP5BdoVx7RFB2Fej35tlXqtaT88sPU/CvKB+lZ6dz3Ka6R7efQ73bnvZ0ut8PmZ4foBwCCDLH6LqSs30rntarPPjtLL6uW0b3L3qXW+maWfxvLsJPPPjXb5fF9aRTV83lxQr4G8IsXLzBv3jw0bNgQf/zjH1G6dGmb509/+hMaNWqE+fPn48ULabxk/ytIS0uDyWRCxYoV8d133+GHH37AoEGD8PBhwfP1ckNRnWDcYhhOWQFrL81x4LUexpd3lmZzZvNkLxkrA4IMg7R+pCzSAfmFgo6v/mIVyf9iQ+6k1G5lmTV9tXMAQYZbRjkp+0nnmhZhTiKsd3aIsNaddf17zolq/rtJ/UesHpKfdT9LEpLFYu/9veS9NA+0vK8LKjk8I+n7clY/NPb4PWooasLJ5YFcvZ56LG4WbE29+OIi7xW1hmrvrc3nSo3YPYJjt83KNmNkHG/8tp0+DXVXMgZulIqwi6a4y6EenUOeaJkPnkwvQ0I1x2m1XH3V/Pc4nEKQlZ0Fv+N+XDuNQ1TYX1NOLr7azOPXhKmHpiIju+RC9mvhY3omki4+Rv+VpziCOvbxUq+BQTeerLHs86upPHTz6sN7JU9yVXmlCsJQapie9ZJjwgQlxw7uEe0BVWRVVAochXJ6Cw9Ay+BDuPb0Xa79vfryKidLRy6QZquwrxb1MM8YooBXJN/WsF3Dcr1sTcvI4sO8tWvRYBmNIqkaoSKeuph2fP78qmurAACn7r7mIkRaa0JJmgQ7v6r578FvadJ98/Ep8aQvXVklBqaPLz5Kf87ryJACxuq7AIIMy/W9SFnPZcedrjvi8B3qNdcE2U2XeVQAvgVHsOvqU1J3E80yK6P1P7m58PK96yk6Lz6+4L5L8YK2cQh9XyefnHS5nelJ9ILCpBsHCDIkG5rRPWNRwVUQcuJjxkdO0357fcsYRv7M7zOekSoS+cFefLmao/81UFTP58UJuRrAN2/eRK9evfDdd9+hVKlSKFWqFMqUKYN69eqhQ4cO6Nu3L9q3b4969erhH//4B/mZ7777Dr6+vrh1y/mE+P8VpKWloU6dOnBzc8MPP/yAHj16oEaNGnBzc0OZMmVw+/Ztl+ovqhPsQ8YHeEZ72iyGo3Ishlsa2eoUusJ2yHoqDhnqAoIMk7XTSFng7huSjO/mm5v0tn85NfBZgp/rr69L0hYAzGVClKfopgKCDIcMdUmZsxrAIsxmM3d5IIbrTWWIsIQt0hJUvPiND1kX85rbMXqRUuk7hl8MJ+9lkNY2/8gnzsdpz2POy4OHpvKAIMNQ7XRSbthU8JDLqYdoLlWNcOoxnd+HD4X2P+FPPB4zkn7h/padAoaiWiRDQBKlIrqLKe5y/Dw2R9hzeHOU0yWinmYlThhrEmMmWD+QO2B6mHbivIOh9mazmWOm9Yj2QN1QFVkTTlfmZWM8oj0weOdgvE2TJl+/BPnj9Yd0JJ55gCHRp1FJb5/M6kd1EvprZ2GroQU+m/5GvpFM019w2FAHet0E1DDNhWJpG+5dekR7oGMANRZT3OWIa6tAg0U5wqKjVDAtLocooSVHgldWnYyKuu1Yduh2npd8hx8eRqv1rbg6fZapsLQb/e7XN+Nz6j2iPVBvdT2su7GOm/8ZWdkYxHgcy+kS0SCsFneZFNZVQUKf6zBeLt9kX+5yijWiyqqTMV83BBBkeGoqy12Szd8p3X7BKjFUjVCRSwd27Ht/lZaB/XNmFufxvmz0spGFm739mtP1X3rI5wGL3yAbreIKD4Y9RB29S72j2lmAIEOKUUX7od8uidf51ptb3PsiMkIMcdm1187/7UQs3neT9H2sVgcIMpww1iRlrmoa+yb7kv6KElysc8Mjmmrdn/XiL6Dvpd5zeXxfGkX1fF6cYNcAHjt2LL799lt88803aNasGSIjI3H3bt7erzt37mDFihVo0qQJvvnmG3z77bcYO3ZsoXS6uMBoNMLNzQ21a9fG+/eUXCMwMBBubm5o0KCBS/UX5QnGLoYzrZ5eViqoZhgNk2HzAXfc3eF0m52W0BvoTVapIFZT1igRm/GzD8+4wxA5YDCHujNPHWe7zA0TmNAlUQZilb4jKesR7vzNugg2HFkkwmLDo7osPSbBSCiO3HxJPSDqBECQIdv0Z7irN9BDlAThZQDw88GfyXsRhloM4LCu9FvssbWHS/WzTKEr9T0AQYa1+nakrMasPQX20L/4+AK1E2qTvomEWCnucgzR8Iar7ogOYYdSmIP6ajRcyBNQVVmhQkQnagSwzKIe0R5QhrdEWS0N6ftRnYQl+r7EwFlnaIefmFB4D9NOp/L4WK+UOP83NqHkR71NfL9ab2iNO2+lkcAqAUVaRhauPErFurMPYdx8BS2DD9k1eMWngWYFFun747GpHOfpTTF6YIZuDKqqV6GcMQruC3tz788j2hL9s6CPgvA8nKwix/BptuRUVcIbYZF/M2RbWeDfmb6HUTeOY/Avq05Gn4iTeP5b7qkeaZlpHNu7+IyYqsRZT3rhMlhrS8jom+yLY4+OISsrmwsVLT9jIaov5/OORfb0K3I5es6gdfnE+eBuqu05y7DpCqmvknojfrWm54ToB5BylWkn3n5Ml+Qdp2elo2psVdKv5Ia2nAfBZ4MlaUvEBYaoqpJ6IzKsnu466ihS7kq+bEZWNtwN1MAWicUmatWFdkk7axtdW9W6yYAgw15DQ1LWaP4BSdopSETZk/dPXG4n4eSvpO9iJNkNo4K+NxcN+rCLYaS/YuTB6cpyLvJCzP9lDeP6q+sXydSXonw+Ly6wawD/8Y9/xIQJE/D4sXM3Yo8ePcL48ePxpz/9yaXOFWdkZGTgL3/5C9zc3HD+vC0Bg5eXF9zc3HD2rPOSA0V5grFet87WxfCMl5xogQ7RWA4RuxiNQs9oT7xJc57Mib21j9R3t9HsG5NwTpKxfcz4yB2Ijls17dhwzrzIihwFG4q3Wt8BEGQI1FGSlUkukFeIYImwhhmmYM/c7zFngRd+mm1AOX285ERYbEhbb+1sQJDhttGdGmKaZKRlZOVfUQHQaXMn8l5EY1DL5L/qjuhcqp/10PfUzrPkQJr+hfLqLaTcEaNxw80N3Pc123poOO8hR5cc3lJlRG1UChkI98U94BHJh53WDKNkWpcVfJ6ieOj/9c0rBGxLQQUtZY0WD3xiTuc+QwNUVG+iRrCw0ylG9aTbSZxEWrXlKqxqpaD9yxEhUiO+Bjbd2iR5bp/ZbMaD16DOuRIAACAASURBVB+x//pzRBy+A2HLVYxddR6+y0+g3aIjaBl8CE0DD6LhvP2oP3c/mgYeQKvFyWgbthbtI6LQIXIJOsTMQ6e4Weic4IcuqwV0XWNAt0Qtuq+dhh7rpqHHuqnotnYKuqydhM6JE9FxzXi0Xz0O7VaNQZuE0WiVMBIt4kagWdwwNIkdisYxg9EweiDqRw1A3ah+qBPZB7VW9kbtSF/UjuqFOlE9UTe6B+rGdEP9mJ5oFNsPzeIGo2X8SLRbNQFdVhvQO3EuBq1bitEb4jFl0078vP4UxiScw8DIU+gQatHlzcvYFR9P9RpM0U0lUini89b0A6L03azs80koP2Mh3Bf1girKi3tvHlEqDJ+mJNELKe4WHeicKTCqyCqoOG8KylrnSXvNQlwwViHtHTLURQ11LNe3av67cSgfMsO9v+5FnVV1uLaaBKtIxFGKuxwLeyngs8w2P7F6TCO4L+yHSsFDoQhrZfPvP4+lF1JTx/Df65pra+z252N6JmoF7CVjGKk1AoIMH0xlOCLDIIkilACgdzK9kAjuZZljc/tRo2PwzsGStQXw3tIumkBAkOGF6T9gI0ieucBTAQA9wuk+OE/oioQF/8K4+Y1QYWYAyunj0X6x4+SZeWF0wjnS3kJ9f5tLYak4Kvb9uo9e/M1jNOqZb0sKTpEdV2g0QkvNUiaMnM6vD58zna7/l1e/0LNcpAqnKufgsIhS4UBN28tc0zGTy2P7GijK5/PiArsG8NOn0uQfSlVPccT+/fvh5uaGChUq2P13Pz8/uLm5QRAEp9soyhPs2utr3GIoCp+LcgzxbSyb8ry+dFPuubWnS21OSrxADxO6QYAgQ4K+E+dBkAJmsxlVYquQfu+pbUtWtOnWJknaAoC6c6gEhxjaPUU3lR4GdroeHrXt8hOU0yXCfVFPeETxhz5VlCfcQwbg1K/SkbVMWXuR9N/PSh61jclHarzggCTtZGRloEoMfVc77ehSR16JdKkN1vtRXr0Fr61soT2180h5wLaUAtdnNpsxZu8Y0r/KK1VIaK0gN+o9Zth6sHI+nWbRw8ZZT55R1CPaA3229cFv6ZTY7MqjVDTIQXbUXzuLSI7sNTTkjGCv6buQ8iT33MzcsP/X/fCO9ebGxnqoAwYobPJCJx+YbJf4yxHcfvEeK47cxfDYM6jqt5sbJ322opwhBhVmzUSlwNFwX9wDivBmUEV65/v3/r0+qhU1oAhvAfdFPVEpcCR+mqNHeb9AlDNGoayGevZrqGNh0I3HYUMd4r0TozIOGOpjtNaASppElJ8eikqBo6Fc3tBue23mqbC6JX2fe2vZfnse0R7ouKEX+scmccSFZdXJKKdOgkE3nnx3b00/YKTWaPOu5uy4lieh0tMPTzFgxwCuzcorVQhg8uCPVpNjxFRbj7S9xyuSz6H3H8SHdqoPq/O8qNl0/hH3nYmSOqwX2FPY6ZIBwmL2qdmkb2MmW4z2jU2pUVUjvgYXqu0qJq6he6+fbjQgyLDb0IiU1XIxvBawXNKW08fBfZGv3XekCO2K+2+lC4NmI8rWG9oCggxzdMNJ2c9rL0rSzsabG8kYRE3p3XXou6oSW0WSS8DT916Tvvuo4wBBhizTn7lIC0fJDlmYzWY0SaRa88usEpiLe1jmSrs5lH+DTRc7/ND53OOviaJ8Pi8uKBALdH7hzyVwHMHBwXBzc0P37t3t/ntycjLc3NzQqVMnp9soyhPMbDZz2nah3S2L4doWCnSaRcN8WM3HRecXudSmPyOrY9CNtzGq2iyUbqFtsKYB6bfIajpQRw96MVdjJGknK9vMeeduGeWAIEMv7VxSFn/yvsvtXHh8H8pljfI8BNZNaCJZrk7bRZRdda2+HSDIEKQbRMpGxTsfOcGCza+qvNJ+PpyrG3B2thk1Zu2xGU+Uvhspqx2w1yGistTPqWi+rjnpo3eEChuaUm+uaZiSI8YSn/qLVQjupSDpBQdryNF2rm2O7YcMW/3R1x/S0XXpMc7Q6KWdS4yRPTmM4Gr+u3HrueO6qqeenEKN+BqkP55RKpImIeaI1srhLaydUBvRV6Md0op88PojQvbcRIugXMJ8tetQ3i8IFedPhDy0K5Qraub5/Re7J8oDdSKqoGeYEpOWlMf0RWURHPIfRAT9GwGBKvRd0ApVgwbAfZEvFOEtbD29zNM80HKRIX53F5UWfemc32j1+OpISEkgIY+3X7zH2FXnbd5NY81yzhscp+/MyemUVVskhB6+yf3AnpWdhbCLYRw5j0e0B3pNVxKCLNEw7K9XcjmJ7NPVX4WkhvTnpw/hjebuSd3xKTNvAiaz2Yx2i46Qvo/QmgipkgfDKhx3wvW1HACS7yST/rVcYNlvL6poBJZHtAduvrkpSVsA0IiRikoytAAEGebphlKvd5zr6/myk3vznaP1VzXCrTfS8Newa/pxQy0b8jKpPPZRV6Lo2mzlqNjYhBrAjRIbSdLO7RfvSd8rqDeTuVWFkeVylOMhJ4RjAjdvxHNei0AVIjtY1vgoRhKzdkLtIqf/K6Ion8+LCwpkAH///fc4d06a8M8SWDBp0iS4ublh0iT7mnoXL16Em5sbvL29nW6jqE+wWSdnkYWuabAKF1Q0FyzFXY4l3ehCWDmmMh785hrpUej+W2QhLwySBxbtNrYjfRe9cyyZV+iFUEnaeZqaxnkOPprK2JB/7L/+3KU2PmR8QIdNHbiDROMQFQbqlGgRyB8Km69rjtTPruXmZmZlc2Q7ImHKcK1AQ872SnM423FvB+l7K6tk1VlP6fOr2Dy/AdqZ1hDAf3Nh0KfvOebFTHmVgpoJ9MBXNYL3lp6oKseingpoRyoxY4gCCa0VxMBPcZcjvIsC1cP596c+rM7zwJGWkYXR8eeYb86SL5Zm+jsgyLDd0JQbU81Ze53yGlx9eRX1Vtfj+jZiqhIXldQ712u6reew6dqmCL8Ynit7b3a2GQeuP8egqNO8d1GzGT8K4fhpjh7uIf3zveyxNRZVqLZchYYLVWg3RwVfQYnBWiWGT1Ni9BQlxk9UYvI4JaaNVkI9WgntKCV0I5XQj1DCMFwJ4zAlhKFKTB9ieVd+gxXwH6TArIGWZ/YABeb0V2BuPwXm9VVgfh8FAnsrEOyrwMJeCizqqcDiHgos6Wb538Delp/3H6SAbqQS4yYpMVCnRFd/FZoFqVDFzuWI1I9nlAp9TErEtaGGb4q7HCs6KWwkrjyiPTBqzyg8fm/fQ3fizis0DzrIfXcV1JsRqu9LcoNTjCo00SzjfsZT2IkdV/Kev+efn+cukzyiPVB1hQrGYUqyJ6W4y3Hc26K7bRymhGaUEvP7KghZmxh9MWwa/02229gOrz69KtA3v5MhxCqnTiKySKxuePOgg5J4+x68e8C9pzNettI6G29udLkdAHj7kdfLFSUIe2tnk7Lwg64Rgt5NvYtaCbW4v33r+SoM1irRPMce1WBNg1y/s4IiLSPL7pi6ahaQMqnkq0LOhZC+j5+oJJeAYlnHTR0laSfne0q1qj2wc2pvyjOX2rjw/AL3LmLbWvarIz708rb9bPq+NIc1kozta6Con8+LAwpkAH/33Xf4P//n/2DHjvwJhk6elCZMtLhj2LBhcHNzg16vt/vvt27dgpubGypVqpRvXeJEyvl89913RXqC3Uu9x+X8TRtN86dOVeZ1QA1HDS63F3+SygX1seaVXmNYG+UG5wm2coLNsVreWWEjLRNwMkCSds7ef0P6X1m9mtzast6QG89c0+idcXwGd9BnvXFX5XIs6KPgPAcT9k9w6ZB26zm9iS6v3kKMK9ao33lVmvSLxecXk34Pm2b5/jY3prfrNRNqSnLgPHHnFXdwF8Og+2oDSLl+02WH6z399DSqxVXj3s+IqUpyoLD3rG/Gk/OIT/DZ4AKRjWRlm7l0AnE+icyrGw2t8SMTNld3zj48SXVcguRu6l202cCzBrefo8Le2nQsgb0VqBlma0x5Rnuix9YeCDwTiI03N+L4oxMIP7EfjRfFoPyMhagwayYqzvsZ7gv7QhHeNE/vZU6jrkWgCqOnKBEwQIGVHRVIbiAnBkRReo5Ws3zrEZ0UCBigwIQJSvgKSjQJVnHz2ZHHO8Ji/Af2VuBwjm8wtq3CJtpAvLTYe39vvvMsPTPbEuaaIyy6j3Y2YYn/aCpjlUrbyv2MYdMVfErPPaQ39XMqJh2YZNO3+otVmNtPQfIV7T2XlJaLJpas0SPaAx02dXBI7i4728yRjul0EwFBhrvGilwY6rFb9i93HIHZbEb91fVJX9dYw9InTKDrgv8Jf5fbAYAD16lOvTdDaMh6tk/cKdglgT18zPjIXThXW67Css4K7h0t7MXLXA3ZNcSldT2nt1TkQ2Bz0qV4TwC//+pG2pI09t/eX5J2srPNKM9Ek90xVgIEGbpr5pMyKZQXRu0ZRfrecoGKENCluMthGM7vS1dfSktc9iVRYgB/fRTIAD5y5Aj+9re/4Q9/+AMiI+3nu125cgUdOnTAN998I2kHiyuGDh0KNzc3GAz2DbebN2/+zxvAAH+76RmlwviJFo8JKx3hGe2FB+9cX3i3X35CFvI2mlBAkOGZ6b/cQUkqYqURe0ZQw8JKMjJjMN20pLrZTLr42GZMFnIROiZXNCTvvL3DhQiKLMliHpL437MH8Dlve+87701PvkTfk6iv+NFUhjsE/vrKddIPAJiwfwLps99gPifJI9qSCysFsrPNqDmLEt2IOpjrDJQN2mv6Lqe+vzNPz6Du6rrc37/yShX6Gi1G2rLOCizsqYB6tBItF9gaILUSamHHPccuf7KyzVxeX1l1MgZrZ5D80AR9R84IaTz/AF785rgmZurnVAzZNYTrb7XlKizsRQ+4pyrLMWWs0mmjLa+n9lIV+uuV8B+kwOqWCpzOwxASPRhHq8mxs54ldDaxhcXzHtPOYiwv76xAeBcFwrpavLVLuls8tot6Wjy5Ib0sXt3A3gos6GPx9M7ra/H8zu5v8QSLXmH/QQrMGKKAMFQJ0zAljMMtHmXjMEt/5/RXIMjX0lZ8GwU2N5Zjf0050dnM67kil+NATTnWtFQgtLulXf0IJSZMtHi1R0xVYtQUJaaMVWLWQEsbO+rJCaOz+Jz1skh05fTCeURbonoWnFngMIHP6XuvUWf2Pu7b81HHE/4DCDJsMrSCUr2O+5k6s/dh2+UnuRo+ZrMZu+/vRtO1TW37utJi2AtDlQjtbnmP8/sqMPJnpQ15l2hgvUt3PAd+7ZkHpL8K9XqiuT5AO5OUj1tlS6rpDEbspnuUmPu8sCdd+3on95akneA9N7g1AoIMNxl24R81rpErsZeYnlEqRLW3jOWquxzb68tJ9EF4F36PckVRgjXq62lWEn13qfJlWbAXM+J7ms9wo4zdJ50aSzV/GtZ9xugDCDKM0JpIWZiLnnoAuP76OjwYGcwGiyznvokT+DSDGcdnSDCir4cSA/jro0AGMABcv34dP/74I0qXLg0/Pz9Sfvv2bfTu3RvffPMNSpUqhX//+9+F0tHihpIQ6ILh5Yf3UITbHjjYR70nRJK2jt+mXrja6mhAkCHd9FfuoO6Mp8oeWL1W0WMa2JtuWmP2jpGkHZYtWTxcXDJWJmUewk6X6h+/bzzpc4tAFa7IeYbTEVOpQcxK1XTd0tXpG/b5O6+T/o/SGgBBhgvGqvRgaNzhUL5sXmA9B+LBaRrjqReOCZK0A/CyGV01CwjTK3tQ33DuoVN13317Hz6R7R028MbuHet0OGBWtpmThCmrTsZorQFZ1pDUlfoe3NxqGXzIKSmXjOwMBJwMsOm7r6AkpGUp7nIcr2ohH8qp5VrQp2qECp1nqjBttBIRnRSEJCznc1FlMW6DfC2XCgP0SrSar7LochaAMOmrP1Eq1F6qQofZKgzRWMJ5A3srENdGgd115CTM3BXP8uIeCvTX289D94j2wJSDU3An1XkZq9RPGRgZd5b79sqpkzBHN5x44+4aK6ItoxsuPt3DjmNvyjO7rPWP336CdtMZVAocC1VkFYf/tt6x3oi6EuU0gVRaRhZHwrZC3xMQZNhlaEzKKuq3I/Wj63mRC88tJP0epras40mM/nm1uGrIzHaddGtA5CnSd5EtmZWBaxl8yOm6n398jurxVIZKlKC6pKRkgIO1SpL60V9P1/Yma5sgPcs5aanYEzSaTJQMYlUKymu3SaaKMGQnvQBc3MOyR5mG0XFIER0ngo1A2GVoDAgy6HQTSdksB8ga80KraG2e88gnqpkkzNZfE8XhfF7UUWADGACePXsGHx8flC5dGoMHD8bw4cPx7bffolSpUvjhhx+wcOFCfP7s+C3+/yJKSLAKhrsvP6CcPsFuzp1qpQ8qzpuCMw7mRuaGa0/fkYVcrl5PvAWsAfLLY8dv7e2B1ZvUjlLa3ED3295PknZmJlNiL61ukpVdkx6WmgUedLruO6l3uPcRZSWpiG3L36SLHu6d9eQcQ+/BB8613X8lPTCJmrMJjK5xx9CjTo+Jxeesz5x3e6+V+IZlpY37JU6StgALkzI9iG/FbaM7IMig0U0i5d3CnNNTtlwaJKFCgADl8vp5Hi48oj0wdNdQHHvsunZzZlY2hsee4QyMydppZG4t1vfj/q394iNI/eTc4f3AgwNc2KZHtIV9d9J4XlJH/Bbn91FgxFQlus5UoeEii9FXZ4nlvzsGqDBIZ/GYLu+swK66tt5LNtJhaTcFJo1Xov0c58ODi8rjGaVC/cUqdPNXYcxki3d5Xl8FlnZTILatAuuaWzzDq1opENXB4q02DLfkGOcMA+beVYwXJuyfgGuvXWelBywe27gT91GR4Qsoq05GZ00QHprKkwvOubphHDmb+FT1240RsWfht/UXGDdfQdelx7jw6nK61ai0YCyqr6ia79/MJ84HM0/MdDm3FOBl05ppwgFBhgzTX+GtTqARJBKQYe25v4f0v2mwihiO7Pd9441rRE5msxlVZuwi/Ra99HrdBFKm2XDJ6frZ8OC6oSoS3TB+Ih9KK0rFHawhR9UIOr6k20lOtcteZk7TTQEEGQ4Y6lOv8FzpZA67JXWz2YMnj6Pjm396vmRt+S4/QcaQoO8ICDIsYCQVJydKw2zdaclhVFwwFqpI27mlXNYIE9ZJ9/f7WigO5/OiDocMYAB48uQJypQpg9KlS6N06dL4/vvvERQUhLQ01zTa/tdQUBkkk8l5jbPiMMFO3bVS72s2oeosLQIWlkVQ8H/x08yZKKu1GKZShbs+f8cTRom5pXU1UaRcqrwd9na9MIkrxjEMqSH6gYQRVSxzRdop6GwQ6W/buZYD0lW53CaMtmYYzeMZxDBd993W1+E2zWYzvBkPiHhg0jJGojO5svbASnFVjVARA6huKB3f8cfHJWkLsIytVQhlt/a3yjuxHvuy6mRceeQYidjhmy+4g/tE7VScnl0GQcH/Re3FbSBf2hby0E5QLuqPkFNRLpPJ5cTnzCzu0qKsOhl63QRiBM9l2F5Fj4+zmp8vP73E6L2jbQ5NlVdavJlrW/CES44+J6pa5qlpmCUftka4c8auV7Q3qkbXg3dUY1SLbIZqka3gvbItvFe0R5WIDqga0QlVIzrBO6ILqkV0hc+Kbqi+ogeqr+iJmit7odbK3qgT2Rf1ovqifnR/NIweiMaxg9E0dgiaxQ1Fi/hhaJUwEq3iR6Nl3Gi0iBuD5jFj0CxmLBpHj0aDqKGoGzkAtSN9USOyI7wjm6FyVG14RHk6NR5Xnnqr6yHwbCAevX8k6XcnIuXJOzRZcID7xrzUa7DT0IR8g3eMlTBA629jBOf1NNJE4LihFrIEGc4FlMHIBY0hX+QL+ZIOUCxtA0Vod4zZacSe+3vwPt1xtvPc8Ourj1w/LhirAoIMfrpRpKyDBJeAj98/pu+JIcJqxxBhuSrXx46lnDqJhHRbtKIt5c6SRb1Je8NJpoVYL2KTGsltIjGqLVeRnHTWOO69zbkwbzb6YLG+n40GsO9yaTSAAXAEbWubW8Y4nCFbW35puWRtjWG0jcVxsWoFAyNPSdKOKN1YTpeIBXN8sCDkv2gV3AYVZvmhrGYjAiXUvP5aKA7n86KOAhvA79+/x8yZM/G3v/0NpUqVQunSpVGqVCl07NixxOvrBNLT0/HnP/8Zbm5uOH/eNmfHy8sLbm5uOH36tNNtFIcJts1OXm7OHNaP6dJoH6ZnZnP1PjGVAwQZ2jFhclsvSaMTyEoXDNHY6iw2TmwsSTs9lx0nfV9l58Z2UuIFp+rNys7iNPsCe1s23pUdFXYPubMGKmgIHXP4uJvqmMTa47efuEuKN1ayKPYdScWumXQ7ifRT1CA8VZnvf25sws4i9vg9Mo4q6lWEOKqDJoSUj3Ugx+/5uzRU86cXBk00y/DBygQeyHwHZdXJSDwtreHLIi0jC72WneDam6kbSQyQGQyTbVm1JR/z9gvnjAaz2YyDDw5y4evsU3upCkPVSoT0sngrD9aQc+zXlxVyHPaRY0sjCyOxYbgS/QxW72UBQ5hrxNfAwB0D4XfcD5FXIrHn/h788uoXPP3wFGmZv9/L4qzsLDz78AwXnl9A8p1kRFyOwIzjMzB893C02dCG08R25Wm5viUCTgbg5JOTyMgufBmTj+mZ+JnRDhfXj0naaXhh+g/5Dk8bfTBSa7TrERaf+pqViNZ3JXPzo6mMVVedhvN7Cjtx0gXipvzQI5yu6yIZFkvYWFbteo6p2WzmuAPWtrCs4eMmUeNq1slZLrXB7u8NNCtIrmwFNdWYvvbUuairFZdX0EuWUCph193P/hwWI7G2NeDX+KuvHCdaYmX6NhtaAYIMs3QjqFd4nfNe7ZxgJeFE1nE23SjxeqJkbZk2U7WCGboxgCBDkqEFvXhZfMTlNsxmMyrqaNTGDSvbOcsKLpXc19dEcTifF3UUyAAOCAjA3//+d5QuXRp//OMfMXnyZDx69Ajdu3dHqVKlUKdOHbx6VXiLfXGFXq+Hm5sb6tSpgw8fqK5mYGAg3NzcUK9ePZfqLw4TLIYxCPprZwGCDL8YPUmZ0igdMzMAKI07SN0pRg9AkKGfdhYpkyK0DADW31hPNqie0y0b76661AD2ifORpJ3GjL7iPkMDQJBhqm4KKZuzw7lww2OPjnHeNVGaqq/Rlj1YNDrE3EHWg7Dw3EKH2mWlQOpqokgYI3tgvfrYNZklEayHe9TPlne0vhl9R/VW15OEAZrFu7QMyA30G1xvaAMIMiQzetQ/agoW9fA5Mwudlxwlv1dJvREpRhUgyHDUUJtjYp6w+rzkY8mJD58zuf6UVScjSDcohyeYGhEepp3Ydtl5iamMrAyEnI6Ed1QBJItcyM31ivFC5y2dIRwTsP7Getx4c8PpHM/fO7Kys/D4/WOcenIKG25uQMi5EBiPGjF+33gM2DEAnTZ3Qot1LdB6Q2u029gOXbd0xYg9I2A6ZsLSi0tx6OEhyS+NHMGm84+4Nb6sOhkq9Vos0/sSg9air/s9dhsaI0Q/ACbdOPjpRmOlvgcuMtrCEGQ4aKiH+pqVNpc3t567xqyfH9adfUiNbfUapFvJ5VhJmmWHXCckGrZrGPnO51jDhIN70UtOZ6J4WLDh3GO0eiufQxVS5m7Yjiwn+ByysrPQYl0L0s/pQ2wvmT2iPVBvcUvy3zXDVLholbXqMpOuB86wXXtNp2Hd54zegCDDSK2Rek/3SSPTl5GVwY1HZPdnpYIcJTDMCyF7bpIxjNdqyF5C9uQ5rocm55Rbemv6ARBkaKYJJ2W7JFJ5+JooDufzoo4CGcClSpXCH/7wBwwfPhyPHvFhShMnTkSpUqXg7u6Oe/fuFUYfiy3S0tJQs2ZNuLm54YcffkCPHj3I///73/+OW7dcE2QvDhNswS5KeCTmDh4y1KW3xvP2S9qeGHpTVp2Mo4baNuL1iyTSl919fzfZoNpbvYtHq/Gbs7MEHCzYw95Vo6cNY2jUUcc8sCKMR42kn4O0StJ/Vkqi1kw1qkdSg3hlR1uGymbrmhVIWkcE+z2M0JoAQYbLRi9SVlG/HRkSkYuM2TuG9FNk12QPfwN2DJCknZxQr79ExtNcE0ZkQRppIujhY3XeXmCz2czVU1ZNc7ZemP4NH3UcKW80/wDeu8Cy6ghSP2Vw3pGy6q2E+AaCDJH67hxTalm1RaLG0SiPX199xJS1F62yHUko7z8f8tCuBZYzyutpktgEE/ZPwIrLK3D66ekiT8byv4a7Lz+gw+IjNp5dH3UcQvV98dRUljNycz5Zpj/joKEeemnnIqecUpelx/DcyfB9R/AxPZO7KBMvN9moDinCoIPPBpPvfrhVBm5LI7pPVY+v7tJlTz8mNSJM38cmRafzEufGcOTREe6CVuQAGDGV7kfyJR1QWRuFGsweFdrdss4v6a7g5rsje9S7tAzumxAjDNiw7s0XpAn3f/npJbc2ibrUjUPoPnziiXTh1iy5V19tANHXFssUEjgkbjz7jbu0Feedp3oNKb/44K0Eo/m6KA7n86KOAhnAvXv3xu3bud8mBgYGonTp0vjnP/+Js2fPSta5/wV8+vQJRqMRFSpUwLfffovvv/8eAwYMwIMHrocjFocJptlAD/GzdcMBQYb1hjbcgUNKtFtED0ZbDc0BQQZBN5aUTU+SRnfu5JOTZINqHGIxgC+oeAPYVU/J+8+Zdjfi1ppQUuaMh81sNqNxYmPSz4hOlkPDnP700KBcXh/l1Jvx8+KfSNn/Z++7w6JItvYfvd/zu3/d3t3v3r17w95rWteAIOacc84565ojpp7cJkQUzCIKkkQFAyJJRCSoGAAxYcaEGTGLkmbO74+erqqmB5geeoCZr9/n4Y+tna5TNU7XqVN1zvtOVjdGdZQkkUrqK/PT/EnG0J0mCLCkSMHi0Ocovh3YP0BILiKVDmZJPHjzhVeze1rTRfC7r0VHQcbT96X2QaZS16KjQGEkQNPrfoAJPO4FlQAAIABJREFURCpZfXWMZDfm5uLd1wLotTmJNz5GtQBtdE5qevA0QGvRUdB2fTyEpD6F/KLSN9t6vQHO3X8Lc4PToR6hV8n9jVW6wxWdAyRu+AU2bPsvDPd2AGffVrx3jvzrcLAjDDsxDFYkrQDfG75w7vk5yMnLqcRvSoa1UKw3QPClJ9CUIGDi/urQETBQsR3WqObBAfVQiNT0hhOaPuCjHgOLlAre4RH3V08ZDR6n7krG7GsO5gbjOtNlqhUm06Cfva/Y4Uzs41h8WLmZ9VPXShBhPXhv2UF9ST6Hs5r2AAwFtGopatOG37Sob9U5leCA9kJz/rjrrdsAtegoWL4N+63RqxujUhfyMPdajvnkTpkvMJlhA/qYyQDuShlrtxhkfchCY2zm44DKOFoR3AS3c6VhZgYwXZL2RmKpyHP336K+Oij8UFq8NdQ4qhL2sD+3dYgmwSoNoaGh8Oc//xn+8pe/SNWljArCHl6wGQGYQdbHKPngrR6HbwGDpD1wmeh7CfW9Xz0MgKFgq3oqalsSYlnNbEncyr2FHFRrb+y4nAlZkIrIgAAAZOV8wRs0Ohz0RvkZki00/Yl4Bm2SHMrRzwEuG7VPRxBpY/U3LYJadBT4uuIAo+k+B7jQjP3sJA0OJDdc3mCWXXMIsFRh0hBg5RXm8YKhpNbC+rFDdw5JYssUZgbi3/0gxTa0iSJvEXpvTja52Yi58RLqEAH0cIUnSpEsSTglVUq/WLz59J2Xnl+LjoIFShUa5xPtb7y6bu6v2Zo4WHHkGhy8/BQS7ryB+NuvIejiE1h0KANarjst+HwtmiUritH0QN/he92/QK1aDHXpE+xnFOFQWx0M9bT7weVYAtx+8xTyi2Vei/8L+JBXAMyJTPi9BFO0mL8xey5YXKdaEURexxrvjnQI0tgm06D3JlfMh2R/zsZrvT8mM+y/seJMyaXxOZDSVJbwEuQX50ObA20EmUfkAW3TfZ2glvH937wGk0g5+eFynjGrsI/yTPM0234MESRyLN2fdP/gH0ZboHluCldeX0Fj7LTDAWl0kyUdUjCPc7j4EEtFtqEDEQM5GZw+/1Cx4PQokd4/TLEZgKEgW1sPtdVWREmW5VWVsIf9ua1DsgAYACApKQl++uknKbuUUQHYwws2ZCeuGTxuJJNYS7BdSsX4y4FkTeZSMwPUI1Db5H3SsBw++/yMt7HgmGlJhuGrbyoWbKdkvTXprMgUU0uIUnxu+KAxDlvHOt3UEifmdZg9xu9wEvT0xTfbm8exm5FtY/BmpM/RPmbVn5pDgHXosjQEWDdybqDxtdiLDyjaeuE5pr1Kk8SWKWQ8fc/bMHG//Uva1rx/P8WxG7zvLizjGe/2sw0diG7+IzW9eBuVucHpVq/7LQu5X/IFqaiDFVshW1sP1XZvUs0ok5CorL9Oin1wRDMQ6Q4X6X4Ef/VIcCJuYsj3+v5r69Ztyqi+yPmcD1tP34dO7glm/bZ+U0XDzMA0uGhFoqvykFdQBA00OHBP1HQCYCjYpJqB2ioqCWcwGKDdwXZozTvSi10HFywVf4BZEqcIPof2tL9JPgdLZAdJ+aaWe3Bd7yCCe2LYQR2ysVLlAt0JH8Vp6W4eh31Uv2P9zLa/M+EB6numkgFgKLhG1DU30p6UbN098/QMHuMm1k9dcuZnkn0t/Fp+R2biPpGeXJ8+bvJ2+/qziqUneyVmob64Mqd0bQvU1nxNnESzqVrYw/7c1iFpAAwAcPu2dOkWMioGe3jB2rvhmtxzxprcxUoFattyWlo6fOZEJurbWiyHAACfCj7xnFSq8Ra1tyd20snPkitkI/zqc15gAQwFz3V1eBu5slJKS8PkmMlojGums5sF36F4s9AqqCPUMgZpU5VrwWPrf9H/G6/D9cKkJrA5aXTmEGCJlQgqDWH3w9DYhqxnNxYpzfkbiw/frVuHRKY4tqMD4JvubyYZkxXHbsCFrFxQht3gtTelD8FdbWNUp9WQPor+X6/NSZVW91sWvuYX8bIu2NusUDhJ3Nhma+uBQuUCDehj5QYmdegImKZcA/GaLijwBYaC05ou0FvhJfh8t02JkHD3TVV/DTKqCQwGA9x59Qn2nXsEK49ch7F7LsLgHedg8M7zMN0/FVZH3IKo6y/hQ17F+RmkACm3s1y13PiuN+H9xit6IzcjdgZa89wnseu953i83k+OmWxRv55x99AYZxkDnZskn4PKMj6H5UnL0djmGMkL49vxb0V3p2AW7Z4Kb3DdVgv9v0ka9plzLfnPPPv8zDz7BNu4q2o2AENBuKYvauu39azoOZUG0k+NWsP6qdPtsJ9yDnSW9JAz90s+77f1WfcLAEPx+Ckqup6uisB7MJ1qIQBDQTRBAtlnS8X2RdUF9rA/t3WYDIDv3JFGiF6qfmRYBlt/wQwGAy81jdvMT7AiHf6W09gpL1HSAAwFZzXt8a2SuzSkW3qDHhwDsOZmYhs2AB5GpBFHPYyqkI09yfgklTuJztA2R23Oq0+J7jOvMI8nhRLRhR33fOJG4I9ozDLdlD4E6et/xg7ZF6fRDVmP52qOVqEpAqySG6aCImlSozambkRjW+jCbohC+uBNX9fQrpLYKQtPcr/y5CA4uZN83V9hqGJLmYFgC/oA3NA6ATAUvNLV4mlZOzKx8PitdLcCFUVBkV4QvNeiI2GhUgmvdf/lMfOGa/qCQuUCIxUe0F2xB3oqvGGMciNoVQshRtMDZQVwfwmaTjwJKe6viS4WfM4+lOz3IkNGVSDiGk6DdiLSoMmAxOdsxdKgPdM8BQHl8e4VJ8Ka7p+KxrjdmG11SD0YtQ2y4LC5sLgQ2h5oi8YWOJAN2FdPx2v3yIiR8OjtV2SnNh0BCev/g2tpffGtMalpf/TeUbPGMMIrBfXNSQ+SZVTzDlwRPa/SEJAZgMbH1TqT/zZdQrpIZguArZ0n+SmeaH8DYCgYrvBEbUfTzTsoKA3zCK1hjueD1BqWKguvqmHr+3N7gMkA+E9/+hOMHz8ebt60jIDg6tWrMGbMGPif//mfCg1ORsVg6y/Y5xJsirm6fwMwFO8mJ1ZiOvyAFEweNEW5ThBkNdHFSmaLTC2L6iKsjT1452CF+l8TeQuNW61ajAiGKnKSevnlZbzx8cap25124I1C2L1InpO8p20AHffhDQhXk7V2Gm6bFDOpXNvlEWBZsmEqDbPiZgluPTZNwOP949QfktkqC2TQX4uOhDhNNwCGgo+6f/Bq5ci//ood8FhbH4ChIFf3b+hByEfUUURB0r3qSeR04toLgURNA/oYrFHNQxstc/7e6f4Fe9TjeEEA2uwqooA+el2yGjwZMqoSX/OLeIfESZqOAAwFG4la/zF7LlTIxslHJ9G619sTEzaSJS+W8FW0Imr2E4zp22rVYtSmOCa+vOniy4s4kPVxQKzIZM2yzw0fMBgM0Izgk4jXdOSxQYf0Ydf8ZQtw24rkFWaNgdRdv6htA8BQsIjIWtsUe1f0vErDtivbBAe1+/tjPzX4+GDJbHEgeTgyjBJPM5UMaqto3fnI3fgA4bB6oIC7Yvlh8wnJqjNsfX9uDzAZAK9atQr+8pe/QM2aNaFZs2bg4eEBaWlpUFhoWrA+Pz8fLl68COvXr4cmTZpAzZo14S9/+QusWbPGqoOXUTZs/QV7SJA41aVPlELiJA2bIocTxIl6aWnDUhEwkCzDob0bCWQavK95V6j/+cRJ6nYT9cwTfS+J7nP3td1ofBO0rMNNaMNPDX7//T302ZLMc2KqHbXR/5+3jH0uogs/VausWiWDwcDbWJgiwFJKRIAFAND9cHd8ENGX/bdZtKTidW9iUVCk58kGNaSPQpq2pfEm+H9ho+oPaEEfgFp0JHRT7AVf9Rh0C/RUWw+6lAgC/SyUvaosPHr7FQbv5GsFc7c0IxQesEM9CZI1HeCpth581P0DcnX/hkfa+pCo6QTuqj9gqGIL1KPDTR4MzAhIq3TGaxkyrI1ZQZgwj1YtFWT61FNGw6fvpvdu5uDJpydo3XP0d4ArxgyevptwUBn5MFJUn28+fecd7OXofgVgKF5mS/Al8dldGy5vwKnZRtWB5Fb8VOYnn9h+SYLNTaoZMNerHvqMZhb7bMAgHEx2CelSbjpxSQkkLoOFzEKp6A0piTUX1qDxKeewY949QtzBslj09MQM/pxCAcnc7RZTsczPzhtxHT53oLNctRy1bYy1j8xSW9+f2wNKrQF+8+YNLFq0CH788UeoUaMG1KxZE/785z9DgwYNoG3bttCrVy9o06YN1K9fH/7f//t/ULNmTahRowb8+OOP4OLiAjk51fOW4f8SbP0Fu/zoHVr0WtL7kQZjHYIE6GmutBqcZ+/noL47KfYBMBTk6X7mOTWpbo9GRYxCjspvsPHEmZDZ2Zi6sWL978Z1TqHqQYKT1GUWnKSSN6NrpzUSOFzuxFlxDKe00qqlEOv+C/oMx1aZ2aAhtNltXs3zy498Aqx3JgiwDkpEgPUx/yMvoOc0JMn0dHPT4aRAVs4XcNDFonk60qEQp+nKu/Xkgl7uL0bTA5zpg7zf7dbT0mhYWxt6vQEOXn5aKquzmL/aiiiYEZBqF7qRMmSYwvEMzPXQyugn9bofoBnx/lsid8dBb9Dz0oqP9mTXw3nLsK9yT3UX1WfCnTdobK3pIERS9zsdhtrFkikZDAboe7QvGtO2MUIyq4FhA9HnSbKlsUp3CPD8N/rcUFdM7uhI3HTff1/2Gnr92QfUZyP6qEmSKCkP7ZcmLkVjc50qzFRaEL9AMlscRnvjfUWIerAg46AiN7QGg4Gnb31b6wDAUDBJ6YraAlIeSzeZKoSt78/tAeWSYH379g0CAgJg5MiR8M9//hNq1Kgh+PvnP/8Jo0ePhsDAQPj+3foi8DLMg62/YKY053J0/+FtcPMKpCXyufkca/g1oQ8jB0Y65nsSscWS5CIc86RuJt5UaM9rK9Q/eZLKMYRW5CS1WF/Mk5c43Isd82LiZpRJYQAA4HBaNrLTS7EbPqz+kUd6daoDu4maoTDvVpX8LVibAIuUlmizm9BW3GOZLqQUSMl6C/V5Ui2R4KJcCde0zug3mq/7K5zVtDduFiJ578nupKwqZXy2BN8LiyEg5TH08ORrBpvz19r1NHiculthHVQZMqo73n8t4JWcZGodBWSRFU0bnRY7Da19myaw674HEWhNPTlVVH/b4++jsU1XrhZoGNdTRovWkyVvqpv4O6CDywk67GM80jzQ51Mf4wP2RvRRuLXub+hzTn4OkO4k5KooT/qOJJ7k9iy5un/z1qZ3X6UjUJtxCu8hthsDfuYPPF/VOZVktjjMC8aZZbuMpUh+6lGobaqf5TW6pZW99SHK3k7etPwwpzrB1vfn9gDRLNA5OTmQmZkJKSkpkJmZKd/0VmPY+gtG1uNOVroCMBTc0jqitsbak5LbfF5Caoe7WWtDB6L2SxJJX7gkuuDgbzLrvNwn4U3F4oTFFvctPEltIjhJDbzwWFSfpP5v0324vookCgl/EA4A/PT12nQEfNL9AqP31McbEeMmautYPN9hJ4aVant1BK5nXqhUAjAUXNU2Q2311dIRYIXeDUVjGrHWAafREbfCXwq+SGJLDBLuvuH9m6L3gD4C7egA+M1E6m8j7UkIv/q80scqJQwGA9x8/hG2x9+HSfsuQxvXeN6Gv44iCtq7nYHp/qngc/YhZL74CHq9bQX7MmRUBMN24bKBHepJAAwFJzR9UFvLdacr9E6QpIBzjSUsx3rgNbHNgTagN5i//pI655tV0wAYCo5qBqC2vhYwJZPrdr+N7Lqd0aQhOPualq77XlgMv6mwZNx1rSN0Irgq9vdnfdTKeTigVJxVlDkGkkRznlIjkPBxWnVK0oNIa2eRmQKplLHKqJQRSShlDNxuORfHgzd43/AbHY4Od8lsBqnL3qoKtr4/twdILoMko/rA1l8wkgBoqXIlAENBsqYDauu8URpGZhJ5BUW8AIKrTeqr2EWcQEpDvMWkMPi211hztHMUdsDTYqdZ3HfJWiRTBGJi50FuMDhpoMtN+XJGTz+xacgGgwGcV59CtpI1HcCTkEOaYqzPOtOWH1jmfjN9uEDqxQaqRwAwFPiox6C2EV4pFn9XJeF6yRWNZ8lidpzB/fC/S68jvSSzJRZZOV9g4Ha+dm5pf6O8L1QrtmcpUaw3wMdvhfA1vwiK5WBXxv9x7DiDb1SHKTYDMBR80P0T6tInUPuNZ5ZnyEQ9jELrXx8PHFyS6cGPPz42uz9S3pAj9ltFyLtZcmNNHiivnMeu2wf74nW73YF2UKTnZ4wNIfgG/NUjYfGuutgnz2T78Blqvh7wwoMZqL9NqhmCwH5wBXWZS6L3kd44I8sEj8ie63sktQfA/60tUKoAGAouatugtjau8Rb3nZL1FvXTlg5E5T21ibK37Hf2kdVj6/tze4DJADg5OZn3x932fvgg11HZEmz9BVMcu44WPTfVLKMz6Y/ahksY9HAwGAy8VNN72kYADAXjlBtQm1S1ph5pHshRuSxina3/IL5cg6V48Ma0YH1T+hBqz3gq7iSVDNiXLRQGhiVJQkiZiy3qqZDi9nf02VZ7HCCzIXuD3Hk73kTFPxU6z28FxVBPiU/qbxlT/OYotahtfYx0+uPTY6ej8XiOZzcVbpPxPOeeniuZLUtQrDdA+NXnMMr7AtRR8IPeBpoY+CMwDVIevLW5lGcZMmRYBrJ0pw4dgeTARig8UPu2eMs5AB59fITWP0c/B8hoIsz+iX4YbVZf774W8NasF7ragrGKrfPUG/TQ8VBHfHs7gF23lXNwMLjwzELBc6RSwkKlCvZtxnXAY1Y1Npn98+77u1LHQZI/hmv6AjAUbFDNQm1LQq6Kmld5IEuSYjoJU75D7oRIag8AICT1KZrPGOVGAIaCLG0DfHOrirY424BMIR9SCgmp2NT46gpb35/bA0wGwBzplam/hg0bwtq1ayE3V5o0UBnWg62/YCRLo496DABDwW71eNQ2OyjdKnZbu2LyncvaVgAMBXOVGtS2OylLEjt7r+9FjmrWStbZHu6FA63eR3pb3Pf5B/gktT3tj1iDydrQ5x++ieqTTLfaNUooZVSScGNnwgNka5LSFb6t+gGcidviqM6sw55Jm67R4nAhKxf140AfhmIjG3grej++Rbj12uLvqiQ6h3TGp+rGOmdS59gzzVMyWxXFl/wiyHzxES4/egf3X3+GIokYymXIkGE7MBgMPFkhLvjaqZ6I2obusvz2UW/QQ+vg1mgNDOvOrt1zl5e9dpsCSTTZnD6ASLsa00csTnO9nXubX79rZKoetAH7m+DbwYLnSG6J9rQ/T7O+JXFIS8r8JWYnmhxDUbGep9vOlR1NV65GbbsSH4iaV1koLC7kBeZnWwlrlk8+kr5MLP72azSf7oo9SJaPDFLfW1jnvDf5IepjppIRlDo5rTol7WSqELa+P7cHmAyAa9WqBbVr10Z///nPf+CHH35ApFc1a9aEX375BWJjpdNElSE9bP0FI+VQjhsd+lrVXNSmPi6d7A2J3pvxKS6XnqUg5HYqSvPPIeROCHJUnKRQdGd82tz2QFuL+z525ZkgJS5bW4/npMTUzBYUF4BzkLPgtHmaCm+AvK568Z4h05maGAPX8d64Dpi7XSXJVCZETxDYJlOuJijdTM4l94s0zNy533J5m4qLzYwbKTe8qTiRdUISWzJkyJAhFVYewRlTi5QKAWdGbUXF1snJMZMFa/fGiXjtnhE7w6x+SPZljtuDvEGsoxBPbul/0x+NY9g60+U5WR+EB9evS8gxPWFq8Q5pOT83XYn93NYrW02OgaxfrUufgHzd/wIwFHRQ+KH2+NvSHdS+/faW56u4W/nuW/D4U15InyVHMl070iGSEoWui8I38mrVYgCGglOabqit1+YkiWdTdbD1/bk9QFQN8Js3b2D//v3QsmVLqFGjBvz5z3+GmJgYa41NRgVh6y8YWSd0TtNOwGy55fQ9q9gl5YOOaAYK0pgUx6QJvKMfRiNHxckuJLXmp1sV6y1L9yE3GbOVOgCGgjRtS3zyviZOVH+ZuZloTM18HeCm8WS8y/bST8bzCop4JCNXtc6wcRuuA+ZuvSMJPeBmQc0gv5i/SRvvcxH1sVU9FYChIEzTD7V128S3WxFcfnkZjaX9LizX1NwHzzMzN1MyezJkyJAhBU7exLeZzvRB0BszZUgCx+MZlhPikRq785eya/eRXnjtbnewnVllFySLsLvqDwCGgnBNX9TW01N8kDP79Gw0Dp2xdtdvMA7Ou4V2K3VsHTbgfUakpheMIcgat41lA/0Nk8sP9MnbZO5mNE/3s9XqVx9+eMjzyZxaQWtv7Ktu5d6SzB6HFyWIQrlAvx0dgNpTHry1qG+yhnqregoAQ8F+9TB8AO5zSdrJVCFsfX9uD7CIBMtgMMCqVaugRo0a8PPPP8vp0NUUtvyCGQwG+J2oxb2rbQzAUDBB6Ybagi89sYrtPwJNpV5PQG1zg6VJvT73/BxyVL08WQeW7sQPgD/mW0ZcsioiE41Xp1oIwFAQremJ2sSybB6+dxiNiSPAutisITQhTsvf5L0RPEceJnipJ8BpQg+4y3a2n5sNG0KLvbifjDcZ6PnvhcW830GqtiUAQ8FK1TLUVlGJDxLBt4NxDdhqdiOV0Ab/mzgGOMK3InGp4zJkyJBhbXz+XsjjSriibS7pWhmRFYHWQY5lOd2Rf8ua/Tm73H5Ieb5oTU9BZpfYOtnC4kJoFdxKULbisgjf2tJn6VKfX3QIB12rVPPBdVstXNazVFiaVFqgTzJAc4fOV7XOqK2h5qSk7PQZbzLQmDruNB7WNuT/ezz/Ir0CQH5RMS/76rmuDgBDwWDFVtRmqfIAuV/gNIY9VNNRm4vENdRVCVven9sLKsQCPXnyZKhZsyZ4eJhX+yGjcmHLL5g5LMaxmdKwMZfEssPXkA0P1XQAhoID6iGobbzPRUnsXM+5LrhtvN2Az6yZ/an8DYUpkKfsO01o9U0RqdW3+sJqNCaOsItk2Owa2tXkc+SmYILSDd6u+dFk3dKYVXizsu/mPvQ8mUbdiD6KZKnItLKwjGcWfUflzXP5AnaegQPxPPsf6y+ZLRkyZMiQEmP3kNkyUwRySO3Wx1tMjpf1IQutg05+DnDNKIPXczP2V7GPyy6L+/iN79eztfUAGArGKt3xofPZh6LGlf46Hdlv7uMA1xuz4+rliccVdj+s1OeDLj5BtvsrdkLEpn/g9X4jPpgmA8tnn4U+h/S5nsZ9w2H1QNQ2eIfl8kCmkPA0AY2n7yZ2nJecK0euz2kVVni4atSin0HUOov9N+TQ0R3fxidrOgAwFCxTrUBtG2OlKT+rDrDl/bm9wCwW6NL+tmzZAjVq1IA+ffrw2mVUD9jyC0bqyNajw1E6V3P6AGq3lh7cWoIZUqNaJLg97b9NvEahKZDMmk334QC4zW4i3fatZem2I7xSykzjXnnkuqj+xkWNQ2PaMZo9YV83rXxm5MuP3iGbDehjUKD7Cfr6NEDP+Qxl+9LNxAHwgjOYTGtTLJbCmqJcZ7L+9/Wn7xZ9R6YwKWYSTn8bI5ynKSZRGTJkyKgOIIkHRyk2ATAUvNX9ykvDfZhjWVBUrC/m3bSGd2P91ayVeO3ekr6lzD5IQkMnon7UkQ5F7Zceisso3HV1F7I/jmEPLc+25GcnvfzystTn77/Gigl16Ai4uvbfPL98zRhQ9yBqa08/OS3op6dnEi+VuuTN9jIJM5UAAI4/OI7GM2oNu3+Ib4cDYOdAZ6spAfQg5npa0wWAoYBWLUVtlqgy6PUGHonYfRMKHEEXrZP1VxWw5f25vUA0C3R5f3/6058qew4ySoEtv2Bk4NSK3g/AUFCs+wHqEI78aa519OC2x2PSpYVKJQBDwXlNO9TWYcMZSeyUJFziSCxIR3vhxQWL+jZ1kuqiXIlvtk/dNbsvvUHP2/ic6MqO8w+CvXl7xnaTzxYU6aGBBju1i9o2oNxRR3DLeoCQU+p0qBNy3EN3YSI0b/U4AIaCQ+rBqK27R6JF348pGAwGaHegHb416NFQoKu47co2yezJkCFDhpS4mo0Jin6jwyFP9zMAQ0EfInMq6MJji/ufGD0RB7tjhRJxM0/NLPN5kuV3nHIDAEPBE+1vvAPNz98LRY2JJOdyncqOyWuk+Vk7BoMBmq2Jw5llms7Qwg+v+RFdhP6upB/4XlgMdYn0c04+cbLSFbXtSZZGPYJDQGYAGs80FetHw7vhALhzSGdJ7ZEYswenKh9UDxGkKi8NFR/s53zO5/8OdL8AMBR0U+xFbVKSiFU1bHl/bi8wGQB36dIFunbtWu4fR4b1888/89plVA/Y8gtGEkr0V+wEYCh4o/svb4EUyxRpLoIuPEY2OJbKTIJNs4lOGvbzQj1fxuBcSyHjcHkpZaZQUsuYq58eT9RPizlJzf6cjWtg/bEGZG9P88Y5ad9lfDKsmg2hHv9Czw3awJ5cp5VIMXv08RG8/ZIPtQmd20yj/u9CpQq1acNviv5+SsPrr6/xv4e/A6Q5sfPst1G81qUMGTJkVDaK9QZowsSi9TFB0wmAoWANcRNZEflA10uuOBvGhQ26QnvjYLPjoY5l3jqS9bauqtkADAVRRHZVV5GEhvnF+dAsqJngcHbeMhysrr6wutx+Zgel88ZFqhVwmUCuU/E855yew3v+ytP36PmG9FEk1deSkOpLvCvkyKgItl3ZJvi3CO6Pxzjo+CBJ7ZFYQJBVbVdPBmAoCFCPQG2T9okrsQIAuPEMa1k3oQ+j7ICG9FG8B3hhGSdKdYQt78/tBRWqAfbz84MaNWrA/PnzpRqPDAlhyy9YQIowCCUlHRprpde342BKjP2Zri4v+JZKb5W8WY3tyDrvcQx23ofvHRbd54e8At5YP+j+CcBQ0EPhjdpOiaifJmuNum9hA9ZrjRuCE1H+oIjRAAAgAElEQVSr/PBj6TU//ucfIbs9FN5wf91febVkXEBNBpph98MgNC0bPdeWDkRZAM3og6j95M3SU9vE4vzz8/gWegcm6HL2xeO69946zOMyZMiQIQVmBWESxzWquQAMBQmaTqjNkYmFYgvJmMi024HGw8vUpvx04xdfXpT6fHePRDSOE5o+gtKc+QeuiBoPWf/bYq8D3GjE+pKu2wgt3Mfl7xX8CB81WLEV1m7HRFhLFpfPeRFIHJoPV3gCMBS80tXi+eG3Ekn1cSD5KpRz2DF6D8djnBg9UVJ7JEiSTa0EJJsAAKcyX6Hneyq8ARgKPuj+yfsO31moL1wdYcv7c3uBxQHwy5cv4ddff4WaNWtCfHy8lGOSIRFs+QXzOIVrP5cqVwIwFCRrOqC2zhsTrGY76V4OstNF4QPAUPBZ94tVFuLuh7sjh3W0pzDViiSEMhcP3uCapvr0cXSS6kSHoPar2R/M7m/P9T1oPFPUQr3i5kHNoUhf+m3809w84ruLhMfaetBuH55jSB/2hH3JYtymPa+FmQQbN1eLfVnbCqf4qaJFp8uVBTKlbIKOnWdce35NVWGxdPZkyJAhQ2qQGUx9FF5Ijuc3Ohy1XxOx/pO4++4urz6WI5witWfjn5jeD37NL+Jl9DzU/g7AUDBRuR61eSeJSxP2ueGD7I5dZaz/bcUngnr7rXxJntsvP6Ex1KVPwP5NOADmVA8uOfMD/Zy8HPQ8SZy5SjUfgKEgjtCvbbde+j2yS6ILGovbFKEuM8mlITV2JeJa87lKjcA3t1wnrJEuD+SlxyTjpcdtrQNq+10dY7Wa5qqALe/P7QUWBcDR0dHw3//+F2rUqAEjR46UekwyJIItv2CKY9fRwuemmgXAUHBU0x+1jfCSXuCdA1lH5UwfRAFkPWID8ejtV0lsDQ0fihxW0ADWiS0mAsHN6ZtF90kSjXA3pwW6n6AWHYnan38wX8pnRdIKHJjOFJ40j4wofw0gCUL81KNgtlc99Pya6ey8d48g0rfCBkNDzUn0DFfH7Kqajdom+kqrCag5r0H2FXPZee4bgsc0+PhgSe3JkCFDhtTIIggka9MR8Fb3KwBDwUiFB2rfmfDAor6L9EXQYn8LtCZGmlEfyyH1Meb1cCBSXMmMnvMi9WPnnJ6D7K6awa7Ze4aJZ+3X6w3QnKgD9l3bCfXRzNcBMo269x134gA45Tneg/TZkoyeParpD8BQ4EnUxM4KShM1L3MwLXYaGsvOUawP1c7iHyJbC4eJ7KyRCg8AhoLH2vqorY5CfJacW8wd9PxK1TIAhoIzms74MsKKlx5VAVven9sLTAbAgYGBvD9/f3/Ytm0bzJs3Dxo0aAA1a9aEGjVqQI8ePeDbN1kTs7rCll+wGQGpaOHDWrzjUVtF6pjKw+O3X3mnwaYcdcZTaRiop5ycghyW10jWialnYye26sIq0X1GXn+BxjlQsR2AoeClrjbvBvt7YbHZ/ZFBOsfarJqDx6g8qyy3j/Uxt5HtsUp38N7yK75t1bIbl/i2fL3dWspjaLNUYJQ/IgkxAitA5mIKYyPHIvu7jBuKVTPwPJcmLpXUngwZMmRIDYPBAG3XxwtSjbeqp6K2cXstl/IbHzVeVH0sBzLNmGOofq6rw/NLH/LMz6wq1hdD2wNtBZlEpP6v5rzG7P7IulaFegE4Ebe9p9uxAfB4He47IDMAAAC+FRRDHeJmm2MvnqJcW+EDh7JA+uXAgcIsKs90T8ltciCz5Dop9qEsA/KQXaw6w2KiPnyLeqpRfnIo3jfskUZ+srrAlvfn9gJRLNA1atSAGjVqwA8//ABr1qyB4mLzN9EyKh+2/IIN3onZf49r+gokBdTHb1jN9vuv/BraT0Y2wq4KH9QmFaHFojOLkMPaONHIqjkFbyZcEl1E90nW3E5RrgVgKLipdUJtYki8CosLwTnQGY0ntgO7EZikEZemnf4Ek4TUoSMg2q0uer6dF5aAau2NNx11V2+DWnQULFctB2AoeKBtyPt3EXOLXR5KMl1HGMlUZijwPL2ueUlmT4YMGTKsBTIld4XxNi1N2xK11VfHiDoEJbH24lpBfeyhPthndQ7pbDJV1SX0KrK/RjUPgKHgFJEmLFZd4c67O7x0bMQlsck8/d+SCE3Ft5pdFT4wcC+W69s3hPXNirnYH6jOqQAAII242W5MH0GSjS0IycakeznlWBePrqFd8Ty7C/2V300/yW1yuPMKp4w3oI+hS4Im9GHUfv2ZuDT7Ud6YWfqQerCAWdol5KqVZlM1sOX9ub3ALBbonj17wvDhw2Hx4sUQEhICX79Kk/4pw7qw5ResvRuW8TmvaQfAULBYqcAnhKetR0ZUrDfwAq1sbT0AhoKhii2oLfzqc0lsac9rkcPSGdOLd4zGm4kZsTNE90lq53LBYyJBgiImlejB+we8TQZHMtKFIBk5+6x8wguDwQCd3BPQGLZrR/PqtBLbsP2OXYUd+G/urGzTJW1rAIYCd9VM9LxUWswcnn1+hm+fS2G6jnsSJ6lNGTJkyLAGjmdgIsf2tD8AQ0GR7kdwIAKUc/fFpRtzOHb/GC4LcTNdH/v6q1CuhiyDCdP0A2Ao2KSaYXFWV/DtYEGdbmpTvprAk0/mqx08//CN8PuRMGcnzkhi/mgskFcaFTEKAPjay2OV7gAMBS9KZFxJTd5kMBh4B9PcDfWoNZYF/2JR8pLgo+4fAAwF3RV7UNvpW+Iki8j9AVfytEy1ArW5n7xjpdlUDWx5f24vqBALtIzqDVt9wcyR8Qm+ZF1BdFJK4qbWyZjStE7y9FuPNA+cYruQdbL+g8XV15YEWT+9wVg/fUQzELWJqZ+OexKHxtLbk91kXHHkb3ZefjGPidmTIDbrr9gJA3zwCbvvUGH6d4Pt46GzwhexP7emg9Dzvuceif5eykJSdhKy220rO8/rJZiuH32U1qYMGTJkWANvPn/nBSiPtPUBGAqmK1ejNrcYywKK27m3efWxppiXE57yD1m/5hfx0oSztA0EOrli04SXJS1D9jjOhqAB2Hd2CekimjSp2ybMUj3HszPqa5qS7T+qCw6KW+xvAcX6Ypjoe0mQuhuu6YvaOrqLu9k2B58LPvMOkC85s/8GfYnb78TsRMntcjAYDFBfhfdonO7xOOUGi/ZopfVnqXSjLcBW9+f2BDkAtmPY6gv26Xshz3nn6v4NwFDQW+GF2mJFyPhYgo7u+Ab6nPEGehFxA70t/r4kdvZe34sc1qyVrJM93As78V5Heonuc0YAZk+uaP00yQDNbQIiiE1Aq+BWoDeYR3ZBkrPUoiNh1g5H1I9yrjD4b7y3M+xWTwBgKEjSdETP1lNGQ67EkhIkmyjHdB3TCc+zWVCzMpmuZciQIaM6oddmfOMarB4GwFDgpx6F2gZuP2dRv4XFhTzt3ejObPA1TYkPL3dd3cV7piQBFpcmTPJqnL1vfpqwwWCAbqHdcD3uIPYAVUlwU1hSPrQm8hYaz2DX2aivnpuN8n8ODcGROBS9/+4hj6yRy1ZSqFxQ27LD10SPozxkf8rGGUt+DpBpLCHqsAuP7eob66YMd9iA90hnNe0BGAqWKGnU5hlnfpbe2y/5vD0fV3ZWkRvl6g5b3Z/bE+QA2I5hqy8YGSjVo8NRfUlzoqYm/Yk0JFSlYcD2s8hWlKYnAEOBVrUQta2JvCWJndC7ochhjdcJA6/Wwa1F9zl0V9n106ow8+unFWcVaCyaWUIGaC4NzFwM90rBG4yNmHRq1BoHkxIWz1f9HYChYAZxc2ENRk36LI1sqmcL2URHnBghuU0ZMmTIsBZIrdY5Si0AQ8FdbWPUVlshjnSKxOhIXMLCMRCvnYbXy/nx83mf9z2HeSlGGwmwnunq8oIeMWMhA8Am/g7oBnTYOhwA7r+1X/S8SAWF3zU+vCDzqgNroxdRFrM7LQx/ng6DfN3/AjAUdCH4Qo6mPxM9jvJwI+cGGgPJodF0Hx7b44+PJbdLgvTlRzUDABgK3AhNZ/rodbP7uvn8I++AhNvzNaKP4ky85x+tOJvKh63uz+0JcgBsx7DVF4x0Qm2MMj6Fup+gNh2B2rPf5Vl1DBN8cFrTAfVQgayBVKe6Jx+fFNRTnW3JDwLFas+St9emTmY3iziZHRM5Bjv7EUaphZn4lH1l8kpx872Jxe5/W7UN9dNyj+lT7HMb/g43tE5AsksmSERARmJkxEhkc89wdp4aQlKCPktLblOGDBkyrIX426/RmtmUPoRuXVvS+1F79A3zyldKYtWFVYLSneB+OADuHtqd9/klIZgAa61qLgBDQYymh8VpwscfHEe2+niwfvOqAz8AvJUr/pC6sFgPTqtOGccVAc38sB+O6CIkmpoShpmeufrfV7paPH/17L30e5XkZ8mC0qTUpvx9w8d86waMc4PT0Rx3qScKMgym+l02u6+4W/i32kPhDcBQ8FH3D94BidR11FUNW92f2xPkANiOYasvWPhVTOAxSLGtwjI+lmBe8BVky8uYhuurHoPaZgRIcwt54cUFvGnYwjqyjCZ8R/b2mziyEjIl67bWAYChYKJyPWoLMrN+2WAwQOvg1mgcJ0wwI3tf8xY1tmK9AddZKcKgiT+eZ1x7tv/JaqL/Lb/y6tYGbj8nuq6r/DEVQ/Og5oKUvinEOHxu+EhqU4YMGTKsiS/5RVBXGY3WzuvapgIySTHZQCTIzKVhrqzfutCMzw1B+q3uHri2NtyYlUSSGs4LviLKvi5Fh+wsXiwsHWpzoA0U6y3bI5ByPO13d0B9cjKFOuIAuI0Plpbapp4MwFAQpulncWBvLk5kncDZSWvZ7z+hDd43OAU6mV2aZCmYEzjDQKdaCMBQEKXpidr6bTWfqDLwwmP03ETlegCGgttaB3y7ro6R3O9XNWx1f25PkANgO4atvmA+Zx+ihW+6cjUAQ8E1rTNqc1p1yupjUIbdQPbcjERSRzUDUNuo3RcksXMr9xZOd/bGqUzNfPFG4uGHh2b3l1dQxDsoyNH9CsBQ0E+xE7XFmHnq//rra16aWbqTkGjj1GPx/xak3EQj756CG+bVM/BGZvTOFrzT9Pjb0tcBPfr4CG8c/BzgWmN2nt23VA6hiAwZMmRYA2SaKsencFiNCRG7bkq0qN/Mt5lobWzm4wA3G7JrZqcdeM1MfpYMAGwgXpsgwHqo/V1wKLs7KUuU/YFhAwV+g0zBnhU3y6J5AQBE33iJ03G3Ys1jVBpDlAA18u6NPsuRdS5VrkRtK45IX/8LABCQGYDGME3Fjiu8Gw6AO4d0topdEl6JWWies5U6gdRWi7XmqyZsOHkHf2dG2a4EC5UrbAW2uj+3J8gBsB3DVl+w9dG30cKnULkAMBTEabriFBnPJKuPgVyQadVSwRh6bZZmDM+/PMd1Rv4OkGncSHTciTcSGW8yzO7vaW4eGmMdOgKKTaS9pT5+Z1ZfF19eRGPotIMNzjMbNgRnIji//148GVix3oDqlH/fOhX1tWyBMZWuP95gOPi0ReMe4ZVilVPgU49PCdLJMprw5TSyP2dLbleGDBkyrAmSeZ+7WXuuq8M7VHxhgZ56fnE+Xx++ozBrhtNNv/QQlzQ1Ieo7m9KHUPv5B+ZnOb399paXIZXUmrU9Xmd5ZhKJ74XF0ETHqkDU37hMEGhGEiSQDn7NoBYdAd0VewAYCgp0P4EjHYrmFXXdshTz8rD1ylY0hoUu7Lj2E35z8PHBVrFL4mj6MzTPYYrNAAwF2dp6vAP4wmLzbqHJFPnNqmkADAUH1ENQ25g90lw4VCfY6v7cniAHwHYMW33BylsMx+29aPUxeCfh002OQCSVON1s7XpaEjtfCr7wnHlF5QyuPH2PxticPoA2G/XocHwCn/PFrL4O3jmIxjBmFetkz7Tlp1nlF1vGxvzgzWeor46B39w0qL+hxlS6iyVS6WqrD0ATXSw8fmsd/fGdV3ciW3/Q7DxPdLWM6VqGDBkyqgsuEsFnA/qYSZKmw2mWHe6RvAlcevCa6TgImxc/DwD4GV1cnezTEoHSxzzzeS5OPzmNbzq344PZlnuwz0h9lWrRnDisPMJKCdZbt0FwOFpSBrC2Ohg8VdMBGAriNV3w962JgbwC6ygHMCmM4Gaa1CieHDPZKnZJnLv/FqeKG7Wm83X/a9HhymjvC+iZg+ohAAwFHgTnypIQ6zJaVwVsdX9uT5ADYDuGrb5g430uooWPk2/Yqsa1NosPmX8jaikOXX4qcNr3tI14NSlSwGAwQNPApshxxbdlA+CRa7GDDX8QbnZ/pzIxyVQvxW4AhoJ3un/xNhufvpu32dhwGTt/l0XCU+a+R/taOm0AYE+Q6zDeOJWuFE3JeuvcrSp7tejMImRrzXR2I7djNJ7n+KjxVrMtQ4YMGdZCflExNNBgfdWL2jYADAUq1ZIKBxdkEMYRYR3si9fNToc6gcFggIUHcU2tq2q2oFZUbHor6ZdmrxDeyjoHOcP3ou8WzYkDd3BQR7sP9dt0H/ZPZKp33TWecN+oW0umP4utaxaDJQlLkP0Nk1mf5T4Jf/eLziyymm0O919/RnOtTx83ebOf8dQ8tY7OGxPQM0majgAMBctVy1Gb+0nLNKurM2x1f25PkANgO4atvmCkfuEpTTeBw3aNvm31MZy8ieuA+it2AjAUvNb9lxdISkXE1TmkMw52u7EOdqoKp3MFZgaa3deBSzhwH6fcIAjc66vMJ5OYFz8PjcF9EutkN03ETnbO6TmWThkhLOMJOPjhA4CozkKircWxrhW2Uxb6HeuHv+uB7DxXzMf2mRTGqvZlyJAhw1qY6IsVDTyMN5VkANpq3WmLSkuO3juK1shBbpiJmCwdefb5GSY9pKMgUtNbIJez4KC4A21SgmnLOKNfmoD90oToCaLnUhJ6vYENyhTh4ODvhPo+3Y71T2NXYf/Q351lQP6q+7lS0p8BAKacnILs7zLevqtnV67P+vitkLcfytX9G4ChoI/CC7WdvFn+d2AwGKC+Gh/ScLXUE5RuqM1c4k5bgq3uz+0JcgBsx7DVF6zp6lNo4buqbQbAUDBTyaC2vcnmk0JZipQsU+k9f+Ut+K8/VeyUmQNJ6BHcj3VmC5ZiZ7Y9Y7vZfW2Pv4/Gt1CpAmAouKDBdbTt1sdbNC4uMFy2EI/L9ZI0genQ46NQn9vGsHbcpkhDaFIe8grzwDHAEdlKaMNucMasxvMMvh1sNfsyZMiQYU3sJsp5uFrNd7p/8WQFH7z5LLrfu+/u8m5Hr5nQyT12L5LnMx9r6wMwFIxTbkBte5LNJ8D6WvgVnAJxQHqyo/DA1DPdU/RcTCHo4hOoRUdB4z1dy/SDi7c5AjAU7FZPQHNqoou1WvozAMCQ40OQ/f0D2DEtXoLHtCV9i9VsczAYDDzFiUwt+z1MUWJpqH3nHpXbT+6XfH6Gmu4fAAwF3RV7UFvcLenJL6satro/tyfIAbAdwxZfsPyiYt5i+FxXB4ChYIhiK2oLv/rc6uPIfGFamP13Ggvf33stftNgChOiJyDHxWnQKuZiZ7b24lqz+9KF30TjW62aD8BQEKHBTJUDt58zq59ifTE0C2qGxhDbgd1oTCCIRvbf2m/plHlYe3EtTt1awqa0hfbGAXCHQx2sJoFwPec6stNiL2bhbuclXT2ZDBkyZFQVbjzDvqweHQ5fdH8HYCjoTygDBKQ8Ft1vsb4YWgW3QutkWHd27Zy7jAgOT61CNhzpEORHHekQ1H4hK9dsmykvUlDfbXab1o5PypaGoPJ7YTG0WBsHDXfgA1q3Kax/9hyP/dOM3b/BN93foDl9oNJSdk1ljU1T4u89IDPAqvY5dCPkreI0XQEYCpQqF9S2Lqp8Leabz/HvszF9BP1GGtFHUfvN59bVNK4K2OL+3N4gB8B2DFt8wZ69zyMC4Ego0P0EwFDQjg5A7SlZ4nRxLcHzD9944yjS/QjAUNCaDkLtlx+Zx6ZcHshUY8/xrINdR0g6rEhaYX5fB7B+cUXE6V98eYHsO/rj0/0eW4QyFxXF8QfHUZ8D3NkgNN2pBAvzJ+uwMJNpfJyeZUpzvg7zh+8frGJbhgwZMqyNYr0BnFbhrKp4TRcAhoJ1qjmobWagZbr2U09iFv+NE1nftXkc9l09Do5ANiYpXQEYCh5p6/Nv/MzkpAAA2JGxA/U9ScMelsa346/XH/OlC5a8k7Lgd0/snxcsZW2G9MFz7O7bEDYQKd0NNSch94tl5JDmQG/QS8obUhGQ6fUB6hEADAU71JNQmzl10HG3XqPPc2zaH3X/4KdXW/H7rCrY4v7c3iAHwHYMW3zBMggW46b0IXQaWJ8+XqF0LbH4ks/X0+XqW3opdkuelqM8q0SOa/UMdhOxdaxlKcAkm2KIejAAQ8FG1R+obflh83QJSQkkjmnzZsOG0HQfdrKPPpaf3mQO7r+/j/p08nOAqyZS6WIeSUM6VhJul93wbcUSIZFL99DuVrErQ4YMGZWF2UHpyAesUc0DYChIJHRWHZlYKNaLz7LxTPfEfmolu35GEAz6jv7OUIs+AbXoKNiingrAUHBU0x/ZFStpOD12Oup7vfE2ducovF4PDR8qeg5lIb+oGDruwj5i2DrWF55tyQ+6aymPoDm5xVj39vdj/kee7dSmrL/s4yH94XR5WHHkGp63apbg33forvPl9uF//hH6PCfVdUfrgNrqq83nLbEl2OL+3N4gB8B2DFt8wWJNsBi/L8Fi/PGb+SfGlsJgMEA9ZTSymaVtAMBQMEqxCbVZKh9REiSr5Yr57CbCdyh26mMix5jdV3ciJYk76adVS0U759C7ocj+qDWs009ow5dAKigusHDGfJSaSrccp3RtSt0kia2SmBY7TXD7TrJpzo6bbRW7MmTIkFFZCLrwGPmAPgovAIaCPN3P8Bshj3ctW3ymS9yTOLRWdtvK+okbjRpCM0Irvg7jDbXoKEjWdABgKFCrFiObK46YdyALAFBYXAgt97cU+In5Sy0rFzIX4bfP89KuuTIZUnapDsMejPfanATfCqQhxywNTz895R0YmyrbuZZj/vdaEWw5fQ/9W3KcIxe1bVCbOXKRayNvoc8rVS4ADAWnCTmprpsSrT+RKoAt7s/tDXIAbMewxReMI56oRUfBBKUbAEPBXW1j1PZ7JZ4GNl8Th+xmaJsDMBT8ocQ1TT5npSHj8rrmhRzX3OXCFCsxckN8AjFnAIaCGcrVosfskeaB7C90Ed6M9jnax9LpmsTkmMmob48JbCDqQTB7Tjk5RVJ7AOwhR8dDHZGNI72EGyqPNA/J7cqQIUNGZSIr5wvyAbXpCHir+xWAoWCkwgOXzCQ+EN3vq6+v8G2kvwNcbMauocNccTD22wY11KYjELlRP6L2+NDlp2bbupZzDfXZzAdLEpFlOdEPo0XPoTx8+P6Bd+N6wTjHQW6EVJ/rGmi3Ph5efjRP97YiIL+H9ruMOsgNGoKTHx7P00/mf68VQWhqNvq3HKHwAGAoeKL9Df/WFFFQWKwvs49ZQWno817qCYKyrYm+lyplLpUNW9yf2xvkANiOYYsvmGccPlFcoqQBGArOatqjto7uZyptLCTBQ4Kmk0CbzuPUXUnsHLh9QFDXFEXoGrY72M6sfgqL9byb8me6ugICseMZ5hGIkdq4rlOFtV0zTs2oyJQF2Ji6UXAIcLw7/g5aBbeCYr20J+s5eTm8zdtlYyrZwA14IxGRFSGpTRkyZMiobBgMBmjjGo/8QIRRjmiLeio+cPaxLNDoHtodrZccIzEpI9dg62ToqfBGUkF1jSnRtWhxRJL+N/0FWUkpzRtCE4Ir4tVX6+jFk6RTR3uyfmIOkaHUznsZZL/Ls4rtkkjKTsIH0R5YfooM0j8VfKqUsZy7L1TLKND9xGMYL+976bf1LPosJ5O1RjUP3wqH3aiUuVQ2bHF/bm+QA2A7hi2+YIpj19HCt141G4Ch4BhRUzLMjJoSqTB013kcOGr6GhfmuahNG35TEjtRD6NwjZGRiCmpNd+hmRP8vf70nQiAIyFf91cAhoIOCj/Ufu6+eQRiQ8OHItv7hrCbmpXzsMNffWF1RafNQ8yjGNR3L0/2O7jmwK85vv/+vqQ2zz/HqW2dduA6ZzJ9784769ZzyZAhQ0ZlwCX0KvIDtGopAEPBZW0rXnaVJdr2ixMWo/VSN5M9vNwzDB+WNtrTDVaqlgkk+ZroYkEvou54wZkFqE+t0c6+IdhO7yO9RY/dXJAZSpxU31qCqHJxwmKr2S4JkjSSOwiIb4v3C00Dm1ZalhyZWVCPDodi3Q8ADAUt6WDUXh5ZaBMmVpC1RspeeiWaL5NlS7DF/bm9QQ6A7Ri2+IJN909FC5+veoxRX288apsdlF5pY5nqdxnZ9VePBGAo2K6ejGteDmZIYufc83OC4C/dSTwTMSknQEo3NSTkBO68Kv9k2GAw8GqtojuzJ96T1TgA9r/pL8HMMbI/ZaO+Hf0dIM2JtTnAHQejYffDJLVJ3ihM0LIbqrj2/I2EVHXOMmTIkFGVOJr+DGdSKfYBMBQU6n7iyc1YorDgc8MHrZnjmMYCvogmAU0gQDsAgKFgp3qiRamteoMeOhzqgPo70I8NQpcvwD5JcVYheuzmgklhkB16njD4HnJ8iNVslwTpt6YrhdlSXUK6VNpYvhXwZStf6moDMBQMUmwzK+vsY14h73kuNZ9Mk4+8/qLS5lOZsMX9ub1BDoDtGLb4gg3cfk6QpkWmw0h162oOFh/KQHa3qqcAMBQEqrGsw+R95kkKlYcbOTdwKpUXJrUgbz+ffHpSbj+Jd9+gsXVR+KCUM9LB5HwuX07gTd4bXmrwFUd2PL0JVub4p/FSTB3BYDDwNjghfdgNzuIl1iM4UZ1Tob6Vc4TkY5W5qZEhQ4YMa+LVx+88X5CtrQfAUDBFuQ61WaJfe/nlZbRmtvY2TcoU4tYIgKFgOsFH4Rl3z2wbWR+y8AGpnwOkmzggDb0bKvarFVAAACAASURBVHrs5iIgMwDZmWg8LI3tiINO5yBnKNIXWc0+ic3pm/HNs1G5IGiA9Ziwy4MzwTuSrm0BwFAwW6kzq7acPLRvRB9Fh/ZN6MOo3RJyNluALe7P7Q1yAGzHsMUXjKxTuqhtA8BQsFCpQm3b46VNgy0LzIlMZHe1aj4AQ8EJTR/UNmSnNOnY5rA6Xs+5Xm4/5An/cIWnSUIKc6Qu0l6lIbsdCJINZ1/rpSMDAMyOm4365+qOd4zGjn105GhJ7Y2MGIn69h7O2tPNxAH38qTlktqTIUOGjKoEyWtxyCiT56seg9r6bzsrus+vhV/BKdAJrZunOrD+a5oKr6Wbt/4HgKGgGX0Q2Uq8+8ZsG6QqwcANhFY8QfyU9cF6qbLJz5KRHY7t+npjvn1zDqmlgC5Fh2xqZrEB8C5CCmrqyamVMg4O/bcJa3hXq+ajNvXx0mt4Y268RJ/jVD8+6P7JO6ixRw1gANvcn9sb5ADYjmFrL5heb1p6aIxyI2oLSa0cdkMAPiHXUuVKAIaCJE1H1CYVPX9JXT8u/ZfUwT37rPyNiXdSFhrbLKUOgKHgirY5amu+Js6s8YTdD0N2hxt1D5Nb8VPavhVJz3a5PWM76n+aMbUrphP/lD2/WBpnWFBcAM5BzqjvmE7sdz6V2LTtub5HElsyZMiQUR2gC7+J/MEcpRaAoeCBtiEv4Hjz+bvofkdFjELr5tax7GHixok4KJvgXR8eaevz7HzMM1/OcEXSCtQXJxV4oB/uv+Ohjlate+WV6Pg5wLXGrL/ovkWcj5YCJEGl+yT2u3abjL+LJQlLKmUcHGYEYBZnb/U4waHKFL/SM+X2JOM9y3TlagCGghtaJ3wrrD1plxrAALa3P7dHyAGwHcPWXrC3X/J5DvKz7hcAhoJuir2oLeGO+afGFcW+c48Ei/NVrTNqa2ZmQFkeivXF4BjgiBxYYhujlMQ67FwjH0aW249r9G186qpaDMBQcErTDbX13pxs1ni2XtmK7M5bxm42QntjB9s9tHtFp2wSidmJyEbn7ZiUqrmPuJtwc5CZm4n6bObrADcbst95l+3YVmJ2oiS2ZMiQIaM64Myd18gfONKhUKT70UiU6I/aj6Q/E90vqWU/a6VQycDZ3wEOavsiGz08k8zuW2/Q81iYAwaxQZ9mFj6sXHBmgegxi0GRvoh3YBrXnvUX4xg8huDbwVYdAweSkGv3CPa7UM/G41h1YVWljIMDmSnH7TviiH1HN4/EUp/VEgcyjGoBAENBjKaH6D2LLcLW9uf2CDkAtmPY2gt2++UntPA1JOpBHIh6kJvPP1baeMiUYk7jjjzFrquMlux0sv3B9jjY7cI610kacc7VJQSzfG5WTQNgKDigHoraxvtcNGssSxOXIrtrprMOdtsY62ryAgC8/fYW3zL7O0BKc/Z7GEEcBBy4fUASW0fuHcG1vuvZYPuSM19S401e5R22yJAhQ4a1kVdQBPVVMcgnXNa2AmAoUKmWoLYFFpA7xj+Jx7exO41lMw0bQitvvJ7OXDcJ2Vhx5JrZfd99d5dXIsRlSA1Zj/sOyAwQPWaxGBg2ENkLMso9uSzCPtrtspvVxwAAMOj4ILwv6M+OY6ELHse2K9sqZRwcyIuCSUpXAIaCO1oH1FZfFVNq6dUUgmjUx0h6ukc9DrXNCEit1LlUJmxtf26PkANgO4atvWBJ93LQwtfJyFL5Tfc3qEVH4vSsT+LTsyxF/G18Wt7DqGP4Xvcv/i31d/PTuMpCv2P9kAM7ZCSAmrsMOzWvq17l9jHR9xIaV5B6OABDwTYLWKvJdLa9w9ixKOfgsWjPays63VLR43APZCdwoFB+SXlWKYmd1RdWoz5dFrE3Fgf74iC/a2hXSezIkCFDRnUC6Sc2qv4QZAo1XX3KLK4IEu+/v+eVyMS3FR7itvfAvujQZfNLmUgCqqGuWPeWrL+99958Qi1LMff0XGRv40TWN7lPwj5j7um5Vh8DAECnQ52QzRNdhaU7gZmBlTIODuQ+iSPfzNP9zNu3vfhgumSqy8YE9Jk4TVcAhgK1ajG+FT6RWalzqUzY2v7cHiEHwHYMW3vBDqdlC25cSRKnOmaSOEmFtMfvkO2W9H4AhoJi3Q+iRN7NxdjIsciB+QxlneuK+eJOl0lB+WhNTwCGAp1qIWpbHXGr3D4MBgO0PdAW2Y0wOthpSjwWnxs+UkzZJJYkLEF2TGlKDjo+SBI75Pe9YzT7fbtOrfzNjAwZMmRUJnzOPkQ+ob9iBwBDwRfd3+E3Ohy1X3n6XnS/pHY8t6a6TSH0gHcNRP3ff/3Z7H5nn8bkiJz+r/9g3G+XkC6VUifqdtkN2Vy6kB1H4EA8joFhA60+hmJ9MY9wLKGNMEsqIivC6uMgcf/1Z/Tv+lspWsAXsnIFzxUU6aGuCc6XccoNqC3wwuNKnUtlwtb25/YIOQC2Y9jaC7Yz4QFa+OYqNQAMBanaljgIXXe6Usfz4A1e2H+nw1BKtiMdKnlKNsmAvMVIIrJ6Onau5mgckgzal7StARgK5ivVqG1nQulyBBzefX/HO8lPbco62H4bsYONfRwrxZRNgtSUnKBjNxln2uJaMscAR/hcYP7myRQK9YXQPKg56jPKmHI+Q4GD/B0ZOySakQwZMmRUH5B+rTYdATk6lqF5rNIdtYuRKOKw9uJafIBo5I4I74bXbgc/Z6ilOA4t1saZHbAWFBdAq+BWqI/DvYSpx/RZWvRYLUHw7WBkc7zRN53qULlSSB++f+D5Z0sJM6XE90K+FvAzXV0AhoLhCk/UFpqaLXguK+cLLiejT0Ch7icAhoK2dCBqT76XU6lzqUzY2v7cHiEHwHYMW3vBSDIFnWohAENBtKYnauu3tXIX9jef+bqJ33R/MxKG+KG28w/eSmJrRTJmuVw7jXXynuPNv5E0GAxQX41ru+5rGwk2NQfNSDu7lnMN2WyzG0sytdiLHezt3NuSzNkULr28ZNJ+m93Y/qWXlypkg6wpc/Z1gBuNWBvdtlpP51iGDBkyqgMMBgO0dzuD/MJRzQAAhoLd6vGobbAFEn8nH5/Et7LbMIkh6Tvqrt4O8w5cMbvP1Fep6NkWex3gupF9uedm3OfxB8dFj9USnH12FtnsvoWd37XGDcGR4I149lk8gZgYPP74GNlqug/7x7aEZOLNtzetOgZTIA/fz2vaATAUuChX4lT7WKG+9OlbOHW6s8IXlbxZI8OuOsLW9uf2CDkAtmPY2gs2L/gKvq1UTwRgKPBXj0RtZdHpWwP5RfyTzVe6WgAMBf0VO3Cq8Y2Xkthad3EdPtGeJ0z9HR89vsznv+QX8cb6VvcrAENBH4UXaovNfFXuOGIexeB0Y6Pe4oXmfAmkit7AloXPBZ95trgUL5Jts6Ip2KTMEzfH1KZ8AqxXX8v/rmTIkCHDFqEMu4H8wgKlCoCh4DZBXFRbIV5/lUdiGNAEkloL1+76m5ZAkIi0VlIaj8sISm5VNWv1k09PkE0nP3xwSioHpLxIseoYMt5kIFsdOLKxBvx66OzPwttWa2PU7gv4oF09BIChYIt6Kmqbb+LQY28yTsWfolxr/A02QW311aWTZ9kDbG1/bo+QA2A7hq29YCN3p6DF77B6IABDgbvqD9QmhjlSKjTUnET272gdABgKxivdUNuBS9LoEu/I2IEc2PylQp3D8uqLst/l8dLacB3OftSe+vhdueMgU5CnK4VpbO0PtpdkvmWBZNvk6qF1M/EmauGZhRXqnzxsWLyEnWNIH/xddw7pbLfagzJkyJARm/kKk17Rh5C/INNPD6eJD6Q6HuiN1lFOomftNLy2Ntw1RFT97/jo8ejZDZPZ/naOqty6Ww6FxYXQNLApzhIyEn2NWY19U8idEKuOgWTb7r+RUC8gDh6+FHyx6hhMYdnha+h3s0E1C4Ch4JimP84o2HFO8Ax5CLNaNV+Q8ddrs/lSWbYIW9uf2yPkANiOYWsvWEd3nJaVrOkAwFCwXLUctW2KvVvpY2q7XlhXO1epQW1eiVmS2Am6FYQc2BQ1G5Sd6IodW6dDncp8/mr2B96GhqtXJolNsnLKd4wkOzJ3E+0zFG84RkWMkmS+ZUF5VonsrZjPjiG4v3QB6oToCaivrWOFZC2z42ZLOBsZMmTIqF74kl8E9QgCojRtSwED7x+BaaL77eI3Dx9UurBr97EeRIDm7wx5healtX4u+MwjfIruzAacs1fggHPdxXWix1gR9D3aF9kO7sf6jsVL8Hg2pm60qv3Qu6HI1jiG/X5jiTrkFvtbVMnh7bb4+wL+lnRtC7wnWX1K8MzYPRfR/+dUK3aqJ6K2mRb8/mwJtrY/t0fIAbAdw5ZeMIPBwNMnvGesYSVvW/dffFLp4+qzJRnZP6XpBsBQoFS5oLb1MdLUw57IOoGc2Ii1DgLyJ6dAJ9Ab9KU+n3DnDRpTd8UeAIaCT7p/8NKi338tKHccs+JmIZue41kHv54IDhcnLJZkvmUh5E4IsjfYjZC9INLennyy7LdQpC+Clvtbon44luuZdNXpKMqQIUNGZWOCD5ZDclXNBmAoSNZ0QG0NNDHwraDY7P6+FxZDww04u6bbVnbtvtGIrwec/CzZrP7insShZ9p54XrXDruqjqvBlH8kD08XnFlgVfte17yQrTnL2QA4tDe23/tIb6vaLw3hV5+j380AxXYAhoK3ul95+493JfYfZN3wOWPd8DLVCsn3VtUVtrQ/t1fIAbAdw5ZesNwv+bzF8pPuHwAMBd0Ve1Db6VuvK31co71xbQuXlr1BNQu1KY5dl8ROUnYScmJ9PFhnf7mp+bW3R9OfoTFxElKPtfVRWx1FFOjNqKch04/3D2Ad/JLFODh0T3WXZL5lgSSparrPATKasBufvpsqTnzy4P0DXt/XjKQqPbbgvuOexEk8IxkyZMioXgi88Bj5B06/tVD3E0/l4ORN8+trk+7lQG31QZ7Pim8nZNh3veRqVn+qcyr0DMcqHdOJfyj8qeCTpdO3CCTTNZedREoyDTk+xKr2TXGFkBlaYyPHWtV+abhGZKA1oo+iDLSm9CHUfvkRLsH6WoKz5LmuDgBDwTDFZtQWkipNeVl1hS3tz+0VcgBsx7ClF+zm849o4WtMH0ELaGP6CGqXSnJIDGYGpiH7e9VjBWyZc/anS2Ln6puryInxyC3MZJgkCSVmKRkAhoIr2uaorfma8oM6vUHPkweK7chuXibo8OYl+HawJPMtC8X6Yp4W8eHexlQzIhBnUhiL+iZv2ge4s99zmhOfVOX5l+fSTkiGDBkyqhlefPjGC0K4rKtFSgVqW3Qow+z+VkfcYgMg715oLd00gV27d4zGQVrfo33LTdMt0hdBx0Md0TP7hgjricsjhrQGAjMDkf1JGmFQ3jyoeZmZWhWFS6ILsrV+CvudbJqAv5P58fOtZrsslCTh5KSQRio8TGbwXXn63uR+jwyYLz0UagfbE2xpf26vkANgO4YtvWAkJT5O4f2Ft6iKZaWUAiuOYHKHTaoZAAwFB9VDUNu4vRclsfPw40PkxJx9Tcv/ZL7NLPX5DSfvoDHRqqUADAWnNV1QW0/P8gklcvJyiFotB7jiKNQYTMxOlGS+5YHUReZkoXaPwI5+8PHBFvW7/tJ6nK5mJBs7TKSQtT/YXibAkiFDxv8JDNpxDvmIHepJAAwFJzU9cHCiPWlWGrTBYEAcHvU9FqD1lGNuPteSf8j46OOjMvtLe5XG84ecLxqyHvdRUTUAS5CYnYjs9/Jk/XRGk8pjpZ4cMxnZ2TWS9YvaWfhgWJeis5rt8kBKayVoOgnKxZgTeP9y4NJT1D5MsRmAoeCVrpboki1bhi3tz+0VcgBsx7ClF2z/xSdo4RuvdANgKLinbYTa6qtiqiQwWRd1C41BrVoMwFAQQ2wQpNImzv2Wy0sd49J+exB6hynPS5dYWHnkOhqTu+oPAIaCw+qBqG2U94Vyx0DeQrclaq6a+eAx3Ht/T5L5lofd13bjTZSW3UQltOGnhH/MF58RMCZyDHqeI8DaMBkHwH+c+sMKs5EhQ4aM6oedCQ+Qj+ij8AJgKMjX/RUc6MOo3Rypv9svP6HP1121Da2nzXwd4KoD60cGuJsfvLqnuguC6PMt+BlRD94/kOprMBsPP+CD6qb7HCCzITu3jjvxuC6/tJ5cI1miFNyf9V8LXXAAvPXKVqvZLg9T/C6j34C3ehwAQ4GfepTJywJd+E3UrlS5ADAUJGo6obY2rpVb210VsKX9ub1CDoDtGLb0gm2KvYsWv2WqFQJCjo7uZ6pkXDvOYHbDhUa9xBRNW9TW3k2acRXqC3nBHaehOMwVO9bIh5GlPv8Hkartox5jUap21MMofMNqJJ9KaV41EguXXl5CNlt5O0CmCQKUpGxxMgnfi76Dc6Azej6mE9vndGX12EDIkCFDRmXi8duvxK1bJNw3pkEvUdKifMfW09hPDlZshnb78JoaOJAN1NZMxweNoyNHl9qX3qCH7oe7Cw4qt40Rl0ZtDeQX54NjgCPOiDLq1I9ci/3SkXtHrGa/3cF2eD/QhbU9WY2/6/239lvNdnkgLwuWq5YDMBSc07RDbS3XnUafHUVwqwSqRxj3KxNQ2xQ/6x0iVBfY0v7cXiEHwHYMW3rBloYKU41D1IPxDebu8m8wrYEg4mZ6ktIVgKHgltYRtTXRxUpmq/3B9siRRYh0bsO9sIbyUU1/AIaC9arZ+JQ17Ea59vde34tszVCwp+7Hu+MAuMOhDpLNtTzkFebxNBdPdhQGq1vSt4jqM/11Onq25R7Tp/eVleItQ4YMGdUBA7fjNOjNqmkADAUJxG1cfVVMuemofbeeRZ/3Uk+AFTvroDV1rpGtOK49/zC1NE6L1FepvFvWS87sOj2e4KLYcHmDNb4Ks9DrCK5xPtSHDc4XLMVj80z3tIrdwmL+IfnZVsK08OiH0VaxbQ5C07LRb2CIYisAQ8Eb3X95ac0f8grAYDCAIxOL2i5rWwlqz91i7lTZPCoLtrQ/t1fIAbAdw5ZesPE+WBNuv3oYAEPBVvVUfPt60HwyDilx4toL4mSbXdSf6eryFvWiYmlILwaEDUCO7EA/oWPdnrG91Ge7bUpE40k01t+QGsoep8rXUGZSGGRLOZfdtOwdZt6pvTUwOnK04BbAfRIez+SYyaL623dzH3p27Cp2fkmt+Zuy99/fW2k2MmTIkFH94J2UhfxEN8VeAIaCIt2P0JLej9r9zpdes3vv9WfeLXKWtgGcdv+Fl8FzoxEbrPXxwMGa7w1fk/2RWvQTjeUvF5o1BCc//OyV11es9XWUixmxM/AhrNEvrSPIuZYkLLGK3VdfX2Ff5e8A140KBl234e/l0stLVrFtDjJKIbZyokNQe+rjdyXI1yLhk+4XAIaCPgov1H48w/6JKG1pf26vkANgO4YtvWDdPHAAd1rTBYChQEHq7UZXjSZc8r0cNIbOCl8AhoIvur/zAuCS+naWYmL0ROTIvIezjlU5BwfAqy+sLvVZp1Wn0HiuaZ0BGAqmK1ejtn3nyiYdAQCYeWomsrV5HGvfdSp27C6JLpLM01y4XXYT3CKEd8MBa4v9LaCwuNDs/haeWYie1c0USkgMCBtgxdnIkCFDRvXD8xJs0GnalgK5vz5bkktNOXaLwQSMA40asB+Yv4KDXzOcvWSsV109A6+3A8MGCvr8VvSNl+a7ewT73OZx+LmeR3palWm5PKy6sAqNhZMi8iX8yPATw61i91buLd6hgimOjvvv71vFtjn4/L2Q9zvipI1IJmj/84/gzB1MeNqe9kfyW7/R4aj9zqvKlbeqCtjS/txeIQfAdgxbecEMBgM00p5Ei1+m1hGAoWCKcq2oAM4aIPXtmtKH0KlmPWKxfpgjTV3sgjOYPXPjRNbxu00pPwAtKtbzHA8nQTBUsQW1hV8t/0SVvIHmNiyk9NCm1E2SzNNcnHx8EtnutpV1+Dca8R3+1TdXzerLYDBA55DO6Llg4w37ivl4fqpzKivPSIYMGTKqH8gMLK5+86H2d6hFR+LA+PE7wXPFegO0cY3HN8XqUQAMBeGavtBg+zjBAWZSaz6RVcmb3LD7YbwyFY79ecQ6/IxnmnVSjM2F300/NJYpanZeUV3wwWyr4FZWqU8+++wsssExUKc78jOY3n0X/htVJkgm6DhNNwCGgjWqeaht8aEM8Iy7h/57hnI1AEPBHa0DavtNFQ0FRVV3wFFZsJX9uT1DDoDtGLbygn0qcXKYq/u3ICUmxgwmSmvgSS4mCalDR6AAuDl9ALVnPJUmbVaXokOOTDuLday7RuEAeMrJKSafy/mcz/v+vup+BmAo6KzwRW3J93LKtK036KFZED6xP9WB3XiMY3CAeOD2AUnmaS5ef33NS/k634Id0+jVeEx7r+81q6+sD1noGUc/B0hzYvsa7IY3VqF3Q608IxkyZMiofgi/+pyXvsr5kLFKd9Q+KyhN8BwpX/gbHY5892SlK9RbtwGtrc188JpL+hTlWSWvP5Kl32UR6wNPt+PLDN3OrZpsMA7xT+LRWPp4GAPRElryOXll+1tLcPzBcdT/iLWs3TNtcQDsFOgExfryJausiTn709HvwV01E4ChIFLTG2fRbUzgHbZ4qScI+F76SqSsUd1hK/tze4YcANsxbOUFu/sK1xD9ToeZFEWXKsgUiw95Bbzg8pPuHwAMBd0Ue1Fbwt03ktjanL4ZObPFS1jnHzQAB8BDjg8x+RxZg0V+f00IKYubz8uWDCoZbHIyTD03W866LAX6HO2Dg91hQjbRGbEzzOrn4J2D6JlBG/CmhawrqyyJJxkyZMioTvheWMwrowlSDwdgKIgntORrK6Lg0duvvOdGE2y+c5RaAIaCHN1/oC59AmrR4dDYt42grGbfELx+Owc6w4svLwCAT37VxN8BYo3Eh2SWzvATw6tcp/3e+3s4sPfFCgXtvLAvSX9dPnO2WJAcFhxJZRhBUtklpIvkNsViTzKuJx+rdDfJmUL+cQRYJF+JygzCTnuArezP7RlyAGzH+P/snXdYFFf3x6+JLb7JqD9TTLVFxSBi770RK3YsscWuUaPR7MKWscTee8HeNYqoIHbFLlGxG3vsvUuH/f7+GLiz4y4gMOvAej7PM8/z5uzMLfN6Ofc7995zMsoA23VB/oqcEITjjfkLxfarBy8jNGlbbJwF+fXyH+ybpkKAKKC5fnKKthe/C4vPLubOrKu37ZnX6muq233u8NUnvC0VdUsBUUCUObfi/d19Hp5k3ScfnuT1VLLKAVxygbZ5F40Hjbz+/oNsnX7pZaUREZP8v41BewfZnNta3lCeiFVbXU3Tc2UEQRBaMnyznMamht4XceacgCigtn4et1sHozx9+7lCzBw3lQFEAdMNnbit9KwB/G9so3HyMZZaU2W/MuLwCFgsFkUMDK/h0t/ok8VdUH6ufO+6S+s0fEMSYdFhim3HCdGYm1tt0/a77Kd6veNDxvPyB/eX3s/iJo4/e5wSjl1/qthJkPBvyDqgmvXH+kjz/wGigBp6X27/EAJgARlnfu7MkAB2YjLKAFt6+Ab/4/eL92hAFPCv6SduK+yzFXFx2n31tQ7Zf8ZUwuZ88pJDN1Spx/+KP3dmrexscXJf6m5XpAWeucfb0lA/AxAFPHgr/UBEdNJbo7Zc2yKvNI+W6j5YRnm+KCw6TJV+pgTr3MQ1p0ntOuvignLz5MnG4btJp8iyWCyotroav39Zo/gAY33klYX3HeCLIAgiPXHraRgKWH3s3WasDYgCNhgbKnxJ6K3nsFgsaDtP3sraXD8ZEAVEmv8PZXUruH140B6FD0lIG2Sd07fk0pKK3U/FF7vCr46LTfCriisrauKD7FF7rZyneF19qU99/pD9ybQT01SvU79fz8sf3i3+PbaV30/37d1VrzOlhEfFoqB3IP///4LJFRAF9PAWbQRwC/2k+B0D3yk+1t9+lj7+P3Y0GWV+7syQAHZiMsoAGxV4gf/x0/kMBkQBu43V5a/R4/do2r5q4/bwthwwVgJEAQOtctZN3alO5MXg28HcmdWPD3LxTwmlCH0RabuV2TpXccIHhAtWQSWKmYKSrXve6XmyI9XZrrRWW11NlT6mlMfhjxX931PBNj9ycnkXLz+7zO9N7Pzv+z7fTBAEkd7ou/IE9xsJEZ3jzDnRUD+D2+tO2oe1IbcUYmZPfOq9tYYm8gqfYSuevolCr529bM6uninmgtpTXBV/2xOujkbJ/5xydUG1GfI9Y46N0fr1cDoHdebtmu4VH+Ha6mjOH/v+UL1O6ywNCWkBrevU7depXmdqaDhNzgm9yuAJiALmGDrYCODRPr0AUUCQsQ63VRi1S/Mt7u+LjDI/d2ZIADsxGWWA9V0hO90Zho6AKGCpoSW3tfc9omn7Gk8/wNuyxVgPEAWYffrLX7k3n1elnjOPztjdhuy+UJ4EXH9hGw172q7LvC0DvPWAKOCgsRK3VR6zO9m6rQNw+fSWJiDzWsjO1WuLlyp9TA3N/JvJX9bjJxsTO8hta+bfLMnnrbeWNx0jn/91W5Q+0kcQBEGkB97e1rzR+DMgCjhiqoD8us12z3F28R7Jj93UtNrK6h1/ljP0YahC4K6JXwVeV7+YIiJ08SVSep+98R85x3aS/8aXWV4GD9480PjtyJgOmmz9ZXO5va03t1a9zpabWvLyFzeV3uHg/vKH4HEh41SvMzUYNp7h/wZ+99bZRHlOuIKNVeKjRPfhtn4rtcvv/L7JKPNzZ4YEsBOTUQZY0xmywPQzNgBEAaN9enHbn3+f1rR9HXyP8rasNDQDRAGTfH7ltsFrT6lSz61XtxQrledcpIlAlZnyJOHkw5M2z4mbzvG2DPPpZxN5scmMA8nW3W17N17HlPivyyO7apcD2Jqxx+Rooglno/dUUEbdvPM68XNDv277ld8ndrc9O1V1dVU6/0sQBAHlB+kq+sUIN38OiAJGHjcjcQAAIABJREFUWfnkhMtNtxY3TIUBUcBcQztuL6BXpge09i91JstBFs09ZAFXYpErFnoW4+mSylmd/Z34z0QN34gtvmd8edt+jfdJm2rKO6Yqrqyo+kpmzbU1efkJW8S76eX3t+DMAlXrSy1brY5kuenWINqcGxAFxceRUrpViDHnsjn/u/TwDa2b/97IKPNzZ4YEsBOTUQZYmZE7+B/AEFNZQBTQz9vAbdN2abs6Z70tLCFs/0JDG27rtsQ2PURqeB31WvE1/GhJyck1GC9PBHbftF3N7b/qJG/LdEMnQBSwxGoFvdPCY8nW3WBDA15HQo7cAb9bbTPWMPfiwTsH5ZWA+a44/ZP0XupPkt/Lqour7D77Ouo1Si4tye/zr+Vi07ehwUPfc48IgiDSJ/89eYMffeRznAnHkqLNudHT6iznjzp/vop315wfrlZZB0z+ZxVlnn9yHu5L3fnf3IQgTheKumBm62LoofuJrwyfdVEGlKq0qhKeRWiTBSIxtt3YxtvXcLy0q+iYu+Ny8sZZ4hTvb1dF6d21GunYwFupISwqBkWNW21Wesf69OQ2H5/fAVHAaZO74oPKvRdJB+t0JjLK/NyZIQHsxGSEARYeFav4A3jXnB8QBXjqp3LbhhO3NW2jt5+8pSfh3Mp6YyNuazXnkCr1WCwWRS7eHZUlJ+dllfd2/aX1Ns/9skBeoV5haA6IAqYYunDboDWhSdYbGxeLkstK2tRrna9x9cXVqvQxNUTGRqLcinKy2P05PohVb7l9vXb0svvszv92KraVJ6SssD5btvnq5vfcI4IgiPTL+G0XrfzyFmwwNuTngVcamsHoM4AHOAozf4GG+pn8fvfh2/E8LMqmzGknpskCcbEr3zpsfZ0s7oJfvX9SCMmgG8nHsHjfXHhyQfFRNqH9FebIfiX0YdJ+NyU8i3imeCfH4+NY1LP6CBx8O1i1+tJKz2X/8H8Pep9BVmJXCnZ1xFQBEAX85dOb39d6TtLBLJ2NjDA/d3ZIADsxGWGAXXn4WvFFOZaHzZcjSR699kTTNo4NkicDCV/Ddxhrclu9yerlx7WOLrm+ruTkeujkCYHvGV+bZxpMlYNObDXWAUQBRp8B3DZiS9JnlO+/ua+YmIS6SvXWmZJ+nOvAPQN5W/74TZo4ra8rf3Evuayk3QBhPgd8+D29h0jPba0mP+e2xE3VL/UEQRAZnaiYODSdeZD7kIK6TVge/3HV+npi/hYdvUcpPmL7nbT/wToqNgpeW7wUQq6d+BN8mxVDYHUpMnSDCcozweZD5vfc83fj7d1aB8tIPtNztGM+rF55doWXW2qBLLitU0Sde3JOtfrSit/J2/zfQ2ndSkTFb4Pu7W1Ce+8x/N9PJd0Sft+yD2j7M5Ax5ufODglgJyYjDLC9/z7kfwCr6hcCooAIcx6kp7D4c/fJyd17e5sAUUCIqSy3lR+1U7W6FIEumtgGuhgfMt7mmYqjd8kfC0zlbbaQz9yTdP7e4w+O8/KrzJKc67m3gm9dfX5VtT6mBr/LfrwtCemQzrm4oOrMxHNERsREoMLKCvz3RfGBQ0Z1kc//tg9or1GPCIIg0i+3noah9IgdVuJ2C7y8x2OdoTG2G2thuqETSulWKcTvyGQ+tj4Of6zwcUldv+36DVGxtivJ6YXqa6rbfKzuNVT21TNDZ6pW17F7x3i5NeL93+mflHEw7r+5r1p9aeVFeLRiG/RUQ2dAFPDY/B0emH8ARAHLDC3kDyzegXj8OlLrZr9XMsL83NkhAezEZIQBtuKonMKnrfc4QBRw1VRU8YcxJlbbAEWrj920aeMlUzFuK2rcqlpd1sFCEiIei91lp+pzwEdxv8ViQWGD7Ggum4oBooC23uO4bdWxm0nWufnqZl5+s1GSc91fVvscwNY8Dn8MtyVuNmd5h/aT302XoC6KZ6y3P5eb54pT8SvbTcbKk4bZp2Zr1COCIIj0zb/3Xyk+sCZ1DVoTiti45AM/vYp6hcF7BycqfBPyAsfGJZ27Xmt+CfxFFrutbX31n8F/qlbX1utbebkJmQze9tHp7WPByC3n+b+NIjo/XDUV5Su/102F4aJbz3//Y506gUQzEhlhfu7skAB2YjLCABu9Vc4BPMRnCCAKCDZW4bZ3SeHjaKyjGjbUzwREAQ/MPyicf0S0Os56yL4h3KH91VVyqpPayyuWfXb2Udz/JjJG0Y7H5u8AUYCHfja3bTuX9JfhOafm8PJ7/CltE95QR3au1ddUV6VvaaXbNvnjQMI26M01lZOAu6/v8vsH7R0kv7c/pPt3VVJ+Nb/24pqGPSIIgkjf3H8RgV8XhyQqfF2MQVhy6Abi3kH8WnP8wXEYDxrhsd4D5VeUR4tNLTD22FjcenXLQT1RF+vjNcaekn+Z01L21e0C2qlW14oLK3i5CXmSt9SQfV+llZVUq0stXkfGKD6eVNYtxgifvpjg0w3V9QvkLdIjdnxwq79AxpifOzskgJ2YjDDAeiyVgyXMNPxiszXGa572gREOXX3M21NFv9hqm7Y8CXj4MkKVukYdHcWdmq6v5Oh8m8lOte2Wtor7bz0N423Ir9vMz1CX0y3n9pAbSZ9xtc5paOgl1Tm3hWMceVqw3gZdeZYrzrrYBgKZdFyKVv0w7KEi+vOKhtLHhOHd5H612txK4x4RBEFkDI7/9wyGjWfgMSUY9ScHo+viECw5dAPP3qSvlcf3hfWH4+46yW/61ZZFaZXVVVSryzqAWP9BUl0rGsi+rLFfY9XqUpM9Fx+igD7pnQPbk/lA76xkhPm5s0MC2IlJTwPsRXg0Ttx8hr+P38aVh6+4vd7kffwPYaCxbnxi9L5yBMENZzRstcS5uy94e1x16/g2niI6P3nr8YNXyRf0DswOnS2vWsYHbVrjITs6j/UeivtP3XrO2+CuW83b9qPOn9uvWuVjtIf1yuq0+BzAI36V6/xj3x+q9C2tvIx6qYiSnSBqJ3SQ21ppVSWERYcpJgw1p8k5la3F8sKzC7XuEkEQBJEBCbwWKAvQsdK25COllDuS7AVmTA3mQ2abj9SzWsl+r9PWTqrU4wg2n7qLQt6BNsK3gD4ACw9c17p5mpGe5ucfKiSAnRitBljwpUfw3X8N+g1n0HruYZQZuVPxh29esBRQKS5OeX71gqk4IAro4j3S5l4tuf0szKr9W3gC95Sssr4rqy+u5k6tg8k2anH5FeUV9++5KAcRq6WfD4gCXpq/Urzv5L7Qe6z34OUnpBjqP8gqB/Bx7XIAv83ve36X349Zej8n3FxQzioa5rQT01BldRX+3+M6FrP5kPD2dmmCIAiCeFfOPj6riDGREJnZ2hedfXw2+YLegd92/cbLnPCL5M/GdJb92aC9g1Spx1E8ehWJtSG3YPI/C93605i84xKuJfNh3tkhAaw9JICdGK0GmPWqrr1Lt/40AKWwzK/bjDDzF4AooKbel9t3nH/w3tv/Nq/fOmf71PwNIAqoq5/LbTtVamfQjSDu1JrEB7s48Fawi8hY+bzM+uNyuoGW+omAKOCGqbDiK2tSZ7Ni4mIUW4V3VorPPTxMFsBr/12rSt/UwDoaZvHFrtheRWqvvo8yd2TCVXaeK/6Jz5nY0Sjf03dXX627QhAEQWRQXkS+UPiaw6VsgywGXAtQpa52Ae14mfOaSwJY11f2ZyOPjFSlHuL9QQJYe0gAOzFaDbBey44nKYBbzTkEADhwWT5bW0G3FBAFxJhzoZDV9l3r7dJaYbFYUNBqC881UxFAFNBKP5Hb1h+3n/swpRy9d1SxdddeuoMHb2SxPT/4Gm9DD28REAWcNJVWBJhIinuv7ykEZUKk5NpWOYAP3DmgSt/UwGKxKNJoJJyHCnF3QaXZrjYCeFSXYjz4lZvVOzx8V/uz5QRBEETGxXqnkV9tyXf20MnCVK0sA9a7tNZ4SD6t9xCrekIpm0FGgwSw9pAAdmK0GmDjt13kAqypfioOGysi0FiX20rFi7JlR2xTIF1/a/UyMiZ9pEIoZZUPMdRUChAFdPMezm0LVDrLcunZJe7UysyXt1WVnSeLt4tPL/L7xwbJ71rnMxgQBew01uC2upP2JVnfP/f/kYN2zJTz61rnAE5vkZL9r/jztpVY5Iqt1aR3NKu1couzx0RXnCkm/dbZIE8Wmvk3g8WSsoilBEEQBGFN+4D23K/MaSkJU1NP2dd47/dOcx0WiwVll5flZW6rKvm0dmL63KVFvBskgLXHKQXwxYsXMXbsWNSuXRvff/89smbNiq+++grNmzfH/v37k3z29u3b6Nq1K77++mtky5YNhQsXhslkQkRE4lF+IyIiYDabUbhwYWTLlg1ff/01unbtitu3k14VXLp0KcqVK4f//e9/yJ07Nxo0aIBDhw6lqs/20GqAbTghb8ttrJ8OiAIemb+3OZc6wipPnN5nECAK2GOsxm1Vx2mfAimBmhP28nbtM1YFRAGDvf/ktkk7LqlSz6OwRwoRF2pnRdZ69fLPv0/zNozz6QGIAtYZGnNb67lJr3RuurqJl9v8L0kAB5dTbrmOiFEnwrVaRMdFo7FfY96+ln/JHwoMvX5C8cWuqDHNFXsqSLZljZTCOPBaoNZdIAiCIDI4uv067lfE7j/ZfIjtENghzXW8jHqp8F9HS0p+rcEEeU6w679dKvSGeJ+QANYepxTA3377LRhjEAQB9erVQ5s2bVC8eHEwxpApUyZMmTLF7nNXr17FF198AcYYihcvjjZt2qBgwYJgjKFSpUqIjLTNVRYREYHKlSuDMYavv/4abdq0Qfny5cEYwxdffIGrV+0HcRo0aBAYY/jkk0/g6ekJDw8PZM6cGR9//DH8/PxUeQ9aDbBQq8jEP+n+5pGJ3XRruf34f0/R1Sq34DxDO0AUsMjQmtt+WXD0vbc9MTxnHuTt2mT0sIlWLW46p0o90XHRCme3v5zk7DxHu9oVcN2t0kj5GrwAUcAcQ3tu6738eJL1WUed7jVUcuDr68oCuMaaGqr0S20O3TmkeE8JeRgvFHXB7oouOFlc+t97K7ig+nT53XXd1pVWfwmCIIg0Myt0VpL+s/qa6mmu4+rzq7y8kgvkj70V5sh+7cwj7bNlECmDBLD2OKUArlevHlatWoWoKGX027lz54Ixho8//hjnz5+3ea569epgjGHAgAHcFhMTg+bNm4MxBrPZbPOMyWTiAvn1azmq3aRJk8AYQ/Xqtn8Ad+/eDcYY8uTJg8uXL3P74cOHkTVrVuTMmRPPnj1LVd+t0WqAvYyIVqz23jfnA0QBnvqp3Lb2n1uoPn6PHOzKWAsQBRh9BnCbyV+dCIpq0GnhMd6upYaWgChgqqEztw1cfVK1uiqtrCQH0ahhG8BpxYUV/N4Wsw/J55CNDQFRwGifXtzm7Ze0YzQcMNiIyDkt5S/Y7QPbq9YvtRmyb4hCBBt6/YRTP7nwCUJQVRfUsBK/pZaVwrXn6Ws7N0EQBJEx2Xx1M/cvnqMlcXqwjHIH1auotMUxOXz3sE1ckFNvxQW5/+bDzKWbkSEBrD1OKYCTon79+mCMYdiwYQp7SEgIGGP48ssvbVZ6Hzx4gCxZsiB37tyIjo7m9ujoaOTKlQuMMZw8aSuASpQoAcYYjh9XrsI1bNgQjDG7K9EDBgwAYwwTJ05MSzcBaDvAyv0lpz46aKxks2XYsPGMQiTfNBUCRAFtvcdx26KD6SdHXP9VJ3m7phs6AaKAxYZW3NZl0THV6mqwoQF3bAlpifoNlgXwzNCZ/N5aVluz9xqrAaKAIT5DuG3Ctn+TrKvrtq683GleUl3DrXIAD903VLV+qc2rqFdovqm5YrJRfq4runr/JEXiXKwMiuV3WZ2dFQRBEARx6tEp7l8qzJFXZ8vMl33P+Se2iy0pwd4xpb0VlCI7Oi46+YKIdAUJYO354ATw0KFDwRhDz549FXaz2QzGGLp162b3udq1a4Mxhr1793Lbnj17wBhDoUKF7D4zYsQIMMYgiiK3RUREIFu2bGCM2T0jvH//fjDGUKNGjRT37W20HGBe8w5zEbbM0AIQBcwy/KIIhJXwv4vr1vFt0u661dx+5NoTTdpuD5P/Wd6ukT59AFHARuPP3NZ81kHV6mofKAfWSEh5YJ3mxzrlQYlh23kbTplKAqKAX62CcyWXaN5eDmBrsT3luP3jAumFpxFP0WJTC8Vk4O3LbYkb1l1ap3VTCYIgCCfiWcQzu+dzG42TBXDQjaA01eF7xpeX1U0v7dLyq6PuNmvi/UMCWHs+OAHcsmVLu9uZPT09wRjDrFmz7D43ZMgQMMYwdepUbpsyZQoYY2jdurXdZwICAsAYQ7NmzbgtNDSUnw+2x5s3b8AYQ+7cuVPaNRu0HGA+fvIKr+jzGyAKCDLWsZ8WKT5/7R1zAYX9RVj6+ao5cfu/vF1DfIbYBOyqNXGvanX129WPO7cJHSRROtoq6f3gvYMBADGxcYr3ddtcEBAFNNNP4baNJ+8kWk9MXAzcl7rLgTQqSs67zfCMFV0yMjYSM07OQPkV5W3Eb/vA9jj3WJ3z2QRBEASRgMViURxZ8q8l+dBuetmHzj89P011jD46mpc15DdJAC/0lOcDrTa3Uqk3xPuEBLD2fFAC+OrVq3z19e1tyaVKlQJjDJs2bbL77NSpU8EYw+DBg7ktIZDVoEGD7D5z6tQpMMZQunRpbtu0aRMYYyhVqlSi7UzYVv3qVdrOjmg5wBYeuM5FWEfvUYAo4LKpmF0BbPbpb5O+p/KY9BMBGgB899vm2z1hlW+3zMik8+2mBONBI3du5h6Sw5vRRnZ4Xbd1BQA8fh2peI9vzF8AooDq+gXcFnzpUaL13Hl9R14lXeyK0/HnZ2tNlb9eH7yj3sq2owmLDsPum7sx//R8/H3p73SXvokgCIJwLtpsaSPv2GpRTM5GkBCb4oAhTeUP2juIl5WQ135iB3k+0GdnH5V6QrxPSABrzwcjgGNiYlC1alUwxuDl5WXze+HChcEYw86dO+0+7+vra7N1ukePHmCMwWCw/wfuypUrYIyhSJEi3LZy5UowxlClSpVE25oQxfrevXvv1LeEgfT2lS1bNs0G2N5/H8piVrcYEAVEmXOjoG6TjQBebWgKiAKmGTpxW/el/2jS7sRY988t3rY2+gmAKOCqqSi3/egTqFp04Un/TOLO7feBkgBe2lh2eM38pR0Flx684vUX0fnxbeTFdeu4/eydF4nWE3I/hJdZbYZ0tuisiwtKLJIF8I0XN1TpE0EQBEE4G9bBGId3K2bzwbrT1k5pKv+XwF94WQm5hq0FtnhIVKcjxHuFBLD2pEsB3LJlSxQtWjRF17FjSQch6t27NxhjKFiwIJ4+fWrz+48//gjGGHbtsp9Pbf78+TYCuHv37mCMwWg02n3m8uXLNgJ4xYoVYIyhatWqibb1m2++yfAC+NbTMC7C8us2I9z8OSAKqKn3tRHAp03ugCigt7eJ29TKq6sW28/d522rr58NiAIem79TrsBGxqhS16Kzi2zP/NS2TU105NoTXndF3VL+kSGfbgu3330enmg9G69s5GW2iA+usa+8MrhGZKxt6i+CIAiCIIBpJ6bJq7FDJH+9rp4sgGuurZmm8q3jdKzxkARwnz/sB8UkMg4kgLUnXQrgMmXKgDGWoss6ONXbDB8+HIwxfPXVV7hy5Yrde2gLtLrExVlQ1LiVC7HQ+ABN/b29FaKxoG4TIs15bLbuBp1NX2H9j1qJzQrxYjM6BWIzJfhd9uPOrfUIV57bNsHmvtQdcZY4BJ65x+tuqJ8BiAIemH9QvN+I6NhE67GXw9DacddaW0uV/hAEQRCEM+J/xV+O0jxK8tf7yyo/JIdFh6WqbIvFglLLSvFytleRjim1HZax4nQQtpAA1p50KYDVZObMmWCMIWfOnAgNDU30vvQWBCtXrlzv0r0k0XqAtZoj56j1NXgBooBlhhYKgeapnwqIAl6a8yK/bjO333qaOofhKP69L283dtGt59uNf9L9ze0X7r1Upa7g28HcudWbJDnU425Kh/o04imWH/mP1/2L92hAFHDB5MptxUxJR5/0OeDDyzPFnzWe3UoWwB0CO6jSH4IgCIJwRk4+PMl9ZqXZciqkUr7yUaJ/nyadjjAxnkc8V/j9EHepbI+Jctl7bu5RuUfE+0Dr+Tnh5AJ4xYoVyJQpE3LkyIGDB5MO5vOuaZD27JH/2LxrGiTriNPh4eHvlAapevW0h7bXeoCNDbrIxVhPb7ONQMunC8B4n+42EaLLjNyh2nlatbj/IsKq3VsQaf4/QBRQSbeE2w9fVSdt07kn57hzKz/XvkO9/Owypu26zOse4K0HRAEHjZXeOZBYp62deHkz2khbq4Z1k78sDw1OvzmACYIgCEJrHoc/lkXqYlf8U0Ly1w0myP56x3+pC5J56dklXkYpX3kuUG6uXDZlOciYaD0/J5xYAAcGBiJz5szImjUrtm/fnuz9x44dA2MMX375JSIjleceHzx4gCxZsiBnzpyIjpZT80RFRSFnzpxgjOHkyZM2ZZYoUQKMMYSEhCjsDRo0AGMMU6bY5lgdMGAAGGMYP378u3Y1UbQeYLsvPpBFrW4lIAqIM+eEm24Ntx8xVQBEAQafgbKYW237LrUmPCpWIdwfmb8HRAE/62epvm37/pv7Cod6yk505sN3D0PcdI7XPcynHyAK2GKsz21NZhxIsp466+rI26jqSwK4r9XZomknpqnSH4IgCIJwRiwWiyIF35Yakr/u6iP70gVnFqSq7IN3DvIyak+RBHCoqwuKL5bnAg/DHqrcI+J9oPX8nHBSAXzw4EF88sknyJw5MzZu3PjOz1WpUgWMMQwcOJDbYmJi0KJFi0SDXRkMBjDGULlyZbx584bbJ02alGiwq507d4Ixhjx58uDy5cvcfvjwYWTLlg2CINgN1JVStB5gz8OiFKLxmqkIIAro7D1S2qKrW48oc26b87/r/rmlWZsTw2KxoLBBPtN8xeQCiAK8vMdz29oQddodHRut2PYUXE5yqM1GyU5vy7Ut6L/qJK97mqETIApYamjJbZ0WJh4YLio2Cm5L3Hh5eytIdbQaKdex/tJ6VfpDEARBEM5Kq82tuN/0bSZ9TPbuk/ZIzesvrU8yHkiJpSUQE6dO8E3i/aL1/JxwUgGcEESqQIEC6Ny5s93L19fX5rnLly8jT548YIzBzc0NXl5eKFiwIBhjqFChAiIiImyeiYiIQIUKFcAYw9dff402bdrw/86TJ0+iQbcGDhwIxhhy5MgBT09PNGjQAJkzZ8ZHH32E9evVER7pYYDVm7xPFoiGJoAoYIHBC/l0AejiPRIQBdwyFVIEk7r/wvY9pwfK/rWTt/EfU1lAFNDT28xt84PVyztbZXUV7uQ215TEaRerL8pLzi3BLwuO8rpXGJoDooAphi7cNmhN4mfe/3v5n+xEF7nirItUR/XpsgA+cu+Iav0hCIIgCGfEOlfvyK6SAJ7WVo6n0SWoS6rKnRk6k5fROyHCdH253NrraqvcE+J9kR7m5x86TimA3yVqdOfOne0+e+vWLXTp0gV58+ZF1qxZUahQIRiNRoSHJx7hNzw8HCaTCYUKFULWrFnx1VdfoXPnzrh1K+kVwcWLF6NMmTLIkSMHcubMCQ8PDxw4kPS21ZSQHgaYj98ZLsh+9R4eH/DqKxTXrUOwsYrNqmWdSfs0bW9S1Jkki/ldxhqAKGCozx/yeeZtF1Wrq+nGptzJLWskOdSBA2UBPOmfSWgwdT+vO9BYFxAFmHz6c9uILecTLf/QnUNytOep0pfl0z+5wM1qa9WtV+lvJZ4gCIIg0hNTjk/hfrPfYEmorvFIu1A1HjTyMgy9pHLntJTLbR/YXuWeEO+L9DA//9BxSgFMSKSHAXbg8mNFPuBLpmKAKHABGWXOjSr6xfye0YEXNG1vUrSYLUe13mBsCIgC/vLpzW2GjWdUq+vXbb/aBKgSu8sC2OeADyqO3sXrPmoqD4gC+nkbuG3mHvu7DwBg7b9reVlewyXHuuutrVXRcdGJPk8QBEEQBLDh8gbuO1v+JX1Q3ldembkhPCblaRK7b+/On5/STpoHjOwqC+DBewcnXwiRLkkP8/MPHRLATkx6GGAWiwUeU4Llbbnef/IUQhAFLDa04r8V8g7EzSfpK/2RNb8uDuFtXWRoDYgCZhp+4bbfVqkXvGvovqE2W6qmtJMdX88dPRVnkhM+LLTzHsttq47dTLT8yccn87L6D5IE8Kqf5fLr/11ftb4QBEEQhLMScj+E+84qsyQBfK6oC0ouUGZuSCmN/Rrz55fH7wT73Won2PiQtAdLJbQhPczPP3RIADsx6WWA+YfekUWuzh8rDZ44ZSqJA8ZKKKVbxX8zbjyrdVOTZNCaUN7WKYYugChguaG5nIt3wVHV6hp7bCx3cn/8JgnURU1lgdrcX5lP+bH5O0AU4KGfzW3bziUelfqPfX8keWap67auqvWFIAiCIJyVB28eKDI3nHCzzde787+dKSrTYrGg3Ipy/Pmt1aQyOxplAbz8/HIH9YhwNOllfv4hQwLYiUkvAywmNk5xftbeVcwUhIcv02fwqwTspR3abJV2qGkyaYdSgu8ZX+7kuuskAbyhjrylqtrqGoqt5bHmnIAooJxuObeH3Eg8knjbLW15WfNaSALY0Et2rMaDthHPCYIgCIJQEmeJU4jVADupkOafnp+iMl9EvlBsoT7mHp9feHzqRTWRfkgv8/MPGRLATkx6GmBn77xAcfO2RAVw0Nl7WjcxWabsvGSzlTvYWIXbaozfo1pdfpf9uJNrNdJe+gN35NNtRj5dANx1q/mW8h91/rw9Vx+9TrT8aqur8bL86kiOtYdOdtZzTs1RrS8EQRAE4cy03txa/qjcXPqobOwp+1T9fn2Kyvv36b/82dK+0hzgQlEXlJ8rC+Czj9P3rjkicdLT/PxDhQSwE5PeBtjd5+EwbDyDepP3wX24glgOAAAgAElEQVT4dlQcvQudFh7D8f+ead20d2LRwetcXHb1HgGIAk6ZSnKb+/DtqtUVfDuYO7l6kyTnd9xNGVQjv88a5NMFoJZ+Po+ubf1R4dmbKLtlh0WHKco5WEZyrJ6jZce6+epm1fpCEARBEM7M0GA5boe5h23E5jZb2qSovH239tnMAU64uaC4VaaGx+GPHdQbwtGkt/n5hwgJYCeGBpi6bDhxm4vLFvpJgCjghqkwtxXQByAuzqJKXeefnOdOrtw8+etvKV/Z+RUwL0A+XQBa6iemqC2Xnl3iZZRaIJddabZc9smH6gX0IgiCIAhnZs6pOdx/dtNLAnhzDfmjdbkV5WCxvPv8YM3FNfzZdqJU3o7Kcnkll5VEnCXOgT0iHAnNz7WHBLATQwNMXXZffCDnK9bPBUQBz81fK1ZdX0aokzro7aAap1wlkVprqixSC46Ygny6APTwFgFRwElTad6O0iN2JFr2npt7kv2y/DDsoSr9IAiCIAhnZ/uN7dx/eky071fvv0k8MOXbTD0xlT/322DbTA0e6z0c2BvC0dD8XHtIADsxNMDU5fh/T7nALKtbAYgC4sw5kT/+LG4+XQBuPVUnjVN0XLRim/K+8pIAbv6X7EwLjRqBfLoA6HwGA6KAnUY5MFadSfsSLXv5+eW8jA4mybEGVZW/LJdeVpq+LBMEQRDEO3Ll2RXuQ90XuuKsi+Szq0+XffahO4feuTz9fj1/Tuwu+ekZbWQB3Dmos+M6Qzgcmp9rDwlgJ4YGmLpcefiKC8zCuo088JSbbi23n73zQrX6qq+pLgeqqi050256OahG4fFDkE8XgHE+PQBRwDpDY96O1nMPJ1qudYqlQQMkx7q0sexYG/s1Vq0PBEEQBOHsRMdGw32puxyhuZLks9uJqUtb1HFrR/7czNZSUC2xu1yWbr/Ogb0hHA3Nz7WHBLATQwNMXR69ilRsdw43fw6IAqrqF3LbwSvqBaVotbkVd3YLPSUHOOQ32QEWmdwT+XQB8DV4AaKAOYb2vB29lh1PtNzfdv/GyxjTSSp3QgdZAPfa2Uu1PhAEQRDEh0Bjv8bcjy5tLPnWof1knz3i8Ih3LqvW2lr8uXX1pLL6DJHLmn5yugN7Qjgamp9rDwlgJ4YGmLpExcQpBPA9c35AFNBIP53bAk6rl86pz84+3NlN6CA5wFFdZKFadHpb5NMFYL2xISAKGO3Ti7fD2+9MouU239TcRlhbO+mRR0aq1geCIAiC+BCw/rg8qovkW6e0lX12l6Au71ROREyE3SNQLa2OQPld9nNwbwhHQvNz7SEB7MTQAFMfF2MQF5kXTa6AKKC99xhuW3n0pmp1iYdE7ux8etumVSg2uyHy6QKw11gNEAUM8RnC2zFh2792y7RYLCi/ojwvY0sNybF2NsgCeNHZRar1gSAIgiA+BCYfn8z9aN8/JJ+9rp7ss6uvqf5O5Vx7cU1xnvhc/HniqjNlARxyP8TBvSEcCc3PtYcEsBNDA0x9KozaxUXmUVN5QBTQx9vIbbP3XlWtrpmhM7mz6zNEcqZrPGRn+tP8qsinC8ApU0lAFPCr93DejoUHrtst81nEM8WX5WPukmNtMF52rNtvqJfPmCAIgiA+BPyv+HM/6jlaigR9uLSLwue+iEw+Tkjw7WB+f50pUjmnXJURpe+9Vm+3GfH+ofm59pAAdmJogKmPx5RgLjK3G2sBogBvn0HcNnrrBdXqWvvvWu7svIbZ5gF0XeyOfLotuGUqBIgCmumn8HZsPHnHbplnH5+V8xJa5RcuM192rOeenFOtDwRBEATxIXDm0RnuR8ta+dcKc2T/GvowNNlyVl1cxe9PLAdwbFzse+gR4Shofq49JICdGBpg6tN67mEuMtcZGgOigLE+PblNv+G0anXtu7WPO7z68fl6/ymh/Jqc32ct3pi/AEQB1fULeDuCLz2yW2bQ9SD+bKNxUplHS6b8CzVBEARBEDKvo14rfOmBspIAbmF1dnfD5Q3JljMhZAK/f+BASQCvaCjv/mqwocF76A3hSGh+rj0kgJ0YGmDq033pP1xkytGXO3BbnxWJR19OKeefnE92tbaoeXaK0jHNPTWXP9tNLzlW/1qyAK64siIsFotqfSAIgiCID4Xaa2tzf7rGQwqE1X+QHGNjQsiEZMsYuGegTTCtye1kAdxje4/30BPCkdD8XHtIADsxNMDUZ8i6U3KgKZ9ugChglcGT29rNP6JaXY/DH8tfkxe74mRxSQDXmSwL4LIjhgGigGhzbuTTbeHtuPs83G6ZPgd8+LOGXpIAnttCdqxttrRRrf0EQRAE8SHRbXs37k8ntZfE69hOso/ts7NPsmVYp0D0bSaVoesri+hhh4e9h54QjoTm59pDAtiJoQGmPiO3nOci0+gzABAFBBrrclvDaftVqys2LhbuS92509tVURLArUfIArj6mN8AUcBD8w+KFE0R0fbPB3UI7MCfndlacqxid9mxDt03VLX2EwRBEMSHxKijo7g/HTRA+si83Gr78s/rf07yeYvFgkorK/H7N9eU/H5Xb9lPLziz4D31hnAUND/XHhLATgwNMPWZvusyF5n9vb0BUcBBYyVuqzJ2t6r11V4nb6daV08SrL2Gyo6w7sR2gCjggsmVt6GYKSjR8qqtrsafXV/Xxaa8GSdnqNp+giAIgvhQWH1xtbyjargkgPdUkI8ZuS1xQ1h0WKLPPwl/YjdTQ6Nx8ofvoBuJ+3giY0Dzc+0hAezE0ABTn2WHb3Ch2cl7FCAKOGdy47bi4jZV62sX0I47vXnNJQGs7yML1vpTGwGigEPGirwNlcfYF+Evo14qHOuh0pJjbTpGdqybr25Wtf0EQRAE8aFw7N4x7k8rzZZid5x7K3bH6UeJB8s8/uC4zfMXirqgtK/8/Pkn599jjwhHQPNz7SEB7MTQAFMf/9A7XGh66qcCooDb5oKK7cexceoFkRqwewB3emM7SQJ4wi/ydqp6M6sDooAtxvq8/iYzDtgtyzoFknWKhnJzZcd66tEp1dpOEARBEB8SzyOeKz40Hywj+dnmVpGg111al+jzf1/6m9/XcqTkp/eVV2ZqSGoFmcgY0Pxce0gAOzE0wNRn778PudCsqfcFRAEvzV8pBPCzN1Gq1Wd9nmjIb9J2qkVNZQFcfV45QBSw1NBSXpleeMxuWQHXAvhzjcdKjvVIKaVjfR7xXLW2EwRBEMSHhvXRpZUNpA/XgwbIO7dGHhmZ6LPjQ8bz+/oPknz+qp9ln1/377rvsSeEo6D5ufaQAHZiaICpT+it51xoltKt4imICuo2cfuNx29Uq2/R2UXc8XXxkZzh5pqyaC2zsAQgCphi6MLrH7Qm1G5Zs0/NltMo6KSy/GrLZVVeVVm1dhMEQRDEh0ifnX1s0hhNayuL2F8Cf0n02b67+trs+prYQX62+/bu77EnhKOg+bn2kAB2YmiAqc/1x2+40Cyo28QFcEndKm4PvaXeKmrQ9SCbVdtDpZWrtq+H5YTJpz+vf8QW++eD9Pv1/BlTD0kAz24lO9Z2Ae1UazdBEARBfIhMPTGV+9Wef0q+1r+W7LfLryiPOEuc3WcbbGjA71veSBLAg/vLq8ejjo56z70hHAHNz7WHBLATQwNMfZ6+iVJsd35l/goQBdTQ+3LbvkuPVKsv9GEod3wVrQJilFwgnye68lce9PM28Ppn7rlit6z2Ae35M7NbSY7V1EN2rLr9OtXaTRAEQRAfIkE35A/XHhMlv32yuAvcFst+++bLmzbPRcVGocTSEvyehNSHXsNkP73q4ioNekSoDc3PtYcEsBNDA0x9YmLjFAL4trkgIArw1E/ltk2n7qpW34M3D+TV3sWuOFlccoh1psiOdP/YL9HOeyyvf9UxW8cKAFVWV+HP+NWWyumhkx3r7NDZqrWbIAiCID5Err+4zv1qiUWuOOUq+du6k2W/vf3Gdpvnrjy7wn93X+iKsy7Sc9VmyM8dvntYgx4RakPzc+0hAezE0ABzDMXN27jYPGdyA0QBnbxHcduywzdUqys2LhYll5bkzm9H5fgvwsNl4bp24jfw0M/m9QedvW9TzovIF4pt00dKSeU0His71oBrAaq1myAIgiA+RGLjYlF2eVnuWzfVlPxtzz9lvz3p+CSb57bf2G6zcnzCzQXFrVaO77+x9e9ExoPm59pDAtiJoQHmGCqP2c3F5iFjRUAU0N/bh9tm7L6san0e6z3k7U8/S1uX+w2WHem0qd+jnG45rz/kxlObMk4/Os3vLzdX3kpddp7sWM8+PqtquwmCIAjiQ6RDYAfuWye3k/z2eKsUhl2Cutg8M+3ENJtAldZBL8utKAeLRb00i4R20Pxce0gAOzE0wBxDg6n7udjcaqwDiAKMPgO4bWQiQahSS+egztwBzmgjOVKxuyyA9TML4EedP6//ysPXNmVsvrqZ3990jP1gWi+jXqraboIgCIL4EBl7bCz3rX3/iM+6UEcpZmPjYhXP2IsePd1LFs3tA9pr1BtCbWh+rj0kgJ0YGmCOod38I1xsrjR4AqKAiT6/ctsf606pWp919Gaxu+RIZ7SxSqkwp0iyeYhnhs7k9/caKpWxwcoZV1tdTdU2EwRBEMSHSuC1QO5f602SPjqHurrAfaG86+ryM+VusVpra/Hf7OUPHnF4hEa9IdSG5ufaQwLYiaEB5hj6rjjBxeZsQwdAFLDQ0Ibbui0JUbU+621R/QZL4nXVz7IAru3ryusuoA9AXJztFqmhwUNtRPSs1nIZHQI7qNpmgiAIgvhQufXyFvevbotd8U8J27gbGy5v4Pc/Dn+s2JF1uLR0f/NR8v3rLq3TsEeEmtD8XHtIADsxNMAcg4/fGS44R/n0AkQBG4wNua3F7EOq1rf237XcAXoNk8Trzkry6q374uLIp9uEfLoAlB6xw24ZXlu8+P1zW0hflo095S/LPgd8VG0zQRAEQXyoWCwWReaFNR6S3/19oOx3xUMiv//AnQPcXnWmtGJ8zsUFpX0pToczQvNz7SEB7MTQAHMME7b9y8XuEJ8hgChgj7Eat9WauFfV+qwdY+0pkmM89ZMyp2B+4zLk0wWgzqR9Ns9bLBZUWlmJ3+tfS/qy3E0vO+K5p+aq2maCIAiC+JDptbMX97F/dZUE8OxW8s6rxn6N+b2+Z3y5vaNR+tC9o7LVh+6l7oiMjdSwN4Sa0Pxce0gAOzE0wByD7/5rXOx29x4GiAJOmkpzW6lEVmFTy38v/1PkFDxTTBKwNabLArjgiCnIpwtA6zm2OQIVW6sWuyLEXXq+0Tj5+aDrQaq2mSAIgiA+ZGaFzpKPGZkkURtcTpnW6MGbBwCA3/f8zm2mHtK985rLYrmZfzONe0OoCc3PtYcEsBNDA8wx/H38Nhe7LfUTAVHAdVPhZM/hppbo2GiUWFqCO8LdFSUB28YqF/CPY4zIpwtAr2XHbZ4/cu8Iv6+K1daqUgtkJ3zhyQXV2ksQBEEQHzoh90O4jy0zX/54XXuK7Hs3X92MOEscqq2uxm3LGkmrxfo+so/33u+tdXcIFaH5ufaQAHZiaIA5hl0XHnCxW0c/FxAFPDd/rYjE/CI8WtU6rXMBJ0SHHPC77ByLTOqDfLoA+PidsXl2xYUV/L628WeId1WUt1aVWFoCETERqraXIAiCID5kImMjUWZ5Ge5r/eq42Phu00ETLj+7LAfMWiQHzGo6RhbKKy+s1Lo7hIrQ/Fx7SAA7MTTAHMPx/55xoVtGtxIQBcSZc6KAbjO3//fkjap1dt/enTvCye0kATy6s7w9qugMKQr1pO3/2jw77PAwft/QfpIAXtJEfrbhhoaqtpUgCIIgCKDb9m5yGqNfi9lsba7/d33FR+omY6RdWsdLuMBtUeIpk4iMDc3PtYcEsBNDA8wxXHv0mgvdQjp/QBQAUUBJ3SpuD731XNU6RxwewR3hn30lEbvQU3aixebWQT5dABYfvG7zbMetHfl907wkB/xXV/nZ/rv7q9pWgiAIgiCA+afnc1/bZrjkuw+XVgax/Hn9z/JW5z7SPcsbyT662upqiLPEad0VQkVofq49JICdGBpgjuHZmyjFdueX5q8AUUBNvS+37fn3oap1Lj67mDvDzgbJQQZWl7cxuy4qhXy6Ldh06q7iOYvFgkqr5AjQCVuweg2Vt2BNOzFN1baqgcViQVxcHF100UUXXXQlelks6sXbcASnHp3ivrbkAlccd5N8cMu/ZAFsfS1vKH2k1vWVffSgvYO07gahMjQ/1x4SwE4MDTDHEBtnQX69LIBvmgoBooDm+snctvHkHVXr3HVzF3eGHhPjt0i5KaNJ5jeswsErjxXPPQx7mGwE6C3Xtqja1tQSFxeHZ8+e4dq1a7hw4QJddNFFF110JXtdu3YNz549Q1xc+lsljYmLUQS4mttCErgTOxSzEb+lfGWB3GSs7KNXXVyldTcIlaH5ufaQAHZiaIA5jhLDtnOxe9rkDogCunqP4LZFdrYip4VLzy7JTnKBK84VlZxk5VlWqZCGzcCFey8Vzx26e0jeRjXDfgToi08vqtrW1GCxWHD37l3NJ1J00UUXXXRlzOvevXvpckV4+OHh3N92it/BdbCMcht08SXF0UMn/bavvPK3K8+uaN0FQmVofq49JICdGBpgjqPG+D1c7AYbqwCigMHef3LbpB2XVK0vLDpM4Sj3l7PdRvXjGDMevlRGc15ybgn/vZ0YHwG6kjICdGRspKptTQ0vX77kk5gnT54gOjpa8611dNFFF110pe8rOjoaT5484f7j5cuXyTuc98zRe0cV26ATojy3HfaTwq8nbH8eaRWjo7Ff43Qp6om0QfNz7SEB7MTQAHMcnjMPcrHrb/wZEAWM8OnDbSb/s6rXWXllTe4UV3vYS4XUC9Gxyi1guv06/rtPb9vgWY39GqveztRw+/ZtXLhwAQ8ePNC6KQRBEEQG48GDB7hw4QLu3FH3+JEaxMbFovqa6tzvTmkr+e919WRfXGWWK866SMK43iT5w7bvGV+tm084AJqfaw8JYCeGBpjj6LLoGBe7iw2tAFHAdEMnbvtt1UnV62y0Vo7mPP4XyYFOsD5HNKe5zTNNNzaVHWkz6RlDL1k0D9k3RPV2poZLly7hwoULCAsL07opBEEQRAYjLCwMFy5cwKVL6u6+Uouxx8Zyv1tjuitO/6RcBZ7dSvLP/rXkHVpuS9xw7/U9rZtOOACan2sPCWAnhgaY4xi0JpSL3SmGLoAoYLmhObf9suCo6nW2Wectpy4aJK3mrvGQBXCJhZUV94dFh8FtiRv/fVclyeF2MMsCeOHZhaq3M6VYLBa+fS02Nlbr5hAEQRAZjNjYWO5H0uOW4ftv7qPUslLc905qLwneI6VcMLaT9L/PFXVBC6tjTd22ddO62YSDoPm59pAAdmJogDmO4ZvPc7Er+vwGiAK2GOtxW+PpB1Svs/2a6dwxeo525fkErc8QPYt4xu8PfRjK7WXnSfe/HTjr8N3DqrczpcTFxfGJS1xc+oviSRAEQaRvMoIfGXV0FPe9FWe7IqC6C/fLF4q6YFxHZWToQ3cPad1kwkHQ/Fx7SAA7MTTAHMe0XZe52B3grQdEAQeNlbitytjdqtfZbula7hjLzJcFbaXZsqANuR/C7191cRW3txwp3X+grFIwP494rno7U0pGmLgQBEEQ6ZeM4EcehT1C5VWVFX58VqtiWNGwGH4f+BNKLJJ9ufd+b62bSzgQmp9rDwlgJ4YGmONYdvgGF7udvEcBooDzJjduczVvU73O5rN3K8TrvvKSAG49Qnaaqy+u5vebD5m5fWg/acv08kbyF+Z6f9dTvY2pISNMXAiCIIj0S0bxIwfuHID7UnebHMDWV511dfAi8oXWTSUcCM3PtYcEsBNDA8xxbD51l4vdJvppgCjgrjk/t+XTBSAqRl0nXGvCXvw0X44kubyRdG7oj/7ymd4Rh0fw+z03enL7nJbSvSN+lQVw/939VW1faskoExeCIAgifZKR/Mihu4dQcWVFu+K3/t/1cf3Fda2bSDgYmp9rDwlgJ4YGmOM4cPkxF7pV9QsBUUCY+QuFAH74KiL5glJAiWHb4TKjFXeUo7pIonaalyxqvbZ4AQCeRzxXONU9FaTV4l9MsliefWq2qu1LLRlp4qIVjx8/htFoRMmSJZEzZ0588sknKFSoEHr06IGzZ1OfcuvGjRtgjKFGjRppbqOaZaWGxYsXgzEGURRT/OySJUvAGMO2berv3EgrWr9XRxIeHo68efOiYcOGWjeFyOBkND9y/819mA+Z8fP6n9FwQ0MM3DMQ/lf8ERUbpXXTiPcAzc+1hwSwE0MDzHGcvfOCC1033VpAFABRQBGdH7dfevBKtfqiY+OQTxeAwhP7yxEi9dK25q3V5HO9JZeWRERMBPbc3MNtVWe68giT5ebK26WP3lM/UnVqyGgTl/fNzp07kStXLjDG8MUXX6Bp06Zo3bo1XFxcwBjDxx9/jDFjxqSqbBLAQEREBL7//ntUrFjRMQ1LI1q/17TwLm2fPHkyGGPYvVv9uAnEhwP5ESIjQfNz7SEB7MTQAHMct5+FWa32bkGMORcgCiivW8btx64/Va2+h68ikE8XgIIjx3MBW21GvLB1cUHZebKwPf7gOCb9M4n/d3edrVB2X+qOsOj0kXOXJi6JExISgqxZsyJTpkwYM2YMYmJiFL8HBgYid+7cYIxh2rRpKS4/OjoaFy9exM2bN9PcVjXLSg2pFcAJAszf398xDUsjzi6Aw8PDkStXLpQvX/79NYxwOsiPEBkJmp9rDwlgJ4YGmON4Exmj2O782PwdIArw0M/mtm3n7qtW38X7L5FPF4D8PmsUW5uDy0lbm72GKXP7tg9sz/97Ygdpq/TkdvJW6bZb2qrWtrRCExf7WCwWFCtWDIwxjBw5MtH7goODkSlTJmTPnh3//fffe2xh+iK1ArhIkSL4/PPPER0d7ZiGpRFnF8AA0K1bNzDGcOLEiffTMMLpID9CZCRofq49JICdGBpgjsNisaCwz1Yudq+YXABRQFvvcdy2JkS9lbCDV+QzxyXmV+VC1reZJG7NPWQB3G1bN5RcVpL/d0ANSST3+FO+Z1zIONXallYSm7hERMfi0oNXGf6KiI5N1XsJDAwEYwzffvttsuKsTZs2YIxh6NChCnu+fPnAGIPFYsH06dNRokQJfPLJJ3B3dweQtECJjo7GX3/9hUKFCiFbtmwoUKAARFFEdHQ0L9eaxMqyFqY3b95Eu3bt8PnnnyN79uwoU6YMNm/ebFO3xWLBqlWr4OXlhcKFCyNHjhz49NNPUa5cOcyaNcvuBDc1Anjfvn1gjKFPnz52f0/u/QFAVFQUpk6dirJly+LTTz9Fjhw5UK5cOSxYsAAWi8WmzP3796Nfv35wc3NDrly5kD17dhQtWhQ6nQ7Pn9umJUuNAK5RowYYY7hx4waWL1+O0qVL45NPPsEXX3yBTp064c6dOzbPPH/+HNOnT0f9+vXxww8/IGvWrPi///s/eHh4YMeOHcnWs3LlSlSoUAGffvopcubMCVEUwRize3Xu3FlRzu7du8EYQ+/evd+5jwRhDQlgIiNB83PtIQHsxNAAcyzl/trJRWmIqSwgCujlbea2OfuuqlbXJquo0xWnNbNJb7SiYTHFynDCVWm2K865SAK42gx5m/Su/3ap1ra0ktjE5dKDV4pV9ox6pfYseL9+/cAYw++//57svf7+/mCMoXjx4gp7goDr2bMnsmTJgrp168LLywvNmzcHkLi4slgs8PT0BGMMn332GZo1a4amTZvi008/haenZ6oEcOfOnfHll1/ihx9+QLNmzVCpUiUwxvDRRx9h+/btimciIiLAGEPu3LlRpUoVeHl5oU6dOsiRI4ddAWVdT0oE8JAhQ8AYw9q1a+3+ntz7e/PmDapVqwbGGD7//HP8/PPPaNiwId+W3qtXL5syK1SogGzZsqFMmTJo0aIFGjVqhK+//hqMMbi6uuL169fv9F6TIkGY9uvXD5kyZUL16tXRtm1b5M+fH4wxfPfdd7h9+7bimaCgIDDG8P3336NOnTrw8vJCpUqVkClTJmTKlAkLFy5MtJ6ePXvio48+QrVq1dC2bVtUqVIFGzduRMuWLcEYw1dffYXOnTvzy9fXV1FOREQEsmTJgh9++OGd+0gQ1pAAJjISND/XHhLATgwNMMdSf3IwFzk7jDUBUYDeZxC3jd56QbW6Fh+8zsttOK4zF7Keo6VzwCHuLiixyNVGAPcbLAnkwOry+V+3JW54Ev5EtbalFRLA9qlSpQoYY1i+fHmy996+fZuLSevV4gQB9/nnn+PcuXM2zyUmrpYvXw7GGH788Ufcu3eP22/dusXLTKkAZoyhf//+inPMU6dOBWMM1apVUzwTExODDRs2ICpKGRH10aNHKFu2LBhjCA4OtltPSgRwhQoVwBjD9ev2044k9/769OkDxhg6duyoEK6PHj3iZQcEBCieCQwMxLNnzxS2yMhI9OzZE4wxDB8+XPFbWgRw5syZERgYyO3R0dHo0KEDGGNcxCdw/fp1HDp0yKaskydPIleuXBAEwUacJ9STPXt27Nu3z+bZlLS9TJkyYIx90Nv4idRDApjISND8XHtIADsxNMAcS5u5h7nIWWdoDIgCxvn04Dbd+tOq1TVp+7+83B7DenMxW2KRK46WjD8HPPwnGwG8pIm0RXp4N3mFuENgB9XapQYkgO2TEOX57dVRe0RGRnKR+eDBA25PEHATJkyw+1xiAiVBfK9evdrmmUWLFqVKABcsWNBmK3dMTAxy586NLFmy2IjdxNi5cycYYxg8eLDdelIigD/55BNkyZIl0d+Ten8PHz5ElixZUKBAAURGRtr8furUKTDG0KRJk3dqS3h4ODJnzozSpUsr7GkRwO3bt7f57cmTJ/jf//6Hjz76yO5WaHsYDAYwxmy2q1uvNNsjJW1PEOabNg7oa5MAACAASURBVG16pzYRhDUkgImMBM3PtYcEsBNDA8yx9Fz2Dxc58wztAFHAPEM7buu57B/V6vLxO8PL/cunJ2ovkFd0Z7a2DXJVfElxlPZ1RairJI4bjZNXhxeetd3KqCUkgO1TtGjRd85Nm7BlmDGGhw8fcnuCgLt06ZLd5+wJlOjoaGTNmhUfffSRXVH6+vXrVAngX3/91W4bElb+rFeaEwgNDcW4cePQt29fdOnSBZ07d0aLFi3sCsuUCuCEfnz55ZeJ3pPU+1u3bl2S54cB4LPPPkPevHlt7Hfu3MGcOXMwcOBAdO3alW8NzpEjBz777DPFvWkRwPbOVwNAs2bNwBjDunXrFPbY2Fhs374doiiiV69evF2VK1cGYwyTJk2yW09iH2lS0vb+/fuDMYYFCxa8WycJwgoSwERGgubn2kMC2ImhAeZYdOtPc5EzzqcHIApYZ2jMba3nHlatrt7Lj/Ny5xjaY9S0fFzQdjRK25wPlnGB22JZ6PaIT3+0r7wLilvZb7y4oVq71IAEsH0SVmGXLVuW7L23bt0CYwyZMmWyuwU6IiLC7nP2BMr9+/fBGMPXX3+daH0JZ1yTKwuQhanZbLZblnUgpQSioqLQrl27RIMoMcZQs2ZNu/W8qwC+c+cOGGMoVKhQovck9f7Gjx+fZPsSrsyZMyuemzRpErJmzZrkM9akRQCfPm1/F8rvv/8OxhimTp3Kbbdv34a7u3uS7Ro2bJjdei5evGi3npS0PWGV+W2RTRDvAglgIiNB83PtIQHsxNAAcyxjtl7kIkfvMwgQBeww1uK2epNtz8SlltZzlNutQ8Z8wQVtyQWuOF5CWultm5AOabErj/484ld5ZbjpxqaqtUktSADbp2/fvmCMYeDAgcneu3HjRjCWeBCsxEhKAH/zzTeJPpcrV64UC+DEhKk9ATxmzBjen6CgIDx8+JAL+0uXLqWqnrdJWAH+4osvEr0nqfeX0MZSpUopAjzZuxI4cuQIGGPImTMnlixZgv/++0+xfTohGJY1jhDAAwcOtBHAHh4eYIyhRYsWOHbsGF68eMHH47x58+y+W3v/36W27b/99hutABOphgQwkZGg+bn2kAB2YmiAOZa5+65ykdPb2wSIAkJMZbmt7F87Vaur9sS9vNxdxhqIFQWUXlCKC9upbaVt0FtqSKvAHczS6u/J4i6oNFte/Z17aq5qbVILEsD22bJlCxh7tzRIrVu3BmMMQ4YMUdhTI4Cjo6ORJUsW1bdAp0QAly9fHowxnD171ub+hGjFaRXAgHQG+O0VWmuSen8JgcIGDRr0zvX9+eefYIxhxowZNr+Fh4cjU6ZMqgrgxLZAN2/eXLEF+s2bN/joo4/w1VdfITbWNm2XTqdzuACmM8BEWiABTGQkaH6uPSSAnRgaYI5lbcgtLnLaeo8DRAFXTC7c9qNPoN08oKmh5PDtvNxQUylAFFB3ipwOqfIseRV4RptiOFxa+t/jOsqrv+VXlMeLyBeqtEdNSAAn/l4SzgGPHDky0fuCg4ORKVMmZM2a1UaIpEYAA+BnPtesWWPzjHVU53cpKzUCuHDhwmCM4cUL23+vXbt2VU0AV6xYEYwxXLlyxe7vSb2/O3fu4OOPP0bhwoXtikZ79OjRA4wx+Pv72/y2dOlS1bdAd+hgG/Du6dOn+N///odMmTLxVEh3794FYwwlS5a0uT8mJgZFihRJlQBOKLdKlSrJtrl06dJgjOHmTfXypxMfDiSAiYwEzc+1hwSwE0MDzLFsO3efixwP/WxAFPDY/J1C/LyJjEm+oGSIjbMgv14u86apECAKaGIcCddF8ipwQk7ghGtrNRdUtFr9nfRP+jxbl9jEJSI6FpcevMrwV0T0u4kjexw5cgRZsmRBpkyZMHbsWBuhtXXrVn4ed/LkyTbPp1YAJ4ixIkWK4P79+9x++/ZtFChQwOECuFGjRmCMYezYsYp7//77b3z88ceqCeChQ4eCMYaVK1fa/T2599etWzcwxtCuXTs8fvzY5vdDhw4p0hBNmDABjEkBvKxX9c+fP4+8efOqLoCzZMmiCKIWExODTp06gTEGT09PhT1nzpzInDkzDh48yO2xsbEYNGgQb1dKBXBUVBSyZMmCvHnzJvmRgPIAE2mFBDCRkaD5ufaQAHZiaIA5lmPXn3JRWl63DBAFxJhzIZ9uC7fffhaW5noev45UiOrX5i8BUUANvS8Kjx8sR35e7Iruup+w6udi8G1WDOXmyeK3yuoqeBxuO0FPD9DEJWmCgoKQM2dOMCZFLPb09ESbNm1QrFgxMCbl/k1shTi1AthisaBJkyZgjEEQBDRv3hyenp749NNP0aRJE/zwww826YPUFMDBwcFc6JYpUwbt2rXj+X+HDBmimgDet28fGGPo3r273d+Te39hYWGoVasWGGP47LPPUK1aNXh5eaFGjRr49ttvbc5wP3nyhAvdAgUKoE2bNqhbty6yZMmC1q1b260vLQK4X79+yJQpE2rUqIF27drxjxfffPONzUrrqFGjwBjDxx9/jHr16sHLywv58+fHJ598gn79+qVKAAPg/45cXV3RsWNHdOvWDYsWLVLcs2vXLjDG0Lt373fuI0FYQ36EyEjQ/Fx7SAA7MTTAHMtlqy26RXR+gCgAooDiunXcfvZO2rccX0qkHjfdWuTTb0SxuXVt8v9aX+5L3RF8O1iFHjsGmrgkz6NHj2AwGODu7o7PPvsM2bNnR4ECBdC9e/dEAx0BqRfAgLR6N2LECBQsWBBZs2ZF/vz5YTQaERERgWzZstmk91FTAAPS6nft2rWRO3dufPbZZ6hcuTI2bNiQ6noSo0iRIsidO7fd887JvT9AWj1dsGABatSogdy5cyNr1qz47rvvUL16dYwfP55vM07g9u3baN++Pb799ltkz54dxYoVw5gxYxAbG6u6AL5x4waWLFmCkiVLInv27MiTJw86duxo06YEli5dilKlSiFHjhzIkycPPD09cfr06UTf7bsI4IcPH6Jjx47Imzcv/6hhHRgMAH799VcwxnDixIl37iNBWEN+hMhI0Pxce0gAOzE0wBzLo1fKldkw8xeAKKCafiG3BV96lOZ6Dl99wsurpFsCiAKizLn5SnN+w3K09PeyK37LrSiXrsUvQBOXjMbRo0fBGMPPP/+sdVNUYerUqWCMYcOGDVo3RTXeRZimF8LDw5ErVy6UL19e66YQGRjyI0RGgubn2kMC2ImhAeZYomPjFAL4trkgIArw1E/lNv/QO2muZ8vpu7y8RvrpgCjggfkHpfiOisaum7swcM9A1F5bG3X/ros/g//Enddpr9/R0MQlfXLmzBmb6NM3btxAqVKlwNi75SfOCEREROCHH35wKgGWkQTw5MmTwRjDrl27tG4KkYEhP0JkJGh+rj0kgJ0YGmCOx03cxkXoGVMJQBTQxXskty06eD3NdSw6eJ2X19l7JCAKOGsqwW2u5m3JF5KOoYlL+sTDwwN58uRB7dq10bZtW1StWhXZs2cHYwwNGzZULcJ5eiAh6FdQUJDWTVGFjCKAw8PDkTdvXjRo0EDrphAZHPIjREaC5ufaQwLYiaEB5nhqTpDz8+4zVgVEAX/4DOW2idv/TXMd47dd5OUN8RkCiAL2GqtxW80Je9PeEQ2hiUv6ZPXq1ahXrx7y5s2LrFmz4tNPP0W5cuUwZcqUZPMSE9qSUQQwQagF+REiI0Hzc+0hAezE0ABzPC1mH+JCdIOxISAKGOXTi9u8/c6kuY6hf5/i5Y3z6QGIAtYZGnNbqzmHVOiJdtDEhSAIgkgL5EeIjATNz7WHBLATQwPM8XRb8g8XogsMXoAoYI6hPbf1Xn48zXV0XRwib6k2tAZEAbMNHbitz4q016ElNHEhCIIg0gL5ESIjQfNz7SEB7MTQAHM8f/592mp1tjsgClhraMJtreceTnMdTWYc4OVtNtYHRAEjfPpym8n/rAo90Q6auBAEQRBpgfwIkZGg+bn2kAB2YmiAOZ6xQfL5XJ3PYEAUsNNYg9vqTNqX5joqjt7FyztsrAiIAvp7+3DbtF2XVeiJdtDEhSAIgkgL5EeIjATNz7WHBLATQwPM8cwPvsaFaE9vERAFnDSV5rbSI3akqXyLxYIffQJ5eVdMLoAooK33OG5bdeymOp3RCJq4EARBEGmB/AiRkaD5ufaQAHZiaIA5nvXHb3Mh2lI/ERAF3DAV5rYC+gDExaU+XczzsChFvt/n5q8BUUAd/Vxu23H+gYo9ev/QxIUgCIJIC+RHiIwEzc+1hwSwE0MDzPHs+fchF6K19PMBUcBL81cK0fr0TVSqy7/y8BUvp7BuIyAKgCjAXbea20NvPVexR+8fmrgQBEEQaeH/2Tvv+CiK948/l143CS0gLaGDdAi9h2qEJARIEDAgRYqIUgykHUX0i4o0QQSlWEAUBOlIF5EiSFFpQXoHKVJC2n1+f/Db4S67lysJd9z5vF+vfb3g2Z3Zmb2dzPPZmXmG+xHGkWD/3P6wAHZiuIE9ew5fuCOEaM2Eb4VArZiw8um05ev3rc5/9+mbIp9GCYsBrYSM1CCEJKwW9ou3HxZgjWwPOy4MwzBMfuB+hHEk2D+3PyyAnRhuYM+eC/88FEI0JGE1slIDAa2EsISvhH3fmX+szv/Hw5dFPi+PnQloJVxJDTEYYU7PzC7AGtkedlwYhmGY/MD9CONIsH9uf1gAOzHcwJ49DzOyDMTojdRSgFZCx7GzhW3DH1eszv+LXWdEPv3GTQS0Eo6k1BK26tqNBVgb+8COC8MwDJMfuB9hHAn2z+0PC2AnhhvYs0en06FS0nohSE+kVAO0El4Z976wfbPX+ijN+tssjUkcBWglbE1u8XTd8YfbC64ydoIdF+MQkcGh0WggSRIaNmyIjz/+GJmZmfYuIvOccvbsWRARWrZsaXHanTt3gogwd+7cgi9YAUBEKFu2rL2LUeDodDrUrl0bNWrU4L+FFsL9CONIsH9uf1gAOzHcwGxDY719evekNFTs0ztrq/X79I7+7rDI54PEAYBWwrKkzsLWfe6vBVgT+8COi3Fk4RsfH4/4+Hj07t0bzZo1g4uLC4gI4eHhyMrKsncx7U7Lli1BRDh79qy9i2IUrVYLIsLChQttcj9rBbBOp0ODBg1QpkwZZGRYH8DvWeLIAthU2X/44QcQEb744gvbFcoJ4H6EcSTYP7c/LICdGG5gtiFi5s9CkK5NbgtoJaQmDhe28av/tDrv+AX7RD4LkroDWgmfJPUWtqFfHyzAmtgHdlyMIwvg3OzduxdeXl4gInz11Vd2KNnzBQtgJdYKYFmATZ8+/dkUrABwZgGs0+lQpUoVlCxZkj9uWQD3I4wjwf65/WEB7MRwA7MNvT/fKwTpl0ldAa2EGUmvCtvwJb9bnbe+uF6T3B7QShifOEzYtD9aL66fF9hxMY4xAQwAgwcPBhGhd+/eNi7V8wcLYCXWCuC2bdvCzc0NN27ceDYFKwCcWQADwKRJk0BEWLFihW0K5QRwP8I4Euyf2x8WwE4MNzDb8Na3h4QgnZbUF9BK+CYpSthemb/H6rwbTn46vXpvSgNAK2HYuKQCmV79vMCOi3HyEsCzZs0CEaF9+/aKczqdDosWLULz5s0REBAALy8v1KhRAx9++KHRdcMPHjzAe++9hzp16sDPzw++vr6oWrUqRowYgXPnzhlcm5WVhZkzZ6Ju3brw9fWFr68vwsLCMGfOHGRnK6OS6wvUlStXomHDhvDx8UFQUBDi4uJw8eJFRZrMzEzMnTsXYWFhKFy4MLy9vVG2bFlERERg6dKlAJ6KPGOHTHx8PIgI27dvx8aNG9GqVSsEBASAiHDnzh2TYjEv8WrOcytbtqzRMm7fvt0gv127diEqKgpFixaFh4cHypYti+HDhxsVpDdv3sSgQYMQHBwMb29v1K5dG4sXL7ZKAJ85cwYajQadOnVSPa//O37zzTdo2LAh/Pz8EBAQIK6x9N07dOgQxowZg7p166JIkSLw8PBAaGgohgwZgsuXL6uWw1IBrP/7r1+/Hk2bNoWvry8CAwMRHR2N48ePK9Kkp6fj888/R5cuXRAaGgovLy8EBASgefPm4v3L6z6537Np06YZfQdy/0Z///03iAgdO3Y0u47/dbgfYRwJ9s/tDwtgJ4YbmG14d+1fQpAmJY4AtBI2JrcRtg7TdlqVb06ODuXHrRP5nE6pDGglxI77QNiW7rM+wNbzAjsuxslLAL/33nuqI8A5OTno3r07iAiSJCE8PByRkZEoXrw4iAgvvfSS4jlfuXIF1apVAxGhUKFC6NKlC2JiYlCrVi1oNBoD4ZednY2XXnpJ5B8ZGYnIyEj4+/uDiBAdHa3IXxZOY8aMgYuLCxo0aICuXbuidOnSICJUrFgRjx49MkgTGxsLIkKRIkXQuXNnxMbGolmzZpAkSQiGmzdvIj4+HsHBwSAixMTEiPXS8fHxIi9ZmAwcOBAajQZhYWGIi4tDWFgY7t69a7UANve5jRo1CrVq1QIRoWnTpgZl1BdfM2bMgEajgaurKxo3boxu3bqhSpUqICKEhobiyhXDiPK3bt1CpUqVQEQoVaoUYmNj0bJlS7i4uGDo0KEWC+BPPvkERIQpU6aonpd/x0GDBsHFxQXNmzdHXFwcmjZtCsC6dy82Nhaurq6oVasWIiMjERUVhZCQEBARSpQooSqCrRXAQ4cONfj95d8uICAAhw8fNkhz/PhxEBGCg4PRsmVL8Wzd3d1BRNBqtUbvo/ae7dixQ5z39fU1eAfef/99RV6lS5eGh4cH0tPTza7nfxnuRxhHgv1z+/OfEcATJkwQzqSxr7cAcPHiRfTr1w8lSpSAp6cnKlasiJSUlDw7ofT0dKSmpqJixYrw9PREiRIl0K9fP9VRDX0WL16MsLAw+Pr6IigoCJ06dcLu3butrmNuuIHZhk93nBaC9PVxqYBWwoGUesJWb9JPVuV7+0GGwRZLd1OLA1oJbcZ+Jmxbjl0r4NrYHnZcjJOXAG7RogWICF9//bWBfcqUKSAitGvXzmDU8MGDB+jcuTOICJ988olBmvDwcBARevbsiQcPHhicO3XqlIFI++ijj0BEqFGjBq5fvy7sV65cQeXKlUFEmD17tkEesnDy9fXF1q1bhf3hw4do0qSJIuiPLEjDwsIUf3sfPXqEX381DP5magq0LDyICN9++63ivLUC2JLnZmoK9J49e+Di4oKyZcviyJEjwq7T6TBx4kQQEbp162aQZtCgQSAiREZG4vHjx8K+fv16uLm5WSyA5Y8O27ZtUz0vP2cvLy/s2LFDcd6ad2/r1q0KYZ+TkyP67H79+inuY60AJiLMmzdP2HU6HRISEkBEqFu3rkGaW7duYdOmTYq/SWfOnEFISAhcXFwU75up98ySssfExICIVJ8zo4T7EcaRYP/c/vwnBPCJEyfg6ekJjUaTpwA+ffo0ihYtCiJC9erV0aNHD5QrVw5EhMaNGxs4GDLp6enCgStRogR69OiBBg0agIhQtGhRnD59WvVeb7/9NogI3t7eiIyMRIcOHeDm5gZXV1f88MMPBVJvbmC24fsDF4UgjRn7EaCVcDalorCFjl2L7BydxfmevPavyKNSwg+AVgK0EmokfCvshy/ceQY1si1mOS46HZDxwHEOneW/txq5BXBOTg5Onz4t1v926dLFIFBOVlYWihQpAn9/f9y8eVOR37Vr1+Dp6YkaNWoI2759+0BEKF68uELEqVGmTBkQkYGQlVm9ejWICJUrVzawy8IpOTlZkWbFihUgIoMRW7lMI0aMMFke/fxNCeCIiAjV89YIYEufmykBHBkZCSLCpk2bFOd0Oh3q1KkDFxcX8bvev38f3t7ecHNzw/nzypkgPXv2tFgAV61aFURkdOqx/JyHDRumOGfNu2eKkiVLolChQgq7tQK4SZMminOZmZliJkLuDyvGmD9/PogIM2fOVL2PsffMkrInJSWBiDBjxgyzyvRfhwUw40iwf25/nF4A63Q6tGjRAsHBwcLBMCaA5RGVN998U9iysrIQHR0NIkJqaqoiTUpKihDI9+/fF/apU6eCiNCiRQtFmq1bt4KIULhwYZw69XQN56+//goPDw8EBATg9u3b+ak2AG5gtmL7ietCkLYcOx/QSrifWsxg9PbmfeXHE1PsTrsp0jdOWARoJTxOLYSyCWuE/fKdR6Yzes4xy3HJeCA+ADjEkWFaEJmDsTWDRIT+/fsrntf+/ftBREbXcAJA9erVodFoxJTjyZMng4gwatQok+U5f/68EH1q6HQ6BAYGgogMRgBl4fTzzz8r0vzxxx8gMlzLfO/ePfj6+kKSJMybNw+3bt3Ks1zmCuDPPvtM9bw1AtiS52YsD5mcnBz4+fnB399fdQ01ALzxxhsgImzcuBHA07165enHuZE/RlgigAsXLgwiUkxHl5Gfs5pIt+bdk7l16xYWLFiAkSNH4rXXXhNTg4sVKwYiwj///GNwvbUCOLdglXnrrbdARPjggw8U53bt2oVJkyZh8ODB6Nu3L+Lj49G+fXsQEYYPH656H2PvmSVll30ItY9GjBIWwIwjwf65/XF6ATxv3jwxTVDunNQEsNx5FytWTDHSe+3aNbi7uyMoKMggiEdmZqZw9n7/XRnpt2bNmiAiHDhwwMAur5+bNm2aIs2bb74JIsJHH31kbZUF3MBswx+X7gpBWj3hOyGCKiesEPYTV/+1ON9Vhy6J9F3GTge0Ei6lhhoI68dZ6s6yI8EC2Diy2JUFQWxsrJhmTET4/PPPDa7/7rvv8hTN+selS5cAPI0mPWfOHJPl2bNnD4gIjRo1MnqNvNZVf02lLJzOnDmjuN6Y+FyyZAn8/PxARNBoNKhSpQqGDBmCPXuUQeXMFcAbNmxQPW+NALbkuRnLQ+bGjRtm/27ylPelS5eC6Mn0azUOHz5ssQCWZyEZQ37OakGjrHn3AMPf2diROwibtQL4xx9/VD0/ffp0EBHeeustYbt79y7atGmTZ7n69u2reh9j75klZZdHmXOLbEYdFsCMI8H+uf1xagF89epVBAYGIjw8HADyFMCpqaliVEUNuSPUj9i5bds2EBHKly+vmkZet6UfLCM9PR2enp4gItU1wj///LPFTosxuIHZhqt30/VE6Ro8Ti0MaCU0HbtQ2H9JU04JNMX8n/8W6V8bNwHQSjicUlvYamg3PoPa2B6eAm0c2dHOjbzW0tvb20AcyKKoYsWKBkF21A55mqos5D799FOT5ZEFcOPGjY1eIwtg/XWseQnUvMTnjRs3MH/+fHTv3l2MBhI9Caalj7kCOHfEZXPKADyd6aMmgM15bkDeAvjq1asgIvj7+5v83Xbt2gXgiXAkIrzyyiuq97NGAMsjwA8fPlQ9n9dztubdO3fuHDw8PODu7o7p06cjLS3NYHS4cePGqvcraAEsR2jWF8Cvv/46iJ7M4tqxYwdu3bolRuc3bdokPkyp3cfYe2ZJ2eW19jwCbB4sgBlHgv1z++PUArh79+7w9PQU04zzEsDy9OjcwVtkRo8eDSLC9OnThU3uNLt3766aZu3atSAiREVFCduhQ4dA9GR9sBoPHjwAESEoKMjsehqDG5htyMjKMRiVvZhaDtBKiBw7XdhWHbpkOqNcvL/+uEj/TuIoQCthc3JLYWvz0faCr4wdYMfFOMYEMAAxDVM/SNCuXbtA9CQSs7kU5BRoAAgKCgKR+hRoSwWwPjqdDhs2bIAkSSAi/PXXX2blD5gWJpcvXwYRoV69eqrn+/btqxCvBTkFOisrC56enqrrXY2xY8cOEBXsFGh5DbCxAI55PWdr3r05c+bk+Qzl6N4FJYCNTYGWY3LoT4EuVqwYXF1dcffuXcX1n3766TMXwLwG2DK4H2EcCfbP7Y/TCuA1a9aAiDBhwgRhy0sA16lTx6wpUiNHjhQ2udN8++23VdPIX+D1o0v++OOPICLUqVPHaNnladX//mv5tFl9uIHZjprjNz0NTJVSG9BKeG3cBGH7fJdy6qcpRi47LNJ/mNgf0EpYmtRF2HrMNS9gy/MOOy7GyUsAHzp0CBqNBm5ubmIU+PHjxwgICEBgYCDu3btn1j30gzkZG/nTJ68gWPJHP2NBsPIjgGXk4E7Lli0Ttnbt2oGIkJaWpprGlDDJyMiAu7s7ChUqZBBUTD4XGhqqEK+WPjdZMM+fP1/1fIcOHUBE2LnTvG3T7t+/Dy8vL7i5ueHChQuK86+88orFAjguLg5EhM2bN6uez+t3tObdk5+J/odlGXmNc0EKYLWPBVlZWeKd1t+Fwd3dHYGBgar5tW7d2moB7O7ujpIlS5osc9euXS16H/7rcD/COBLsn9sfpxTA9+/fR+nSpVGpUiWD9bx5CeCKFSvm2fHL63EGDRokbAMHDgQRISkpSTVNWloaiAiVKlUStm+++SbPr/bAk8iXRKTYGsIYckPKfXh6enIDsxFtPtr+dGui5JaAVsI7iaOE7X8blGvmTPHqF/tE+oVJ3QCthJlJrwrbsG8OFnxF7AA7LsbJSwADQFRUFIie7G8qM2nSJBAR2rZtq1g7CQBHjhxRbNEiO/S9e/dWiLm0tDSDNZ8ffvghiAg1a9Y0GOW9evWqGEHMvdWNpQL4999/x4oVKwxiLgDA7du3RWR+/bXA8t/2tWvXqjwl84RJ8+bNFWIsMzNT7KerNnpryXNbuHAhiAijR49Wvf/OnTvh4uKCkJAQMc1Zn8uXLyuea//+/cWoq35ft2nTJqu2QZo9ezaICJMnT1Y9b2qk3dJ37/vvvwcRoX79+gaRtC9duiTepYIUwESG223pdDokJiaCiFCrVi2DNC+++CKIlNsZffzxxyIvawRw2bJl4ebmhjt38o7gX6pUKd4H2AK4H2EcCRbA9ue5FMAxMTGoXLmyRce+fftE+uHDh6uOUOQlgCtUqAAiwpYtW1TLJAfT0hfAAwYMyHONzqlTpxQC+OuvhD3/ugAAIABJREFUvwYRoVmzZkbr/8ILL7AAdjC6z/1VCNNlSZ0BrYQPEgcI25jvD5vOJBcvzfhZpF+b3BbQSkhNHC5s2h//fAY1sT3suBjHlAA+fPgwNBoNvLy8cPXqVQBPnqc8Surp6YnGjRsjNjYW4eHhYiQzMjLSIJ9Lly6hUqVKIHoSnT4yMhLdunVD7dq1odFoDIRfdnY2OnXqBCJCQEAAoqOjERUVBX9/f7HkI/fvaKkAXrlypcg/PDwcvXr1QkREhJj+nHuarbyVkiRJ6NatG/r3728Qz8EcYbJ582a4uLiA6Mka5+joaJQpUwZFihQR6XMLYEue2+XLl+Hl5QVXV1d07NgRr732Gvr3748TJ06Ia2bNmgVXV1fxgSEmJgYRERGoXr06XF1dERAQYHD/mzdvir6rdOnSiIuLQ+vWreHi4oIhQ4ZYLIDPnDkDjUaDtm3bqp43JYAtffcyMjKE0CxevLior4+PD5o0aSK2GCwoATxkyBBoNBo0aNAAPXv2FPf29/dXBLKU+2oiQvPmzdGzZ09Uq1YNLi4uYvaXNQJY9k9CQ0PRq1cv9O/fXxF9+vTp0yAidOzY0ew6/tfhfoRxJFgA25/nUgDXq1dPdDzmHnKHs2/fPri4uKBPnz6KfHkKNPOsGPr1QSFMZyf1BrQSFiR1F7Z+C/dbnGfYu5tF+r0pDQCthKHjkoXtk23q0z0dDXZcjGNKAANPp0rmDgy1fPlydOzYEUWKFIG7uztKlCiBRo0aYfz48QaiS+bevXsYP348qlevDm9vb/j7+6NatWp4++23FfvMZmVlYcaMGahTpw58fHzg4+OD+vXrY/bs2arb+FgqgK9evYp3330Xbdq0ESNhwcHBaNasGRYvXqyYpgw8ickgf/jL/dzMESbAkyncYWFhYj1ujx49cPbs2TzX71ry3DZt2oSmTZsaRD3OXaYDBw6gV69eKF26tJiWXbNmTQwbNgw7duxQ3P/69esYMGAAihUrBi8vL9SsWRNffPGFxVPLZdq1awdXV1fxQUUfUwJYxpJ37/bt2xgyZAhCQkLg6emJcuXKISEhAQ8fPjR6P2sF8Pbt27FmzRo0btwYPj4+CAgIQGRkpMF6cn3WrVuHRo0awd/fH4GBgWjbti127NiB7du3Wy2AHzx4gDfeeAOlS5c2OkovB9BcsWKF2XX8r8P9CONIsH9uf55LAZwfZEeldu3aaNmypcEhB9SoWrUqWrZsiVmzZol0z1sQLGNrjyyBG5jtSFn1hxCmExKHAVoJq5PbP93GaJZySmNe5OToUG7cOpH+dEplQCuh+9gPn44071eu+3NE2HFhmOeHVatWgYgwdepUexelwDD3A8jzgE6nQ+XKlVGyZEnVDz2MOtyPMI4E++f2x2kFsDnHiBEjRDpzt0Hatm2bsJm7DVJqaqqwPXr0yKxtkFq0aGHtIxBwA7MdM7acEsJ0+LhxgFbC7uRGwtbkfWXAoLy48e9jg8jS/6YGA1oJrcbOF7atx689o9rYFnZcGOb5okGDBihVqhQyMjLsXZQCwZEE8A8//KBYq8yYhvsRxpFg/9z+OJ0Azou8pkDLET2LFStmEEwEAK5duwZ3d3cEBAQYBGXJyMhAQEAAiEixfggAatasCSLC/v2G01/l9XPTpk1TpHnzzTdBRIo1QdbADcx2fL33nBCmPcf9D9BKOJlSVdgqJq2HzoK9Yf+4dFekrZbwPaCVAK2EqgnLhf3Py8rtORwRdlwY5vlCjsBs7h7HzzuOIoB1Oh1q166N6tWr899CC+F+hHEk2D+3PyyA9WjatKliZDgrK0ussVMLdiXv1dekSRODKJZTp041Guxq8+bNImiKvEcxAPz666/w9PSEJEn4559/8lNVANzAbMmmP68KYdp27FxAK+FOagmDUdy7DzNNZ/T/bDl2TaRrPXYeoJVwLzXYIL+b9x+bzsgBYMeFYZhniaMIYMZ6uB9hHAn2z+0PC2A9Tp06hcKFC4OIUKNGDcTGxootNxo2bKi6HUF6ejoaNmwIIkKJEiXQo0cP8f/ChQsb3ZdyxIgRICL4+PggMjISnTp1gpubG1xcXLB8+fICqS83MNtx6MIdIUxrJnwrRmwrJfwg7KeumR/U7Ju950W6uHFTAK2EU3ojyhUS1yEnx/wR5ecZdlwYhmGY/MD9CONIsH9uf1gA5+LChQvo27cvihcvDg8PD5QvXx7Jycl49OiR0TSPHj1CSkoKypcvL6KVxsfH48KFvIMULVy4EPXq1RPRKDt06KC6/6O1cAOzHZfvPNIbnV2Dx6mFAa2EpmMXCvsvaTfNzm/qTydFuhHjxgJaCbuSG1u9pvh5hh0XhmEYJj9wP8I4Euyf25//lAD+r8ENzHZkZOUYTE++mFoO0EqIHvuxsK04qAx6ZoyE5UdEuvcTBwFaCcuTI4QtevYvz7A2toUdF4ZhGCY/cD/COBLsn9sfFsBODDcw21Jn4k9CoB5IqQdoJQwalypsn+44bXZe8Qv2iXQLkroDWgmzk3oL2+CvDjzDmtgWdlwYhmGY/MD9CONIsH9uf1gAOzHcwGxLh2k7hUBdnxwOaCUkJ775dH/g1X+ZnVfH6T+LdOuS2wJaCamJw4VN++Ofz7AmtoUdF4ZhGCY/cD/COBLsn9sfFsBODDcw29Lni6ejtouSYgCthJlJrwrbsG8Omp1XXROjyXO2mz+a/LzDjgvDMAyTH7gfYRwJ9s/tDwtgJ4YbmG0Z9d1hIVA/SBwAaCUsS+osbN3n/mpWPo+zslXXE0eNnSZsP/xu/nri5x12XBiGYZj8wP0I40iwf25/WAA7MdzAbMuUDceFQB2dOBrQStie3FzYWn6wzax8Lt5+KNKEJKxGRmoQoJXQKGGxsO+2IKL08w47LgzDMEx+4H6EcSTYP7c/LICdGG5gtmXhL2eEQI0f9y6glfBXSg1hq5qywax8Dpz7R6Spm/ANoJWQkxqA8gmrhP30jfvPuDa2gx0XhmEYJj9wP8I4Euyf2x8WwE4MNzDbsu7oFSFQO439BNBKuJFaymA68/3HWVbmU9rifBwFdlwYhmGY/MD9CONIsH9uf1gAOzHcwGzLb2fVR27LJfwo7H+bMXI7/+e/xfX9xk0EtBL+SKkpbC+mbrRBbWwHOy4MwzBMfuB+hHEk2D+3PyyAnRhuYLblwj+Ga3cz/3/tboOEL4V9z9+3TOYzcc1f4vqkxBGAVsKm5NbC1nbqDhvUxnaw42KamzdvIjk5GbVr10ZAQAC8vb1Rvnx5DBw4EH/88YfV+Z49exZEhJYtW+a7jAWZlzUsXLgQRAStVmtx2kWLFoGIsHGj4celli1bgohw9uzZgimknXG2+jgLXbp0QXBwMO7fd56lLbaG+xHGkWD/3P6wAHZiuIHZlvRMw+jNV1JDAK2EzmNnCNuqQ5dM5jP4qwPi+tlJvQGthAVJ3YXt1S/22aA2toMdl7zZvHkzAgMDQUQoWrQounTpgu7du6NKlSogIri6uuL999+3Km8WwEB6ejpKly6NRo0aKc45m2B0tvo4CmXLlgWRcXfr4MGDICKkpKTYsFTOBfcjjCPB/rn9YQHsxHADsz21JmwSQvX3lLr/v3+v1qL9e7vM2iWuX5ncEdBKmJz4urCNXXHEBjWxHey4GGf//v3w8PCARqPB+++/j6wsw7Xf69atQ1BQEIgIM2bMsDj/zMxMHD9+HOfPn893WQsyL2uwVgB//PHHICKsWrVKce78+fM4fvw4MjMzC6iU9sXZ6uMomBLAANChQwf4+Pjg1i3Ts4QYJdyPMI4E++f2hwWwE8MNzPZ0mLZTCNW1yW0BrQRt4hvClrLK9HTVepM2i+v3pjQAtBKGjUsStplbTtmgJrbDmOPyOPsx0m6nOfzxOPuxVc9Fp9OhatWqICJMmjTJ6HU7d+6ERqOBl5cXzp07Z9W9nAFrBXClSpVQpEgRFoXMM8McAfzVV1+BiDB16lQblcq5YAHMOBLsn9sfFsBODDcw29Nv4X4hVOcnxQJaCXOTegrbgMW/5Zn+cZbhNOqLqeUArYTosR8L2/cHLtqoNrbBmOOSdjsN1RdVd/gj7XaaVc9l3bp1ICKULFnSpDjr0aMHiAhjxowxsMuOt06nw8yZM1GzZk14e3ujVq1aAPKetpyZmYl3330X5cuXh6enJ0JDQ6HVapGZmanq0BvLS1+Ynj9/Hj179kSRIkXg5eWFevXqYfXq1Yp763Q6LFmyBLGxsahYsSJ8fHzg5+eHsLAwzJ49W9XBtUYA79ixA0SEIUOGqJ43NmWYiFC2bFlkZWVh4sSJKF++PLy8vFClShUsWLBAXLd161a0atUK/v7+CAwMRJ8+fVRH+NLS0qDVatGoUSMEBwfD3d0dJUuWRJ8+fXDy5Emj5d+yZQuaN28OHx8fFCpUCF27dsWpU6eg1WpBRFi4cKFF9cnOzsaUKVNQsWJFeHh4oFSpUnjnnXfw+LHyI86hQ4cwZswY1K1bF0WKFIGHhwdCQ0MxZMgQXL58WXG9/vtx7949jBw5EiEhIXBzc8OIESMwdOhQEBHmzZunWledTody5crBxcXFrA89+s9g7969aN++PQICAuDv74+2bdtiz549qvew9L3Tv8++ffsQERGBQoUKgYgwbdo0EJHqUbZsWYN87t+/D29vb1SpUsVk3RglLIAZR4L9c/vDAtiJ4QZmexJ/OCqE6sTEIYBWwurk9sIWMfPnPNOfu/VAXBuasBpZqYGAVkLDhMXCvvv0TRvVxjawAFZn2LBhICK89dZbJq9dtWoViAjVq1c3sMtCddCgQXB3d0fbtm0RGxuL6OhoAMZFq06nQ2RkJIgI/v7+iIqKQpcuXeDn54fIyEirBHB8fDyKFSuGMmXKICoqCo0bNwYRwcXFBZs2bTJIk56eDiJCUFAQmjZtitjYWISHh8PHx0fklRtrBPDo0aNBRFi2bJnqeVOCMTo6Gv7+/mjfvj3at28PT09PEBEWLFiA77//Hm5ubqhXrx66du2KkiVLgojQrFkz6HQ6g/wSEhJARKhWrRoiIiIQExMjRv8lScKRI8plD8uXL4eLiwuICE2bNkVcXBwqVKiAwMBAvPrqq1YJ4NjYWPj6+qJ169Z4+eWXERAQACJCr169FPePjY2Fq6sratWqhcjISERFRSEkJAREhBIlSihEsPx+NGjQALVr10ZQUBCioqLQtWtXjB8/HkePHgURISwsTPW32LJlC4gIHTt2VD2fG1mYDhw4EB4eHqhWrRri4uJQv359EBE8PDzw008/GaSx5r2T79OvXz+4u7vjxRdfRFxcHFq0aIEjR44gPj4evr6+Ir18jBo1SpFX8+bNQUT4+++/zaoj8xQWwIwjwf65/WEB7MRwA7M9n2xLE0J1yLhkQCvht5T6T7dHmvhTnul3n74prm2Q8CWglZCVGojQhNXCfvbmAxvVxjawAFanadOmICJ89dVXJq+9ePGiEJP6o8WyUC1SpAj+/PNPRTpjolWejlmhQgVcuXJF2C9cuCDytFQAExGGDx9usI55+vTpICI0b97cIE1WVhZWrFiBjIwMA/uNGzeEgNm5c6fqfSwRwA0bNgQR4cyZM6rn8xKM8geHixefzsjYtm2bEICFCxfG8uXLxbl79+7hxRdfBBFh27ZtBvnt2bMHp08r4wMsWLAARITWrVsb2O/evStGGb/77jthz87OxsCBA0X5LBHARISqVasanDtz5oxYY567fFu3bjV4N4AnbXnChAlCEOojvx9EhMaNG+POnTuK+jZp0gREhMOHDyvOxcbGgoiwYsUKxTk1ZGFKREhMTDT46DBnzhwQEV544QWkp6cLuzXvnf59pkyZoloWc6ZAA8CoUaNARFi0aJFZdWSewgKYcSTYP7c/LICdGG5gtmfFwYtCqEaNnQZoJVxKDTWY1pyemW00/fIDT9NHj/0Y0Eq4mFrO7PSOCAtgdeQoz7lHR9V4/PixcMKvXbsm7LLj/eGHH6qmMyZaZfG9dOlSRRpZlFkqgMuVK6eYyp2VlYWgoCC4u7srRIcxNm/eDCLCyJEjVe9jiQD29vaGu7u70fOmBGNuIQsAdevWBRHh1VdfVZybMWOGxWVs2rQpNBoN7t69K2zz588HEaFDhw6K6+/duwd/f3+rBPCWLVsU+Q0fPlw1r7woWbIkChUqZGDTF8C//aa+FGTx4sUgIrzxxhsG9lu3bsHT0xPBwcFmr9WWhak8VT038sePJUuWmJWfsfdOvk/16tUVI/sy5gpg+Xd9++23zSoT8xQWwIwjwf65/WEB7MRwA7M9v56+la8R3JlbTonrho1LArQS9qWECVu9SXmPIDsiLIDVqVy5MoiUe9OqIU/dJCJcv35d2GXH29g6UjXRmpmZCQ8PD7i4uKiK0vv371slgF977TXVMtSrVw9EpBhNBJ6sM50yZQqGDh2Kvn37Ij4+Hl27dgURoXPnzqr3MVdcyvUoVqyY0WvyEoweHh6qjna3bt2MjtyvXbtWTElXK8+SJUvwzjvvYMCAAWKqbLly5UBEOHjwoLi2X79+ICJ8/vnnquWOiYmxWAC7u7sjO1v5cW3WrFkgIrz33nuKc7du3cKCBQswcuRIvPbaa6LMxYoVAxHhn3/+EdfK70eJEiVUyww8eY8LFSqEwMBAPHr0SNjlSN0JCQlG0+ZGFqa5BauMPPtg6NChinOWvHfyfcaNG2e0LOYK4BUrVoCI0Lt3b5PXMoawAGYcCfbP7Q8LYCeGG5jtOXszf2t4x644Iq57N3EwoJWwKrmjsHWetcuGtbENLIDVkUdhv/zyS5PXXrhwAUQEjUajOgVaf5qnPmqi9erVqyaFijwt1lRewFNhmpqaqpqXmijLyMhAz549hdBWO1q1aqV6H3MF8KVLl0BEKF++vNFr8hKMZcqUUU0THx9vdHR4+/btYi2oPlu3bkXRokXzrO+OHTvE9R06dMhzdsDbb79tsQA2Vh9jz3XJkiXw8/PLs8z6wark96Nhw4aq95F56623FO99tWrVoNFocOqU+RHwZWFqbHswed18VFSUsFnz3sn3+fTTT42WxVwBLI8y5xbZjGlYADOOBPvn9ocFsBPDDcz2pGcaRnG+lBoKaCVEjZ0mbMvziOLc54t94roFSd0BrYQ5Sb2E7fUvD9iwNraBBbA6clTcESNGmLx25cqVYhqmPqYc77wE8AsvvGA0XWBgoMUC2JgwVRNl77//vqjPhg0bcP36dSHsT548adV9ciOPABctWtToNaaCRqkhC+Dt27crzqkJ4Pv376Nw4cIgIqSkpODYsWN4+PChmE4rCzL9/GQBnDuIk4wsIi0NgqWG2nM9d+4cPDw84O7ujunTpyMtLc1gxFYOcKZ/n7wijutz4sQJEBFatGgBANi9ezeIlOugTWFKAMttRl8AW/PeGYu4rY+5Anj58uU8AmwlLIAZR4L9c/vDAtiJ4QZmH+pO/EkI1t9S6gNaCUPGJQvbJ9uMC6JWH24X121ObgloJSQljhC2Cav/sl1FbAQLYHXWrFkDIvO2QerevTuICKNHjzawWyOAMzMz4e7uXuBToC0RwA0aNAAR4Y8/lPtmb9iwoUAEMPBkDbCbm5vR87YQwOvXrwcRISYmRjU/ea2qfn59+/Yt8CnQlghgOYiUWiRjAAgODrZaAANAq1atQEQ4ceKEqKu5a3VlTE2Bltdj60+Btua9K0gBzGuArYcFMONIsH9uf1gAOzHcwOxDxMyfhWBdndwe0EqYmDhE2BJ/OKqaLjtHhwqJ68R1J1OqAloJvce9J2wLf1GPVuvIGHNcHmc/RtrtNIc/Hmcr91A197nI64AnTZpk9LqdO3dCo9HAw8NDIWysEcDA02i83377rSKNflRnc/KyRgBXrFgRRGQQ+ElGXv9aEAK4UaNGICKkpal/pLCFAP7mm29ApL7dVVpaGtzd3RX5zZs3D0TqWwLdu3cPkiQ9UwE8efJkEBGmT5+uuH7nzp3i/bBWAC9duhRET9ZKy3scq+1FnBf6QbDU1jbLo9TffPONsFnz3pkjgOV81YJx6TNy5EgQERYvXpx35RgFLIAZR4L9c/vDAtiJ4QZmHwYs/k0I1rlJPQGthC+Segjbq1/sU0136c4jvenTa5CeWhjQSmgx9nNh33r8mmpaR4YdF+Ps2bMH7u7u0Gg0+N///qdw5NevXy/W43788ceK9NYKYDkab6VKlXD16lVhv3jxIkJDQ5+5AI6IiAAR4X//+5/Btd9//z1cXV0LTACPGTNGIYJMlQ0oWAH822+/gejJGtwbN24I+507d9CiRQvxrPXzu3Pnjvjd9bdaysnJweDBg0WaZyWAv//+exAR6tevjwcPngb1u3Tpkti/OD8COCMjw2BNtDl7YedGf3uilJQUg3OfffYZiAjFixc3mLptzXtnjgCWn7vaVmT6NGvWDETGt+VijMP9CONIsH9uf1gAOzHcwOyD9sc/hWBNShwBaCX8lNxa2Fp/tF01nX4E6foJXwFaCdmpAaiQsErY067/a9vK2AB2XPJmw4YNCAgIANGTiMWRkZHo0aOHEBouLi5GR4itFcA6nQ6dO3cGEUGSJERHRyMyMhJ+fn7o3LkzypQpo9g+qCAF8M6dO4XgqFevHnr27Cn2YR09enSBCeAdO3aAiDBgwACzywYUrAAGgHbt2oGIEBgYiKioKERFRSEwMBAVKlRAZGSkan7Lli2Di4sLiAjNmjVDz549UbFiRQQEBKB3796qwr6gBHBGRobY07h48eKIiYlBREQEfHx80KRJEzGDwFoBDADvvPOOELCmhKMasjAdOHAg3N3d8eKLL6Jnz54ICwsD0ZOo1xs2bDBIY817Z44Anjp1KogIwcHBiIuLQ//+/RURre/fvw8vLy9UqVLF4roy3I8wjgX75/aHBbATww3MPnyx68zT0d5xkwGthOMpLwpbxcT1yMlR7he5bP8FcU3XsVP/E3sAA+y4mMONGzeQlJSEWrVqwd/fH15eXggNDcWAAQNw5MgRo+msFcDAE5EzceJElCtXDh4eHggJCUFycjLS09Ph6emJ4sWLm5WXNQIYeDL63aZNGwQFBcHf3x9NmjTBihUrrL6PMSpVqoSgoCDV9c62EsCPHj1CUlISKlasCE9PT5QuXRqDBw/GrVu38szvp59+QrNmzeDt7Y3AwEBERkbixIkTGDBgAIiUW2gVlAAGgNu3b2PIkCEICQmBp6cnypUrh4SEBDx8+FD1PpYK4E2bNoGI0KRJE7Ouz42+MP31118RHh4Of39/+Pn5ITw8HLt371ZNZ+l7Z44AzsrKQnJyMsqXLy+mtOd+3l9++SWICFOnTrWqvv91uB9hHAn2z+0PC2AnhhuYfdj81zUhWFuOnQ9oJTxMLYqyCWuE/crdR4p0H248Ic6/NS4B0Er4JbmxsDWcvMUOtXn2sOPiWOzdu9fo+lNHRN4PdsWKFfYuSoGQk5MjRmf1p687GgMHDjQpLPPCHGH6PNG+fXv4+Pjg1q1b9i6KQ8L9CONIsH9uf1gAOzHcwOzDqWv/CtFaIWEVclIDAK2E+glfC/uev5VOzvAlv4vz05L6AloJS5Iiha37p7/aoTbPHnZcnk+OHj2qiD599uxZ1KlTB0Tm7U/sCKSnp6NMmTJo0KCBvYtiEZcuXcL169cNbJmZmWLqcJs2bexUsvxz7tw5eHt7o0iRIgZrdC3BkQTwwYMHVdcqM+bD/QjjSLB/bn9YADsx3MDsw6MMw72AL6aWA7QSosd+LGzLfrugSBf5yS9P9wpOfgnQSpiSOFDYRi47bIfaPHvYcXk+6dChAwoXLow2bdogLi4OzZo1g5eXF4gIL730ktin1hmQg37lXhP6PLN06VK4uroiLCwM3bp1Q6dOnfDCCy+AiFCoUCH89ZfjbZn2wQcfoHfv3mIbJWN7+JqDIwngyMhIFCtWDP/+63wxHmwF9yOMI8H+uf1hAezEcAOzH2HvbhbC9dfkRoBWwohxY4Xto00nFGnq6O0fvP//9w8eNi5J2GZsOWWHmjx72HF5Plm6dCnatWuH4sWLw8PDA35+fggLC8O0adNM7kvMPHtOnTqFvn37onz58vDz8xPrtAcNGqRY4+soyGuHS5YsiQkTJuTrI4sjCWAm/3A/wjgS7J/bHxbATgw3MPsRM2e3EK7fJnUBtBKmJr4mbG8u/d3g+n/TMw1Gja+llgG0El4eO1PYVv5+yU61ebaw48IwDMPkB+5HGEeC/XP7wwLYieEGZj/eXnZICNcpiQMArYTlyRHCFjX7F4PrD124I869mPAdoJUArYQaCd8K+4Fzt+1Um2cLOy4MwzBMfuB+hHEk2D+3PyyAnRhuYPZj2uaTQri+MS4R0ErYlxImbHUn/mRw/Xe/Pd0CqcvY6YBWwvXUMgajwncfOue0U3ZcGIZhmPzA/QjjSLB/bn9YADsx3MDsx4qDFxWC9lpuQfvoqaB9b/2xp8Guxr0DaCXsTm4kbPUmbbZjbZ4t7LgwDMMw+YH7EcaRYP/c/rAAdmK4gdmPA+duC/FaI2GZ3pTmZXpTmv8R1/dftF/Y5yT1ArQSFifFCFvsZ865BRLAjgvDMAyTP7gfYRwJ9s/tDwtgJ4YbmP24+8gwqNWV1BDFVkhL950X17f8YJuw/5TcGtBKSEkcLmxJK4/asTbPFnZcGIZhmPzA/QjjSLB/bn9YADsx3MDsS8PJW4SA3ZncFNBKeCdxlLBNWP1kn870zGyEjn0qlv9OqQRoJcSNmyJsi3aftW9lniHsuDAMwzD5gfsRxpFg/9z+sAB2YriB2Zfen+8VAvbzpFhAK+HzpFhh6/35XgDAsSv3hK1iwkpkpwYAWgn1E74S9l/Sbtq5Ns8OdlwYhmGY/MD9CONIsH9uf1gAOzHcwOzLhNV/CQH7TuIoQCthZ3JTYWs4eQsAYPXhy8LWfuwcQCvhXmpxlE1Y83Rf4Htv7H/JAAAgAElEQVTpdq7Ns4MdF4ZhGCY/cD/COBLsn9sfFsBODDcw+7J033khYKPHfgxoJVxJDVFEgtaPAC1vmXQgpZ6wVU/dCJ1OZ+/qPDPYcWEYhmHyA/cjjCPB/rn9YQHsxHADsy/mRoKO+2yP+P+8pDhAK2GRXgTornN227sqzxR2XIxDRAaHRqOBJElo2LAhPv74Y2RmOufe0Ez+OXv2LIgILVu2tDjtzp07QUSYO3eugT0+Ph5EhO3btxdMIe2Ms9XHWXjzzTfh5eWF8+fPm774/+F+hHEk2D+3PyyAnRhuYPbFWCTormOnGgS3qp66Ufx/b0oDQCth5Lh3hG386j/tXZVnCjsuxpGFb3x8POLj49G7d280a9YMLi4uICKEh4cjKyvL3sW0Oy1btgQR4ezZs/YuilG0Wi2ICAsXLrTJ/awVwDqdDg0aNECZMmWQkZFhcM7ZBKOz1cdRMNVer1y5Ai8vL/Tp08fsPLkfYRwJ9s/tDwtgJ4YbmP1p9N7TSNCbk1sCWgkTEocJW+dZu8S/QxNW40FqUUArIXzsXGFf+fsle1fjmcKOi3FkAZybvXv3wsvLC0SEr776yg4le75gAazEWgH8ww8/gIgwffp0xbkrV67g+PHjePjwYQGV0r44W30cBXPa6+uvvw6NRoM//zTvAzD3I4wjwf65/WEB7MRwA7M/g778TQjZKYkDAK2ENcntDEaG5aPd2E8BrYQHqUURmrBa2E/fuG/vajxT2HExjjEBDACDBw8GEaF37942LtXzBwtgJdYK4LZt28LNzQ03btx4NgVj/vOY01537doFIsLw4cPNypP7EcaRYP/c/rAAdmK4gdmfz3aeFkI2btwUQCvhcq5AWPIxKnEMoJWwN6WBQQCsnBznDYAFsOOSF3kJ4FmzZoGI0L59e8U5nU6HRYsWoXnz5ggICICXlxdq1KiBDz/80Oi64QcPHuC9995DnTp14OfnB19fX1StWhUjRozAuXPnDK7NysrCzJkzUbduXfj6+sLX1xdhYWGYM2cOsrOzFXnrO7wrV65Ew4YN4ePjg6CgIMTFxeHixYuKNJmZmZg7dy7CwsJQuHBheHt7o2zZsoiIiMDSpUsBPBV5xg4Z/amuGzduRKtWrRAQEAAiwp07d0yKxbzEqznPrWzZskbLmHv67a5duxAVFYWiRYvCw8MDZcuWxfDhw40K0ps3b2LQoEEIDg6Gt7c3ateujcWLF1slgM+cOQONRoNOnTqpnjc2ZViuHwB88sknePHFF+Hl5YWQkBBMmTJFBPE7ePAgIiIiEBQUBD8/P0RGRireLeDJyOyUKVPQokULvPDCC3B3d0dwcDCio6Oxf/9+o+X//fff0bFjR0iSBEmS0L59e+zfvx8LFy4EEUGr1Vpcn/nz56NGjRrw8vJCcHAwBg0ahDt37ijunZaWBq1Wi0aNGiE4OBju7u4oWbIk+vTpg5MnT6qWl4hQtmxZZGRkYMKECahcuTI8PDwQGRmJDz74AESExMREo/Vt1aoViAi7du0yeo2M/jM4efIkunbtikKFCsHHxwdNmjTBunXrVNOtXbsW/fr1Q5UqVeDv7w8fHx/UrFkTkydPxuPHj03eJzY2FsWKFYNGo8G0adPMaq/Ak79hZcqUQVBQENLTTe+CwP0I40iwf25/WAA7MdzA7M9vZ/8RYrZqwnJkpQYCWgmNEhYrBPDipBhAK+GzpJ7C1nPeHntX4ZnDjotx8hLA7733nuoIcE5ODrp37w4igiRJCA8PR2RkJIoXLw4iwksvvaR4zleuXEG1atVARChUqBC6dOmCmJgY1KpVCxqNxkD4ZWdn46WXXhL5R0ZGIjIyEv7+/iAiREdHK/KXBfCYMWPg4uKCBg0aoGvXrihdujSICBUrVsSjR48M0sTGxoKIUKRIEXTu3BmxsbFo1qwZJEkSou7mzZuIj49HcHAwiAgxMTFivXR8fLzISxY6AwcOhEajQVhYGOLi4hAWFoa7d+9aLYDNfW6jRo1CrVq1QERo2rSpQRmPHz8u8psxYwY0Gg1cXV3RuHFjdOvWDVWqVAERITQ0FFeuXDG4/61bt1CpUiUQEUqVKoXY2Fi0bNkSLi4uGDp0qMUC+JNPPgERYcqUKarnTQnGt956C15eXmjVqhVefvll8U6kpqbil19+gY+PD6pVq4aYmBhUqFABRITy5csrfvtPP/0URIQKFSqgQ4cO6N69O+rUqQMigru7OzZt2qQo2+7du+Ht7Q0iQp06dRAXF4eaNWvCw8MDr7/+ulUCeMyYMfDw8EDTpk0RFRWFYsWKgYjQvHlzRWT+hIQEEBGqVauGiIgIxMTEoGrVqqKdHDlyRFFmIkLp0qXRqVMn+Pr64qWXXkL37t0xePBg3Lx5E56enihRooTqOv+0tDRoNBpUqVJF9bfKjSxMe/fujYCAAISGhiIuLg4tWrSARqNRtHOZ4OBg+Pn5oWHDhujevTs6dOiAoKAgEBHatGmj+OAl3ycuLg6SJCE0NBSxsbFo3749Fi1aZFZ7lenTpw+ICFu3bjVZP+5HGEeC/XP7wwLYieEGZn/SM7NRIXGdELR/pNQEtBKGjktWCOC/UyoBWgmDxqUK2/vrj5u+iYPDjotx8hLALVq0ABHh66+/NrBPmTIFRIR27doZjBo+ePAAnTt3BhHhk08+MUgTHh4OIkLPnj3x4MEDg3OnTp0yEGkfffQRiAg1atTA9evXhf3KlSuoXLkyiAizZ882yEMWwL6+vgbO7MOHD9GkSRMQEb744gthlwVpWFiYYvTn0aNH+PXXX1XzNzalUhY6RIRvv/1Wcd5aAWzJczM1BXrPnj1wcXFB2bJlDcSSTqfDxIkTQUTo1q2bQZpBgwaBiBAZGWkwGrd+/Xq4ublZLIDljw7btm1TPW9KMJYsWdJgzebx48fh6ekJHx8fhISEYNq0aeJcRkYG2rRpAyLCggULDPI7evSoqmDcuHEjPDw8UL58eQMBmpOTIz4EfPDBBwZp5GdnjQAuUaIEDh06JOw3b94Uwj23KNuzZw9Onz6tKPOCBQtARGjdurXinFyuChUq4NIlZayHV155BUSEVatWKc7Jgnvq1KmKc2rIwpSI8OqrrxqI6jVr1sDV1RW+vr6KjywrV65UvNv//vsvXn75ZRARFi9ebPQ+b7zxhskZIXkhz3IZP368yfpxP8I4Euyf2x8WwE4MN7Dng8hPfnka9fn/R3kXJHU3EL+txs4HtBIyUoPwYsJ3wr7t+HXTN3BwzHFcdDodch4+dJijoPZtzi2Ac3JycPr0abH+t0uXLgaObFZWFooUKQJ/f3/cvHlTkd+1a9fg6emJGjVqCNu+fftARChevLjC0VWjTJkyRkdlVq9eDSJC5cqVDeyyw5ucnKxIs2LFChCRwQiQXKYRI0aYLI9+/qYEcEREhOp5awSwpc/NlACOjIwEEamObup0OtSpUwcuLi7id71//z68vb3h5uamul1Mz549LRbA8ojl5cuXVc+bEoy5hSwAdO3aFUSEFi1aKM79+OOPit/eFL169QIR4ejRo8K2efNmEBGqVKmiaHvZ2dkIDQ21SgB//vnnivtPnTpVNa+8aNq0KTQaDe7evWtgl9v3999/r5pO3o7q5ZdfNrBnZWWhePHi8PDwUG3nasjC1M/PD7dv31aclz9+vPfee2bll5aWBiJC165dVe9TtGhRo8HFzBXA8u8aHR1tsjwsgBlHgv1z+8MC2InhBvZ8MGH1X0LQDhqnBbQSLqWGIkQv0NXExKGAVsKu5MbCVjl5PdIzlV/PnQ1zHJechw9xrHIVhzlyCiiqbF7r5fr37694Xvv37wcRGV3DCQDVq1eHRqMR004nT54MIsKoUaNMluf8+fNC9Kmh0+kQGBgIIjIYfZYd3p9//lmR5o8//gCR4Vrme/fuwdfXF5IkYd68ebh161ae5TJXAH/22Weq560RwJY8N2N5yOTk5MDPzw/+/v6qI2YA8MYbb4CIsHHjRgBPxVHTpk1Vr5c/RlgigAsXLgwiUkxJljElGNXWco8ePRpEhEmTJinO/fnnn4rfXubx48dYtWoVEhMTMXDgQDFNtmbNmiAirFixQlw7YcIEox9YgCdT0K0RwBcuXFDktWbNGhARBg0apDh3//59LFmyBO+88w4GDBggylyuXDkQEQ4ePGhwPdGTvb3V1tLKVKtWDa6urgYjxHKk7tjYWKPpciML09yCVWbVqlUgerJEIjenTp3C9OnT8cYbb6Bfv36Ij4/Hq6++KmaCqN2nZ8+eRstirgA+ePAgiAjNmjUzWT8WwIwjwf65/WEB7MRwA3s+2H7iuhC1lRJ+wL+pwYBWQszYj4R9V3JjQCthYuJQYXttofFgL84EC2DjyGJXdqRjY2PFNGO1EarvvvsuT9Gsf8gOtTyaPGfOHJPl2bNnD4gIjRo1MnqNvNb18OHDwiY7vGfOnFFcb0x8LlmyBH5+fkIkVKlSBUOGDMGePcp18eYK4A0bNqiet0YAW/LcjOUhc+PGDbN/N3nK+9KlS/MUGocPH7ZYALu5ucHV1dXoeVOCUW3mg1xvtdFhY8/96NGjCAkJyfM5LFq0SFwvr/E19oFjxowZVglgtfps375dddR669atKFq0aJ5l3rFjh0EaIkJwcLBqmWWmT58OIsLEiROFrVOnTiAibNmyJc+0+sjC9O2331Y9L78vtWvXFjadToeRI0dCo9EYrVNISIjqfRISEoyWxVwBLI8y5xbZarAAZhwJ9s/tDwtgJ4Yb2PNBZnYOak/YJITt8uQIQCthcVIMyiasRZOEhchMDQK0ElqNnS+u+3qvMjqqM8JToI0jO5m5kdf5ent7G0TRlUVRxYoVDYLLqB3y1ElZyH366acmyyML4MaNGxu9RhbA+ms483J48xKfN27cwPz589G9e3cRgIjoSXAifcwVwLmFjjllAICUlBSjAtic5wbkLYCvXr0KIoK/v7/J302O+LtkyRIQEV555RXV+1kjgOURYGNTV82JmmxJvdWeu06nE4G/Bg8ejMOHD+Pff/8VbWrcuHGK/GQBPG/ePNUyyCLSmijQuVETwPfv3xfPLiUlBceOHcNDvb8D8nT03PchehIFOi/u3LkDb29vhISEQKfT4cKFC3BxcUG5cuUs+jtjSgAfOnRIIYDlvyelSpXC8uXLcfnyZRFFPiMjQ7X8xiJu62OuAD5w4ACPADNOCfvn9ocFsBPDDez5IfGHo0LYvjpuMqCVcDv1BdRP+BrfJ78MaCXsTm5ksC748h31aYjOBjsuxjEmgAGgffv2ICL069dP2OS9M81ZMydTkFOgAYgIsWpToC0VwProdDps2LABkiSBiPDXX3+ZlT9gWgBfvnwZRIR69eqpnu/bt69CdBXkFOisrCx4enqiUKFCZuUFADt27ABRwU6BltcAq01lBmwjgI8dOwYiQv369VXzk9eq6uc3fvx4EBX8FGg11ATw+vXrQfQkqrEaDRs2tFoAA0/fv02bNom6mrtWV8bUFGh5Pbb+FOgePXqAiLBmzRrF9cePH3/mApjXADPOCvvn9ocFsBPDDez5Ye/ft4SwLZfwI06kVAO0Ek6mVEVOagCgldBl7HRxTe/P99q7yDaDHRfj5CWADx06BI1GAzc3NzEK/PjxYwQEBCAwMBD37t0z6x76wZyMjfzpk1cQrLVr14LIeBCs/AhgGXk0bdmyZcLWrl07EBHS0tJU05gSwBkZGXB3d0ehQoUUW85kZGSIIErGgmCZ89xkwTx//nzV8x06dAARYefOnSbzAp6MOnp5ecHNzU11raocQdgSARwXFwciwubNm1XP20IA7969G0SEqKgoxfW3b99GoUKFFPn99NNPICJUrVpVMSqak5Mj1uA+KwH8zTffgOjJNlC5SUtLg7u7e74EsDzzomvXrihTpgzc3NwU0ZpNoR8ES20fY/m3nzx5srDJ7Up/OYOMvO7aGgFsqr3KzJw5E0SECRMm5F05cD/COBbsn9sfFsBODDew54ecHB3aTt0hBG6bsZ/hfmoxQCsBWgkrkl8yGP09eF4ZpdNZYcfFOHkJYACIiooCEWHo0KHCNmnSJBAR2rZtazA9WubIkSOKrYBat24Noid7hOYWc2lpaQbb+Xz44YcgItSsWdNglPfq1atiBDH3NkuWCuDff/8dK1asENMtZW7fvi3EjP5aYFnIrF27VuUpmRbAANC8eXMQEaZPny5smZmZYj9dNRFnyXOThcHo0aNV779z5064uLggJCRETHPW5/Lly4rn2r9/fzFCph9IadOmTVZtgzR79myFCNLHFgL4+vXrcHFxgSRJOHXqlLCnp6eLEcnc+WVnZ4vtiXJvCyR/eHiWAvi3334DEaFMmTIGbeLOnTtiu7L8CGDg6dICYx8HTKG/PVG/fv0MPvSsW7cOrq6u8PHxMQi2NWzYMPH3Rf/Dws8//yzW51sjgE21V5nevXuDyPi2XPpwP8I4Euyf2x8WwE4MN7Dni12nbiJk7FOR22Psh1iY1A2Dx6WgXMKPTyNFf/mbvYtqU9hxMY4pAXz48GFoNBp4eXnh6tWrAJ48T3mU1NPTE40bN0ZsbCzCw8PFSGZkZKRBPpcuXRL7qBYuXBiRkZHo1q0bateuDY1GoxAbchCegIAAREdHIyoqCv7+/sI5z/07WiqAV65cKfIPDw9Hr169EBERIaY/554SKW+lJEkSunXrhv79+6N///7ivDkCePPmzXBxcQHRkzXO0dHRKFOmDIoUKSLS5xZxljy3y5cvw8vLC66urujYsSNee+019O/fHydOnBDXzJo1C66uruIDQ0xMDCIiIlC9enW4uroiICDA4P76+9KWLl0acXFxaN26NVxcXDBkyBCLBfCZM2eg0WjQtm1b1fO2EMAAMHDgQBA9WeMeERGBbt26ITg4GEWKFFGdjg48mf7v5eUFIkLdunXRs2dP1KpVCx4eHiK/3MK+oAQw8HRUMzAwEFFRUYiKikJgYCAqVKggtrjKjwCeM2eO+Huwbt06s9LoIwvTXr16ISAgAKGhoYiLi0PLli1FkKvcsxNOnjwJX19fEBGqVauGuLg4NG/eHBqNRkT3tkYAm2qvwJMlD6VLl0ZgYKBiL3A1uB9hHAn2z+0PC2AnhhvY88fUn04ajPTmPupM/AkX/imYCMKOAjsuxjElgIGn+6zmDgy1fPlydOzYEUWKFIG7uztKlCiBRo0aYfz48QaiS+bevXsYP348qlevDm9vb/j7+6NatWp4++23FfvMZmVlYcaMGahTpw58fHzg4+OD+vXrY/bs2arb+FgqgK9evYp3330Xbdq0QalSpeDh4YHg4GA0a9YMixcvVkxTBoBp06ahWrVq8PT0VDw3cwQw8GQKd1hYmFiP26NHD5w9ezZPEWfJc9u0aROaNm0qRs/UynTgwAH06tULpUuXFtOya9asiWHDhimiCANPRkwHDBiAYsWKwcvLCzVr1sQXX3xh8dRymXbt2sHV1VV8UNHHVgI4OzsbU6dORbVq1eDl5YXg4GD06tUL586dyzO/AwcOoEOHDvD394e/vz/Cw8OxZ88evPvuuyAizJ07N9/1MSaAHz16hKSkJFSsWBGenp4oXbo0Bg8ejFu3bhm9jyUC+OTJkyB6EpDK2FZZeaEvTI8dO4bIyEgEBQXB29sbjRs3Vl3nCzxZk925c2cUK1YMPj4+qFOnjgg2Zq0ABvJur8CTUWYiwvDhw82qH/cjjCPB/rn9YQHsxHADe/7IztEhZdUfquK33cc7/lNTn2XYcWGY5wd5P9jcU4kdmY4dO4KIsHev48ZWkKdymxKWxjBXmD4vDBo0CBqNBn/++adZ13M/wjgS7J/bHxbATgw3sOcTnU6HrcevYeSywxj05W/Q/vgntp24juycgtk6x9Fgx4Vhni8aNGiAUqVKISMjw95FMZt//vlHseZdp9OJQEoVKlQosO3JbM29e/dQokQJeHh44PLly1bl4UgC+MqVK/Dy8kKfPn3MTsP9CONIsH9uf1gAOzHcwBhHgB0Xhnm+2LlzJ4jM3+P4eWDPnj3QaDSoVasWoqOj0aVLFxEwzdvb2+T09+eRBQsWID4+XqzdN7aHrzk4kgAeMWIEvLy8FEsI8oL7EcaRYP/c/rAAdmK4gTGOADsuDMPkl+vXr2PIkCGoUqUKJEmCu7s7SpYsiVdeeQVHjx61d/GsQl47XLRoUQwfPtwg0relOJIAtgbuRxhHgv1z+8MC2InhBsY4Auy4MAzDMPmB+xHGkWD/3P6wAHZiuIExjgA7LgzDMEx+4H6EcSTYP7c/LICdGG5gjCPAjgvDMAyTH7gfYRwJ9s/tDwtgJ4YbGOMIsOPCMAzD5AfuRxhHgv1z+8MC2InhBsY4AjqdTjguWVlZ9i4OwzAM42BkZWWJfsRRt7ti/juwf25/WAA7MdzAGEfh9OnTOHbsGO7evWvvojAMwzAOxt27d3Hs2DGcPn3a3kVhGJOwf25/WAA7MdzAGEfh+vXrOHbsGE6ePIm7d+8iKysLOTk5fPDBBx988GH0yMrKwt27d3Hy5EkcO3YM169ft3d3xjAmYf/c/rAAdmK4gTGOQnZ2Ns6cOSOmsPHBBx988MGHJceZM2eQnZ39f+3deWwU9RvH8aew7UI52gqlVIKEo0qCoAha5IwmgBiuQgoSj4JcEg2HSpBAQRACMfADiSYgfxAETBQjIYJKECSACIQAakCBGqIVwiFGoLSc/fz+ILuK3V4wuzPbeb+S7x+d2UmeffKd7X52Z7/j9r8zoFK8P3cfAbgG4wRDPLl586bOnj0bvhyawWAwGIzKRkFBgc6ePUv4Rdzg/bn7CMA1GCcY4lVpaanrl9YxGAwGw9uDBa8Qj3h/7j4CcA3GCQYAAAB4B+/P3UcArsE4wQAAAADv4P25+wjANRgnGAAAAOAdvD93HwG4BuMEAwAAALyD9+fuIwDXYJxgAAAAgHfw/tx9BOAajBMMAAAA8A7en7uPAFyDcYIBAAAA3sH7c/cRgGswTjAAAADAO3h/7j4CcA1Wv359BYPB8InGYDAYDAaDwWAw3BvBYFD169d3Oyb4GgG4BsvIyFD9+vU9caITxOmnlwc9pZ9eH/SUnnp90E966vXhlX7Wr19fGRkZbscEXyMAI+pCJzycQT+dR0+dRT+dR0+dR0+dRT+dR0+dRT8RQgBG1PGC4yz66Tx66iz66Tx66jx66iz66Tx66iz6iRACMKKOFxxn0U/n0VNn0U/n0VPn0VNn0U/n0VNn0U+EEIARdbzgOIt+Oo+eOot+Oo+eOo+eOot+Oo+eOot+IoQAjKjjBcdZ9NN59NRZ9NN59NR59NRZ9NN59NRZ9BMhBGBEHS84zqKfzqOnzqKfzqOnzqOnzqKfzqOnzqKfCCEAAwAAAAB8gQAMAAAAAPAFAjAAAAAAwBcIwAAAAAAAXyAAAwAAAAB8gQAMAAAAAPAFAjAAAAAAwBcIwIiKn3/+WQsXLtTTTz+t5s2bKykpSRkZGcrJydHOnTsrPLawsFCjRo1SZmamgsGgsrKylJ+fr5KSkhhV701FRUX66KOP9Nprr+nxxx9XUlKSzEwLFiyo8Dgzq3D4ta9320+JOVpd3377bYVzMDs72+0SPaukpESzZs1SVlaWgsGgMjMzNWrUKBUWFrpdWlzq1atXhXPxq6++crtEzzlw4IAWLFignJwc3X///TIzBYPBSo9bvXq1Hn/8cdWrV09paWnq16+fvvvuuxhU7H3V7ens2bMrnLfTpk2LYfXecuXKFW3YsEEvv/yy2rdvrwYNGig5OVkdOnTQnDlzdPny5XKPZY76FwEYUdGsWTOZmRo2bKjevXtr2LBhevjhh2VmSkhI0JIlSyIeV1BQoPT0dJmZHn74YQ0bNkytWrWSmenJJ5/U1atXY/xMvOPQoUMR//FVJQDXq1dPeXl5Ecf169dj9Ay85W77yRytvlAAbt26dcQ5OHfuXLdL9KSSkhJ17dpVZqbMzEwNGzZMTzzxhMxM6enpKigocLvEuBMKwEOHDo04F3/88Ue3S/ScQYMGlXmdrCwAT5kyRWamunXratCgQerbt68CgYBq166tzz//PEaVe1d1exoKwN26dYs4bz/99NMYVu8tK1euDPewXbt2ys3NVd++fdWgQQOZmdq2bauzZ8+WOY456m8EYERF79699fHHH+vatWt3bF++fLnMTLVr19aRI0fKHNezZ0+ZmSZOnBjeduPGDeXk5MjMNGvWrKjX7lUFBQUaPXq0VqxYoYMHD2rGjBlVDsAtWrSITZFx5G77yRytvlAAzsvLc7uUuJKfnx/+YOXf32IsXrxYZqaePXu6WF18CgXgkydPul1K3Fi4cKFmzZqlL774QmfOnKk0rG3btk1mpkaNGun48ePh7Xv27FFSUpJSUlL0119/xaJ0z6puT0MBeNWqVbErMk6sXr1aEyZMuGOuSdLp06fVsWNHmZlGjBhxxz7mKAjAiLk+ffrIzPT222/fsX3//v0yMzVp0qTMt2hnzpxRYmKi0tLSfPuN5X+F/iESgJ1RlX4yR+8OAbj6rl+/rtTUVJmZDh48WGZ/hw4dZGY6cOCAC9XFLwLwvassrD377LMys4hXek2cOFFmpkWLFkWzxLhDAI6OPXv2hHv77y9kmKMgACPmpk6dKjPTuHHj7tg+a9YsmZlGjx4d8binn35aZqZvv/02BlV6HwHYWVXpJ3P07hCAq2/79u3hy8YjmTt3rsxMs2fPjm1hcY4AfO8qCmslJSUKBoMys4i/U9+5c6fMTL169YpylfGFABwdV65cCV8effr0aUnMUdxGAEbMDR06NOKloqHfxHzwwQcRj3vzzTdlZlq6dGksyvS86gTgxo0ba968eRo3bpwmT56s1atXV7gwhB9VpZ/M0bsTCsBdu3bVW2+9pbFjx2r69OnavHmzbt265XZ5nrRkyRKZmcJmlk4AAArUSURBVHJzcyPu37Rpk8xMgwcPjnFl8S0UgGfOnKkJEybo1Vdf1XvvvafffvvN7dLiRkVhLbS2Qnp6esT9RUVFMjOlpaVFs8S4U9UA/OKLL2rSpEkaP3683nnnHa4AqcRPP/0kM1NiYmL4qi3mKCQCMGKsoKAg/Mnbf1+4Q7/V2LhxY8Rjly5dKjPT66+/HotSPa86ATjSaNSokTZt2hSjar2vKv1kjt6dilaBbt++fZnfbuGfBVqmTJkScf/hw4dlZnrsscdiXFl8K28V6MTERBZjq6KKwtrGjRtlZurYsWO5x4cu7b906VK0Sow7VQ3AkcbQoUP5QLscY8aMkZlpwIAB4W3MUUgEYMTQjRs31L17d5mZhg8fXmZ/VlaWzExbt26NeHxopb//XjrtV1UNwC+99JK+/vprnTp1SkVFRTp06JBefPFFmZmSkpK0b9++GFXsbVXpJ3P07hw8eFBTp07V3r17deHCBV24cEHbtm1Tly5dwpfo//33326X6Sljx46VmWnGjBkR9584cUJmpgcffDDGlcW3/Px8rVmzRr/++quKi4t17NgxzZ8/X3Xr1uXqjSqqKKytW7dOZrdXKy5P6C4RoUtSUXkAXrNmjRYtWqQjR46oqKhIhYWFWrduXbiXXAlS1ubNm5WQkKDExEQdPnw4vJ05CokAjHIMHTpUDz30ULVGZUHqlVdekZmpVatWunDhQpn9bdq0kZnpm2++iXj8hx9+GNfhwumeVjUAl2f69OkyM/Xu3ftun5Kr3OhnTZ+j5YnG64Ek3bx5Uz169JCZaf78+TF4JvEj9M3FzJkzI+4/fvw4AdhBW7ZskZkpJSVFxcXFbpfjaRWFtbVr18rM1L1793KPD933lnDxj8oCcHlOnz6tRo0aycy4f+2/HD16VGlpaRE/1GKOQiIAoxydOnUq93Kb8kZFC//MmTNHZqaMjAydOHEi4mNq+uWlTvf0XgPw33//rdq1aysxMbHM7arigRv9rOlztDxO9/rfQr9l5ZY+d+IS6Njr3LmzzEzbt293uxRP4xJo591tAJb+WXuCW/DdVlhYqAceeKDc/8XMUUgEYMTA+++/H/5k/dChQ+U+jgWGqudeA7AkZWZmysx06tQpByuLTyyC5Y5jx47JzJSVleV2KZ7CIlixN2LECJmZ1q1b53YpnlZRWKvqAkOpqanRLDHu3EsAXrFihcxMY8eOdbiq+HP+/Hm1bdtWZqZRo0aptLS0zGOYo5AIwIiytWvXKiEhQcnJydq9e3eFj63qLWb4dP62ew3At27dUr169WRmunjxosPVxR8nb4PEHK26vXv3VvppvB9V9TZIfOvjnGeeeabCKzxwW0Vhrbi4uEq3mOGKjzvdSwBeuHBhhVeL+MWlS5fCV3EMGTJEN2/ejPg45igkAjCiaPPmzQoEAkpKStKWLVsqffy+fftkZmrSpEl4ufqQM2fOKDExUSkpKbp+/Xq0So4r9xqAN2/eLDNTmzZtHK4sPlWln8xR54XuCz5mzBi3S/GUa9euKSUlRWamgwcPltnfoUMHmZn279/vQnU1z7lz58IfCEZ6U4x/VBbW+vXrJzPTkiVLyuybOHGizEzvvvtuNEuMO3cbgEtLS5WdnS0z09q1a6NQWXy4evWqnnrqKZmZ+vbtW+nPupijIAAjKnbv3q26desqEAhow4YNVT6uW7duMjNNmjQpvO3GjRsaMmSIzMpfEMaPqhLY1q9fr2PHjpXZvmPHjvAiD//73/+iWWbcqOoHCszR6lu+fLn+/PPPO7aVlpZq+fLlCgQCSkhI4H6WEcyYMUNmt++fXFRUFN6+ePFimVW8iAvK+v7777V9+/Yyl0WePHkyfF4PHDjQperiR2VhbevWrTK7fau9f9/ibM+ePQoGg2rYsGHEhTD9rKKenj9/XqtXry7zoevly5c1fvx4mZmaNm2qK1euxKJUz7l586ZycnJkZurRo0eV+sAcBQEYURFaQKBly5bKy8uLOFauXFnmuOPHj4dXNGzfvr2GDx+uVq1aycyUnZ2tkpISF56NdwwePFjZ2dnKzs4OL9PfvHnz8Lb//h4wLy8v/PvKPn36KDc3V48++mh4oaLnnntOt27dcunZuK+6/ZSYo3ejRYsWSkxM1COPPKKBAwdq4MCBatmypcxMtWrV0rJly9wu0ZNKSkrC3+5kZmZq2LBh4b8bNWpU7oKCiGzVqlXhXvbq1UvDhw9Xt27dVKdOHZmZ2rVrp7Nnz7pdpuds2rQp/JoYmn8JCQl3bPvvPeUnTZokM1NycrIGDRqkfv36KRAIqFatWvrss89ceibeUZ2enjx5Umamhg0bKjs7W7m5uerdu3f4/1BqamqlPzGryUKLT5qZcnJyyn3Pef78+TuOY476GwEYUVGVVWLz8vIiHvv7779r5MiRatq0qZKSktS6dWvNnDmTW1PodpCoqKctWrS44/Fffvmlnn/+ebVt21apqakKBAJq0qSJ+vXrp/Xr17vzJDykuv0MYY5Wz7Jly9S/f3+1bNlS9erVU1JSklq0aKEXXniBS3grUVxcrPz8fLVu3VpJSUnKyMhQXl6efv/9d7dLiztHjx7VhAkT9Nhjjyk9PV2BQEApKSnq0qWLFi9ezPlbjtAHBxWNVatWRTyuU6dOSk5OVkpKivr27atdu3bF/gl4UHV6eunSJU2bNk29evVSs2bNFAwGlZycrHbt2umNN97QH3/84e6TcVno6q3KxsmTJ8scyxz1LwIwAAAAAMAXCMAAAAAAAF8gAAMAAAAAfIEADAAAAADwBQIwAAAAAMAXCMAAAAAAAF8gAAMAAAAAfIEADAAAAADwBQIwAAAAAMAXCMAAAAAAAF8gAAMAAAAAfIEADAAAAADwBQIwAAAAAMAXCMAAAAAAAF8gAAMAAAAAfIEADAAAAADwBQIwAAAAAMAXCMAAAHjMiBEjZGaaN29emX27du1SMBhUenq6CgoKXKgOAID4RQAGAMBjTpw4oUAgoLS0NF28eDG8/ZdfftF9992n5ORk7d+/38UKAQCITwRgAAA8aOzYsTIzzZ07V5J05swZtWzZUrVr19amTZtcrg4AgPhEAAYAwIMKCwtVp04dpaam6tSpU+rcubPMTCtXrnS7NAAA4hYBGAAAj5oyZYrMTI0bN5aZafbs2W6XBABAXCMAAwDgUYWFhUpISJCZaeTIkW6XAwBA3CMAAwDgQaWlpcrNzZWZycw0ZswYt0sCACDuEYABAPCgyZMny8w0YMAANWnSRIFAQMePH3e7LAAA4hoBGAAAj1m8eLHMTNnZ2SouLg7//dxzz7ldGgAAcY0ADACAh3zyySdKSEhQmzZtdO7cOUlScXGxmjZtqoSEBP3www8uVwgAQPwiAAMA4BE7duxQMBhUenq6CgoK7ti3dOlSmZn69+/vUnUAAMQ/AjAAAB5w5MgRpaamKjk5Wfv27Suzv6SkRM2aNZOZac+ePS5UCABA/CMAAwAAAAB8gQAMAAAAAPAFAjAAAAAAwBcIwAAAAAAAXyAAAwAAAAB8gQAMAAAAAPAFAjAAAAAAwBcIwAAAAAAAXyAAAwAAAAB8gQAMAAAAAPAFAjAAAAAAwBcIwAAAAAAAXyAAAwAAAAB8gQAMAAAAAPAFAjAAAAAAwBcIwAAAAAAAXyAAAwAAAAB8gQAMAAAAAPAFAjAAAAAAwBcIwAAAAAAAX/g//vZL38k42vwAAAAASUVORK5CYII=\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def wave_coeffs(x, waves, wave):\n",
    "    dx = x[1] - x[0]\n",
    "    coeffs = waves.dot(wave) * dx\n",
    "    return coeffs\n",
    "\n",
    "def wave_time(coeffs, waves, energies, t):\n",
    "    wave = waves.T.dot(coeffs * np.exp(-1j*energies*t/hbar))\n",
    "    return wave\n",
    "\n",
    "m = 1\n",
    "w = 1\n",
    "x = np.linspace(-20, +20, 500)\n",
    "v = 1/2*m*w**2*x**2\n",
    "\n",
    "energies, waves = get_stationary_states(x, v, m)\n",
    "\n",
    "wave0 = (3 - 4*x**2 + 3*x) * 5 * np.sin(0.5*x) * np.exp(1j * x)\n",
    "coeffs = wave_coeffs(x, waves, wave0)\n",
    "wave_reconstructed = wave_time(coeffs, waves, energies, 0)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.set_xlabel(\"$x$\")\n",
    "ax.set_ylabel(\"$\\Psi(x)$\")\n",
    "ax.plot(x, np.real(wave0), linewidth=4, label=\"Original (real part)\")\n",
    "ax.plot(x, np.real(wave_reconstructed), linewidth=1, label=\"Reconstructed (real part)\")\n",
    "ax.plot(x, np.imag(wave0), linewidth=4, label=\"Original (imaginary part)\")\n",
    "ax.plot(x, np.imag(wave_reconstructed), linewidth=1, label=\"Reconstructed (imaginary part)\")\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nå har vi alt vi trenger for å studere tidsutviklingen av bølgefunksjonen.\n",
    "Dette skal vi gjøre ved å lage en animasjon.\n",
    "`matplotlib` er ikke et spesielt velegnet bibliotek til dette, men fungerer allikevel godt nok for vårt formål.\n",
    "\n",
    "Nedenfor har vi satt sammen funksjonen `animate_wave()` som du skal modifisere til å gjøre nettopp dette.\n",
    "Den tar inn et diskretisert rom $\\boldsymbol{x}$, potensialverdier $\\boldsymbol{V}$, en masse $m$, en starttilstand $\\boldsymbol{\\Psi_0}$ og antall bilder som skal vises per sekund, `fps`.\n",
    "Funksjonen kaller `animate()` én gang per bilde i animasjonen, der en (foreløpig meningsløs) \"bølgefunksjon\" beregnes og vises i animasjonen.\n",
    "\n",
    "Nedenfor har vi satt sammen litt mer informasjon om funksjonen og noen tips om hvordan du kan bruke den til å få tilfredsstillende resultater.\n",
    "* Du kan vise real- eller imaginærdelen til funksjonen som animeres med argumentene `real` og `imag`.\n",
    "* Du kan bestemme når animasjonen skal starte og slutte med argumentene `t1` og `t2`. Om du ikke ber om annet, vil den begynne ved $t_1 = 0$ og fortsette for evig og alltid til $t_2 = \\infty$. Differansen mellom disse tallene bestemmer også varigheten på animasjonen i *sekunder*.\n",
    "* Du kan bestemme om animasjonen skal vises i sanntid eller forhåndsberegnes med argumentet `realtime`.\n",
    "    * I sanntidsmodus gjøres beregningene parallelt med animeringen. Du vil se resultater fra første sekund, men animasjonen kan bli hakkete hvis tidssteget er så lite at beregningene ikke klarer å holde følge med animeringen.\n",
    "    * I forhåndsberegningsmodus bruker maskinen tiden den trenger til å sette sammen alle bildene i animasjonen til en video. Tidssteget vil respekteres, men forhåndsberegningen kan ta en stund og du må bruke et endelig tidsintervall. **Kjør animasjonene i forhåndsberegningsmodus før du leverer oppgaven, slik at de kan spilles av som en video.**\n",
    "\n",
    "Det er også noen tekniske ting som er greit å merke seg, i tilfelle ting ikke fungerer.\n",
    "* **Funksjonen `animate_wave()` må kalles nederst i en Jupyter Notebook-celle for at animasjonen skal vises.**\n",
    "* Hvis du irriterer deg over at figuren som animeres vises to ganger, kan du kommentere ut kodeblokken med `clear_output()`.  **Vær i så fall klar over at dette vil fjerne all output som er generert av en celle fram til `clear_output()` kalles.**\n",
    "* Sanntidsmodus `realtime=True` kan kun brukes om du har bedt Jupyter Notebook eller Jupyter Lab bruke en interaktiv backend med `%matplotlib notebook` eller `%matplotlib widget` øverst i notebooken. Om ikke må du forhåndsberegne animasjonene med `realtime=False`.\n",
    "\n",
    "**Sett deg inn i og modifiser funksjonen `animate_wave()`, slik at den animerer $\\boldsymbol{\\Psi}$ fra starttilstanden $\\boldsymbol{\\Psi_0}$ i potensialet $V$ i rommet $\\boldsymbol{x}$.**\n",
    "\n",
    "*Vi beregner de stasjonære tilstandene $\\boldsymbol{\\psi_n}$, energiene $E_n$ og koeffisientene $c_n$ som representerer starttilstanden før animeringen begynner, da ingen av disse verdiene endrer seg under tidsutviklingen. Dette bruker vi så til å beregne $\\boldsymbol{\\Psi}$ ved hvert animasjonssteg. Vi plotter potensialet $\\boldsymbol{V}$ og tilstanden $\\boldsymbol{\\Psi}$ i samme figur.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def animate_wave(x, v, m, wave0, fps, t1=0, t2=None, realtime=True, real=False, imag=False):\n",
    "    assert not (not realtime and t2 is None), \"non-realtime animation must be finite in time\"\n",
    "    \n",
    "    dt = 1 / fps\n",
    "    nframes = None if t2 is None else int((t2 - t1) / dt) # None animates forever\n",
    "    \n",
    "    # print information about this animation\n",
    "    nframesstr = \"infinite\" if t2 is None else f\"{nframes}\"\n",
    "    durationstr = \"infinite\" if t2 is None else f\"{t2-t1:.2f}\"\n",
    "    print(\"Animation information:\")\n",
    "    print(f\"  Frames   : {nframesstr}\")\n",
    "    print(f\"  Framerate: {fps} FPS\")\n",
    "    print(f\"  Duration : {durationstr}\")\n",
    "    print(f\"  Time step: {dt}\")\n",
    "    \n",
    "    fig, ax = plt.subplots()\n",
    "    \n",
    "    # prevent duplicate animation figure in non-realtime mode\n",
    "    #if not realtime:\n",
    "        #clear_output()\n",
    "        \n",
    "    ax.set_xlabel(\"$x$\")\n",
    "    ax.set_ylabel(\"$|\\Psi|$, $\\Re{(\\Psi)}$, $\\Im{(\\Psi)}$\")\n",
    "    \n",
    "    # create objects for the graphs that will be updated every frame\n",
    "    # the commas matter!\n",
    "    ymax = max(np.max(np.abs(wave0)**2), np.max(np.abs(wave0)))\n",
    "    graph, = ax.plot([x[0], x[-1]], [0, +2*ymax]) # plot 2x wave0 to make room\n",
    "    if real:\n",
    "        graph2, = ax.plot([x[0], x[-1]], [0, -2*ymax]) # make room for negative values\n",
    "    if imag:\n",
    "        graph3, = ax.plot([x[0], x[-1]], [0, -2*ymax]) # make room for negative values\n",
    "    \n",
    "    # plot potential extended with indications of infinite walls at ends\n",
    "    ax2 = ax.twinx()\n",
    "    v_max = np.min(v) + 1.1 * (np.max(v) - np.min(v)) + 1 # + 1 if v = const\n",
    "    x_ext = np.concatenate(([x[0]], x, [x[-1]]))\n",
    "    v_ext = np.concatenate(([v_max], v, [v_max]))\n",
    "    ax2.set_ylabel(\"$V(x)$\")\n",
    "    ax2.plot(x_ext, v_ext, linewidth=3, color=\"black\", label=\"V\")\n",
    "    ax2.legend(loc=\"upper right\")\n",
    "    \n",
    "    energies, waves = get_stationary_states(x, v, m)\n",
    "    coeffs = wave_coeffs(x, waves, wave0)\n",
    "\n",
    "    # call this function for every frame in the animation\n",
    "    def animate(i):\n",
    "        time = t1 + i*dt\n",
    "        wave = wave_time(coeffs, waves, energies, time)\n",
    "        \n",
    "        # update graph objects\n",
    "        # set_data() etc. modifies existing an existing object in a figure\n",
    "        # it is much more efficient than creating a new figure for every animation frame\n",
    "        graph.set_data(x, np.abs(wave))\n",
    "        graph.set_label(f\"$|\\Psi(x, t = {time:.2f})|$\")\n",
    "        if real:\n",
    "            graph2.set_data(x, np.real(wave))\n",
    "            graph2.set_label(f\"$\\Re(\\Psi(x, t = {time:.2f}))$\")\n",
    "        if imag:\n",
    "            graph3.set_data(x, np.imag(wave))\n",
    "            graph3.set_label(f\"$\\Im(\\Psi(x, t = {time:.2f}))$\")     \n",
    "        ax.legend(loc=\"upper left\")\n",
    "\n",
    "    # create and return matplotlib animation object\n",
    "    ani = matplotlib.animation.FuncAnimation(fig, animate, frames=nframes, interval=dt*1000, repeat=False)\n",
    "    if realtime:\n",
    "        return ani\n",
    "    else:\n",
    "        return HTML(ani.to_jshtml())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I resten av øvingen skal vi rett og slett bare teste ut animasjonsfunksjonen på en del forskjellige situasjoner.\n",
    "\n",
    "### Partikkel i boks\n",
    "\n",
    "I regneøvingene har vi sett på superposisjonen av grunntilstanden og første eksiterte tilstand\n",
    "$$ \\Psi(x, 0) = \\frac{1}{\\sqrt{2}} (\\psi_1(x) + \\psi_2(x)) $$\n",
    "for en partikkel i boks.\n",
    "Vi fant så at sannsynlighetstettheten $|\\Psi(x, t)|^2$ skulle oscillere fram og tilbake med perioden\n",
    "$$ T = \\frac{2 \\pi \\hbar}{E_2 - E_1} $$\n",
    "\n",
    "**Preparér denne starttilstanden for et elektron i en boks og bekreft at perioden er riktig. Du kan for eksempel variere størrelsen på boksen for å finne en periode du har tid til å observere.**\n",
    "\n",
    "*Vi lager en boks med en bredde som er liten nok til at (tallverdien til) perioden bare er på noen få sekunder. Så henter vi ut de stasjonære tilstandene og energiene til boksen, lineærkombinerer dem som angitt og setter i gang tidsutvikleren. Vi regner også ut den forventede perioden ved hjelp av energiene til tilstandene. Det ser ut til at bølgefunksjonen gjenvinner sin opprinnelige form etter den beregnede perioden!*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Period: 6.859033234200375\n",
      "Animation information:\n",
      "  Frames   : 137\n",
      "  Framerate: 10 FPS\n",
      "  Duration : 13.72\n",
      "  Time step: 0.1\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var 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) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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 overridden (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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { 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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_imgb7d156fc670741738a82465f847f3700\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_sliderb7d156fc670741738a82465f847f3700\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"animb7d156fc670741738a82465f847f3700.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button onclick=\"animb7d156fc670741738a82465f847f3700.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "      <button onclick=\"animb7d156fc670741738a82465f847f3700.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animb7d156fc670741738a82465f847f3700.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button onclick=\"animb7d156fc670741738a82465f847f3700.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button onclick=\"animb7d156fc670741738a82465f847f3700.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animb7d156fc670741738a82465f847f3700.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "          </button>\n",
       "      <button onclick=\"animb7d156fc670741738a82465f847f3700.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animb7d156fc670741738a82465f847f3700.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animb7d156fc670741738a82465f847f3700.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form action=\"#n\" name=\"_anim_loop_selectb7d156fc670741738a82465f847f3700\" class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_b7d156fc670741738a82465f847f3700\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio1_b7d156fc670741738a82465f847f3700\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_b7d156fc670741738a82465f847f3700\"\n",
       "             >\n",
       "      <label for=\"_anim_radio2_b7d156fc670741738a82465f847f3700\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_b7d156fc670741738a82465f847f3700\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_b7d156fc670741738a82465f847f3700\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_imgb7d156fc670741738a82465f847f3700\";\n",
       "    var slider_id = \"_anim_sliderb7d156fc670741738a82465f847f3700\";\n",
       "    var loop_select_id = \"_anim_loop_selectb7d156fc670741738a82465f847f3700\";\n",
       "    var frames = new Array(137);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
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       "xdbWVgwZMqSiOBJC3vkTov7zk1v+qvPXAlDuOdR3CiHudVASERERkUFgDyARERGRgWEBSERERGRg\\\n",
       "WAASERERGRgWgEREREQGhgUgERERkYFhAUhERERkYFgAEhERERkYFoBEREREBoYFIBEREZGBYQFI\\\n",
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       "QmCC\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        animb7d156fc670741738a82465f847f3700 = new Animation(frames, img_id, slider_id, 100.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = np.linspace(0, 4, 400)\n",
    "v = 0*x\n",
    "m = 1\n",
    "energies, waves = get_stationary_states(x, v, m)\n",
    "\n",
    "wave = 1/np.sqrt(2) * (waves[0] + waves[1])\n",
    "period = 2*np.pi*hbar/(energies[1] - energies[0])\n",
    "print(f\"Period: {period}\")\n",
    "\n",
    "animate_wave(x, v, m, wave, 10, t2=2*period, realtime=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fri partikkel representert ved Gaussisk bølgepakke\n",
    "\n",
    "I regneøvingene har vi også sett hvordan vi kan representere en fri partikkel som en gaussisk bølgepakke\n",
    "$$ \\Psi(x, 0) = (2 \\pi \\Delta x^2)^{-1/4} e^{-(x-x_0)^2/4 \\Delta x^2} e^{i p_0 x / \\hbar} $$\n",
    "med \n",
    "$$ \\langle x \\rangle = x_0 \\quad \\text{og} \\quad \\langle p \\rangle = p_0 $$\n",
    "Slik oppnådde vi også et \"beste kompromiss\" mellom usikkerhetene i posisjon $\\Delta x$ og impuls $\\Delta p$, nemlig\n",
    "$$ \\Delta x \\Delta p = \\hbar / 2 $$\n",
    "Dette er altså det nærmeste vi kommer å kunne representere en fri partikkel med en noenlunde veldefinert posisjon **og** impuls.\n",
    "\n",
    "**Plassér et elektron i en uendelig brønn med en gaussisk bølgepakke. Sørg for at den har plass til å bevege seg et stykke før den kræsjer i veggen. Studér utviklingen over tid. Hva skjer med formen til bølgepakken over tid? Hva skjer ved veggene? Hvilken hastighet har bølgepakkens tyngdepunkt?**\n",
    "\n",
    "*Bølgepakken brer seg ut over tid. Dette svarer til fenomenet dispersjon. Bølgepakken er en kombinasjon av flere planbølger, hver med skarp impuls, så grovt sagt beveger ulike komponenter av totalbølgen seg med forskjellig hastighet. Dermed \"diffunderer\" bølgen ut over tid.*\n",
    "\n",
    "*Denne tankegangen kan også overføres fysisk. I starten vet vi med stor nøyaktighet hvor partikkelen er, men vi vet mindre om impulsen og \"hastigheten\". Dermed blir vi mindre sikre på hvor partikkelen befinner seg over tid.*\n",
    "\n",
    "*Ved veggene ser det ut til at det uendelige potensialet gjør at partikkelen spretter tilbake i motsatt retning som i en elastisk kollisjon.*\n",
    "\n",
    "*Fra animasjonen ser vi at bølgepakken ser ut til å bevege seg med gruppehastigheten $\\langle p \\rangle / m$, som vi forventer fra klassiske betraktninger.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Animation information:\n",
      "  Frames   : 250\n",
      "  Framerate: 10 FPS\n",
      "  Duration : 25.00\n",
      "  Time step: 0.1\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var 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) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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 overridden (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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { 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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_img075eb4d93c134699b7f08e0c8998abc3\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_slider075eb4d93c134699b7f08e0c8998abc3\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"anim075eb4d93c134699b7f08e0c8998abc3.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button onclick=\"anim075eb4d93c134699b7f08e0c8998abc3.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "      <button onclick=\"anim075eb4d93c134699b7f08e0c8998abc3.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim075eb4d93c134699b7f08e0c8998abc3.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button onclick=\"anim075eb4d93c134699b7f08e0c8998abc3.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button onclick=\"anim075eb4d93c134699b7f08e0c8998abc3.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim075eb4d93c134699b7f08e0c8998abc3.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "          </button>\n",
       "      <button onclick=\"anim075eb4d93c134699b7f08e0c8998abc3.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim075eb4d93c134699b7f08e0c8998abc3.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim075eb4d93c134699b7f08e0c8998abc3.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form action=\"#n\" name=\"_anim_loop_select075eb4d93c134699b7f08e0c8998abc3\" class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_075eb4d93c134699b7f08e0c8998abc3\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio1_075eb4d93c134699b7f08e0c8998abc3\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_075eb4d93c134699b7f08e0c8998abc3\"\n",
       "             >\n",
       "      <label for=\"_anim_radio2_075eb4d93c134699b7f08e0c8998abc3\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_075eb4d93c134699b7f08e0c8998abc3\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_075eb4d93c134699b7f08e0c8998abc3\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img075eb4d93c134699b7f08e0c8998abc3\";\n",
       "    var slider_id = \"_anim_slider075eb4d93c134699b7f08e0c8998abc3\";\n",
       "    var loop_select_id = \"_anim_loop_select075eb4d93c134699b7f08e0c8998abc3\";\n",
       "    var frames = new Array(250);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
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       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim075eb4d93c134699b7f08e0c8998abc3 = new Animation(frames, img_id, slider_id, 100.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def gaussian(x, x0, stdx, p0):\n",
    "    return (2*np.pi*stdx**2)**(-1/4) * np.exp(-(x-x0)**2/(4*stdx**2)) * np.exp(1j * p0*x/hbar)\n",
    "\n",
    "m = 1\n",
    "x = np.linspace(-5, +45, 400)\n",
    "v = 0*x\n",
    "p0 = 3\n",
    "wave = gaussian(x, 0, 1, p0)\n",
    "\n",
    "animate_wave(x, v, m, wave, 10, t2=1.5*(x[-1]-x[0])/(p0/m), real=True, realtime=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Koherent tilstand i harmonisk oscillator\n",
    "\n",
    "En forskjøvet grunntilstand\n",
    "$$ \\Psi(x, 0) = \\left(\\frac{m \\omega}{\\pi \\hbar}\\right)^{1/4} e^{-m \\omega (x-x_0)^2 / 2 \\hbar} $$\n",
    "i den harmoniske oscillatoren kalles på engelsk en *coherent state*.\n",
    "På norsk kan vi kalle dette en *koherent* eller kanskje en *sammenhengende tilstand*.\n",
    "Slike tilstander er av spesiell interesse når vi sammenligner kvantemekanikken med den klassiske mekanikken.\n",
    "\n",
    "**Studér tidsutviklingen til en slik tilstand for et elektron i en harmonisk oscillator. Plassér den et sted til siden for sentrum av oscillatoren. Kan du se for deg motivasjonen bak navngivningen? Hvilken karakteristisk egenskap ved tilstanden tror du gjør den spesielt relevant for sammenligning med klassisk mekanikk?**\n",
    "\n",
    "*I motsetning til for eksempel den gaussiske bølgepakken, ser den koherente tilstanden ut til å ha en unik evne til å holde på formen sin - derav navnet. I klassisk mekanikk eksisterer ikke konseptet med usikkerheten til en partikkels posisjon på samme måte som i kvantemekanikken. Denne egenskapen med en tidsuavhengig posisjonsusikkerhet må være en av egenskapene som gjør en slik tilstand spesielt interessant når vi sammenligner de to \"fysikkgrenene\".*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Animation information:\n",
      "  Frames   : 100\n",
      "  Framerate: 10 FPS\n",
      "  Duration : 10.00\n",
      "  Time step: 0.1\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var 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) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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 overridden (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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { 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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_img41b0aaa120614f8699071add9bce391a\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_slider41b0aaa120614f8699071add9bce391a\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"anim41b0aaa120614f8699071add9bce391a.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button onclick=\"anim41b0aaa120614f8699071add9bce391a.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "      <button onclick=\"anim41b0aaa120614f8699071add9bce391a.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim41b0aaa120614f8699071add9bce391a.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button onclick=\"anim41b0aaa120614f8699071add9bce391a.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button onclick=\"anim41b0aaa120614f8699071add9bce391a.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim41b0aaa120614f8699071add9bce391a.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "          </button>\n",
       "      <button onclick=\"anim41b0aaa120614f8699071add9bce391a.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim41b0aaa120614f8699071add9bce391a.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim41b0aaa120614f8699071add9bce391a.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form action=\"#n\" name=\"_anim_loop_select41b0aaa120614f8699071add9bce391a\" class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_41b0aaa120614f8699071add9bce391a\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio1_41b0aaa120614f8699071add9bce391a\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_41b0aaa120614f8699071add9bce391a\"\n",
       "             >\n",
       "      <label for=\"_anim_radio2_41b0aaa120614f8699071add9bce391a\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_41b0aaa120614f8699071add9bce391a\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_41b0aaa120614f8699071add9bce391a\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img41b0aaa120614f8699071add9bce391a\";\n",
       "    var slider_id = \"_anim_slider41b0aaa120614f8699071add9bce391a\";\n",
       "    var loop_select_id = \"_anim_loop_select41b0aaa120614f8699071add9bce391a\";\n",
       "    var frames = new Array(100);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
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       "gg==\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim41b0aaa120614f8699071add9bce391a = new Animation(frames, img_id, slider_id, 100.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = 1\n",
    "w = 1\n",
    "x = np.linspace(-10, 10, 500)\n",
    "v = 1/2 * m * w**2 * x**2\n",
    "\n",
    "x0 = 5\n",
    "wave = (m*w/(np.pi*hbar))**(1/4) * np.exp(-m*w*(x-x0)**2/(2*hbar))\n",
    "\n",
    "animate_wave(x, v, m, wave, 10, t2=10, realtime=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transmisjon og refleksjon av fri partikkel ved potensialbarriere\n",
    "\n",
    "I den klassiske mekanikken kan en partikkel umulig befinne seg i et område der partikkelens energi er lavere enn den potensielle energien.\n",
    "Men i kvantemekanikken er ikke ting så enkelt.\n",
    "Her kan en partikkel bevege seg gjennom et potensial, selv om potensialet på et punkt er høyere enn partikkelens energi.\n",
    "Mulighetene for transmisjon og refleksjon avhenger spesielt av partikkelens (forventede) energi\n",
    "$$ \\langle E \\rangle = \\sum_{n=1}^N |c_n|^2 E_n $$\n",
    "\n",
    "**Send et fritt elektron (i form av en gaussisk bølgepakke) inn mot en potensialbarriere. Studér transmisjonen og refleksjonen av bølgepakken. Undersøk hvordan partikkelens (forventede) energi påvirker dens muligheter for å reflekteres og transmitteres, særlig for energier rundt barrierehøyden. Du kan enkelt variere energien ved å justere for eksempel partikkelens impuls.**\n",
    "\n",
    "*Vi preparerer gaussiske bølgepakker og prøver oss fram med forskjellige impulsverdier. Vi beregner partikkelens forventede energi ved hjelp av koeffisientene og energiene til de stasjonære tilstandene og sammenligner denne med barrierehøyden.*\n",
    "\n",
    "*For impulser som gir energier rett under barrierehøyden reflekteres mesteparten av bølgen, men en liten del tunnelerer allikevel gjennom barrieren! For impulser som gir energier over barrierehøyden, transmitteres mesteparten av bølgen, som vi også ville forventet klassisk.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Expected energy: 8.0084985795006\n",
      "Barrier height:  10\n",
      "Animation information:\n",
      "  Frames   : 75\n",
      "  Framerate: 10 FPS\n",
      "  Duration : 7.50\n",
      "  Time step: 0.1\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var 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) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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 overridden (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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { 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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_imgec67d43c051e468fb34da396ff9fa7c0\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_sliderec67d43c051e468fb34da396ff9fa7c0\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"animec67d43c051e468fb34da396ff9fa7c0.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button onclick=\"animec67d43c051e468fb34da396ff9fa7c0.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "      <button onclick=\"animec67d43c051e468fb34da396ff9fa7c0.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animec67d43c051e468fb34da396ff9fa7c0.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button onclick=\"animec67d43c051e468fb34da396ff9fa7c0.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button onclick=\"animec67d43c051e468fb34da396ff9fa7c0.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animec67d43c051e468fb34da396ff9fa7c0.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "          </button>\n",
       "      <button onclick=\"animec67d43c051e468fb34da396ff9fa7c0.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animec67d43c051e468fb34da396ff9fa7c0.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"animec67d43c051e468fb34da396ff9fa7c0.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form action=\"#n\" name=\"_anim_loop_selectec67d43c051e468fb34da396ff9fa7c0\" class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_ec67d43c051e468fb34da396ff9fa7c0\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio1_ec67d43c051e468fb34da396ff9fa7c0\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_ec67d43c051e468fb34da396ff9fa7c0\"\n",
       "             >\n",
       "      <label for=\"_anim_radio2_ec67d43c051e468fb34da396ff9fa7c0\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_ec67d43c051e468fb34da396ff9fa7c0\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_ec67d43c051e468fb34da396ff9fa7c0\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_imgec67d43c051e468fb34da396ff9fa7c0\";\n",
       "    var slider_id = \"_anim_sliderec67d43c051e468fb34da396ff9fa7c0\";\n",
       "    var loop_select_id = \"_anim_loop_selectec67d43c051e468fb34da396ff9fa7c0\";\n",
       "    var frames = new Array(75);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
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       "AAAAAElFTkSuQmCC\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        animec67d43c051e468fb34da396ff9fa7c0 = new Animation(frames, img_id, slider_id, 100.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def animate_tunnelling(p0):\n",
    "    m = 1\n",
    "    x = np.linspace(-10, 40, 500)\n",
    "    v0 = 10\n",
    "    v = np.piecewise(x, [np.abs(x-10) < 1, np.abs(x-10) >= 1], [v0, 0])\n",
    "\n",
    "    wave = gaussian(x, 0, 1, p0)\n",
    "\n",
    "    energies, waves = get_stationary_states(x, v, m)\n",
    "    coeffs = wave_coeffs(x, waves, wave)\n",
    "    energy = (np.abs(coeffs)**2).dot(energies)\n",
    "    print(f\"Expected energy: {energy}\")\n",
    "    print(f\"Barrier height:  {v0}\")\n",
    "\n",
    "    return animate_wave(x, v, m, wave, 10, t2=30/(p0/m), real=True, realtime=False)\n",
    "\n",
    "animate_tunnelling(4) # p0 = 4 gives energy below barrier height v0 = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Expected energy: 17.56734096474395\n",
      "Barrier height:  10\n",
      "Animation information:\n",
      "  Frames   : 50\n",
      "  Framerate: 10 FPS\n",
      "  Duration : 5.00\n",
      "  Time step: 0.1\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var 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) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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 overridden (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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { 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",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\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"
    },
    {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/\n",
       "css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_img42f5551d244146079d1e26226ac5e13f\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_slider42f5551d244146079d1e26226ac5e13f\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"anim42f5551d244146079d1e26226ac5e13f.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button onclick=\"anim42f5551d244146079d1e26226ac5e13f.slower()\"><i class=\"fa fa-minus\"></i></button>\n",
       "      <button onclick=\"anim42f5551d244146079d1e26226ac5e13f.first_frame()\"><i class=\"fa fa-fast-backward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim42f5551d244146079d1e26226ac5e13f.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button onclick=\"anim42f5551d244146079d1e26226ac5e13f.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button onclick=\"anim42f5551d244146079d1e26226ac5e13f.pause_animation()\"><i class=\"fa fa-pause\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim42f5551d244146079d1e26226ac5e13f.play_animation()\"><i class=\"fa fa-play\"></i>\n",
       "          </button>\n",
       "      <button onclick=\"anim42f5551d244146079d1e26226ac5e13f.next_frame()\"><i class=\"fa fa-step-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim42f5551d244146079d1e26226ac5e13f.last_frame()\"><i class=\"fa fa-fast-forward\">\n",
       "          </i></button>\n",
       "      <button onclick=\"anim42f5551d244146079d1e26226ac5e13f.faster()\"><i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form action=\"#n\" name=\"_anim_loop_select42f5551d244146079d1e26226ac5e13f\" class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_42f5551d244146079d1e26226ac5e13f\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio1_42f5551d244146079d1e26226ac5e13f\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_42f5551d244146079d1e26226ac5e13f\"\n",
       "             >\n",
       "      <label for=\"_anim_radio2_42f5551d244146079d1e26226ac5e13f\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_42f5551d244146079d1e26226ac5e13f\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_42f5551d244146079d1e26226ac5e13f\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img42f5551d244146079d1e26226ac5e13f\";\n",
       "    var slider_id = \"_anim_slider42f5551d244146079d1e26226ac5e13f\";\n",
       "    var loop_select_id = \"_anim_loop_select42f5551d244146079d1e26226ac5e13f\";\n",
       "    var frames = new Array(50);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\\\n",
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       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim42f5551d244146079d1e26226ac5e13f = new Animation(frames, img_id, slider_id, 100.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animate_tunnelling(6) # p0 = 6 gives energy above barrier height v0 = 10"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
