{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EDS Simulation\n",
    "In this example/tutorial we want to elaborated on enveloping distribution sampling (EDS) and how it can be used to calculate relative free energies.\n",
    "\n",
    "\n",
    "Content:\n",
    " * Constructing the reference state\n",
    " * Sampling the reference state\n",
    " * Calculating the free energies\n",
    " \n",
    " Maintainers: [@SchroederB](https://https://github.com/SchroederB), [@linkerst](https://https://github.com/linkerst), [@dfhahn](https://https://github.com/dfhahn)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\benja\\ubuntuHome\\Ensembler\\examples/..\n"
     ]
    }
   ],
   "source": [
    "#if package is not installed:\n",
    "import os, sys\n",
    "my_path = os.getcwd()+\"/..\"\n",
    "print(my_path)\n",
    "sys.path.append(my_path)\n",
    "\n",
    "#Imports:\n",
    "import numpy as np\n",
    "from matplotlib import pylab as plt\n",
    "\n",
    "#import Ensembler\n",
    "from ensembler.potentials import OneD as pot\n",
    "\n",
    "##Imports:\n",
    "import ensembler.visualisation.plotPotentials as exPlot\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Problem\n",
    "For our EDS Tutorial we assume that we have a two atom molecule with one bond.\n",
    "We want to know what happens if this bond is changing to another bond type.\n",
    "\n",
    "The two bond types will be modelled as harmonic oscillators according to hooke's law:\n",
    "\n",
    "$V_i(r) = 0.5 k_i (r - r_{0_i})^2 + V_{offset_i}$\n",
    "\n",
    "With:\n",
    " * $V_{offset_i}$ as the shift of the minimal energy of Bond type i\n",
    " * $k_i$ as the force constant of Bond type i\n",
    " * $r_{0_i}$ the optimal length of Bond type i\n",
    "\n",
    "A bond type change translates to a change in optimal length, a different minimum energy and a different force constant.\n",
    "\n",
    "We are interested in two particular bond types A and B, which are defined as follows:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 5)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_timing_with_points=100\n",
    "positions = np.linspace(-10, 10, test_timing_with_points)\n",
    "\n",
    "V_offset_A = 0\n",
    "r_0_A = -2\n",
    "k_A = 1\n",
    "\n",
    "V_offset_B = 0.5\n",
    "r_0_B = 2\n",
    "k_B = 0.7\n",
    "\n",
    "V_A = pot.harmonicOscillatorPotential(x_shift=r_0_A, y_shift=V_offset_A, k=k_A)\n",
    "V_B = pot.harmonicOscillatorPotential(x_shift=r_0_B, y_shift=V_offset_B, k=k_B)\n",
    "\n",
    "fig,ax = plt.subplots(ncols=1)\n",
    "ax.plot(positions, V_A.ene(positions), c=\"grey\", lw=3, zorder=-1, label=\"$V_A$\")\n",
    "ax.plot(positions, V_B.ene(positions), c=\"black\", lw=3, zorder=-1, label=\"$V_B$\")\n",
    "ax.set_ylim([0,5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Reference Potential\n",
    "The method EDS is building in its first step a Reference Potential $V_R$, leading to the reference state R enveloping all endstates of interest.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Building an EDS Potential\n",
    "To build our $V_R$, one needs to construct:\n",
    "\n",
    "$V_R(r, s, E^R) = \\frac{-1}{\\beta s} \\ln(e^{-\\beta s (V_A(r) - E^R_A)}+e^{-\\beta s (V_B(r) - E^R_B)})$\n",
    "\n",
    "With:\n",
    " * $s$ as the smoothing parameter\n",
    " * $E^R$ as the energy offset vector\n",
    "\n",
    "Which is done in the following:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "V_R of our system:\n",
      "  -log(Sum(exp(-Matrix([\n",
      "[ 0.5*r**2 + 2.0*r + 2.0],\n",
      "[0.35*r**2 - 1.4*r + 1.9]])[i, 0]), (i, 0, 1)))/s_i\n",
      "\n",
      "calculate 100 positions - time check\n",
      "Wall time: 169 ms\n",
      "\n",
      "Visualization\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1ee1cffd308>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "V_R = pot.envelopedPotential(V_is=[V_A,V_B], s=1, eoff=[0,0])\n",
    "print(\"V_R of our system:\\n \", V_R.V)\n",
    "\n",
    "print(\"\\ncalculate \"+str(len(positions))+\" positions - time check\")\n",
    "%time V_R.ene(positions)\n",
    "\n",
    "print(\"\\nVisualization\")\n",
    "#Plotting\n",
    "fig,ax = plt.subplots(ncols=1)\n",
    "ax.plot(positions, V_R.ene(positions), label=\"$V_R$\")\n",
    "ax.plot(positions, V_A.ene(positions), c=\"grey\", lw=3, zorder=-1, label=\"$V_A$\")\n",
    "ax.plot(positions, V_B.ene(positions), c=\"black\", lw=3, zorder=-1, label=\"$V_B$\")\n",
    "ax.set_ylim([-0.2,5])\n",
    "ax.set_ylabel(\"$V~[k_b T]$ \")\n",
    "ax.set_xlabel(\"$r~[1]$ \")\n",
    "ax.set_title(\"Reference Potential\")\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that both potentials are enveloped by $V_R$ and that all minimas are preserved."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What are the parameters for in EDS?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### $E^R$ -  Energy Offsets\n",
    "\n",
    "With the energy  offsets the different states minimas can be aligned to each other.\n",
    "This is of important if the reference potential is sampled as better aligned potentials allow better sampling of all states. We will see this later in the sampling section.\n",
    "\n",
    "But how do we get good energy offsets?\n",
    "A problem with the energy offsets is, that they are actually very close to the final resulting dG.\n",
    "Therefore we have a hen-egg problem.\n",
    "Usually one uses a cheaper technique to estimate the free energy offsets and uses these less accurate estimates to calculate a better one.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Construct potential\n",
    "s=1\n",
    "Eoffs=[(0, -1), (0, 0), (0, 1), (0, 2)]\n",
    "\n",
    "##Parameters\n",
    "svals= np.logspace(0,-0.5, num=5)\n",
    "positions = np.linspace(-10,10, 500)\n",
    "\n",
    "##Plot\n",
    "fig,ax = plt.subplots(ncols=1)\n",
    "ax.plot(positions, V_A.ene(positions), c=\"grey\", lw=3, zorder=-1)\n",
    "ax.plot(positions, V_B.ene(positions), c=\"black\", lw=3, zorder=-1)\n",
    "\n",
    "for eoff in Eoffs:\n",
    "    V_R.Eoff = eoff\n",
    "    ax.plot(positions, V_R.ene(positions), label=\"$\\Delta Eoff=\"+str(eoff[1])+\"$\")\n",
    "\n",
    "ax.set_ylim([-2,5])\n",
    "ax.set_xlim([-5,8])\n",
    "\n",
    "ax.set_title(\"Eoff-Dependency of Reference State\")\n",
    "ax.set_ylabel(\"$V~[k_b T]$ \")\n",
    "ax.set_xlabel(\"$r~[1]$ \")\n",
    "ax.legend()\n",
    "\n",
    "V_R.Eoff = (0,0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### $s$ Smoothing Parameter\n",
    "\n",
    "The smoothing parameter s is used to lower the barriers between the different states (here A and B).\n",
    "\n",
    "We usually consider $s~=~1$ as a physical resonable s-value. Values higher than $s~=~1$ are raising the barrier between the two states, until they converge to the state intersection.\n",
    "\n",
    "The more interesting s-values are between $0$ and $1$.\n",
    "These values are lowering the barrier between the states till a certain optimal s value.\n",
    "If the s-value is passed, lower s-values lead to a global minimum called undersampling.\n",
    "Undersampling is an artificial state that is not a good state for sampling physical reasonable coordinates for all states.\n",
    "\n",
    "Therefore one must find a feasible s-value to sample all states optimally.\n",
    "\n",
    "Bonus: negative s-values lead to an reference state only covering the overlap of the different states. You can try it out if you dare. ;)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Construct potential\n",
    "s=1\n",
    "Eoffs=(0, 0)\n",
    "\n",
    "##Parameters\n",
    "svals= [ 10,2]+list(np.logspace(0,-0.6, num=5))\n",
    "\n",
    "##Plot\n",
    "fig,ax = plt.subplots(ncols=1)\n",
    "ax.plot(positions, V_A.ene(positions), c=\"grey\", lw=3, zorder=-1)\n",
    "ax.plot(positions, V_B.ene(positions), c=\"black\", lw=3, zorder=-1)\n",
    "\n",
    "for s in svals:\n",
    "    V_R.s = s\n",
    "    ax.plot(positions, V_R.ene(positions), label=\"$s= \"+str(np.round(s,2))+\"$\")\n",
    "\n",
    "ax.set_ylim([-2,5])\n",
    "ax.set_xlim([-5,8])\n",
    "\n",
    "ax.set_title(\"S-Dependency of Reference State\")\n",
    "ax.set_ylabel(\"$V~[k_b T]$ \")\n",
    "ax.set_xlabel(\"$r~[1]$ \")\n",
    "ax.legend()\n",
    "\n",
    "V_R.s = 1.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### interactive example\n",
    "Here you can play around with the reference state of multiple harmonic oscillators and the parameters.\n",
    "\n",
    "Sometimes the cell below must be executed multiple times to work properly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\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=\"864\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d65b5b64c60745c998159dc85dee239a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HBox(children=(Label(value='Number of States'), IntSlider(value=2, max=10, min=2))), HBox(child…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook \n",
    "from ensembler.visualisation.interactive_plots import interactive_eds\n",
    "\n",
    "widget = interactive_eds(figsize=[12,6])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bonus: s-optimization now many potentials == Art\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 1440x720 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x1ee1ee733c8>)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "svals= np.logspace(0, -0.7,num=50)\n",
    "positions=np.linspace(-7,7,1000)\n",
    "exPlot.envPot_differentS_overlay_plot(eds_potential=V_R, s_values=svals, positions=positions,\n",
    "                                           hide_legend=True, y_range=(-3, 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sampling the Enveloping Potential\n",
    "Up to now we defined the reference state potential.\n",
    "But now let's assume we don't know how the potential looks like. This is often the case in molecular simulations, each molecule can be described by a function, but the coordinate space of the molecule might be so huge, that we can not calculate all solutions.\n",
    "\n",
    "That's why we usually sample such potential functions in the hope of getting the relevant solutions for the relevant conformers of a molecule.\n",
    "\n",
    "In the following we will simulate the constructed reference state potential for a number so simulation steps with the metropolis monte carlo method.\n",
    "\n",
    "We are going to check on how the simulations are going to behave depending on the given parameter sets.\n",
    "Following the system to simulate will be defined."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\benja\\anaconda3\\envs\\EnsemblerDev\\lib\\site-packages\\IPython\\core\\magics\\pylab.py:161: UserWarning: pylab import has clobbered these variables: ['plt']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
     ]
    }
   ],
   "source": [
    "from ensembler.samplers.stochastic import metropolisMonteCarloIntegrator\n",
    "from ensembler.system import system\n",
    "from ensembler.visualisation.plotSimulations import simulation_analysis_plot\n",
    "\n",
    "%pylab inline\n",
    "\n",
    "\n",
    "#Simulation Setup\n",
    "##simulation parameters:\n",
    "simulation_steps = 1000\n",
    "temperature = 10\n",
    "start_position = -2\n",
    "\n",
    "##set initial parameters of Reference state:\n",
    "V_R.Eoff = (0,0)\n",
    "V_R.s = 1\n",
    "\n",
    "##Sampling Method:\n",
    "sampler = metropolisMonteCarloIntegrator(step_size_coefficient=1,\n",
    "                                         max_iteration_tillAccept=100)\n",
    "\n",
    "##System:\n",
    "EDS_system = system(potential=V_R,\n",
    "                    sampler=sampler, temperature=temperature,\n",
    "                    start_position=start_position)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First Simulation\n",
    "after building the system, that functions as a wrapper between sampling method and potential function, we are finally about to simulate the system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:01<00:00, 622.89it/s]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>position</th>\n",
       "      <th>temperature</th>\n",
       "      <th>total_system_energy</th>\n",
       "      <th>total_potential_energy</th>\n",
       "      <th>total_kinetic_energy</th>\n",
       "      <th>dhdpos</th>\n",
       "      <th>velocity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2</td>\n",
       "      <td>10</td>\n",
       "      <td>-0.002240</td>\n",
       "      <td>-0.002240</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.006265975859573731</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-2.0033143430207927</td>\n",
       "      <td>10</td>\n",
       "      <td>-0.002214</td>\n",
       "      <td>-0.002214</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.0033143430207924762</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.5512061071277223</td>\n",
       "      <td>10</td>\n",
       "      <td>0.151413</td>\n",
       "      <td>0.151413</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.5478917641069299</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.9870194859061683</td>\n",
       "      <td>10</td>\n",
       "      <td>-0.002239</td>\n",
       "      <td>-0.002239</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5641866212215542</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.429552627500793</td>\n",
       "      <td>10</td>\n",
       "      <td>0.091565</td>\n",
       "      <td>0.091565</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.44253314159462476</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              position  temperature  total_system_energy  \\\n",
       "0                   -2           10            -0.002240   \n",
       "1  -2.0033143430207927           10            -0.002214   \n",
       "2  -2.5512061071277223           10             0.151413   \n",
       "3  -1.9870194859061683           10            -0.002239   \n",
       "4   -2.429552627500793           10             0.091565   \n",
       "\n",
       "   total_potential_energy  total_kinetic_energy                  dhdpos  \\\n",
       "0               -0.002240                   NaN    0.006265975859573731   \n",
       "1               -0.002214                   NaN  -0.0033143430207924762   \n",
       "2                0.151413                   NaN     -0.5478917641069299   \n",
       "3               -0.002239                   NaN      0.5641866212215542   \n",
       "4                0.091565                   NaN    -0.44253314159462476   \n",
       "\n",
       "   velocity  \n",
       "0       NaN  \n",
       "1       NaN  \n",
       "2       NaN  \n",
       "3       NaN  \n",
       "4       NaN  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "EDS_system.simulate(simulation_steps, withdraw_traj=True)\n",
    "orgi_eds_traj = EDS_system.trajectory\n",
    "EDS_system.trajectory.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here you see the first lines of the generated trajectory of our simulation. Let's visualize that:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 1152x288 with 3 Axes>, None)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hh40x4e5HgcR7fhRFyVIScD30tI8SCWPMYhF5C8uL8mHg+yLyMdaLl/eBxQFOAEorRD130osRWG/8umIFq+xgjLnIGPNoEMMOWHETwBq7Hw6nQaZryFyhicXI0T7E9lBvB5OOPQThNSzDTjFW0MWxWEEuu2Mdm26OIikxfhpj6o0xq4wxP8MyoPnfDlyA4+2z7e7/GpZhpwIrvsalWIE6T6Hpt7PPhX4358HtuQo3rXFlqAT7BuRvo0uofHHgRn+gdv/07g0RjKCR/nOKktHYLt8bHJuWGmP2uiwe8n9v4///RPO/T+T9rjrEdoj/ftfZ8T3ccUjKNcQYU2qMedMYcztwE9YQOLCC2oci1vP1b6znlnqsYV2TsYZwn0rT/WiZnTfwfuQ/N25fGPlJ5POIoihZTAzXw1ieG1PNLVjDnguxrqsTgB9ieaQWi8hjItLOQ32Kx6jnTnpRZYyJ5oHvBNaDTqQHZGd6tA9S0PTg919jzA0xlE8XbsGaWaURmGyMafG2MlgMilRijDkqIg/TFFvpQiyLPFjBRofa3282xrwbrA4R6RZsu0d0DpUgIu1pGj+cLsYS/2+9bQQvt2QYoxQlbRCRz9A0LBjgOhH5nDFmVqgyDkL+723cGmqcpPp+B9bMj+tD5oxcPtxxSPo1xBjzXxGZizWr1Tki0j3EkLaoz5eIDKIpZs7XjTHPBCtoD48Khv/cRPvCKd7zoyhKKySK62FaYz+XPgE8ISJDscIaTMLy/j8Ny+t2GFa8IaUVop47mU2B/TksQj6/y3RxDEOyoGnc6oUxlE0nRtqfm4IZdmzOD7E9lWx2fO/k+O7XXxrGsHMWSRxOFgNDw6Q5f7eFyRbiEqeOcDGLEh6PSVHSBTvA+d/t1YXAXPv7/9nXmEiE+98706P53xfYn6m630Fs97wCx/dwxyHSMUoUoe4nTkJqERGh6XrnPF8jHd9fDlE2l9DXyl32Z68oJxCI9/woitJ6cXM9zBiMMduMMf8yxtyN5dXvvxbfagetV1ohatzJbPzBbq8K5a1hu+Z9OiC/E39MlXDBFv2GhH4iMjlqlYnBGRU+nNZw+F2zw5VPh1k1nJ0nZ+T/TNHvJJynlz/NB7SYUcsjPqLJbff6MPk+kwItiuIV/8SKU3IMa4rXL2HNwncq8Kzd4Q/HJBEJamQWkXNoMgwsC5YnBIm430XEHnrmj7c1I4YqNtHkleLm+pds/PeTeuBoiDzXhwkwegVNMeqc58s51ClU2RsJHZ/iPcf3O0LkaUECzo+iKK0XN9dDr/D3c2Lq49izDv/KsSlVLxCUNEONO5nNP+3PzlguesF4jKbI7v8Iku6P5dMnTDuv0RTH5W+Rpq0WkfPCpceIM+ZQOK3h8AfRHGq7lDdDRC4FvhJj3RERkV+KSNgpFO2hSj+2V300fwD26+9mB4YOLDsYK8BaOnGbiLSYCcvu4H3HXp1vTzPpOcaYIpqO+XftgKHNEJE84PaUClOUFCEi9wPX2qtfM8YcsP+fX7a3fQorGGU4OtL8IdNftwBPYcUsaKBpFi43JOJ+55an7M/LReS74TKKSFfndcIOQv+CvXqHiLSYqUlEhgDfiFWciAwUkZ+LSLiZChGR0VhxJsCawSzU1LlnA98LUr49TbOjHaP5DILOoNQtpki3Z7UKObOa7T270F79iYiE9Jq14805ifn8KIqSXSTheugVEftjIjJYwk/lPtDxPVisVqUVoMadDMaeccn/wHufiPxHRMaIyGkiMlJE/oYVZAvgTWPM/CDVrLU/7xaRcSLSWUTaOh+mbNf2GVixagZjTdP9HREZJiKniMgZdtkHROQj4NUk7O4uoNz+/gMRGSQi7W2tbq3cs7EMJrnAHBG53tZ+jog8CMynKZhxMrga+FhEVonIgyIyQUT62sdwkIjchTU1+uV2/r8ZY/Y5yr9D0xvhF0VkuoicKSJnichXsN5U12A9hKcL+4C5InKfrbO3iHwOK6p/d6w3FT/wVGFLfoj1W++JNdXuzSLSyz7W92KdB7eBZRXFKzpJmGmi7aWDs4BtmP+NvfqcPbUsAMaYNwF/XJVfisgFYdouwLon/UtERtn3pLFYMxV+1s7zW9uY6ooE3e/c8gxNhofficgrInK1fb841b5e3ygiT2Nd4wKnCH8ca3axXGCBiHzFvtafISJ3YE0vfiQOfR2BR4ADIvKiiNwpIsNF5HQR6SEieSLyOFa8tg5Y17NHw9RXAPxKRH4jIkPteq6wj4H/hcTDxpgaR5nVNA3T+l/7Gt/f3sfPYXlj9iT80Lv7sO7r3YClIvKwvR+n2PeL60Tk78AfA8rFe34URckeEn099Ap/f2yiiNxkX8va2ovfW/YRYKdtzLrSvk6eKiJDROTrNN2j95I+HvFKqjHG6OLhgnWBMfYyIIbyHbAemE2YZSHQNUT5aWHKDQjIey1QGqEtA6wJ0k6BnfZomH2Z4a8jRPoTIdorCMjn3z4jSB0/DqO7CGu2qnDll9hpM2M4V++5OHb+ZSaQG6SOu7BuTMHKlGG50Ic81m70O36TBWHyTArzO3GmXQkcCKG3Hrg9RP0z7TxLomk70vl3u49Yw1BCHed99n751ycm6/qgiy7RLDS/n7hZ3nCUzcXqsBssr4xuQervjDUkxgAbgfYB6SevPcBLYdp9HWgbpP5I/+2Y73dYU5T780xycSy7YL2ocHMcPxOk/Kewgv+GulaPd3OtCqFtMFDrUttx4JYQ9fjzfBWr4xOqjj+GKH8V1guFYGVqgc8R4Z6DNWPlwQj70KJsvOdHF110yY4lEddDN9diwjw3Ern/MpMQz7SOPH0I3ceaEVBPuOUIMNbr86KLd4t67mQ4xpgaY8yNWDNBzQEOYXWaj2DFyrkTmGKMCTpriDFmHlZskQVY409DTgNojJkLnIM1Bd9SLJe/RqwZNLYCz2HFEUjWW7KHsYbyrMLyYDHRVmCM+TlwK5b+SqAK2I41jeuFxpgtCVPbkquAiVhDB97BeqNZgzU8oRTLav9nYJwxZoYJ4jJqjHnOrmcB1hvPWqyO2N+Ai4wx7ydRfyzsBsZgvXndg6X3MNZsYBcbY17yUFtIjDH/xOp8vY71X6rFCuT5e6z9OezIHsuMPIqSbjyG9dv2AXcaY8oDMxhjKrHiozQAFxBk6JWDzwNfAz7GulZV2t+/AtxkrOFLURHv/S7Ktk4YY27BMtL8G+v/X2W3dwjL+/BHwBBjeTUFln8PK7bQTKwXB3VYhuF/AXnGmI/i0LYTyyvmduCvWMf1KNZ5qbHbWwh8HxhsjInkTVuLZbD+IZbRrhLrnC3B6gh9M4SOhVgztbyO5THq38f/AOONi5nVjDEfYwVd/iHWm+ZSRz0fAA9hva0OLBfX+VEUJTtIwvXQE4wxB7H6Ty8A+2kea9TPD7Be8v4b2ID1LNqAZbRaCfwMGGpfV5VWihgTdf9YURQlJCIyCVhsr55jjCnwTk1yEJEbsDo0AD2NMekWmE9RUo6IFAD9gceMMY96q0aJhIj4HwC/aIyZ6aUWRVEURVHiRz13FEVRoscfQLRQDTuKoiiKoiiKonhNVhl3RORHdrDachE5IiJvSZgZGBRFUYIhYWZdEJHxWMM/wBpepiiKoiiKoiiK4ilZZdzBCsb4F2AC1jjsBmBhuI6aoihKEF62Z+O53jEbwfki8mOs2B65WGOcnwpfjaIoiqIoiqIoSvJpGzlL5mCMuca5LiJ3Ys1KcSnwlieiFEXJRNoCX7CXYFQAN5sopnJWFEVRFEVRFEVJFlkdUFlE+mBFSb/MGLM0SPq9wL0AnTt3HjN06NAUK2yipKQEn89Hz549PdOgKImgoqKCHTt2AHD++efTvn37lLZfUlJCY2MjvXr1irmOEydOUFpayokTJ6ivr6ehoQERoX379nTr1o3evXuTm5ubQNWxsWbNmqPGGL1oxEiPHj3MgAEDvJaRNWzatIm6ujr69OlD3759vZajRGDNmjUA9O/fnx49enisRnGLXvfjQ6/7iqJkGtFc97PKcycIfwDWY02v2QJjzNPA0wB5eXlm9erVKZTWnGXLlrFw4UIeeOABunXr5pkORclkysrK+P3vf88VV1zBpEmTvJaTdESk0GsN6YBtyH8CuBboijUt8n3GmPfDlRswYABeXvcVRVGiRa/78aHXfUVRMo1orvvZFnPnJCLyJDARa+hEo9d6IjFo0CAAdu/e7bESRclcNm7cCMCoUaM8VqKkChE5BVgGCHAdMAz4JnDYS12KoiiKoiiKkkqy0nNHRJ4CbgcmG2Pyvdbjhl69etGlSxd2797NhRde6LUcRck4jDGsX7+e/v37c+qpp3otR0kd3wcOGmPucmzb45UYRVEURVEURfGCrPPcEZE/ANOBTxljtnmtxy0iwsCBA8nPz8fn83ktR1EyjoKCAo4dO8ZFF13ktRQltdwArBSRWSJyWETWi8g3RES8FqYoiqKER0QuF5E3ReSAiBgRmeGizAUi8r6IVNvlfqrXfEVRlCwz7ojIn4EvAp8HSkXkDHvp4rE0VwwcOJDq6moOHjzotRRFyTjWrFlDhw4dGD58uNdSlNRyLnA/Vpyda7BirT0BfD1YZhG5V0RWi8jqI0eOpE6loiiKEowuwCfAt4HqSJlFpBvwLnAIuBj4FvAQ8N0kalQURckIssq4g/WA3xVYBBx0LA96KcotAwcOBGDXrl0eK1GUzKKyspJt27YxatQo2rbNytGmSmhygLXGmB8ZY9YZY/4F/C8hjDvGmKeNMXnGmDydnVBRFMVbjDFzjTEPG2NeBdy4rn8B6ATcbYz5xBjzGvBr4LvqvaMoSmsnq4w7xhgJsTzqtTY3dOrUiT59+pCfnxFhghQlbdiwYQONjY06JKt1chDYErBtK9DPAy2KoihKcrkE+NAY4/TyeQfoCwzwRJGiKEqakFXGnWxg4MCB7Nu3j5qaGq+lKEpGYIxh7dq1nH322fTq1ctrOUrqWQacF7BtCKDTBSuKomQfZ2ANyXJyyJHWgtYyHLdszhwqV37stQxFUTxEjTtpxuDBgzHG6JToiuKSwsJCSkpKGDNmjNdSFG94ChgvIo+IyCARuRUrBsOfPdalKIqiJAcTsC4htlsbW8lw3KLvPcjeu+9OWv11e/fSWFGRtPoVJRGYxkaMCXopaBWocSfNOOuss+jYsSM7d+70WoqiZARr166lffv2Gki5lWKMWYU1Y9ZtWEE5fwH8BPiLl7oURVGUpFBMSw8dv9tuoEePkkB2X30NBZ+7PaF1Hn/9DXZPnZbQOpXswxhDXUGBq7zbRpzPvnu+HDZPzfbtbB06zHWdmYQad9KMnJwcBg8ezM6dO3VKdEWJQFVVFVu2bGHkyJHk5uZ6LUfxCGPMHGPMKGNMB2PMEGPM/5rW/NpGURQle1kBXCYiHRzbpgBFQIEniloRdQmOC3rwRz/Kyg62G0r+NZPCu2d4LSMjKP33f9g9dRrVGze6yl+5fHnY9LL/vglAxaJFcWtLN9S4k4YMHjyYqqoqDhw44LUURUlr1q5dS2NjI3l5eV5LURRFURQlSkSki4iMFpHRWP2SfvZ6Pzv9VyLi7IG9AFQBM0XkfBG5Cfgh8KQa9ZVYqViyhPL581Pa5uFf/5qqlStT2mamUr1+PQB1hXsTU+HJS0X2TbCnxp00ZODAgYgIO3bs8FqKoqQtPp+P1atXM2DAAA2krCiKoiiZSR6wzl46Ao/Z3x+30/sAA/2ZjTFlWJ46fYHVWPHVfgc8mTrJSrax/2v3ceA7D3gtIyZ81dXsf+AB6g8d9lpK8pAEG2H8xp1E15sGqHEnDenYsSP9+vXTuDuKEobt27dTVlbG2LFjvZaiKIqiKEoMGGOWGGMkyDLDTp9hjBkQUGaTMeZyeyhuH2PMY+nutVM+b57OZBUGYwzVmz7xWkZGUj53HhXz5nPk97/3WkrmkN6Xi7hQ406aMmTIEA4dOkRZWZnXUhQlLfn444/p3r07550XOAu2oiiKoihK+nDgge8mdSarWDF1dVStWuW1DEqfe46CW2+lcsUKr6VkINlrqEg66rmjpIohQ4YA6NAsRQnCoUOHKCgo4OKLLyYnRy9jiqIoiqIo0XLo1/9D4Z13UbN9u6c6ap2FCzcAACAASURBVLZb/Z26/fs91aHEh6+uLkOmIc8EjbGhvaI05fTTT+fUU0/VoVmKEoSPP/6Ytm3bcuGFF3otRVEURVEUJSOptfsZjaXHPVaiZDr1Bw+yfeQojs+alcRWEmyUyT7HHTXupCsiwpAhQ9izZw/19fVey1GUtKG6uppNmzZxwQUX0KlTJ6/lKIqiKIqiZBSmvp6yt94Cn89rKRa2t4dk4TCZbKDw7hkUfH562Dz+mazK585LvIAE/y4yw7soNtS4k8YMGTKEhoYG9uzZ47UURUkb1q1bR319vQZSVhRFURRFiYGjzzxD0UPfp2r1amtDmhhVsrnTnclUrVxJ9bp1XsvI6kDIiUKNO2lM//79adeuHds9HgerKOlCY2MjK1eupH///pxxxhley1EURVEURck4Gg5n8bTZiivqi4spfSmZQ6ha4quu5vhrs6M34iXJ+JiNnmJq3Elj2rRpw+DBg9m+fTu+dHGbVBQP2bx5M+Xl5Vx66aVeS1EURVEURckOvPaI8Lr9VsjeL3+Z4kcfpeHYsZS1efi3v+PgI49QuXRZytqszc/HV1vbfKP/56bGHSXVDB06lMrKSvbt2+e1FEXxFGMMy5Yto2fPngwaNMhrOYqiKIqitEKMz4evpsZrGYrSnCgNFSeDaCfMgSCyga7h6FGrycoTCWozPL7KSvKvvY6iH/ywecJJY6Iad5QUM3jwYNq0acO2bdu8lqIonrJ7924OHz7MhAkTstKNUlEURVGU9Ofwb37L9tEXtvQGyGS8fq5Sz52oyL/pJgo+d7vXMppR5yZGbI79O4v1fEdZzv8frVq5Mq56Mgk17qQ57du359xzz2Xr1q0aZExp1SxfvpyuXbtywQUXeC1FURRFUZRWyvHXXgPAqPdO4tG+TjMqP/6YQ0/8usX22i1bqd6wwVUdFYsXs/eeLye1H3niww8pfuzxiPn8L2dNtN5CybI9em3UTAJq3MkAhg0bRllZGcXFxV5LURRPKCoqYs+ePYwbN442bdp4LUdRFEVRFCVzURtKRrD3rrs5NnNmXHXsv+9+KpctS6rhrHbnrmbrxpgQxiS/507SpLgji42IatzJAIYMGYKIsHXrVq+lKIonLF++nPbt2zNmzBivpSiKoiiKoigB1O3bx+Hf/S4rRho0HDmSEftx7Ll/c/CRH3sto4UHTOH0L7Bt2PDQ+WI8tgk/J+q5o3hB586d6d+/v8bdUVolR48eZfPmzeTl5dGhQwev5SiKoiiKomQXCejj7v/mtyh55u/U7doVOXMaU5ufz87LLqf0uee8lhKRQ7/8pfvMqTJWiVC9bl3INFtMarSExOv2k4cadzKEoUOHcuTIEUpKSryWoigp5cMPPyQ3N5dLLrnEaymKoiiKorR2MsCjI9G48ZgwDfUx11/23//alcRcRcKo27sXgBPLl7suU7VmDdWbNiVLUmJIh99tvAGVE032Oe6ocSdTGDp0KIAOzVJaFSUlJWzatIm8vDw6d+7stRxFURRFUZSIHHv2Wao3feK1DPdE6munS2c8lbjY52P/eZ7anTsp/MIdFNx6WwpExUEM57Dx+HFKX5qVMAmxBlSOeZbcEPt80liZhcOy2notQHFH9+7d6du3L1u3bmXixIley1GUlPDhhx/Spk0bJkyY4LUURVEURVEUVxz61RMADNuWJS9lwxgGqtatY+/dM8jp0iWFgpJHNIaEQz//OaT7RB8i1vmLwbhT9PAjnHjvPRdtuBZjfcRqK0yUjdE+FjEbjdIY9dzJIEaMGEFRURHHjh3zWoqiJJ1jx46xceNG8vLy6JIlDwyKoiiKoihpR6Q+bhjDQMk//oGpq6PR3z/Jwg5zWBobvVbgiljsIo2JDgeSY5seojY0Jfg3FYeR6Nizz3LkT38Om+f4a6+xdegw6g8dir2hGFHjTgYxYsQIADZv3uyxEkVJPkuXLlWvHUVRFEVRFK9pjcOyso0knkM3HjBlb8+h7PXXbS3RDcs6SRr8Dg/96gmO/ulPYfOUvWHFkKrbU5ACRc1R404G0b17d84++2w++SSDxvAqSgyUlJSwYcMGLrroIrp27eq1HEVRFEVRlOwh2k5yNPnj6YCnQec9a4ny2PpqavDV1ias+aIHH4xZS9K8wZJVr4cxfdS4k2GMGDGCw4cPc+TIEa+ltErq6uooKipiz549FBcX05ghrpiZxuLFi2nTpg2XXXaZ11KUDEJEHhYRIyLhX6koiqIoSgqoWr2axvJyr2XETbiueDbGLUk33MxW5qKSqLJvH30htdu2Rd+Oi99DqP3ZdfU1HP7DH4IViF5HeAGusjWWlcU3tMqDv4YGVM4wRowYwTvvvMMnn3zC5MmTvZbTasjPz2flypXs2rULnyPCe25uLgMHDmTs2LEMGDBAb3AJoKioiM2bN3P55ZdrrB3FNSIyHvgKsNFrLYqiKEorIOCZr/H4cXZNuZpTbrrp5LbCO+6kY96YVCuLmojPr9F0ruN5Fk6n5+h0ciIyJvZjE0dA5aQRQkv93r2U/N9f6fXtb7urxueDxkYkNzd4BvuYNZaWYowJ8jsPf0x3TpqMqa6OOjC68fDHo8adDKNLly7079+fzZs3M2nSJDUmJJkTJ04wZ84ctm3bRufOnRk/fjxnnXUWHTt2pLKyksLCQjZv3sy2bdsYOHAg06ZN4/TTT/dadkazaNEiOnbsqLF2FNeISHfgeeAe4Kcey1EURVFaIVVr1+GrqODYs8822167bbtHitwT0TMkVYYBF+3UHzpETseOtOnWLTka4uhb1e7aRftBgxIoxiaJnjulL79Mj/vuS22fMup4ysG1FT34EOVz57ozvtTXQ7t2dvvuBJjqarcKAwpaH17003VYVgZy/vnnU1JSQnFxsddSspqioiKefvppdu3axZVXXskDDzzAlClTGDZsGAMGDGDEiBFce+21PPDAA1xzzTXs37+fv/3tb2zcqI4DsZKfn09+fj6XXXYZ7du391qOkjk8DbxqjHExX6eiKIqixI6voiK6AunkMRErYfchtR3YXVdMYvfUaSlt0y3H/QGDE00CfkMtqrA3HP3fP1K1alV8lUdrxEhQQOXyuXPdFw22pjF3lHRg2LBh5OTk6KxZSWTv3r3MnDmTnJwc7rnnHiZOnEibNm2C5m3bti3jx4/n/vvvp0+fPrz++uu88847iRkf24owxrBo0SK6d+/OxRdf7LUcJUMQka8Ag4CfuMx/r4isFpHVGrtMURRFiYZEBpjNKNLsmfbktOuthSQHqTY1NbHXHwteBFR2tHmyj5Zs24sadxQ3dOrUiXPPPZdPPvlEDQhJYP/+/Tz//PN069aNe+65hzPOOMNVuW7dunH33XczduxYPvroI2bPnq0Bl6Ng06ZNFBUVMWnSJNq21RGjSmRE5Dzgl8AXjDF1bsoYY542xuQZY/J69uyZXIGKoihKduF87nb7DJ4BIRQSGXOndnc+vlQbC1JI/qc/bcViCXJMjv3jn/gqKxPf5vWfpmZ7vMP7AvQ6z3ncv9Hg5U19ffDtMfdf4zNy+erqqNu/v2lbCjx3Djz0fbZflLq4W2rcyVAuuOACysrKKCws9FpKVlFWVsZLL71E586dueuuu6KehjsnJ4epU6dy5ZVX8sknn/DKK6+ogccFdXV1LFy4kL59+zJq1Civ5SiZwyVAD+ATEWkQkQbgCuB+e13H9imKoijekoEvYhvLypp1wKPZhQPf/jZFP/hhjC1bDTWUllKxeHGMdSSIEDtdu3MXDWFCY9Tt25dwKXWFhRz54x/DZwplp/AbMAL3p9l6cowch37zm+AJvuZaSv7xT8rnz0+KhpMYw8Ef/pDdV03B1CTZA+/ksRXK33oLX1VVcttzoMadDGXYsGG0a9eODRs2eC0la6ivr2fWrFnU19fz+c9/nm4xBmoTESZOnMi1117L9u3bmT17drMZtpSWLF26lIqKCqZOnapBwpVoeAO4ABjtWFYDL9nfXXnzKIqiKErUBHaWPXh8OfjYY2wdNjz6gmGsNbX5+ewYN57js2ZR/Mtfsu+rXyNaj4nAGC67rrmGfV//huvyOy+ZwP777qcxIL5RSjrJoYwhgaTYaBf383E4vUl69q5eu86VlsO/+Q0HvvNAUjQ42zzxwYfWV3t4ZdL6HB4adHXsQ4aSm5vL8OHD2bJlC9OmTaOdP/q3EjNz587l4MGD3H777SRiuMbFF19MQ0MDCxYsIDc3l89+9rNquAhCaWkpy5cvZ+TIkZx99tley1EyCGPMceC4c5uIVALHjDGfeKNKURRFUWKjNj+ftj16uJ4J6viLLyWmYcfzaV1+PgAnPviQE+/Z8xTEYBio2b6dNl26kHvmmdQX7qW+cK8rKc6hPKahoVla0cOPuKojPlw+q2eaR1YLY2QK+iSh2vBg9jXjS935OjkVugfdPvXcyWBGjx5NXV0d27Zt81pKxrN161bWr1/PxIkTOe+88xJW7yWXXMKkSZPYsGEDi712L01TFixYQE5ODldeeaXXUhRFURRFUVyRjLiX+ddeR8Hnbk94vdHg368TH3zg3Bh1PXs+ewO7rrwqUbLwVVdT4Ri649dpjGklMUjDWwrKXpuNL9zU3eGGZcUdcidaI44HAZWbtZns2bL81WtAZSUK+vXrxymnnKJDs+LkxIkTvP322/Tp04dJkyYlvP7LL7+cCy+8kA8//JA1a9YkvP5MZseOHWzbto3LLrss5mFwiuLEGDPJGOPe91tRFEVR0oi6PXtS32iwQNFOr5lUGk9CtHXsP/9ptn5i0SIAjjz1e7YNG94ieG/pS7Oo3b07ORohLT13qtaubbnRNjCkygBW9dFHkTPFqiXacs78Pl/Kj4XOlhUnInK5iLwpIgdExIjIDK81JRMRYdSoUeTn51NWVua1nIzEGMNbb71FXV0dN954Y8jpzuNBRLj++usZNGgQc+bMYefOnQlvIxOpq6tj7ty59OzZkwkTJngtR1EURVEUpQU127dTPneuteJB3JKUE2wX4+lUx1POuR4wRMs/K5Xf6OOrbR5mr/jRR8n/7A2x6QimJdridXUthpW5KufzYYLF6nTx+3LjKVJfXMyhXz1hGTuiKBeKisWLQwd7DlFv1MaVhDjuOA2Yiaw4QlspJquMO0AX4BPg20AYv7TsYeTIkQBs3LjRYyWZyY4dO9ixYweTJ09OSJydUOTk5HDLLbfQu3dvXnnlFQ4ePJi0tjKFxYsXU1ZWxvXXX58Uo5qiKIqiKEq87PnsDRz47vdiryANPTxaEKFzn8phT1G3ZGsLugtRGlcOfPd7mHqXczGEOSZbhw5j28hR7Ln5lsjVBGjcNnwEe26JXC4YteG8vmy9RT/6EceefZbG48dD542C/ffdj6+8PLpCMca/ifp32Czmji/o9qTgmAo91WSVcccYM9cY87Ax5lWgVUxPdNppp9GvXz82bNjQSsabJo7GxkYWLFhAjx49GDduXNLba9++PdOnT6djx468+OKLlEd7IcwiioqKWLlyJWPGjKFfv35ey1EURVEURYlMsOFLKcBXU8P2MXmUv/tu8htzuV+moYHSWS+DSWCXK7Az7FwPSGvR70lAR7p87lxOvP9B5Iwuqd2+PWKe4v/385bltmxtmdHF/h0KUtdJ/MerPojBK1lGCK8DKoci2cYXNe54g4jcKyKrRWT1kSNHvJYTM6NGjaKkpIR9+/Z5LSWjWLlyJceOHePqq69OmedI165dmT59OrW1tbzwwgvU2lPxtSYaGxt566236Ny5M1ddlbhAe4qiKIqiZB4icr+I7BGRGhFZIyKXhck7wA69ELhMTaXmqEhAB6++qAhfZSVHnnwqAYIiEaTj7fB68BtVjj33b4p/9jMq3l2YwKZNCwOaaWzkyP/+kcbyitBloqD0lVeo2bIlDpGxtRuKikWL8FVX03D0aELqM3V17L7uek4sWxaQ4E5vfVFR8qecj8IgeOz556nduevkuv94uWomMOZO4PekG1/UuJNSjDFPG2PyjDF5yRySk2zOP/982rVrx9pgQbSUoFRWVvLBBx8wePBgBg8enNK2e/fuza233srhw4d57bXX8AUbV5vFLFmyhOLiYq677jo6dOjgtRxFURRFUTxCRD4H/AH4JXAhsByYJyKR3HqnAn0cy3vJ1HmSWDr0YcrUbN+Oz82LPv+zYk70XbeKRYtojCY2ZzC9jm01diiIRA3ridT+icWLOfqXv3Dsn/9stj3WODHFP/kpe266OWZ5EYnhN1J49wx2TrwMX12YIWEu97du/37qdu9m3z1fZufkT0FjY3NdweoRob64mOpNn7DrU1ey98tfiXIPoiOa0SaH/t/PT/7marZsYf/XvxHU28lFo46Ayknue9n7d/zVV5PbThBatXEnW2jXrh0jR45k8+bNVLu0ZLZ23nvvPerr67n66qs9aX/QoEFce+217Ny5k3nz5rWaIXX79u1j2bJljB49mqFDh3otR1EURVEUb/kuMNMY84wxZqsx5pvAQeC+COVKjDHFjsVloJT4aPa4FvDs5sbY0FBaypG//AXj89FQWsqez97AwR//JHK7Jz0NolEL9YcPs//r32D/t78TPqNTewTjjvEbC5I9pMW/Gs7g4chvfD7K579D0cOPcPz1NxLWfshsobY3NEbdpN94sSeeAND+9h3GwgZHjM9IfY1dkyZTcOutAFQn22Egxm6Pz/beKps9u3l1ofbN6QTWzHPHb+iKsn23HkN2w8dnzYqugQTQNuUtKklhzJgxrF69mg0bNjB+/Hiv5aQ1xcXFrF27lnHjxtGjRw/PdOTl5XHs2DFWrFjB6aefnvXnra6ujtdff53u3bszdWr6ek8riqIoipJ8RKQdMAb4bUDSAiDSNJqzRaQDsBN4yo63mfYUP/oYFe+8Q/tzzyW3b1/AZUf6pNOFu/fyjRUVSJs2mDprevC6vYUx6T3ZfLDOc7JGnAQOy4pkbPEPE3v2WY7+8U9Ay85/jEJiKxUwJXs01IULiOzyeEc0hsVTeaKIddRCSCOOiWxsDDZEy+Uprj98mF2TP0WXyy93V8BD1HMnSzjjjDM488wzWbNmTavxAokFYwzz58+nU6dOXHHFFV7LYcqUKQwbNox33nmHbdu2eS0nqcyfP5/S0lJuuOEG2rdv77UcRVEURVG8pQfQBjgUsP0QcEaIMieAB4HbgGuBRcAsEbkjVCOJjbEZX0Bl//TdB77zAAW3fS6KZqMblrXj4rHsnDS5qb8bSarTMyeo506QMuE60zH2RUxgzJ1QbePQaX82FAf+jGLE3q/anbso+fvfQ+cLsY+RjDv1hw+Tf9NNMcuLRMhhfn65IYZlJYU4q3Xdpw2ZL/j/9eSwLJf1Vy5bDo2NnFi82KUed9mSQVYZd0Ski4iMFpHRWPvWz15vFdPxjBkzhqNHj7J3716vpaQtW7dupbCwkMmTJ9OxY0ev5SAi3HjjjfTt25fZs2dTVFTktaSksGHDBtatW8fEiRPp37+/13IURVEURUkfArtCEmSbldGYo8aY3xljPjLGrDbG/BT4G/D9kJUnMsZmQGewobQ0Ok+JIJ3J+gMHOPHh0vDlYoi54ysvb+q0O9qtXLGCsrffDqPR3cZYY95EjdthUgmOo9Jw5AiHf/u7FlOVOxoMvrkhvHHn+CuvNJ8Ny+X+uT3efm+tIClhKndVNTXbd7B16LDwU667Il6jTQz5fL6m/4OvuWEwItH+1D10tMgq4w6QB6yzl47AY/b3x70UlSpGjBhB+/btWbNmjddS0pL6+noWLFhA7969ueiii7yWc5Lc3Fw+//nP06lTJ1588UXKogl6lwEcPnyYOXPm0L9/fyZPnuy1HEVRFEVR0oOjQCMtvXR60dKbJxwrgdTOjgFgDDsvmcCBH/wg7qr2fSV8AFsTJEZIWK8SP0GMO3u/+CVMuNghEWLuOCqP3H4MtGwqfEf5ZKovdD5jDEf/+lcaSkujFnAyxpBLgnnulM+dS+Xy5XaGqKqLmqqVK4MnJGB67vK33gSgYmF8M6QZt8Oy4jXuBAzxO0mU5zSUYa3okUcovOvuZtvq9u6l1sPRGFll3DHGLDHGSJBlhtfaUoE/sPKWLVs4ceKE13LSjhUrVlBWVsY111xDTgyzDSSTLl26MH36dOrr67NqivTa2lpefvll2rVrx80335x2x11RFEVRFG+wgyCvAaYEJE3BmjXLLaOxgjAnnyDDlyrmzbc2xOnJEnYIiu2V4oy5c/i3v4tcaRDjTojGnSsR0gPqTjiBw7Li996oWrWKI7//g6vg1S2qrY/Oc4cgnj4Hvvs99n7pnvDlXNB4ojLizGclzzwTPCFMu7F4YZXNmUPBHSFHQ4bH7TFoYQQKb8QJ9x8yQf678Vja6vbto+y12VR9/HGz7YV33hVznYlAe1pZxtixY2lsbFTvnQDKy8tZunQpQ4cO5ZxzzvFaTlB69erFbbfdxtGjR3nllVdojNKqnG74fD5mz57NsWPHuOWWW+jatavXkhRFURRFSS+eBGaIyJdFZJiI/AHoC/wVQER+JSKL/JlF5G4RmW7nPU9EHgS+DvwxJWqbeQLEWT4QR0d2z623Uf7uuy3T2rSJ2ESzKcr9xiC7XX/Mn5aywscSamgWq8iFISCeYSmBWkLUJYGGq3Bt2s/Uzv13G8+l4p35VG/Y4CovuJ/dK+R6GHZNmsSOcTFOwJKAoULOY1b0vQepXh1jf9O1vS7AiyqEd1bI6kL9rn3RxdwJxp5bbg26vbGiIuY6E4Ead7KMHj16MHjwYFatWkVDqDGirZBFixbh8/k8m/rcLeeeey7XXXcdu3fv5u23387o4NjvvvsuO3bsYNq0aQwYMMBrOYqiKIqipBnGmFnAd4AfA+uBicC1xhj/9E59gIEBxX4MrAZWAbcDXzLGPJUaxQ4SHOPF2dGs2bSJou89SOOJSuoKC08OY3HjYXHw0ceaVuzsDUeOkP/pT7P33q/GJC1o8OdkeO4EGnPCzJZ16Je/ah6A2c0zsyPPvq99LbgXTMB+HXzkxxR87vYW2YofCx71I1xAZePzUbN1a8j0cJTPnYcvnpEZ4YZlRXku3Xr6CELV2nUth2G5HZYVmC/S8KtwhrNmU6H77GS3MXda7q8vlAeVx303Ne5kIePGjaOyspLNmzd7LSUt2L9/Pxs3bmT8+PGceuqpXsuJyEUXXcTll1/O+vXrmTdvXkYaeFavXs1HH33E2LFjufjii72WoyiKoihKmmKM+YsxZoAxpr0xZowx5gNH2gxjzADH+rPGmOHGmM7GmG52oOT/pEJn+bx5oT0BwuD6Ka6Fl4KPHXl57L5mKoWfn25tdNGpbjx2LOj22p27qA7l2d9sVFbEqbVsLRGltKDoBz9kx/hLMA0NrgIVW8ab4Nkay8qsTrqbITYBHkwAle9/wN577w3bvpO6goJm62VvvBE0X8j9AooefMj9jEsJxovuRPWGDRROn07JM83jQ7kOfh1tbJ6wQxtbDsuq3eoyNk6E/52vrq7JYyvWad4ThBp3spBzzz2Xnj178tFHH2WkYSCR+Kc+79KlC5dddpnXclwzadIkLrnkElatWsWCBQsy6jxu2bKFuXPnMmjQIK655hqv5SiKoiiKosTNgQe+2zy4bkydOHcxQYCgsVvIySH/05/h0K+eCFmPMwaIWw+LvXffTc2WLcF1xECoGsr++18ajx9n99RpbLtgZMsMgXoNYTvszvPRWFYeWtDJWZKan7OazVtClwlg99RpoacZd2pqaB5WwXk8y+fOdd1e4gltlCt98aWktly7c2dM5UINw2qZMXJA5WZ12dtLX3jBXZDtCGy/aAw7Jtr9TDXuKIlGRBg3bhzFxcWtflr0TZs2ceDAAa688krat2/vtRzXiAhTpkxh7NixfPTRRyxcuDAjDDy7du3itdde46yzzuLWW2/VAMqKoiiKomQPjo5bi8eyeIcpuXnOyxFqd+7k2LPPxtdWENzP5mTvZxz7W79/f+hZuaKISbN95KiT6SeWLAndoD88T+DORdkRb3Q121bzOgO9VjwjzHEsnzPHs7aPPfdcuILR1R/2P2Sa7FqO8+4rD2MUPEmE33pDA77ycooefiTZk6FFRHteWcrIkSPp2LEjK1as8FqKZ9TV1bFw4UL69u3LqFGjvJYTNSLC1KlTycvLY/ny5cyZMwefx9bgcBQUFDBr1ix69erF9OnTadeundeSFEVRFEVREkbzt/8u44G4rjxyeedsWe6qdK/JuOogQ/2B/baWZE2FHjhzVzQzfQVH/C8bA7NGec52TZocMU9gfJkjTz4ZoUCKzAFeviQO81859MtfhS4XZ8ydZqvNDLMO404CZygumz1bY+4oySE3N5eLL76Y7du3c6RZhPvWw7Jly6ioqOCaa65J2g0o2YgI1157LZdeeilr1qzhtddeS8tA2du3b+f555/n1FNP5Y477qBDhw5eS1IURVEURUkspmVQ1qiKu4wJEpJoPaKj6Gc2Hi2hNj8/Yr6ih75vfUnFs3WY2bKiIsSwrKR0xBuT4A2UCBKxrzFWEfPoA5fny039R/74p6YA2g4jramNMLsZRPdb12FZSrIYN24cubm5LF261GspKef48eMsX76c888/n379+nktJy5EhKuuuoopU6awZcsWnn/+eaqqqryWdZINGzac9NiZMWMGnTt39lqSoiiKoihK4nHEeHF6aGwdPoLyefMjlw/XB3XTKQzRydxz8y2Ry0bg2LPPkn/tdVEYAcJ0eBM4FXpCwhIETpueTBI9i1qiSOS+p+ilectzH+VsWY78Fe+807TZ+T+uc+G5E83uqnFHSRadOnVizJgxbNq0idJUWYXThIULFwJw1VVXeawkcUyYMIEbbriBffv28cwzz3Do0CFP9RhjWLx4MW+88QYDBgzgrrvuolOnTp5qUhRFURRFSRbNhtwEDPkoAaQo6wAAIABJREFUe/11FxWEC6gcubjkBO9l1oScITeWDn3s00MnmvqiIop/8tP4K4rGuBOnEaTFtN9ZRGWs4T5c2mj81GzfTvHjjzczwkAYDx17e/l8FwZWmg/LMgkclpUOqHEny5kwYQI5OTksW7bMaykpo7CwkM2bN3PppZfSvXt3r+UklFGjRjFjxgwaGhr4xz/+wYYNGzwJtFxTU8OsWbP44IMPGD16NNOnT8+ogNWKoiiKoihR08y4k+hOvCvrTpRVxvCM6LZMOONOrM+mAbNjlT7/Qmz1BOAPz+DumTne2EnxFfezdeiwxFRk49/3eEJV1G7dGlO5qlWrosq/7yv3UvrCi+4DPdv7VvT9HwTd3gLHsCxfXeRhWZkU3kONO1lO165dGT16NOvXr6fcVTTwzMbn8zF//ny6devGpZde6rWcpHDWWWdx77330qdPH9544w1effXVlA7TKigo4K9//Ss7duxg2rRpfOYzn6Ft27Ypa19RFEVRFMULmnvuxDlNcyBuPD5SMAup65eG4fq78XivOKevTpQBLQrPnbhfmqar546HcX4bS0piKnfoV0+4yld/8CA1W9xPa98suLKbmDsZRMQemYhcnqS264wxHyWpbsXBpZdeytq1a1m+fDlTp071Wk5SWbt2LcXFxdx8883k5uZ6LSdpdO3albvvvpvly5ezePFi9u7dy1VXXcXIkSOTZl2uqalhyZIlrFy5ktNOO40vfelLnHXWWUlpS1EURVEUJe1wdgrdduIDYsi4yheKaB/xkujdHe5502kgaYz25bJTsy9+/XV79zYZxVIyLKsxciZP8O9X/P2EyhVxduHj8ewKwp4bboyqnWbDsupqqSssxFdTS4fzhgSvJ4M8d9y8bl9Ccmx9xcCZSahXCeDUU09l1ODTWf3xCi6p+B7dT+sNwx6CvtO8lpZQqquree+99xgwYAAjRozwWk7SycnJYeLEiQwcOJA5c+bwxhtvsGbNGj71qU8xYMCAhLXT2NjI+vXree+996iqqiIvL48pU6boVOdKWiAiPwJuAs4DaoGPgB8ZYz7xVJiiKIqSfYSKuROOBHr4RDsVumfDshzHacfYcVE239R+1cqVUZUNRvEvfkHPb3zTX3mL9JMzKJ0UEGeDCTBIJYUEGvoqkz1ZT7JDTjjO0Ykl75+cAa7/C89T/vbbnPHTgDhPWWbcAfAB+xPYbn8SYTZU3FE0jyva/o1N3MD7R8bxmY4rYNU34OI/ZZWB57333qOmpoapU6dm1NjIeOnTpw/33HMP69evZ9GiRTz77LP069eP8ePHM2TIENq0aRNTvTU1NWzYsIHly5dTXl7O2WefzR133EGfPn0SvAeKEheTgL8Aq7DuK48DC0VkuDHmmJfCFEVRlOyiepPjvYHbIUMuO6quhgOlYFiWe+OGO+NOdG2bZu03Hj8eWz3OKp0xVYIc4x3jxjffEO+wqjT13Gk4cpT2Awd6LSM+ojD6+KqqwsTcaTrHzrg+hdO/AEDvH/8YScV/LQm4Ne4cMcack6hGRSRNByNmKVt/wykd6xnTq5BVhwZwaZ/dnJ57GLb+JmuMO8XFxaxZs4a8vDx69+7ttZyUIyJceOGFnH/++axbt45ly5bx8ssv06lTJ4YPH87AgQM555xzIgY9Lisro6CggO3bt7Njxw4aGxvp378/119/PYMGDWpVRjMlMzDGXONcF5E7gTLgUuAtT0QpiqIoWcnBhx9uWonFIyec4cBFfQ1Hj7prM4o6Yy7jclhW1DQ2xF42CKauvul7K54ta++MGXS/5eaM8kKJh+0XjWHg/HlB0yLGcmpsDDCkZs4x0yiorYETe6DdaVx+5k7WHTmbxXvO5JY+K+BEARTNy3gDjzGGefPm0bFjRyZPnuy1HE/Jzc1l7Nix5OXlsXv3btavX8+GDRtYvXo1AKeccgo9evSgS5cutGvXDp/PR11dHeXl5ZSUlFBRUQFA586dycvLY+TIkfTt29fLXVKUaOmKNVlAabBEEbkXuBegX79+KZSlKIqiZBNuO/HNhhnZz2PBOP7qaxHrqtm0yVWbTW1Hld1fKmKO8gULMOGMMDEaOEpnvcShX/wieGJOTkz1mvp6Tu6Ti/LxBnE+8d7iuMonk7JXX6NzJk84E+UP+thzzwVPCDV0TgSMwfh8AeacNB1qFwQ3xp03gUS7tiejTiUUXc6B6oN0NuWMP3UlH5ZMZMJpfenb8UhWDM/auHEje/fu5frrr6djx45ey0kLcnJyGDx4MIMHD6ahoYH9+/dTWFjI0aNHOXr0KIcPH6auro6cnBxyc3Pp1q0b55xzDn379qV///706tWLnAx1R1RaPX8A1gMrgiUaY54GngbIy8vLnLu1oiiKkl4k+A5y5MknE1shkKxO6YFvfZucTp1CZ4jRuFO3a3foxBg9TkxdHRXvLrRWUuBVU7N5c9LbiIt08NyJYKQxoX63URp3Sl94Mej2huLi4AVs4079/v0ZO4QtonHHGHODiCR0ShxjzA2JrE+JwLCHLCNOTTETTjnM2uMXMv/QVXxx6PtIm7YZPTyrsrKSd955h7PPPpuLLrrIazlpSdu2bRkwYEBCgywrSjoiIk8CE4GJxpj0HPSuKIqiZAcJjrmTNrjU66uqiruOqGiM7bZu6uspefpp67sb406Gna5MJurhe8n+L9neYfnXXc+wbVtT124Ccftqfq+IpLkZUglJ32mWd47x0aFtDVf2Wsq+mrPZVDEc2nSyhmdlKAsWLKC2tpbrr79e48EoSitGRJ4CPg98yhiT77UeRVEUJcuJZSr0VBND23HFy0lDmgVUdmXcya79T2vS7Fg7+5KlL83yUEnsRDPu4tSkqVCST99p0PMS6HIuo8+uo2/n4yzcO4y6ujroMsBrdTGxe/duNm7cyKWXXkqvXr28lqMoikeIyB+A6ViGnW1e61EURVGyH9eBczPMuJNtWDF3bNycszQNiJww0uJluP27jPL36RyutXXosEQKsup3/FaKH33UkRD//2j/Aw9Q8d57cdcTCQ2q0ZoY9hA01iGNlUztt4mK+o58UHSetT3DqKurY86cOZx++ulcfvnlXstRFMUjROTPwBexvHZKReQMe+nisTRFURQlm3Hb3/PQwGJqa2MolF0GIafnTl1hoZsSyROjAFCzdRtVq1aF/q1l4SmomDef/fd/PentqHGnNeEfntWxD2e3z2dUr2JWHB3J4bZjvFYWNe+++y6lpaV8+tOfpm1bnfRNUVox92PNkLUIOOhYHvRSlKIoipLlxDmrUirY87nboy+UZR3rZsOylLSgculSCu+8i6IfPRxdwSwzPCYD7RW3NvpOOxk8+eqqKnb+8Sn++9wvuOfMZ8gRA12HwIVPpGeA5aJ5sPU37CqqY3X+FMZfcAb9+/f3WpWiKB5ijEkH/2JFURSllXHiww+9lhAREy7occhC2dWBjtZ7KdtiDrUgjZ6ayt96K7oCHp2aTPpNqOdOK6bT8feZ1nMeRZWn8dGxMeCrhbKN8P5nYdPjXstrTtE8WPUNqitK+O++y+jZ4ThXym+t7YqiKIqiKIqSQkr++jevJSSHDPBIioZmMXfc4MucjrySGur37fNagmuiMe50E5Efisg0EembNEVK6tj6G0Z0Wsd5nbezuOQKSursmNmmHjb9PL0MJ+t+iKku5q3dw6mqz+XG/stom2tP464oiqIoiqIoStxUrvzYawnekkFeGrFQ+UH6e5ylG0d+/wevJbgmGuNOR+AXwNvAPhE5LCILROR/ROQLIjJCRNQTKJM4sQcx9VzX6y3aSgOzi2+m0bSxE+vh4/s9lXeSTY9D2UZWllzA1hND+VSPJfRhAzTWZ/Q07oqiKIqiKIqSTpxYtMhrCd6S5cadjEbPTUSiMcbUYwWpFHvpAVwFfA94DtgInBCR1SLydxH5hohMFJFuiRatJIgu50BOLl3bnuAzvd+kqPZMFh29sim9qgDeneyZPDY9Di/kwqafsb/6LN49ejXndd7GhFOWWn/umoMZO427oiiKoiiKoijphhoQ0hY17kQkGuPOMWPMWUBPYArwEPA8sBloxDL4dAAuwpqW9g/A+1hT0+4WkVcTKVxJAMMeglzL9jasy1byun/MiuMT2FE5uCnPkSWw7I7Ua9v0OGz6GdBAZUMnXim+lW5ty7mh9xuIGDAN4KvLyGncFUVRFEVRFEVJPzIpeG7WEnKKdD03kYh6GJUxpsQYs8gY8ztjzJ3GmJFAFyAPuAf4I7AUKKfJy+cc4MbEyVYSQt9pMP6fkNMBgGt6LKB3u2JeL76JkrrTmvIVPp/6+DubHgOgwdeWWQdvp6qxE7f2eZkObWrsDAa6D0/PWb0URVEURVHSDBFp57UGRUl71H6QxujJiURCYuQYY+qMMWuNMf8yxnzbGHOFMeZU4FzgJuBx4M1EtKUkmL7T4PLZ/H/27jtOrrLe4/jnN7OzfbPpvZGENAg11NBCAEFBQEWaiAUQ8AbvVUEwSrmCFRGMFxEuKhdMALFQFKSjAkqXFhAEAkRaEkLq9uf+cc5sZmennJk50zbf9+s1r9k55znP+Z2Z2ZlzfvMUgJpIF0ePvQHDsfTfx9HWXb+53P0fLl2C59cjgR6cg5vfOZw32iZy5KjfMbb+rc1lovWww3dLE4+IiIhI9dtgZs+a2YRyByJSsdQ6pOxynb5eNivqAMjOudecc793zp3vnFPLnUo19hBonAzAkNj7HD32Bt7vHMKv3z4qYYBlvARPsS0x6HwP5+CeVQfw7Po5LBh2N7Nbnu9bbvY5arUjIiIiElwnMMk5Vz3z+oqUmpI7Zdezfn3K5RseerjEkVQfzW4lnl0v7/1zUsNyDh15K69snMpv3/4YPS7hbbLEihdDQt0PrN6XB9/fi51bH2XekL/2LTfpeJhzbvHiEBERERl4XsEbLkFE0unpKXcEInkLmty5GXizmIFImY09BEbs1/twx9anOGj4n3h+/Tbc/M7hOJdwLrDEwh1k+a75fRI7f1m9Fw+sns8OLU/ykRF/xBJPQ0bsB/OuC2/fIiIiIluGG4EGM9un3IGIiEj4AiV3nHNHOud2jT82s+2LF5KUzYH3QWTzzPV7DHmY+cPu5el12/Pbtz9GV09CF63lvwqnFc8S82bkApwz/vTeh7h31QHMaXmaw0bd4s2MFTdiPy9GEREREcnVD4HXgcVm1lzuYEQq0foHHih3CCJ5y7db1u/NbGj2YlJ1jvmgz8O9h/yZBcPu4tn1c/jVvz/Vd5BlyL8VT1JrnY6eWm56+xP8bc0e7Dr4bxw56ndELKnPqxI7IiIiIvn6D+DHeBOePGZme5Y5HhERCVG+yZ1JwE1mFs1a0qeR+avIcZuTKmaw19AHOXLUb3l900R+9voXWNE2tm/5XFvxJLTWAXivfQRXvXEyy9bP4sDhd3Lw8Dv6ttgBmHNBHgciImHSNLoiIlXtO8DFQCOwNfBnM3vQzM4ys93NrLG84YmISCHyTe7cDOyLl/3PyszmAY/mua+cmdnpZvaqmbWZ2eNmtnep9j1gHNc3ubLdoKf57Phf4DB+/sbneWDVvnT11MCDwJeA44ERBl+01ImeJbb55ut2Ef6yei+ufOMUNnU3cMK4a9lzyEN9x9gBrzuWBlAWqQSaRldEpHrdArzm/2141wF74CV9HgQ+MLNlZrbUT/gcZGYjix1UruftZjbHzB4ws01mtsLMzjXrd/YoIrLFyTe5cwLwT+BUMzspU0Ez+yxwNzAiz33lxMyOBi4Dvg3sCDwE3G5mE0ux/wElKcEzvuFNvjDxZ8xqXsb9q+fz0xdP47kHt6Fnlf99uhL4X/jrL/Zg8ojXiFgPk0e8xq++eFyfenqc8ey6bbji9dO4d9UBbN30El+YeAVbNb7aP4Y5F6g7lkjl0DS6IiJVyjl3hHNuKjAY2Buvm9ZVeD/AbgKiwAzgaLyEz+3Av4sZU67n7WY2CLgLeAfYBTgDOBP4cjHjFBGpBjX5bOScW29mRwCPAD8xs+ecc30mnvcz6D/Ea9dheB/cpfBl4JfOuav8xwvN7GDgNOCcEsUwcBzn+rS2aYhu4hNjbmLHDU9wx7OHcNORRzFk39Xs9MQTzH7uOYa+/z4T736T5UwGYPnKyZzyv1fhgEN2+RPPr5/NU2t3ZHXnMEbUvssxY5Yyo/nF9PsWkUryCvj/3CIiUpWcc+vwWuo8GF/mn7dPA7ZPuO0AjC9yOLmetx+P163sROfcJuBZM5sFfNnMLnHOhXryuPauu8KsTkSkqPJK7gA45140s08DvwV+Y2ZznXP/ht6s+o3AgXi/9J7mnPtFGAFn4o8HsTNef+JEdwIaNC5fSQkegKlNr3Da4st5ceZMHt5jD+454ADuOeAAWtauZdTbb3PYulvp6qohGu1i8OAPeLpxR/61fAYAE+uXM3/YvWzT/Hz/sXUS9ykileZG4Dwz28c59+dyByMiIqn5XZv+4ZxbG6S8nxR5yb/dlFDP4OJEmPd5+x7AX/zETtyfgG/h/fiQohl4ATHGYmFWJyJSVHkndwCcczeb2YXAN/Fm0Nobb7Dlm/Gadb4DfCy5VU8RDcdrUvpO0vJ3gAOSC5vZKcApABMnqtdWRsc5uL4VejafI0SGOWYtW8asZctYM3gw/5w+nTfHj2fFiHHMGPsi0Wg33d1R1q4dxCuvbsXZ+3+PqU0vMyS2Jv1+IoP6zdglIhXjh8Bn8abRneecW1/ugEREJKUHAGdmy4Gn/Ns/gKecc8uDVuKcy3DSVrCcztt9o4E3U5SPr+uX3CnkfL9uypScyouIlFPW5I6Z/Rf+l4Jz7v3k9c6588xsZ+AQ4Da8DPxg4HHgCOfcinBDDiS52YelWIZz7krgSoC5c+eqqUg28aRLvBXPJ4H/BTpg8Jo17PrII2z7yDOcxFUs5fg+m04a/hpzP/ZY5vrVWkek0sWn0f1vvGl0P+ece6jMMYmISH+rgaF4rVkmA4fHV5jZB/iJnoT755xznSWP0hPovD1L+VTLvYWFnO9rnGYRqSJBWu78EP/D0szeAJ7E+xJ4Ei/h8zpwHN5gbPvjfcAuBT7vnGsrRtAZrAS68TL3iUbS/1cByddxDp75b+A87/GNeM/8cHhihx24+c9HQMfm4o21G7jok19PX9+cCzQblkh1+A6bT57j0+j+Ha+15p+Bp51zG8sVnIiIeJxzw81sPN64OYm3rfB+hN3Hv8V1mdky+iZ8Uv6wG6J8ztvfTlOeDNvkz/Kde0ZEpPSCJHf+iDeo2jhgon/7aHylma3B+wJ4Be9k/zrgc865rtCjzcI512Fmj+ON9fPrhFUHAr8pdTwD2pxzvdtxwLzNv2rsxcNcOf1kFt34bV5fOZGJw1/nok9+nePnLe1fh1rqiFSbW4A5eL8Cm3/bA9jdX99jZi+T8AMA3sXBu6UPVURky+acexOvC9Nt8WVmNg9vTJ1ReImV1XjJnhiwHd5n/AkJ5d9wzk0uUnz5nLc/DHzPzOoTfkQ+EG9Wr9fCjlENd0SkmmRN7jjnDgUws6F4UxTGR8/fAZgJDAHms/nX3OOBT5rZC3iZ//jtaefce2EfQAqXANea2SN4swCcCowFrijBvrdMSUma44+D4/8n/mgysMS/iUg1c84dAWBmLXgXAYmzqmyLN4PJDP/2yfhmFDi+m4iIFM7M5gB/AN4HDgX+5JzrNrMI3uf4J4CT8cbCiZtQ5LAynreb2XeAXZ1zC/zyS/Cajv/SH/dzOnA2cEHYM2UBEFHLHRGpHoFPuJ1zq4F7/BvQO8r9tvRN+GwHtPr32wGfileRy/7y5Zy7wcyGAd8AxgDPAh/OZfA4ERFJr8Km0Y3v/3TgTLzP/eeA/3TO/aUU+xYRqRLfBlrwzot7x0tzzvXgtbZ80sy+D/wUOAYvwfL7YgYU4Lx9DDA1ofwHZnYg8D/AY3iJqh/iJYnCp6Y7Ilu02kmT6FhePWmEQmfL6gCe8G+9zGwr+iZ8dqT4mf/EuC4HLi/V/kREtnTlmEY3YR9HA5cBpwN/9e9vN7PZ/rhwIiICewEbMw2E75z7ADjOzOqBL+CNqVZUmc7bnXOfSbHsGfqOF1Q8GnNHBpCmefPY8OCD2QtKr8bddquq5E5RPrGcc686537vnDvfOXeEc24SXvctERHZghR5Gt24LwO/dM5d5Zxb5pxbCLwFnFaCfYuIVJNaM4sGKHc23rhqW/bnqBruiGzZqqz1XsnS0f4vASIiIqHxuwfvDNyZtOpOYM8U5U8xs8fM7LH33ivFMHAiIhXjKbxW+0dmK+ic+yewDti12EFVMtOYOwNKzZgx5Q5Bqk115XZKl9wREREpguFAlP5T4L5D/+lycc5d6Zyb65ybO2LEiFLEJyJSKX6Gd6nyIzObnKmgmTUDzcDQ4odVwarsV3vJzPR6DkjR4cOzF9pCZE3umFmPma0Ic6fFqFNERLZoybOkWIplIiJbLOfc9cAtwDjgUTM72cxiaYqfh/c5uqpU8VUktdwZWJTckRy5tvZyh5CToJ9YxfhP0H+XiIgUaiXQTf9WOiPp35pHRGRLdwzedOLD8GbD+reZ/dLMFprZp8zsLDN7EG8sMwf8toyxioSripI7Qz//uXKHUHShdZNzxfst74PfF3XCwNAFnS0ramYTUEJGREQqiHOuw8weBw4Efp2w6kDgN+WJSkSkMjnn2oBPmdmfgAuAycCngRMSisXP9x8HFpU0wAqjMXcGmCp5PYccdyyNO+7I6nIHUmSRurpwKipicidMtZMmFX0fQZM7w4HXQtxvdbwCIiJSDS4BrjWzR4AHgVOBsXi/SouISBLn3LVmtgQ4BDgY2B4Y5a9+GW8K9J875zrLFGJlqKKWHpJdtYy5UztlKkSDTGpX3SyWrldo6UUGDWLEGWfwzoUXFm0fg485pmh1xwVN7lTHf4KIiGxxnHM3mNkw4BvAGOBZ4MPOueXljUxEpHI557qB2/ybpFIlLT0koGp5PQ2sJuhlehWLhXeMU269hVcO+2j+FTjH0E8d3y+5E21tpfuDkCb9LkELo6zvcOdcBPguMMg5FwnxNrboRyciIlsE59zlzrnJzrk659zOzrk/lzsmERGpdgPv9+2RZ51V7hAyK2YCpkpa7lgkUj2JqAIU0nKncZddNj9wjtiECYUF09OTcvHYS35YWL2JKiG54zsb+Kc/qn51/FeIiIiIiIjkySIFXPZUwCVT7ZQp/ZbVjEg9bfT4nywudjiB1E7ZqniVV8BrEohFsGgRWu5U2Ng0hSR3mvbai0nX/l9CZQW+tmmeG6sJs+tY5SR3NuDNRHIF8JSZHVi8kERERERERMqskAvGSmh5kSp+SxNXJcRbZEGSdZHGxhJEki0Iw2o05k72Cizhz8KSO/G0y9YP/rXvLgpJ8PbbSeUkd6YCP8ObbnYOcIeZ/dHMZhUtMhERERERkXIpJOFRAcmSlBem6a5VKyBeKPKgx5HsCZNxl13G8DMWFi+GALxuWUruZN7Y+iYvC33/+omXmmHD+i4PcWBrVynJHefcu86504BtgVvwPhY+BPzDzC43sxFFjFFERERERKS0Ckg0VMQ06ila6aRLnljFzM5UxOROgNezee+9GHH66SnX1YwcGXZEqdmW0XInUt+Q/8bG5tfTuaJ1ywq1K18JesXl9KnjnPunc+4IYB/gUbzZtr4AvGRmZ5lZbRFiFBERERERKalCLusqIlmSsltWmqOqhGQUFHdcnAK72Lj29pACycIivS1G6mbOLM0+y6Bm+LDshdLwkpTht9zpt58w/y8qpeVOMufcX51zuwPHAK8Cg4DvAC+Y2dEhxiciIiIiIlJ6hVzYVcJU1qniT9dyp1KSO0WMwwpsFdSTR3In0tqa+44itvn1KCAhMOzkk5OWpK6r4Jmm8hRN7gKVq4SXs+DufGlmywr1/VipyZ0459yNwEzgv4BVwGRgiZk9ZGa7Fx6eiIiIiIhIGVR5t6zUF7zpWu5UQEsjitviyaW7gA+6fVtbzttM+J+f5LyNRSJ9uxzlqWbM6MBlWz70obz3k6/BRx2V/8ZmoY7PlPZZDuH/uH7bbbPtJTQFR+uc63LOXQZMA74PtAO7Aw+a2fVmNrnQfYiIiIiIiJRUtbfcyaFblkWDH6vVFm8kjoJnUMpUd9Jr0jB356Lta/NO80hAWPrkTtO+++Sw64D7LtMU8bGRI5n4y1/mubWFkgDrVcxuWdHCW2EFFVpK2Tm31jl3NjAduBYvNfVJYJmZfdfMWsLal4iIiIiISDFlujhuOeigzNvm0QJl0pIlRIcOzXm79EHkcNFeAS2NoHjJnUnXXdtvQOSx3/1eUfbVR17JncTxZPomBIZ95jPF3Xc1STq+xt1227wq1/dRusRLCP8X5g9sXjGzZeXCOfemc+5EYCfgLqAOOBN4Kex9iYiIiFSKpUuXsu222xKNRtl2221ZunRpuUMSkWIxyzhmSD7JncaddqR5//lp148+79zcKkw55k7qojm1UCjiRWqxkjv1s2f3WxZpzG22prrZs3LfccAEy7hLf7R5k4j1vk79EgIpZkBLx3V3By5bNimen0BjACVPhU7fFmVjLrowtziKOVtWCOMnBd5V2BWa2TAz2xuva9YLwHt4b09Nly4iIiID0tKlS1m0aBGLFy+mra2NxYsXs2jRIiV4RLZUeXbLytRaqGZEjpdTKYfcSVN/JczuRRG7ZUWj/Y490ti4eb/19Wz98EMZq5h0zTUMOe64nHYbNGlWM2pUwkYZxpPJYcYv197R93EJkgs5S3U4gY8xqVzCmEp106fTvGBB8DiK2C2rbto0AGonTy64rmzyjtbMRpvZfDP7opn9j5ndZ2bvAO8C9wM/Bf4DJXVERERkgLvooov4yRU/Ydaus3i/8332228/rr76ai666KJyhyYixZCi5UCf1XkmSzJdgDfttRfDTj6Z4Qv/I+X6+u3rgs4nAAAgAElEQVS36xtDiivntEmDHFqEFJPV5pfcST72fvWmeD2srq7370hTEzVDhmSsI9rSQu1WW+UWWL5j7sQlN9zJ8r4ae/HFCdsGH0C65YAcEiFFFn/fthxycIZC1psE6n2K/OMdde43qZ85M20rtZTSdssK/n889gffT7l80KEfYfKNNzDowx/OIaD8BEopm9lBwOyE2yxgcHKxhL/bgReB54BnE24iIiIiA86yZcuo37qeF1a/AMCIhhHstsduLFu2rMyRiUixDT9jISt/vLjvwhwGKA7KIhFGfuXLrF6yJM36pAvRHKZCz0Ux23/k23KnZniW9gTRaL+L/bxmW8p1m3ySZtEIkeZmwGv10fGvfwWur3GXXXr/dt3Bkzuthx1G+7/+xaorfpZbrMUQ5Dm2hNfPT8y4Hu++LsQWMpZDS6n6bbZJU0eEhu0yJx/DErS94B1s/j9OPMJu4GW8xE1iIucl51wVdPITERERySzoBcCCKal/+cy2fUU2lReRwAYfeWS/5I5Fw++WlXV2oOSEUi7JnQoZezfvbllp4h978cV0vPIvLKmr05jkVpVBP4dzfZ7ySCCZGbExY5j4y1/QMGcOL/7pT5vXZUs2JK7Ocer3SH19TuWLxWLZ/3csVcu5+PGGOTh4DnWlbVVVwoGtc/nUWU7fVjjPAcuccx0ZtxIRERGpYvHkS3dPN+s717O2fS1r2tfwfvv79PjNwO+5+R6u/v7VnPmDM/nyMV/mkusv4Qdn/oDPn/V5Fhy+gKZYE0PqhtBa10pLbQv1NZVxEi0iIUhx8ZZvt6xA0o392q9pSupSKZfmcgGaIRESaWqiZ8OG4HUlyzO5ky7++m1m03roR/ov3zZ1K4uw5dLyo5efUGjaffe069LuL+F5cD1+W4uaGujqCrDj0iUhtrr5994eU71uQd8DycnO+L3fuimvllnJckkUpUvolrDLY9DkTotzroD/UhEREZHq0N3TzaauTWzo3MDGro1s7NzI+s71bOralHabBYd7rXZ+fO6Pe+/jiR2ADZ0b2NC5gTfXvwlALBKjKdZEY6zRu69ppDHWSF20LvUORKSyJF43prqIzHNA5cz79PeTpkWGS8r6WKqLynTXuyG1Lhh28km8d+ll/ZZHmpvpWb8+6/aR2nA/A9Ne4PuJgKGf+xyrf/7zHFru5Notq3/58Vf8lDdPPS2pmCU+yFDf5td0zEUX8taib6Tfn99NqWHOHDY9+WTwmEugfsaMtOsCtd5K0XLH+T+25JVQS7ebAMmd6PDhdK9cidWka7kTWjhZBfrUUWJHREREBpr27nY2dm7sTeDE79u72/Oqb8HhC1hw+ALmT5zPL+7+RcaynT2drGlfw5r2NX2WRy1KY6yxN9kTv2+oaSBSIQOeikiy8Fvu1E6aRMfy5UmVxveTJhGRvLhIY+40z5vH+gceCFx+8FFHMeLL/8VL8/bK2lVoxBkLeT/NmEKZpetuZqnL+HG0HnG4l9wJwaCPHsbaW27NWq5lv/0yF0jzGk342RV9ZpJq2mvvzNvGW+4EbH0y+OhP8t6llwYqW0xWE6TljtF/tqx4yx1LKFOgAM/d+B//mOjgVixNQjeUFkQBFSGlLCIiIlIZOns6aetqY1PXJjZ1bWJj50bvvmsjXT1BmqmXVrfrZl3HOtZ1rOuz3DDqa+r7JHvit7poXUlPHkUkPuZH/EGK9QUmd4Z+/nO8fe55Kde5dAmS5NYnqbqLpR1zJ9hnSGTQIMZddikv7rBjmhKp66kZMoSWAw5g3Z13Zqw/Ojh5zp6AAhyXJYwpE+9umzwobyFGnXNOoORONulaizTvuy9tiYP0Z5nqPv4+SVffsFNOYdWVV/Y+rhkyhPGX/w9vnv7F3IPOV6r3aIaWO0177sGGhx72CyatjL+GYY65E+BHlUhjA3VTptC1enWaApXXLUtERESkYjjn6OzppKO7g/budjq6O+jo6aCtq4327nbau9tp62qje4DM7+BwvQmqVW2r+qwzjLqaOuqj9dRGa3vv66J11EZrvVuklmgOU7qKSIEKHXMnVa6hNxGRbpvk5E6GOoIuT1I7cWLmgXfLlWgOcFx94nb91wfbTfryoSXZMyUUEj7HUyZtEmPoTj/A8Fa//x2Y9Unu+BXkEGh+Rp1zdsLuckvu1G41xUvuJA6Q3TtbVnffOpPqnnTdtSz/1Ak5xZpTF68C/7fCoOSOiIiIVIQe10NHd0dv0qazp5PO7k46ejp6kzcd3R10dnfS2dPZb3yJLZXD0dbVRltXW8ZyUYv2SfbEorE+97XRWmKRGLFojFgkzxlrRLZUkUifLke5ttyZfOMN8S2zFw7YyiR5zJ2Zzz/HhgcfzCmunKW8kC38s7r5gAWsv/ueHPfbd3mksSEhpJ6+61M8p5GWFnrW9W1Fme1CfeuHH+LNhQvZ9NjjGctlipNMCYXEVdlahMTHoInPopZwiPUzZ9L24ov9twlxvJp0hp54Ysb1ddOmseEvf6Fxx51Yd/sdfVcmvk79ZsvyW2Ol+d+z+oaUyzPKZbastO8NJXdERERkgOjq6aKju4O27jYvSRNvbdPjJWrau9vp7OmsyG5SA0m36+5t/ZNNxCLEIrHeRFBt1EsC1UXrelsE1UfriUVi6hImAsx6/jle/fgnaHvuOW9B0uCqLYccTOthh6Xt8tKw3Xb+XxkSIdm6EDlHy8EHs+4O/4I46cLUa+mRptvUyJH9lo279FJW/Od/po4hbYwZ1vlx12+/HW3/eDpzPUnGX3IJL2y3fX77jRdpSEzuJI/P0teMfzwFZryYaZ/9dmDUDB5MdFBrytVN8+Yx5PjjsleTIaHQZ12W18L1ttxJl2hM0Womxy5Ejbvtxsa//z1w+dHnn5+1TMP22zH1rjuJjR/PO9/+dtLahNct3VToaVru5JVjCfJ8xPeTrmwJEmZxSu6IiIhIwbp6urzZpfwxbeK3tu42JW2qUI/r6e3elknEItRF66ivqac+Wt87CHRTrEnTvcsAl3DBFr/eTOhOYvFpkWMx6Oxk+KmnBZsFKEX1vYv8i8j6bWan3sY5xl/6I5bNvCO+QapKUm4abW5mxlNPZhhLZ/M+4lJNe5452ettO+ykk1ix8IzM+0litbWZ1wdoNRGpT5Hc8df3G4u6roBZu9KMiVQ/ayYt++8PQOMuu7Dx0UdTb59xtqyEMYRSJBP6PA/xOKJZEhQJm0SHDfPuRwyn+72VmbcDJl3zS5bNnJW1XFzd9OlZy1gsRu2ECSnXud6kHP2fp6Sp0MMQKNmVZawfDagsIiKSgZkNBS4ADgQmASuB24BvOOdWZdpWwtHZ08n7be/zftv7rO1Yy4bO6ppY86NzPsq6D9ZlL5in+RPnh15nS2sLtzxzS+j1FqLH9aRtDRSLxBhUO4jBdYMZ2jCUplhTGSIUKR5LysD0Se74LXdGL/o6sfETqJ8xnfZXXwWgZsQIut57L3PlGRrwNO2+O6POOZt3vvPdzHWkajGQaSr0HC5Cp//9bxCt4Z9z5/avJ0nDDjskFQn3YnfwUZ9g2BdOZe0fb++3LnFX0dZBvX/3DkrdOwFZ0K5jARIv6epKCCY2dmz6atLMupRcR7bZ0DYPqBx8iu6GbbZh0rX/R8frb/DWokXp48hT8hg2tZMm9S8TdCp0+j7fvYNkx/eR9D7L632XU0smjbkjIiKSj7HAOOAs4Hn/78uBpcBBZYxrQOtxPazctJK3N7zN+23vV/WYN+s+WMd9r98Xap13/24k//v9Kbz77zpGjm3npLNe4YAj3w2t/mIkjIqps6eTVW2rWNW2in998C8aahoY1TiK0U2j1apHBqQ+F6X+BbXFamnea573d6CLvGAXgqm6USV/JiePuZN910H6Nnlloq2pux4lxz/5NzdRP9traeRCmJEqUcuHPsTY73ybSGNjnxZEjbvuysZHHukTL8Dgj3+cty/4b+9Bb++eEC+8/bqcSzfde+bE0ISrrmT9fffRsPPOWffR7+9Uy7r9AYaztdxJ0rjLLnT++98Zy4y56CJqp2yVU71Av2RJzfDh/VqM1U6cmH77PmPuJK1L7paVLJ/X2iLe4OjdGSZn8OtNW30JZ8sq3Z5ERERC4px71jn3MefcLc65l51zDwBnAgeY2aBs20tuunu6Wb52OX/79994ftXzrG5bXdWJnWK4+3cjufjsGbyzoh7njHdW1HPx2TO4+3f9L8C2VJu6NvHa2tf4+1t/59mVz7K+Y325Q5IyMrM6M1tsZivNbIOZ3WJm47Ns8xkzcyluFZEt7NstK95aIsVnZRgJhRR19JtGPMep0Puv2Rz70M98Jq+4aseNK1q3lOjgwUQaG/vtd9L/XUPN6NH9llttLYOPOsrbdlBL3/VBE09BjqUnv+/H5r33ZvS552aekatPosD6Jw76tNzp9hfl3l0oWyKuac89aNwxSxe+1DvNuLp5wQJqJ09OXyAhKdcv/uTuUTm87Sb/+saUy81yH4coRS0Fbh+cWu6IiMhAMQhoBzaWO5CBZtnqZazclL3vfTVx5w2Cqw8Prb79gAvPSrFiNXB1OPtw5w3i/nCqKiuHY+WmlazatIpdRu9CY6yx3CFJeVwKHA4cC6wCLgFuM7OdnXMZfiZnIzA1cYFzLvNUccWQKnGSOC5MfEDlVLP7FCHZMfq8c2k5+OCkgIKPuZOtW1bLgQew+pe/zB5Iv0Fss8fQPH8+6+/LvSWl5dgiBWDUNxYx6NBDqZs2LX18GXeaaV3wbln9kn5Bk0sJiQYzvFYliWP89Blzx68zx5nb+mybTr7v4SytyWqGDw9YT4r3a/IMaKm2SaF20iQa5szpfTztgft5ed/9Nm8TjUJnZ7C4Uu1WAyqLiIgEZ2aDgW8BVznn0o7ea2anAKcATMzU7Ff6mDp4Ko2xRta0rWF953p60jY5rx52wdpQu2XtP2lfjnFL+DaLmMjrvM5Evs5FXG/Hce/yB0LZx/yJ87nv86FUVVb1NfW01rYyonGEEjtbKDNrBT4PfNY5d5e/7ARgOXAA8KcMmzvn3NvFjzIX3oVw0557sO6uu4DNAyq7TFM3h2jIsccGK5jpwjdTC4WAsddOSvpuTdwuTb4gNm5coLr7xxRg5qikpEmkro6m3Xbtv12eXcZGfu1rvPu97yXtM813ZNgttiIRLBJJ2462t+VOuuRCpniSno+GHXdk05NP5hBoml0WmuhI9f8UH3MnPhW6/z7u17LHjFFf/3q/GbiSWyLHRo3C6upw7e1ei7ZotN9zPPTET7P+rw/S8a9/ba6+Ic1U6yUcc0fdskREpGKY2YVpmtwn3vZL2qYJuBVYgTcGT1rOuSudc3Odc3NHjBhRvAMZYBpqGpjSOoWdRu3E3uP2ZtfRuzJn+By2HrI1E1omMKJxBK11rdTX1BMJcZaKavKF1mu4ilOYzHIiOCaznKs4hS+0XlPu0EouFonRFGtiWP0wxjSNYUrrFGYNncVOo3Zir3F7sfuY3Zk1bBbDGwL+QisD0c5ADLgzvsA59wawDNgzy7YNZrbczN40s9vMLGPfEDM7xcweM7PH3ss2iHEGg489hprE740ULQcGH3NM72xAkZZmr1iqwWFDudgLPj7O2IsvZsbjj2XfLl03l6D7A1r235/J1y9NXWeW6cdzlmla8KBJm1AvvONj7qRruRPCHpLH3OmXkEvRciftVOgZJCWoRn39nNzrSCXVDF9ZZkIDaNh+e5rmzUvcqreu3mc73oIpQ5KyYccd0q5LNO5HP6Jhxx2xurqULZ9GnXNOv+5aFokw5sJv9a9MAyrnzv819lhgR6AV2Mo591pZgxIRkVxdClyXpczr8T/MrBn4o//w0LI0zd/CmJk33XWGFhedPZ10dnfS3t1OR3cHHT0ddHZ30tHTQUd3B+3d7b2PyynsAYqv6LdkI6z5LFeE1EispbUlnIryEJ/yvC5aRywaozZSS220dvO9f4tFYltsgk9yMhroxpvpMNE7/rp0XgQ+B/wDaAG+BDxoZts7515KtYFz7krgSoC5c+fmPVjYmPPO460ex5obbuhdVr/dHNbffU/vtNlmxuQbb6DrvfeoGTqUaGsrrYceurmSXLplhZiUiNTXEWlqyridmWUcSS2XFhd9ZsdKub/CLnbrt90WohGGffYz6QsF3kWBY+6k2i5dl6aAU5wH3r8/7oxLs7p3EOA8Wu70S1CF9bmeqjtjJMLo88/j7fMv6Lduq5t/T8+GjTTu5OVw3/rmuYlb9i2cbUDlHN53LfvPp2V/7xyheb99WXvLrRlKly55k82ASe4AjXjZ/5uBH5U5FhERyYNzbiX9T/ZTMrMW4Ha8b9WDnXManbVCxCIxYpFY1i43Pa6nN9nT1tVGe3d777TaGzo30NmTfx/3bMKeKWvfSftj8WlY2fxLojPjgeX3hrqvYohYhIaaBhpjjTTUNNAQbaCupo76aD210VpqIgPplFGKxcwuBLLNn5wpq5r479OPc+5h4OGE/T0EPAUsBM4IHmk4xn3/+7S//HKfgYwj9fXUTpgAwIgvfrHvBjnMRpW9XNAok7uGZdp1CMmH/hsGKJJb3dEhQ5h41ZWB6gicIwthJq9sdYUysHTSANG106bR9vTTKdfHZ+3qnQo9XVypXqN+yZ38wk21t1zUz5iRtGRz66/+eba+3bL67SvPYxh74YW0PfscHa+8kqZEKVuHZTZgvqmdc5cCmNnccsciIiLF5Sd27sQbRPkIoMnvngWw2jlX3iYhEkjEItTX1HtjsNT1n1a3o7uDtR1rvVu7d1+p4/20jx1J/Yp3Ui6vRA01DbTWtdJa20pLbQuNsUa1uJEwBG19uTsQBYYDiX2lRgJ/Droz51y3mT0GbJ1jnKGINDbSsN12uW+Y6VovzOnCU45lXNpWBn3HEC7iLItJx5UyYRFgu2STb7ie144+JqF49pY78bFuUuwsWEyZ+ImLmhEjMDMm/OwKXtojoSdjQnzNe+/N2ltupX7WTD74fY77SWp9FNb7ptAxd1oPP5w1v76Jpt1369/1LmvLHcjnNbDaWmLjxmVI7myWukuekjsiIiKZ7Ix3cQDwz6R182FATCq0xauN1jK8YXjv2Cw9rocNnRtY17GOdR3r2Ni1kY2dG4vawieoV846iRlnX0x0U3vvsu6GOl4566QyRpXQIqemkebaZppjzQyqHUQsmmIcEJECBW19aWaPA53AgcASf9l4YBbwUND9mXfFuR1eN62iicZn8Em8RivgYjdw4iFjJVla2QSasSnk/QYtXzm9WHrjS5d2ath++ywVpBjgN8+p0AOJx+u/vjVDhqRcD9B62GE0z9+ftmefyVhXasktdwJ0Rwsi27TiWeptnDuXWS8sA6Dzrbf6rGv92JGs/PFiokOHeguSE35Zuh7mr3Le0Ft0ckezpoiIVCfn3P1U0replETEIrTUttBS23fsmc6eTjZ2bqStq4227rY+9+3d7SVp7fPukQcAMOX7/wsr3qFt3CheOeuk3uXFVBuppb6mnrqaOhqiDb2toRpqGqiP1pf8l3qRbJxzH5jZ1cAPzOxdNk+F/jRwd7ycmd0DPOKcO8d/fB7wN+AlvJabZ+Ald04rVqzT/vwAkXSz4OQrhO5Pmf6vp9x2K5ueeop18enFw5yxK9eL+lQDKhdBhtFjsmxYYLIq1THlk1gL+rrHkyMBn8toc9PmB7k8/8V6rcL8Pkqqa/hppzH8pJMCDdCcs0KejxJ+BVd0cidov13/JD9nYQ2wJiIiIuUTi8S8LkYpunaB172rrbuN9q72PkmfTV2baOtqo9ula0Kfm3ePPMBL5kycz98evj6UOg3rHfumvqa+9z4+uPGWPEOZVL3/ArqAG4AG4B7g0871+YecCryR8Hgw3rn7aOAD4ElgH+fcI8UKMjYyTdfKCs6Z1k2dSt3Uqay///6i76tpr73Y8Ne/pi+Q0FJj+BdPp+2552jcaae+ZUKZPCzNbFlBtwsjmeHXlTa5UOg04An76O2ClG59sMrSrnFJ9ddOmoTV1uI6Cuz1XozkTnysHTNIfO4r5IeNUv7AUtHJHXKcNUVEREQkWXwmJ9Kcb3d2d7KxayObujaxsXMjG7s2sr5zPW1dpZt8LWpRmmubaazxZiJrrPEGNlbyRgYqf3bDhf4tXZnJSY//Cy8pVB5htXoJVE8F/O6cKuGRFPuEq67EtbXx4o479S+bVL5hzhy2/os3pNKYiy7krUXf8IsUsZta1qRNrvvuWz7VGCtjv/89Xt53vxSbJg52XGC3ppxaB+Xx/CZVH2lsZObT/+Cl/ebT9fbbudcXjyRtt6x83gO5beOcK37CJ8D/TDFVdHInl1lTRERERPIRi8ZojfZv+dPZ08n6jvWs7VjLmvY1fND+QWhdvJpiTX0GNG6oaVD3KZGBLqfkThZF+ryY+fxzvDB7GwDqZ8/uXV7jjzvUtPvufcqbGS4aTVtfuigHf/zjdK9dx7vf+15hAafdccAWObnOlhWga1Vs1CimP/oI3e+/T8/GjcHqDSja0kLNiBGMPPtrqUMIaT8tBx3IqiuvpOvdd0Oq0ZdtzJ1cZDvYfl3owtt1TpTcyZ2ZjcZrojndXzTbzAYDrzvnVpcvMhEREalGsUiMIfVDGFI/hElMosf1sK5jHavaVrFq0yo2dG7oU/6yb17GH5b+AYCDph3ER479CF/61pcAqInUMLR+KMPqhzGkfojXkkhEqsrwU09lzdJwulxml+WCMJcLxsSL2ixJjMSWFbWTJ/f+HRs3jql3301szOjg+4WAcRYh2ZXr2EUZnpfpjz2avoLEzRL2GW1pIdrSQtuyZf33VQCrqelt/ZS6QDiJhNjIkWz95wdYNnNWztuOW/xjViw8I+W6mmHDCg2tV0l/EEn5/qiA1nVJBlI731Px+t3+yn/8B//xR8sWkYiIiAwYEYvQWtfKlNYp7DJ6F3YdvSsTWyZSE6nhsm9exq3X3cpJX/Nmxzrpaydx63W38rMLfsa2w7dlz7F7MnvYbEY1jVJiR6RKxUaNYsx3vwPkeWFZpG5ZDTvvnHJ56xFHAFC/zTaB68qkdvw4LEUrnYxHU6oL8KT9jDjD6+1XM2JETtulEm1uJtrcnHdowfYV0vOUYh9W533nRFtTj0sXtkEHHphy+YynniTS2Jh541y6q2VLzIX41osMasleCNLMDqeWOzlzzp0PnF/mMERERGSAyeUi7qff+mmf++uvvp7rr878S3/eYy+ISOkV8u/am9zJUCbw541XrnnffZnwsytSlmhZsKB32uiiCmEWqLC1HnYYrYcdlr1grgMq53qsfZaV4LlIEUPDDjsw6hvfoPWwQ1l3110FVV83Yzpdb7+N1dUFKt9yyMGsu/2OtLEVJOf6XN4vwZjzz6dh2zm8+4MfJAaQYhflHXNnILXcEREREQmdcy7rDWD8xPFccv0lPPT6Q9x1911M9rs0BNlWRATIIcngF6+EriH5JncSjnXaffcy7f77gu0u1Rg//n4a5qZuxZS+siJPDR/mNPR5MjOGfur4UFrujPvhJUz8v2uoGTo0UPnxP/pRYiAF77+PLPX1+2GmgO/baGsrQz/32aSl/etrTNOKrlQGTMsdERERkXIxM2ZsPYPF5y7mqy9/lVmzZjFt2jSWL19e7tBEpELEk7lWjDFmKlWQOM2IjRkTuMrR/31BiiqMrX7/O2Ljx+cSXeFToSdsl/VIE5+LYuXkivy+iDY30bTrrnltm7EVbD5xZ9smGm6qI238CYvrpk5l1gvLksYqUssdERERkarhnOOee+5h+922558r/sk+++zD3XffrZY5IgNWAdNLV2A3poJkiDnjBX2en4+xkSNTLq+fOTOcsXEy6Xc42Wbj2rxB/TazA5UrSCW/f4oVW5r30cgzv9qvXDlmpSzlLpXcERERESlQXV0d8+bN4483/pFpY6bx85//nHnz5lEXcFwCEakSFZKwDTLLU8mEfPW61c039w5cXWzx5zHos5hv65PokCE0z5vXb3ls0kQgwMDPAeWVvCjToNcFVxef2S3N/0DNkCF9F1TC/0qRKbkjIiIiUqCOjg5WrFjBHbffQUdHB7fffjsrVqygo6Oj3KGJSDHkdaGaw2xZ2S5Ee5M7eYQRtpAv2utnTKd+VoZWLmEq9pg7vpo0rY2Gn3YaWz/8ELFRqdcPKGUfUBlqp06lbvr0cOPIRgMqi4iIiFSP2bNnc/zxx7Nw4ULq6+tZuHAhxx9/PLNnl+gCRUQqX05ToVeP/Lu6pH8+YuPG5h9QLsJsAZXH82Bm/VuYDFSBnp88pkLPQaSujim33NxnWaoWVUEE7nat5I6IiIhI9Vi0aBFLlixh8eLFtLW1sXjxYpYsWcKiRYvKHZqIVIpcEghBLwgLTEqMOudsaidNSru+ac89C6o/kBTHGm1uZubT/+izrHbaVIiEfPla4FToeY+rNkATfZmEPt5Njl3qUr1WU+++m1HnnJPTboed+oWcypeSZssSERERKdCxxx4LwMKFC1m2bBmzZs3ioosu6l0uIgNEIcmUXC7oA3fLKiy5M/TEExl64olp10/42RW4zs6C9pFWjrFPueWW8GPIMeEQaWkBoHn//dn4+OO0fvSjrPzx4rzqGihaDjyQdXfdVYY9Z3++p95xO69+8mh61q5NmQWqHT8upz3OemHZ5r0Hfb1L+L5QckdEREQkBMcee6ySOSJbiny6hLS2AtC46y70bNhAy/778/6SJUn1Bg4g5/3nw2IxLBYr8k7SLe+7wsJutZO484CJpub99mPMRRcy6NBDiSQPmF+m5E7NmDF0vfVWUeqetORXbHriiYxlxv7wYrrXrOHlffbtXTbx51f3vt8DKdI40LWTJ1M7fjxtzz+f+w6yCNpqKzpoUOj7TkfJHRERERERkUDybykTGzmSKX/8A7UTJmDnnQfQP7mTcziVMKJykZQgWZLrLsyMwak+Ri8AABrRSURBVB//eHGCydPW993LspmzilJ340470bjTThnLRGpriSQNGF2u7nwZFel/JVMLnpnPP1ekpGRqGnNHRERERESkBOqmTAmnJUy+iY8ttOtQWmUeULnUIk1NCY/CT3aENaV7IEFfu97XpfSJ0FImdkDJHRERERERkYow9IQTiA4bRvOCBQG3yPGCtYJa+mTt1lKKZEm5EzIl3v+0e+9h2gMPFKXurR9+iKl33F5QHTkNUF2BY96Um5I7IiIiIiIiuSjSBWPd1KlMf/CvxJK6ufTfv3eX92xNWRR9nB28VkwAddO2ThNECZM7ITyPqbrnWI03CkrUH4i53KKtrcRGZXlv5almyJCklkFFVuZuWUOPPx6AmlGj+q0b/sUvYg0Noe4vCCV3REREREREgqiQli+hTyudYMofbmPaffcWrf64lgUL2Oq3v6H1iMOLvq+0ipxAqp06lVHnnM24H13SZ3n9zBkAxMaMKer+K8Hgo48uTsW5dssK+X93yLHHMuuFZSkHTB6x8D+Y+WTmgaiLQckdERERERGRAOK/xldKS4xiDCNSN3UqNcOHh19xCvWzZ6dPVA2AbllmxtATT+w3Fs3Qz32Oyb/+NY1z5xZ1/5VgzAXn95lCPKU8XoegW9RN2QqASHNzzvuoNpotS0REREREJIBBhxxC13vvMaRYrRECath5Z5rmzWPU2V8raxzFVMzWSb37KPoe0uw3EqFhzrah1Tf0c59j9c9/Hlp9VSHg+2P0+ecz6NBDqZs6tcgBlZ9a7oiISFUzzx1m5szsE+WOR0REBi6LRBj2mc8QKcN4GokidXVMvPp/qds6zXg1ZVCVrVAGyGC7o846M3vrmIEm4GsXaWigee+9ixxMZVByR0REqt1XgO5yByEiIrKlmnbfvUy46spyh5G7EJI7o77+dayxMYRgJK9xcSpkHKxKoOSOiIhULTObC3wJ+Gy5YxEREQlT0957M+RTnyp3GIHExowpe2umvISQ3Bn66ROY+cTjIQQjOYlGaTnooOpMKhaJxtwREZGqZGYtwFLgC865d0vRN19ERCRsjbvumnL5RP+i9f3rritlOBWn9Ygjile5zh2q9jkwM8b/+LJyh1FRlNwREZFqdQVwh3Puj0E3MLNTgFMAJk6cWKy4REREApn2wP1EW1vLHUboRnzly3xw880F1zPjicexuroQIkqjShMbA01stDclfO3kySXZ39Q7bsd1dZVkX6Wk5I6IiFQMM7sQWJSl2HxgArA9kNPojc65K4ErAebOnatO2iIiUlaxUaPKHUJRDD/5ZIaffHLB9USKPJaNWv1Whua992LiNdfQuEtpBuUuVRKp1JTcERGRSnIpkK39+evAZ4DZwPqkE7MbzOxh59xexQlPREREpHTG//RyYmPHlTuMomvaLXX3RAlOyR0REakYzrmVwMps5cxsEXBx0uJngK8ChbcDFxERkS3GoMMOK3cIabXMn1/uEKRKKLkjIiJVxzm3AliRuMxvwfOGc+6VsgQlIiJS6SLRckdQcaY/+kh1zvQlkkRToYuIiIiIiGwBGnbYnmGnfqHcYVSUaEsLVqM2D1L9lNwREZEBwTlnzrmbyh2HiIhIpbJIhJH/+Z/lDkMqgdO8EgONkjsiIiIiIiIiIlVMyR0RERERESkpMzvFzO4zszVm5sxscsDtPm5mz5tZu39/ZHEjFakuk5YsYavf/qbcYUgZqHOhiIiIiIiUWiNwJ94Mhz8KsoGZ7QHcAJwH/Bb4GPBrM5vnnPt7sQIdiIaeeCKup6fcYUgRNO60Y24beBNSyACg5I6IiIiIiJSUc+5SADObm8Nm/wnc55y7yH98kZnN95cfG3KIA9qoc84udwgiEjJ1yxIRERERkWqwB15rn0R/AvYsQywiIhVFLXdERERERKQajAbeSVr2jr88JTM7BTgFYOLEicWLrIim3XM3XatXlzsMGWBqJ0ygYYcdGPnVr5Q7FAmJWu6IiIiIiEjBzOxCf3DkTLf9CtxN8vzNlmLZ5sLOXemcm+ucmztixIgCd10esXHjaJgzp9xhyABjtbVMvn4pjXNz6RkplUwtd0REREREJAyXAtdlKfN6AfW/Tf9WOiPp35pHRGSLo+SOiIiIiIgUzDm3ElhZxF08DBwI/CBh2YHAQ0Xcp4hIVVByR0RERERESsrMRuO1wpnuL5ptZoOB151zq/0y9wCPOOfO8ctcBvzZzM4BfgccCcwH9ipp8CIiFWhAjLljZkPNbLGZvWBmm8zsDTP7qZkNK3dsIiIiIiLSz6nAk8Cv/Md/8B9/NKHMVGBM/IFz7iHgGOBE4Gng08DRzrm/lyJgEZFKNlBa7owFxgFnAc/7f18OLAUOKmNcIiIiIiKSxDl3PnB+ljKTUyy7CbipKEGJiFSxAZHccc49C3wsYdHLZnYmcJuZDXLOrS1TaCIiIiIiIiIiRTUgumWlMQhoBzaWOxARERERERERkWIx51y5YwidPxjbo8DtzrkzMpQ7BTjFfzgDeLEE4WUynOLOMFBqA+14YOAdk46n8mU6pknOuRGlDGYgMbP3gOXljkNEJAf63C9Anp/7A/HcIk7HVp10bNUp32ML/Llf0ckdM7sQWJSl2Hzn3P0J2zQBdwDdwMHOubbiRRguM3vMOTe33HGEZaAdDwy8Y9LxVL6BeEwiIiLVYiB/D+vYqpOOrTqV4tgqfcydS4HrspR5Pf6HmTUDf/QfHlpNiR0RERERERERkXxUdHLHObeSgE2XzKwFuB0wvBY764sZm4iIiIiIiIhIJajo5E5QfmLnTrxBlI8AmvzuWQCrnXMdZQsuN1eWO4CQDbTjgYF3TDqeyjcQj0lERKRaDOTvYR1bddKxVaeiH1tFj7kTlJntB9yXZnWfMXlERESkOpjZbcBHgDOdcxeXO54gEmL+qnPuh2Xad9U8XyIiIhKOAdFyx0/eWLnjEBERkVBt598/XdYocrODf/+PMCs1s08A2wL3OeceSFOsGp8vERERCcGASO6IiIjIwOJ3r94AvEjIiZJiMbNhwDj/4VMhV/9NvOTNC2n2XXXPl4iIiIRnQHTLEhERESk3MzsAuAtY4ZwbH2K9DcBavB/ltnbOvRxW3SIiIjIwRModgKRnnjvMzPnNsauOmQ01s8Vm9oKZbTKzN8zsp/6vm1XDzE43s1fNrM3MHjezvcsdU77M7Bwze9TM1prZe2Z2q5ltW+64wmBmX/f/X35S7lgKYWZjzOwa//VpM7PnzWzfcsclIllt79+H3WpnR7zEzgfAv0KuW0TSqLbzvyDneP71xflm9m//3Px+M9smqUydf/6+0sw2mNktZhZawjoMqc75qvnYsp37VeuxmVnUzL6V8H/0qpldaGY1CWWq4tjMbB9/vyv8995nktaHchxmNsTMrjWzD/zbtWY2OEiMSu5Utq8A3eUOokBj8ZqonwXMAT4F7AMsLWdQuTCzo4HLgG/jnWA/BNxuZhPLGlj+9gMuB/YE9ge6gLvNbGg5gyqUme0OnEyVjzXhf3g/iDeO2EeAWcBC4N1yxiUSBjM7wMxuMLPXzazdvwB5ycxuMrOTksr+3j95OjtFPfF155hZk5mda2bPmdlG835EuMQ2z5qJmc0zs9+Y2Vv+yeUjZrZ/inrNj8mZ2W5pjmGCv77HvNk6E6Udb8fMGszscPN+4HjczN42sw4ze8c/nnkpttndzBzeZwJAK9Dj7z9+G5Lt+Uqo70Azu9HMXvOf/3fMbGnyyWdC+dv8Or9qZjEzW2hmf/efo7fN7LdmNiXd/kSqWZWe/+1H9nO8s/CuMRYCu+CdX9yV9Hl2KfBx4Fhgb7wZiW8zs2ixDyCIDOd8VXlsAc/9qvLYgK8BXwTOAGYCX/Ifn5NQplqOrRl4Fu8YNqVYH9ZxLAF2Ag4BDvb/vjZQhM453SrwBswF3gBGAg74RLljCvHYPgz0AIPKHUvAeP8OXJW07CXgO+WOLaTja8ZLIh5W7lgKOIZWvF+z9wfuB35S7pgKOJZvAw+WOw7ddAvzhnfCern/fRa/fQB0JDx+MWmbV/zlh6SoL77uDOBl/++1eBcy8fqu98te4H/ndPpl4us3AROT6p3mr+sGGtMcy0f9Mv9Kse4Zf91RKdZ9Nun41wJtCY/7fQ4DxwFv+7E6YL3/OH77R8DnqwH4v6R9JT4XG4EFKbZ73V//ebyLKIc3rs/GhG3fAJrL/R7TTbewbwPh/C/5HM//LH4LWJRQpgFYB3zBf9zqfzYfn1Bmgv85+qEKOKaU53zVfGxkOfer8mO7Dbgmadk1wG3VfGz+9/Fnwn6N8BJ7DpiXUGYvf9mMbHGp5U4F8rN7S/HeCAPx1/pBQDveyWFFM7NaYGfgzqRVd+L9KjIQtOC14nu/3IEU4ErgJufcveUOJARHAH/3Wze8a2ZPmdl/mJlmBJRqdjJwGrAaOBFocc61AvXARLxfuXpbdJrZIGCy/7BPK5ikdf+Nl4DYwTk3CO/75Tp/3VFm9j3gTL/+wX6ZeXiJjXo/pkTxblX/dM6l+47a0b/v84uxmdXh/SoJqbtltQLfA3YHWp1zg5xz9f4+78X7HO4zfblzbolzbjTeRSbAV5xzoxNu26d4TpKfrwjer4AnAO/g/VrY6D8XU4B78E5AlyS1dhqCd9KJH/c6vO+9ZqAJ+AReMm08cHTKZ0qkSg2g87/kc7ytgNEkHJdzbhPwZzYf185ALKnMG8AyKuPY053zVfOxZTv3q+Zj+ysw38xmApjZbLzE3B/99dV8bInCOo498BJHDyXU/SDeDytZj1WzZVWmK4A7nHN/zFqyyvjNDr+F90tIV7njCWA4EMU7IU70DnBA6cMpisvwLkQeLncg+TCzk/F+bT+h3LGEZApwOvAj4Lt43TwW++uqeiwh2aJ93r8/3Tl3Q3yhc64Hr+VH8nt7O7xfwVY65/6dZh14LWUOin+fOOc2mtkZeF2AI3iJnQ875+5I2OdDZvYLvGbV05PqjneryjRmzk7+fXLXq23xzqvW47Um6sM5d2mqypxzT5vZJ4H3gOlmNtQ5tzqpWHyK83SzYGV6vr6Cd+GwCtjdOfdawr5fNbNj8Fr9jMRrlRRPsm2XUMfLwHznXEfCst+Y2W1+3cnPo0i1Gyjnf8nneKP9+1THNS6hTDewMkWZ0ZRRlnO+aj62bOd+1Xxs38NLMj5vZt1435MXOecu99dX87ElCus4RgPvOb/JDoBzzpnZuwQ4VrXcKRHzBo5yWW77mdkJeL/inVnumDMJejxJ2zQBtwIr8PokVpPkaeUsxbKqY2aX4DX1+7hzrurGdzKzGXhNWY9PuuioZhHgCefcOc65J51zvwB+jNc/WaRaxceo6AxYPt6CJlUyI76uE/hU8g8Fzrn32dwX/srExE6CeAIklrQ8SHInZcudhLieTjwpC2gDXrNsgNrEFWY2CRjir38mzfYpny//e/cb/sOvJCZ24pxzK4En/IeJCZ14nV3AcWk+Y+OtAar++1Akjao9/8tyjpfPcZX12HM456u6YyP4uV81HtvRwKfxuhnv5P99upl9PqlcNR5bKmEcR6rygY5VyZ3SuRSvD12m2yPAAmA2sN7MuswsftJ6g5n9teRRpxf0eAAws2bgdv/hoc65tpJGm7+VeBnW5EzpSPpnZquKmf0Ir3n+/s65V8odT572wPt17dmE/5d98b40uvxuEtXmLeD5pGXL2HxxLFKNnvXvf2FmXzOzcRlLB0vu3O2cW5680rzZGBv8h1enqX+Sf/96mrpTJnf8uuNdlZJjSzuYsr/tCP/Y7/MHI26P/xiCl4yK4iWskn/Ri8f0snNuQ5rjSfd8fQKvq9p7wPVptoXN32eJya54oue+DN8R8cGUX8tQt0g1qurzvwzneG/795mO6228z6PhGcqUQ8ZzPrzWiVCdx5bt3K+aX7cfABc75653zj3jnLsWuITNAypX87ElCus43gZGJg7H4P89ggDHquROiTjnVjrnXshy2wgswjuh2iHhBvBVvExnRcjheOJjCN2B92b+sHNufVmDz4H/y8DjwIFJqw6kb1/IqmJml+Fl0Pd3zr1Q7ngK8Hu8WdgS/18ew7uI2QFv0LJq8yAwI2nZdKDfRaxIFfkP4EW8RMN3gTfN7AkzW2RmqZoZB0nu3JZmX/HvzXedc4+mKTPHv48nnfBnk4knbtK13Il3yVqP15Up1X77bWtmHwP+iXfs+wGj8AZTfse/rfOLvpSiy3Km5yJbmQX+/U3OufYM27f694mJpXidt2bYrt/zKDIQVPP5X5ZzvFfxLh4PTChfjzdrT/y4HsdLNCeWGY/3w205jz3bOd8/qd5jy3buV82vWyP9Z3/uZnMeopqPLVFYx/Ew3th2eyTUvQfeWHfZjzXbiMu6lf9GFc+WhdfH8mHgOWBrvGxm/FZb7vgCHsPReEmCk/x/vsvwTuwnlTu2PI/nf/AGE90/6fUYELOdUP2zZe3if/AvwutXfhTerEJfLHdsuulWyA2o89/P1+O1JInPtrSBhBme8E74NvjrdkiqI3Hd7mn282V//R0ZYlmTXAcw31/2VobtzvHLPJShzl2Tlu/B5lm8lgL7kDQTF96YCg74VYp6f+OvW5QmpkzP1xP+8tOzvDZv+OU+7D+OsnlGrD3TbDPRX9+DN0B22d9juukW5q0az/+CnOPhTU29FvgY3lhh1+N1VW1JKPNTvGEUDsDrinofXuI6Wu5jTDrePud81XpsBDj3q+Jj+yXwJt4U75OBI/HOAX5YbceGl3SJJxY3Auf6f08M8zjwers8gzcBwx7+37cGirFcL7RuOb2Rqjm5sx99p35NvO1X7vhyOI7T8Zqdt+NlXfcpd0wFHEu61+P8cscW0vHdTxUnd/xj+AjeL/BteL9EnQFYuePSTbewbnjJg8P9z1WHNztVfN10f1kHST8CJKzLNFV5fMrv76ZZPzmhjqaE5V/yl9+eIe6H/TI/TVo+xV/eBTQkrbvdX3dVmjrNP9FzwJkp1senev9Imu0zPV+v+utOyHBM2/ll2vFmFANv1q/4c5Qy8U+GKeF1022g3Krt/C/IOZ7/mXM+XlegNuABYNukeurxBvRdhXcReyswodzHl+J4+5zzVfOxkeXcr1qPDe+H/kvxWiFtwmv1+m2gvtqOjfTXtb8M8ziAoXgzf671b9fhfz9nu5lfgYiIiEhJmdmHgT8Am5xzjf6yo4AbgWecc9sllY+ve9E5NzO5Pr/M03hN9491zvUbZ8bMjgB+h5dQmpGw/Cd4g1f+xDm3MMV22+H9umZ4LWF+mrDuSOC3wDLn3Oyk7dbindwe4Jy7J0W9nwB+7T880Dl3d8K6JrwuW4b3y+AbKbbP9Hw9g/fr4VnOuR8kb+uX+RVeF46bnHNH+cuOxvvFsc9zlLTdN/Gmov+tc+7jqcqIiIhI6WjMHRERESmKAIOab+vfJw4kGWS8nXQDHtfitTpJWyZD/fHBC0emqLcJr0tVvEwugynHB3celqLeicDPEhYlxzwuYZ/JU5zHZXq+4vUdlGpDMzsOL7HTBZyXsCqeJMo0a1jGAaRFRESktJTcERERkWI51cweNrOTzCw+WDFmNtTMzgQu9BddkrBN3skdYBu8GZ824jVrTyVdHS/690ea2VFmFvNvB+N1xxrqr3f0n5I80xTq8eM438xmgZf08lvHPJxQboXzpiVPlDgzRrrWMZmer1/49weY2fn+BAeY2UgzuxC4xl9/qnMuVYLtyTT7hGDTxouIiEiJKLkjIiIixbI93oCAVwGvm9kGM/sAr6/59/HG3vmmc25J0jaQX3InnnB4xjnXkyGmVPVfizfIYwyvm9MmvD7zt/v33/DLveqcW5e0baZEx3l4CaFZwPP+8a/D6/b0FHBFum2dcx8Ad/kPbzCztf406q+aWfwcLu3z5Zy7F/hxQhwfmNkavKTRIrwWO6c555KnjM/YcsdPEm2Vbr8iIiJSekruiIiISLFcgjd7xB14gyg6vFmzXsFrVbKLcy7eegczG8Lm6cifTqwoaV22LldBkhJ9yjjn3sebsvQ2vCnBNwCP4o3Dsyfe9OWp4hqMN3NUyv065/4AHAo8gjcoaxfwV+B459xH8AZjznRMx+PNgPMq3nM3CljlnOvJ9Hwl7P9LwAl4U6huBGqAF/Bm/tneOXdFYvkcnmcD1jjnlqcpIyIiIiWkAZVFRERERERERKqYWu6IiIiIiIiIiFQxJXdERERERERERKpYTbkDEBEREREREalGZvYJ+P/27p9VjioMA/jz2hj/oNzKQiQSUkmI2gkWfghLOysbP4CF+RYp8hHSaW1hVCwEwT9BEFSijXoL0RsSoiD3tdgZ2PYmO547u78fLDNnp3mKZTg8e85MriT5uLs/GZ2Hw6XcAQAAgIfzfjZvGfx+dBAOm21ZAAAAcEZV9USSl6bhlyOzgHIHAAAAzu7VbHbDnCT5aXAWDpxyBxZQVR9UVVfVe1X1dFVdq6rvqupBVf1bVRdGZwQAAM6uql6rqk7y+fTVs0lOp/n//DkaGJED5Jk7sIyr0/GfJLeTvJjkQZLTJD9099+DcgEAAI/mUpLjbEqdC0nuJ7m3df24u/8cEYzDVd09OgPslap6JslfSSqbG/3PSd5Ncqu7u6oudvcvAyMCAACPqKpuJXkjyTvdfWNwHA6clTuwe1ezKXaS5Lckr3f3yXxRsQMAAHthXq3/zdAUEM/cgSW8PB07ydvbxQ4AALB+VXUxyVE2j124PTgOKHdgAXO580V3fzY0CQAAsIR5zv9jd98fmgSi3IElzDf6D4emAAAAljLP+W3J4lxQ7sAOVdVjSa5Mw09HZgEAABbzynRU7nAuKHdgty4neTKbvbffDs4CAAAsY1658/XQFDBR7sBube+9vTc0CQAAsHNV9VSSS9PQH7qcC8od2C0NPgAA7Lfnk9R0/uvIIDBT7sBuzeXOV0NTAAAASzneOn9zWArYotyB3bJyBwAA9lh3nyT5aBrerKq7VfV7Vd2ZXrAC/zs/PNiRqjpK8sI0VO4AAMD+eivJ9SR3kjye5Lkkf3T36dBUHKzq7tEZAAAAAHhIVu4AAAAArJhyBwAAAGDFlDsAAAAAK6bcAQAAAFgx5Q4AAADAiil3AAAAAFZMuQMAAACwYsodAAAAgBVT7gAAAACsmHIHAAAAYMX+A7QuXQqRQ5J7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "simulation_analysis_plot(EDS_system, limits_coordinate_space=[-5,5],\n",
    "                         oneD_limits_potential_system_energy=[-2,2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the cell above you see the simulation analysis plot.\n",
    "Most likely, as you can se in the Potential Sampling panel, the simulation with the initiall parameters was stuck in the minima of state A the whole time (blue point is the starting coordinate, red point the ending coordinate).\n",
    "This leads to a single normal distribution around coordinate -2 as you can see in the second panel.\n",
    "\n",
    "This leads to a very nice sampling of state A but we never saw the minimum of state B.\n",
    "As a result the estimated free energies will not lead to a good free energy estimation.\n",
    "\n",
    "The third panel shows you what the different shift sizes are during the simulation.\n",
    "\n",
    "\n",
    "Note: You can execute the simulation multiple times and will end up with always slightly different results."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How do the parameters affect sampling?\n",
    "\n",
    "Can we fix this problem?\n",
    "Let's have a look on how the paramteres mentioned in the reference potential change the sampling."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### s-dependency:\n",
    "\n",
    "Here we want to have a look on how the sampling is influenced by different s-values and their barrier removal capacity.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:01<00:00, 701.88it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:01<00:00, 779.58it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "EDS_system.potential.Eoff=(0, 0) #set initial parameters\n",
    "\n",
    "# a lower s value\n",
    "EDS_system.potential.s=0.4\n",
    "EDS_system.set_position(-2) # same starting position\n",
    "EDS_system.simulate(simulation_steps, withdraw_traj=True)\n",
    "simulation_analysis_plot(EDS_system, limits_coordinate_space=[-5,5], oneD_limits_potential_system_energy=[-3,2])\n",
    "\n",
    "# an even lower s value\n",
    "EDS_system.potential.s=0.2\n",
    "EDS_system.set_position(-2) # same starting position\n",
    "EDS_system.simulate(simulation_steps, withdraw_traj=True)\n",
    "simulation_analysis_plot(EDS_system, limits_coordinate_space=[-5,5], oneD_limits_potential_system_energy=[-3,2])\n",
    "undersampling_eds_traj = EDS_system.trajectory\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is an interesting finding.\n",
    "The barriers between the states gets smoothed out, but we also lose the minimum of state B.\n",
    "For an $s~=~0.7$ we clearly see that the barrier is shrinking, but as the bond type B has a higher minimal potential energy, we can still not reach the state during the short simulation.\n",
    "\n",
    "In the second case with $s~=~0.2$ we are an undersampling situation.\n",
    "Here we explore a conformational space close to state A.\n",
    "The minimum of state B is lost totally in this case.\n",
    "\n",
    "Conclusion: During our simulations we still do not manage to reach both state minima. But what happens if we also change Eoff?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Eoff-dependency:\n",
    "\n",
    "Now we want to combine our findings from the s-dependency with the energy offset parameters.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:01<00:00, 629.23it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:01<00:00, 808.70it/s]\n",
      "Simulation:  Simulation: 100%|██████████| 1000/1000 [00:01<00:00, 793.07it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 1152x288 with 3 Axes>, None)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "EDS_system.potential.Eoff=(0, 0.6)\n",
    "\n",
    "EDS_system.potential.s=1\n",
    "EDS_system.set_position(-2) # same starting position\n",
    "EDS_system.simulate(simulation_steps, withdraw_traj=True)\n",
    "simulation_analysis_plot(EDS_system, limits_coordinate_space=[-5,5], oneD_limits_potential_system_energy=[-3,2])\n",
    "\n",
    "EDS_system.potential.s=0.4\n",
    "EDS_system.set_position(-2) # same starting position\n",
    "EDS_system.simulate(simulation_steps, withdraw_traj=True)\n",
    "simulation_analysis_plot(EDS_system, limits_coordinate_space=[-5,5], oneD_limits_potential_system_energy=[-3,2])\n",
    "optimal_eds_traj = EDS_system.trajectory\n",
    "\n",
    "EDS_system.potential.s=0.2\n",
    "EDS_system.set_position(-2) # same starting position\n",
    "EDS_system.simulate(simulation_steps, withdraw_traj=True)\n",
    "simulation_analysis_plot(EDS_system, limits_coordinate_space=[-5,5], oneD_limits_potential_system_energy=[-3,2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the second simulation is remarkable, as it is sampling both state minima significantly! This is what one would like to achieve with an EDS-Simulation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculating Free Energies With EDS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analytical solution to the problem\n",
    "The nice thing about using harmonic oscillators for free energy calculations as toy-models is, that the correct solution can be calculated analytically!\n",
    "\n",
    "$dG_i = y_{shift_i} - \\frac{1}{2*\\beta} * \\ln(\\sqrt{\\frac{2*\\pi}{k_i*\\beta}}) $\n",
    "\n",
    "This solution is here used as the reference for all further calculations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "expected dF:  -0.3916873598468307\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#Excpected Analytical Solution\n",
    "beta = 1/10 # beta is in k_B T\n",
    "\n",
    "F_A = V_offset_A -(1/(2*beta)) * np.log(np.sqrt((2*np.pi)/(k_A*beta)))\n",
    "F_B = V_offset_B -(1/(2*beta)) * np.log(np.sqrt((2*np.pi)/(k_B*beta)))\n",
    "dF_AB_expected = F_B-F_A\n",
    "\n",
    "print(\"expected dF: \", dF_AB_expected)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Numerical solution to the problem\n",
    "With our sampling we can now estimate the relative free energy of our two states."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dF:  4.2274885544485015  kJ \n",
      "deviation:  4.619175914295332  kJ\n"
     ]
    }
   ],
   "source": [
    "from ensembler.analysis import freeEnergyCalculation as FE\n",
    "fe_estimator = FE.dfEDS(kJ=True, T=10)\n",
    "\n",
    "positions_orig_eds = orgi_eds_traj.position\n",
    "Vrr_orig_eds = orgi_eds_traj.total_potential_energy\n",
    "V1r_orig_eds = V_A.ene(positions_orig_eds)\n",
    "V2r_orig_eds = V_B.ene(positions_orig_eds)\n",
    "\n",
    "dF_original = fe_estimator.calculate(Vi=V1r_orig_eds, Vj=V2r_orig_eds, Vr=Vrr_orig_eds)\n",
    "\n",
    "print(\"dF: \", dF_original,\" kJ\", \"\\ndeviation: \", abs(dF_original-dF_AB_expected),\" kJ\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This free energy is actually quite off for such a simple problem. But as we have seen before, this data comes from the simulation, which sampled only one state."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dF:  1.3987341130059914  kJ \n",
      "deviation:  1.790421472852822  kJ\n"
     ]
    }
   ],
   "source": [
    "\n",
    "positions_undersampling_eds = undersampling_eds_traj.position\n",
    "Vrr_undersampling_eds = undersampling_eds_traj.total_potential_energy\n",
    "V1r_undersampling_eds = V_A.ene(positions_undersampling_eds)\n",
    "V2r_undersampling_eds = V_B.ene(positions_undersampling_eds)\n",
    "\n",
    "dF_undersampling = fe_estimator.calculate(Vi=V1r_undersampling_eds, Vj=V2r_undersampling_eds, Vr=Vrr_undersampling_eds)\n",
    "\n",
    "print(\"dF: \", dF_undersampling,\" kJ\", \"\\ndeviation: \", abs(dF_undersampling-dF_AB_expected),\" kJ\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The undersampling data seems to produce better results. But is that really the best we can get?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dF:  0.5755057426099891  kJ \n",
      "deviation:  0.9671931024568198  kJ\n"
     ]
    }
   ],
   "source": [
    "\n",
    "positions_optimal_eds = optimal_eds_traj.position\n",
    "Vrr_optimal_eds = optimal_eds_traj.total_potential_energy\n",
    "V1r_optimal_eds = V_A.ene(positions_optimal_eds)\n",
    "V2r_optimal_eds = V_B.ene(positions_optimal_eds)\n",
    "\n",
    "dF_optimal = fe_estimator.calculate(Vi=V1r_optimal_eds, Vj=V2r_optimal_eds, Vr=Vrr_optimal_eds)\n",
    "\n",
    "print(\"dF: \", dF_optimal,\" kJ\", \"\\ndeviation: \", abs(dF_optimal-dF_AB_expected),\" kJ\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The optimal sampled trajectory gives also the best result. All minima were explored extensivley in this trajectory, which leads to the best relative free energy estimate.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Many States\n",
    "\n",
    "But is eds limited to two states?\n",
    "No and that is where it's power comes into play. \n",
    "In theory one can calculate the relative free energies for many states from one simulation.\n",
    "\n",
    "$V_R = \\frac{-1}{\\beta s} \\ln(\\sum_i^Ne^{-\\beta s (V_i - E^R_i)})$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### SuperMore complex example - 3 states  harmonicPot - \n",
    "# simple Example plot Enveloped Potential with two Harmonic Oscilators\n",
    "\n",
    "\n",
    "##Construct potential\n",
    "s1=1.0\n",
    "s2=0.001\n",
    "Eoffs=(0, 0, 0, 0, 0)\n",
    "\n",
    "\n",
    "#V_is=[pot.harmonicOsc1D(x_shift=-10, fc=5), pot.harmonicOsc1D(x_shift=10, fc=5)]\n",
    "k=20\n",
    "V_is=[pot.harmonicOscillatorPotential(x_shift=-20, k=k, y_shift=0), \n",
    "      pot.harmonicOscillatorPotential(x_shift=20, k=k, y_shift=-50),\n",
    "      pot.harmonicOscillatorPotential(x_shift=10, k=k, y_shift=50), \n",
    "      pot.harmonicOscillatorPotential(x_shift=-10, k=k, y_shift=-100), \n",
    "      pot.harmonicOscillatorPotential(x_shift=0, k=k, y_shift=100)]\n",
    "eds_pot = pot.envelopedPotential(V_is=V_is, s=s1, eoff=Eoffs)\n",
    "\n",
    "##Parameters\n",
    "positions = np.linspace(-30,30,100)\n",
    "svals=np.logspace(0, -3, 40)\n",
    "\n",
    "exPlot.envPot_differentS_overlay_plot(eds_potential=eds_pot, s_values=svals, positions=positions, \n",
    "                                           y_range=(-600,400), hide_legend=True)\n",
    "\n",
    "Eoffs=(0, 50, -50, 100, -100)\n",
    "eds_pot = pot.envelopedPotential(V_is=V_is, s=s1, eoff=Eoffs)\n",
    "fig, ax = exPlot.envPot_differentS_overlay_plot(eds_potential=eds_pot, s_values=svals, positions=positions, \n",
    "                                           y_range=(-600,400), hide_legend=True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Can you sample them all?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Literature:\n",
    "About EDS:\n",
    " * Christ 2007\n",
    " * Christ 2008\n",
    "\n",
    "Going beyond EDS:\n",
    " * Sidler 2016\n",
    " * Sidler 2017"
   ]
  }
 ],
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