{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Golem Workshop Kiten 2018 - Data Processing\n",
    "\n",
    "This is a notebook for data processing of the Golem operation domain scan."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "# At first, load some basic libraries.\n",
    "\n",
    "import numpy as np\n",
    "from urllib.request import urlopen\n",
    "import shutil\n",
    "import os \n",
    "from matplotlib import pyplot as plt\n",
    "from scipy.interpolate import interp1d\n",
    "\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib import cm\n",
    "\n",
    "# Plot settings, can be changed to globally influence the appearance\n",
    "\n",
    "plt.rc('text', usetex=True)\n",
    "plt.rc('font', family='sans-serif')\n",
    "plt.rc('font', size=22)          # controls default text sizes\n",
    "plt.rc('axes', titlesize=22)     # fontsize of the axes title\n",
    "plt.rc('axes', labelsize=20)    # fontsize of the x and y labels\n",
    "plt.rc('xtick', labelsize=20)    # fontsize of the tick labels\n",
    "plt.rc('ytick', labelsize=20)    # fontsize of the tick labels\n",
    "plt.rc('legend', fontsize=22)    # legend fontsize\n",
    "plt.rc('figure', titlesize=22)  # fontsize of the figure title"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Golem Database Access\n",
    "\n",
    "Thanks to Golem staff for the golem_data function.\n",
    "\n",
    "This should not be changed :)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def golem_data(shot, diagn):\n",
    "    \"\"\"\n",
    "     Simple interface for GOLEM database\n",
    "      Use:\n",
    "\tobj = golem_data(10011, 'loop_voltage')\n",
    "\tplot(obj.tvec, obj.data)\n",
    "\n",
    "\td - object containing all availible informations\n",
    "\td.tvec  - time vector Nx1\n",
    "\td.data - data matrix  NxM\n",
    "\n",
    "      Example:\n",
    "      from golem_data import golem_data\n",
    "      from matplotlib.pyplot import *\n",
    "      obj1 = golem_data(10689 , 'electron_temperature')\n",
    "      obj2 = golem_data(10689 , 'spectrometr:temperature')\n",
    "      plot(obj1.tvec,obj1.data,  label=obj1.labels)  %\n",
    "      errorbar(obj2.tvec, obj2.data, xerr=obj2.tvec_err, yerr=[obj2.data_err[:,0], obj2.data_err[:,1]],  label=obj2.labels )\n",
    "      xlabel(obj2.ax_labels[0])\n",
    "      ylabel(obj2.ax_labels[1])\n",
    "      legend([obj1.name, obj2.name])\n",
    "      axis([obj1.plasma_start, obj1.plasma_end, 0, None])\n",
    "      title(obj1.info)\n",
    "      show()\n",
    "    \"\"\"\n",
    "      \n",
    "    remote_file = \"http://golem.fjfi.cvut.cz/utils/data/\"+str(shot)+\"/\"+diagn+'.npz'\n",
    "    \n",
    "    gfile = np.DataSource().open(remote_file, mode='rb')  # remote file\n",
    "    try:\n",
    "        d =  dict(np.load(gfile, encoding='bytes', fix_imports=True))\n",
    "    except IOError:\n",
    "        raise IOError('Missing diagnostic ' + str(diagn) + ' in shot ' + str(shot))\n",
    "    \n",
    "    if not 'tvec' in d and 't_start' in d:\n",
    "        d['tvec'] = np.linspace( d.pop('t_start'), d.pop('t_end'), len(d['data']) )\n",
    "    \n",
    "    try:\n",
    "        if 'scale' in d:\n",
    "            d['data'] = np.double(d['data']) * d.pop('scale')  # rescale data \n",
    "    except:\n",
    "        pass\n",
    "    return Data( **d )\n",
    "\n",
    "\n",
    "class Data(object):\n",
    "    \"\"\" Simple data handling object\"\"\"\n",
    "    def __init__(self, **kwargs):\n",
    "        self.__dict__.update(kwargs)\n",
    "    def __repr__(self):\n",
    "        return \"Data object, keys:\\n\" + str(self.__dict__.keys())\n",
    "    def __getitem__(self, key):\n",
    "        return getattr(self, key)\n",
    "\t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Some Useful Scripts\n",
    "\n",
    "### Validate\n",
    "Excludes bad shots from a shot list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def Validate(shot_list, bad_shots):\n",
    "    valid = [];\n",
    "    for shot_no in shot_list:\n",
    "        try:\n",
    "            if not(shot_no in bad_shots): \n",
    "                b_v = golem_data(shot_no, 'breakdown_voltage').data\n",
    "                valid.append(shot_no)\n",
    "        except Exception:\n",
    "            pass\n",
    "    return valid;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GetValAtTime\n",
    "\n",
    "Takes a diagnostic obtained by `golem_data` and interpolates its value for a specific time in the shot.\n",
    "\n",
    "Calling with `plot_progress = True` will show the interpolation on the graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def GetValAtTime(diag, time, plot_progress = False):\n",
    "    f = interp1d(diag.tvec, diag.data)\n",
    "    # change to true if you want to see the plots\n",
    "    if plot_progress:\n",
    "        fig = plt.figure()\n",
    "        plt.plot(diag.tvec, diag.data, linewidth=2)\n",
    "        t = np.linspace(min(diag.tvec), max(diag.tvec), 50)\n",
    "        plt.plot(t, f(t), linewidth=1)\n",
    "        plt.plot([time, time], [min(diag.data), max(diag.data)], '--')\n",
    "        plt.plot(time, f(time), 'o')\n",
    "        plt.xlabel('$t$ [s]')\n",
    "        plt.ylabel('$B_\\mathrm{t}$ [T]')\n",
    "        plt.grid(True, axis='both')\n",
    "\n",
    "        plt.show()\n",
    "        plt.close()\n",
    "    return f(time)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load\n",
    "\n",
    "Loads all specified diagnostics for a specified shot number.\n",
    "\n",
    "Any newly requested diagnostics should be added here.\n",
    "\n",
    "**To use the diagnostic in the scan, one point should be selected (e.g. by interpolation for a specific time).** Toroidal field is now treated like this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Diagnostics should be added here (according to the sample fro)\n",
    "def Load(shot_no):\n",
    "    data_dict = {\n",
    "        'shot_no': shot_no,\n",
    "        'pressure_request': golem_data(shot_no, 'pressure_request').data,\n",
    "        'pressure': golem_data(shot_no, 'pressure').data,\n",
    "        'ucd': golem_data(shot_no, 'ucd').data,\n",
    "        'electron_temperature': golem_data(shot_no, 'electron_temperature_max').data,\n",
    "        'breakdown_voltage': golem_data(shot_no, 'breakdown_voltage').data,\n",
    "        'toroidal_field': GetValAtTime(golem_data(shot_no, 'toroidal_field'), \n",
    "                                       golem_data(shot_no, 'plasma_start').data)\n",
    "        }\n",
    "    return data_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GetScan1, GetScan2\n",
    "\n",
    "Sorts the data for further processing. Poorly written, should be somewhat more refined (to allow for arbitrary N-dimensional scans)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def GetScan1(data_list, scan_var, diag_var):\n",
    "    d_l = sorted(data_list, key=lambda d: d[scan_var])\n",
    "    return {\n",
    "            'x': [d[scan_var] for d in d_l],\n",
    "            'val': [d[diag_var] for d in d_l],\n",
    "            }\n",
    "\n",
    "def GetScan2(data_list, scan_var, diag_var):\n",
    "    d_l = sorted(data_list, key=lambda d: (d[scan_var[0]], d[scan_var[1]]))\n",
    "    return {\n",
    "            'x': [d[scan_var[0]] for d in d_l],\n",
    "            'y': [d[scan_var[1]] for d in d_l],\n",
    "            'val': [d[diag_var] for d in d_l],\n",
    "            }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ScanPlot2D\n",
    "\n",
    "Plots a 2D scan (scaled colormap)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def ScanPlot2D(golem_scan, scan_id, scan_description):\n",
    "    fig = plt.figure(figsize=(8, 6), dpi=80)\n",
    "\n",
    "    plt.tricontourf(golem_scan[scan_id]['x'], golem_scan[scan_id]['y'], \n",
    "                    golem_scan[scan_id]['val'])\n",
    "    plt.plot(golem_scan[scan_id]['x'], golem_scan[scan_id]['y'], 'ko', ms=3)\n",
    "    plt.xlabel('$p$ [mPa]')\n",
    "    plt.ylabel('$U_\\mathrm{CD}$ [V]')\n",
    "    c = plt.colorbar()\n",
    "    c.set_label(scan_description)\n",
    "    return fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ScanPlotLines\n",
    "\n",
    "Plots a 2D scan as a series of lines grouped by one of scan variables (can be selected by setting `group_by` to either `x` or `y`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def ScanPlotLines(golem_scan, group_by, scan_id, scan_description):\n",
    "    fig = plt.figure(figsize=(8, 6), dpi=80)\n",
    "\n",
    "    x_axis = 'x' if group_by == 'y' else 'y';\n",
    "    \n",
    "    x_label = '$p$ [mPa]' if x_axis == 'x' else '$U_\\mathrm{CD}$ [V]'\n",
    "    lines_label = 'mPa' if x_axis == 'y' else 'V'\n",
    "    \n",
    "    unique = set(golem_scan[scan_id][group_by])\n",
    "    unique = sorted(list(unique))\n",
    "    for u_v in unique:\n",
    "        data_x = []\n",
    "        data_y = []\n",
    "        for i in range(len(golem_scan[scan_id][x_axis])):\n",
    "            if golem_scan[scan_id][group_by][i] == u_v:\n",
    "                data_x.append(golem_scan[scan_id][x_axis][i])\n",
    "                data_y.append(golem_scan[scan_id]['val'][i])\n",
    "        \n",
    "        plt.plot(data_x, data_y, 'o--', label = '{0} {1}'.format(u_v, lines_label))\n",
    "    \n",
    "    plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "    plt.xlabel(x_label)\n",
    "    plt.ylabel(scan_description)\n",
    "    plt.grid()\n",
    "    \n",
    "    return fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Load\n",
    "\n",
    "Let's load the data from selected shots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Kiten scan\n",
    "shot_list = range(27454, 27491, 1)\n",
    "bad_shots = [27481, 27482, 27483]\n",
    "\n",
    "# Second scan (Prague 28/06)\n",
    "shot_list = [27617, 27618, 27619, 27620, 27621, 27622, 27623, 27624, 27625, 27626, 27627, 27628, 27629, 27630, \n",
    "             27633, 27634, 27635, 27636, 27637, 27638, 27639, 27640, 27641, 27642, 27643, 27644, 27645, 27646, \n",
    "             27647, 27648, 27649, 27650, 27651, 27652, 27653, 27654, 27655, 27656, 27657, 27658, 27659, 27660, \n",
    "             27661, 27662, 27663, 27664, 27665, 27666, 27667, 27668, 27669, 27670, 27671, 27672, 27673, 27674]\n",
    "bad_shots = []\n",
    "\n",
    "# Do the loading\n",
    "valid_shots = Validate(shot_list, bad_shots)\n",
    "data_list = [Load(s_no) for s_no in valid_shots]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Processing\n",
    "\n",
    "Three scans variables (`['breakdown_voltage', 'electron_temperature', 'toroidal_field']`) are selected and a scans in `pressure` and `ucd` (current drive voltage) are generated.\n",
    "\n",
    "A second scan set is generated for requested pressure instead of real pressure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "scan_vars = ['breakdown_voltage', 'electron_temperature', 'toroidal_field']\n",
    "\n",
    "# the main scan\n",
    "golem_scan = {};\n",
    "for s_id in scan_vars:\n",
    "    golem_scan[s_id] = GetScan2(data_list, ['pressure', 'ucd'], s_id)\n",
    "    \n",
    "# the auxiliary scan\n",
    "golem_scan_request = {};\n",
    "for s_id in scan_vars:\n",
    "    golem_scan_request[s_id] = GetScan2(data_list, ['pressure_request', 'ucd'], s_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Breakdown voltage\n",
    "We should see some minima on the Paschen curves."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BwWQyefLz8zusVqtuIvoYav369W0AUF9fbxjp+9u9e7cRAB577DF7KP2PhoE8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\nOnZp63ZSymnATUKIO4UQdwJLgUt6cy5FUZS+chYVotF2nJ2o0YbgLOp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Gj97MPPekbWlp\nqXb58uXJ6enprr179+5rPr5w4cLkrKws+8svv2xbtGhRl0FyMPpolp6e7k5PT3dlZ2ebu3teaWmp\ndtOmTTaHw9Ewa9as9puu9JEK5BVFUQaYdLtpyM0NpMK4jxyhIfcIvqpqRm58D4D6Awcof+klCAlB\nn5RE2IUXYkhNabNgMvrHPyL6xz/q8Xm7q3LSWFZO8erVVK5bh+WSi4d9IC89HhpLStDFx7O7eDdT\ntuTyyKeNhNW3tGnUSD4Oc7K7eDeZIzKJe3ylP8/dah28gSsK/pvPhkPOME+Jy6CLNjcYRkfUnOlr\nhN59910rwMqVK9vkCz777LMFWVlZ9tWrV8d2F4QHo4/WFi1aVLJ8+fLktWvX2rt63iuvvGIDuO22\n20p62ndPqEBeURSlC32tud5cycR95AjuXH+wbv/Rj9BardR98w1Hb/mPNu21UVH+9Be3G41ej+Wy\nyzBPn47e4UDodEG7nq6qnOji40l65WXqdu0K1CCv+3Yvdbt2EnHzzWj0Q3fHXF9dXdPiU/9Hw779\nNBw6REh0NKM+/IC86jxcoSHk2xvJHSHIHSE4MkJQYAe9MRRHdR6ZIzLbvJuhKIPFU1KnL33pm9He\nSrdBaIWUXim04foG++KJh3TRpv7bIGSIa05NOTln3m63e2fOnFm1ffv2bu/Ag9FHa7fffnvF8uXL\nk7dv324tLS3V2u329tuXA+vWrbMB3HfffaW96b87KpBXFEXpRE9qrvvq6nAfPUpIjL/0oK++nqP/\n8QPcR47gq61t05/l8ssxT52KYdQoopYubZMOc/IMcIjNRojN1i/X1VWVk+bHmpW/9BJV771H+f/9\nmeif3od1zhyERtPueQOpsayM+ux9WD74AN/3vofGYMD15U7ym9YDAGij7ZhnnAOj0/j46D9JsiTx\nz0mC9zPa/9kTPg9JFrULqjI0SCkpfemb0V5ngwGJkD4pALzOBkPpS9+Mjv3F9L1n6sz8tm3brBaL\npcNAOSUlxb19+3a2bt1q7ip1JRh9tNb6BuCVV16x3X///e0C9dLSUu327dutM2fOrOos0O8rFcgr\niqJ0oNOa60ePknPtdRgnTMB9NJfG44UAxK1cAWFhaIxGpNuNMSOjJVBPS0Ofmoouzl+YQRseTsxP\n7xusS+uVuMdXYhg/jrIX1nL85/dT/tLLxCy/n9AZMwZsDL6GBkqfe84/0569j8YS/zvTNqDh1tsw\nTczAmDGB6J/+FGP6eIzjxuGOCOXP2X/mlb2v4P73m/zj2n+QEJZAfnU+Xtnyd1QrtDjCHEyNmTpg\n16OcPgqf/GJCR8cjbxqbY0i21jU660NKXvhmbEdtou+ceCAkwtjYcLTKVP76gbTm49Lj0/iq3e3f\n/pIIb0WDsfDxzycKncYHoA3VeWJ+NOUgQM2nx6Oqtx5rlw+nG2F22W+bcASgcnNurGtPSZsttuN+\nMX1vLy65V3Jzcw1z5sxJ27ZtmzU8PLxx7ty5FZ3lwfekbXV1tTY9Pb3DADstLa0e/EFzV2MKRh8n\nW7JkSen27dut69at6zCQf/rpp+0A1113XdAWuTZTgbyiKEoH6nbt8s/Ee0+aPPH58FVV4dq5E0Na\nGqbJkzGkpmIYNw6ayjym/f1vgzDi/qExGrEvWULEDTdQtuZ5Kl57jbzbF5G67m2M6elBO490u2k4\nfJj67Kb0mP37iLr9diyXXorQ66n4y6vIhgYMo0cTeuEFGMeNZ091FWNHjwL872DYl96J2+vm9YNv\n8sJHL1BeX06iJZF7pt5DTGgMz1/2fKBqjU6jw+Pz4Ahz8Pxlz6v9CZQhQ/p8Xf4wSp9PCAb3XbGe\n2rRpk81isXjnzp1bkZubq1+zZk3snj17zB1VhulN265UVFSccmzb2z4WLVpUsXjxYjpLr1m/fn0k\nQEdB/qlSgbyiKEoH3EfzQKsNzMS3JoxGRvz6YWzXX9/2gZ7Uax+mQmw2Rjz4S2w/+A+qN28OBPH1\nBw6itVrQxcX1eD2Bt6YGX01NYDHtseW/oGrTpjavtSYsLDDzLoQgdd3b6OLi2qwXcG/ejMZobNP3\n0i1L+fLEl0Sbovn1jF9z7ehr0Wn8z4kPi+fv8/7e4zryitKd7mazQyKMjd21MSRb61q3qT9YEVb6\nyt4xNKXUtKERMuqmcTnGMbaakx8KOze+LOzc+LKuzhU+O6UofHZKUVdtgslisXhzcnK+aQ5smyvD\nrF692n5yUNtd257OkpeVlXXaLhh9dGbBggWlWVlZ9qefftreuh59dna2Pjs723z55ZcHfTYeVCCv\nKIrSIXdBAbK+vuMHvV4MKSkDOp6hQu9wEPXDHwIgfT4KH3yQhsOHCb92HrXbd9B4/Hib9QTxq1fj\nLS1pWoTq3w3Vk5eH5bLLcPzhWQB0sSMIO/dcDOnNu6COR+dwtAmw9Ukd57BLKTlQcYBxkeMAuGnc\nTZzvOJ8F4xZgCjG1ay+EIHNEJpkjMoP90ihKUBhGR9Row/UNzTnygQcEUhuubzCMjmgXxA8148aN\na1i1atXRGTNmuFrPTjdXhnnmmWdimwP5nrbtaW55VFRUp+2C0Udn5s+fX56VlWVfv359ZOtA/g9/\n+EM0wNKlS4NaraaZCuQVRVFakV4vJU8/TdnaF/0z8lIGNgUCQKtFl5gYqOpyRhOC6J/+lBOrVuH8\n6+stx5vXE+Tlkb9kScuGVUKgT03FeuWV/oWoTWJ+/vM+nf67hu/4v43/x7el3/LONe+QGp7K5SmX\n9/lyFGUoEEJgXzzxUEdVa6J/OPHQcHgHyW63eztKI2kOpAsKCgx9aduVsrKyEACbzdbY13GfSh/z\n5s2rtlgs3uzsbHN2drY+PT3dDbBhwwabxWLxnlwlJ1hUIK8oitKK8+23KVv7IsbJkxjx0EMUPvDL\nDmuuD4c/pv1NCEHY+bMQBgN5ixa1X0/g9eKtqiJy0e1YZ8/GMGYMGrP5lM+bXZbNs7ueZVvFNkJE\nCDeOuRGL3nLK/SrKUKGLNrljfzF97+lYR95isXirq6u1rYPdnra1WCze/Pz8DgP73NxcA3Q/6x6M\nPjpzyy23lKxZsyb2tddes61YseLE1q1bzQUFBYYFCxYEPTe+2bAP5IUQTwBlQBSAlPKBwR2RoijD\nWcR11+GrqcV2y0I0BkOnNdeVFp6CAoTBgHS1LwQh9HoMo8dgmjIlKOd6ZtczvPjNiwgEmcZMVsxZ\nQaJV1X5XTj9CCIxjbDUd5cMPZ9XV1Vrw74ra27YZGRm1nS0ozcvLMwB0VzYyGH105p577ilZs2ZN\nbHN6zauvvmoDuPvuu/slrQYYJsueOyCEiBBCHAZel1I+2RTAvy6E2DnYY1MUZXip2bqNosd+i5QS\nERJC1OJFaAz+CZvmuuoR112Ledo0FcR3QJ+c1OGiYAA8Hv/jp6CyoTLw7wx7Bhc6LuTNq95kYcRC\nFcQryhD08MMPj+jo+NatW80Arcs/9qbtxRdfXAUtu6Q2Ky0t1fZ0QWkw+uhMenq6Oz093ZWdnW0u\nLS3VbtiwweZwOBr6emPQE8M2kAeeAHZJKXc1H2j6d7kQ4s7BG5aiKMOFlJKyl18h/847qXz3XTzH\nOixvrHTDlJmJzuHwrylo7RTXEzjrnfz+y99z6ZuXsrfUX9TjkqRL+OMlf2RsZIeluRVFGQJWrlzp\nmDNnTlrrY6WlpdqlS5cmNz1e0Je2zbuiPvPMM7GtK9Dce++9DoD58+d3G4QHo4+uXHvtteXN/RUU\nFBhuu+22fpuNh+EdyM8HtnRwfAuwdIDHoijKMONraKDwwV9R/MQT6JOTSXnjdfQOx2APa1gSQpD0\n4lr0SUkInQ5hNiN0OvTJyX1aT+DyuHh+z/PMWTeHV/a+QrI1mUbZ5/VriqIMsJdeeiln06ZNNqvV\nOmXOnDlpCxcuTE5LS5uYnZ1tXrZsWVHrhZ+9aWu3272rVq06WlBQYEhLS5u4cOHC5AkTJozPysqy\nz5w5s2rRokVtgvDExMQMIcS01gF7b/voreYbhaysLDvAwoUL+6XsZLNhmSMvhIgAIoDyDh7OAVQ5\nCeWM0dPa3UoLT3ExBffcQ/2erwm98AISVq9Ga1GLJU+FLiEhKOsJPjj6Ab/d8dvAZk6PzHyE2Smz\n0YjhPO+kKGeWRYsWVYwePXrfypUrY7dt22YFf276L37xi6KTq7f0pi34N1UaNWpUw0MPPeTIysqy\nWywW70MPPVTQuuRjd4LRR2fsdrt35syZVdu3b7emp6e7erIW4FQMy0C+J4QQaVLKnMEeh6L0J8+x\nY+TdsaRtVRWHg6QX16JLSBjs4Q1Z3ooKGg59R9SSO4i+7z7EySkhSp80rycwT5vWq+f5pC8QqFv1\nVrRC224zJ0VRhpdZs2a5Nm7c2KM4rDdtwV/qcd68efu6a5efn//tqfbRF73djfZUDMspDimlE3AC\nkR083JxnFTFwI1KUgSelJO+OJbjz8pAeD9LlQno8uPPyyFtyJ1LKwR7ikNNY5t/00Dh2LCM3vkfM\nz3+ugvhBJKXko7yPuP7v17OjcAcAZ8edzcbrNzJ/7HwVxCuKonRjOM/I/w64EXjhpOMjO3uCEOJn\nwM+avw4NDaW+vp7Nmzf3zwiVdtTrHTyGwznE5OUhOqjd3XDkCJ/ffTea1DQ+qKzEGx4+OIMcKnw+\nIt7dQOiOHRT9/Gd47fZ+OY36+e657xq+Y2PNRo56jqITOjbv2EylubL7J7aiXu+BpV5vRRl6hm0g\nL6V8UghxmRDiUinlBwBCiBuA5vKTzg6e8xTwVPPXDodDGo1GZs+ePSBjVmDz5s3q9Q4S57r1FHVW\nu1tKrP/8F9Z//ouoJUuImT8fgKLHHsPndqN3JKJLdKBPSkLncKCNiDht8+q9VVUcu/9YCsIRAAAg\nAElEQVR+av/9CabJk7nwssvQxcT0y7nUz3f3DjsPs+qLVYHNnG4aexNLJy0l2hzd677U6z2w1Out\nKEPPsA3kAaSUlwkhbmgK4COBN/BXs0Hlxyunuy5rd4eEEPPzn7M/J4eUSy8JHK7Zug1PXl675vGr\nniT8qquQUlLy30+ji4tFl5iEPtGBLi4Oodf312X0q4YjRyi4+0e4jxwh/Nprif3No2iG6bWcLuq9\n9Wwv3M6VaVfyo8k/UnXgFUVRTsGwDuQBpJRvtf5aCDES2NVJc0U5bTTX7nbn5UHr9BqtFn1SEpG3\n30bN++9jmjw58NDIzZvwOp14Cgrw5Ofjzi/AnZ+HYYy/Jre3ooKyF07KVtNo0MXGkvi/L2JITcVb\nVUXt1q3oEhOH9Gx+Q04OuTfdjK+2lhEP/hLbrbcOyXGe7opqi1izZw3nO87nkqRLmBA1gY3XbSQ+\nLH6wh6YoijLsDftAvgOX4s+fV5TTWnPt7nZVaxITO63dLYQgxGYjxGbDNHFiu8e14eGM3LwJd34B\nnoJ83Hn5/oC/oICQSP/a8vr9+zn2s58HnqMJC0OXmIg+KYmEp36P0GpprKjAV1U1qLP5+uRkwi76\nHuFXX0PYrPMGZQxnMme9k//99n/J2p9Fg7cBn/RxSZL/3SEVxCuKogTHsA3khRDPA5FSyhtbHcsE\nIk6epVeU01Wwanc3E1ot+uRk9MnJnbYxjBxJwlO/bwn28/2z+3V79gQqwFRv2kTRbx4LzObrEv05\n+aaMDGw33wyA9HggJOSUZslPrqFvmDCBynXrsC1YgNBqSXjyyT73rfSNy+Piz9l/5pW9r1DjqWGs\nbSw/yfwJsxJmDfbQFEVRTjvDNpBv8nrzP5o2iVqLv5KNopwx+lq7u69CoqKwXnFFu+OyVXqPYew4\nIhcvDszm13/7La7PPsNz7FggkD/xu/+i8t13/YtumxffJiZinDgR04QJ3Y7j5Br60uNBaDTIhga0\n4eGEX3ll8C5a6bETrhM8t+c54sPi1WZOiqIo/Ww4B/IPAA8KIabjrxkfCdyoFrkqyuBoXY/dnDkV\nc+bUwNdSSrxOZ5sKO/qUZIzp6Xjy86nefwB8PgBsP/hBIJA/tvwXNJaU+BfdOhL9nxMT0aWkBGro\n4/UGFv1KQBMRgeXyywfgihUAr8/Le0fewxRi4tLkS0kNT2Xt99cyJWaKqgOvDFcSUHtxKIOu1c9g\npz+MwzaQb9oU6oHBHoeiKN1rzs3HZgsci7z1ViJvvRUA6XbjKSzEnV9ASHRLjXdfVRX133yDa8eO\nNv1FLlrkn4k/uYY+IGtrqf/qqwF7h+JMJaXkX/n/4tndz/Kd8zvG2sZySdIlCCGYHjt9sIenKKei\nDqhuaGgwhISE1A32YJQzl9vt1uH/eazvrM2wDeQVRTl9CL2+w9z8xOfXBGbzA5V28vJBysDi3nZ0\nOtxH81Qg34++KPqCZ3Y9w56SPRi1Ru6YeAe3T7hdVQVSTgvTpk2Tu3bter2kpOROs9lcp36ulcHi\ndDqtUsp3pk2b5uusjQrkFUUZ0jqqtOPauRP+5386foLH46+xr/SL8vpylm1Zhk/6TmkzJ0UZyqSU\nLzqdzller3e8zWZzh4aGurRarVcF9Up/k1Lidrt1TqfTWlJSUu31etd01V4F8oqiDDtd1dDXJSZi\nyswcvMGdho5WHSWvKo/zHecTaYxkxawVZERlqM2chgspIW8HlOdAZBokzQAVkHZp2rRpRTt37rze\n6XTeXlNTMxtIR8VMysCpk1K+4/V610ybNm1fVw3VD6WiKMNOX2roK713ovYEa75ew/pD67Hqrbx/\nw/sYQ4zMSZ0z2ENTesqZB3++DpxHQasDrwcikuEH6yBCvXPVlWnTptUCfwL+tHPnTg1gBNQvF6W/\nSaC+q3Sa1lQgryjKsBTsGvpKC2e9k5e+fYnX9r9Gg7eBzJhMfpL5E4whxsEemtIbUvqD+PIjIBvB\n6/YfLz8Cf7kefvS5mpnvoaagytVtQ0UZYCqQVxRl2BroGvpngkZfI/M3zKewtpCxtrHcm3kv5yec\nr26QhhMpoeww7F3nT6eRJ1V3ko1QketPt0meOShDVBQlOFQgryiK0g+klOwu3k1edR5JliSmxkwd\nssGw2+vmQPkBJkZPJEQTwpJJSwgNCeXy1MvVZk5DnascirPhxF5IOAsc0/yB/AsXgrum8+dpdP4g\nXwXyijKsqUBeURQlyI7XHGfplqUcqzlGiCaERl8jCWEJPH/Z88SHxQ/28AKaN3P601d/oqK+go3X\nbyTSGMmNY9QG2UOOlC1pMJ+vhUPv+4P3qmMtbc7/uT+Q12jg4l9DbQlsewZ8HZRp9Xn8C18VRRnW\nVCCvKIoSRFJKlm5ZSn51Pl7pxdMUROVX57NsyzL+Nu9vgz4zf/JmTha9hTsn3YkpxDSo41LwB+w1\nxXDiW3+g3vwRMx6uX+tvc2wX5PwLosdB6oUwYoL/I3ZSSz8zlvn7yv5bS458MxECthR/9RpFUYY1\nFcgriqL0kU/6qHZX42xwkmz1b2a16cimQBDfmld6KagpYHfxbjJHDG55zJ/+66d8mPdhm82cwg3h\ngzqmM5KnHkoPgDMfxs/1H9v+R3j/4bbtrA4wWFq+vvxxuPpZfxWargjhr07TXLVGo/PPxNtS4D/W\nqYWuinIaUIG8oigK/llqV6OLivoKnA3ONp+vGXUN4YZw8qryeOTTR3DWO6loqKCyoTIQsH9xyxcA\nfF36dbsgvplOoyOvOm9QAvnSulLsJjsAM+NmYjfZ1WZOA626CL56tWWWvfSQfyGqRge/Og4henBM\nh8zbYERG00x7Ophsbfs5+euuRCTBj79QdeQV5TSlAnlFUU5L9Y31AIGSie/nvk9JXUmbIN1Z7+TH\nU3/MlJgp1DXWMeO1jlMNzoo9i3BDOBqhIceZQ4QxghRrChGGCGxGGxGGCHzSX/J3ZvxM/rr/rzS2\nTmVo4vF5SLL0T+3uzhbXHq06yh93/5H/3959x8dV3fn/f50ZNatXF2kk23KvgBs2xQSwAwkJkNBS\n6M3kkWSTsN/glE3ZfPf3JZAN35QlickmuwshvySmE5IYm04CGNtgA27YwkVyU5dlWdJo5nz/uDOj\nNhK2NZqm9/PxmIc09965c+b6yPOZM5/zOS/sf4GnL3+acdnjuGb6NcPSBgE6WuHItt6pMZff7wTQ\nHa3w3A+c4womwrSPdQfsWGd7xeLIp7wY40xq1cRWkaSjQF5EBhQvlVe8Pq8TgHc0hkbDx2aN5bSS\n0wD4+Vs/5926d7sD9I4mjncd5+sLvs71s64H4EcbfsShY4d6nTcnLYf69noARqWM4lOTP0Veel6v\nAL0go4AJuRMA8OR4ePkzLw/a1nPLzsWT4+mXXuM2bjzZHqYWTOXLz32ZW+bcwumjT4/I9Qk3uXZs\n5lhml8zm2T3P4rM+zvOcR5e//4cLOUV+PzTtgdQsyBnj3P/FYidVpqf0PGiudgL5wolwyzon3z09\nOybNFpHkokBeRMIarsorfusPlTTc37KfnY07nQC9x0h5eU45d5x2BwDf/8f3efT9R/ud54opV4QC\n+Xfr3uXtI29TkFFAYUYhlfmVFKQXMCFvQuj4H5z1A1JcKRSkF5CfkU9eeh6pru4cY2MMPzj7B6f8\nunqeZ9XyVaFrl+pKxev34sn2sGr5KjYd2cSrNa/yYvWLXFJ5CV+d91XGZo095ecbcHJt6372t+7n\njJIz+Or8r8Y8Lz/h1WyC6g3dI+1HtoH3GFz4XadajMsFxVO6J54GR9rzPN1pLC43lC+M7esQkaSi\nQF5E+jnRyivByZ7BALyls4WlnqUAvFP7Dqt3rg6NogdH1AvSC3j6U08D8Lc9f+Nnb/2s3/MvHLsw\nFMjPLJpJm7eN/Iz8UBBekF7AxLyJoePvv/B+UlyD/3e2pDR6aQWl2aU8dflTYb/NGJc9jkcve5R/\nf/PfeabqGZ7f9zw3zb6JG2fdyKiUUSf9Lcimw5uobq0Om5fvNm6+Mu8rCuJPlK8L6nd1B+vZo2Hx\nF5x9r/5f2PaU83tmEXgWOMF6+Zndj//Mw9Fvs4iMaArkRaSft468RU1rzYCVVx7f9Tg/3fRTmjqa\nQrnhQZuu20SqK5Ujx4/w+K7HSTEp5Gfkk5+ez9SCqXiyPaFjP1L+EUqzS3sF6PkZ+b3KIF497Wqu\nnnb1oO39sCA+FowxzBszL2wQXZlXyS+W/YJXql/hRxt+xC/e/gVprjQ+NvFjH/otiNfv5e0jb7O5\ndjObj2zmzUNvDpgyk+5OZ3/rfuajlW/7aW+GjEClnveegFd+DLU7wNfRfUzpvO5A/qwvw/wbneA9\ne7Qmi4pIXIi/dz8Ribl9R/eR4koJjcT3lOpKpbmjud9kz+DP4Jy9c8rO4R+f/QfZqdkDjihPKZjC\nlIIpw/lS4tq5nnNZXLqYx3Y+xicqP8FnnvlM2G9Brv3Ltfx6+a+ZVDAJn9/H7Wtvp8vfRYpJwZPj\n4fjR4/0+UMHwTq5NGF2dULs9MPH03e5VUDvb4Bv7nJQYfxccq4OJS3unxRT36Jvli2L3GkREBqBA\nXkT6qcipGHCU1+v3clrJadw0+6ZBz5HuTifdnT4czUsqqa5Urpl+DZsObxrwW5Da47U8uPVB/vXs\nfyUjJYPvL/k+nhwPM4tmkuHO4NInLh1wcu0Zo8+I9kuKDWvh6EE49K4TsM+7AbKKnMD9gfO6j0sZ\n5Uw2HTMLvG3OpNPZV8CcK2PXdhGRU6RAXkT6OWP0GZRll7G3ZS82OMTOCAwOo2iwb0HSXGlU5leG\n7l82+bJe+webXBvrVWSHlfXDX78RyGl/F443du8bNxcmL3NWP1369cAo+2yncozL3fs8yXyNRCSp\nKZCXESFeyigmimDllcufvJzjXccZlTKKLn/XyAgOY2Swb0EsljnFcwZ87GCTaxOa3++sSBqsxx6c\nhLr4C7DoNjAu2P4XaGvoUS0mkBozNnC9UjPggn8Z/HlERBKUAnlJesNVRjHZlWaX8uRlT/Ls3mfJ\nS89LnuAwTgW/BTnVFJnBJtcmhPZmOLwVsDD+LGfbHz8PO/7SfYxxQeEk52fQbc87VWTUL0VkBFIg\nL0ntRMsoSnjjssdxw6wbYt2MEeHD6s8nXT89uBm2Pd090t60z9k+/my4KRC8T70I8sd3j7SXTIe0\nzN7nySqObrtFROKIAnlJah9WRvGtI28l7gjmMNvZuJN0dzoVORXJF0TGqaRLkTlW350Oc/g9OHoA\nrnvc2XfgbXj5R+BKgeJpMOdqJ1gv7fHNw/wbY9JsEZFEoUBekpa1lldrXg1bli/o0fcfJd2dzuSC\nyaqw0sdPNv6E1w6+xj8++49edd1leCVkikxXJ9TthKJJkDrKCdof+jS0Hup9XPZYaG+BjFyYfgmU\nzYfiqZCSFpt2i4gkOAXykpSe2/scP33rp3zQ/MGAx3j9Xp7a/RRP7X6KFJPCpPxJzCiawY2zbmRS\n/qQotjb++Pw+3jryFnOK5yiIHwmshX2vQ0MVFFZCxeKBc86thV3P9R5pr9vh1GK/eY3z2NxSyBnj\nVI3pOQm1ZxpMVrHSYkREhkiBvCSFLn8X6w+tZ8m4JRhjsFga2hv4/PTP80L1Cxw+drjfBMLS7FK+\nvuDrbG/YztaGrWyr38YTu57gc9M/B0Dd8TpuWXMLM4pmMKNwBjOLZjKtcBq5abmxeplRs71xO63e\nVhaMWRDrpshwa9rnjJ437QV3Kvi8Tl76Z38PHa3dwfqUZU5gDvD4Cmirc37Pq4DJywOBeomzbVQB\nrHg5Nq9HRGQEUSAvCe2D5g94YtcTPLX7KeqO1/H7j/+eOSVz+Ej5R3je8zxp7jSun3X9gBMIx2WP\n4/yK80Pnqz9eT166s2x7bVstnb5Onql6hmeqngkdU55TzhOXPUGaO43mjmZ81kdhRmHUX/tw2nBo\nA4AC+WRnrRPEN3wAtgt8nc72+vfhPxb2Ptad4gTyxsClP4NRhTBmJmTkRb/dIiICKJCXBPX07qd5\nZOcjbDqyCYCy7DK+dPqXGJc9DoAUV3fXPpkJhEWjikK/zyiawV+v+CvNHc3saNjBtoZtbK3fSnNn\nM2luJ6f3z1V/5ofrf8iYzDHMKJrBzMKZzs+imYzOHD2cl2BYbTi8Abdxc/ro02PdFIk0a6Fxj5NK\ns/UJqN8FPRb9CjEGTrsWpl3sjLbnj+/eN/2SaLVWREQGoUBeEoK1lvr2eopHOTm1a/eu5b3697ik\n8hI+PfnTLBi7AFfP2tJ9DGUCYV56HovGLWLRuEX99lXmVXLZpMvY1rCNV6tf5cX9LwJwVulZrFq+\nCoCXq1+mw9fBjMIZlGWXJUQFEp/fx2klp5GZmvnhB0t88/vBFfjb2PZneOaf+0xCHaA/pmTC+CUw\n4xPD3kQRETk1CuQlrtUdr+Pp3U/z+C6nZN2Tlzl13+9aeBe56bkxz1dfUrqEJaVLAOjwdbCrcRdb\nG7b2SrX5zTu/CX1zkJOWExq1v2jCRcwunh2Tdn+YXyz7xaDVfiSOdbRCzQbY9wbsew0ObIKvvQfp\nOZA9xsljn/FJZ1KqOxUevbU7paYnv9eZ+CoiInEroQN5Y0w+8E2gHigC8oFV1tpNMW2YDEmXv4tX\na17lsfcf45XqV+iyXeSl5/HJyk/S4esgIyUDT44n1s3sJ92dzqziWcwqntVr+3cWf4f36t9jW8M2\nttVvY0vdFt449AYT8yaGAvkvP/9lSrNKQxNrK/MrSXWlxuJlhAz2DYfEEWudNJj2FnjwUji4BYIT\nu1MyoGwBHKt1AvnyhfCFV3s/Nn98d458kEmBgglOsC8iInErYQP5YBBvrV3ZZ/tqY8xKa21VjJom\ng7DWsunwprC56tZajDG0dLbwtRe/hs/v46yys/jU5E9xfvn5obz0RDO5YDKTCyZzGZcBTtrKvqP7\nKEgvAKCls4WNhzfyYueLocekudKYWjCVHy79IeNzx9Pl78JnfVGpdf+rzb8ixZXCLbNvSYg0oBHF\nWienfd9rsPc15+d5d8Hpn3MCdb8Ppn3MCcArlsDYuYPXaDcGrnusu2qNK9UZiS+YANc+NnAJShER\niQsJG8gDtwOrwmxfGbitiG5z5MMcaD3AvXX30vRsEymuFLr8XZRmlXLFlCt4sfpFzvWcy61zbqUw\no5AfnvtDTis5jbFZY2Pd7Ihzu9xMzJsYup+blsvfP/N3alprQqP2Wxu2sr1+eyhFZ0vtFm5Zc0uo\n1n2wHObUgqkRzWP3Wz8Pb3uY0uxSbp1za8TOK6coONoOsO77sOlBaKvv3l9YCcEUKGPgjldO/jny\nK+BLb554HXkREYkbiRzILwTWhdneACixM85Ya1mxdgX1vnr8+PH6vQDsPbqX+zbdR5orjTNGdy/N\nftGEi2LV1JgwxuDJ8eDJ8bB8/PJ++1NdqZzjOSdU6/4JngCgKKOIF695EYBdjbto7GgcUq373U27\naepo4tJJl57ya0kKJ7NAUiS1N8P+N52R9n2vQ2YBXPO7QJv8TtA99xqnPeWLnUWXIsEYZ2Lr+CWR\nOZ+IiERFIgfyVcCvjTEXWmubemxfBqyOUZtkAG8deYua1hr89J9A6TZufnLBTzi37NwYtCwxzCmZ\nw88v+Dng1Lrf3rCdbQ3b8Pm7F7l65P1HeHjbw4BT63564XRSWlMYVzuOuSVzP/Q5rLWhScWFGYWh\nVKcRZ6AFkq57zAmkB2It+S3b4a26kw/+q16CNd92VksNloJMzYLJF3Yfs+xfNUouIiK9JGwgb61d\naYxpBD4wxtxmrX3EGDMPWNg3b15ib9/RfaS4UkIj8T2lu9OpP14f5lESTtGoIs4uO5uzy87utf3S\nSZcyLmscW+u3sq1hG+v2rsNiyd2dGwrkf7X5V/itnxmFM5hRNIMxmWMwxnCg9QAr1q5gb8teAO5/\n+36e2PUEq5avojS7NOqvMWYGWiCp4QP43RXwxfXhg+lA8L+w4QN4Pz188O/3Q+02Z6R93+uw/w1n\n9dNR+ZCWDceOwMxLndz2isUwZo6zCFOQgngREekjYQP5gInAc8BqY8w6nIo1CuLjUEVOBV3+rrD7\nvH4vFTmDjHTKCZlZNJOZRTND99u8bTz0t4e4cFr3qO5j7z/GwWMHQ/cLMwqZXjCdqpYqattqsYHR\nYK/fy/6j+7lj7R08efmTI2dkft/rzki87dNXbZcTzG972lndNK3HvIQewb/LdkFn4LHB4P/2l2D1\nDU7g3t7c/bjiadBywAnky+bBP+9QsC4iIifFWBtmRb8EYoy5C5iEM/m1CbhwoPKTxpg7gTuD97Oy\nssoefvhhMjIyotLWkcxay71194Zy5INcuCh2F/P14q+PnGAxitrb23v1b6/1crjrMNXeamq8NVR3\nVXPAewCLDZ/2hJs7Cu9gYtrEfvuSicvfSW7rbsYffIbRjRtxWd+gxx8qPJPN0/4ZgBm7V1F+5HlM\nmNVR/SaFN2d+l9m7f0lnSg5NudNpzJlOU85UvKmxXQMhGfTt3zK84ul6X3zxxTXW2virQywSZQk7\nIh8oP3kPsNJa22SMuQdYC2w0xiy31vabCGutvQ+4L3jf4/HYjIwMLrpoZE2sjJW5rXO59olrabJN\npLpS8fq9eLI9rFq+inHZ42LdvKS0Zs2aD+3fj77/KPesv4fjXcf77UtPSWfsjLFcNDnO/0ZOZXJq\n4x7Y+N/O42o2hl8UqSfjdlY5Tclg7LjTGbskcE0euBvCBPEArpR0zpxcDFe8R5bLTQHO14gSGSfS\nvyVydL1F4k/CBvI4E1qvCk50DdSNn2SMWRXYVxDLxkl/pdml3FV8F6PPGB22jrzExsTciYmd9nQi\nk1NbDnTXXj//W5BZCMeb4NX/C+m5MHFpIDd9CTz9T9Cwp/8CSUWVcNX/9P+AcNHdzkJMg62O6nIP\n28sXEZGRKyED+cBofFOfajUAWGtXGGMWGGPmaYXX+GOMYd6YecwbMy/WTZGAM0afQVl2GfuP7sfX\nI6XEbdx4sj29yoLGncEmp/7nMqg83wngm/Z2P2bKcph6EYyd40w2HTO7d6B93eMnt0BSxWKtjioi\nIjGRkIE8Tp34hkH2h6svLyJhGGNYtXwVK9auoKa1pl/aU1x/Y7LvNWjaE35yauth2PIHKJoMZ1zn\njLaPXwIFgeQWlxvGndb/nCe7QFKP1VH9DR/gSknX6qgiIhIVCRnIW2s3GWMWDHJIpUbjRU5caXYp\nT13+FG8deSs+056shY4WyMhz7q//NWz5Exx6x0mlCSclA5Z9HxZ/4eSf72QXSAoE/28+8jMnJ16r\no4qISBQkZCAfsMoYs8pau6LnxkAVmz/GqE0iCStu0p7aGqBmE9Rud+qu1+5wbiXT4NbAl21HD0LD\nbme0/ch7zqqnfVk/jDs9eu02hqbc6XCGJgOKiEh0JGwgb619wBizLDC5FZzSk/k4teQ1Gi8Sz6yF\n5v2BIH27k19+yY+dEeyda+CJO7qPzSx2UmDKenzA+Mi34MLvOuf5j4XKTxcRkREpYQN5gECJSeXD\ni8Qrv98J2LNHQ+ooaNwLq2+Eup3Q2dr72PPugpyxMP4sJ6gvme7csor7nze44mmP/PQTnpwqIiKS\nJBI6kBeROGItvP8sHAmmw2yD2p3gPQY3PO2UeMwsgpYaZ3S9ZIaTLhMK2Iuc8xSMh4W3nvjznuzk\nVBERkSShQF5ETpzf74x81253bke2w/SPw8zLnMD56a/C0QPOsdljwbMARs9w0mMA0rPhf+2MfLtO\ndnKqiIhIElAgLyL9+X1OwN7V4QTiAH++E97+PfRdATZ3nBPIA3zyJ05lmeKpzqJLIiIiMmwUyIsk\nE2t7p5hYe2KPO/SOM8k0mBJT9z50tcPE8+CGp5xjssc4I97BVJiS6U5qzKj87vNMVcUWERGRaFEg\nL8mvb3CbrPnTTfu6J326U8Hn5ezUYlg8E3LLnMouPUs6ttU7q5iCc32e/9/O77keGH+2E6h75nef\n/yMro/+aREREZEAK5CW5hQluyR/vVDrJr4h16yLHWud1Bssw+joByPQdgv/6OBw9DP7O3o/JKwdv\nO6RmwIxPQukZTkpMRm4MXoCIiIicLAXykrwGCG5p+AB+dwV8cX3yjMzve935sNKzljrgwg+th5w6\n7KG0mBlQMhXSc7oPzBnr3ERERCRhKJCX5DVAcIvtgsY9zv5kqXLSUBX4xqGz/z5XGiy4Gc74fPTb\nJXHBWsuGvY3sqTvGhOIsFowvwCTLh1gRkRFMgbwkr8GCW4Cnv+JUWyk/0ymT2HPSZqIprHTShsLx\ne539MiJVN7Zx/W/Xs7+hjVS3C6/PT3lhJg/evAhPQWasmyciIkPginUDRIbNoMGtDxo/gJfvhYev\ngHsmwC+WwBsPRLWJEVOx2Mn978OPy1nltGJx9NskMWet5frfrmdvfRten6Wt04fXZ9lb38YNv12P\nPdGqRiIiEpc0Ii/JKxjcBnPkg0wKFFXCHX+Hw+/C/vWw/3XY9wa0N3cf9/trwLihfJFzrnGnOxND\n45ExcPkv4DfLwbggZRT4vbSllpB97WPJMxdATsqGvY1UNxzH5+8dsPv8ln0NbWzY28jCCar3LyKS\nqBTIS/IyxqlO89Cnof59J8B1pTgj1Nc+BilpUDbPuS2+w3mMLxDw+/3Q1gA1G2HHM842VyqUng4f\nu9d5TLwZMws+/Z/QcRRS0qGwkr9va+ai/PJYt0xi5I2qelLchk5f/32pbhd76o4pkBcRSWAK5CW5\n5VfALc/CvRPBcyYs+97gdeTdgT8JlwtuXQudx6BmkzNiv3897H/DWbkUoHEvPHgplC92Ru3Lz3RW\nQXW5o/Pa+krLgrlX9d62fU1s2iIx03isk6c2H2D1xv28W9NCiit8X/f6/Ewozopy60REJJIUyEvy\n62hxyi/O/OTJV6lJy4KJ5zo3cEbqgx8CWo84I/xb/uDcANJznYD+c39yPgxYGwMMFO4AAB5aSURB\nVJ20Fu9xJ4Vo9Ayl0YxQL++s5Q9v7mPd1iN0+vxkp6dwzQIP/9hdz4Hm9l7pNW6XoaIwkwXjC2LY\nYhERGSoF8pL8CibAipcjcy5Xj/nh5QvhyxvhWF33aP3+N5wPDsHjXvsP2PzH7hH7ijOdvP1IB9u7\nn4c/fA4+8RNYcFNkzy1xq/m4l7xRqQCs3ljNX945xFmTirhyvoeLZ48lMy0lbNWaisJMHrzlTJWg\nFBFJcArkRYYqqximf9y5gTMKH+T3wbFa2PAb5waQPQYWfwHO+Vr38UMNqHb+zflZed7QziNxr/m4\nlz9vOcDqDdXUHu3glbvOx+Uy3Ll8KnddNI3ywt4lJT0FmTx353mqIy8ikoQUyEvy2/SQszDU0ruc\nCa7DrWeAdM5X4eyvQNO+7uo4+99wquEE/fZi5zHli7rz7bOKT/z5/H7YuQaKp6pefJLy+S3/2F3H\n6g3VrHnvEB1dfkaluvn4nHG0dnaRm5HKxEHy3Y0xLJxQqImtIiJJRoG8JL93H3WC5/O/HZvnNwYK\nxju34GTU4Ki93w8Zuc4qs/teA37qbC+aDJf/0gnqrXVurjDLPlgLbz0ErYdhwrnRy8mXqPD7LS6X\n4VhnF7c9uIF2r59FEwq5cr6Hj88dR3a6/gsXERnJ9C4gya9pr5MnH08BbrAtLhd8frWTglO73Qno\ng/n22aOdYxqq4NcXBEbsA7n2ZfOhrd4prdlQ5Ry39Qk4uNkpuZlfEZvXJUPW2tHFX7YcZPXG/Syp\nLOLOj04jNyOVH191OrNKc1VpRkREQhTIS3Lz+5y0likfjXVLBudyO3Xgx8yChbf03tfe7KTNVL0I\n7z8bfICTJuTrAhsoEu7vcirX/O4K+OL6+PrgIoPy+y1vfNDAIxur+cs7Bznu9ZGe4uI0T37omEvm\njothC0VEJB4pkJfk1lLjBLgFE2LdklNXNs+pae9th4NvO6P12/8K1a/3nlgLzgq2jXuckf2TLLVp\nrdWEyBh5cnMNX/vjZgBOL8/nqgUePjG3NFSRRkREJBwF8pLcGvc4PxM5kA9KzXAWs6pYDJnFcHiL\ns2BVX65UJ93mJAL5cCUKywszefDmRXgKMj/8BHLCjnf6+Nt7B1m9oZr/71NzmFicxbIZY7jjvElc\nOb+MyaNzYt1EERFJEArkJXlZ6wTynkVgUpJrImhhJfi84ff5vSdVvcZay/W/Xc/e+jZ8fovX56Tq\n7K1v44bfrmfdnedpZH6IrLVs2tfI6g3V/HnLQVo7ukhzu9hS3cTE4ixyMlL5xsemx7qZIiKSYBTI\nR1DCpCZY66ReNFQ5AV/F4uQJcIOa9jkTQZv2gjsV1nwD3vhl8kwErVjsLCzV8IGTThNkUpxvHyoW\nn9Bp2r0+3qlpprrheK+VP8Epebin7hj3v7CLL10wBXBGk9NSXLhdw9tfEuZv6QTd+afNPP5WDQCz\ny3K5an45l55WSkFWFMqhiohI0lIgHyEJk5rQN8D1eZ2AMFkCXHA+qDz06e4g19fpbE+miaDGOP9m\nwX9LV6ozEl8wAa59LOzra+3o4r2aZt6paWZLtfOz5biXb3xsOiluQ6ev/9P4LDy2qSYUyP/wr9t4\n6PW9FGWnU5Kdzuhc5+fZk4u5/IwyAKpqW3G7DCU56WSmnfx/MQnztzSAdq+PtVsPs3l/E//yiZkA\nLJsxhoLMNK5a4GHGuNwYt1BERJKFAvkISJjUhAED3Cp48HK48S9OcJ9V5Gw/3gQdR8H6Aev8tBZS\nMyE3UEGj5QC0t/Q/JrMQ8jzOMbU7Auex5B3dCfvynGPyy7uP2b8evG2BmunBc1kYM7v7uXb81alC\nE9wXPG7Cuc4CSt7jsO1pqN0JjX1GqmFIE0HjUn4FfOnNsN+uHO/0sfVgMx0+Z5T9nepmLr3/1V5z\nYyuLszhnSjFj8zLw+vxhnyLFZVhxXneazoxxuSyfOYbaox0cOdrBrtpWOrv8pKe6QoH8vzzxLv/Y\nXQ9AVpqb0bkZlGSnc+2S8Vx6WikAa7ceJi3FFfowUJiZhstlEudvqQ9rLVuqm/n9Dh9ff20dLe1d\npLgMty2tZExuBpfMHaeqMyIiEnEK5CNgw97GAVMT9jW0sWFvY3ysqLjvdWf0tl+A64OG3XDfNBh3\nOqx4ydn+yo/hHz/rf55pl8Bnf+/8/ux34N1H+h+z8Da45N+d35/+SmCxI1gM8G7gmGXfh3O+5vz+\n6C3OtwV9ffrXMPdq5/c/XutUoOnrxr84gXx7Czx2W/jXHnQKE0HjmjHYisVscc1gS00zW9Zv4Z2a\nZnYePorfwp2nO4tITR6dzcfnjGNuWR5zPHnMLssjN8OpiGKtpbwwMxQ8B7ldhvFFmVy9oDy07TOL\nKvjMou5vbqy1tLR34e/xuCvmeZhTlhcK9msDAX9zW2fomG89/g61Rzt6PVdxdho3nzMxMf6Wemj3\n+rj8/r+z/dBRAKaNGcU/Xejh8jPKKM5Oj3HrREQkmSmQj4A9dccGTE3o8ll+/OwObjp7IudMLiYr\nlisxNlQF0mk6++9zpcD4s2HSBd3bxp/tjHobAxjnp3FBSY9JeTM+6axC2usYA6VndB+z8FaY9nEw\nhu07djJ9+gznmPIzu4+54DvOqH3oPC7n97L53cdc/svuCasmsMqpMVAyzfk9Iw+u+Z0zIv/i/wkf\n9J/kRNB44/X52XHoKO/UNDN5dDYLJxRijGHFQxs51NIOQGleBstnjmGuJ5+85l0AjEpzc//n5oU9\npzGGB29e1C+dpaIwkwdvOXPQEXBjTL8SiVfM94Q91vb4OuCeK+ZwqLkjEOy3hwL+o+1dA/4teX2W\nr6/ezEO3nEl5YSbtXh+1Rzsoyx+Fa5hz9nvq7PLz/PbDjEpL4bypJWSkuplQlMWiiYV4vNXcdsW5\ncfmtgYiIJB8F8hEwoThrwNQEC7xe1cDrVQ38acUSFk0spN3rY8eho8wpy4tqADJopRPjgo98s/dI\n9bSLndtgZl3u3AYz58rQr3uPrmH6kov6HxMcdR/Mhx2TmuF8sJhuYfP/P+SJoPHihR1HeH7bEbbU\nNLPtYAudXU5f+/yZFaHR6W9dMoOc9BRml+VRktM9Crxmze4Teg5PQSbP3XnesE4w7XmuC6aPCXvM\nm3saWPVS+DYboPZoB3mZzgeHt/c38ZkHXicj1UVlcTaTR2czqSQ78O3D2JNu+4dNsN16oIXVG/fz\n5NsHaDjWybyKfM6bWgLAr65zPnCuWVOjIF5ERKJGgXwELBhfMGBqwoSiTP7z+gW8uquOMyqcVRrX\nf9DA9b9dT0FmKudMKeHcKcUsnVLC2LyM4W1ohCqdxL1TmAgaaz6/5YO6VrZUOxNR3S7DdwITJV99\nv46HXt9LYVYaZ00qCqTH5HNaeV7o8cHc86EwxrBwQmFMU1c+7G9p7deW4nI538YUZaVx09kT2HWk\nld1HWnlq8wEARuekh/LRn9lykMffqmHS6CwmB4L8SaOzQ2lFQYNNsK092sG3H3+XrQdbAKgsyeK2\ncyv59LyyaFwSERGRASVFIG+Mye9531rbFOXnHzQ1oSx/FBNLskPHewpG8YWPTOLlnbU8vfkATwcC\nkHMmF/O7W88c6Gki0dCEC3BP2SATQWPNWhsatd2wp4EfrdnBuzXNHOuRTzKhKDMUyN9yzkRuPmci\npXkZST/a+2F/S8EgHmDKmBy+98lZofvHOrrYXdtKU1v3t0576o/x4o4jrNvWO+f+Y7PH8strnVH0\n9R/U85U/vM2Rlg58tscE2zpngu1/3biQ6sY2Pruogivne5hXkZ/0/w4iIpIYEjKQN8bcBdwzyP4q\na+2kKDbppFITKkuyWXnxdFZePJ261g5efb+Ol3fWUtijpvT3n3qPqrpjLJ1SzHlTS5g8OjsywUMc\nB7gRZ4yTKhTDia3WWqobj/co+djEuzUtvPz188nLTMXlMrx3oIU5njzmevKZU5bHaZ58ygtHhc5R\nmj9qkGdIPqea5pOVnsJcT6/P9Hzx/MncvrSSvfVtzsh9bSu7jrQyfWz36qn/9sw2Dja39zufzzoT\nbA8f7WDDvywnLcXV7xgREZFYSshAHigCrgLCjbwvB/4Y3eY4TiU1oTg7ncvPKAuV7gtqOe7l9d31\nvLyzln97Zhvj8jI4d0ox1y2ewBxP3gBnO+GGxjzATUbWWg61tJOZmkJeZipH270svfcFGnuMEI9K\ndTO7LJeGtk7yMlM53ZPPlu99NLpzJRJAJNN8Ut0uJo920mrCOWdyMdsPttDps/32pbpd7Kk7FneV\nckRERCBxA/l6a22YmodgjJlnrd0U7QZF2n3XnM6/fWo2r1fV8/LOOl5+v5Y/bajmozPHMoc8fH7L\n/S/s4qxJRZxenk+KW6OF0XbkaDvvVHcvrrSlupm61g7u/vQcPruogpyMVOaPL6QsP4M5nnzmevKY\nVJLda1VUBfCxd/700fz6laqw+7w+PxOKs6LcIhERkROTqIH8unAbjTF3WWvvjXZjhktmWgoXTB8T\nqvBR3dgWqku9pbqJ+9bu5L61kJORwtmTilk6tYSlU4sTYvXLRNNwrJMt1U2kuV2cNbkYgC/9/i3W\nf9AAQKrbMH1sLh+dNabXyO9/3rAgJu2VEzfYBNuKwkwWjC+IYetEREQGlpCBfLgRd2PMMiDhR+IH\n0zNAn1OWx6NfWMJLO538+me3HuJv7x0iK83N29/7KKluFw3HOslIdZGZFv6f+cPK7SWLU3mdOw8f\n5bltR3inponN+5upaToOOGkYwUD++sBKpXM9eUwbm0N6invYX4tE3lDq6IuIiMRSQgbyA1hurV0Z\n60ZES4rbxfzxhcwfX8idy6fS1NbJ33fVU3u0ndRAms2vXtrNf/99DwsmFDij9VNKmDEuB2PMoOX2\nkmlE/8Ne59F2L+8daOGd6maqG9v418tmA/B6VT33/G07xsCU0dlcMc/DXE9eqIQowCfmDr3ko8SH\naNTRFxERiTTTc7XFRGWMuR3Y8GG58caYO4E7g/ezsrLKHn74YTIyhrl+e4ysP+zntUOW95ss3sB6\nVblp8InxhudqLLXHoUcmAS4Do0fB9xe5hy2AaW9vj9r1ttbyvfW+/q8TSHNDXhocOe4s2gXOgkP3\nneMmM9XQ1GGpOw6ebMhISdxgLprXW3S9o03XO7ri6XpffPHFNdba8MtIi4wgyTIiv8Ja+8CHHWSt\nvQ+4L3jf4/HYjIwMLroozEqjSSD4qtq9Pt7c08DLO2t5eWcdReWjaaz6AL/tvRqt30J9h6Fo+qJh\nq9KxZs2aqF3vN/c00PjKG/1fJ9Dug7zUdC6ZUshcTx5zyvKZVZbbb6GgRBfN6y263tGm6x1dut4i\n8SfhA/lAbnz4khMCQEaqm3OnlHDulBK+fQms3rCfFLehx/pDIdbCs+8d4vTy/FCKTqLaU3dswNeZ\nmermf310GlctKI9+w0REREQiILEjNcdVwJuxbkQimVCchdfnD7uvy2/57d8/4LjXiX6b27y0tHvD\nHhvvBnudXr/KCoqIiEhiS4ZAXiPyJylYbs/dp4a522UoLxjFv195WijF5KHX9zD/f6/lut+8wUOv\n7eFg8/EYtPjUDPY6VVZQREREEl1CB/LGmHygMtbtSDTBcnvjizJJdRsy09ykug0TijL5w4olfGpe\n9/yhKWNyOHtyMW9UNfCdJ99jyd3P88mfv8pTmw/E8BWcmNDrLHSq8LiNCb1OlRUUERGRRJfoOfLB\nIL4ppq1IQCdabu+iWWO5aNZYWju6eGlHLWu3HuL57UdobusMHbPqpd2cVp7PgvEFcbfCrKcgk/++\naSFLf/QiZ00u4p8unKKygiIiIpIUEj2QH57SKiOEMYaFEwpPqEJNdnoKl8wdxyVzx+H1+UMrYB5s\nPs7df90OQH5mKhdMH81HZ45h6dSSAReiirZ9DU460PKZY4atGo+IiIhItMVHpHXqGnBG45UjH0Wp\nbhepgUVMx+Zm8Mw/ncParYd59r3DPLaphsc21ZCR6uKNby4jLzMVa21MR8DPnlzE+m9dqJVXRURE\nJKkkdCAfWABKMxZjyBjDrNI8ZpXm8dVlU6lubGPd1sPsrj1GXqYzYfZ3r+/libcPsHzmGEa1RX8B\nMmMMo3PjYxETERERkUhJ6EBe4o+nIJMbz57Ya1tLexfbD7awcW8jAP9T9SLLZ47hstPKmFmaO+xt\nWv9BA+kpLk4rzx/25xIRERGJlviamShJ6YvnT2bTd5fzXzctZGmpobW9i1UvVfHCjiOhYzbubaTd\nG2blpgj47pPv8sXfbxqWc4uIiIjEikbkJSrSU9ycP200nXvcLF9+IVtqmhkbSHdpPu7lmlWvkZbi\nYumUEpbPHMMF00dTkJU25Oe11rKvoY0zKjQaLyIiIslFgbxEnctlOL1PmsvKi6fz7NZDPLv1EH97\n7xBul2HhhAJ+ff0CcgKLU52KutZO2jp9VBRqFVcRERFJLgrkJebyRqVy29JKbltaSX1rB89tP8La\nrYepbjxOdrrTRV/YcYS39jayfOZYZpflnnAVnH0NxwAYX5Q5bO0XERERiQUF8hJXirLTuXpBOVcv\nKMfv7y5b+efNB3l0UzU/e34XpXkZLJs5huUzx3DmxCLSUgae6rG3vg0gtLqriIiISLLQZFeJWy5X\n96j7vVfO5U8rlnDbuRNJTXHx4Gt7ue436/nJup2hYzq6ek+Wtday7WALo1LdHO3wYm30S1+KiIiI\nDBeNyEtCcLsMiyYWsmhiId/6+AzeP9LK2q2H+ci0EgDavT7O/D/PMdeTx0dnjWV2aS7/vHoz+xva\nSHW7+Pbj7/Krl6p48OZFeAo0Oi8iIiKJT4G8JBxjDFPH5DB1TE5oW8OxTk4vz+e13fW88n5dr+O9\nPmekfm99Gzf8dj3r7jwvpivNioiIiESCUmskKZTmj+J/bl7Exu8s42vLpuIKE6f7/E4pyg2BhalE\nREREEpkCeUkqORmplOZnkJHqDrs/1e1iT92xKLdKREREJPIUyEvSmVCchdfnD7vP6/MzoVg15UVE\nRCTxKZCXpLNgfAHlhZm4++TXuF2GisJMFowviFHLRERERCJHgbwkHWMMD968iPFFmaS6DZlpblLd\nhglFmTx4y5ma6CoiIiJJQVVrJCl5CjJ57s7z2LC3kT11x5hQnMWC8QUK4kVERCRpKJCXpGWMYeGE\nQhZOKIx1U0REREQiTqk1IiIiIiIJSIG8iIiIiEgCUiAvIiIiIpKAFMiLiIiIiCQgBfIiIiIiIglI\ngbyIiIiISAJSIC8iIiIikoAUyIuIiIiIJCAF8iIiIiIiCUiBvIiIiIhIAjLW2li3IWaMMR3AcaA1\n1m0ZQbLR9Y4mXe/o0vWOLl3v6Iqn611irU2PdSNEYm1EB/IAxphqa60n1u0YKXS9o0vXO7p0vaNL\n1zu6dL1F4o9Sa0REREREEpACeRERERGRBKRAHu6LdQNGGF3v6NL1ji5d7+jS9Y4uXW+RODPic+RF\nRERERBKRRuRFRERERBKQAnkRERERkQSkQF5EREREJAGlxLoBsWCM2Qj8EXgksKkSuAq4x1pbFbOG\nJQljzO3AVdba5YMccw+wO3B3EnC3tbYpGu1LNh92vdXfI8cYUwmsAPJxrmMTsDLcdVQfH7oTvd7q\n45FhjJkHXNNjUyWwylq7Lsyx6t8icWBETnY1xjTivDEEVeEEQpti1KSkYIxZhfNGC3CltXbSAMet\nBVYE32ADb9arrbXzo9PS5HAS11v9PQICQc4Ca+0DPbbdBdwDTOoZMKqPD91JXm/18SEKXO9Ka+0j\nfbZtBJb3DObVv0Xix0hNrbkbZwRhOc4bwiT9hz901toV1tqVdI/S9GOMuRJo6vkmHPh9Q2BkWU7Q\niVzvAPX3yFjWM6gEsNbeC6wDVge3qY9HzAld7wD18aFbAXyz54bANawK7APUv0XizUgN5LHWVllr\n1+lr16hbAbwZZvtGerxZSGSpv0fENwNBTF9rgXk97quPR8aJXm9AfTwC1gIbTuA49W+RODJiA3mJ\nmWU4Izx9VRHmzVkkziwMs60JwBgTTO1QH4+cE7neEgHW2kestb0C8UDKTCWwqsdm9W+RODIiJ7sC\nGGOWBX7Nx3mzWKWRnKgJNyGqAZw3Dv07RJ76+9BZawsG2DUpsL9nv1YfH6KTvN7q4xEW+KC0Cmdy\ncd/JrurfInFipAbyy4FHekzUWQdsNMbM16z74aMRtJhRfx9eVwL3gvp4lISudw/q4xES+EAUrF5z\nd5/Jr+rfInFmpKbWrOwzUacJZwLVPbFr0ohQOMi+4Jut3igiT/19mPSY3Hd34Kf6+DAKc72D1Mcj\nJDDP4N5ABZpKY0zPicXq3yJxZkQG8gNUM9gNaMZ97AT/89foWYSpvw+PQP7wSuBER33Vx4dgsOut\nPj48AlWC+gbzA1H/FomBERnIDyD4laxGE4ZPQ6wbICHq70O3Cqe+ds/ARX18+IS73oNRH4+MPwJX\nBq6j+rdInBlxgbwxZrdq3cZG4A24ifBfvRYGjtEkqQhSfx8egcW4+q0wqj4+PAa63oF96uNDZIzJ\nN8Zs7DFhuKfgNV+g/i0Sf0ZcII/zn1C4WrmVOItc6GvB4bUO51r3VRnYJ5Gl/h5hgdVFV/VM5zDG\nVPYY+VUfj6ATuN7q40NXiTPBdaB+C90Bvfq3SBwZiYH8HwfIp7yG/hOoJPLW4lSY6Gs5/VdrlKFT\nf4+gwAJF68Jc02U9Akb18Qg5weutPj5Egev3QN+VdAMWAlU9RtrVv0XiyEgM5NcFRnhCgl/LBib2\nyDAKvFEUGmNCC4cEFx0Z4E1Ehkb9PUICaQfLcSb/XdnzRo/ARn08Mk70eqM+Himrw1zHeTjlPq8K\nblP/Fokvxlob6zZEXeA/neAKdvk4X7+ujGGTkkIgj7USWIBzXTfhfOW9uu+CIsaYe3CqSoCzwMvd\n+gr85Jzo9VZ/jwxjzGD/Wa6z1vYapVQfH5qTud7q45ERCM5X0J0HX8jAcxPUv0XiwIgM5EVERERE\nEt1ITK0REREREUl4CuRFRERERBKQAnkRERERkQSkQF5EREREJAEpkBcRERERSUAK5EVEREREElBK\nrBsgIjIQY0x+8PdEqVGdiG0WEZHEpBF5EYlnjcFbYAGauBZYpKuxx01ERGTYKJAXkXi3CVgOrIrU\nCY0xNsyt0Riz1hhz5RBOfQ9OWzdFqKkiIiIDUmqNiMS7KmvtuuE4L85y9EGVwFXAamPMI9baq072\nhIGl7KuMMVXAvMg0U0REJDwF8iIyUjWF+YDwQCCF5y5jzO3W2gdi0TAREZETodQaEZEerLUrgSZ6\nj9aLiIjEHQXyIiL9KTVGRETingJ5EZH+KnGCeRERkbilQF5EIs4YU2mMuccYs9oYs8wYk2+MuStw\nW2WMWTaEc98eqDKzLPAcjYH7awPPkx94XmuM2X2yZSsDVWvygUf6bA++ht2nem4REZFI0mRXERkO\nK6y1K40xd+GUjXwkkHuOMaYS2G2MKRjigkmrcEbN78Yp+bgMeI7uIHwlTp77XcaY3eEmrvZcvAln\nFP4a4C6cSjkr+xy+LHC+R4DdwKTAufOttcqnFxGRqFMgLyLDoT7wswgo7BkUW2urjDFNwNXAUKrC\nVFlrlwd+v9cYsxsnr32ltfZeAGPMAzgLMy0P81zzCL9o0wM4HwJ6sdY+QphReuB2Y8xKreIqIiLR\npkBeRCIqMOIeDJqXAX8Kc1g+zoj2UKzuc38Tzqh6KNi21jYZY4LP11ffOvIN1tqTXchpY+BnJVoE\nSkREokyBvIhEVGBRpKB5OKkvIcaYYDWYN4f4VGEno/Z5/sGEqyM/qEDbr8H5gFJJ9weEwpM5j4iI\nSCRosquIDIseE1r7BsvB7Qk1gm2MuR1nBH4eTn7+VcC9MW2UiIiMaBqRF5Hhshwnj71v7vg1wLqT\nGDmPF8FJu1cFNwTSiERERGJCgbyIDJdl9Bl1D6SmzGPo+fFR1ae6TU/zo9oQERGRHhTIi8hw6bUy\naiAYXg1clWij8YFJs5uAK40xq3BSbOYDt8e2ZSIiMpIpkBeRiOuRH39bYNGkemAhThCfULnxPVyF\n80HkdqAJpxrPSkCLQomISEwYa22s2yAiSSYQvN9urS0Y4nksffLSE4ExZjVwpbXWxLotIiKSvFS1\nRkSGwzL6V6sRERGRCFIgLyIRFciFnwesjXVbREREkpkCeRGJmB611gFWBlJship/kKoxcSfQ1oRp\nr4iIJC7lyItI3ArkyAfda61dGbPGnIBARZtQJRvlyIuIyHBSIC8icatH9RtwFpeK67KVgQWiQotE\nWWs1T0BERIaNAnkRERERkQSkHHkRERERkQSkQF5EREREJAEpkBcRERERSUAK5EVEREREEpACeRER\nERGRBKRAXkREREQkAf0/7gsWduBhxN0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe045ea5ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = ScanPlotLines(golem_scan, 'y', 'breakdown_voltage', '$U_\\mathrm{b}$ [V]');\n",
    "fig.savefig(\"grouped-p-U_bd.pdf\", bbox_inches=\"tight\");\n",
    "fig.savefig(\"grouped-p-U_bd.png\", bbox_inches=\"tight\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2D plots\n",
    "\n",
    "* Breakdown voltage\n",
    "* Electron temperature\n",
    "* Toroidal field at the beginning of the discharge (plasma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3D8zsFTP7q0Nu+pC7X+vy+p4ur6Xpc2qAchuY2Qtmdit93L17t3ttx4BWn7i9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\nfgAAQKMQfgAAQKMQfgAAQKP8/924XUDyL0UWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe045ea5a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = ScanPlot2D(golem_scan, 'breakdown_voltage', '$U_\\mathrm{b}$ [V]');\n",
    "fig.savefig(\"scan2d-p-U_cd-U_bd.pdf\", bbox_inches=\"tight\");\n",
    "fig.savefig(\"scan2d-p-U_cd-U_bd.png\", bbox_inches=\"tight\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Wzf5izw9Zh/U+RJ3xgr/FliBY4TV+LrSp+TkJZ9ZXKTH8EFFivBjnj8d8iy0B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\nAdvQmKoHIXabAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe00e927320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = ScanPlot2D(golem_scan, 'electron_temperature', '$T_\\mathrm{e}$ [eV]');\n",
    "fig.savefig(\"scan2d-p-U_cd-T_e.pdf\", bbox_inches=\"tight\");\n",
    "fig.savefig(\"scan2d-p-U_cd-T_e.png\", bbox_inches=\"tight\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1CuAV34Uj3Qnzc6oq5udQ7Xo5ePCg3rhRrOEJm88o5JmDRNRLkc4gDApZIvKRqqZWStz3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\nRURERJSC/x/9WjQzOpGYcAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe045ea59e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = ScanPlot2D(golem_scan, 'toroidal_field', '$B_\\mathrm{t}$ [T]');\n",
    "fig.savefig(\"scan2d-p-U_cd-B_t.pdf\", bbox_inches=\"tight\");\n",
    "fig.savefig(\"scan2d-p-U_cd-B_t.png\", bbox_inches=\"tight\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Toroidal field \n",
    "\n",
    "Grouped by the requested pressure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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de2pvoEX0jJUcCwsLj5aXl3/b2Nh4qKdyL730UnhSUpJh3bp1p1QqlVmlUplX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ExsZCr9djzpw5+MpXvuK5jJ6eccvLiFRE4uEvPoyHFj6E+tZ6qMM9u3e/cPoFnLl2Bt8xfweZ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\niIhGhMEEERERERGNCIMJIiIiIiIakf8PeGhgKJ1Hq7cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe011527d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = ScanPlotLines(golem_scan_request, 'x', 'toroidal_field', '$B_\\mathrm{t}$ [T]');\n",
    "fig.savefig(\"grouped-p-B_t.pdf\", bbox_inches=\"tight\");\n",
    "fig.savefig(\"grouped-p-B_t.png\", bbox_inches=\"tight\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
