{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Standard imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-21T08:11:18.356588Z",
     "start_time": "2020-02-21T08:11:17.950960Z"
    }
   },
   "outputs": [],
   "source": [
    "# Data manipulation\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# Options for pandas\n",
    "pd.options.display.max_columns = 50\n",
    "pd.options.display.max_rows = 30\n",
    "\n",
    "from IPython import get_ipython\n",
    "ipython = get_ipython()\n",
    "\n",
    "# autoreload extension\n",
    "if 'autoreload' not in ipython.extension_manager.loaded:\n",
    "    %load_ext autoreload\n",
    "\n",
    "%autoreload 2\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import gridspec\n",
    "%matplotlib inline\n",
    "\n",
    "import time\n",
    "np.random.seed(int(time.time()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Specific imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-21T08:11:21.349573Z",
     "start_time": "2020-02-21T08:11:18.994203Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "from noise_analysis import noise_color\n",
    "from scipy import stats\n",
    "from noise_properties_plotting import noise_cmap_ww, noise_lim, PiecewiseNormalize, \\\n",
    "    PlotTimeseriesComparison, PlotNoiseColorComparison\n",
    "from generate_timeseries import Timeseries\n",
    "from noise_parameters import NOISE, MODEL\n",
    "\n",
    "from matplotlib import font_manager\n",
    "font_manager._rebuild()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Settings figures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-21T08:11:21.486883Z",
     "start_time": "2020-02-21T08:11:21.387785Z"
    }
   },
   "outputs": [],
   "source": [
    "from elife_settings import set_elife_settings, ELIFE\n",
    "\n",
    "set_elife_settings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-21T08:11:22.990583Z",
     "start_time": "2020-02-21T08:11:22.949701Z"
    }
   },
   "outputs": [],
   "source": [
    "def timeseries_Sole(omega, mu, e, initcond, SISvector, rseed=0):\n",
    "    Nspecies = len(omega) - 1\n",
    "    \n",
    "    print(np.append([0], initcond))\n",
    "    print(['time'] + ['species_%d' % i for i in range(1, Nspecies+1)] + ['empty_sites'])\n",
    "    \n",
    "    ts = pd.DataFrame([np.append([0], initcond)], \n",
    "                      columns=['time', 'empty_sites'] + ['species_%d' % i for i in range(1, Nspecies+1)])\n",
    "\n",
    "    x = np.copy(initcond)\n",
    "\n",
    "    for t in range(500):\n",
    "        if t%20 == 0:\n",
    "            print(t)\n",
    "            \n",
    "        # initialize the so-called \"interaction vector\"\n",
    "        y_virtual = x * SISvector\n",
    "\n",
    "        # the number of interactions\n",
    "        N_interactions = int(sum(y_virtual))\n",
    "\n",
    "        # normalize for probabilities\n",
    "        #y_virtual = y_virtual/sum(y_virtual)\n",
    "        #y = x/sum(x)\n",
    "\n",
    "        # random number generator\n",
    "        randomx = WeightedRandomGenerator(x)\n",
    "        randomy = WeightedRandomGenerator(y_virtual)\n",
    "\n",
    "        for _ in range(N_interactions):\n",
    "            # choose a random species A from virtual lattice\n",
    "            A = randomx()\n",
    "            B = randomy()\n",
    "\n",
    "            ext = True\n",
    "\n",
    "            # interaction between A and B\n",
    "            if random.random() < abs(omega[A][B]):\n",
    "                if omega[A][B] < 0:\n",
    "                    if x[A] > 0:\n",
    "                        x[0] += 1\n",
    "                        x[A] -= 1\n",
    "                        ext = False\n",
    "                elif omega[A][B] > 0:\n",
    "                    if x[0] > 0:\n",
    "                        x[0] -= 1\n",
    "                        x[A] += 1\n",
    "\n",
    "            if A == 0: # possible immigration event\n",
    "                C = random.randint(1, Nspecies)\n",
    "                if random.random() < mu[C]:\n",
    "                    x[0] -= 1\n",
    "                    x[C] += 1\n",
    "            else: # possible emigration event\n",
    "                if x[A] > 0 and random.random() < e[A] and ext:\n",
    "                    x[0] += 1\n",
    "                    x[A] -= 1\n",
    "        \n",
    "        ts = ts.append(pd.DataFrame([np.append([t], x)], \n",
    "                      columns=['time', 'empty_sites'] + ['species_%d' % i for i in range(1, Nspecies+1)]))\n",
    "    return ts\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-02-21T08:17:09.100136Z",
     "start_time": "2020-02-21T08:17:09.068606Z"
    }
   },
   "outputs": [],
   "source": [
    "folder = 'results/extra_Faust_timeseries'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#nc_comp = pd.DataFrame(index=['species_%d' % i for i in range(1,101)])\n",
    "#ss_comp = pd.DataFrame(index=['species_%d' % i for i in range(1,101)])\n",
    "\n",
    "nc_2half = pd.DataFrame(index=['species_%d' % i for i in range(1,101)])\n",
    "ss_2half = pd.DataFrame(index=['species_%d' % i for i in range(1,101)])\n",
    "tot_2half = pd.DataFrame(index=['tot'])\n",
    "\n",
    "for l in ['q', 'r', 'e']: #['a', 'q', 'r', 'e', 't']: #'a', 'q', 'r']: #['a', 'b', 'c', 'd', 'e', 'f', 'g', 'i', 'j', 'k']:\n",
    "    if l == 'r' or l == 'q':\n",
    "        end = 21\n",
    "    for i in range(1, end):\n",
    "        ts = pd.read_csv(folder + 'soi_%c_%d.csv' % (l, i))\n",
    "                \n",
    "        #nc_comp['%c_%d' % (l, i)] = noise_slope(ts)['slope_linear'].values\n",
    "        #ss_comp['%c_%d' % (l, i)] = ts.mean()\n",
    "                         \n",
    "        nc_2half['%c_%d' % (l, i)] = noise_slope(ts.iloc[int(len(ts)/2):])['slope_linear'].values\n",
    "        ss_2half['%c_%d' % (l, i)] = np.mean(ts.iloc[int(len(ts)/2):])\n",
    "        tot_2half['%c_%d' % (l, i)] = np.mean(ts.iloc[int(len(ts)/2):,1:].sum(axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = {'a' : np.repeat(0.01, 30), \n",
    "     'b' : 0.005*np.arange(1,11), \n",
    "     'c' : np.repeat(0.01,10), \n",
    "     'd' : np.repeat(0.1,10), \n",
    "     'e' : np.repeat(0.1,30), \n",
    "     'f' : np.repeat(0.1,10), \n",
    "     'g' : np.repeat(0.15,10), \n",
    "     'i' : 0.005*np.arange(1,11), \n",
    "     'j' : 0.01*np.arange(1,11), \n",
    "     'k' : 0.005*np.arange(1,11),\n",
    "     'l' : np.repeat(0.05,10),\n",
    "      'm' : np.repeat(0.05,10),\n",
    "    'n' : 0.005*np.arange(1,11),\n",
    "    'o' : np.repeat(0.1, 10),\n",
    "    'p' : 0.005*np.arange(1,11),\n",
    "    'q' : 0.01*np.arange(1,31),\n",
    "    'r': np.repeat(0.02, 20),\n",
    "    't' : 10**(-5 + 3/20*np.arange(1,21)),\n",
    "    'u' : np.repeat(1e-5,20)}\n",
    "\n",
    "e = {'a' : np.repeat(0.01, 30), \n",
    "     'b' : 0.005*np.arange(1,11), \n",
    "     'c' : np.repeat(0.01,10), \n",
    "     'd' : np.repeat(0.1,10), \n",
    "     'e' : np.repeat(0.1,30), \n",
    "     'f' : np.repeat(0.1,10), \n",
    "     'g' : np.repeat(0.15,10), \n",
    "     'i' : 0.005*np.arange(1,11), \n",
    "     'j' : 0.01*np.arange(1,11), \n",
    "     'k' : 0.005*np.arange(1,11),\n",
    "     'l' : np.repeat(0.05,10),\n",
    "    'm' : np.repeat(0.05,10),\n",
    "    'n' : 0.005*np.arange(1,11),\n",
    "    'o' : 0.005*np.arange(1,11),\n",
    "    'p' : np.repeat(0.01, 10),\n",
    "    'q' : np.repeat(0.01, 30),\n",
    "    'r' : 0.01*np.arange(1,31),\n",
    "    't' : np.repeat(0.01, 20),\n",
    "    'u' : 0.01*np.arange(1,21),}\n",
    "\n",
    "interaction = {'a' : 0.03*np.arange(1,31), \n",
    "       'b' : np.repeat(0.5,10),\n",
    "       'c' : np.repeat(0.5,10),\n",
    "       'd' : 0.1*np.arange(1,11), \n",
    "       'e' : 0.03*np.arange(1,31), \n",
    "       'f' : 0.2*np.arange(1,11), \n",
    "       'g' : 0.2*np.arange(1,11), \n",
    "       'i' : np.repeat(0.2,10),\n",
    "       'j' : np.repeat(0.2,10),\n",
    "       'k' : np.repeat(0.2,10), \n",
    "        'l' : 0.1*np.arange(1,11),\n",
    "        'm' : 0.05*np.arange(1,11),\n",
    "        'n' : 0.05*np.arange(1,11), \n",
    "        'o' : np.repeat(0.2, 10),\n",
    "        'p' : np.repeat(0.2, 10),\n",
    "        'q' : np.repeat(0.2, 30),\n",
    "        'r' : np.repeat(0.2, 20),\n",
    "        't' : np.repeat(0.2, 20),\n",
    "        'u' : np.repeat(0.2, 20),}\n",
    "\n",
    "c = {'a' : np.repeat(0.02,30),\n",
    "     'b' : np.repeat(0.02,10),\n",
    "     'c' : 0.02*np.arange(1,11), \n",
    "     'd' : np.repeat(0.1,10),\n",
    "     'e' : np.repeat(0.02,10),\n",
    "     'f' : np.repeat(0.02,10),\n",
    "     'g' : np.repeat(0.02,10),\n",
    "     'i' : np.repeat(0.02,10),\n",
    "     'j' : np.repeat(0.02,10),\n",
    "     'k' : np.repeat(0.02,10),\n",
    "    'l' : np.repeat(0.02,10),\n",
    "    'm' : np.repeat(0.02,10),\n",
    "    'n' : np.repeat(0.02,10),\n",
    "    'o' : np.repeat(0.02,10),\n",
    "    'p' : np.repeat(0.02,10),\n",
    "    'q' : np.repeat(0.02,30),\n",
    "    'r' : np.repeat(0.02,20),\n",
    "    't' : np.repeat(0.02,20),\n",
    "    'u' : np.repeat(0.02,20),}\n",
    "\n",
    "stoch = {}\n",
    "\n",
    "for l in ['a', 'b', 'c', 'd', 'e', 'f', 'g',  'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 't']:\n",
    "    stoch[l] = pd.read_csv(folder + 'soi_%c_stochasticity.csv' % l).values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WB7k7Dy5frpZ2Ij2I0gjh2Bi391N3/7KZTQBuAr7V8P4/AS8DDidobffOhsSk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\nejYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 655.512x800 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(0.9*fullwidth,8))\n",
    "ax1 = fig.add_subplot(231)\n",
    "ax2 = fig.add_subplot(232)\n",
    "ax3 = fig.add_subplot(234)\n",
    "ax4 = fig.add_subplot(235)\n",
    "ax5 = fig.add_subplot(236)\n",
    "\n",
    "for l, color in zip(['q', 'r', 'e'], ['b', 'g', 'r', 'y', 'orange']):\n",
    "    for column in [col for col in nc_2half.columns if l in col]:\n",
    "        ns = nc_2half[column].values # '%c_%d' % (l, i+1)\n",
    "                \n",
    "        ax1.scatter(np.full_like(ns, stoch[l][i]), ns, s=3, c=color)\n",
    "        \n",
    "        for ax, x in zip([ax2, ax3, ax4, ax5], [stoch, m, e, interaction]):            \n",
    "            for col, bds in zip(['k', 'brown', 'pink', 'grey'], \n",
    "                              [(-np.inf, -2.25), (-2.25, -1.75), (-1.75, -0.5), (-0.5,np.inf)]):\n",
    "                ax.scatter(x[l][int(column.split('_')[-1])-1], sum(np.logical_and(bds[0] < ns, ns < bds[1])),\n",
    "                   c = col, s=5, marker='.')\n",
    "        \n",
    "x = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "if ax1.get_xscale() == 'log':\n",
    "    ax1.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(0, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "else:\n",
    "    ax1.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(-1, 20, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "\n",
    "ax1.axhline(y=-0.5, c='pink')    \n",
    "ax1.axhline(y=-1.75, c='brown')\n",
    "ax1.axhline(y=-2.25, c='k')\n",
    "\n",
    "ax1.set_xlabel('Stochasticity')\n",
    "ax1.set_ylabel('Slope power spectral density')\n",
    "\n",
    "ax2.set_xlabel('Stochasticity')\n",
    "ax3.set_xlabel('Immigration ')\n",
    "ax4.set_xlabel('Emigration')\n",
    "ax5.set_xlabel('Interaction')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.36\n",
      "0.36\n",
      "1.08\n"
     ]
    },
    {
     "data": {
      "image/png": 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9MJ21B3GhlbNF5EtFnERE1hKRq4H3iMhZwO3AJ0TkKqAcX24MwzDaFAlmEArZ\nIXIp8EHgrwQTSKiqHtRE2QzDMIwURBpyABHZBniykm5Z06QyDMMwUpP0sXNfYBMAEXlaVb/ReJEM\nwzCMekhqfjhBVT+tqp8GxjVDIMMwDKM+kjzycZUOO0rJhqqdMGGCTpkyJfPxS5cuZfTo0cUJNIhl\nmD9//muqunZSOtNZeWQoQmfNrotW1H2ZyhirM1WN/AHDgY8B+wGrxaVt9m/q1Kmah+7u7lzHF0Gn\nyAA8oKaztpKhCJ01uy5aUfdlKmOczmJDK6rao6r/o6p3qOrb7j4R2bmy/KqI7F/fc8cwDMMoijxd\n9KeLyPsI5u7cqyB5DA93SM244TXj0kXtmz0bHn20vYbrNAxjIEnND89S1fMj9t0CrABOBr6iql9s\njIjhjB07VjfbbLPMxy9evJjVVy+m09prr8ELL8D66wfbYesTJgxMt3LlYrq6Vo9N98IL0NsLw4YF\nx1TXt902fbpHHgnfB7Duuot5+eXV2Xbb7OWfP3/+fFXdPildmXQ22GUoQmfNrotW1H2Zyhirs6iY\nS8XA/wT4EnAccJy3bwKwQWX9XXH5NOLXjHjrNdeoTpoULN11f9+kSaoQLKPWVQfuu/ji7sR0cTKk\nTRe175prVC+7rLs/XVawGHnbyVCEzsoUP+6Uc2aNkScZ8v8A9qwunf9vA26tLG8Dbo3LpxG/ZhiF\ntEY5zlDGGdSqEY1LF0fadHnrIQkz5O0ngxnycp6zUYb8UODCyvrxcWmb/WuUUchilIuWoZmUxSik\noVPqqwwymCHPd86k+z+rfchqyJPake8EvFJZ38TdURlm9nCC8cJ7VHW/hLzaAneap+rg8lX8dZss\n1zAGJ66dCLMDSfuLJqnVygoIhrQF1vX2fRR4jKCN+R+KF601uNM8GYbROOJaV2XNo1kk2Yk0dqRI\n2ZMM+fXA5sC1wLe9ff8CRgM7AlvkF6U1+JXpTvNkGEY6shhlf5LjLJMeN2Oi5LCyJNmJNHakSNmT\nDPlCgskf/lhZd/kOcBGwA3B1flFaQzvOmG0YZSOLUfa91ixvw1mOqdcTbpSNKPLtP8mQXwrcC/y2\nsu7yWeAEYA3gw/lFaQ0WSjGM/KQxyklvv/52GoObdExYHkmG2T+mUTYiTPbMHfSivoIGH0n5T2f9\nPG/fFpXfe6m0bGnmz1pAlEcGmtxqpYgWQ3llaCVl0Vm9cvhNeOtNX2+T4ahzJl0/7jFF6TvNNev2\nLQkjTmeRHrmI3AbsKSK/FpFfAbt7D4C/V35/pvJRNCav/URktoj8j4h8SET+KCJXV6Z9Q0S2FpEb\nK7+tK/9dICKXicgFGZ5PRgdfa6vuAAAgAElEQVRj4bD2pF7PNo1Xn3RMWB5J8etGhGvShpqGD8/o\n+UdZ+KQfqzoF3Qx8KuUxaxJ8OO0Gvg8cXfl/NsF452OB7wLvAC6p7LsImOznZR55eWSgxR55Mz10\n01mxctRDd3d33V59EedMQ5Jcaa/Rhox+KCIzReTW6s/5fxTwSeBTwDHALSmfG2cDVwD/ocFkFXuL\nyHhgrKouUtU3CdqlbwAsqBzzHDDJz+jVV19l++237/9dc801KUUwWkVROvM9KvPQG0fZ7rOyftNK\nkqvRreGSOgSh4RMuXwFsTdBZqAfYkCBWHoqICHAB8DMNQjFV3gBGAG+KyFiCCSwWA8+zynhPBu7w\n81x77bV54IEHksQ3SkSjdHbOOYERL9vN3QmU7T5rREe82bNXXT9Z8251B8EkQ/5sJUb9FoCqfrOy\n/JSI/Jeqng0gIicn5PN5gqFux4rIDsCWwHLgdVV9QUS+DVwGCDBTVZ8TkV4RmQW8raoLInM2Bj2t\nvomM9qbZvTAbQZIh343Ak347ZN9GInI0gUf+zrhMVPUyAkMdtf8vwNHef2clyGYYhpGbTnijSzLk\nfyWIUb8Vsu/TwAcr60keuWEYRinphDe6pA5BmwKzCFqafK/6p4icAnydwGPfDfivRgloGPXQqrE3\nDKOVJHnkZzrr7lRCtxBMzGwYpaIT4p2GUS9JHvkpVKZyA+ZU/1TVF4GZBE0PR6jqsw2T0DDqIK4Z\nWJS3bl680e7EGnJV/ZKqnq6qJwL/7e07GLgOOEREuhsoo2Gkxm2v6xvoqPbmce3Qzcgb7UBSh6Dz\nReSbInIR8G5v37uAzwBbEfTwNIxS4Rto11t3DXScF2+djYx2IClGXv3AuVxVn/f27Q9co6rPFC+W\nYeTHb1bmtk6YPDl6Jqi4PNJQRAcTw6iHpBj5O4AvAueKSH/fXBE5CHgd+KiInCgiJzZQRsPIRFy3\n6LRdvePyiAq7FOHFW0jHqIckQ34AwfgopxAY9CpPA48CfyFoa/6XhkhnGA2iiLEvogx2EeOBWEjH\nqIckQ/4sQbf53sqvyiHAdO9nGB1BWm84ymDHfXBNS1kHhzLKSZIh34Zgrs6aDkEE07wNBeYCNwB9\nDZHOMFpAlDfsz+CSxmBnbRFjc8ca9ZDU/PBIVT2qunT+fxYYo6p/VNWHCcZbMYyOIMobPu886OkJ\nN8ppwyyu8bbwiVEUSR55HP8nIreLyM1YjNzoIKK84bgZXNKEWaDWeEc1h/Rx9+Wa19HoWBLHI49C\nVW8VkXuA1ajtvm8YHcmxx8Ldd8Puu4fvSxMGcZszRjWH9PPxPfdTToGZMy3sYqwi0pBX5uxUgo+d\nAOpOMiEi3wf+RTBfpwJfbqCchtERRBn8uPbq/r7ly+0jqFFLpCFX1QMTjv2Lqs4qWJ5+RGQ0cCVB\n/P1uVb2xUecyjFYT59H7+6LeCozBS2xoRUQ+BRwEDAO6VHVPZ/fHRGQTYCmAqp5esGz7A3NVdZ6I\n3ALUGPLqXIJVjjvuOI477riCRTCKxHTWfpjO2oOkGPl7gftV9VwR8Q31Uc56I2Lkkwg6HUFI88a8\ncwnOmzeP3Vvs1gw2GUxn7SdDnM6aXRetqPt2KWNSq5VFwGoicgiwXfXPysQSn3N+J9V95mQWsmoC\n5jyta0K58847i87SZGgwZZDVZFhFs+VoRbnbpYxJHvlMAm94OnC+838zJpa4HfiOiOwDzGvwuQzD\nMNoWUY2OiojIOap6XmX9m6pampYpIvIqwRACWZkAvFaQOINdhg1Vde2kRKazUslQhM6aXRetqPsy\nlTFSZ0nND7cSka0rf7X64q0hzUVolAvTWfthOmsPkjzybYAnK+mWNU0qwzAMIzVJMfJ9gU0ARORp\nVf1G40UyDMMw6iGpNcgEVf20qn4aGNcMgQzDMIz6iIuRbwyME5HDCdqJT2iaVIZhGEZq4jzy04Dj\ngCUEvTc/2xSJDMMwjLqI/NhZGdnwZmoHzbqyWYIZhmEY6Yj72PkGwTjjEpOmZUyYMEGnTJmS+fil\nS5cyevTo4gQaxDI89dRTvYsWLUrsIGY6K48MReis2XXRirovUxljdaaqoT/gqqh9ZfhNnTpV89Dd\n3Z3r+CLoFBne+c53vqWms7aSoQidNbsuWlH3ZSpjnM7iYuRfzP14MQzDMBpOpCFX1eXNFMQwDMPI\nRuGjChqGYRjNxQy5YRhGm2OG3DAMo80xQ24YhtHmmCE3DMNoc8yQG4ZhtDlmyA3DMNocM+SGYRht\njhlywzCMNiezIReRH4nIR4sUxjAMw6ifPB75Z4C1ReRmETlZRFo7JJxhGMYgJY8hXwvYGHgLeAm4\nthCJDMMwjLpImnw5jtOAK1T1HwAisqAYkQzDMIx6yOORP+0Y8VNU9b6CZKKS52gRuU5EZlfmDTUM\nwzBCiJzqLfYgkYuA9wP3EcwgtKmqfrxQwUSOBBap6jwRuUVVD3b3T5w4UceOHdu/PX36dGbMmJE6\n/yVLljBmzJjC5M1Cp8hwwgknLH788cfXSEpnOiuPDEXorNl10Yq6L1MZ43SWNbTyHeAh4F5ACWLk\nRTMJeLSy3jdg5waTeOD++zNnfvdv72X3nXfJfHwRdIwMKX0B01mJZChAZ82ui1bUfanKGKOzrIb8\n48AGwLsJPHIFTs+YVxQLCYz5Q4SGgBRWrsyeu+Y8vgg6Roa0b3Wms/LIUIDOml0Xraj7UpUxWmex\nhlxERMNjL7cAiRO35uR24Dsisg8wb8BeBfpyVnDe44ugE2SowyaYzkoiQ1E6a3ZdtKLuy1LGHB75\nGcAFA/JTfVFEjgZuBn4I/B04N42MaVHVpcCnYlLk9O4ogWfVKTI0yyOnQ+qrDDIU4ZEXIUcdtKLu\nS1XGjB45sLOInAW8CaCqVzr7tgb2BH5UWTYfzVPBmvP4IhiEMpjO2k+GyHM1uy5aUfftUcYkQ35R\n7RlqWAP4JHA0ML3uM+dFgb76W9wUdnwRdIoMdb2mm85KIUMROmt2XbSi7stUxhyhlUnAdqr6JRH5\nHHBPf56qn62ui8gX0ktaFAV8hGj1K3LHyNCk0Ap0SH2VQYaCdNbsumhF3ZemjNlDK+8HXqmsT3F3\niMgsYF2CFiUKHJZGxsLIHbsqQeuDTpGhHu/OdFYOGQrRWbProhV1X6Iy5vDIVwCIyFhgorfvRVU9\nNbV8hWMfztpPBtNZ+8lgHzvboYxJhvyHwKnA1cBMb9/OIgKwFAZ8CG08uZuyaQmakXWIDGl7B5vO\nyiNDITprdl20ou5LVMYYnSUZ8l2Bi1T10ZB9s2rP3mR6euGfL2Q+fOqQMbmOL4JBJ4PprP1kiNFZ\ns+uiFXXfLmVMMuT3AR+qNEEcrqoHOPsiP4Q2hWFDYYN1Mh8+/29/YfcNphQnz2CWIa13ZzorjwwF\n6KzZddGKui9VGXN45HsRjDv+T8AfcCHyQ2jTyDDgV82xeY4vgsEog+ms/WSIOlcr5Gh23bdJGZMM\n+VCCsMnbwDJvX9yH0MaTO95awPFF0AkyNC1GXsDxRdAJMhSls7J0X++kczYgRn47sDuwE/Be4JfO\nvh+y6kPohWllLA5rAdF+MpjO2k8Ga7XSDmVMMuR7A93AVe7gWSKyd2X1lspyfYJRCpuLtUkuhwz1\nvAmazsohQyE6K1Eb6445Z2Pakd8LnAyoiFylqn+o/L828DHg90APsAvw07rkzUsRw0u2/IbsFBnS\nvqabzsojQ0E6K02vxw46ZwN6dp4AfIZgzPErgT8AqOp1IrKlql4EICJD6ha2CGzcjnLIUM/hprNy\nyFCEzppdF62o+zKVMYdH7h4u/v8i8n0Cj/zFFPkUS+7YVYe8IreTDKaz9pMhVmclCjt0zDmznS/J\nkF8FfJ/AiH+n5nSqZ4nIGpX1t+o+cwwisiPw/4AFqnpaeCr7cFYaGVI3lzKdlUaGInTWJh8C2+qc\nceeL0Vns5Msish7BMLUK/EhVm+Z5i8gU4KQoQz5x3XV17BrOpLAf/QgzPrp3WNJQlvT2MGZYoyc5\nGhwynHD8CYsff/aZ5Il8TWelkaEInTW7LlpR92UqY5zOkjzycwli48OBbwGH5JAxFBHZBjjf+/vT\nScdtMH4C9183J/N5f/va8+y81vqZjy+CTpFBUw6EbzorjwxF6KzZddGKui9TGeN0lmTI/6qqDwOI\nyJPVP0XkImpj56qqmSZfrozjMmBiiopHHncgfb29WU5ZPW+u44ugY2RI3bnEdFYaGQrQWbProhV1\nX6oy5ugQdJCITK+kGyIit6rqQXjxcur7Bp6IiGwOfA14l4gcp6rX+GlUlRW9PZnPkff4IugUGeLC\nc0Weq1PqqwwyFKGzZtdFK+q+TGWM01msIVfVnSP+f1ZEpgFHAqMqfyeGQ9Kiqk8Ah8enWUlfT44K\nXqn5ji+CDpFBV6Y1CqazsshQiM6aXRetqPsSlTFOZ2maH0ZxLPASwTjlR+fIJxv2ml4eGSy00jSu\n+/n6dG26kkeeWpujP5JjeFULrZTynI0KrcTxMjACWAlkH5s0I0GBc7ymk+/4IugUGdJ+ODOdpedH\nv5zMJbduyv876CmO+tCC/v8vmrMRp571CrPmbMQR//HPzPkXobNm66MV+i9TGTN/7BSRk4GtVfVY\nEfmqqn7d2X0jwaiIpwO/rlvinKgqK/K88gyj5bHOTpGhrnir6SwVX/nelizvHcpXvrclN/zvejz4\n1Fq8Z9N/MaRrBQBDulbkqstCdNZsfbRC/xnPecP/bcisH7+TUz/xN47Y69lCzpc5Rg5sAlTdgdW9\nffuq6gXAF1KKWCx5vbuhw1r/mt4pMtT1mt75Orvx1xtx6R3v4pT9/grQv374ns/what24I77NmS/\nDzzLMy+N4cGnJ/CeTV7jtTdHsOC1MUyesITfX/ozlvcGo14s7x3Cg0+tBUhlGbDg1TH5PMUCdNZs\nfbRC/zp0GJ+7bLt+nV12wp+AWh0fvuczA46b9eMtePH1kcz68RYcutuTA/bHna8RoRUFRorI1gQj\nHLrsXJk56M3gHM2dszP3a/qIoa1/Te8QGerx7jpVZzfdvQmX/WRbvrDvI5x13VSgizO+P5UugZXa\nxVk/mMohu/yd2383BZDKEkB48OkJ/esLXktvoHPVZQE6a7Y+spzP1cthuz+d6Zx33LchK7WLO+7b\nkG995ncAXPrfW/HiG6O49L+34pBd/j7guC/MeDg474xH6pI5rox5PPJLgBMJWqd82dt3kXuOZBGL\nRXVlTo9kZMuNQpQMc+7ZnMvveg+f3+dBDt31idynic2vgHpIH29tP525dXfbbzfjiJMe54zv7MTt\nX76LU6/dhZ/8cRP23fFp7rh/E6CLs66bxqphiYRqQ4OVKoUb6HyGvACdxehj17M+wcJ/rcGktd7i\nnvN/nOpcbn3OOuZe9v/mPjz0z3XYbsor3P7lu0BH8rH//GDtfwl5nHPDjvT2DeGcG3bk4J0eB5Lv\nL3f/9h97mfXHL2bhv9Zg/fGL+8t70j4Pcvld23HSPg/R19szQNZbfrMxL74xilt+szEH7/T4ALnC\n5Dj12l3Y+cDnueq2bfrT+LqIIsmQrwGMIzDUftfQnVT1mwAi8p80e87OlcqKt/NdyCve7uGW323J\nFT+fyuc+Mp+Dd3p8wHYashzjyuBz+Z3b8dKi0Vx+53YcOO0vdZ/HTxeVX5wM9ZC2KVtROisCt46A\nmvo64KKP8chzE9n2HS/xz1fX5K1lI7jwx9vz1rLVOILHeeif67Di7R7uuH9TQCrLKv7YcqtIK3vR\n6cIoQmeuPjb//LFAF7CSJy6fzcJ/rQEIC/+1hpPmOCr9B3ni8mvY8fSjWLRsJONGLuOPM39UU58z\nj/gVD/1zHUD661t15YD/tvrCMazQoQyVFTx22bUD8ujt6wKgt6+rX45z57yf3r4hnDvn/Rw47S+c\ndt0e3Dl/M6ZPfZKLj+7mqzd+gJXaxVdv/AA/3ffHoWW56MfvZdGykVz04/dy4LS/DJDL3/blAjj7\nhvejDOHsGwI57rh/U3Y+8PmaNGl1lmYY2zOA1YBLgcMAROQ2YCsR2a6Srumube7X9Mrx3/nZe3n5\nzTFc8bP3csCODzPzjh1ZvHwkF92xIyv7VnDlL3fkxA/9EaB//aD3/7UmLzeP2+7bjEeeW49t3/Ei\nt5wyN5UMp9/4Qe768xbs896/M/Pw/2WHTRZw15+3YIdNFtSU0Zf14EsP6D/XJ6Y93i/fJXdO461l\nI7jof6ZxwI4P1+T3/364W/+5nn11LEd94QlOv2ynRFkTCpIyWTE687n19+/qL/sD/1i/v3zbb/xC\njc7c+nrixbVZ3juMb/z4AyzvHQoIX715Vw7Y8WEeeW4iIJVlULa3ltWOf5GlHGXyyIvQWe2+LgIj\n3TUg/aptofqg6+vtYdGykYCwaNlAzz5s2w8t9PX2sEID3a3QgSGJqG3XuPf19vCTBzYHhJ88sDkX\nHvYLVmog40qV0HMCdcsetq109S+TjgkSZjfkTwGLgX8D/RF7VT1QRHZS1d8lHN8wcreAWBkc/+bS\nYYCyaOkwVvT0sHj5CADeWj6Cr922JyCVJf3r+099kB3OPonlK1ZjxNC3eXtFMLXpy2+O5KU3xxAY\ngfXY8tSTqHogj14wi/ecdXK/9wBwwUW/Y8aXPt5/Mc6b/06+eeBd/O8jm7BSu/jfRzZhmz9v2n9M\nn0r/eVb09PDIc+v1nyswOl187bY9+ov41rLhrOjpYd78d/bnLyhKF3fO3wJFgCd45Ln1Wt8CIg0V\nnW1z5hepen+PXvCtSpmrZQ+Mxbz572Te/C36/99/6oM19VUlMOKrGCifeMuodMmkPabodGEUorOV\n4fv8/7KkCd32PNJMedQra8I5myYH+WLkewJ7Edw1vU4XfYAPAb8DEJGvqOo3EvIqloI6lyxfsRog\nLF+xWur8/OMCBMWfX8P1QHprvIcq7np/3r3DAPqXtccE5xkoa5jBkQHptLJfPcOUry5TDvNZWIcg\n1/vrJcrYuv/Xo9si0zUy71brLKrziv9fljRh2wO94/rzqFeOpHM2S45AlowxclWdISLvqqz/1du9\nprO+Fk0mb3dv1YFdYdPml+W8RefdqnShpPbuyq+zTrwGQilAZ2H6CJMrS5qw7QFGNUMe9cqRdM5m\nyVERZuB/FZLGI/828Fplc21V/YKz7zRgG4KenY9Vp31rFpuuvrpeuM22mY9fMXIEQ5ct5/GX1qca\n/thy4gs12wED19OmSzpm0qQlLFw4JlPeRaWryrDlxOzdvb/4yCOLn1uyOHFs63bQWT31VcQ10M46\nq+oDiNVJVc6kNEnbK0aO4MlnxufKo145Ntvo9QHnLKIsUXnE6TZOZ0mhlRXV3pwiMtPbNwvYAHiD\nFnzsHDZ6NOt/4AOZj399u3cz/qGHOeCSmVQr8779T6/ZDhi4njZd0jEXf+43fPW03TLlXVS6qgz3\n7Z9pFGIA9OGHU6VrB53VU19FXAPp0inVbwIgpdFZVR9ArE6qcialSdp+fbt389UjD8+VR71y3Hne\njQPOWURZovKI022czpIM+VAR+VplfaS371JgtKoeIyLfBT6bkFehqCorc361949Pm1+W8xadd6vS\nhVLHuB1l19nAdMoqgyox6Ronw4c2/xP/9+QO7LXZn/jlEzv0y9VynUXsC/5bVW/RaZK2vTxUB/7X\n/xBMvjayyOGHM7KXJU0e0WUJ/o7WWVfkHkBVTwbmAnNV9fPe7j7g2cr6m3H5ZEFEPiMi14jIPKeZ\noyscfT29mX9aOb6mQD29rDF8MaCVZTj+cVJRgKBeypX9y+CYVYpy10cMWd6/7OvpZagEaYNlnAzq\n/Qbm7csal1+eukxFg3SWtnwD66pfsP6lr6fTdr2JtUe/wWm73jQg3Qc3/QNdspIPbvoHJo55FVAm\njnmV1YYEN2GwrD1G6ANA6KNLguujmkd16ef94PObs1K7ePD5zTlt15sY2tXHabve1HKdqbPPLXNf\nT29NvVXTnLbrjZX/bgzVo1uHfT29jBm+DIAxw5f1n8/P9zfHn8Rvjv8cvzn+pAG66+vpZXhFruEV\nuYI0tfelL5drA1SVIZVWZkNkhZNH7Xnce9bXX19Pb42uq3kklbcenUV65JW24v1uiIio02IFggGz\nthSRk6j98FkIqvo94Hsi8h5gBvCQt7+QNslrDH+Lt3rWYI3hb9HX28MdR57an+ZDP7iKFSuHMbRr\nBbtv9Cd+/fQ09tzkfvp6ezh1px9x/YMzOPI98wD61x95abP+dNtOfLL//77eHsYMX8aSntH9CoNA\naT858uT+7b5e+OWnT+zfPuzmb/DS0nWYOPoVDtvu5zX5/fqY4/rT3fm3XULl6evtYWjXiv5ybDr+\nWf722ia8c8LTTBr7CgB7bfL7lnf3ruf4vTb5fY0uhne9Tc/KEQzvehugf33j8Qv7y9rX28Paoxbx\n6r/Hs/aoN1hr1Ov9+/be4neRetp7s7vZe7O7AVjZ18fQrkmcutP19PX2sM26T/DQC1v0L0HoWzmU\nz73v5tDroa+3h9HD32ZJz1BGD3+b43aY259u+jvv5azdrgWCa+Cs3a7t3+7X7Xbz2Huze1kyfhe2\n3exe+nIMO1JIF31nn1vmvt6emnqryun/5+vxpoO/3J93Xy819VNtRx6Wr8tem/yhJs+TPLkAxgxf\nXtHv8lBZXRuwRHfh5A/cFJLHqmukr7en5p719dfXC6OGLmNJ7xhGDV3Wn0ffyqAVW9/KoA38cTvM\nZWjXJI7bYW5oncd+z0yjUKlYce+/IcAHCQz9L1W1LzGj6Pyj5u18HZgNnKOqC9yd66y1lq6xxqq4\n/4d3240P77576nPq6qsji6O9boA3l6/O68vGMX7kIsaOiE+bBjc/gNXGD+ft13sKyTvteV9fNo4V\nK4cwtKuPjdZckKoekjj+s59d/MLbbyd+OGuUzvx6jSprWn3GpXNleOaNyf35V8+XJ++0lEVnRchR\nD0Wdrx4dpLnm0ugxLH3Yf3FljNNZnEd+mqpeLCLHAvuKyGOqeoaT5DCCuTaHEjQ/vCGxNBFoyLyd\nIjKMYOLnS30jDjAWmLWzM4FRXx/8amC31shz7rkn8uv40XfHVX5F4ee3cs89Gfm7xo8A7J73/id3\n5+ZH9+OQbe5g483uTlUPSaQdaKdROvPrNaqsafUZl86V4Ukn/w9X8s+Td1rKorMi5KiHos5Xjw7S\nXnNZzhn2X1wZ43QW97HzHZXljpX25Jd5+zdW1YMBROQKchjyCC4ENgdOEJFfqept7s6VQE/aOF8I\nQ3IeXwStkGGPTbvZY9NuAHq0GBnSvqY3W2d+WYvAlaER+dcrQ1aK0Fmzr99W3C9lKmPWnp3riciH\nCWYCCku7hoh8oPq/iGylqo+lFTgJVT01dj/QszJl77QQVst5fBF0igxpjzadlUeGInTW7LpoRd2X\nqYxxUsQZ8q8RdMO/oLL9C2//WwQxcgVeAQ4AzkshayGoaq4n5XBa75F3igxpjzadlUeGInTW7Lpo\nRd2XqYxxUqT62Bl6YMUDF5GjgCdV9feZMsrIyGHDdN3V/UmL0jNkjTXoe+utAiUavDIsWbx48Wu9\nvYkfzkxn5ZGhCJ01uy5aUfdlKmOczvJMvnyUiNwEbATsDjTVkK+9+up8aa+9Mh+/zkc+wis//3mB\nEg1eGc757/9Olc50Vh4ZitBZs+uiFXVfpjLG6SyPId+QoDfn+cAXc+STCVXNFbvKG68tgk6RIXW8\n1XRWGhmK0Fmz66IVdV+mMmaNkSfxn8BYVV0oIvNy5JMJBXpzxK5UNdfxRdApMqTuXILprCwyFKGz\nZtdFK+q+TGXMMx553An/5qzfnTWfzOcn35NyZc7ji6BTZEj94SznuTqlvsogQxE6a3ZdtKLuy1TG\nrO3IS03eFhBK61sfdIoMzWq10in1VQYZitBZs+uiFXVfpjJ2piEnXwV3yg1ZBhlW1vGabjorhwxF\n6KxMRq5Tzhl3vjidta0hz/vKk/fDWxF0igxpL3PTWXlkKEJnza6LVtR9mcpoHnkDji+CTpGhrnir\n6awUMhShszJ5q51yzsEXWsn5pOyUj1ZlkCH1a7rprDQyFKGzMn0I7JRzxp2vI0Mr1pStPDLU492Z\nzsohQxE6K1PTvE45Z2zzw5jj2tqQW+eScsjQrOaHnVJfZZChCJ01uy5aUfdlKmNnGnJrylYaGeqZ\nbcZ0Vg4ZitBZmeLHnXLO2Bh5J4ZW8sau7v7Nb1ruWXWKDM1qtdIp9VUGGYrQWbProhV1X6Yytp1H\nLiK7EMxAtAHwfVW9w0+T90l5z733suWmm2Y+vgg6RYa6xrY2nZVChiJ01uy6aEXdl6mMjRprpWGo\n6r3AvSKyJnAOMNCQ52wB0SmxzjLIkDreajorjQxF6KxM8eNOOWfWGHnm8ciLImbi5X2Ak4DTVLU7\n5LjFQJfz16vAa3WcekKd6RtBp8iwoaqunZTIdFYqGYrQWbProhV1X6YyRuqs5YY8jsoEzLep6n6t\nlsUwDKOslDK0IiL7A3sAoyh+UmfDMIyOotQeuWEYhpFMV3ISwzAMo8yYITcMw2hzzJAbhmG0OaX8\n2JmGCRMm6JQpU1othgHMnz//tTRN2Uxn5cF01n7E6axtDfmUKVN44IEHWi2GAYjIs2nSmc7Kg+ms\n/YjTWabQigR8IbtIhmEYRlFk8shVVUVkBxE5FHiz8t9PC5XMMAzDSEWe0Mr/AcMIupQahmEYLSJP\nq5XfAtsAWwP31XOgiGwsIteKyNzK9mEiMltEfiQioyu/6yr/HZ5DRsMwjI4njyH/GnAZcDnw1XoO\nVNV/qOoxzl8fV9VjgVuB/Su/uZX/9s0hYyILFsCZZwbLsO2odFH7otZbmS6NrO1EWp2lzaOZ9dAJ\n9R9GGp0klTdLHvVup00TJ1eWPBpN5i76IjK7YmgRkatV9fgMecxV1QNE5FZVPagyEuL0yu6fqepD\nInKTqh7mHztx4kQdO9V6vxsAABRDSURBVHZs//b06dOZMWNG3eV4/nl46SWYOBE22KB2e5114JVX\nVi3ddL294fsgfN3Pu5np0si6wQZ1V10/e+yxx3xV3T4pXTN0FleOtPXgphs2LPx4939/H4SvDxsW\nrTP3Wkubt5+uHorWWRqd+P/59Zklj3q308oaV7Y0efhlC7t20qRJrTNVzfQj8JTnArcBH8uYx9zK\n8tbKch/gyMpveuW/m8OOnTp1qhbBc8+pnnlmsPS3zzhDFVZtu+mi9kWt+3k3M10aWfMAPKAp9N0M\nnVX15q+rpq8HN52L/7+bv7svaj1M1rBrLW3eeShaZ3E6iUoTVzdp86h3O+0x7nWTJQ+/bGF6S5PG\nJU5nWY34qMpvdOU3qs7j1wKuBp4GziKYDegq4IdOnj+o/Hd4WB5FGYU44gxdUUawGTRa1mYb8jjS\nGtE44h4MeR/mac6ZNu88lEFnZb2HinhYFvFA8WmEIf8B8H33lyWfPL9mGAUjHWUwClWKNnpxN3Uj\nDdFgeviWjbI+YOJ0lidGPgz4UGXzF6q6IlNGGdl+++3VepyVAxFJFW9tR50tWABXXgknngiTJ7dI\niOU98MLLsP66MGJ4IVl2ss46lTid5Wm1cjUwvvL7bo58DKO0TJ4M55/fQiMOgRFf8DK88EoLhTDK\nTJ4OQW+p6vUAIvLuguQxDMNn/XUBgfXXabUkRknJY8jfEJFrK+upBuAxDCMDI4bDxpNaLYVRYvIY\n8m8QtFwBWFqALIZhGEYG8sTIL1LVxaq6GPhmUQIZhmEY9ZHHkI9y1sfkFcQwOoblPfCPBcGykccY\nRoU8oZXficjtwEpgXkHyGEb7U21lgqSPbWc5xjAqZDbklRYr1xcoi2G0L25b77hWJlFtwq1lipED\nm3zZMIrAbetdbWUS1nknqk143DEuFoIxQshlyEWkbef8NIxCWX9dmDwx2aN202Uxyu3SOSisbPWW\nt9MfWgWWL7MhF5GvEwxyhYh8K68gIrKLiFwtIt8TkftE5GeV7Yvz5m0YDSetR+2mizPKUTd52gdG\nqwkrW70PoWY9tIowqC1+KOfxqFcHnqis9+YVRFXvBe4Vkf2APxGM49IFvJw3b8NoGXHjpMTFxaM+\nfrZL56CwstX7HSAsfQPGnSnkQ3OWPPzy5ShbHkOuwHoiMh2YmCMfn8OAzwCzVXWliMwSkW1V9RE3\n0cKFC9liiy36t7NOUmA0j47TmSr0roBhQ0EkPE1Pb/B76m8wPGImiOeeis772cXh+5tEbp2FyV5v\nedz0aeqzXoqo6zx5VNPnKFseQ/41AqM7Gfhcjnz6EZF3AG+q6lvO368Q0k590qRJ2Khs7UXH6ewf\nCwIvbPLEaC9seU/w6rz+OsV5kE2kdDrz69P3YpO2mypnnefNca3k+di5GzAb2BY4Kkc+LscQjHVO\nZfLlq4BNgD8UlL9hZMePg6aJV6eNnRvp8OvTjzMnbWchy4fbLOfNca3k8ch3BhYDvwI+kCOfflT1\na8760UXkaRiF4cdB2yVe3Qwye6A5vWc/zpy0nUZWf39Y/DspJl5g/DsNeTzyycDngV+S74FgtIil\nL77IQ7NmsfTFF1stSnvQLi1GWkEWD7QI79n3YpO205zH3x+m96RrIenNoWDyGPKjgMMq8exvFCRP\n0ym7MStCPjcPd/3JOXN47NprefLmmwuUuIOxMEk0WR5y/jHNelAmncffH6b3eq+FBpctkyctIjOB\nKZV1IWjBclBxYjWPqjFDhO2++MVWizOAIuRz80C1f32zQw8NloccUrDUbUCrPoJ1KlnCTP4xzQpV\nJZ2nEXI0uGyZDLmqng4gIqtXthcXKVQzaaYxq3rBmx16KKPXWy/VMUXINyCPyvro9dYr5cOrKdgg\nVUYHkTm2LSJnAxtW1heo6nmFSdVEijZmccY6i3ddhHx+HoPWeLu4H6PMOzfanDwx8vGqeqyqHkvQ\ny9OA2LjzZoceylaf+czgDGUUSCHfNeK6ynf6GB9Gx5HHkI8TkaNF5GhgraIEaheijEmcsa56xqPX\nW6/wj6xl/2hbJIV/pPU/RLmG3Yy60QbkaTb4WYLxUKrrgwo3TLLZIYfUhFPShC6yhFmKDtu0K4V/\n1/A/RLlhF4ulG21AHkO+GzADWA34BPDpQiRqMa6xBCINp2tMshjROGMUZbDjzuPml+WjajvhPywL\nL69r2G3CB6MNyGPI9wNOo4CRD8tEVFM933C6xiSLh+ge7xuiKIMddx43v4dmzRo03jk0+G3Eem8a\nbUAeQ/48MJJgzs6OIaqpXpzXFxVOSesp+oYoymCnDdsMtvbhNeV1WqAsfeNfNfXf6W8qxuAljyHf\nHLgQqHYIyhVaEZHdga8DfwVuBqYCGwHDgONVVfPkn5aopnpZvNy0nqJvePM2ORxs7cNrylsdkRDh\nyTturan/wfQdwRhc5Jl8+VNFCkLwMFgCjABeAI5V1cNF5CSCAbruLfh8dZHFy017TFbD++/nFvDW\nfX9ijQ/swKh3TK77+I7EiWn79T/Y3lSMwYM0ydFNRES6KhNJrAvcBDyqqqeIyAxgjKrOcdNPnDhR\nx44d279dykkK0kw8kIMVbyxi6LDhrOjtYeia4wrPPy177LHHfFXdPildW+hskGA6az/idJanZ6cA\nG6jqQhEZrqq5GtqqajXW/gbwJjChsv0O4BE/fdMHvM/S+y/NxAM5aDePvHSTFBiJmM7agzwx8m8D\nowkmg7icnG3JRWR/4MPAOOAy4L0i8m2C5o1X5sm7EIqYky+KjF3ER71jclsY8IYT84EzKp11xTc6\niTyGvA94trL+Zl5BVPV24Hbnr7vz5pkJ92aHVetxRjnKQKRtuuY/JPIanMFmsJz6q/nAecLnkicI\nMIwOII8hfxvYsvIxcs2C5Gk97s2O1t74UTd/FgPhGlv/IRGVX1oDPdgMVtQHTr8erHOP0aHkMeRf\nAT5IYPFaH/ooigE3ewovPIuB8I1MVBfxuGOKlKedcd58aloALe+hph6sc4/RoeQx5DcTNBkU4EAR\nma2qvy9GrBbi3+xpvfB6DUScsY0yOHHH5JWnnUj7ZmKG2xgk5Bn98GHgROB4YAHwySIEahuipm6K\nGy3P3Zdl2rC4YwbTfJIFz3/ojxw5mEaSNDqDPIZ8c2ARwYfOKcDLRQjUNkQZ1Tgj08gJWAfTfJIF\nPLTi5i51t82oG+1AntDKbOA6gvDKd4GFhUjUbIpu4REX/sgSuy5avk5o0VJAyKRmGOKYHqDWrd9o\nB/IY8vuA5cAogh6izxQjUpMpuoVHnJHJYoCKlm+wtWiJwDXW/hAJeUe2NIxmk8eQXwmsD/wJ2AG4\npxCJmk3ZW3gUIV9Ui5ZO8M4zknZ8m8E2AFkrsdEps5MnRv4WwXgo59GuRhzKH1suQj43Nh83V6Vh\nZKSIbwmFT+EXQRGylu3bSR5D/hDwVxH5H2DjguQxGkHUx8HB1NLFaChZjLBvDBsxOXmYwU2SNU0r\npnrL22jDn8eQP6OqN6rqxwhGKzTKSpRXX/a3kZJRNi+sTGQxwr4xdCcnT0uS0Q0zuEmyxrViSptH\nGjmKJFOMXETeBRwmIosqf32anOOFi8h+wD7AOsAVwH8BfwaeVdXz8+RtGEVgLViiyfItoYgPyb5O\n0sy2lSRrmnHsk/JIO+tXYahq3T/ga8D/AucAZwMfyZJPRN5rAtcC3cD3gaPD0k2dOlWNcgA8oCl0\n2+46W/LCC/rgrFm65IUXVm1fckn/djvRrjrz6zxUJ852ljwLk7NgOeJ0lnliCREZAWxHMMysqmoh\nHzxF5BLgRuAhDSaauAU4QVVfd9PZgPflYbBOUrDs5ZdZ9tprjFx7bUauE/6dYWVvL2+//jqrjR9P\n17BhTZYwmnbQWVjdpanzeikizyL0nCRHrM6iLHzSD7gB+BzBOOTHZc3HyU8I5gDdy/v/amB9P33Z\nPIXBDG3q3eUljdf14CWX6I1bbaUPzpoVfnyLPPpG6yysbPWWN6zusni6qWTNmWecnouSI05nedqR\nz1fVK3Ic7/N5YC9grIjsAGxJ0OHodVV9ocDzGEYhpIkLx8VG42Lu7d6mOqxs9X5jyBKbzkIReWaJ\ngfs6ziNHHkP+KRHZC/g3QWjloBx5oaqXEcwMZBgdg39zujdvFiPfLgY+rGz1Grt26oyVRdYiP55n\nNuSquq2IDFPV3lwSGEYHkNbA+jdv1A0cZfTapeVMmGFrJ8PcDIpsyZJn8uWvAxsBR4jIt1TVNGQM\nWmoG4aoMthVm1KNu3rSv2Tb2S+dQ5IMtT2hldeCJyrp55cagJu2IiVE3b1pP27xaI4w8hlyB9URk\nOjCxIHkMoy3JO2KiedpGHvIY8q8BhwGTCZohGoZBNq/ZPG0jD3kM+X6qejWAiBwKzClGJMMwDKMe\n8gyatY2zvm1eQQzDMIxs5DHka4jIMSLyaWB8UQIZhlGLjbpoJJHHkF8MvAC8hMXIDaNhNGvCBaN9\nyRMj/7iqzixMEsMwQrEWLUYSeQz5USLyHwRTvuXuom8YRjjWosVIIk8X/a0b2UVfREYTTPDcA9yt\nqjc24jyGYRjtTuYYeaWL/g8q698qTKJV7A/MVdVjgX0bkD8Ajz/+OGeffTaPP/74gO2o9bTpGpl3\nI9K1C2WprzJcA2UhTv60aSyP7LrNM7HEpQRDzJ4nIjNV9fRMGUXnfxbwM1V9SERuUtXD3P1FDXj/\nwgsvICKoKuuvv37NdkWOAetp02U5ppXpstLsSQoaqbN2uwayUrTO4nRSlTMpjeUxME1qnUUNVJ70\nA74FXAVMB36UNZ+Y/I8EplfWb/b3FzVJwWOPPaZnn322PvbYYwO2o9bTpmtk3o1IlxWaPLFEWeqr\nDNdAVorWWZz8adNYHvG6jdNZHo98DYIu+gLcqKpvZcooOv/RwHcIJpf4rXox8u23314feOCBIk9p\nZEREUnl3prPyYDprP+J0lilGLiJfIpggeaGqXlW0EQdQ1aWq+ilVPcE34kVwzTXXFJ2lydBgyiCr\nybCKZsvRinK3SxmzfuzcSlUPBNp25twy3AwmQ32UQVaTYRXtYuTa6ZzNNuQTRGRvYF0R2buybhiG\nYbSATDFyETna+0tV9UfFiJRahleBZ3NkMQF4rSBxBrsMG6rq2kmJTGelkqEInTW7LlpR92UqY6TO\nMn/sNAzDMMpBnkGzDMMwjBJghtwwDKPNMUNuGIbR5gwKQy4io0XkOhGZLSKHO/9vLSI3Vn5bt0iG\nvUXkpyJyUiPPnyDDmZX/5onIpEbLkQbTWaIMTdVZs/XR7HJHna+ybxsReUVExhR1vrhzish6InKZ\niFwuIjulyiyqy2cn/Qi6+8+orN/i/D8bGAeMBb7bChkq27sDJ7WqHpz9HweObLW+TGfl01mz9dHs\ncseUbxjwbeA6YEyT6vQS4BuV826YJq9B4ZEDk4AFlfU+5/+xqrpIVd8EVm+RDM0kUoaKt3EQcEez\nhYrAdJYgQ5N11mx9NLvcUec7DbgcaETzvqhzvgv4EXAu8NU0GQ0WQ76QoNKgtsxvisjYyrgxi1sk\nQzMJlaFS/quA01W10fWQFtNZjAwt0Fmz9dHsckeVbzvgJGBH4LMFni/unAuBN4AlwIg0GQ2KduT+\nAFzAR1T1yEpM70sEA3/NVNW/tECG9wNnAWsCl6rqj1sgw+0Er5DPA7eq6q8bJUNaTGeJMjRVZ83W\nR7PLHXU+Z/8PCUJpS4o4X9w5RWQr4HSCt4DvqervEvMaDIbcMAyjkxksoRXDMIyOxQy5YRhGm2OG\n3DAMo80xQ24YhtHmmCEvMSLySRGZnvHYixL2D9C9ez4ROU9ERmY5txFOpX5/KiJXi8iA9sEiMrey\nXF9Evpgyz7nOeqzOjfRE3Xtufcccm2hXs+g6jqF5MzAazhQRuQ5YBrxI0PRqa4IOEdcAzwFbAvcA\n7wCGquoXgY0AROR8gqZhWxBMz7c9MB54UEReAXYD1gFOBXYGRokIlbyGiMjHCGaCGkHQQWHnyjH/\nAFaq6jcaW/yO40pVvVNExonIrcBngO8T1O1WInIuMBfYQESmEHQM+QlBJ5FPAx8CDgYWEfT8qx7z\nPVbp/DJgBTBMVT8vIncCdxNcN7NU9ZFmFLQDmCIiP6ByrQP/w6r6vpigs85qwBDgFIJ7cB7waxH5\nMMHY4i+p6vkichSwE8F9/D0G6no48F3gTeB1VT1PRH4L3E5wz56mqi9ECWoeeXvwC1U9HthVVc8G\n/khwYwNcDfwXsJGqfgmYXD1IRMYC66rqmcB9Tn63qOoPCHqTdRE8HPYiaMt6k6re6aQ9SlU/A3wF\nOL7y389V9esEhsGojxNF5GqC7tmXA/cD51XaXz+mqucSdASp8ldVvRh4HZhI0CnlGFU9VVWfrR6j\nqgshGPsEeENVTwVec8Y/mUXQ9Xufxhexo+i/1j0d7QJMIXigjgE2AP6tqhcADxDcV28B+1fy+biq\nflZVT4nQ9YeAe1T1FGDDagcrVZ0FzCFwniIxj7w9qE5u/Wpl2UPgCVT3reGk8VFvCcFTH+AEVf2Y\nBDM+jSLwOqJwj19aWUqC3MZArqw+KEXkCOAlVnVtD+vUUa3rXgKd+2n8bWGgzper6koRqeZhpMe/\n1qt12gX8TlUvqyYUkep99R6CWdO+KiI7e8cRsS0h//m6j8Q88g6mMv7FKyJyAcET3e+V9piIfAX4\nYGX7YeAoEdnPSXODiHyXYBCfcsz6296cWImRzyEYeOuDwBcqb08vV3QVN8re94BrROQCEVkH+KuI\nXCwikwFU9VGCOXUvAtZpZM/XQUpVR78BthWRiyqjF7pd6Z8C3i0ipwHVqdnmicgVIjJTRIYyUNe/\nBHYTkUuABaoa5ZiFYj07OxwR2R/YgeCCOlFVe1oskmEYBWOG3DAMo82x0IphGEabY4bcMAyjzTFD\nbhiG0eaYITcMw2hzzJAbhmG0Of8fugEqD4T8/3AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 551.181x500 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(textwidth,5))\n",
    "\n",
    "gs = gridspec.GridSpec(4,3,height_ratios=[2,1,2,2], wspace=0.1, hspace=0.1, top=0.95, \n",
    "                       bottom=0.1, left=0.15, right=0.95)\n",
    "\n",
    "ax1a = fig.add_subplot(gs[0])\n",
    "ax2a = fig.add_subplot(gs[1], sharey=ax1a)\n",
    "ax3a = fig.add_subplot(gs[2], sharey=ax1a)\n",
    "ax1_tot = fig.add_subplot(gs[3], sharex=ax1a)\n",
    "ax2_tot = fig.add_subplot(gs[4], sharey=ax1_tot, sharex=ax2a)\n",
    "ax3_tot = fig.add_subplot(gs[5], sharey=ax1_tot, sharex=ax3a)\n",
    "ax1b = fig.add_subplot(gs[6], sharex=ax1a)\n",
    "ax2b = fig.add_subplot(gs[7], sharex=ax2a, sharey=ax1b)\n",
    "ax3b = fig.add_subplot(gs[8], sharex=ax3a, sharey=ax1b)\n",
    "ax1c = fig.add_subplot(gs[9], sharex=ax1a)\n",
    "ax2c = fig.add_subplot(gs[10], sharex=ax2a, sharey=ax1c)\n",
    "ax3c = fig.add_subplot(gs[11], sharex=ax3a, sharey=ax1c)\n",
    "\n",
    "ax1a.set_yscale('log')\n",
    "#ax1a.set_xscale('log')\n",
    "ax1a.set_ylim([1e-3,5e3])\n",
    "ax1a.set_ylabel('Mean abundances')\n",
    "ax1b.set_ylabel('Slope power \\n spectral density')\n",
    "ax1c.set_ylabel('Percentage noise color')\n",
    "ax1_tot.set_ylabel('Total number of \\n individuals')\n",
    "ax1c.set_ylim([-10, 110])\n",
    "ax1_tot.set_ylim([-500,4500])\n",
    "\n",
    "for axc, l in zip([ax1c, ax2c, ax3c], ['Immigration', 'Extinction', 'Interaction']):\n",
    "    axc.set_xlabel(l, ha='right', x=1)\n",
    "    axc.grid(axis='x')\n",
    "\n",
    "for l, axa, axb, axc, ax_tot, x in zip(['q', 'r', 'e'], [ax1a, ax2a, ax3a], \n",
    "                               [ax1b, ax2b, ax3b], [ax1c, ax2c, ax3c], \n",
    "                               [ax1_tot, ax2_tot, ax3_tot], [m, e, interaction]):\n",
    "    for column in [col for col in nc_2half.columns if l in col]:\n",
    "        #print(column)\n",
    "        ns = nc_2half[column].values # '%c_%d' % (l, i+1)\n",
    "        ss = ss_2half[column].values\n",
    "        tot = tot_2half[column].values\n",
    "                \n",
    "        axa.scatter(np.full_like(ns, x[l][int(column.split('_')[-1])-1]), ss, s=3, c='blue')\n",
    "\n",
    "        axb.scatter(np.full_like(ns, x[l][int(column.split('_')[-1])-1]), ns, s=3, c='blue')\n",
    "        \n",
    "        for col, bds in zip(['k', 'brown', 'pink', 'grey', 'b'], \n",
    "                              [(-np.inf, -2.25), (-2.25, -1.75), (-1.75, -0.5), (-0.5,np.inf), (-np.inf, np.inf)]):\n",
    "                axc.scatter(x[l][int(column.split('_')[-1])-1], sum(np.logical_and(bds[0] < ns, ns < bds[1])),\n",
    "                   c = col, s=5, marker='.')\n",
    "        \n",
    "        ax_tot.scatter([x[l][int(column.split('_')[-1])-1]], tot, c='b', s=3)\n",
    "\n",
    "    xx = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "    if axb.get_xscale() == 'log':\n",
    "        axb.imshow(xx, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], \n",
    "                   extent=(min(x[l])*0.5, max(x[l])*2, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "    else:\n",
    "        print(max(x[l])*1.2)\n",
    "        axb.imshow(xx, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], \n",
    "                   extent=(-max(x[l])*0.2, max(x[l])*1.2, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "    \n",
    "    axb.axhline(y=-0.5, c='pink')    \n",
    "    axb.axhline(y=-1.75, c='brown')\n",
    "    axb.axhline(y=-2.25, c='k')\n",
    "    axb.grid()\n",
    "    axa.grid()\n",
    "    axc.grid()\n",
    "    ax_tot.grid(axis='x')\n",
    "\n",
    "    ax_tot.axhline(y=4000, c='k')\n",
    "    \n",
    "    for ax in [axa, axb, ax_tot]:\n",
    "        ax.tick_params(axis='both', bottom=True, labelbottom=False)\n",
    "    if l != 'q':\n",
    "        for ax in [axa, axb, axc, ax_tot]:\n",
    "            ax.tick_params(axis='both', left=True, labelleft=False)\n",
    "    if l == 'r':\n",
    "        axc.set_xlim([-0.05, 0.25])\n",
    "    if l == 'q':\n",
    "        axc.set_xlim([-0.05, 0.25])\n",
    "    if l == 'e':\n",
    "        axc.set_xlim([-0.05, 0.65])\n",
    "    \n",
    "fig.align_labels()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "fig = plt.figure(figsize=(10,8))\n",
    "\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "l = 'r'\n",
    "x = e\n",
    "\n",
    "for column in [col for col in nc_2half.columns if 'r' in col]:\n",
    "    tot = tot_2half[column].values\n",
    "\n",
    "    ax.scatter(e[l][int(column.split('_')[-1])-1], - e[l][int(column.split('_')[-1])-1])       \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0HmacM4Peib1x+pyHdb6HQq+EXjy/5nncfjdRxijuHXxvq47vm9SXbyZ/Q4fo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\nSUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 655.512x350 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(0.9*fullwidth,3.5), tight_layout=True)\n",
    "\n",
    "gs = gridspec.GridSpec(2,2, hspace=0.35, wspace=0.1)\n",
    "\n",
    "for i, j, column in zip([0,1], [2,3], ['r_1', 'r_15']):\n",
    "    ts = pd.read_csv(folder + 'soi_%s.csv' % column)\n",
    "\n",
    "    ax_ts = fig.add_subplot(gs[i], sharey=ax_ts if i > 0 else None)\n",
    "    plot_timeseries_comparison([ts], fig=ax_ts, composition=['ts'])\n",
    "    \n",
    "    if i == 1:\n",
    "        ax_ts.set_ylabel('')\n",
    "        ax_ts.tick_params(axis='both', left=True, labelleft=False)\n",
    "    else:\n",
    "        ax_ts.set_xlabel('')\n",
    "    \n",
    "    ax_nc = fig.add_subplot(gs[j], sharey=ax_nc if i > 0 else None)\n",
    "\n",
    "    ax_nc.scatter(ss_2half[column].values, nc_2half[column].values, s=3, c='b')\n",
    "\n",
    "    x = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "    if ax_nc.get_xscale() == 'log':\n",
    "        ax_nc.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(0, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "    else:\n",
    "        ax_nc.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(-1, 20, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "\n",
    "    ax_nc.axhline(y=-0.5, c='pink')    \n",
    "    ax_nc.axhline(y=-1.75, c='brown')\n",
    "    ax_nc.axhline(y=-2.25, c='k')\n",
    "    \n",
    "    if i == 1:\n",
    "        ax_nc.set_ylabel('')\n",
    "        ax_nc.tick_params(axis='both', left=True, labelleft=False)\n",
    "    else:\n",
    "        ax_nc.set_ylabel('Slope power \\n spectral density')\n",
    "\n",
    "ax_nc.set_xlabel('Time', ha='right', x=1)\n",
    "ax_nc.set_xlabel('Mean abundance', ha='right', x=1)\n",
    "\n",
    "fig.align_labels()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 1 4\n",
      "1 1 4\n",
      "0 2 4\n",
      "1 2 4\n",
      "0 3 4\n",
      "1 3 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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BHXX0+bqPbd++9D9ZdHQRi44uorVvawBismOIyY7h6sirGRkx8sIPuM0w9VcT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\nGDWwJ4vU1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e74z0t349+KyHG+R2JK7phjjuHGG29MPl+yZEmOuY0xCZY7xfFSWC7BKS7d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\nRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x1000 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_timeseries_comparison([pd.read_csv(folder + 'soi_i_%d.csv' % i) for i in range(1,5)], \n",
    "                           composition=['ts', 'nc'], vertical=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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51kjcDwIue4nI54GFfDIb6D9U9fneDswYM3C0bxBuq9JxuT1EOiJIiI0iKtLB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\ndBKhsqYVlmgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "example_noise_fit(ax, pd.read_csv(folder + 'soi_c_1.csv').species_13) # species_13 is the most abudant\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zyHpvHg25uTgbzQD0uecuVcirqKi0ytVXX81vv/123PpXbfTHGEkU+fteOcEpderldL5s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TmXcV3R1jYiQ5dFyk6JRMEJ/F5pBcc6OyH3D8Dh9yPZ3w9PWSl0VYWUk5MRZjBfZ6K7B3I4xLq/\n2bUa24d3NsFfXU1q6C0evQjO4WA17HYePeWnoWRe6R59pKUF/Zs2w1WQD2deHpJ9fXtd3soJ4l7l\nPBI9PUh09yDa2sbGDi+KkCMR9BvqX4LTaVBzEAF5TdVISaRpMoh1dACmlcSQr5utRmWifQGyetpb\n25LOoklo1b829ENCy3vvG3/pJDuuaQDHoWPxEgCw6kP+DyLZ149PLrrYMsDcxcWY8+Tjg+x1YEDj\ny7qiYutzzzMiMrcNzQBNJFKyMceUyVmPS3ngnfk2knB7AXPFSrYqEMHpAicKaPp//4QSjWD0Ty+x\n3e7j886HIycHRz328JDOrSkKPr/qGtvGoTnP/tUSj06/5h6jkslbUWH7fRofehhaIo7KE0+Aq6gw\npfnr9VmYHK0c/gJ4p5PRHtOEd87oess+O//2Knb+7VVIwSBm3H0Xyanspfg4Jwp7JYay/Jc3ItFD\nZB7dpaRCRvR5EWtrw5e/uoltN/k3tyK3vh47/vYq214Oh9n3b//0MwgOBxxG6afgcQNDmHCIQSfq\nUNSxlHJz4drL8RfZ1WRhreT5Q2d+/+vr6KknnzdhAjqXkdpg0TDuDVdeDod/71u9DyfI4TCg6xhx\nyg+QN348mv/1L3StXLXnHQ8AaOhGUxUokQikvCBGX/ITuG3K2fLGjcOkW29mRiMwCD9R4YzpmHz7\nrRk8PHsLT1kZpvzudghOV9ZQkeCUMHXh77D2zrtZDXg2yP39Qz63JstZu0PVeBx6ltDN2OuvRbSp\nGQDgr7F+f1/VcEz+za1YseAWdq3FR83G1meeg+jzwV1chIrjjoOvqgoczyF3dEqAmuN5TF34W3xB\nWR3HjsH0P/4fm5Qn3XYzoBP++7ZFH6Hzi2VQoqTcMacuOx+NHfY2dJNatYOV3I4874coNqqIYu3t\n2PTYE+w7y6EQBLcbw75zErY89xxc+fmYdsfvkejthaYo+OpPf4a3shKB2lq0NjZmnjANHM/DW1HO\n8gqxjo49SmXawWzkHYHAQVW7S8d/fR09HTCeslLmtPLGksxMkPS/ClrlklNXh8JpU9Gzbh30ZQdP\nm9IMc+hG1zSILjfyJ0+y3ZYTeATHNNh+lnlcwdJMtT8wE7Rlg7+qCg6/L4NeYH8wWHyZEvTZTT7u\nwkK4zVq+JnAch9z6evCig+UUeEEAeA45deRZEJwS8idOsN3fV1lpOZZZ0SnYkPpt+jdvJp68cT/M\ndNZDgV011mAw05u4jbJch9/HxlK4iWj60t9HUxSIbjdGnPoDbH76aRTNmmlxCrY++9z/b+87w+wo\nznTf6nPOzJmkGY3CaNAozCiAJCRAV4AAI7B9EcJcgjDwEM16MSwYdpeLcbjLekFe32ft9dqAABPk\nxWGdMFySQODFGEwSGqQBZGUURxKSJkgaTZ45p+v+6K46HarjSd2jfp8HdKZjVXXVV1+99QXP1Eus\ntBRg4eglKeuNWSmRKGg2utAT2JlsRxqKRqW9ihGfJGjgA15tC2atkLuNJWtoqRsqy6HeL3Gy8vAK\nu2dRWQZNpX2HspUMG5XUYtLwC26KyUJVeHw2icddUzc0LfM8q+xeq/KwNqWplLJZS6lwwiTZfkuB\nv45nFDjDVHhHngq2hFJirXObSuX/kaDnDi7MwkKKx5VQA1luZLqBlrqBLFtGGwwDshYOBtgK+lTa\nUqN3A2NZZVXw5QrcQkf1YfH6bC8avbGdhLGODIKetR2VZSXNpNE6KREHTWWxOiPEHETRAWbFSv/3\nAw88gDlz5uDkk0/GtddeiwFDQLZsEd6Rp4LZUkvJSKMXwaTRMxv0HNIQVuA26GkZVKbckiOMMGrJ\n2cLuWUpsFf/C2bj6yJ9GP6D72/397jl6YzvZafTUqNGrfdx4T7arM2PYYlcwXq/5c//+/Vi+fDnW\nrl2LDRs2IJ1O4/e//73v8okQekHPlnWxsjLTcijS6DWeqCpfzrXsAtiF81yg6RQojagbLew1+lTW\nGj0NtEYvCJ1sAVcavaFPs7YzKjn8+njClKDFG0gOqBf9A1KpFPr7+5FKpdDX14cTTrCO4+MH4R15\nKthOdlyTy5OFnY00+oyDC6duEgI3+TyBO0yl0gp1E2IvZScHHa8wxY3X5J/NiUbPcpOqHHeQNHoS\ni7kOgSAbKBY3Gr08rLQdT85iMFNVqJtsOHrieY/L7vqJEyfinnvuweTJk1FfX4/q6mosXrzYf/kE\nCLUkpJQqGj0h6Nq6DWnmEci8YuPeHDlGIlgiZTYYmMPJkU2bMOGcc/L6bjYoW19+Bf3t7brJOGyQ\n4nEMHj6CbU/9gh8be/oCQJbRsa6FH9v21C9Qf/4iXZo8I9KDQ9j+X7/RHYslk9y0tPXFl3Bs+3aM\nXeAvmT2Jx9D2/mqsT6V4ir58aPQslLLXZ0vxGOTBQRzZtIk/p6yuDlOXXm66tnNti+Fea46+fU0z\nBo8cxZH161EzezZP/2d00JPicQy0t2Pz409geP5pGDp2DCWjRmHTY4+je+dOx/KnB4dAqQwpnoDk\nIGOqmpow+/bbTNTNcHc335DuSafw4osvYteuXaipqcFVV12FX//617jhhhscy+IWobajHzpylHuW\n7X/9T5yvLxlVrcSLDrEGmSukVVttFve9Sg39eujd9/Iu6Mvr61FaW4tDqkAIc+7eUTNmoPOjj3Hw\nL28DUEIF9O7bD5pKoWvLFn7dvldfQ3pgALO+LnasAoBjn36KI3/dAAComTMbffv3Y8J5i9D64koA\nQNtqJVKkX0Wl5qST0Nu6Fx3NHyJWXobEqCpUTZ3q6t6JFy62zAzGUDmpASU1NejZ06p4WY/zFkGU\nTYKtL66EnE7h0HvvAwAallxoUgYOvq209+h5c9HbulcYUlhKJDBqxnR079zFPXtHzZiGQTV/rVHI\n1sw6CR0ffYT9b7yB2lknYaCjwzLXsAhEkkBTshp8z+U3MpRBHh6GnFK81f/03ntobGzEONVs9oor\nrsD7778/cgR9tnb0zHJEltOIqQ3ZsHgxKibUY99rf8xZOUMNtY2YoK856SRUNDQUxOqmvH4CFj78\nEP5y/Y3KARJepnDSxRdh0sUX8b9b/uV+zqXXnDyHx9d///Y7HS1KGHfMPDkZpt+oDOzmb3wTPXta\nfWe1OvHWr2H/f78OAFj40IOeEsOfeMvNjtdUNTXhcz97wlfZAGD8WQtRNX0aaFrWceWifQsqy6g9\nZR5O/e69ls8jhGDBv/1f7H7+Bez8ze8AANNuuB6H168HAJRP1PPdU5cuxVQ1J+v65mZOl8+28HoW\nYaC9A8M9PahqnOrqeibnk+PHY6CtHSQe45NvU0cHPvjhD9HX14eysjK88cYbWOBzNWeF8I48QDdL\nMs6PJUOOaBsFGccZbQCrWMGiMWq/Q5g3Y40gqncnTad06RDBwnDYgE0EVknNeQ7WHKQvdK1xFhgs\nXInW+kbUJ5Wgae70UW17EUL4hq9j8ng/NvGebenVNISCZCVnnnkmrrzySsyfPx9z586FLMu49dZb\nvZfJBiHn6NW0gSB8cEmJBGhadv64xwkonwAzg0DyGQ/cD7TCfeQJelmXHBtw5zXJv4mFIOchdnPA\nq2ebTzdfIJIEyLJu9SOyxJFTaddKm7E9RX1fcJdnm3jlNpsM3yKwPmHBJi9btgzLli3zXg6XCPfI\n07YzE/TxOGg65Tl06kgFTacBQvQC16MLejZgiZoBmENJhxiK5UhK7WsGTdKlRm8t6JkpbPZ9OKgr\nW6bRaz1kZUF+ASX5uMtwwob2lNXVgi0F5lFea2/05RxbpH3DUEtDbZCgjEav2Oi6Xe6NdMiplKmj\ns4QghQLXUEeQRi/ZaPROgl520DSZgM9FH/bL8+cdhIBSWZc8RkjdpNKuzTeN7cW85t1QN17NJRV5\n7eE+fp3vmSUrhHrk6ZZ9XNCXqLxeQDt4gUHT5oFCYu5jjeQCXNCPICsoxtHLxr7mhqNP2WuaTGDl\ngqMP6jjg1E3KnrrxMpaNKyDeznarGt990tt9bEIo1hAItaDX8cyMr4/HzYPvOIZooEgxyVeGH7/I\nUDeh7m46MPqLGjb+mQCzA9M0rfqoxDX6HAj6gE6uGepGm/YwO0FvVGhkB4pM/yKPWrbf9IIRdeMd\nOu9CFqI4kVC02EjQA7Cibrxl+MkWzPJjJFE3ShvKpo1/N9QNm2St+igxhKsYieBWN5rk4iLzSi9K\nm9VmrB11Q3wLbPYSr9RNcRDqkScSVrESRdAHdROq0BBTN/6SM/sFs/wIqnbpByQmaTZj9ZZF7jdj\nrcwrVY1+JPdhJuhTaZ7dS0zdpFybiJoEvRvqhl3r6g2ad7HUpR7v02cGLxxCvWN58J13AQCyLGeC\nd8UTOLz+r6iYOFF4T6q3DwfefptrD/GyMpzw+fN9a0/tzR+i79Ah03ESi2HCuZ9DieqodGj1aiTH\njEX1TPfJUIaOHUNHSwvqzz3Xdfna161D32cH+N/du/cIqJsYBo8exZ6VL7suixUSFeWoP/98W219\nJFI3UiyOdF+/EmdfK7BVAXbo3fcw3N2D2tNOQbkmdeJg52Ec3bQZgI1VDWH5Wv31yZ59+/jv4e5u\nHHjnXcsVXOXkSRhzijgRiR90796Nw6rXrxY1M2fqPKNT/f0YOtqFoWPHEEuWIt3fjwPvvIOu7dsB\nKHF0SiqrIA8O8XagsowDb72F5PjxqD35ZNM7tP287YM16PzkE9NxM5S2Hu7qsu2ficpKvcKk6izp\nvj6kAIBSJCorLccB37SlFAAFTaeVHLR9fYiVleGRxx7DihUrQCnFLbfcgrvuusumzN4R6hAIHS1K\nHAw5NcwFfayiHPLgINID/cJ7Drz9NjYuf1h3rKJhos5D0S3k4WGsW/Y9S05WHhzA1KVLMdzdjY++\n932AECxZ5V64bvv5L7DvtT+ifMIEV+WjlKLl/u+ZrBdGnzxH93eyrg6D76/G5p8+5rosdqicMgWj\nDGntdO8bPw4D7e1IjvXmKh9kJMeN40G9tCEAiCShb/9n2PjgcgBA3aJzMecf7uTnW19+BW2rP0Ci\nqsoyn3FZ3XjTc71g21M/h5xOIVZSiv1/egNbnlxheW2ishJffOZpX+8RYcuTK9ApSFVZ1dSEcx7N\njLvuXbuQ6u1Fqr8fdWefhbYP1mDP8y/w8yUVmRSgSTWrVPeuXVj/ox8DAJa8+orpHckxSsL7UTNn\nouV7/wpQinhlBeLl5ZblZZPtQEenbb1oKo3k2EyOWBY/p1+NJQUo316bh1f/AOWfVH9GLg11dWGo\nqws7OjqwYsUKNDc3o6SkBEuWLMHFF1+MGTnMkBfqEAizbrsNLd+9D4lkGeR0Cc78yX/wRMZTrlgq\nvCetxvH43Ion0Nu6Fx/96/f5Ma+QU0pCjWnXXYspl1yiOT6Mt268CelB5blptpfgkafrVXODug2p\nqiyFU2i8+io0Ls3UP65J7gwAJ93yNUy7+mpPZRGhc/16fPJvP3Bsv1O/ey9SvX2eU84FGZMvvxT1\nX/w8CCE8vASgDPb0YCZphDFuDE0NI15RgbMf/6kw+TeguO9PWXq5tdBwQHpwCKmBAZSOH8+/zfm/\n+qUpAcf23/4W+9SE7blCenAIo0+eg9PuzYQs2LB8Oe/LHGpqyUVP/ScS1aOQ7u/nOXQ3PfY4Dq9r\nwfSbbkT9+efx9nXqZ1VNTVj0q58jPTiIN6+7ATNu+gqmLr3cNmVfrLQUVdOabMdm967dpvOJinKk\nKqsw3NPNj9mbWmY0eipTkFgmAuaWrVuxcOFClKsT0nnnnYfnn38e3/rWt2zr6wWhpm4YLQJCQAhB\naW0t1+QtvQrVnf3SmppM0mEfiX6BjElnvKICJTWZRL9smcy5Wp/P58+jLu9n2bbKy3XlMYIQYnve\nLXjidYf6SfE4SqrdB40KAwghwkBYSsArrSWJvm2UBCwSYqXWwocQ4lvIA+B9HFTmq82S2tGmzd9Y\nWVnOYx5RWUYsqe9/sdJS83soAAJ+Xby8HCjPXK8cq9BNom7GUby8nE8I8YoK/iw7OBpuEAi9Z03U\nm52gF51Sr58zezbu+/730dnZibKyMqxatSrnsW5CLeiNM6gUk5Bi9vRWXBkzbZMkzqf57ezsPhMv\nZyCI+UQAABzASURBVHhu1oPJ5UTBzNMKZd2SbfuNSEiSfgVmahvq1QTbM7T9zrKPwt3GsWcIcgMr\n79HvEVBQEGrREGyPwmgX77KsdnW2w9afPaVo7wak+/tB4jFICf3kLKeGdZO6lEiYNtirGqfixK/9\nLYSSXj0066ST8O1vfxsXXHABKisrccoppyCe41wa4d4dM86gkpTZdLIS9HLGtpYLKp+mhlau7IQQ\nXVmyNWUUuYaLy+Ovg/sF3yQroKlm0EEkonfkM7YNBfIt6Vk/UOz803zFawSJxRSnpRya/tG0OWQB\niwukv9D6nayoxue47WdOISaKAWr6of/j5ptvRktLC95++23U1tbmlJ8Hwq7RG2ZJIsW4BmW5+63V\n6GOZ3Xxf73epLRVcoy9QB2caV6TRZ2ASTkbqhtK8O82wfsA0eksPXM2KLFd9RvQs4cpBpW6EUMvl\n1JZ2ZRDd7wRF8zbj2I4dSFSNQpm6Kcww0HkYQ0eP8L+TY8eipNqCEuUTG9Ucyvxua2vD+PHj0dra\niueeew6rV6/2VHYnhFrQs3yxDCSW6VBWHVfbCbKmHmw0aKYtKc/PTuPNdwf3i4i6McNZONG8+xNw\nBSMtCzVsBn48LQO5FPQCKtNE3VAKYmFQzmzU/Qp6u3HpHwKO3vgZvS6MNNd/+ctfRmdnJxKJBB59\n9FGMVjOD5QrhFvQmjV5ypC+01E621INso0ETSeIu2KZlq0e4FvTpQnP0EXVjgoluMG/G5l+jzygY\nQsGrIrOiTQNICK/x/O502sStS1bUjZVg5By9wQFKMw4otZ4wnZS93EH/fttwxyaqShvcjOCdd97J\nZcFMCDVHT40avWaJaCno1Y5PNKF786LRa2KeZK3Ru+UmI42+6NC2vZRICDX6vG/GahQMmrYR9HyP\nKnffz61Gr4hFC42ek/SGO7TjwKbP5V7hsdo0Nr7YwxO1iUsK4DAeakEv1OhZB7AR9JwDzCdHH4tl\nzdEzDs8zdVMwjj679huJ0MX9j8eF3LQoy1Auwd9piCVjRGaizt2KTPQ+7UqbX2er0Zt+qM82hyUX\nlyHHCo9lZGEPkp5T9BktvpDhb0It6LlGz1pMY+li5V6uDXiWL6sb9uxcWd0El7rJrv1GIvQafdws\nRCnNewIWJlTldNpeo8/DRC16n3a/KnMhtba8sdLotYLeps/lxyhBUFZPcp5mLiHs3sJJ+lALem1D\nMTrGDXXDtf0srUbybXXDlrDeNfoCfdbI6sYMraCPJ0wCTlmlFVijd6JucinoLe3oRe0gRoZ7N2r0\n5vwTVmVg73UDZ/NS8fcyH3XrMKVKeqr92x7ZmsCGW9BrOXr2Ud1w9Cw6YNYOU9YatHa5mjV145Gj\nL1TwsIijN8OZuimA1U1ab15p1R/ysSKjctr0Pu3qNnOhdXYmK/mnpX9sBb2HlW0ymURnZ6ejIBUz\nN8YCunsCYRo9S0biUEZKKTo7O5FMimMjuUGorW60H8e4DLWM/CfLmbC5seysRuw4cYWjLw51U6hY\n/Nm230iEmboRUBaF8oxl1I1DEvJcUzfG/qfdr8qU0Zq6IcTe2VF5jx11436vqqGhAfv27UN7e7vl\nNQMdHZBKSlBy+LDueKq/H6meHv537MgRJNrMkWwBJWpuqq8Xsc5OJRieJIEQJQFQoqfHNh4PoExI\nDQ0NjvWxQqgFvbajGLVLq9lc1ph/Za3R22gOVhq9nbmb6Rk+qZtIoy8ejFY3sjY5Dphel2dJrwuB\nUGjqRqzRs/fwsthx9Jk79X/mYTM2kUigsbHR9pq3bvoqaufNxaxv3K07vv/1P2HrE5nIoJMvuwTT\nb7xB+IydTz+D3c88i7ovnI/2N99CsnYMYqWl6PvsM5z63XtRO2uWY1mzQagF/XC3EjmOyjLvNEc2\nbAQg/shyOo19r76GUtUZgV2z95VV6Fi7DgBQOqYWc+68A0SS0LamGXtXvcrvT1RWYM7f34mYuoQ6\nunWbckLEiUsSDq9fj3X3LcNQVxc/vPuFF9FoiKxJKcXmnz6G/raMVtHe3Mx/t65ciZ7duzHr9ttM\ny35KKTY//gT6Dx5Cqq/Xsu75AHvPnhdfQtvqD/jx5NixmH3H7SMqo5RraL4PicfRt3sPNj/2OMrr\n6zHl8svQ99lnGDp6BOvuWya+XSJovPJKjJ4z29Nrh3t7semRR9G1dZuuvx3+ZD1iZeIlP1N4Njz4\nkGXIZK9I9/ULOXoAaLl/GUA0gh7A+h/8CFOuuAyQKfa88BIoldGzpxUAsOM3v0XX1q2Yfv11OLpl\nC/a8lAnxveGh5Zhz5x3Y+cyz6D+o16KHu48pP3K0V0UkIpyUjPXcu+o1fPbGm+pJoHTsOEiJOPoP\nHoQ8MAgAaF/TrPrwSBjo6ODX5huhjkffu28//x2vUELxDqtLqWRdnel61rAsIl6iogJ1Z5+F/rY2\nDB7uxFDXMbQ3N2P6DdcjWVuLz/78Jjo/+giVUyZjuKcX/QcPYsrll6FajUMxoC73qqZONb2rftG5\naP/wQwweVuJck3gcNJXC3lWvmgR9qqcHrS+/gtIxY1A6ugbDPb2688PdPWhd+TJm3nQT4hX62Nrp\ngQG0vrSS3zt6zhyMarKODZ9LlNTUYNyZZ2Cws5PXc+hol9KGN16P0pqagpQjSBhz2qno3rETiVGj\nIA8rURQPqIOfCfr04BBvLyOO7diJ8hNO8Czou3fuwoG3/gIAKB0zBhMWnYujGzeBymmMO/104T3V\nM09EzexZSlz43l7hNV5RNW0axs6frztWO28eqk+cicEjmXABZSfUI15Sio61a1ExaSJoWkbHunWo\napyKWGkpJFXb3f38Xky//jq0fbAG3Tt3oqyuDrGyJNrXNKPj7LN1fV+L0XPnonLy5JzUiRBx8LdR\nM2egcsoUdO3YjniyDKCU5yigqRSoTCElYkgd61aCopUlUTKqCqPPWoiSqiplEk4mUTFpUk7KaYdQ\nx6PXNn7jVV9mD0XZhDrERVqMen3jVVcCUDi80777z/z03lWvYuPDj2RmbyqjbMIEnP3wcrQ1N6Pl\nvmX6DRdKEUsmkRwzBkbM+MqNmPGVG3XHPv7BD3Fs+w5zPdT3NV11JaZcdina1jSj5f5lqD5xJs56\n8AHsfv55bHnyZ2IHE3VDeuoVS00TSL4hxWL4H/ffpzvW+vIr2PToT10sy0cmxp1xOsadoQjW7b/+\nLY5u3KS/gAKxkhKc/fBy4f2vX3GlLwsLbSjrKZdegqarr3K8p6JhIhb++D88v8srRs+ZjbMefEB4\n7q3rblBZHBmx0lKc/u8/4Oc2P7kC+9V4+VSWIZWU4LxfPIWePa1497bb+fjPe9+30OgrJ03CrL//\nOt67/Q7M/cbdmHDu5/i5N6+5Hg2LL0DFpAZsWv4IznzgJyivn6C7f9r11+WvzAaEem0tHBCUZpaH\nFtcTKztmbrnDHJUoX56xDSLtgPIaoIoQSSwAmfUQf5fhmaw+Aq2ClScw+VgZH3ucCnotxN/Evs8o\nHtU+2k4271eFAkQCqKyU3zAuCckk59BZK6nX8T2yvPd9YvLC5+A+PIayS0rZHWVOgRCiHiGAzhkl\ns3Fp+eHZx7KYCPjmJxPmVM4MSvahtB9cMxG4AZGIcAloEtaCDq9cZ+5s/FhABjevQ7RBK3SMcpr/\nFOHmve109wRl0ncBxfeFqrFrBNy+1hfFqHQ5hCTPWRklS9fYzMavUaawCYyHOYgEvW9YavQWs6ej\n9ivpBSqllM/EYo3eZlIRwUKjNwprU6cxrDR0kIOl0RPJelI63iA2E3Qwr5QsVn1O0Gn0wegLrsBo\nEa1SxaDR6GkRNXorjp6VCzC3OZ/ArCaCAiPUgl4n+NR2totqZ6RIjCAGikRZHUi65+veSaknbUJZ\nzgk6jFFYEyuNXrQaCMbSkIPYTErHG0T90MEzVuvd7QX6vhGQvuACBMqYUGhSgaDnXr4ZyouPB6bR\n51vJseDoebkAM0tA2ARWuMBldgi1oBcOCFm24ejttV+TNqpZHWQ0+swHt6WJhC8gQgFoFNamZ9rx\n3qwNiqwxMNhNSscbRJOvYwQEO6FiB5GXeBggqWNCsLdGSKYtdKtnQzC2wmj0FtSNhUxhFBy7L9Lo\ns4Ao6p6WbhGcVP61Om/QRqms4Q0lgQDzGKCKSJKFsDZoBRYcvXgzluqvKTbsaKbjDZbfxE6j95fH\nVeclHpS+4AKESOqmpVlp0o0Xzeo5o9EXyEGQEIVaEkG2kCl8ApPF5wuMUAt6iDq3jSWME19mtxlL\nBJSEjtpxA0JcWc6YN6VseG8HOqrQiDT6DIR9g1J7poH41Og17R0YGs8NVCFKBVY32vGiXT2zdpUL\nxdFLRDz2oB27xtUIm8CCoYgFQzr4hChhgk4LN55z4rO55pzR6E28oFGj92heaa/RG6xujNGdhLQP\n62iui5Ff2FgIHXcQ9jM3HL0PO3rdflV4hrViiaZQN8Y4/URLWWpXz2x48BAkee78dpOvcezq7pEd\nLf0KhfD0CAGEG1BUtl4mOZlXGukZKmc6kcC8Umtn7waO5pWG/QAOEW3E7w1GR2KIzCszEGpxTjLc\nasPeAdp7iq09eoJqiUZF41bTl3SrZ2OMnjz3fXuOXqyxswnMOLaLhWBIB58QNb5tLkkn80oeh0P7\nLGuHKSfnF/PzxZqBSVibOHp9fBDDzeo1ARnckr4Nj2dYm1fac/S+2i6km7Hcb0CwEtf5j2hWz0Zl\nIu99346jt9r3Y6bUkR19DiDSjmVrz1jLjRMVRnpGl8jZUqP3uhnrbF5pXsJGHH0oYWF148zRHz+b\nsWzTUuhlrtnYF3mpywV0mHK2ujFPUpHVTY6g9wZkB2XLgcSvd3CY4sJTQ92IzCuVAellUNmbV/IO\na3ykjW168EIgaDbFj3v44Ogla5rAFlqlJ0SbsXzfSpZNSpNWaaACL/WChUBgXq4iRFY3+YdwM9Ym\n1g0cZlcjPaNbHXABpo2J7Y2jh9XuPS+Xu5WGFtRq6Vgk8DaMOHrxas/Jjt53CAStRh+iYa1a1ojG\nrXEz1uhnkgmBUAirG/G5DEcfWd3kD9rW11jMWNEpLPqjUwgEsUavdi4tdSNy27aB1gFEVy7jrM89\nZFm53IRACManjEIgaCDIHaCesL7Fr8NUSM0ruemiaG/NaTOWa/T57vvWdJpp7PJbVNPQyOome4iD\nfNkIX0eO3lqjz2gXevNK7xy9nUbv0r5fgygEQnBh+p4yBRxi3fh2mAqpeSW3upHNVjc6pUHnpc40\n+sJYtNhx9Far8Uz0ysjqJmsIG18QBS9zykH7FYRAyHwg0WZsjh2mrPhtO947IBoDQ7QZq4Fk1Ohl\nlbqxGfQ+NXrhflUIoOw9y2KNHlqNXsN5GUIg5L3CVuHFYSdTiN7qpsgfJRjSwS80QpNZqgg97Pj1\n7jR67jCli68hoCTyFQLBolyuQhwXG6JwzscpTN+Erb4cQyD42YwNMUfPuGyLqK1UjW5ZXI7e22Ys\n85mhDjKnUAhRjzBD2Pg2oYOtNk4YTNqolroROALZeeFavMBX8hB35pXBEPRif4PjFIa+weKuO23G\nZm1eGZC+4AYZqxszDUo0+27asWaMR5/3ic2PRs+jVwZDEQu1oIdouUphqRlbbpwwGLRRXYA0pl1o\nvVl8bMaKY+gb3m+60Y15ZUA+ZaTRc5gELu+v9puxvjR6nWFCQPqCG3CqymxHzxUcqOcNXuqFCoHg\nhqMXOTkqHD0/kL8CukCIeoQZYs9Ysz0uh6MZo0EbpSKN3r/DFEsqYRT2TsLalvcOrEYfCXqx1Y1N\nvgQAtjbbNgirwxRTfoSrY01+CL1Gr9SPO0wVxOrGSqO3YAl4QhVlAiv2Nwm1oBcOCLvolS43Y3Uc\nvZPDlIdOpouwqYWTsLbRkoOq0UfUTcZSi0Omjnb0dpESbRFShykQKeNYZOkwRfWrZykzAWivy18R\nbTh6C5aAT2Bes9DlCfFcP5AQUgHgpwCGALxFKf1Nrt/BoDcpy2zGWgo9t+aVjEsRhkDQcPTU27JR\n6wCivct570BAG/GboS9fkWEbl+d4g1Gj5x/LSaP3Y3UTzs1YJkSFMapMIRAMm7GyAxWbs0ISSyoy\nE8rGaEevTmB2xiEFhKseQQh5ihDSRgjZYDi+hBCylRCynRDyHfXwFQCepZTeAuDSHJdXD5G9sU30\nSn8avTGomX+NXusAIirXSNDoRRTX8QrT4HdjR++Xow+tRq9a3QhiVOkoS+NYk6SCbcZaxqgCMu1u\nWL3pJ7Dij023JfgFgCXaA4SQGIBHAVwEYDaAawkhswE0ANirXmZOAZVDaDVc7TLPOWeslUavpx2E\nQc1MIRC8aPQW1jMeQzOI7w3I4I48YzMwDH5mR2/3rUhOOPriCxa34Oakor01TV8yZo4jhEBOF0aj\nVzzaxecsQxxorW4CMDZdUTeU0rcJIVMNh88AsJ1SuhMACCG/B3AZgH1QhP3HyPMeQNeWbfz3zqf/\ngL0rX0HfwYMoP+EE4fXta9dCLavwPBsgG5c/gnhZGfoPHUL1jOm6ez791a+x+7kXAAD9hw6hato0\nDyVWntHT2orq6cpzW19+BTufeUZ7GkSKAQCkRIlyQO3I63/0Y8STSd0TUwMDrPAeypE/sDbc8NBD\niCfLMNTVhZLqavG18Rjm3HknamadpDt+eP1fsfnxJ0DTaYw9fQGObNyEdF9f1mWTShKY961vonLS\nJN3xHU//AQf+/GbWz5986SWYfPGX+N/GftZ89zfV72Sn0hMc3bwF7/7d7Z7ePdR9TPMMT7cWFxJB\n15bNoBSoamzUnWJ9ae0//TMGDx9G5ZQp2pPo2qaMfzu/hJyASOjZu1f4TYZ7e3l5dLcQCUc3bULX\ntk8DMTaz4egnIqO5A4qAPxPAcgCPEEIuBrDS6mZCyK0AbgWAyZMn+ypAecNEdG/7FBTAQHsHqhZM\nQXnDRJzwhc8Lr5eHhwEAFRMbhOcrp0xGw4WL+cermDwJEy+4AABQWluLyZdegsHDh/n1FZMnoe6c\ns12Xt6JBeW/vvn1c0HesW4dUbx8mLr4Ao5qaAACjZkzHtOuuxaSLlEVU9bTpmHjBBUj1i4XdmFNO\nwSh1Qio2KhunYuLiC5Dq60N784eQh4YglZageuZM3XU0lULbB2twdOtWk6A/smkTunftQqKqCnte\neBE0ncboOXNQMrrGd7lSff3obGlB985dJkHf3tyMoa4ujJ57su/nd7Z8hI51LTpBXzN7FiYsOheD\nR44gXlGBYzt2gKbTmLhkseVzJv+vi3Hw3Xc9v78CQP+Bg6hqakT1iSf6qUJR0LDkQrQ3fwgAGL/w\nTN252lPm4YQvfB7poSFUNTWi7qyz+Lnp112LYzt3Il5WjlEzZ+S3jBcutp08S6qrUVZXp7/nS0t4\nvaqaGkW3FRTZCHpR1SmltBfAV51uppQ+CeBJAFiwYIGvdf74M05H746d3Mxq5q1fQ9m4cXYvRdmE\nOkglCeHpWDKJk+/6R+E5IkmYffttforJUTF5kukYpRRldXWY+7/vyryLEMy48Qb+d7yiHHPvvst0\nbxARTyZ5Xd76yt9goL0dtfPmYd437tZdN9zdjTeuvkb8EHU5XDGpAV1btgIApl13LcbOP813uXpa\nW621ZEpR1dSI0+79J9/Pf+/rd5qOlY4ejdn/kDm+8eFHMXjkCKYuvdzyOfXnLUL9eYt8lyNsmLDo\nXExYdK7wXNm4cZj3zXuE56Zda9F38oBxpy/AuNMXeLrHrl7FQDbUyj4AWsnVAOCz7IrjER55YIVP\nK/4ySoeIyrZFIZqncNsJ1qa/ESLkE9kI+g8BzCCENBJCSgBcA+Cl3BTLH9xwdYHZtNQgiGXKJfzX\nT+OokvcmKtA3GNmfOkJA4da88ncAVgM4kRCyjxByM6U0BeBOAH8EsBnAHyilG728nBByCSHkya6u\nLq/lBiDQxJwGUSC1Z4fYJyMC3iqos2RwEQgsazjm98vVawLZASMcB3BrdXOtxfFVAFb5fTmldCWA\nlQsWLLjF5wO83hC8pXOBhExR4bV6Ii0+r21EC/MJKM2/hUiECAKEx+DWDdyM1micRSgmRvqkHiGQ\nCLegN2j0TtpSEJfOSpFG9uDPiqMX/Mw5KCIBHGFEI9yC3ivpHkih6hDNcCTAY/34hKy9L49tVDBr\nrOOBposQSBRV0Ge7GWt+oKt35uZduUQAixQE6OR8nhspiN0iQoRcgQSBziCEtAPY4/P2sQA6clic\nYiKqS/AwUuoBRHUJKrKpyxRKqY2XqIJACPpsQAhZSyn15rYWUER1CR5GSj2AqC5BRSHqEnKOPkKE\nCBEiOCES9BEiRIgwwjESBP2TxS5ADhHVJXgYKfUAoroEFXmvS+g5+ggRIkSIYI+RoNFHiBAhQgQb\nhFrQW+SsDSwIIbsJIX8lhHxMCFmrHqslhLxOCPlU/Xe0epwQQpardVtPCJlf5LKb8gb7KTsh5Cb1\n+k8JITcFqC73E0L2q9/mY0LIlzTn/o9al62EkAs1x4va/wghkwghbxJCNhNCNhJC/lE9HrrvYlOX\nMH6XJCGkmRDyiVqXZerxRkLIGrWNnyZK1F8QQkrVv7er56c61dEzWD7GsP0HIAZgB4AmACUAPgEw\nu9jlcijzbgBjDcf+HcB31N/fAfBD9feXALwKxZ1qIYA1RS77IgDzAWzwW3YAtQB2qv+OVn+PDkhd\n7gdwj+Da2WrfKgXQqPa5WBD6H4B6APPV31UAtqnlDd13salLGL8LAVCp/k4AWKO29x8AXKMefxzA\n7ervrwN4XP19DYCn7erop0xh1uh5zlpK6RAAlrM2bLgMwC/V378EcLnm+K+ogg8A1BBC6otRQEDJ\nGwzgsOGw17JfCOB1SulhSukRAK/DkHS+ELCoixUuA/B7SukgpXQXgO1Q+l7R+x+l9ACltEX93Q0l\nXPhEhPC72NTFCkH+LpRS2qP+mVD/owC+AOBZ9bjxu7Dv9SyALxJCCKzr6BlhFvSinLV2HSMIoAD+\nmxCyjig5cwGgjlJ6AFA6O4Dx6vEw1M9r2YNepztVSuMpRncgJHVRl/unQdEeQ/1dDHUBQvhdCCEx\nQsjHANqgTJw7ABylSh4PY7l4mdXzXQDGIId1CbOgF+asLXgpvOEcSul8ABcBuIMQYpccNIz1Y7Aq\ne5Dr9BiAaQBOBXAAwI/V44GvCyGkEsD/A3AXpfSY3aWCY0GvSyi/C6U0TSk9FUqK1TMAzBJdpv6b\n97qEWdAXP2etR1BKP1P/bQPwPJQOcIhRMuq/berlYaif17IHtk6U0kPq4JQBrEBmiRzouhBCElAE\n428opc+ph0P5XUR1Cet3YaCUHgXwFhSOvoYQwpI9acvFy6yer4ZCLeasLmEW9IHLWWsHQkgFIaSK\n/QawGMAGKGVmVg43AXhR/f0SgK+olhILAXSx5XiA4LXsfwSwmBAyWl2CL1aPFR2G/Y+lUL4NoNTl\nGtUyohHADADNCED/U3nc/wSwmVL6E82p0H0Xq7qE9LuMI4TUqL/LAPxPKHsObwK4Ur3M+F3Y97oS\nwJ+pshtrVUfvKORudK7/g2JFsA0K/3VvscvjUNYmKDvonwDYyMoLhYt7A8Cn6r+1NLNz/6hat78C\nWFDk8v8OytJ5GIqmcbOfsgP4WyibStsBfDVAdfkvtazr1QFWr7n+XrUuWwFcFJT+B+BzUJby6wF8\nrP73pTB+F5u6hPG7zAPwkVrmDQD+RT3eBEVQbwfwDIBS9XhS/Xu7er7JqY5e/4s8YyNEiBBhhCPM\n1E2ECBEiRHCBSNBHiBAhwghHJOgjRIgQYYQjEvQRIkSIMMIRCfoIESJEGOGIBH2ECBEijHBEgj5C\nhAgRRjgiQR8hQoQIIxz/HxrgVNP5ghFcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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YcVtxO2kBwOCrG3DoxZcxvn0HDjy4DtFtO5DJbrwCAPH93Yjt2o2eB4pfEmn8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\nEAQzTjT0QRAEM0409EEQBDPOZ/iEmuXXUrg5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsi = 'r_1'\n",
    "\n",
    "ts = pd.read_csv(folder + 'soi_%s.csv' % tsi)\n",
    "\n",
    "for i in range(1,10):\n",
    "    c = noise_cmap((nc.loc['species_%d' % i, tsi] + 3)/3)\n",
    "    plt.plot(ts['time'], ts['species_%d' % i], c=c, label=i)\n",
    "plt.legend()\n",
    "plt.yscale('log')\n",
    "plt.show()\n",
    "\n",
    "tsi = 'r_20'\n",
    "\n",
    "ts = pd.read_csv(folder + 'soi_%s.csv' % tsi)\n",
    "\n",
    "for i in range(1,10):\n",
    "    c = noise_cmap((nc.loc['species_%d' % i, tsi] + 3)/3)\n",
    "    plt.plot(ts['time'], ts['species_%d' % i], c=c, label=i)\n",
    "plt.legend()\n",
    "plt.yscale('log')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = {}\n",
    "\n",
    "N = 1\n",
    "\n",
    "steadystate = np.array(1.5).reshape([1,1])\n",
    "\n",
    "# no interaction\n",
    "omega = np.zeros([N, N]); np.fill_diagonal(omega, -1)\n",
    "\n",
    "params['interaction_matrix'] = omega\n",
    "\n",
    "# no immigration\n",
    "params['immigration_rate'] = np.zeros([N, 1])\n",
    "\n",
    "# different growthrates determined by the steady state\n",
    "params['growthrate'] = - (omega).dot(steadystate)\n",
    "\n",
    "params['initial_condition'] = np.copy(steadystate) * np.random.normal(1,0.1,steadystate.shape)\n",
    "\n",
    "params['noise'] = 9e-1\n",
    "\n",
    "params['noise_linear'] = 1e-1\n",
    "params['noise_sqrt'] = 1e-2\n",
    "\n",
    "ts = run_timeseries_noise(params, \n",
    "                        noise_implementation = NOISE.LANGEVIN_LINEAR, \n",
    "                        dt = 0.01, tskip=4, T=100.0, seed=int(time.time()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EKif07WdXx7NqZjKkUQjB2q9exFcvH+MB7VFsJj3rD/VnXc0d5yHzgxP8+YLh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\nBMMwDAOA/w+TFsVe4YJnyAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 551.181x350 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts2 = ts.copy()\n",
    "ts2['species_1'] = ts2['species_1'].round()\n",
    "\n",
    "fig = plt.figure(figsize=(textwidth,3.5))\n",
    "\n",
    "gs = gridspec.GridSpec(3, 2, height_ratios=[1,1,1.5], \n",
    "                       wspace=0.05, hspace=0.4, top=0.95, left=0.12, right=0.95, bottom=0.08)\n",
    "\n",
    "for i, tsi, title in zip(np.arange(2), [ts, ts2], ['Float', 'Integer']):    \n",
    "    if i == 0:\n",
    "        ax = fig.add_subplot(gs[0,i])\n",
    "        ax2 = fig.add_subplot(gs[1,i])\n",
    "    else:\n",
    "        ax = fig.add_subplot(gs[0,i], sharey=ax)\n",
    "        ax2 = fig.add_subplot(gs[1,i], sharey=ax2)\n",
    "        \n",
    "    plot_timeseries_comparison([tsi], composition=['ts'], fig=ax)\n",
    "    plot_timeseries_comparison([tsi], composition=['psd'], fig=ax2)\n",
    "        \n",
    "    ns = noise_slope(tsi).loc['species_1', 'slope_linear']\n",
    "    \n",
    "    ax.set_title(title)\n",
    "    \n",
    "    ax2.annotate('slope = %.2f' % ns, xy=(-3,-4), xytext = (-3,-4))\n",
    "    \n",
    "    if i == 1:\n",
    "        for l in ax.lines:\n",
    "            l.set_color('#ff7f0e')\n",
    "        for l in ax2.lines:\n",
    "            l.set_color('#ff7f0e')\n",
    "            \n",
    "    if i > 0:\n",
    "        ax.set_ylabel('')\n",
    "        ax2.set_ylabel('')\n",
    "        ax.tick_params(axis='both', left=True, labelleft=False)\n",
    "        ax2.tick_params(axis='both', left=True, labelleft=False)\n",
    "        ax.set_xlabel('Time', ha='right', x=1)\n",
    "        ax2.set_xlabel('log$_{10}$(frequency)', ha='right', x=1)\n",
    "    else:\n",
    "        ax.set_xlabel('')\n",
    "        ax2.set_xlabel('')\n",
    "        ax2.set_ylabel('log$_{10}$(power \\n spectral density)')\n",
    "# titles=\n",
    "\n",
    "nc_int = pd.read_csv('noise_color_float_int.csv')\n",
    "\n",
    "ax = fig.add_subplot(gs[-1,:])\n",
    "\n",
    "ax.scatter(nc_int['ss'], nc_int['noise_float'], label='Float')\n",
    "ax.scatter(nc_int['ss'], nc_int['noise_integer'], label='Integer')\n",
    "\n",
    "ax.set_xscale('log')\n",
    "ax.legend(title='Precision', loc=2)\n",
    "\n",
    "x = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "if ax.get_xscale() == 'log':\n",
    "    ax.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(0, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "else:\n",
    "    ax.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(-1, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "\n",
    "ax.set_xlabel(r'Mean abundance $\\times$ self-interaction', x=1, ha='right')\n",
    "ax.set_ylabel('Slope power \\n spectral density')\n",
    "\n",
    "fig.align_labels()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [],
   "source": [
    "new = False\n",
    "\n",
    "if new:\n",
    "    \n",
    "    sss = np.logspace(-1, 2, 50)\n",
    "\n",
    "    nc_int = pd.DataFrame({'ss' : sss})\n",
    "\n",
    "    nc_int['noise_float'] = np.zeros_like(sss)\n",
    "    nc_int['noise_integer'] = np.zeros_like(sss)\n",
    "\n",
    "    for row in nc_int.index:\n",
    "        slopes_float = np.zeros(50)\n",
    "        slopes_int = np.zeros(50)\n",
    "\n",
    "        for i in range(50):\n",
    "            params = {}\n",
    "\n",
    "            N = 1\n",
    "\n",
    "            steadystate = np.array(nc_int.loc[row, 'ss']).reshape([1,1])\n",
    "\n",
    "            # no interaction\n",
    "            omega = np.zeros([N, N]); np.fill_diagonal(omega, -1)\n",
    "\n",
    "            params['interaction_matrix'] = omega\n",
    "\n",
    "            # no immigration\n",
    "            params['immigration_rate'] = np.zeros([N, 1])\n",
    "\n",
    "            # different growthrates determined by the steady state\n",
    "            params['growthrate'] = - (omega).dot(steadystate)\n",
    "\n",
    "            params['initial_condition'] = np.copy(steadystate) * np.random.normal(1,0.1,steadystate.shape)\n",
    "\n",
    "            params['noise'] = 9e-1\n",
    "\n",
    "            params['noise_linear'] = 1e-1\n",
    "            params['noise_sqrt'] = 1e-2\n",
    "\n",
    "            ts = run_timeseries_noise(params, \n",
    "                                    noise_implementation = NOISE.LANGEVIN_LINEAR,\n",
    "                                    dt = 0.01, tskip=4, T=100.0, seed=int(time.time()))\n",
    "\n",
    "            slopes_float[i] = noise_slope(ts).loc['species_1', 'slope_linear']\n",
    "\n",
    "            ts = ts.round()\n",
    "\n",
    "            slopes_int[i] = noise_slope(ts).loc['species_1', 'slope_linear']\n",
    "\n",
    "        nc_int.loc[row, 'noise_float'] = np.mean(slopes_float)\n",
    "        nc_int.loc[row, 'noise_integer'] = np.mean(slopes_int)\n",
    "    \n",
    "    nc_int.to_csv('noise_color_float_int.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Gktf3gtbXbod4lep54G/Yzoc/Yk/rCOKM91Onvu7YI9S7AXtVdWwiBQ4SMvZPVWs5GlKF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\n",
      "text/plain": [
       "<Figure size 300x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nc_int = pd.read_csv('noise_color_float_int.csv')\n",
    "\n",
    "fig = plt.figure(figsize=(3,2), tight_layout=True)\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "ax.scatter(nc_int['ss'], nc_int['noise_float'], label='Float')\n",
    "ax.scatter(nc_int['ss'], nc_int['noise_integer'], label='Integer')\n",
    "\n",
    "ax.set_xscale('log')\n",
    "ax.legend(title='Precision', loc=2)\n",
    "\n",
    "x = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "if ax.get_xscale() == 'log':\n",
    "    ax.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(0, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "else:\n",
    "    ax.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(-1, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "\n",
    "ax.set_xlabel(r'Mean abundance $\\times$ self-interaction', x=1, ha='right')\n",
    "ax.set_ylabel('Slope power \\n spectral density')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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V0YOpih7cKTXGhbFN3J1zaIcDkQJv5sLYptD8TjrrS72rih6ME2P/gpUUWi2N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\nRK5CYII=\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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wNFll3fRuzLhuBq9te40bF1qMDOjlFECedwg9GvVgVLNRxGfHq9Y6KQLWvanm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\n/TC3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 300x250 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "#axi = fig.add_subplot(212, sharey=axf, sharex=axf)\n",
    "\n",
    "params = {}\n",
    "\n",
    "N = 30\n",
    "\n",
    "steadystate = np.logspace(-2,2,N).reshape([N,1])\n",
    "\n",
    "# no interaction\n",
    "omega = np.zeros([N, N]); np.fill_diagonal(omega, 0)\n",
    "\n",
    "params['interaction_matrix'] = omega\n",
    "\n",
    "# no immigration\n",
    "params['immigration_rate'] = np.zeros([N, 1])\n",
    "\n",
    "# different growthrates determined by the steady state\n",
    "params['growthrate'] = - (omega).dot(steadystate)\n",
    "\n",
    "params['initial_condition'] = np.copy(steadystate) * np.random.normal(1,0.1,steadystate.shape)\n",
    "\n",
    "params['noise'] = 5e-1\n",
    "\n",
    "params['noise_linear'] = 1e-1\n",
    "params['noise_sqrt'] = 1e-2\n",
    "\n",
    "ts = run_timeseries_noise(params, \n",
    "                        noise_implementation = NOISE.LANGEVIN_LINEAR,\n",
    "                        dt = 0.01, tskip=4, T=100.0, seed=int(time.time()))\n",
    "\n",
    "slopes = noise_slope(ts)['slope_linear']\n",
    "\n",
    "ax.scatter(np.mean(ts)[1:], slopes, label='Float')\n",
    "\n",
    "plot_timeseries_comparison([ts], composition=['ts'])\n",
    "\n",
    "ts = ts.round()\n",
    "\n",
    "slopes_int = noise_slope(ts)['slope_linear']\n",
    "\n",
    "ax.scatter(np.mean(ts)[1:], slopes_int, label='Integer')\n",
    "ax.set_xscale('log')\n",
    "ax.set_xlim([1e-3, 2e2])\n",
    "\n",
    "ax.legend(title='Precision')\n",
    "\n",
    "x = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "if ax.get_xscale() == 'log':\n",
    "    ax.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(0, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "else:\n",
    "    ax.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(-1, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i 2.5\n",
      "i 2.1\n",
      "i 1.7\n",
      "i 1.3\n",
      "i 0.9\n",
      "i 0.5\n"
     ]
    },
    {
     "data": {
      "image/png": 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z3PnhLYHabqgbYGC4cfzyiD5TFPVG/f3H3Y5IGoWWAMzs74GLxnnqYXd/Jv+ah4FBoKtI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\n",
      "text/plain": [
       "<Figure size 600x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rQK1R0WFQI1r2bMil+Gx0RfVvUXcbPhyVmxtp/zefy2+/fbOnY+PGsh8IF0I0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Me6pEq8xcUmqZJIq8pFZZ63hEarzUHW9LByfJisXOCCXWBYJlGfhw3OCE/MJcjpKtmKJl4v9JER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\nrnTMzGzE/D/5B2zTFDm49QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Az1RpFP8wXDwcCK5XsjqtOIG1lYn166e2sn3JWWIvpHH1THIZvUrH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\n0Wg0mhXh/wNVtvOM3BF4fgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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i/Fg5ez/fvraZQ5vdZ/FTUelgWqVnKKWcJ6WcEdpE7qHekb0J0gchLcoMx2B2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\n4yF/8iTWpiZSbni54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FmmzEfPjZwQKusD/Jv/MrUW3vnRGaKDRTwBB06PjVymQM/ZPN3/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\ngP0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 600x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6ExSUnd9yyMelsqPYPMTbzlELN5dXMIlurW16/GNQkrM9Di5Apa/gqhbBNn1W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\n",
      "text/plain": [
       "<Figure size 600x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bcjCZLSzdaU8gv2pED77a7Fieet9TUwHFYPsHH4DGcIK07uWEvEGd6bSRQRN6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\nc65ovNNxzjlXNP8DC0ZrJRxYCyoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 600x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Yi6YDEDxpEu6dO5H2+RcUHTpEyalTJL2saEAxa9bg0bUroW+8jnu76iP5VC4u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\nBmvdf7BUfT+cmMOrfxx02g9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70Qy6Fc3glaBp8PhW0GgUTQcgK9bxCfPTlJ49JrwdBEE4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WbRXjGFuqwYRe5SHLFBKrOd9HpyqIiFqWg9QjJ8jGBeMX0zK7H31xIaCOJwF9Ho8aHCrdQ7FQ5L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\n",
      "text/plain": [
       "<Figure size 600x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax_ma = fig.add_subplot(311)\n",
    "ax_nc = fig.add_subplot(312, sharex=ax_ma)\n",
    "ax_pn = fig.add_subplot(313, sharex=ax_ma)\n",
    "\n",
    "for i in np.linspace(2.5, 0.5, 6):\n",
    "#for i in np.logspace(-5, 0, 6):\n",
    "    print(\"i\", i)\n",
    "    \n",
    "    params = {}\n",
    "\n",
    "    N = 50\n",
    "    \n",
    "    steadystate = np.ones([N,1])\n",
    "    \n",
    "    # no interaction\n",
    "    # omega = np.random.normal(0,0.5,[N, N]) * np.random.choice([0,1], [N,N], p=[0.98, 0.02]) \n",
    "    found = False\n",
    "    \n",
    "    omega = np.random.normal(-0.01, 0.02, [N, N])\n",
    "    np.fill_diagonal(omega, -0.2)\n",
    "\n",
    "    # no immigration\n",
    "    params['immigration_rate'] = np.full_like([N, 1])\n",
    "\n",
    "    # different growthrates determined by the steady state\n",
    "    #g = np.random.uniform(0, i, [N,1])\n",
    "    g = #- (omega).dot(steadystate)\n",
    "    params['growthrate'] = g\n",
    "    \n",
    "    steadystate = np.random.normal(10**i, 10**(i-0.5), N).reshape([N,1])\n",
    "    params['interaction_matrix'] = omega / steadystate\n",
    "    \n",
    "    params['initial_condition'] = np.copy(steadystate) * np.random.normal(1,0.1,steadystate.shape)\n",
    "\n",
    "    params['noise'] = 5e-1\n",
    "\n",
    "    params['noise_linear'] = 1e-1\n",
    "    params['noise_sqrt'] = 1e-2\n",
    "    \n",
    "    ts_o = run_timeseries_noise(params, \n",
    "                            noise_implementation = NOISE.LANGEVIN_LINEAR,\n",
    "                            dt = 0.01, tskip=4, T=100.0, seed=int(time.time()))\n",
    "        \n",
    "    ts = ts_o.round()\n",
    "    \n",
    "    plot_timeseries_comparison([ts_o, ts], composition=['ts', 'psd'])\n",
    "\n",
    "    slopes = noise_slope(ts)['slope_linear']\n",
    "    \n",
    "    ax_ma.scatter(np.full_like(slopes, i), np.mean(ts)[1:], c='b')\n",
    "    ax_nc.scatter(np.full_like(slopes, i), slopes, c='b')\n",
    "    \n",
    "    #print(slopes.values, np.sum(np.isnan(slopes)))\n",
    "    \n",
    "    for col, bds in zip(['k', 'brown', 'pink', 'grey'], \n",
    "                              [(-np.inf, -2.25), (-2.25, -1.75), (-1.75, -0.5), (-0.5,np.inf)]):\n",
    "        ax_pn.scatter([i], sum(np.logical_and(bds[0] < slopes, slopes < bds[1])) / N * 100,\n",
    "                   c = col, s=50, marker='.', alpha=0.8)\n",
    "   \n",
    "x = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "if ax.get_xscale() == 'log':\n",
    "    ax_nc.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(0, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "else:\n",
    "    ax_nc.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(-1, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "\n",
    "ax_nc.axhline(y=-0.5, c='pink')    \n",
    "ax_nc.axhline(y=-1.75, c='brown')\n",
    "ax_nc.axhline(y=-2.25, c='k')\n",
    "ax_nc.grid(axis='x')\n",
    "ax_nc.grid(axis='x')\n",
    "    \n",
    "ax_nc.set_ylim([-3,1])\n",
    "ax_pn.set_ylim([-5,105])\n",
    "\n",
    "ax_nc.set_xscale('symlog')\n",
    "ax_pn.set_xscale('symlog')\n",
    "ax_ma.set_xscale('symlog')\n",
    "ax_ma.set_yscale('log')\n",
    "ax_ma.set_ylim([1e-3, 1e4])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i 0.001\n",
      "i 0.0430526315789\n",
      "i 0.0851052631579\n",
      "i 0.127157894737\n",
      "i 0.169210526316\n",
      "i 0.211263157895\n",
      "i 0.253315789474\n",
      "i 0.295368421053\n",
      "i 0.337421052632\n",
      "i 0.379473684211\n",
      "i 0.421526315789\n",
      "i 0.463578947368\n",
      "i 0.505631578947\n",
      "i 0.547684210526\n",
      "i 0.589736842105\n",
      "i 0.631789473684\n",
      "i 0.673842105263\n",
      "i 0.715894736842\n",
      "i 0.757947368421\n",
      "i 0.8\n"
     ]
    },
    {
     "data": {
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r2AP/TRYP3uGbKKmB1scPf+iX77mnvJxUP1xrkrrn+Xx2KPkr+H3W99BI+g99Ppv0kPAV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\nwAm+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 551.181x400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HSim/elDKmUdJWbmh7XI28tY0Ke/PbDudrku5+WtVts/vaS5nJKy+nzVVyn+e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\neoIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 551.181x450 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(textwidth,4))\n",
    "\n",
    "gs = gridspec.GridSpec(3,2, top=0.95,bottom=0.1,left=0.12,right=0.95, wspace=0.1, hspace=0.1)\n",
    "\n",
    "ax_ma_f = fig.add_subplot(gs[0])\n",
    "ax_nc_f = fig.add_subplot(gs[2], sharex=ax_ma_f)\n",
    "ax_pn_f = fig.add_subplot(gs[4], sharex=ax_ma_f)\n",
    "\n",
    "ax_ma_i = fig.add_subplot(gs[1], sharey=ax_ma_f)\n",
    "ax_nc_i = fig.add_subplot(gs[3], sharex=ax_ma_i, sharey=ax_nc_f)\n",
    "ax_pn_i = fig.add_subplot(gs[5], sharex=ax_ma_i, sharey=ax_pn_f)\n",
    "\n",
    "for ax in [ax_ma_i, ax_nc_i, ax_pn_i]:\n",
    "    ax.tick_params(axis='both', left=True, labelleft=False)\n",
    "    \n",
    "for ax in [ax_ma_f, ax_nc_f, ax_ma_i, ax_nc_i]:\n",
    "    ax.tick_params(axis='both', bottom=True, labelbottom=False)\n",
    "\n",
    "for ax in [ax_ma_f, ax_nc_f, ax_ma_i, ax_nc_i, ax_pn_f, ax_pn_i]:\n",
    "    ax.grid()\n",
    "    \n",
    "ax_ma_f.set_ylabel('Mean abundances')\n",
    "ax_nc_f.set_ylabel('Slope power \\n spectral density')\n",
    "ax_pn_f.set_ylabel('Percentage noise color')\n",
    "\n",
    "ax_pn_i.set_xlabel('Extinction', ha='right', x=1)\n",
    "\n",
    "ax_ma_f.set_title('Float')\n",
    "ax_ma_i.set_title('Integer')\n",
    "\n",
    "fig2 = plt.figure(figsize=(textwidth,4.5), tight_layout=True)\n",
    "\n",
    "gs1 = gridspec.GridSpec(2,2, hspace=0.5, wspace=0.1, top=0.95, bottom=0.6, right=0.95)\n",
    "gs2 = gridspec.GridSpec(2,2, hspace=0.5, wspace=0.1, top=0.45, bottom=0.1, right=0.95)\n",
    "\n",
    "for i, j, column in zip([0,1], [2,3], ['r_1', 'r_15']):\n",
    "    ts = pd.read_csv(folder + 'soi_%s.csv' % column)\n",
    "\n",
    "    ax_ts = fig2.add_subplot(gs1[i], sharey=ax_ts if i > 0 else None)\n",
    "    \n",
    "    if i == 0:\n",
    "        ax_ts.text(-0.02, 1.35, 'A', transform=ax_ts.transAxes,\n",
    "          fontsize=14, fontweight='bold', va='top', ha='right')\n",
    "        ax_ts.text(0.02, 1.35, 'Individual based model', transform=ax_ts.transAxes, \n",
    "            fontsize=9, va='top', ha='left')\n",
    "\n",
    "    plot_timeseries_comparison([ts], fig=ax_ts, composition=['ts'])\n",
    "    \n",
    "    if i == 1:\n",
    "        ax_ts.set_ylabel('')\n",
    "        ax_ts.tick_params(axis='both', left=True, labelleft=False)\n",
    "    else:\n",
    "        ax_ts.set_xlabel('')\n",
    "    \n",
    "    ax_nc = fig2.add_subplot(gs1[j], sharey=ax_nc if i > 0 else None)\n",
    "\n",
    "    ax_nc.scatter(ss_2half[column].values, nc_2half[column].values, s=3)\n",
    "\n",
    "    x = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "    if ax_nc.get_xscale() == 'log':\n",
    "        ax_nc.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], \n",
    "                     extent=(0, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "    else:\n",
    "        ax_nc.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], \n",
    "                     extent=(-1, 20, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "\n",
    "    ax_nc.axhline(y=-0.5, c='pink')    \n",
    "    ax_nc.axhline(y=-1.75, c='brown')\n",
    "    ax_nc.axhline(y=-2.25, c='k')\n",
    "    \n",
    "    if i == 1:\n",
    "        ax_nc.set_ylabel('')\n",
    "        ax_nc.tick_params(axis='both', left=True, labelleft=False)\n",
    "    else:\n",
    "        ax_nc.set_ylabel('Slope power \\n spectral density')\n",
    "\n",
    "ax_nc.set_xlabel('Time', ha='right', x=1)\n",
    "ax_nc.set_xlabel('Mean abundance', ha='right', x=1)\n",
    "\n",
    "ax_ts1 = fig2.add_subplot(gs2[0])\n",
    "ax_ts2 = fig2.add_subplot(gs2[1], sharey=ax_ts1)\n",
    "ax_nc1 = fig2.add_subplot(gs2[2])\n",
    "ax_nc2 = fig2.add_subplot(gs2[3], sharey=ax_nc1)\n",
    "\n",
    "ax_ts1.text(-0.02, 1.35, 'B', transform=ax_ts1.transAxes,\n",
    "          fontsize=14, fontweight='bold', va='top', ha='right')\n",
    "ax_ts.text(0.02, 1.35, 'Lotka Volterra model', transform=ax_ts1.transAxes, \n",
    "        fontsize=9, va='top', ha='left')\n",
    "    \n",
    "ax_nc2.set_xlabel('Mean abundance', ha='right', x=1)\n",
    "ax_nc1.set_ylabel('Slope power \\n spectral density')\n",
    "\n",
    "ax_nc1.set_xscale('log')\n",
    "\n",
    "Np = 20\n",
    "\n",
    "for ii, i in enumerate(np.linspace(0.001, 0.8, Np)): # np.logspace(-3, 0.5, 6):\n",
    "    print(\"i\", i)\n",
    "        \n",
    "    params = {}\n",
    "\n",
    "    N = 50\n",
    "\n",
    "    # no interaction\n",
    "    omega = np.random.normal(0,0.1,[N, N]) * np.random.choice([0,1], [N,N], p=[0.99, 0.01]) \n",
    "    np.fill_diagonal(omega, -0.02)\n",
    "\n",
    "    params['immigration_rate'] = np.full([N,1], 0.02)\n",
    "\n",
    "    # different growthrates determined by the steady state\n",
    "    g = -np.random.uniform(0, i, N).reshape([N,1])\n",
    "    params['growthrate'] = g\n",
    "\n",
    "    steadystate = np.ones([N,1])\n",
    "    params['interaction_matrix'] = omega\n",
    "\n",
    "    params['initial_condition'] = np.copy(steadystate) * np.random.normal(1,0.01,steadystate.shape)\n",
    "\n",
    "    params['noise'] = 3e-1\n",
    "\n",
    "    params['noise_linear'] = 3e-1\n",
    "    params['noise_sqrt'] = 1e-2\n",
    "\n",
    "    params['initial_condition'] = run_timeseries_noise(params, \n",
    "                            noise_implementation = NOISE.LANGEVIN_LINEAR,\n",
    "                            dt = 0.01, tskip=4, T=20.0, seed=int(time.time()), ts=False)\n",
    "\n",
    "    ts_f = run_timeseries_noise(params, \n",
    "                            noise_implementation = NOISE.LANGEVIN_LINEAR,\n",
    "                            dt = 0.01, tskip=4, T=200.0, seed=int(time.time()))\n",
    "    \n",
    "    ts_f = ts_f*50\n",
    "    \n",
    "    ts_f.time /= 50\n",
    "    \n",
    "    ts_i = ts_f.round()\n",
    "    \n",
    "    slopes_f = noise_slope(ts_f)['slope_linear']\n",
    "    slopes_i = noise_slope(ts_i)['slope_linear']\n",
    "    \n",
    "    if ii == 0:\n",
    "        plot_timeseries_comparison([ts_i], composition=['ts'], fig=ax_ts1)\n",
    "        ax_ts1.set_xlabel('')\n",
    "        ax_nc1.scatter(ts_i.mean()[1:], slopes_i, s=3)\n",
    "        x = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "        if ax.get_xscale() == 'log':\n",
    "            ax_nc1.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], \n",
    "                          extent=(0, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "        else:\n",
    "            ax_nc1.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], \n",
    "                          extent=(-1, 1.2*max(ts_i.mean()[1:]), -3, 0.9), aspect='auto', alpha=0.75)\n",
    "        \n",
    "    if ii == Np-1:\n",
    "        plot_timeseries_comparison([ts_i], composition=['ts'], fig=ax_ts2)\n",
    "        ax_nc2.scatter(ts_i.mean()[1:], slopes_i, s=3)\n",
    "        x = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "        if ax.get_xscale() == 'log':\n",
    "            ax_nc2.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], \n",
    "                          extent=(0, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "        else:\n",
    "            ax_nc2.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], \n",
    "                          extent=(-1, 1.2*max(ts_i.mean()[1:]), -3, 0.9), aspect='auto', alpha=0.75)\n",
    "        ax_ts2.set_ylabel('')\n",
    "        ax_nc2.set_ylabel('')\n",
    "        ax_ts2.tick_params(axis='both', left=True, labelleft=False)\n",
    "        ax_nc2.tick_params(axis='both', left=True, labelleft=False)\n",
    "\n",
    "    ax_ma_f.scatter(np.full_like(slopes_f, i), np.mean(ts_f)[1:], c='b')\n",
    "    ax_nc_f.scatter(np.full_like(slopes_f, i), slopes_f, c='b')\n",
    "    \n",
    "    ax_ma_i.scatter(np.full_like(slopes_i, i), np.mean(ts_i)[1:], c='b')\n",
    "    ax_nc_i.scatter(np.full_like(slopes_i, i), slopes_i, c='b')\n",
    "    \n",
    "    #print(slopes.values, np.sum(np.isnan(slopes)))\n",
    "    \n",
    "    for col, bds in zip(['k', 'brown', 'pink', 'grey', 'b'], \n",
    "                              [(-np.inf, -2.25), (-2.25, -1.75), (-1.75, -0.5), (-0.5,np.inf), (-np.inf, np.inf)]):\n",
    "        ax_pn_f.scatter([i], sum(np.logical_and(bds[0] < slopes_f, slopes_f < bds[1])) / N * 100,\n",
    "                   c = col, s=50, marker='.', alpha=0.8)\n",
    "        ax_pn_i.scatter([i], sum(np.logical_and(bds[0] < slopes_i, slopes_i < bds[1])) / N * 100,\n",
    "                   c = col, s=50, marker='.', alpha=0.8)\n",
    "   \n",
    "#x = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "#if ax.get_xscale() == 'log':\n",
    "#    ax_nc.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(0, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "#else:\n",
    "#    ax_nc.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(-1, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "\n",
    "for ax_nc in [ax_nc_f, ax_nc_i]:\n",
    "    ax_nc.axhline(y=-0.5, c='pink')    \n",
    "    ax_nc.axhline(y=-1.75, c='brown')\n",
    "    ax_nc.axhline(y=-2.25, c='k')\n",
    "    ax_nc.grid(axis='x')\n",
    "    ax_nc.grid(axis='x')\n",
    "\n",
    "    ax_nc.set_ylim([-3,1])\n",
    "\n",
    "for ax_pn in [ax_pn_f, ax_pn_f]:\n",
    "    ax_pn.set_ylim([-5,105])\n",
    "\n",
    "for ax_ma in [ax_ma_f, ax_ma_f]:\n",
    "    #ax_ma.set_xscale('log')\n",
    "    ax_ma.set_yscale('log')\n",
    "    ax_ma.set_ylim([1e-3, 1e4])\n",
    "\n",
    "for ax_nc in [ax_nc1, ax_nc2]:\n",
    "    ax_nc.axhline(y=-0.5, c='pink')    \n",
    "    ax_nc.axhline(y=-1.75, c='brown')\n",
    "    ax_nc.axhline(y=-2.25, c='k')\n",
    "\n",
    "fig.align_labels()\n",
    "#fig2.align_labels()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "plt.figure(1)\n",
    "plt.plot([1,2,3],[1,2,3])\n",
    "\n",
    "plt.figure(2)\n",
    "plt.plot([5,1,2],[4,6,3])\n",
    "\n",
    "plt.figure(1)\n",
    "plt.savefig('figures/testfig1.pdf')\n",
    "plt.figure(2)\n",
    "plt.savefig('figures/testfig2.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i 0\n",
      "i 1\n",
      "i 2\n",
      "i 3\n",
      "i 4\n",
      "i 5\n",
      "i 6\n",
      "i 7\n",
      "i 8\n",
      "i 9\n",
      "i 10\n",
      "i 11\n",
      "i 12\n",
      "i 13\n",
      "i 14\n",
      "i 15\n",
      "i 16\n",
      "i 17\n",
      "i 18\n",
      "i 19\n"
     ]
    },
    {
     "data": {
      "image/png": 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kwq0ZTtRopMjnw19bS29kBrmy3K01DoehP+RmjmdPt/XHJq5UEuQrceuC78Al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\nS6QtEqOBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CuWubWFqTGXQQiofwOAz/qd/pJxAP8PqK1/li/Rf85b2lnPrIV9S2ReiTl6mndgdfjsPC\nYVPi5r++XsuLs9Z1zl0h0yCUiPHLmRN42nVP2krbKUr3Aq9uqAs1Qtsm6/7THoXcItg0z7p96TtE\n4tlFYvMzgQotzebGqSrK5aR9jUX0gD2K0p//13TYoBCiGJAAQoiDgR2R2p9tVkopZVBKeaGU8lfd\nGZy6S68Lf/sttbfelv7e8PAjGccU+9w47JmvRQsog0fbu+8ipUzrikC6hIwZbZEEp/99BpPu/wJQ\n4YWpeORwIkyu0zDC1LRAa7Sdm6ffzGWfXob+qlmwoSXth9wS+NwOSyXIjmlnA7tI2rf4SzUN2hXR\n7Wdbyeq6brKVbHbI1Ql2+kNQuwgQkNcPHDngLTFCFM1441cE5yhVI5tIDIYR7aCBRVn3d4SZ8Hcn\nK3FPCPZa4C1gsBDiK+A54ModMJYNgDkyoR+wqZNjs6K79DrXgAHpz86+fUluQZc7LWi4WBKbN6fF\n1EGlXvoXZ/pwv9tgvfaZj01nrz9+AOgE68jl1Ee+4s73lzJrVYiWqKEhuMvexDvoXta3NHLUsD49\nHmMKPreDgCn+d+FG61hK/V2UbDUHNYSblb6p4+D/Hqzk6s5gc0Cubh2f8TDULwVfGVw1D67XdVa7\n7rbpuz/8diX4yiEZY++vrwXA3QnBNukx3WU9XMDMec67U55stwQrpZwHHAkcCvwSGCml/HYHjGU2\nMFQIMVAI4QImoxaK7QZ7Xh57vPA8g957F9+E8SRqawl88UWPztWCxkSOrlyJ3SZ4+4rDePuKwxhe\nnpdx/KXPG+JxUzDGvHUtaR0wlFAi8YL1LTw2bRUyaeXQrqKvsbkbcJd8iteTaeyJJ+NsDmzO2J6C\n120naOKwHV0yIyoyx5uGOaghWA9hg2A9sSbQusg5tdnBbeLeLeuVO8fhTrtvOO1ROP8NuGQq+Eph\n8NHpwwUaOZ1kP43qpxbhwaU9yxwaWOLlV0cNBlQE1e6CnliJLwd8UspFUsqFgE8Icdm23FQI8SIw\nAxgmhNgghLhI142vQBm4lgAvSykXdXWdLNfttuJE7gEH4B40CC2gJmbd3ff06NpaKAS6LhldoYwm\n+/TLT4vGg7qYSGP/8knqKjw470HqQnW4bAan6EiwKbiKv+TNjZnju33m7Ux8baLFPWSGz+2k3aTD\nmrscHDigkLMP6m8cPP9FeNVk9DcT7KLXIaT8q+8kDwbg1ZlZophSsDmUHpvChlng7CB95PezEClH\n/F/6o4dYp/r11eOH8sm1RzCotAtx3gQhBNdPGo7XZU/nNu8O6IlIfLGUMu2FllI2Axdvy02llGdL\nKSuklE4pZT8p5ZP69veklHtKKQdLKf+8FdftccWJ0quvAsB76KHdHKmgBYO4+vfHnp9P3T2ZRJSS\nFO86fZ+MfXG9wLdwNvPEd08A4BAGwWqJzsfbGNuYse3Tdaq4dmMke2sOf46DJZvbuO7VBdz69mIC\n0QQn7VvBqaP78vj5Y6w6+huXwkJTLLOZYKfdBd+9DMAKrRKA6cs6jCdpEjdzChQn/YWp+HdXIjRA\n8WBujF8IgJcIlQXZFy+H3caQPv6s+7q8vM9NY9Ag2DUNQR6csqJTf/qujp74C2xCCCH1J9T9pbtk\n3wohxMnAyUOGDOn2WGdZGfbCQrRYz1ZfLRRCeHNxl5URmjULLRzG5jEmVyp298ABVqOI12UnqFsp\nhd2wstoxcdhE51xDkulKcdjUz9YUaaLKX5Wx3+tWYuXLcwzf8MGDijPCGK0PqMFzp0D1F+DyGdbi\nlvWAoI4CAKKRDlw9xeV95XCgzqlLTO8/3H1/HM2ppJNcEcnq1tkW5Hkc6aqLsYTG0fd+BsA5Y/tn\nxC3/ENATDvsh8LIQYrwQ4hjgReCDHTusrcOW1nSy+Xxp0bg7JOrqcBQVk3/KyQAkm60T8bZT96aq\nyJNRnaHA5DMUdmOy2zAmixYtJxEczHmDr8+4bzaCtQs1qRvD2Tmsw5b5s04cWZb12DQaVyhiBaue\nmghDTj4hqcYbDHZ4X6lk9KOuNwxKOfkw9Dj1uRuCffzzVTTG1HlTrxzT5bFbA2UxV89j5rQ/1Cbd\nPSHY64FPgV8BlwNTgOt25KC+L9i8Xov1tzNIKYmtW6dE4kJVj2jlMeOJbTDEw8kH9eeL645BCGFx\n84yqMhYPYTfuJaRJSJFOwusu5u/vZNY6kjKTYFPiXHsse+WGbOjj78a6OvdZ47PbD+e9rj63bYbc\nIqK6ULW50RTkLyX8TU8e76irTrpD/U9k993GEhpfrKjnma+qCerShi0WgLUzevQ8PYWymCuCNRdz\na9tRNZfnvwirdlw/oJ5YiTUp5d+llGdIKU+XUv5DSrlLOra2pN0k6AQb6L4SohYIoAUCOCv7pgkW\nIDQne7mST39zVFqXddhsLLh5IvedOcrCYZE9E8ciycwFpTmquFYk0bOqhp35Ni342uSTPuMpKNAN\nU8koeIqIorhgf1GnYnPfvBz+cbhxTkeC9XcRq4xqdHX+k7Mo9LrS3JtnToCnJ8HqzGymrYWZw5oD\nKFrbQiTbelhJY0vwxqUqkX8HoSdW4nFCiI+FEMuFEKuFEGuEELtkd+MtFondbmS0ex025a+1FxRY\nCFbYsxOCy2FL55JGE0nyPU72rsy3EKyQ2Y0rmq7PhjeehUy6iCTD1ASNkMdoMkpcU+JcJNkzgj2u\nO3HYjJsaYOARyhWTQm5xmmCfcP1V1bn65nlrZYnSDtk/qeycwoFZb5OqD223CXB1sLA3bVlBgK7g\ny3HQHomzsq6d6auMFD/vn29g+UFjLce2ReIc/8AXWxQXbkFkBywAHdATkfhJ4K/AYcCBwBj9/w8e\nwulExg1dZl7tPPb71340hBssx6UJNj8fh4lgky2dc3K3HmmT8r3me5wWgl20XrlaXrz4YD6+5og0\nUcmYMloJzUMipIw3j85/NH3eFxsMv3G4E3EzhYMGFPHm5eO48/R9sx/Q0VLq8jGjdg6XfHQJmt0k\nsucWIU2BaM2BDoan/1udSbAAl8+CX0zJ2NwSirFEL2naGIgRt3fgzu9cA+3bXi8LoLIgl+ZQnAl/\n/dxSaMA7T2VUma3FU5bUsmRzG9e+vGDrbmZaaMLr5nZx4NajJwTbKqV8X0pZJ6VsTP3tkNF8zxAu\ng2BfXvYyV029ioSWYMamGXy67lM0XX/UdNHJlpeHLc8IOki2dU6wqZ49hw1Vcc2Lmr/GVWToZ1MW\nK/1zzzIfQ8v8/OP8MVwzYU+0mDr+2klVjM1T7o62mLFyr241hJvOCPaMA1SuxF1n7MuoqgKiWoAN\n7Ru44P0LLNyapO6fHXA4DDkWznyG6z6/jhmbZ7DRFHmFp4gcDF9uS6MpqN9XbsQPd0TpsIx9kXjS\n0uakrj1C0pFF2mjfoiC3TjFuSCdj0yFDxuLTI9WhK5gS96sXdp1iubXoiVtnqhDiHlQQflp+1COg\ndilsiVsHQDhdaYK97WsjxvjZRc+yrHkZ9x99P+P7jyfZqgjGnl+AMFlgGx56GC0Uouz//o+OGFDi\nZc6NE9JpX7+e1iGaU1Mipzkm+YpjhuDx/IaNvMYFo07iV2Nyufij1yyZPA3hBvxOP4jOddi9K/Op\nvvNEQLl+jvzPkel9zy9+nt8e+Fv1JeVzHX4iHPwrAPoseYyWaAurAhuNOFFfKaWjj2TJwv+wl20d\n/nl/N27WxxQo0QkaAlHe+GYjFx02kJlrmiwdFuJJSdLhhY7BSFspXspkkuYXXsB39NE0Pv4EOW0B\n8IxP73cl4zz3ofFbJwNBbF4lkps7B6TqU28RUimDkJn4sJ3QkxGNRYnBfwHu0//u3SGj2UZsqQ4r\nnE5klqT0Zc0qBa8upDJ7DJFYcdf+zz2Lo68yqjQ9+RSJpuylYkqyVIRIjzXpwW4TltpEdpvgknH7\n8Kdxt6STA0o9pTSEDBG9PlRPsacYj93TIx12YYOlRgC1oVqDy6Z8qCaD0fJm1W+nPmqyBleM4o4z\n9mOPU28AYOSap419Od2/61vfXszt7y5h1pomLnhqFgBP/WwM3lTFRjOH1X2yPfHfZkPgs8+o/csd\n1NzyJ1peeYXkh+/jMgV37F+3jHxTgoMWNIyO5pjjVLcBKSVvL9jUsyT4aIAEduplHq7gTiJYKeXR\nWf6O2SGj+Z6REok7m/jBuOJAKdHXri8ES/rbYIRRziU0t+f6Srx9BO3LbgHppMDj7DZ1riS3hNpQ\nLa3RVqasncIn6z4hnAgjhOD1Fa936otNobq12vL9g+oPOPZVvfhaXBepdaPP2jaDQ7SYCbbfgdht\ngtwRk4h1FMrs3cfQpGoKT11mSAoH9C9i334qGMNtLrV65Rz1fysJNr5JxVhHlhj9fvsGjPveN8lq\nBDN7CVJtK8GwKE9f1ciVL37DfR9lNg4zY9Xy7+DLvxIVOayWfYnXZPYb3h7oEc8XQpwohLhOCPHH\n1N8OGc33jJRInCLMjpi2fhrVrdVobW0IpxORo/yFF354IdM2GnpYeG7PtYNDBxdw6r6DADhmePeZ\nOBP6TyApk3z41kV8NUcZn2pDtdSGlFHmD1/+ocvzLYRnQnOk2RCJnYrDLag3jC0PfvMg8sf/hAl/\nUn5ZAE8h9/e9r9sxm2EuMWrukO7PcTC6f4H1YGeuwbEjW5fBmWhQ0ohwGAvL5OVT6Ndexy+PGERO\n2PpbmwnW3JFwjl6zK9X5YVUXqYWBaIKm538OgFcGWaztwZDYUpj9ZPehmVuInrh1HgPOQqXUCeBM\noIsYt52HnvhhV7WsSnOllEicCqI/ZbC1ZNT8+vmc/MbJJFtaseXnI4RIi8/SxBhbXnsNrQfuIYC+\n/lISel7snmXdx8buU7IPxQ4vt4WWMbdJ5ULcfMjN6f0dLdod0RJtoSiniDsOv4PDKg9Lb68L1Rml\nSd15BGKBDOJvGHIUHGYtLpKb18GI042levLjX/P+QiWCb2hWx04aWY7NJhimP399exQu/RKu+sYQ\njztJbOgOiQbFTTWTMenIjQu4qfp9fn/CXiSbrepLtM0gRHNFycteUIvwewsVx453UUGkuiGIDWP/\nZ9poHEKDd6+FZe9t1XN0hp5w2EOllD8FmqWUfwIOwZq3usugOx02GA9y2puncfXUqwFDJF7SpMSX\nY/ofw+GVhzOqdJTlvGlL38euW4fb48q6O2W0otiCyWehtbd36eIBKMopYkjBEK476Lp0+ZayTvra\nmCGEoMqjLMerXcoXeurgU9P73fauAzBao63ku/M5adBJDMgbkN7eHms3xE5PgaWS42lDTgOguq0a\ngKnrpqYt1Q5fhwTybjjhHFN1yVS89V/PUu831ddHSqB8H/CXq1qsTm+ntYu7Q8qi3zEgZlie4rjx\nWqu7aONGQ1zOVnv50yXKjuHopFg5qLYgB9iM6iU10hSxFtq+DpWeEGxqCQ0JIfoCcSC7N3wXR6rQ\n2caACilM+WHn16oKikMLhvLI+Ed4/oTnLeclQsF0oH+LXn930R42Vr13D7n7qTKeMpKd03yx4Qsm\nvzOZpkgTh1UeRp4rj5P37UtZnjuj7nFncJl+JoeUOO1OHj7mYQBimqF3JeJJpj6/lLYGYywt0Rby\nXWoBM1e5UASri8s5BQRMpWEmD58MqL4/mwKbuGrqVWnu687rUL7V35dsWF7bzsYW6zuJJyVOu0jX\nk0pVpty7skN+rit3qwk22YFQ80/VFzddMkrUWAnWcc/taamppi3Cj/evtJ6v10k2F+ara49YanYF\nW6xSTrM0SU7J7Ruz3BOCfUcIUQDcA8wDqlEF0n5wGN1nNCOLRzIwX603wqUMJu3hVip9lfTP6582\nAl13oBEu7U6Q1l83BIwomNZoK8Kt19WNWEXiUDzE5Hcmc9mUy1jUqETZsRUqsub0A/ox84YJlPp7\nFp64v7df+rNHnydHVh3JKYNPYWnT0rQ/tq66jcVfbuK9x74jqSU54MkDmbV5NoMLVCL3OcPPYWy5\nGkMgHqA+sIlFLhe3LnyceXXz0sd47GpxiiQj6XjldW3rAPB7vbyYOJraU1+CyS/CCdnziSf+7XPG\n3ZkZU2tu3DWwxMvfzhrFfT8ZbT3I5d1qkVhrtxJs7oFjyDvhBBK6KByvyWx1uWzUaEKxBO2RBEP6\n+Lj2WGVQjCe1dOe+VHhjQyDKQX+ewl0fqiCM9U0hln9ghHVeGvs15x5tktC6aHS2NeiJlfg2KWWL\nlPI1lO46XEp503YdxfeIEk/jyvDZAAAgAElEQVRJehIKp14lP9hEnsu6yh9VdVT6sysu0XR/6fw6\no4tcU6QJkaOITkat4tSC+gVpQgWwCZtFh9wSXNrnEKp0f7FZMCv3qrYdKdfN2oVqUjZuCPDktV/y\n89l3ccCG4zi4QiWfF3uKufvIuwGYuXkmx1T/m8mV5byy6o20H3rSwEnkONQiFElECCUU4axuXU0k\nEaHY5+L3iYtZk38QDD8Bcoz3ltASXDHlCo5+yOT26YCOLTZ+tF+/zA4E2yISt7enrfkAuWPGYC8s\nJNncgpSSRBaClbEYGx57gv++/XsGrV2M36XG2ByKpVMj2yMJHvhkBWNu/wSXhElfXQAvX8ALM9dx\ng/PF9LU+0A5ieD9TEcBudPwtRVdlQ3/c8Q84ERivf/5BojHcyNKmpTSGGxFOxWGDoVYlNq78JC06\nVfmr+O6C7/jLYX/BHYeELsY1R5rJd6sJ8fi3jxO269FQ4QjhhYtI6CVWJVYjhZYl66ansCfj3Nig\ndME2ky51dJWq3JDisPM+NNwy8YiaaFUtw9OcHVSFRoB3V7+b9V65jlyDYJMR1rQapWDvmX0P+1cV\nIgTM7NBUeXbNbBY1LmLahmk05P0VR55hOb/55BGpYh0964nj2nqCTQaD+CdOpM///ZaqJ/+Ja8AA\nlffc1kaysREZi+EbPx7tqbut5z36IDnJOHvccT17PaUs4Rt1I5mQGu2RRLrp2dWtHmY0/JnAd19Q\nkaXkqt9clvbjPypr8XZCV2/vZP3vIlQ88bn63z+BzCrcuwB6YiUu9ii9cV7dPGy5SvQLB1rID9TD\n86fDsvctxxfmFOKOQ8ie4Edv/ogp66akJz3AyrASFWU0QvUZZ7Di8COQmgYSKholE+cqQu3v70+P\nEY/AojcMl0AyxphIBDc2ftwegOeUXpZjV4QVSoQ6raBQ2DeXwhzDCOK0O8mx55CQ2dPLij3F6esG\nYgFunm5YpL/e/DX5uU4qCzysbrCKnj//8Oec954xLTyVL4NNqQkXjhvIEL20S48S1LdSh43X1pJs\nbMTZt4Liiy7CN051l7cXqeePrdPF+gkTWF6a4JqLs48lf8ZUAH706HSKwq289+Z1vPDCVTjaW7nA\n/iEAEjvP1v+TwIvVaNIgo/evPpzijonxS9/Z4mfpDJ0SrF5a9EJUzc0Remrd6cDIzs7Z2ehJpNOf\nDv0ToNwatlxlhEkE2snfpIu6pqZO0ZUrGZwowpWAdbFaVraspD5cj9/l57JRqqxVTF9MtYghEodm\nziSuxbnzmSS/+EjDnpQ8M+mZnj/IhzfAKxfAej0eNRHBBXxeOpGbG5pg9WcAeHT/aTgeJtyuGzcK\nrbp0qSszU8fnyqxw4XP6mHnOTEo8JWkO27EEzbr2dSS1JAOKvVSb2mCaAy7MEI62NLdJEaqrRxzW\nt1U6bHTZMpCS3LHWLJxUwkaKYO1+H19t+orGHlScGdxqRCyNXzeHPzmfzThmU0yvY33dGvaqyMto\nmUmfzDrXW4ueGJ0GSCnNJfpqgT07O3hXR1FOEaWxSmpXBhA6wcaD7eRrusiaiKpyKeEWVp90Mq0n\nTcYdh5qEIQLmufI4c9iZADSjJlayyXBfbPr9DfDpdFIFD8+uOo3S3M6Lm2dgox7tk6qQr3c0z9WS\nlh8sxQkjyQghPT53lbBG2Ih45k/sd2XO1Av3vjBtRbYJGy6byxJF5dVDBoOJIP2Lc1mwvoXD7vqU\nV+du4KT/npT1MW4/fQ8+uvYIwBCFOytjaoEz16hksQXQQkqETcUGp+AoUZbtmN7pwebPY27tXCJu\nweJuHJQVQeMdtLszy9kChLU8mHi7KpIO1s4EvvKtepbO0BOC/UwI8aEQ4mdCiAuAd4Gp220E3zOE\nEJw27ze43x2K0F01zmiS/FRETqgRPr4J7lKxITIexxuFBoyX7nf5KXAX4LK5mNGqOHN8o1F9IlFT\nQ587nkt///maLRCHwSjG3VytinFP1Tu0dxATU90Dwokw4TbFYReWf87M/kaDBBnLQrC6SH9sMMR/\nB55NcU4xJw460XJMTIvxQbWqBHTioBO5/kBVvubWGbeS41OW8g3NYX77SuepaMX5USry1RhTlft7\npMPGgiqQft5zXR6mSY3rPr+Ob+qUW07TXWvmWlsAjgrleoouV+GFwuelOdJMiXMIjx9vXUDsOnHb\ndeuumWDzkkE2xzLTCKPSZ9RjRjXwusB+F89V3aqixKLbL0+2J1biK4B/AKOA0cDjUsodUUj8e4Nd\nqh9pWaP6MXLi4ErpgKEmmPEw0TbrD9mQZxh7SjwlOGwODu57MIuTavI2PqGqIaYsz5Zz//q3LRtg\nKsY3UAfz/mVsN8cdJ+Np0TWcCBPSo3RCrjaW9DHS+BIhScOGduZ+UJ3eVqC7bQbE4wwpGMJnZ31G\npc/qfzTjhIEnpMXoD6s/5JVNpgpBovMIr3DcsJCmEvp7RLCp1DrzswPULYX6ZemvLdEW3l/zPpdP\nuRwAGdaNRK//DNYZ6W3Osj4gRJpgg25JUiY5pGIc7R0y+0ouuQSAkwcr63dFsIFkpWLD5Y5KXm+6\nM2O4Uc0HXqsE1ZA/kqm2Q5QV/XvmsEgpX5dSXqP//Xe73X0n49kl6lFyYjAm5UetVjHC66dZgxoW\nDDSIJVW1sMJbQVvCanxx9uvHNiOqXzNYD7oLSkoIl08Gj25AWj8Lm7CRY88hFA8xY5GqfRx2BkjY\njGCKaJPkP7fP5us3VqPpUsShul93QDyRPfEcuGL0FenPuY5cnDbrQiScSkXwDf1Lp49hjtFOtYjc\noqqIosP0fHQsPHJQxvWTWpK4FifUrtQSW/08mGYQlnA6sfn9xDephaBZl5iHFg6kPVfwwCnGfRJe\nZTC69K378MQjlIZbEP0HIO12cmzZI9Oi0quKopuwaFMbU5fVE7V7t2slip7EEv9YCLFCCNEqhGgT\nQrQLIXZ8LYwdBLM1tTamVuShsQIGBRPE2u1Q8x3JuCAeNEzzmoC6QkWwl466lIv3VWWZ/S4/7bF2\nrv+ZMQnde2ZX781GqW6RijoK1KkWjcCmGQVUX/grgmP/ofZNVYTSJ7cPS5qW8OXGpSRFgpg9TMJm\nauYcN9xJyYR69smePXhzwyZOCgSh1GjqZUae2/Cv5jpz05UaU/BUPQ22EMJu5bAimU9hu0RImfbh\ngpGuNrqqQ8B/1ufXz0t2zr0nvzOZh79R0V5JmeSW6bfwxGwVwGCzy4wOBTafolJHRQXftSsuvbee\ny/vVSBsL+wtmDxWEpLqnXLWSwzcuwB8PYSsowOHzMSyzRh4ArYkKyLcqw8PLldrREtFgwyy++mL7\nFGbrCYe9GzhFSpkvpcyTUvqllF30eti1ETe1sMDmoyEP+m2OseajUla9qyyqm742JlXh+eez4DfH\np79fPvpyinKUccFr83Hyt1cS9xiTPu+EEwDQhJ1vDxyOe6hKpk/U9rDkSSwIzbrvM1gHWpJ4yEbb\nOmXwSGcCrv0SQqou8eya2RSE+xB2BlRkhcju4knGNbRIBPu6rxkUT6gf35E92socSJLryM0I+rC7\n6znyMMMFFm/dl8DyG8lbfC7/eDjJadOlpTNBqiHV4UM770yfxrHKko+7k2kWC7GocRHfzHmXq99I\nYosleGvVW+TEJdh1xrzmc/jklrRrzK4bohKlBdwy4xacNiej+wwjtFaJwLeea+eeM+wEhhrF49xa\nHH8shCM/H5Gbi93UoHq/+fczbnwBA90zqYsPNiQfHQ9MViGrG+qU2uVpXsr2QE8ItlZKuWOS+7Yz\neuKHNROsL1ZAQx4MCnuIBxRHTcYFsTb12ebQKL/h95x54V1Zr+VN5FMWGMBJSy5j1n6/oumo/cg7\nbiLuYcNYOuxcGrxXUvgb1Ui+7aOPevYQq0z2vEA9xAKs+cgQt7SwKXKmuZpKXyVFwb4MbN4XX8xY\naJ4ZcwOx/laHfetnn7Ns9H5EPn+V7lDhNSZurjMXIQQ3jr3RcszadlWuJt5yAJFNZyOTPoqalTi+\n/1qbhcPefPJI7vzxPuxT2YPiAsOOh0FHd+qLTegJBze8nGTcEkl5veKmeSFIukx6/pd/gzZlDLR5\nlQ6+RFPf41ocp8NOpa/ccu3mYmMBO3XVl+Qk4yxJrCJsT5JIGAuhMx7AfdO5VIwbR0DrQzgQJx5N\nUrNajS3l2rFrisht/i3wEnSBnhDsHCHEf4QQZ3eIetrl0BM/bMxUBqSqdS8K+x2HZ7VB4NFmJ7Yi\n/UcUQCKK0+7kD2P/wG/H/NZyrTy7cZ9A/t7cOiJMXIsz8I3/UqPH7Cb1YPn6+/6afUBaEjabLK0p\nQ83wk1RYW9NqkhFDHE02N8N4PZihZS2OOj8/+VZZcDf5VzI8qggm4gzi1qxJ4C0fKbGsfb1uaSnP\nbCuSwn599kt/Trl0zhp+FuftZQRHxPSaUMloOUjoE2zCoVtXpcNu0WHL8nKYfFD/bhP208gt7jTT\nJag36CrWFbNc6aLEU8Je6yQbO9rO9FItKVfPJrvVADSy3HqCOX+4MqiC+j9rn8n6eB2hGuNchx5d\n1meUeoev3DGHx389jdfunksskkgXkHejrPdO/5Z3IcyGnhBsHhACJmJEP2V3vP0AkOKwQWcrpYEq\nFuWcwvJBZ6T3B8ovRviUwcnm1NKxoJOHT+aCkRdYrpUvrGKQP1rErM2zWDLf6Etd2+JiQ19Vv1cm\nswSCv/d/8I8j2Pz731D/4EOGC2CEnmVSY20UGF2xAkapbBoireS9b1RE/LbvZ7gqjMDzHKw6YLxZ\nLUwNi/zIs1+GX3beuc9MWCl/L8D1B13PnoVKTw8n9cVFczNx3Wye/fgv7N2ouK7N7bYWfNtSeEus\nBGvKeglFFMFq+hA9cWWAKgpAY76EAlO69pOquobNpzhsyiqcegan8BCtn0CsUf1GgXiAygcesAzl\n6+GChB0SpveQItjS/kpXbW+KpNr6EmyJYrcJzhnbnxY9c8fj70QB3kL0xK1zYZa/n2+Xu+8ERHUO\n25pj5EEG/IZlV7N5cRSql9xn33YVJtgJvFgDEFxJD5d/eCVT/2F0ePvs5TUs33Mya/aYlNmPVkqY\no8TWlv++R8OjjxougOEnwn6ZEaCheXNpevVdEhEbybDVQh2zh412GYBn+LHWc5cYZU5i9DO68YUT\nBJo7N/DYbVaDU4rjJnTDjtTcjNQJdWSj0r/3XNzGihUzuXv23cR1Yku2trLmrLOIrc0eGWW9Sala\nvGY9od6TyTUSSkWj6QR73Qthnr2tHVcCWj3SKIJuQqqGdLNPnfSv45XLSJOSWMMETh/4C0ARft5x\nEyn+heoT5PrRibTnCmwSYia93q4bxFweBwVl1oCKYIvaV+pzc1X8cm6MX0hO2dDun7kH6ImV+Gkh\nxFMd/7bL3XcC2urVyljrr05vkyYLqIxGsBX2wZGbIH9AuMtsCx9W0dud8OCNZRfH2/170Pb229aN\nQT1RwGwjiraDsKElbWyekcv6OUYFSHtBAfG166i9+6/UzM0n1p45NrP7Jbf/fpZ9ms2wfCdN9Yve\nfXgBz/7+q7TbpztM3GOiMaak5KIVyymMKIIqDRuL0jmfafxr8b/Y//n9eXHpi7R/8gmRBd/S8PfH\nur9JKpzvvd/CnwoMyzkQ1JPps5nWWnOyEOyiN6iLKa7c4oUrRl1Grk2JrL87fjhnHtCPP540CqfN\nqTK5Zj+J37MAz377UXeuqrho0wRRt2EjKLtO+aITzc14fFaXV83qVtYvbsKf46CeQp5PHkuRd/v0\nj+tRPiwquuldVF+dPKD7/ha7KFrW1SJFjHrfuvQ2TSdYkZuLFo0ik2Ar0PXYLjhsMmydMmM2HG8x\n/JihCTu1d9xJbL0hLqdCDxNxY4WW4TZw+2l7731a3niHwMoQ9pISbD4fBWdPNl3RQUTv++oSQQod\n6zh85EhuG3db2k/szbFGBSRtTnx91fNopjYVm1cpImvcpHTOjcua+eq1zD6w8c2bSba1ce5e51Lp\nq8Tr9HLMAslpM2ZyYJ1ylVSYxFibif4fW2Ai0p7osQONNiBRAZ+s+zRNoG26SGy3Z1bpjQobFA+2\nbJNzn+HXw2YzZZRg0V65XPzG79JtRvo1fc09k8rJcdrxOX1K7373Wjz1bzHgxX/zTUJJDNV7PUw4\n19BDc4Yr/3V06VJEh2oUM99aw1sPzser+5wrCzzbrStfT0Ti10x/LwA/AfbeLnffCYhsWAH2doIu\ngxOkOKyjsJDQjK9pe+99w2nfgcOumlfHCzd/TXNNkOpvM+spdcZh43qkUHSZEamTMohEXcbrTLa2\ngDuPRH2dsa2hAc+oUTgKjMXA7pFEN1cDMLHgr5xTcjU3jr+dKn8VZbnKPeXPscbUajYnpfsqQm1+\n6T8ZY4yGlIj71oPzmf/xOt487h1eOsmoVbDy6GOoPvsc1fDL349gPEhZS+e1jmymXX6X3yJKxOvq\nqL3rbmSsk+7obr+KzwWezcvjmm/u41M9u6oh3IgjIXFEMzOOpuwjlIvl2iUEhOA7l4twpIWmPME/\nTrBTlF+uJn3dYjWef/1I9fNBifqWBmPLP1Jhj1ke0aXXvg7NmUu8ek3mAYA7pGwW9i7Ky2wptrBS\nMgBDgS0Mjt11ENNy0OxhQk7jh0mJirb8vHQ+a2yjTjCfW0swL5m+mZbaEBuXt1C3zrhGjk/najFl\nXPjv3n+z6DZxpyJYi/6muydaFhkGlepHZhML51J/v9XwEfzqK+wmgk2Gk8Q2KZ3U5Rbw64W0ffAB\nq46bxK9HXcWJg05k3z2s66rNb8ORo9heYOpUwousDe5TFnSXHpXkbPYzslglZyX0MM7YKpUTmsrv\nzTHRW5PbqtOPWyIpblOz3ZySiBA0PvYYTU8/Tdv71nRGC/RkhKjOke8tKmCu28305iVMnGdQ0aD3\n3qP85j8y648TaXHZ0Jw+yOvLb/qUcE5lOQ2mlp0/HflT4/opv2qT0r+LPEU0hhuJAx/nepD/PpPV\nrasZ7DX0z/33auCCO8bhKC3F5vXS8MgjJGvNuTGm4UfUfTvmRm8LeqLDtneIcHob1YLyB4l4woFm\nixB0GeZ7m03Du+8gbG7DCuiq0kXiDlXvUnrepi++pL0xwiE/Gszljx3DIT9SK+7B61T/2MbcTbhz\nTTqjrjNZio5HWknGBO3fGUEV8aYo9TNNnMNUrtNRZvgM46KcuFTjdcYboaCKzX+8mdjatYz3H8Cd\nh9+Jx+3mskeP5qzhShxNOjzYXcbkjS5dauFwKYL1FSlfZMN6Q/NJhfWlIKUECbna3mhCjfG2sVYr\nOsB5n2ocsEKj3FtuiTJrfvkVNYbV2bkTkK6X7NAnfMhm42d9y3i/ZTFFETV1S391Ee5BAyk8+2wY\n0AcpBEH9nc3yqPez3CQ5+5ym1EJzCl/1l5TnllMTquG5fD/XlpXy3sAx1IfqGOk2CLbwwHH4CvUC\n8f1VUkFZ7Zysw7fH9Qqb27HSaU9EYr85wklKuadeLuYHiVgUNHsYzZakfMh5jPB8jMix0f9PlyLc\nbkKePoiyvlT+4fKs57fqRqs1GxTHqBzkgY9uwi2t9X8Tthh2U6C79OalS5WkEWlF0wxHfZuvinX9\njgGTbmb3q/sMevcdnBXltPn7E/KUUh0bTjypznWIiOXY+EZFXFowiBZoJ8+riDLh9FjCc6OrVlP3\niNFoK9Qe4+2H5qcJtXaNoTZ0rEL4x0P+SFXLcGKFl1K9x0QGvf0W5/38JJZdeA1Dpn5K6dVXAYrL\nXv+qhuflj9j04P3qN6iuhoRaHLT2Nl5e9jLT1mdpMamrKm16e5RmU5uUfk1xHLkJSjAK5vn16dye\nOk6XnOabQjU7JdhnTqTCW0FNsIY2Pfrry2gtEhi8vtp4D27DNReqVBFvFbUzmVVyDZNvOoizbjT6\nxIlIqntA5qNtLXrSWwc9UOIwlDT/hZTyje03hG7vPQj4A5AvpTyju+O7QywG5ZoyrhwUibDe1k5U\n8yG9hWhJyddjb6YyP8jwo05mwZRPKchpTBdhrlnTSluDIo6Ezt3yljwK8x7ENbI/YDJ2CHC4TEHl\nCYm9vNzauT3Simb3M2/0r0nY3QR8/UDY2KvWKK/S/5mnCXw2DffgwQQbA8w5wBBufIXzoR2cesaM\nLS8PNm4kvnEjax96kNCMrwEYdk0VSI2EMxcqRlNx+5VsvvEmgtOn075qPYxT5VI2Lmtm3SJDAqit\nNgxT5mqEMplkYP5ASkLKHRYbOAL30KGcNxQ4WIX6FZ53HvUPPJg+5/ypGqCuHTGJ4on6em77WnHb\n545/zhKwgR540aq7laTJWFXcLHD7E0YYJ+AXylrbrnPkhN7G+FlhqC4+zWQJq/4SMwYVDCKajPJU\nnhLFV4g44KKwSaRLh1a3VzNC1wgjxT5SMpkUCWRRhBJPCSVVPhrWB9BC27+Nck9E4keBS4HvgIXA\npUKIR7o+K33uU0KIOiHEwg7bJwkhlgkhVgohftfVNaSUq6WUF/Xkft1BSkkkaqdCtvPdmnVU9T2I\nHBEgiYuEuw+xVt1K2qpEsS/rz+Cd9b9UCe3Aytl12B028u169AwJclaoML98n9WP+fwJz1s4LBJE\nQSHJFhOHDdaj2QpoKRhKwN8/behq3mSsoznDhlHyS0UEzfVWA02LTxVXc6Y4rB4cEN+4IU2sAA1f\nNuJIhInn9Sd50VQKzjgD76GHEl26lLjDMEyliLWvfTPDDi63hHGaO9UvHbk3dffeS3G7LubbM7vP\ndUwiN+PTsXezYrBqehzepJec1SQXvHe+tdSNnu8bcVrjnS/6MMkeNeDKsxqd8nSO2qpF0j7ijvAt\nMBnbvrGWsx0yxZo6t0yvqmkP6C1a+sygJt/UPTDXsPw6krC+XXkAzvrDQRRWeEnqKkaPEh56iJ4Y\nnY4EjpNSPi2lfBo4ATiqh9d/Bphk3iCEsAOPAMcDI4CzhRAjhBD7CCHe6fC3feK5dLRvrCMcdVHi\n1F960WDcNsU5oqKQhGas4JaJU69CqRs2tFPSLxevTXFJj60Vof9IeVp1+vDB+5UyqnQUNru6Xo5Q\noqWWX2bhsFrzep6qtxYDAwjRiS+3ybooLF+sCNWx/08AiNcpXTiV95lC4+wQjkSYaue+vHSbakZl\nL1D3SDgzCWvYlD+T43WQTBrvQAtY43ob//kkY5epCZ20ZSYQmLv8hd1FhDzqp1xbNQFpc7C+aoK6\nzjo11v/cleQ/dyZpqTO5vfY5A055iOge4ygwRYkdpxucvOX6+9ANg3309LfaeKDTjggD5r5gfKm2\nRnoVNmS6spwJN8l4GU5bO9MGv0RDwrDeBz3GMzqT1lI5uXlOEsEEb1w+jnvO7KQ/71agJwS7DKtV\nuAr4tpNjLZBSfk5KDjJwELBS55wxVI3jU6WU30kpT+rwV5dx0U4ghLhECDFHCDGnvr4+6zHJhrUM\ndk+n0rUQ+h8KI08jx6bEpUjMQcFFl6SP/fctpv6e3ykuGmqL4cu349BFUJfNNIlnP5H+OOHnyumv\n6R3Pcu2KYD+MTCBh4rCbl2YPVEjonMXqd+2QaWSC7dQHiK1fT3yt8i1HlmTJDNHFyZbaEDP+u5KE\nX8U4x7MQrEASW7yQRDTJ2kXKOtxRhwVwSMXRE8LFl6+uYP1S60/d75GHsRcWMuOQ2/h6rIp/XqVz\nVoBXxgn87UnspoWh9vln0VIdBW122P+nxGyCqhL1Tt0x41hvmU6wn94GG+dSniLYaHPW3rm/b2gi\ns7yAgTyTuHyqR6XLXTT7bjaFjsJjC1OUU0TUlLETMAkWjiS8ufJNknosdW6em/bmCKOrCtKF07cH\nuipz+rYQ4i2gGFgihPhMCPEZsBjYltSDSsC0jLJB39bZOIr1/j77CSF+39lxUsrHpZRjpJRjSkuz\nD69w3zFMKryHor1GwM/fh6HH4hZqIkaCcdwHGsW7WmpNBol2vSNaKIFbBHAIJZqmRNEUflJ8Dcce\nuhqH7iRP9Z712AzjTSDqRCaTyHiMN6K3Zh1nyqJcfqM1OyYR60QnEiJtaAKIrcm0vEZyjIT8eR+u\nY3FMxdJuqlCVBYct+7e6lKbGnNB9i+88tIBZJ/08w/2yvvIoasuUgaU16mXBJ+t56/75PHfDdKKh\nOMmEhu+YY8g72Qg7X/KMNXmi2S+wAS/ebTxXZMG3LNt3FE1PGcF0sWQMjzsfu7BTpKujxSOD2Mx0\n8MQxeL59GX9Soz7WmrV37jmpIuO5mSl+gWQR9rgRevgrhzWLx2mL4ra7LZ0Oa72G2H102WHMqZ3D\nV5u+QiYS+FrWEGiK0rhp+8YYdcVh70X1gv0jSny9GbgFuAOo6Py0bpHNi9ypHU3v+H6plHKwlPKO\nbbiv6tty3Rr4iVF6xPMzVQWvfl07iVgnoXmRVqSURINxcla+ZnDYDgRb6qxmz6JFsHY6AFrciERK\nIeHwkGxrI7FidqfDTOotHFPxrymkOOw+Rxmxz6dcparmJ2pVoL330EON8VxzTaf3aBNFRNwFNJQo\ncW2fW34JQFndPHA6secYvCjUFrMGfADVA44nG9qbImxY2sxjV3zGx08tRms1DFeDBh1gOTaYpYCD\ne5Yyd9TdY/i/o8koLruLHEcOfZvUVPFVZKmquPYrCrQkLfEg0Q7J76PMnRkOu4aI5qUlUUEsf0/k\n9et4tv5JXmk0MqoqpY03NxiLoNuuCNZ83QV+Q1o6ss8hDEoU8smsl1g54Vi011Qx9ZdunZU5zm1A\nV2VOp6X+gFZUEfFngPFAD4JBO8UGrM20+gHbpfttT/JhyS0CpzFTivYcTEFZLhuWNhPvjINF2kjE\nNLSkxE1rmmBl5UHwq+lwoYn7zHkKnlaTOao3CB7hmZK2GCftbpKbq0n8/VQKmg1dc+Dehew3UWke\nmi173Gk8ksSVY+eIyUZVi1S2SHyzIti+9xqtM3JGZJbXLKlSYqzm9li4bl5ZHmNn3cbwZf/GUVqC\nLWEYuCLuzEwTT6hzbTrht5cAACAASURBVGXJdCWRrJhdS8GZhmHfb8sjKRRXqs9dhea1Bs2vtjI1\n4nXqHjEthtvuxi7sVOnajnvk/lnvna9ptMaDaU74i31+wYT+E3iixhhvPSN4su55Xmh4lDfXXkZb\nQL3vkFbEpc2t3Df2JphwC4PiBgd12JN4HB4L514VXMtn16ru9g133MWd99Rz9g1TSdTU4IzvmOjd\nrkTiPfVesEuAh1FirNAbOj+0DfecDQwVQgwUQriAycBb23C9NLa0AzuoNLLiSi9tDeE0hz3z92M4\n7ExTdkWklXBATeCcvgPx29WsqdsUh7KR0O+gjOuSTHDk0VEO9L7EHu45/Og3aoI1FO/D4kfu45XY\nAyRNnef2HFvBgSeqnj/JTpokx6MJnG497lmP3nF51Pd4bQ32ggIcRUVU3v83Cs85B1eVwYmLK5Wu\neubvxjDkgD4k4tJyf4ffhzdUg00mcPYpQ5gINq13mgxJmp5kUNS0OGOcaxcqvbfv0AJsexnpfo6A\nB7tUcmxpaDBXHXKL9bxyq66XineOx6P88lcfcsPzUc6Zpp7bflH20mL5SY22eHuasCb0n8Dfjv4b\nnlSCR35/6qNG+l1dZA+WzTTSAC9rbmXigEk0hwtVJYnU2G1xi0jcEmmhOdqMd8yYrONwmpIVrvvw\nGtWPdzugK5F4KYqbniylPEwn0i1yLAkhXgRmAMOEEBuEEBdJKRPAFcCHwBLgZSnloq6uswX3657D\nZoG/KIf2pkhaR3S47Hj8hkiYqFlGaP4UAHKdAfYeqFTwtBEoSxA67Zsp9bdwkP8/CGGE+62vGs/0\n5M9pFxVp4xJAfpkXh1P9HJ1y2GgSp36do4u/Yeim97HZ1TmJzTU4KpSmkjdpEuV/vCndwAvgtGv3\nZ/JNB2Gz23B5HARbYsSKlaDzkxsOxOY3Qgdtfr+FYAFWDjqVpFe5JzaXH0zAX4W/fR0H9asx3WM/\ncrzGe5NSsmK2EcWV7FCJctNiq60htLe1KeK1b1zMwoaF2EJKohm0ymTkc3mhr+6zPdawBRRoGt81\nLuLKT68kP9yHzdOjyoD1m2Vw9QK45js0u1UWn/2OofNHpQ9cXv59y0xeabwXQRK3CHB0xX9wO9zM\n3DyTCz+4MO3CqSrM3sjRFTd8vzXT5/PWqu3Ck7ok2NOBGmCqEOIJIcR4suufnUJKebaUskJK6ZRS\n9pNSPqlvf0+PmBospfzz1g8/435bzGFB5TQm41o6+N3hsjFkTBmF5UpkCyXzCX2sYnu9ooEcrwuH\ny8ZBJ3fRdTPUYOki4MzJzNYI5/ahrHYWo9e+QGl/P8ImsDttOEfvT+7BB2ccH48m0xy2z+ASqpa/\nQ3S1XqalpgZnmbXKfyr22F5URI7XSXGlEoedLjvJhMaSylP057dbCFa4XRC3Euy6/hP5et/fUlcy\nmiXDzwdAqxhA1a2GYaxyz0JLil4iptG40eA06xdaucyqxQFyTlYF2SWQ6H8AEliqmyDDTXWc/e7Z\nEO4kY+pH/yA44Mc8/eb+bIiquOlz2gxCmbDipyx7r0VFp3lLoHAA6xY1sm5R5z1bv/H9gaTZvYed\nUd63yRFt6RpVc2rnUBdWInafPFO4aKERRWXX4lRuVNFbP/18EOcPPbvTe24JutJh/yulPAsYDnwG\nXAOUCSH+LoSY2Nl5OxNby2FT3C/crlt/XXZsNsG4M5RYHNBKCWlq8ntqp4Hbzy8fPCotwgLw439a\nLxppNfqvogfoZ7t3rJ2iNdPT3x0uG+7RY9jjmcwOcGaC9R56CADRFSuRsRjRpUtxVFiVQFtODgNe\ne5X+T1uvFY9bBSWHy44QAv9xx5F38snYXG60LEQSdeazcO+LjfM8bpy5Vh9sLGJcOxFL0tZo0vnm\n1xNwNfPMmBuoOkzXX8+/ioQ9h5ryg/FPP5zrL9mfN3+qRNG8MIxZfzxjF15CVpQOY3nlnwi1xVke\nUbrkvlFjoXEnlARTb0rSePuhBaxZYPLR6j9L+SC1yM9bPZyVc6wF8+wiBsk43zV8l9723CJV5LzU\nU0qf36nos7afncQyk79j6ErlDoy58oguzlQdtgY9iSUOSilfkFKehDIQzQe6jE7aWdhaDpvifrPe\nVqKRw6VzsT382OyCNckjSEg1MTu6ctLY90zr93ALNBpduZ1agCP3yrQYumLWGkO5fhfB1uwpZ2aC\nTcUNa4F2Wt9VCQoii2juGTmSnGHW0quhDtdPXbPfA/dTec/dxDduJBbsJO3NBCllRi5o/5FGh/bm\nmhDrFzelkyDCbTFspXEiziCHT1C1kN579Fs+P/w+YgcrQ90f97mViaOUocoXhjEbJpEfs9Z69h9r\nVNJIFSRwjxwPhQNgmKpa6Up4yIsq901Kcgq1ZXkm3T9RNsBw6aTyg1OwoUEiytX7X53eluqnW5RT\nRNEFFzDk0ylw0nhu+qmDqP4z2KSGRoykPYfwwu2i9W1Zep2UsklK+Q8p5THb5e67CFIcNoWULunx\nu/AX5RBMFJCQSq90iFjn0dxXfQOn6sH07/4GvnvF2PfSOfR1L8s4xRVrpd8jD6e/5/fJTScYdISZ\nYFM1irRAIB09VXjWT7p5UoWUJJFCaoFKIbp6NQm9q0B5zdd0BnMX8hROvnJ0xrYUwQDsP2Bf5pw3\nB1+hVY9M9FMJ4d5cD0UF5TTnVVAcs5a4Kf31rxm+ZDH9HjJilFvrlZgacVQoHfXsFzltyGmWvORY\nOIGW1HjuhumW6x36Y6OaR9+hRvjgoi+sTgufvQEq92d0qfXZztjzDBw2B0IInH37plMOz/8/Yz5F\nHVHESSdQeO45Ge9la7A1+bC7LLZeJLZOWDPXyPE5WREcSyBZAmjYSNCp27hokFE8LdQhNG7dDHIi\n6zNOGXjHzfjHj/9/9t47PJLrOvD93a7qnNEBOWNmMJich+QEkhKDKJGKFBVsyZJl7Vuv8+6z5We/\nffLTer22P+3a3mfLUbIkK5gSlSNJMQw5wxlOjkgzgxy7G0DnWH3fHw1gAAwwCT2R/fs+fN1VXXX7\noKpP3XPPPfec2W2b2zibE2guE8NxJkcTpBOFqaKZWF0tFpuN8zU0XmFMPYe5HvC6NWXoFvSS+WgU\nw3QalrKJpTPczpS8ffK3NvCRz+5Y8rjHP31pXa7ZasCoGGcfPDMEBi5ZGl6TlxMb/wCD4anZfUmT\nB+uuXZdlXUwnCyZ4MnZpTfHnHvgc//7IpYdlYCBKbDKNlps/zz4zjQbgrly80BVA83vfBx/40my1\nwBmeaHxi3nab59I02lcf1vG5D+nIKGkMRve1Z4u8CveUwi7H6bQUYz2FH+7Z5OOoZAsRfsoVAtwM\nSwe9myePzE7HAJhJULejYf7pJpXMIpkUzu0vPPUH2gu9qVBVhNlMPlZYQqezWBDqtYXAVTQ5+eX/\ndh+7n1m5aI9Y/dd/TfXw66w/9XeUjy++1hMu9bB1bR7cFUv/3w3rL0UWLXw4zjBjpmdTGl6zF7mg\nNMibW/8QndVC/7nQvGoG2VThWi20GtJz0tmePzLOt//i6JLyAVidxtmpt7mY7XrEjl8DkwPzgkUO\nm/3zj/eavby35b34zD5+uEPH6UYdqtTTffiaI2yvyj2lsDfK3KmIhdSvvRRcoOgFbPgwPH55QaRZ\nrvAkFULOTmX6Asd51PoqijL/FuhNCvmcnPejBGbHgeWNczL32WwFkzgam+flvRYcXjPrH1q8DpDj\nsUep/su/wDtx9orTAnrD4j+fT/2vPfzaX+1hw8O1WBwGFFXHQ79UqI6QSV5ySs144eeSTWvUO+ov\n26+pZqbiCj/8m5O89mzXvOOhEFp6/uj4bE891wyHwvh5Lor+8us+1yyeZc79NKvzFXZhNkkoJF0P\nJC/Fss+Y5pHQ0sn8roeSwgJmx9IZ7R7/9FoaNxR6CNVig/f+PTivUvDqXX916f0nfz7vo7UbCopY\n3/88hprLQ6hneqBMOkf7gWE6DxaihmayQTz5m5cCEXQ2G1osSj4aQWe/vEjzcrA/9iiVf/Zn1H3l\nyzz5Wxsu+3zHu5sW7Z0BjGYVg0ll1wdX8Im/KJT4WHVfBdufbGTD2y8FuT388dWXnZtN55CLjI0B\nNFG4TxdPBOYcX1DYSDDFz//pDM/+aSHkc27C+LnUr/Pwgc9s5WN/ev+8/TMm6/v+y/xec+4Da6HC\nLsbCYw61fB8oDGmKwT2lsMUYw374vy6o3m1QZh0kimFxc+4yGvdceq+3wGcvyfPARzZz/xt/hCPa\nj3vBapyCLIWeNJPUeOkrHbz4r+0ceO48J14cwOEzY7RcsgZ0Nhv5WJx0Tw+G2uKm2dIZDLje+x6s\n27dT1+a5bIy69R0Nl+XjvRKKomPbOxuxOi9NA1kWeVAmwhnO7Bu6bD9AJl+4/slolr4zIaSUZFLa\nokbNzFj/4Y/NL/a14eFayhscs9+9+5kV82KzK1tc/Ke/f5in/7AQwTS37ZnynlfCos6/Jr2+k5jt\nejKpxR8g18s9pbA3OoadCU+0l5kWdT7MxAGr+mu8XHOLOC1wVAi7l+pfeQbf7/0e+ooFwbNcmmKa\n20Mcf6GwbM7lm9+WzmZFi4TJXOxZsmpesXBXWGfDG4uFw2PmQ/91flhnaDjOa//eDUjq+l+Y3W9I\nh+eZ08HBKLlsHpmXlFVdLlc6kUPV61h9fxUPfvRSSc2Fzq71D9XOi82eweoyznuFgsJ+fu/nr/g/\nzVSxnyGpxPnkX+5m5bbL7/WNULyFenc5T/9f29Ay+UW9eTOKqlxLMWKYXyt0RmE/+BUIF3oO/+/+\nztKnugpP8Wf/++WreZwLejSZTJE6WViarHrKLju+2Dz125v40u+/fvUDrwNPlY0P/tG2WVN2JsjB\nqqSoHDlAf90j6DNRzKkgqfilh1hek7OOplU7KjnwnfmLz9PJ3Jxx/6UH+EKFXQqr08iDH11Fw7r5\nS/EebXiUP0798ZK97cIeVpPFTRNTUthpFEWHYl5cIWfmKdUlnCyLMlPMacbbOTPdcxX89Us7j1Zt\nn/+UTp44Mfte57j5FUBNtist/75xPIv0kDqDAWtynPdX7efVU3ZSprJZM9dgVkmEMyQjhW13hYVf\n/8JD/NPv7pv1VmcSOQzTw4e5TkWn7+rj0BnW7F58mfYzrc8sec7CqR+74fqcgVfjnjKJb3QMezVm\nPIpzzaOr8vSXoenBguJeB3PngOeaoA9/bPU8DzFA2Sc+cUnGW6CwC+dri9auouM9v7eJX/rcTh79\nVCEPsrBYqfiTP8H7m7+BmkuQNjhIxbPoTQo2t5FEJDPbw5rthkJy81VutOmwy+hECtN0DzuTMxou\nDxIpNnN72P+85T/zxceKW9XmnlLYGx3DXo3U9KS83X11p8MsjbvhY99ffCXPVZgZkz36q5cCDhZz\n8JT/we9jmw66WDKDfpHxNzh44AMtVz/wOqle6cbps8xaGHkpcT/zQVS3G/dkF1mDg8GOSUwWPRaH\nganxBPu+WZjeMTsKPahqUMhm8sTDacb7otStKTwsZzKAzHUu3Szmeol/Ze2v0OxqvsLR10/JJL4G\nZnrWmemdm80HPrMVLZuf16MtZSr7fvM3SHd2YtmxdKRRMXn6M4uv/ywWlmkv8pbHG2b3bfvXP6P9\nz9uZGI7jrbVhcRgY7Li08sdiL3h89UaFXEabHQdXrbw0r/rrX3jopso9w9zK9TeDksJeA227qqhZ\n5b6uaYzloDco6BeYbks5vEytrbS8+MKin92N6A0K/+nv54eq2xsrUQ2d5DJ5jBY9Zvv86aAZM9dg\nUsgkcgWFFeCtuTQ3XazQwKtR57i5VWxKCnsN6HTililricUxWfXEMmlMVnVeCZS5mO0Gctk8oxcj\nOH3myxZ13ArMqhmPycM7GhfPebVcSgp7h/ORz+646Y6SuwGTTU9sMo3Rop8X+/3eOZFJM8EQU2Px\nRYMybhWvPPPKTWv7nnI63Swv8e3EXVEI6HirMzM1Y7KqGKcVtnqli6qWS+PUmRDTSDB1zz7k7imF\nvVle4hK3n8ppxUwncrO5txze+XOevtpLjrl7VWFLJnGJu4JNj9QxMRSjbVfVbMD/Qq+9xWHAZNOT\nimWvOaLpbqOksCXuCvRGhcf/w7rZ7U/8xa5Fx6lGs0oqlr2+qLS7iHvzvypxz7OUU2nGIbVwWuxe\noaSwJe4pZioG3qtj2JLClrinmEnps1g2i3uB0hi2xD3Fgx9dxVDXFK33Lade253LPaWwQogngSdb\nWoofnF7i7mDN7uoll8XdC9xTJnFpHrbEvc49pbAlStzrlBS2RIm7CCGXKjtxFyOECAB9VzjECwSv\n8PntpCTbjXMny3cl2eqllL4lPpvHPamwV0MIcURKeXNXYt8gJdlunDtZvmLJVjKJS5S4iygpbIkS\ndxFvVYX9x9stwBUoyXbj3MnyFUW2t+QYtkSJu5W3ag9bosRdSUlhS5S4i3hLKawQ4nEhRKcQ4rwQ\n4jN3gDy9QojTQogTQogj0/vKhBAvCCG6p1/dt1CeLwohxoUQZ+bsW1QeUeBvpq/lKSHE5dWQb75s\nnxVCDE1fvxNCiCfmfPaH07J1CiEeu8my1QohXhZCtAshzgohfnt6f/GvnZSyKH+AFVCK1V6x/wAF\nuAA0AQbgJNB2m2XqBbwL9v0F8Jnp958B/vwWyrMH2AycuZo8wBPATymUUN0JHLoNsn0W+C+LHNs2\nfX+NQOP0fb9pv02gEtg8/d4OdE3LUPRrd8M9rBBCJ4T4iBDix0KIcaADGJl+wvylEGLFjbZ9k9gO\nnJdSXpRSZoBvAtdWoerW8m7gy9Pvvwy851Z9sZRyHzBxjfK8G/iKLHAQcAkhbtqatiVkW4p3A9+U\nUqallD3AeQr3/2bJNiKlPDb9Pgq0A9XchGu3HJP4ZaAZ+EOgQkpZK6X0A7uBg8D/EEL80jLaLzbV\nwMCc7cHpfbcTCTwvhDgqhPj09L5yKeUIFH4IgP+2SXdlee6U6/kb02blF+cMH26bbEKIBmATcIib\ncO2Wsx727VLK7MKdUsoJ4DngOSHEzalPeGMsVqvhds9pPSClHBZC+IEXhBAdt1me6+FOuJ5fAD43\n/b2fAz4PfJLbJJsQwkbht/87UsrIFcqD3LB8N9zDziirEOI3lnKMLKbQt5FBoHbOdg0wfJtkAUBK\nOTz9Og58l4LZNjZjHk2/jt8+CeEK8tz26ymlHJNSalLKPPBPXDJ7b7ls053Tc8DXpJTfmd5d9GtX\nDC9xBXBYCPHstBf21lQdun4OAyuEEI1CCAPwIeAHt0sYIYRVCGGfeQ88CpyZlunj04d9HPj+7ZFw\nlqXk+QHwsWmP504gPGP+3SoWjPveS+H6zcj2ISGEUQjRCKwA3ryJcgjgX4B2KeX/nPNR8a9dkbxk\nAniMgiPnPPDfgeab6TW8QTmfoODBuwD80W2WpYmCJ/MkcHZGHsAD/ALonn4tu4UyfQMYAbIUeoFf\nXUqe6Xv+t9PX8jSw9TbI9tXp7z41rQSVc47/o2nZOoF33GTZdlEwaU8BJ6b/nrgZ165ooYlCiA3A\nJ4DHKTikdgIvSCl/vyhfUKJEieUrrBDityh090Hgn4HvSSmzQggd0C2lLG4J6hIl3sIUI2uiF3if\nlHJehgcpZV4I8a4itF+iRIlpiuF0Mi5UViHEnwNIKduL0H6JEiWmKYbCPrLIvptTfrpEibc4N2wS\nCyH+I/DrQJMQ4tScj+zA/uUKVqJEicu5YaeTEMIJuIE/oxDYPENUFqKdStzhCCFmph2gMJ+uAYHp\n7YSU8v7bIliJJbknM054vV7Z0NBwu8UoUeKaOHr0aFBeY5rT5ZjEr0spdwkholyKg5yJcpJSSseN\ntr1cGhoaOHLkyO36+hIlrgshxJVyaM/jhhVWSrlr+tV+o22UKFHi+li2l1gI8fScmNg/FkJ8Rwix\nafmilShRYiHFmNb5v6WUUSHELgrxxF8G/r4I7d5VZLU8w1NJslr+dotS4h6mGAqrTb++E/iClPL7\nFFKwvKUIRNO80jlOIJq+3aKUuIcphsIOCSH+AXgG+IkQwlikdu8qfHYjD67y47Mbb7coJe5hiqFY\nHwR+DjwmpZyiMDf7fxah3bsKvaKjymVGr7zlnlUlbiHFCP7XABPwtBBibnvPF6HtEiVKzKEYCvt9\nYAo4BpQGcCVK3ESKobA1UsrHi9DOW4aslicQTeOzG0smdInrohi/lgNCiHVFaOctQ8mjXOJGKUYP\nuwv4hBDiIgWTWFAITVxfhLaLj5aF2BjYykG5PVlYSx7lEjdKMRT27lr7GhuD7hdgxSPgrLn284qo\n6DMe5cVYzFwumdAlZijG3e+nkO3/49OZJyRQXoR2bwoJo5tTztUkjNdZY2pG0WNjN0ewaRYzl5cy\noReLripFXN3bFENh/w64D/jw9HaUQgrHO5KuyQBfvXCCrsnA1Q+ei6280Cvbbu6zaDFzeSkT+nqU\nu8S9QTGyJh6TUm4WQhyXUm6a3ndSSrmhKBLeAFu3bpVLLa9LZNN0BUdY6a3Eoi/iGPI2jI2vZj4D\nJVP6LkAIcVRKufVaji3GXcwKIRSm18QKIXzAHWuPWfRGNlY2FFdZ4aaYzFczb+dGV80cC8zuC0TT\n/KJ9jDND4ZKJfI9QDIX9Gwp1YfxCiD8FXqeQ+f+ORGazZEdGkNkil/1ZwmRedJyZzzIaHyWbn5ZB\ny0J4sPA6h+sxbxc71mc3srbaycmBqZLS3iMsW2GllF8Dfp9CbqcR4D1Sym8tt92bRS4YJLpvH7lg\n8LrOu6ozR9EXvM4LzOHFFCmUDPHa4GuEkqFC25EhRs99h2xkaN65C8eur53p4bv7zxBJpC77+oXH\nzpjGqyrsbKh1cWYofN3j2pID686jGNM6SCk7KBR0vuNRvV7se/ager3Xdd5IOM5PznXyRNsq6squ\nPcmGy6qjrU7isl56NnrMHnbX7MZj9gAQUhReM5vZrShUzDl34fTPV184yvffOIde0bGttY6ndq7m\nie2tlLvt847NannODIU5MxTmbavLWVvtpNxhuu5535mHzYOr/EtOQ5W4tSwna+LvXelzOb+K1y3l\nSk6nG2UgMszPLr7C400PUuuouuxzmc2SCwZRvV6E/lIvOxof5bXB19hds5sKa8Vl50HBRA4lQ3jM\nHvS6pR1WAxNxvvzKOYZHRnn15HmCU1EAtqyo5h3bWnnH9lW0VHkZnkryi/Yx1lY7WVvtvKLD6Upz\nvKX531vD9TidlqOw/8/021XANi6VbnwS2Cel/NQNNVwEbobCXk2psiMjRPftw75nD/rKS1UQM+kE\nwcHzeGtaMBgti7d9jYoxc5xTDxMDI0ypBl44eZGfHe7k5MVCtcKV1V4e3bqSHW1N7F1bj1GvXPE7\nhqeSpV70NnNLFHbOlz0PvF9KGZ3etgPfup0LAm6Gwl6NpRRzKUWey/UqzUybtvvvR6gqqtfLUDjB\nzw538tPDHbxxrg8tL6lw23l82yresW0VjdXl7OsO0lphp9xhwms3MpXIYjUqXAzEWVVhx2K49hFS\nqfctHrdaYTuADVLK9PS2ETgppWxdVsPL4HYo7FKm76Km8oI523k/frTL5nNn2lCcTrRwePY1m4wy\n/uIP8D3yFAaTffY7JmNJXjzWzU/f7OClkxdIprM4LEa2rKqnzOtjZV0Ve1dXcGYoTIXDxGgkxdtW\nl1PlMs/KcjVFLvXMxeN6FLYYTqevAm8KIb5LYS72vRQSsb2lWOhImkHoQG/R5vvjF8Qzz3MYTfYT\n6vgBntanwOYnFOzEkXOSOnAYdWULE6ePUfbQ20iUWchkQ5xwnmfbxEXM58OzvbjbZubpPet5es96\nkskEh44c4fungvz06AUmj3ehVxUOrmlg/Yo6plwedrVW4rMb5zmrKhwmfnx6hI/f38Daaudlvem1\nLGAo9cLFpyiZ/4UQmynEE0Nh/Hp82Y0ug9vRwy5JePDyxQZXiIoajQzw2sWfsbvpcWR4lEMH/oXt\n2z+Oz9RAQInx5qkf0tS6i854H/eVb0VNTlHmbEKEE5c5vLL5LKGxM3gGj6Jf+ThZo4+jb57mx93j\n/OhIN8OhMELA1pU1PLGtlc2tDXSHMqytdtLks872sFOJ7PWZ7FqekakkY5EUHaNR9q70oSq6kuIu\nwa3uYZFSHqOQceKeRdPyJMIZLE4DyvX86BYJqNBQSGheLCgoCw4vM3p4wL6DMqOHHFk2hltwqeXo\nKyuxHfwia4bfpKJlJ/7p3lzvaiycaHHOEbbwQAgJyWtTneyu2UK5sYxsZwcrB7uo2XUfrWvaqLIK\njnb08pM3O/iTf3sRgKZKDw9uaOEDu9eyuaUKIQR6RXfZHO9AKM5YJEWZzYBZr1I5J5/VyFSSrx/q\nw2xQ2bOyUIGiZD4Xh7uito4Q4nHgrwEF+Gcp5f+40vFX6mFvVPEi4zF63+yjYXs9Dr/tOqS/nOhE\niv6zIerWeLCXmeaNc2cCO2bmiueOf8f/9WPEDn0VhMDUvAvrxvdh3fQ+1LK6+V8w3atnmx9iTFWR\nSJxTWUIvPk/Z2k3ofRVM2tz43Tb0io7hqST/+moHnb1DDI+O0X5xAJ8SQ3VW8vCW1exc08Rjm5vR\nqwqBaJqclufrh/o4MxzBZzPS7Lfx1IZLU13ZfJ6fnhplS72LarcFr91IcDpoo7KUqO4ybqnT6WYz\nHafcRaEO7SBwGPiwlPLcUudcSWEXKsu1kh4cZvwX+/G/7QGMNZfPwy7FYg+IhfvmepIXKunc480O\nPfmxc8SOP0f8+HNkh88AYKzfhmXtkxi96zGteRAtHEHRxciNBwhkoxwwhlhl9NDde5IV1noq+/M4\ndz94SUifn9F4DgCvRcfIuf2Ezr7KT4csfPlMjnhW4rCY2L2+Cb/fzyceXo9eVTg1OMWpwTCPrCmn\n2mXhByeHmYxnWF/jxO8w4neYeK0rSLXLTJPfyqGLE9fVy75VxsD3msLeB3xWSvnY9PYfAkgp/2yp\nc25GD7tUYMTV7YJ8VAAAIABJREFUuJYHxNXangzGaD/Rj02MUmY1Ur39PoROR2asi8SJ7zB57NsE\nes7iGDNiqqtEdWzBsWMv6Tf2oQHaE49jD3bSq4Q4nU+yruIRWmwNxPefAKHgevJJ9H4vxMaQ6RS5\noz9AqWxEG+kh0vYOvnFyioudp/jZuQlC8SxGvcre9U3saGsgqVh5ZkcTlS4zR3pCfPPwAMFYinU1\nbj6yvY7O0Sg/PDXML++sp9xR+P8X9rJLrTB6q0Ra3ZIx7IKqdfM+orjV66qBgTnbg8COReT5NPBp\ngLq6uoUfz6IouuvqWWfb1+uXnEe9Ehangbo1HizOpYshXK3tpCFKv6udic/+L/xnhkhZ9Sg71rP2\nvR+i7dHfpXf9h/je/n/j6akhbMFTpLueZfhHXyNpb6S8aReWvJHQuIWGnQ+BLcO5YCeeCxfw3vc2\nsFcgcznk1BCi52WyxlVMdeQwSZX0sJFBr4ZNzfHuyhC/99guDkfcvHy6l9dPX+Clo+1U6BPsP7iK\n+9etYufaBurLrGypd7OjyYPXbiSVyfFoWzkOc+FB9MK5MWxGlcfXVeA0Gy4Lo8xpeb5zbJAWv41G\nr4UVfhtWo0J/KA6UTOrlVK+7VVXrxCL7LntQSCn/EfhHKPSwN1uoa+VGHxBz8dm8PLj6AXo+5+bw\nt54j8cY+avYdofOlo5zW/wHptQ1s3LuHhl/6E9xuN7mR0/R0vMDR7h+wrutZ6Pgm51y17Dhzkcat\nH8Hjug/l7CFCbQZcqiT+4o/I3rcFX/NDEM6Tzysku86TrvRzNipZu2oFNSmJfvw04eR6qhpa+O7T\nD5Ec7eLCa//O33eO8flvDcO3oLHSQ0tdNTW2jdiMKi92jBNN5hiYSPLYmnLSWY1/P9xPLi9514ZK\n3rw4Qf9Egs31bqxGhde6Jugej/D6+QAryx1UOc1MJbJ0jkVBwgMrvFcNt7yXKda0jhtYQSGhOABS\nyn3Lbpjim8Q3ixv2Il9HO3PN67F4L6899yUCL72MrzOAPQ2aDmKNHvzra9n81MfRbdqKWzGQPP1D\nBk4+h7n9JZRsGp2tnHjjwxxb1UJb1VZ07a/T6XOzt/UDeAKTZBUHExe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IJXvx160nEs/R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\n2c404Nn5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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BNvMeDTZuS4YlI66duGfMMGnaptrD6m4XvoULCS8ztY/GSb/jyelz1XfwE0tI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\nPfO7zy3WuLW9cI1rUQ2B3QMcnR+JcFJURk+cvO6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fI28LIbZLKQ9VYa0PLDIWRZ44gHTf\nA/MaEpZIQwSEekmLwuUal1Dg0n52/rylu5t8by8PfvyLXJBPo/YMUZQtpP/2AM82jjHQMM72rgfp\natrNRlsf2vFvMvPtf0Pxyd/HGfDi6P4EmHeDu42Z2QEOvP7PbPcZMbdswB8Zoj64GqZOI+1hyjkF\nY/v9TAvJ8xee5dH2R1E0eKf/IFtbNiAyU8jRt6lf/UlUb9sNfz7vnu63kFEVcllw21RW1jloD9oJ\nuSrWSUfQzlcfN+FzmAi7raTyGt87Ok4iXwYuZVwt8FNbmhmOFjg1EcdlEZwZmmF6Zo50NkEqEa98\n7iYris2DYndzakLyN28O8uAqP1977hxhd+XLp1CGP33lAg+uDRNwXGkpLQ5NvR9auBpe4jPAKmCY\nylzYhUynDcu/vVvj/fASv3tfusCNxH0XP3e6eEnAA4qX1NA0tnoP2ak45no/VreN/FyUgWdeYvKF\nHxA52YchnyBjgVOtLsZbBY85O2htDWMpNuJPPI0yewAAc8duSr4HGDyrEtpRz8lVKmvczawO78CY\niZIbjpDv7cN8912ci/fyTvoEOzoeoKPgZ/Kl17Hs3cDLuUOI1CSPtzxMvauZkrPulvbAi/ewPeOJ\nix5kt8XIk4fH+OTmBhxW08W95vUEZSKe42/fHOD4aJy1ISc/PDlGQZcki6AX82jZODKbQMunARCK\nSldrIzFpIoEdgzBcNNgNwG88sILP7Wzh7/YNkc4Xuac7yNY2P986OMw/HxzhZ7a38Et7V1RFaG93\nWKd1qfPzc3beF+6ksE5pcvKy/ep1r19kQufjGiOnI/gbHUTG0/Qfm+bCsWnW7m1i3Z5GGjq9FObm\nGHvmBwx990niZ86BlMw6BUeaBNPtdazbtYMdTd3smBhEH3yB/Nhp8ukwJmOQ2PatjK5Ywd3bP4dj\nNMLckXcIbN1JyqJx+qm/wLzSyeTK1Wz3PkKmJ0v9ljrGckfxDr1FkyZRzS6mGtezrxRjb8t9t5yo\nsVgYT47G+PqrF/js9iaSee1i8sb1vLglTeftC7P8qGeaVq+Zv3p9AJMChZJOtAgOk+CezgA/OjlB\nKZtAyyTQc0mQOggDdqebotmNYnMjFCMrfEbcditHR1MAOFTBR9aG+d7xij9VAX7vibV8bkfbxXtY\nSKVcHXZwdjLNjg7fDcWEb7fA/qGU8t9d79zt5E4S2KU07416lBeuMzuMFNJlRs7OcfzHI1w4No1W\nlnjr7azd08iauxtw+qwo+TgTLzzP8DNPEz92AoBxn5GBkBOrpYD10QdY272G3fEpiq98j9y5cXKK\ngmtVCynzNkY2NbHjkV/EX8ozu/9/4QitI7tyAz5dUswYSLkM7B95kb2BjdSbPBA5Tyk1xnjjZqIG\nhZVlL06HivBUwka3kt88MJNaUsPeSPbVhdnKc9O5Iv90cAyfzYDNbGQuU+Rf7FnBg6vr+LNXzzMW\nyXBmOofUdfRcEi2bwJBPUCqVADBYHCh2DwabB4N69RCez2rg65/fxJNHp/jKfe0cHU3y/77Yxz2d\nQfZfmOOX97RT1OR1Y8G3W2CPSim3vOvcyTvVJL6Z8Es1WOr1UtH8DXuUl1pLKHDunSl69o0xeGIW\nXZc4fRbW7mliy0daCbW5yY6PM/rMM5x/5mWiCSumyBmm3JKjwTgXVli5a+vDPOpoZfXUaZKnDzGe\nbUGxHcbU1oysu4vW+nuwTmdwrw2ipk6BwUipdReR8UO4VjxMZK4f7fQBvN4VHG2p543Tz/PEZIDu\nFR7UXZ8CR4ipmR72xc6w17uGen/XpfRKuKrH+Wqa9EbipAvC3uix8A8HBmkPOOibTrCx2c/vfLQb\nv8PCa70z/OkrvZwYz1x8nklAW8BKIZ2kf3wGLRNHlioZVUK1oNg9KDYPwmyjEhi5hN8qiOQk29sd\nWI0m3jgfRQE0wCEgI+HntzfytU9tuurv9Xa1Of0K8KvACqB/0UNO4C0p5c/e0sJV4FoCe6vCcqss\n9Xq3+qWx1FqZRIHT+8c59dooo70RpA6BZgftu7xsXOfGeu4YhYYOpo+doH//eeSplzAUkozWezga\njBEPmXhCtFN3zyM0msfYf+Q5jONWfPZWNvsSeDt85FfvJdT5MKqnFXJRptKTPP/qn+A5HqEdlbMP\nbUOpb2d91EaT24vJ34LqNFA+90Mi6PiFAbVpO6Xxo0T8bfg9K1AHXoOGjRDeVLUkjoGZFN8+PMpP\nbQgznihwZiJJJF0g7LXwiU1NNHiszKXzfGP/MN860M9MHlQB3WEbpyayeM0QK1TW0kt59EwCLRtH\nn9/3oqgoNndF+1qclayzG8Btgqd/fS9twaUL2G6XwLoBL/AHwO8seiglpYze0qJV4k7XsO/VWulY\nnjNvjXP01QEme5OAIBC2sv6+Ftbe24LFpqJHxhl45kXO7R+E0z/GkI+RcRg40Kwz2GLmiWI9jZqk\nbdM6zJNv0ltIMm2wsMlhxbX7pwm37CE6BtPyAmdnzrNbFMi0bOTAXA9tx6fptK7A6PZQ9/jHMI0d\nwjj+ImLDExBcw1T0PPsGX2Dv+p+lXgqYOAFdj16KCy+zzndBw35mWxPNfjuv9c7w9IlxPrGx8WJv\nqWMjMf7klfMMzSYZiBRo81pw2xROjGcwAYoCucvr9pFaGS07L7zZS/teg9U1r30r+95rcVeHm7/5\nhV1LOqlut0n898BvzidPLFTu/LGU8peWtfAyuJP2sDdCtb9EsuOjDD7zIhOGdZw9nCAyUdEQ4VY7\na+9tYc2eJkwWldLkMIPPvMD0j75PdngIKQTjAQM9QY2RRhOPi9WoShfhsoGGzOucbjhHa7KRRPGz\nNFpnyDQ1YVttx3VujLcdEzTZBe66dQwUTax2hGiczODqrqNodmLLnEVvWENEteB0tJIYOEIg3I4p\nuOLq5YY3maxxreqgBUHJFsu83jfDG2dn6JlMYDQY0GWJExM5VgXM+FxmJucyDCcrUus2QaJ46TUs\nUieTS6Fl4mjZROUeqex7DfMhI4N6peVmNsBffGkL93dd6Xi83QJ7TEq5+XrnbicfNIGttpm+4OgS\nXh+5rKRULHP6hT5OvTLIdKTyhdDU5WXl1nqsLpXgJhPuWISpp77L6IuvkhmdQBoEsz4Vo+rlZJsb\ndXOAdatXszcySebYBUzTB5nSQxxYZea+1DpSnfcy0j6BlpnBM7sOV6yPTfc+gsvtYvToEC3t4LSk\noftxJoZ6OfO9P2fNE1+hYeNDSwtmLgE934PUJKz/NJhs1xXcG9nnZotlTozEKEudbL7ED3tmiGUL\nvHE+yu52D36nhbf7Z4lmNTTAb4ZI4dLzDYBRgCahLCWymL0ovLKYA+b3vTY3BrsHg9l+cd/7u493\n8wt7V1xxT7c7+d8ghPBKKWPzL+6r0ro/MdjcJlrW+rG5l18Wpmk66XgJVDcOVcXpq/zh7vnCBnY8\nGGY6bmToTJQz+8d57ZuVIYO2NsmWXX62b/LRsv5xSv6tjL95DPuzz5CK5Nim1jMz2cvRl9/hqSYv\noW3ruO+R/0DzyGlWjx7AkfoOzp6X8KSaiHhXEjG9SVNHAE9QJdbzIkG7D2M6zoShjUBiloBJZ82D\njxMIhirCWszC+BGy7hb6FcnKQDe2gdfh7a9D/QaY6YXMTMV8Xma1Ud9Uir97a5iOoJ3V9Q4mE3ke\nWh0kmdVYXe9kT1eQRreVZ06OMZko0eS30aYqHBmuhHf0+X+NLiMjyTLCbMdgtqP6GtFLBfRsHC2T\noJyYhsQ0KEYUzbsXhAAAIABJREFUmxvVFWRT6/J7VlVDsP4YOCCEeJJKy5jPAtesV61xOYpiqJoD\nLJso0n+kUuS9akf9xXWFqlK0+UgNRtj8UBt3f2oVY71R+k9M0fPmGG9+K8qbog2vr8im+51s+fJv\n0vbl3yR94RTnnn4O7wtnaIo1sz3XTmR4gu953qBo09li8BBrWcfddoWZCUHu1Dv43UZMgXpGZpJM\nDc3SVjaQX+Xn/Ewfvo6X8WVmCDd3QW+Ekclhypk+1NPfZtbbzrf9fr7Q8XE2CEHJ20EkvBH/8H7U\n7scveZi1UqVuGAHuS5VHi/OTrxb66ap38it72/E5TIxEKluFzpCD//GFhovXvNUfxWFS8NslD69r\nYDyavyiwAqhzmnlkXT1//dbwZT2SDKoZgzuE0R2q7HtzSfRMHC0dw+Vy4bQu37m2bIGVUn5DCHEY\neIDK+3nidrcg/UllqTinzW1i5dY6EFyhsRfnO2cTRdLRAjseXcmDX1jHzEiSt186zanXx3j1O1O8\n9t0fEWxxsfquBjb/ys9xfpuF3oMKgVgWddDKp88XMGbGmagr8OOMmedtgq3KTlyrXDRJG8ejc7T3\nPI9mkuQ0I9JuxaE20x+bw5p2oa3tYigfY/qNv2fOkcIcWs9DQuMLrvW0HXoBacwTKcV4LXGGNXPD\nrF71GOqCOZwYg0N/AwjY/kvgq+T9Bp1m7uuqu5ivvBSLy/oAtrR6afE7LvZHLmk6n9/RQr3TzFMn\nxhmJZNnd7uPHp8aYLYBJgVa/jXxZW7Khmd0AOR0MihHh8IHDh5Q6dW4zogotwJctsPMVO1sAn5Ty\na0KIFiHEDinlweXf3k8eN+OAWipPWVEMuINXSYFclO9sqwtdNMNLegndn+WBn1tP27Yg0yfyFNMF\n+t6Z5PVv9fLGt8Ha2s7K7fXs2NrM2Cv7OB1fQ2hmAOPhE3jmOlGjPcw1pTlTzLPPEqNBXcV48wME\ni0aKxXdQTvST91tpGjyHo8PHuf7X6BlKYXBAU7+CWuzC7j5MfaqXVN8wsXAIi7MBky44qdoIDJwg\nHN5cKepPTVWK98sF0MvzH1wJNT1NgzMEC5/bdZxWLT47X7yrDY9NZSRSicuGPVbqPVZCbgurw25c\nVpWyAJvNjLVcwG1TafBa6Q67sAI5IGQFaTCwpdXPXLpArqjRErDxo55ZAIQwkNP1K17/VqiGSfx1\nKmb9A8DXgBTwXSpdKGrcJDdTpnfd5ubvYnGVkFhkhs9mZtg3to+t9l0UxhXsDgvb7rJyd9dpZoxb\n6O0pcGb/BCe/HaXnuzEaVtXRvD3A9t/4EnpO5/D/9xrJd2zYRD07B46jpCdJtnaQNtl50X4MYc9y\nd30nPncXxlwv0TMHiZyvpzu1FaezF6PbS3riOGmZIjl8gXRRJXvyAkprkEPrk9yrtjD76jewaxJ3\n11ZK514iouXxC4EaHYTUNCBhtu9SmCgxBqlpSlMniLTswB9ah2pQr3BMNXisTMRzPHtyAoHgE5sb\nmU7mefHsDA92hzAZBUKAw2zE12Ciw+/gM1ubUA2CkM/MaLSAw25B02B12MXJ8SSf3FJHV8jBeDzL\nybH5BA0JUlz9d3OjVC3TabFnWAhxQkq5cfm3d2t80LzEi3kv4sTvNp2vduw1ecnHtcrGRiszdmKE\nli1t2Lw2MvECExdivPVsH+P9UcpJgaIaWLmljpCrQPF0D5517UyePUd56i3KEwUyrtUo2UE0fQyD\nZwtls4X++l4UX5KWiSidSSv5rJFIwMKqzAzedXb651TM4yZ0fRZTm4fDrTo+NIwnUnRtbqB9RTe5\naC8v52d41NVJk9lLKTlGJNiFq+0ukgYFf6kIwweImO2UPE287fSwt/0j1Nvrl0xxLGk6k/GKhzc8\nn7fcN5UiXSjzjweG+ej6et7qnwPgk1sa2drm58dnpvjD507jtJr49NYm/E4z29p8TCYKdNU7URUD\nr/VN8Tv/fIxIAVq9Zv7uF3cuWRx/u73EpflxGnL+xYNUNG6NW6CaDqgF3m06Lz4OWurIJzR8jgCF\nVBmHz4KiGNA0nZZtK7HaBPrMNM5AgM6t9YQ6XGRklMihOCfeSjByJkpfqohBaaTVUsRl87Ni125K\nvkaGTxZJ59ZgPvEkymQvUuTpmpW8WhfhnNPJ8bog65UtmNUm8uXvE+85hDPRwkx9F1a3GTGeoCWn\nMGpNEyxAVNc4mx5hfSKPdPuZCHUhM3F0xcmp/iFakjP0ZQfZWyiD2c4+d5D108dQVj2ACQOlufNo\nuSh7Ojov2+eqiuGyGT+qYmBzi5eBmRTtARur652EXGZ+fGaGkl4R7u3tPv7d4+twWIwMzWXY0uqn\n3m29LGe4UNIplSuFAq0BB8YqfAFXQ2D/B/B9oE4I8XvAp4GvVmHdGlXi3abz4uN0NE//4RnCK93E\nJrMXTfGFL46FaiP73XspmFxYs1HMkVks0T4s92/hfNhJqN3F6NHznD8WZbDg5PSAE5s1Q7DFj2et\nh5E9H6Np0Ir5wiHKEzqPDg9QqN9O0ZCix3yQMc87uD0xdmZ2Irw6jmieRMHEbMjN+uQY9/QK8jYL\n+pyOY2oQo+hgW9lPX/Qs5+vr2D1VpHPfeZS1TnZ2WPEbdEq2BlqT47yhZ/jxyMug2Nk+coi3VYW9\n6z6P6nuAy7oFLGIh4aIjaOeLu9sJOs1Y4jkkku8cHqcjaOcz21p4bH2YkqazIuhY0tG1qs7JqgY3\nvdNJVoUcBK7hDLtRquEl/l9CiCNU+gYL4KellGeXfWc1qsa75wJddiwrmTpWh4pziVjwwr43pzgZ\nOjiMe+gdzIYCho078TWF8CUirNzkY/v2drSUi+FoEyd+fI4zB8tc6MljPDeN6g1QcMKKT36JwqGT\nGHryFO1+HENnuH9mEGEWjDbXUXCtYdRtJehrxKlb8KBjTnyHcjFC0T1FqTdPe87EbGea5meH2Ghx\nE+nU6Nkewr5+ivJEmvqAoL5tE7N9+/lxnZ3ZHHQXcszyBpPTZ1nRcR+2cy8zZXLib9p+qYpokYOq\nbyp9WYdHqJjKm5s9/NOhUR5ec8kT/e7C/MW01zn5Pz62mudOT1+cpLDc+tmqJDhIKXuB3mqsVeP2\n4vBZWLWj/qp75oXuGAZNp21HK6Z1TrKZMhOzRpptZtbf14SNWRjYj9L5MB0dTXR0aOzY8iYvX7Ch\nnWhkbNrK+WnJ4MgEToeP5jX3sm1jkNTgMONzFhhQ8c0WKJV13LFJEo5RNHM7WkZntKhgatmG8ESw\nTZ6klEmSihSJ6U5yMspbpTkOJPrZLIzcYzTxal5nYHCCrlMaHcEo3Skbw6Yo2uo8b6qS2ZGTrLJK\n8hZ4TAgs7iZ8Zj/i/HGMY88jNn2ebpuNL+1qpKv+0n5TVQysaXCzvjHJmrD7hjorqoqBgNtGk9fG\nukb3NcNNN0o1nE4WKlU7e6jsY98E/lxKmV/23d0iH2Sn0weBBceY1SaQsSjC5SQ3N4st3IBiMiPz\nWVInnmdo5k1amn+ajHsVBw/3MXeiyGRPGq0sMVsEbStNlNRJspM2irYS5eJZHMkWjKOHUQpZjCKJ\nNTfMTKgTzbcTa7KXUDpOb+dGdFMc70wv5vQYKZ8HZ95LvjFLLDND87ROZ0rFGDBzzpKmrxGMPoFb\n2hiZyTLWbsDX1MFDSpAYLu4L78G+fz8l5Siee36BZHIE//rPowY6L3PQlcriptvD3Ei65O12On2D\nSijnT+aPPw/8A/CZKqxd405hkcmoKOpl+1ux8S4mZk20OCVOH5RjCaLH+xmwzBJoyjJRGONI7BCO\nTYLdjWspJWCoZ4bzp+3o0odRFHHZEti6uiib7CiuRyihUowPoJ97FVusTElEyHu2MeZWUQsl5nQT\nRnuQsmEQW6GVtLuJQmYEc/5tvIk0RS1OWdc47wFzBJxTAn9ZYdwHXbMZYskBjjom6B5VGFx1gVZz\nmYP6LKGJQ0wUY3ROHMTY/yO8wTUcLs6xt+U+9JL7Yh+qGxHYhQ4UOzp8Vet1XA0Ne0UIpxbW+RCy\nxAiRdxcZLOx/M5Eshuw0ich5TH2zqLt3cyA5yOzpN1n3Vo5M9y76+6Yous3YbApzAyWSUx50aUBR\nitR50wiTD8VlRo8PUirboVhGlDSkLYAhOYzu7qBkALUwB3oGzE3YMpMoWhJndgpbdj+6GuN0nZWE\nqwWTliSUXk0wMo5ZG6WIzqG7oNmi02sx8rBJEMzMcsBbh80RJmZyEh3vY6u/iW2NO2na8RWw11W0\npc2AmhiGbBTqVle+yLJRCG+oFCnM89LpKf701fP82v2dPLz26u1zbreGPSaE2CWlfHv+xXcC+6uw\nbo07iSVm2C7u/uicj0SlonlG+xK0rG2kobGFUt0UAA927WauYSU57zTDPRJTwM3KNQY8Qxew/UoX\nsUO99L4xRFKtZzoaRtfBGM2iWh3YVDNFX5yWsTdJFcMYxs6SFSpqOY8xNw6qlbLbTlY1UzI7oXCe\nnKWEknHiKj2MJ9GIb+YlzjZNYbNvQJ3J4M7OUX/WQM7uZKVMcnKlTjhv44IlT5xh7k6pdAw6eEsb\nJRq/wD2KEVvTHryDcyjWKMTOwdQxsnVd9OcjrJgdxxR+AONH/jeEyw/FLLtM57FvLLFePQdF12XC\nfKtUQ2B3Al8UQozMH7cAZ+dn7ryv3RNrVJGrTZh/F4srj4RiQBiNJF57A2XDdkJhlfzuLuYcU4S8\nbRSnZjl6IEp3T4pM3MPWj7ZTZxllYEqhJ+5i8lSRXNxNTgqM5gAzcjMWQwH7pk2UcgpGXaPg3ISO\ngiEXR7e6cMaGKOluRtUmgsFtlBxbMKdHcOQMoDnIOIKYkk58OUnXTBMpe5iSoY+cLYYyniSzoUxT\nFobKNrR4ikixyEsGhUODz7Bh3/e5540czq404ZUBkvk5JuL9fMvn4/G5OGuOfBNPPol63y/A5HEs\nfc/RISSWc2kwfRXa9i7711ANgX20CmvU+ICwOCuqmJJXeJffnfhhDARQNt/F+GAcZo7Q72vm7GQa\nV3g9Q+kECSvk9HEIdcH29ZQMJSxNCVaemCPkOER83R4Uj5OBnjFmp9ohIVBTJazmAhajGaMqsZUm\nSLuaUGITFKUVLHX4RQclRx0YwJyZJO1ZRyCVw6ENUJIqA80fJWf3UiaKNW/GldBRSvupG49zT38T\nCU8zM45TFIpJtvZrjDTF6JEGOoTOcaeRNcUJ5swqD2RyPJhzc8ih0+Qu4hp6hrGX+igV08R8rZzL\nTrMnG8U4dQp/49ZLEwVvkWoI7A7geSllSgjxVSqFAP+XlPJoFdaucYexkCW11b6L3KDhujnPQlVx\ndTZh9DpJxSfpz42ydlUzhWSB4f4E7XfV09LWxdGeGIO9JwglrET8s3SG5yjeZyWAhdlokR0fqWP6\nlM7USJZsGpI5I0kcGI0FVLsLqwZGuw/NaAODBcoFxMx5DGY7GcVKzmjDpKfI2LxgW4VmtGAqJHCn\nBzHno4jAFoIpH1sKULB34oleYNySZl0ftE8L/BE42WJg30rJO34LEykjraLIyw4z9vQMI3kX/THJ\nIbPkZe8oTWmJXpjjLqGSS0Z4o/dbfKR+Pc3L1LLVENj/KKV8UgixB3gE+CPgz6mYyjU+ZCxkSXlN\nXoo2eUNF94piwGnJYEmOcr+3GX9siHJLB+qjq+lYESZWjBObOov3vA3nSC92ZQPtd9+NN5qk97mz\njNonUHsbsJib2bouQnpshHhRYSbZSTYryCVC5BCYBKh2AwYrWE0OFHcQQ7lASQ2gOcKUAOIXwGRG\nTU3gKKZJuzegqzEyrm5mdIXw5H4SVhuOYprtg05MhSQlc4Bc1kXX8DBFFRomIZQyolslz22xogmN\n+48bOeSyEOw1YMrq2GPQ0+1i2hZlV0whq09Tio1D2/I+/2oI7ELLqsepxF+fFkL8bhXWrXEHsjhL\nyuy7iSc6QqirHqXe6oNgFNURYm1oftaQycjulTuYnIkjmix0burC7xUoagBnu4Fd3jq0ozG8a52U\nrXlSsVncXWG09BwrByaZyHVTysySKgbIpE2QhpySx2ypw+ISGMlSKUa1gq0e9DIlfwNzxQwKkPcG\nQJjJWUNoipmi0cqEfys5m5vgzGEy7nUUbEH8kR78s0fY1lsmZzEgzX72HEtjKQrWjEHCZMCdN9A4\nC3GXh+T4WuLmHqxn4zicOsoDyxe3agjsuBDiL4GHgD8UQpi5WpJmjZ9c5p1WJb1ExGjEL2ChQlU1\nqLSFQjiaZilmI3jFJIWD+5kL3YXq8NG9cQWxwARHe/vJxEdwW9ZimJ2iLhzCVh9ntlzEY67DFpmm\nEFVI503ki4JMRpDJgEkomGxFzKqGIgxgCQAlKKWR6RnwtAIGChYv0/4t5BxhigEPANZMGmMhgkUr\nMlW/k6JWxJkdRTU6yNiaaJkbJRgfQZUSZ96INLkIxJNkDGm2nBrDWMxRtHsRMonHdmNlkNeiGgL7\nWSqOpz+SUsaFEGHgt6uwbo0PIUsV3UOluF4d7cO6YQWT0Vni5+KcTfQQyndTmNOZc2U4nxllAw04\nknm8O1YRn50jOaKwsgvGYucYlV4aG8ZoNQSIRgVaxkS+ZCabt5DOSNKAqqqYrQIbCbCY0e1rQBrA\noEA+QcLVDgYDaEVQrETC2xBCYMpFyVv8REO7iMntgI4tNUWucT228rM4iymkMJDyrsYbPU1L1sh0\naCP2uJmypYsR0wGyDSHcy/z8qpH8nwW+t+h4Ephc7ro1PnyU9BJlvcyuhl1XFN0bAwFc99/PVGyC\n4z9+jXRjgGCpDf/cANPvDBLasYV7u9Ygj8wR3Ool11bmwv7nMBm2ok9mIWQgYJRYtElmZRmHQcFY\nX0euqGJPZCgpBnIZJ/m8TjpZJI0L1ahhtlmwmBQMFEEIsHjAYITMHIgimlBAK1JWTFDKkbEGQHWD\nEKRdHWC0Mlp8EKuWx5k8j7GUIaM6SHrWEHe3o2kl4t5ufLExHNPDEFqzrM/wju5uOL8X/hVgdv7U\nv5dS/vD9u6MayyGSi3Bg4gB7m/ZeddaOzdWCv/MJujcFCDmCWLNJ4okcc3Er69e3EHdPMTKTw6s7\nWfWxLxI/UcY3eYxmHGTaN1EyuDG8c5gCmyjlp0i4glg0C55CErchRsYXoljMkC/6KOR10skyacqY\nDQVMRg2zWsKgAEYVFGtF85oEIEDXKpXeRiNICZhBCDLOZlKqiTnfKlS9hCU3R8LRBAY7mTo3WNzo\n+t1cONPLpg2PLeszrMYE9iYp5eiy7uLa/Fcp5R+9h+vXuE1cq6XNwoxcx9172fzAlkXxXS9KsYwY\ny2Dz20gpFkZOHyEy0sG6HZvJec6TTCRxbOuiub6TseN2ApsFgxdy6CULlngMj6ZRLDlQSwnqyJDx\nuEjlJHazhiimSOt2CkUzhaKZVETDZJKYLRbM6BiM5krfKINSEdiFUaJ6ubIv10roqg2Q6IqVgiop\n5lJgcFSuVf2AoGgNMaVoV7zvm6WqE9hr1LgW767LXcziflNm9XLtW0iXiYynsXvMmOfKNM4I6rc7\n8TZa8U6HkKsfo9c9yabsNMkLMxDswuqbQBuYwB7Po3l8FBUvBqNC2hUkb/WBHkEIKygWHIrArhsp\n61DIlskXNIpJnRRgMmWwmHRMJjMGs4mKijVU9rlSm2/uJkCXoFbESXo6YGF0R6lcEdyyRsZWXvZn\n+EGYwP5rQogvAoeBf73QsLzGh4T5KiDhCF11fu7idEerrZFNH9+BMygQHjOrdzdjcrbQWoxhjKvM\ntEJWT5P2p1CKCk0WEzFbM+5cHqWYp6hmkRkbYAeThHwShB0hc6iKDdWlYi8XKUsr+bxOIV8mWQQo\nYDaXMZsMmG1mhNQgNwfWYEVolfmblVpFWKUGQrmokYVipK5nrBL8XAbVENj7gX8lhBjiFiawCyF+\nDCz1tfsfqCRg/Gcqdbb/mUrT8iVn9gghvgx8GaClpeXm3kGN94zrNpW72lydqz1fMeNtMiHPPk/Z\ntwVH+3p0g4I160I36qzf40EfOUl3xxpy27zYIxrTPdPEz87i2uxm5sIJ1HI7Wa+TTNoDFguUdYyk\nKctKgbkggsEcxmm24XCWKRc18nmNQkGnUNAgVcJsNmC2+DEbFIRWqjiqhOBiRFMol70PNTOFZX1g\n2Z9nNQR2WbtoKeVDN3KdEOJ/As9eY52/Av4KKuV1y7mnGtXjum1bl6gCuu7zHSHKvi2kjvbidIbJ\nm72Xph1sC2HzP4Qh76Q8VWBiYJrMuRGc8QHaP/4gtm2djPT30pt6m3BsO002B9GZMqaJQyT1jeRN\nDgxlIygzUHYgjG5UsxFV0XG4LJQKGoWiJJ8vUygUEckiJrMRixVMZuP8HB3JvN6q/JQaplg/7cY7\nI/l/BPhZoGOhkTgVjTm83IWFEOH5MBHAJ4Ge5a5Z4/Zy3blB16kCWvL5ioqxfT1OZxhjIIDNoLBy\nax2yXEZNR0lkypw5PUlsLEH3XY2EwluZONdBzNjC5PAskzHJ2gsZRP4AJcda7CUXtjQkQzYoG9HV\ncKWJsJIDmQNhB8WIkBITKUwONw6XmVKxTD5XppDXKOTLCAFmixGzRcVkVi4NfxYK2boNGALLt/zu\n9Ebi/7cQYhOVr6oh4F9WYc0at5Ebbdu6lOl8VXNaK6GnpsirXqyajpybwxUIUJ5LEH/xeXQJHSs3\nEh/ro7EuTMnRzORkgZmRFMZkipAimPHfhWtWomcNlN1BbCsayTsMkIwh4jmkMQB6Ec1iRqEEJQ30\nIphU0NMIHJhUgcloRLpUiiVJIVemkK8I8UXhtaqYTAq62UEhvfyuSVWph11oJA4gpYwJIZY/hq2y\n1s9XY50adz5Lmb4L55q73Fi1FEavG1GIIgt5kvtfZNyyh8Z2D/LEgYseZvdjj6Frkkw8j8+Shfgc\ndqfO2lAPRVs3E+/MkcqvwBcyY/MVqA8qzMxpJAfc2DUfpq1OAuPjDA/nKKoqilGBslrxAOcToAQx\n5GfRTWYwmqCYRJhcmM1GzGYjUtcpFiWFfOmS8BoEdo+JtOnO0LC1RuI1ls1Spu/COVM2Smr/Ppyb\nO1GTJyjb16LFFBp3OnC2hZDuirDqBoWcxU8mUWAuKqnfuJPs2V4Kll24Nt2PwebHEW4kkDNTTs8x\ndfgU7rowphYDh2wKxXGN2cF+guY8rqJOXLVSzptBqIhSHqlpUMpgT/STdjUDZkRZR1ddlRvWyggh\n5s1iBalrFIuSfK6MqiRo3nj1NjE3Sq2ReI07gqVM54Vz0hnEcM89GL1uKNRhNPtwe5orM4JUFebD\nQdlonv4jM+i6pLnbh6+hnpQ/wPgUGMNBbKqJstNPKCTQprOIlY1ceGMYD3OsaLHTFxpg1fk42Fow\nhcNYi2UsqV40ZokSAnQQBorOJqSjEZQMEuO8qtIpm8CozYuUpiH0PGajgtlpILhaRxiX7wutNRKv\n8b5yI7OEFveOwmJDAGr4ys4Ni0dtOryV6QWuziaMdZX1F0zshqCGfuR1TO4ghmA9MxdyaIeyBJpb\nyavNmIePY3AXad+6gfGhNUT9feRTx7GM5VFMd+M2G5jRymiYkBYNY6EIioKxnINsGsz+SixW10DP\nAiXGoxlGxqbobG9d1udVayRe433lZqb1LcW7Bf7dozYXa+4FE9tqE2Rng0RffYrmXT+LaesuIj1D\n6LPjzNWvIGNZSzY1TdiaQMklUSbNrOly4QiHiF/IU4zmsDlHKRg8ZMxFwrk4YiJLVGnCqBfJiwwY\nLVA2geoAJNZ4ClPuDhjVIYT4B+ANYN+84NaoccNcN+xzHW5G4BXFgMWjMJeLUFy9ghOxtYR1F2Fb\nkMlCimYGWGE5ztSqXdjtbvx+yeixOWxTOmXrSkwOwBFAdTVCIY2loKKZUphUI2XVSDmhUi7//+2d\ne3DcV3XHP1/t6rVavWzJsSxZku3Y8QvbqUMSiJ0HaYMHCsQ0lDahhFCGyUBJSsbTTCZtyLSTPxg6\nzBSYtDwKpBA8ZQIGQmlxHfJwShwTPxO/Ysex40csWZYl6+HV7kqnf/x+K61tSZa1P1n6yfczszO6\nv/3tuecn7dG999x7zimHdALSEeg7BX1TIJJPVdlZppXkfpY4iEDzHwA1wDclvSXpZ5IeDECu4wog\nMwKOtrTmSA2+t7ePjtYEJztb2Hh0I3mFxbz/1ruYu7yeaF2SRXc0Unv79UQoZU5dlNrTb8PpP9Az\n7yzx8hgqqOJEXx1tiQKS8STd7zZRmjxOY7ycaHeUdorpoIdEFIgaBT1NVCcPQ8QgYlQvr6doxrRR\nPWM2QaxhfyfpRbx919uA+4FFwL/kKtvhuBgj3eftX78uKOemmhUU95RSVhnjZKSZV4/+npV1K6Fs\nPs1HipjTUIuqq6ia2stNfSmaYq/TtLeZ4toGSueVUViUpHVfF+nqBurnxug8tY0zbfXURdtoj1RS\nVtxFWbSb+KF36CidSzSZZnpJvecgy5GcR1hJz+ElDv8ksA94r5nNz1WuwxEkmZG4rDJGabqS43va\n6W5PnpNUrqO1h0R3L13dvRxvLSRVMJP8vgQ7IptoWfwOxUvzeCdxiLwZMVLX99FibRzc00JLa4Ti\nyBkainZTWvkWjZGjNHbupTrexpSOLfRGe+mOBnI0IRCn00688LrFQDvQJukVMzsbgGyHIxAGcz7F\nygvAoKSngsTZXo6/cZzU0aMUXVtJxSKvol86PYv5BR+juuIMtbUxamcsZtpV04ik2ti9/wU6i2+m\nZGoD7adFV9eN5KXitNfHqFo2j0TbZio6ZyGroWbOnECeI4gp8ZcBJMWB+/DWtNOB3F1iDscYkG28\nHa0J3tl1irr5lVxz8yx6F1dQPmc60aJC6E1RFu1kcW0xqf9ZS7ppNg133E2kMM70mVezvWYbXc1d\nVNadpjtagnXFKC8upKm8g+4TRbSfaqSovZSp5Z3kJ3sC0T0IL/HfACvxRtnDwPeBjbnKdTguB9mj\nbSSSBzXYm+pKAAAKvUlEQVRlA292NhE5uIGKxhW0rbqPYycLifZVEk+lKDvcxvVWRfr9NdTMWEjD\n2Vbat+zgzNEquk5W0nWii2isHEWOUL10MfHG3B1OEMyUuBj4OrDFzHIPqXc4LgPZ+7dDOq380L++\n4mryZtUyczbEKotINzdxZucB+iqWUNt4Na0nEtQvaKC4vo7j+5Pse/MYLX37SfdOoThVR1eigmSP\nKCzJXe8gpsRfk7QUL4gdvP3YHTlr5nCMISPav/VD/7pbExzde5r6RV4uqrORUqpvX0lFcTmREtGa\nbCcajxCJ1FE1/ThdnVPIz19CT/frHFYPlbPrR73PfD5BeIkfAJ4GpvmvH0v6Uq5yHY6x5FIObGTu\nLYxHOXm4g8N72kjGKlE0yrHmFjZv3cWxppOkW1po+s1znHh5L9VF5Sy94YPMm7eMurkLR73PfD5B\nSPkcXojdY2b2GHAjXmpSh2PCcikHNjL39nSmOXmkg+qZpfT29fHm5hMU9hQzq7yRirwi7PQR4u+7\ngbyaOlrebCaZKOHaW5dQUdjl5a4KgCAMVgzU18H/WQHIdTgmFLHyAhrfU0V1QymRPM90yipiLF8x\nl9LOI3T++mnKShIsXb2EWR94D21d+eQlThE5uMHLXRUAQTidfgC8KmkdnqF+DPj3AOQ6HBOK7O2g\n+JQi5l0/vd+7bLEF5N15L9H6+RQWxYhXFlJ6qIniqmqoGDpn1aUShNPp65JeAFb4l+4zs225ynU4\nJjL9sbqpFKnmJqJVVeTNWcaZ1gR0dlOUaMN2vIKV3ww1F69cP1KCcDoVAbfinSO+BbjVv+ZwhJJM\noEBv70DiFEulSL37LpY6dy2aqViQbmmhuz3JgS3NHHitmZ6Csv60NUESxBr2P/AO+38D+BawAPhR\nAHIdjnEhs+XT3Z7sv5ZtmNlkVyzIBNBffd00SqbGyK+pCeTA/zn9BSDjGjNbmtV+XpLbh3WElsG2\nfLINM5vsbBgRuCCAPlPZgPhVflmP3AhihN0m6cZMQ9INeNE7DkcoGWzLJ2OYlzxiZiobBOQlDsJg\nbwB+L+mQX67jFeAWSa9L2hmAfIdjwpLqS3Gi6wSpviH2WeNXYbNuI9VhF6x/R0MQU+JVAchwOELJ\nUBXl+4nkk04W0vF/L1F6881DFvwaKaM2WEkyjyFLcqi/VoHDMTkZruZthqHWv6Mhlynx85K+5NfS\n6UdSgaQPSHoKuDc39RyOicX5Wz6ZmrdDVZSHHNa/g5CLwa7CO4a4VtJxSbslHQT2A3+JVzn9hzlr\n6HBMIAbb8rmcjHpKbGYJvEJYT0rKB6qAs2bWFpRyDsdEI9e0rLkSVCLxFPDuRW90OELOSLM0jhWB\nGCyApLuBjzIQrfOsma0NSr7DEQYslSLd0jJQ9ydggomq9bjFzP7CzO4xs7sZCAZwOK4YhjrCGBSB\njbBAoaQPA0eAOrxcTw7HFUWQWziDEeQI+wWgEvgQMAX4YoCyHY5QEOQWzmAENsKaWTfw40xb0sPA\nV4OS73A4gnU6/TS7CSzDGazDEShBrmHPmNnnMg1J/xqg7Etiy5YtLZKGPDI5DlQBY+OFuDyEWf8w\n6D7iKs8yy72MO4CkWWb2dlZ7ipm1BiI85Eh6zcyuG289RkuY9Q+z7oMRmNMp21j9tjNWhyNggqit\n89Agl9vxSndsz1W+w+EYIIgR9jq8Is61/uvzeEnZvivp7wKQPxn4zngrkCNh1j/Mul9AzmtYSb8F\n/szMOv12HHgGWI03yi7MWUuHwwEEM8LWA9mxRimgwS/oHExRTIfDAQRjsD8BNkn6iqTH8RKwrZVU\nAuwOQP6kQNI/Sdopabuk9ZJmjLdOl4Kkr0na6z/DOkkV463TSJH0CUm7JPVJCrXHOJBtHUnL8Q77\nC3jZzF7LWegkQ1KZmZ3xf34AWGhm94+zWiNG0h3A78wsLemrAGb28DirNSIkLQD6gG8Da8L8/Qxq\nWyeN9wtJ402JHeeRMVafEiCYDfDLhJmtzyrYvQkvwCMUmNkeM9s33noEQRClOh7Eqw9bhasPOyyS\nnpB0BLgHeGy89cmBzwL/Pd5KXIkE4SXeCbzPzLr8dgnwipktCUC/UCFpAzBIrkseNbNfZt33CFBk\nZl+5bMqNgJHoL+lRvK28j1tQx+QCYIS6v0DIp8RBnCV29WF9zOyPR3jrT4D/AiaUwV5Mf0n3An8K\n3D6RjBUu6XcfasaiPuydwPcDkDupkDTXzPb7zY8Ce8dTn0tF0irgYbzMIt3jrc+VSlBe4j8CbsIz\n2JfckcQLkfQz4Bo859xh4H4zOza+Wo0cSQeAQuCUf2lTWLzcklYD3wSqgTZgu5l9cHy1Gh2jNlhJ\nHZzr6cyeBpuZleWimMPhuJDAwuscDsfYE2ROJ4fDMcY4g3U4QoQzWIcjRDiDdThChDNYhyNEOIN1\nOEKEM9gJhKTOMZZfLOlFSRG//YCkPZKeHst+xxK/gPhLkoJM2TthcQZ7ZfFZ4Odmljn7/QXgQ2Z2\nT+YGeYTme2FmSeA54JPjrcvlIDR/mCsJSQ9JesN//W3W9X/wsz78r6S1ktZcouh7gEzkyr8Bs4Ff\nSfqyP9I+CWwFZvr3fErSZj9LxrezRuZHJe2TtCGjh6RGSW9k6brGz0AynJxGv9/v+hkh1ksq9t/7\ntJ/dYoekH/kZOx7Mkv+EnwgA4Bf+s01+zMy9JsgL6ASWA6/jBbnHgV3AtXghbdvxqgKWAvvxQsVG\nKrsAOHHetUN4ccyNeGecb8x6bwHwLJDvt58EPp2lXwwoAw4Aa3wZb2R9fg3w+FBy/J8b8ZIeLPPb\nPwU+BSwC9gFV/vUp/r1b/XYe8BYw1W9HgJPj/fe7HK8rYt4fMlYA62wgvvjnwEq8L+kvzUtuh6Rn\nMx+QNBt4FCg3s7v8mOQn8ZLjvWBmmQQDbcP0e9jMNmW1b8czzj9IAu8fRTOe8awzP2JH0q8u8jxD\nycnwtg0Ei2zBM8xK4Bkza4H+pPStkk5Juha4CthmZqf893slJSWVmlnHRfQJNc5gJx5DxRIPGWNs\nZgeBv5b0jH/p43hf+Gcl/SdeRpCzQNEw/XYN0t9TZvbIORe9KfpgB9DTnLvEyvQ1qJwssjNr9uIZ\ntIbo43vAZ/AC1c8P4SwEEkP0MWlwa9iJx0vAnZJi/ki5GtgIvAx8RFKRn/v5w8PIqMMrrA1+cgEz\nOw1EJA1ntNk8B9wlaRp4tZIkNfj6rfY9zqXAR/z7m4BpkqZKKsQLdB9OzsX6/nNJUzOf8a+vA1YB\n7wV+m7nZv++kmU36fGJuhJ1gmNlWST8ENvuXvmdm26B/+rkDL572NbySKINxFM9ot3PuP+X1eFPu\nDSPQY7ekvwfW+17jFPBFM9vkj9rbfT02+venJP0j8CrwNn6A/lBy/M8O1fcuSU8AL0rqBbYBnzGz\npKTngTYb8HQD3Ab85mLPNBlw4XUhQlLczDolxfBGus/7Bj4VeAL4E7xp4zeAb+FNEV/217D467+H\nzOyvAtTpcaDTzP45KJnD9JWH58X+hA1k78is8x+xSZIZcTjcCBsuviNpId768Ckz2wrgO1/Oz/5w\n3/kfNrNtkp6XFDlvhJrw+M/9azyHV7axFgC/uBKMFdwI63CECud0cjhChDNYhyNEOIN1OEKEM1iH\nI0Q4g3U4QoQzWIcjRDiDdThChDNYhyNE/D9C8FHKxT2mZgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JLn1C6fVmYE25cXkPg7e0M6tbuaWE5quVuuOPa8vQOjb3DbBtIEPczpHVTfSI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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Tgrt6P8JTB74bAD+Rl96IY9uB8d8DWFoBmmJ/HMEnELiO4biWEuigQNY3BDbL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\naFyLPPnbEtKb1dGOMyGdPprMwstUS1i7BMonKE3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KNPxdSjn/1X6K3T8+U6qkIoHqW59y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\nCPGO7fEUIf8Pzdap8Ei+2/gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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tHLS2GCOMiprSGkSBTEDsnB84kCwHrBQycEOPsdLUF5ppzrUbYnu5BLHri9H1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\njlOGeGA7ThnydyOQcyPGWRlcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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M0NmZFMs0Laz3AOt6z8bTIuAjKCqGbdOOobJ1nBJgN34Na0NiEF149dv5pPPT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\nNAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XSChlWCnx3gdKU2/mJ28/iu9+5P+Y23dqUi4L8MiFgIpPSy15ptUzEtUimrz5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\nsN1s3A58AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dsjXyxDDYuWQaneYN6I8Ved8UN1YlxOmPz61Aq4m+PBu6n8Jw9UUlOm19inKL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\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kHjctXpO4349+5tFU8NGYh2JKzPhY8rNQ6q2YlJqQBrJeA566+BUaZLu/hPE9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\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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F1vwoXBEsBctzeYXPbSuiPL3hiUofMMVmybqOGLldp5HOMQf7jav80Se/cBGX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\n2Cwx/n8nwcRgfecPogAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DRsFOBiNl0nLhmZFjlpmJMFEAZ8D0rnfsW7tEqK6jYQoA1Z0NWOHUTddkMEMJ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\n/3lfJjdO5suHfpnvHPcd//gob/+0UoM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R00PnvuzStkhETtnOtE0UkUfcjV7fEJHPuccH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\nAaL2GFmv5laBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XROQ/InKFiHwWmAfkuTm61/A2MElExolICLgEKzd/ryNhJgirGeyonUmdbdrt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3US++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\nPzqdBi46AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jsI5x265JlZxpGoMSjfdHnc6rp97JZ54XWu2dgwUe/o4tL2f6N9JhaiFaizMn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\nXB5z4E8vnc38r85zCAHgyLE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4sDHpg3DBr+Dsniux9oRzpw8n7lQsnWhJTc3e8jmupJZL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\nZVOsii3YwnzBel9cCOqlWvu+UqtdqCxwNH8IV2UPzfrKU2/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ckT5s1TnUcYv5hTK2gODY\noSvMzPyA1/vn+PDAh9kRuv2Ak5VS73v6zUsLHmr69EKIbat901tp2cG1W4tvLi7yN4QQFhAB5ld7\n3gYrp1oqk706i7c7huZY5qKuYCrQcm0+1afQ0dqM5tlNJlkgaCtj1+2Qm8Ucep7zegvfEBN8fGwE\neWmaQL/JkwGdyM7HUMvrsaYyuN44zsbgCKKjB7s1whptLZHEGWaLzWhVD8XOs6BFCaYkMVeWuOEg\nwwaK1VaG3J/DayQIqFXKdpXZUCfCsiMVO6ZRBHTQNFK+dmylJOhhkCWwKqCF8eXBIfqpOrsoBHQU\nY45cKUJWCVMVZbLlk0R0B4Zb0qZ7mBQp5kqCs4dfYKM6yIbHPo26She/3oteEUIEpZQLAEKIUB1s\n+Da11t2XhBBrARtwRy27BneX7NVZLv3gOP0f20Zw3TuTAfcFXWza3nstFagrOpW05NWXT6PsSLJm\n3RbwxCjE9qJeMXm26efRZxy4HlIpVC7jfe0YwvvLFCLrOffyFTIHR3CoE7iq4+z2m6hdHUxFozQn\n5qClmarNzWQxhjt3GqmpiPBT+EuCstCpJBNkq2GyhoKjnMSv2JDRQVBtWFVAVKFqYtMCCMVEArZK\nHhOwVJOK5gbLhmbZkCJAmUkcOT+YWYSVwpsMEyqepTosKEYeo6XwLE8tzNM9eZoLiXN0dWzH3792\nVX+Lei/6fw28LoT4OrXxWZ8D/vAen/PLwJeFEGeoKer84s1c+wb3liUNPW/3rd34W3HdbMHFwF/Q\n5qbHGSU4cxram8Hfjqu9i35vBZu9jbGFI4xfeY6TZp4nn/gYNPVSmZylb3sT8WGTkh4m2foIubTK\nwrFxTjt0Uvb1xLMGXppQZZhEWyuRYBtMOxCOJPaSJOAoY5gZUqKDYjHELGFsyTIur4auexBWGTKj\nuNEoOnxI3FQ0J1QLQBWtkqFqD4BlUHU1g6aC6kAVXky1FYCC6SWwcIyqo0RZDeIpu/AULjIznaac\nSd3uo1oR90PsYj21nVcAP5VSnqurASvkXohdPOi862m995ipVPGt1JVIwKXnMbueoJA1cXk11FD7\ndZF/Y3qa+W99k/nkGM4PDSLbPkygYjD6/CnWfGQTRS3Fd86+xMRYK11lD02JA8hgDHkmh9Ubg/kk\nUpmnPFvFZkyS9dsph92oqa1gRVDLSSqeCEohQylnkpYhJCq6Bi6Xis2uolaSSATSvljBKAFNAWlB\ntQxmCRxBMK3a8+UUYKGggKai5mcQikbFEQXNjSd1hY7p79L+q19g7S/9yk0/p5UG8ur6l13stNsO\nhKSUfwLkhBC76mlDg1uz1BdfSFfu/OI6ct1swcXAn6oqeJOvoNr0G1J9WiSCfOoRRnZGKORSHDk4\nQhI7TRvbcLdFiPRuYGdsN1vKWWaq4wQ1O+5AD7Zt61AtB+W0iaaGcQdnMRUnBXcbvlwrWUeCojJC\nRT2FNE9T9agQLhDxjOCxLmOaJumMSTJZoVQCS1sco60AsgKVHFQNUOyg+xefMFEL0+ilBNhDWPYA\nltAxXM1U3F211yoqufA6xpr3kWlbnWsP9Xfv/z01b+1J4F8AWeAb1KLqDe4zK+2jv9e83eO4vmBH\nqQX+Fltzbxb1F7pOU/8mdrdEceXKqLMuApU8I0cuUgxYKJFecvM+4k0C1b+AOZfnSuUwIr2NdeUE\nPl8G0bKNuCvM6LDBtOsSj1xN0JWaZLy7E7e5jjI2qpYToVQRuhN7Uw6dHNWCg0JJI1X2oBgSt7uK\nw21DIEBxgqpC1QJdA6MKioqpezHt/tpzhgm6B8xq7WImTbAsUKDoD9F+F+bx19uHe1hK+RvU8uUs\nBvTu7zeswTWWOt7ut2t/NzwOXdFp9nUgHO0oOYmuK/idCd5IvMELEyO42tI4wifZGtnAWOkxNrqC\ndPlsBNxVrP52AvlT5AtOFKcLu4yQtDeDqx+Hvpe8t4+yo4w7fwLdcoEeQhVNOIwMpuslwu4x/I4M\nipBks1USswXyJYFllqFaXLbVVmpuv2oDoYFpgq7WbgGgdmETCigKILGVyjC3+tqReu/0hhBCZXEG\nvhAiSm3nb9DgGivyON7WrHOn93K6BI7Ap9CqBnZvhJBLwemzcFgexrstHF4bgdQYVngB7+AzJPKC\nI8PDDObWUwynqeR1zGITaOCK5um4/BLJUpC8YyNUUtjMDIHcLNHKFEl/D8IusHlVjFyCfDVEPlel\nIMCpF3FrKYQrBAjQdJCi5vpbVRCe2qJX9dqiR9QWPlC1UsxWm29akPJOqPei/3fAt4AmIcQfAp8B\n/lmdbWjwgLOiyT0rKOpZjtB1TFeE3JEZIv1xruS9DE/q7FUP8+iGrZycy+GwNZGaNbAWrjLYpdDp\n8bC1MEu/BfbCBJbiYE72k026KIQeplB1gWonkDpHlQp5bZhgBkQojNScaOUMis2OTZ3F0OwUDDeF\nioNCxYHTKOHy2FA1Eyy5WNQj3wrs1ax+659mFUWGOT46wpZ3/IleT10XvZTyr4QQR4GnqP1GPyOl\nPF9PGxq8T1ih1Fc+UeDqG6N07+qq7ZjlLIWLRxl2rKe3txefO4rHssgU3JxyDhMtKpRLV0iaO3C0\npSi3dDN9IcTDrm9C9gxDwSD2+WaK85fJBzehVopYbjuGZVFRuvCnzuGbe5Hxjs04tDBCjeBIT4Bv\nAH+1QFX3UchWKJaguCBx2Au4nDqaVq25+NICbXFZCmr39EIBVcdwtxKSiVV/dPdDqvoCcKHe523w\nwcReyRBclM/SWppZ+1gfNhlgt+UlaBTRFJXc2VeR6R709ila+roZrlQIN3WRuOokW3ChOiaoTMzh\n8LWxOeZhIT5JMmxHdYCrdAKHO41R0km5QuT7dtA0cxJXYQLL7kZPnyTtUbDrDjBLaCr4nCXcDkmh\noFAsa5TKBja7ittlodtVwKrdAFsShKypCJsGemGe3OypO/3Kd6TeYhcOat12j1H7tV4B/lRKWaqn\nHQ0+ONhiUZqfeQwtEqEKZDWVqLeDprlZsq++Ao/sJtv5EAPpOH25Ev61/XRm2qhqRdonRpky3bRt\nHuBC9gV8ZY3e0jjpbIa81o6OScUxiGoaaJpKS2aUsq0Tw9eMIiWqqSBsDuxKGIwsWiWDhYKeHUcF\nPKjkQ+0USnaKRZOFsomuK7g9OrpiIvRlAVVVR+puWqurb7Gt907/F9TSdH+yePzfAF8FPltnOxq8\nD7nZ0Inlwpzzy4p8WhZHeM3pbo6cmeExTqG0r0dUbFRfPcixZoVdrWvoTE7h97XjX7MTp1Gg6t/K\nuHWVq9nL9E/FUct9QJ52ChR9nYxVbJQdHqikwBYAqwwUUMolLNWNrTyHtHsouLtAAcXI4tGyuEJB\nSvk8hYpGaqGMpiu4nBp2u0BoGlgmhm5yobmDp1f5OdV70Q9IKZfHIV4UQpyssw0N3qfMZ8u8fH6S\nfe3Q3Np1Q9HO8iIfoSroLS1EKlU2dvSRURV+mrzAU539GJu2EZlTyfh03GstioE+4sonaXEk0a+e\nJeodYbIvjO6cI3ZpmjnHNsabXdiMAG2zR5lPu3GXMiRsCqAjqjqaVaKqa2hmHl/8TYrOtaSC/Uh7\nCFx+FNPE5fXgVKCUNygULTKZCqqq4HJZONw2HIUi5cTwqj+neidkjwshdi8dCCEeBl6tsw0N3qdE\nvXb2tUNk+kAtpUdt959KFTFM61qRz/LRU5VclfJUGcPqwcisYWT4Cqezb+LuMTk69hxnXv8u05PH\nGCtWuXohzzG7g58YWbZXYmzJBFDWraFvk4OmpgR5z1G8C6/hNvMUPTE8qSHc+SpaNU1FyYGoopsQ\nysbxF66iCBWw1QJ2pTioIKolnC6dUMiGL2BHCEk2a5CYK5BSYwS7Vj9Dtt47/cPALwghxhaPO4Hz\nQojTNKbiNlgluqrUdnjfM9dSeXcaObWUx7d5NB4v+Ui/8kMGyi66+kI07/hZjOA5HMnLyIHdaKFW\nzmeaWDPlo71pM1b/HG0eifn8f2HMbMcZDGNztuJ0lZkzHdgqZZTqaxj6HO5yE8IcwLJVSPn7KDha\n0ao5TN0JFQHCgmp1sTDHRFSLOJwB7DpUDCgUqkjTwJlZWPXnVO9Fv7/O52vwQeNtqbzr6vbfhmFa\nzC3kCJay2LxNDKxZQ9z5RfyqE2c0irMQ55RvMyevelASOZ5InOaT/e0UlQphdZIZ7wSF3BqqthgF\nWYaim8RMBLc5itE7iObYjqgMEV6wSDXFcBoTZKSHdOc2nHkTQ3OCrNbq8Z1NIAQIO1TyoLvArCKE\nwO7UsdsF0qyQtr0zefSbUe9Fvwv4kZQyK4T4Z9Sab/53KeWxOtvR4H3K7ev2r2c+W+a1Ny7y0OwF\nYk/vI+UJEe1cW3P/0xPkz/6IK8lBYnkX/YMqzfYU+aLJlVQf5eQEF/uyuFyzFPKXiMRNUgOdhO1T\nKEoGtHGk1oRegqy3E60Soiw2IPUqJbuCvVzAXU2RU5qQNmetLrU0jYLAsnnAUoHFijxYDPqdY3PH\n6qfn1Pue/n9dXPCPAR8BvgL8aZ1taPA+5p3U7Ue9dj60ay2xp/ex4PDy0tAc89kypmmRNQI4132E\n3b0x1ldH8NtdTG7cy6vOdq5oVfSHdrB27aMM505zdk0AW7RCInoWfUs3uS3/AK/spWRLINUo8/5J\n5gJjGNo0OfsYDiOMqflwMYqGCdhBU3EWF5ByDhQ7ajmBe+FyzVBpQbWCZBpn8L2305uL//84tfz8\nd4QQf1BnGxq8j3knnYK6qtAW8QE+dNNi74BO1GuvXTjOp+ncEKO5XzBSgOHLeU5whoXLSbbu3IGz\ney1tcxdwno+T79tBW1+ClsGH8cq1BA0PiefewJop4pNzVJ3NWEYbo9ExkmqSLbMbUQtTpKWKzRjH\nkEfA1Y/hiSA1B0gTKWwUPE2g6GCZ1FyBXqbxMbjKz6jeO/2kEOI/UJuY8wMhhP0+2NDgfcy77RRc\nHtlffuGIlyzeSJtQKrOu4CE2N4YvVeC1i3GykX7anvw8ndUwga2fwePdzg/OnGRIucTolglGuuZo\njZbYYvdjNel4GMR028g5L1L2tlAK7UUqTpyOMDahUnYY6KVhkBUsmwvpCEIlXZuxp9jQlRbkmclV\nf0b13uk/Ry2Y96+klCkhRAvwP9fZhgYNrmFYBrP5WayqQaSg4WxqRtX1aw0/Ua+dp9Zq6LmjVOZN\n2nbuJTIxg1xTIaJkKfc+hK1jgGkPnDt0gvzZFEO2cTb1tjGUsVD0PKk5O6gXiZZd+OI9uAs5KE1Q\nCPox3QplbT3e1DEy3gVygSL+kgEMICoGejWPKFeo2gPo1XmaO9at+neud8NNAfjmsuNpYLqeNjT4\nYPP2qr1EMcGPRn6EPZFlz7iHtqefvVbBB4AwUUIO/Hs+gijbCZUM5n70EiFrgbETLzBT2krTYIjX\nXv0WY6leets72djpQLtwkuToALOyDLk0yDCaM42eAZo1cgs5TGUOPTuFqzqJLzdP1vsEDt0DchQw\nkLofR2aYrF5AAvGA5IrHwYZVfgbve9daCLFVCHFICHFCCPFmYzzXB5ulvP18tgxA0BbkieBT7Nn0\nKZqe2l8btWUYGNPTSMNgJj/D90efY9ZhR4s1UyxDqmMnc94oL3nLDIWGUBdG6H/tNOQP0f1wK45q\nmZnCeWbDb1BMPYdHvUi6aZQXek5xNDhLMduEW8ZJOn4IyiizYZWp9odr9+9mGYyFWupOmmT8bkrO\nDOgBXGYzoYJv1Z9B3Ra9qNFRr/Mt4/8G/rmUcivw+4vHDd6HGFZtkRqWcdNjuDFvX8lKKldthJVW\nXG0dCL0mmZ09cIBqPI5pmWTKGUzLpBqPY506QueAn/aOTp4e/Fm2r9mKaN1KdsMzPNsWoUOLM375\nh/j0CgV/mYkOk8s9XYQKXtZ6Q+xSw9irLmwuL/7MKC3ucVr8c5Q9YYRLRZMzuDMJdOMCgfwJqq4w\nCXcFKmfIBxJ4e95D47IWx05/u17nW35qYOny6Aem7oMNDepAopjg4MRBEsXETY+BG0pxbxbt1xab\ncWTIz0JpAbfuRlVUtEgE/97HCfS1YNftODQHV1JXsLkMtu3ZzeZdn0X1OZloCwER/Gf66b9gsaa5\niT0be/nCAqw9dYJQ4QhmborpgTamntgPdge24quo8Rex8FAJbEeIEWz202iladozrSiiE5QruIOr\nn15d70DeISHEzltpyd0j/gfgx0KIf0XtIvehW73wbVp29bGuwV0j7Ayzp30PYWf4psc34+1TeqRh\nUI3H0SIRZisJhpJD7G7dTbO7GaHUOvYMyyCemsCdLvKYq5uIaaDPH4LmjTTPn+dj7TuJz54hJcKU\n+p4mVPQQvXQKmxUjiYrImoRlmS2xjzA+F2R91onHr4F5iZQWouQwSaktGPluKkqcUCVByRmiKRFH\nmboKLetX9TnVde69EOIcMABcBfIszgZZbc39HbTsngJellJ+QwjxOeBXbyeDtcQHce59g9rM/OzL\nL+Ldvg561pGoZAg7w+jKWx17M/kZDh3/HlvPpWjr0tF3frJW/usM1Rp9zCp5A45O25AOG5XhUQrf\n/BvCLToLVgHfTAGbriK615Jeu5PU5SuYcybCcYV43saIR9I214Sz6iSQ+CnNxassuLaxMFBl32/9\nPn2dXTe1/YESsFzGR+/Fm95By+4vgC8tHn4d+I/3woYG7w+0SATv9nVoyWOIWBPNy+r4l7yAUMjP\nwxv34++qoLkU8Le91car6piXX6IS3YMnZnHqfBrbSJWE4ma2XbLFt4liaw9meQ53dYiIVGjb/zTJ\nN55nYtiF12tnt2+e+byPVDVP0cpQsXdS8q+n2nwBm5gBbr7oV0q9o/djwB5q0lKj1O6337nO0Ttj\nCnhi8d9PApfu8fkavIcRuo7etwkxuP+GoZtvBfgSCF1Db+tAhLuv79v3xMhEHufw6SxnJ99kIFwl\nQAVr0+NsDa1F/8lJ1EIab6TKsGsrtr5e1vgsgvN58spmpqwgk8YssvME/eWj9M5O05RIEIpPMjgb\np9n2HoreL/LvgUeoTcyB2hSd/+8en/MfAf96cVjH/8HiPXuDBrdkqVPvJso53scfJ+0WNwQIl/9s\n3t/MrNvFhraHGLRKtF15hW12aF73JJXt+3FpJTq3bmTTR/fS3BIgNzuHmj6F8I9id+o0JXbiqKRx\nZvLYxGZG2j1kXEM4+7zo+h2mBK+AuvfTSym3CyGOwzWp6nsqdiGlfAXYcS/P0eCDwdLorYhlsEe/\nSYBwUVwz5o3y9I5Ool47aihG32cWsApj6C1rGX+8m0sXThOJthGtZDj6ehkpNYJbnqXr8jzZniYS\nth6iW9o5qp3FMzzAvHeBgHMOfzSMtIeWD8Z+VzTELho0eIfoik6z+yZx40UBDr3/aVoDi7EAu45n\nwxoMq4fzpThDE9+jaJ9CpENUL15gnHXMOqcRuTSPd2a5EikSVR+hWM4w3jdBs8/DAF1s9EhcZ0ao\nDF7GPri6Paze7v3bxS5eoeZyN2jw3udmAhy5WRh+iXhxgZGjB9gx7uTZns8Qca9FJuw87rOzNjPH\nVPoFzjX5sWI6ln+a5Mtn+YT9ET7dv5vIqIa/qJPte4ZyoHfVZjbELho0uFvcTIBj8ULgz1TYnPQQ\n3r0T74bFDPXOPfD89xgYOsCFNZKU0czGYA9XrKOs/9ggO51zLLToBJ7tRwtFiGpR3GHXqs1siF00\naHAvWbwQOF0G7fs/hQiGyGVNNKfCpLuNyJZN+GdP8+i6XUR37CGnzKDZdfp3bieXn+fQ7DH6urdz\nbOII+6sKwehnwHZnZZ/bUW+xi68CB4CDi4u/QYMHiuUVeULX7/wDb8OwDBLFxA0FPUtBwGyyxNjZ\nBJZf58jxGfY8sgv3F3XmjGG8yhRHZ4/R69tKyN2KLgWPlEpMFeZr/fXtO1as3Xc76n1P/5+BFuBP\nhBBXhBDfEEJ86U4/1KBBvVjebPNuuFm9P9RaescSeRJVg9bBIGv6Azz+RCed3REi7f08OpcmUKlQ\nqJicGEsSz1bQfW1oPU8wXE6xu+1DNDdvvSGN+G6o9z39C0KIl4GdwD7g14ANwL+tpx0NGtyKpVy8\nFnl3AyiX1/sv9xrm81W+d2oKgeDjm1solk26OmqFNrMzFexjKoGNMfZ1PcqRqTOYygIzJRu+6AB7\nfS03eA6r+h3vyrusECHETwE38DpwENgppZyrpw0NGtyO5TJYq2XJa/A+/jjRphjPbm699tzSLH6A\nI5NzbKWCZ/IcG7ftpckdYa4wx2tT59kUGmSN7mOqWKKU8dDdHsBuW92yrXcg7xS1QpmNQBpICSFe\nl1IW62xHgwb3hCX3fk/7HmLLvAahKnSGa73whmld19O/MRhjejKCMvECrdEOtLZWzs+cw5XSODn9\nBpa6wBEjROXKBp55ej39faFV2Vhv9/5/BBBCeIBfonaP3wzcqETQoMF7kOXu/VIr7g0IE0VPY0gf\nmXKGjk0dhJ0fxmluwVT92LJ2Bs21jB84SrR3A607w+xOZBn2uvA6V79k6+3e/ya1hpsdwCjwZWpu\nfoMG7wtuWa23jCVvYCA0wFByiD3te2je3I8x7WHmuVdYCK+ne8c6Ij8XwROM4DZzZA8epxhYS9Wu\nrtrGerv3TuDfAEellNU6n7tBgweCJW/AZ/fR5Gq6VsOvRSI0PfUoftWJ254mNNBR06U3nLR8ZB97\nHF6abqHW806ot3v/x0KILcCvCSGglq9vSFU3+MAgDQPicWKRCELTcWm1CjvDMpgvxnE6fPiUBdTh\nn9RKev3tCF3H1d7G6mvxatQ1Ty+E+G3gr4Cmxf/+UgjxW/W0oUGD+8nyOoDlU3cTxQQvn3+Nk6+N\nkDP8N9bw30Xq7d7/CrX22jyAEOKPqKXv/qTOdjRocF9YXgewPKXni/rpDfRgJRygaDfW8N9F6l2R\nJ3hLz47Ff6+2PbhBgwce07TIJktYiore0oLQdWQwRGHrLmQwRKacYdS8QmyzA09o9YMybke9d/r/\nDBwWQnyL2mL/FPCf6mxDgwZ1Z0lNt3ND+Nr03XjJ4kBKYW/MIuoL83hXLdWnKvd2L653IO/fCCFe\nAh5bfOiXpJTH62lDgwb3g5vN118uvKEryrVU3w1NO6aBkZ5mXgaIBjzXZva/W+odyHMAe6nV3T8B\n7F18rEGD9zU3U9N9u/DGEjc07eRmyZ/9EW+cPn9Njms11Pue/i+oNdj8O+D/BQaBr96NNxZCfFYI\ncVYIYQkhHnrbc78rhLgshBgSQnzkbpyvQYN7xfI8/kx+BsMVwr1hP7s2DV4r3V0N9b6nH5BSbll2\n/OLilNq7wRngZ4H/sPxBIcR64AvULjatwE+EEGullOaNb9Ggwf1nqapvJj9zrY6/OdRJ651/dEXU\ne6c/LoTYvXQghHgYePVuvLGU8ryUcugmT30K+FspZVlKOQJcBhrKtQ3uG0uRfNO8/UzYlchyvRvq\nvegfBl4TQlwVQlyllqN/QghxWghx6h6dsw0YX3Y8sfjYDQghfnVRzvrN+fn5e2ROgw86S5H8Qrpy\n29ct7fh3q49+iXq79/tX88O306yTUn7nVj92k8duKuAnpfwz4M+gpmX3roxs0OAO3CySX0/qsuiF\nEELWGL3da+70PisRnrwJE0DHsuN2GnLVDe4jy5VyDdNiPluupe1WmYpbKfVy718UQvyWEOI6/Wch\nhE0I8aQQ4ivAL96jc38X+IIQwi6E6AH6gTfu0bkaNHhHzGfLvDQ0d1dScSulXu79fuCXgb9ZXHgp\nwAGowHPA/yOlPLGaEwghPk2thj8KfF8IcUJK+REp5VkhxNeAc0AV+I1G5L7Bg8LyAp16UVd9egAh\nhA5EgKI0GmCPAAAHUklEQVSUMlXXk78DGvr0DR4UVjqWe6X69PWO3iOlNKSU0w/ygm/Q4EFitWO5\n307dFW4AhBBfBD7JW112fy+l/Jv7YUuDBveKuxWkW+1Y7rdT951+kSeklF+QUv4DKeUXeasBp0GD\n9w13K0i3NJb73Sju3Iz7stMDdiHEx6kVzbRTm53XoMH7ivsRpFsJ92un/3UgCHwMCAG/cZ/saNDg\nnnGrLrr7zX3Z6aWUBeAvl46FEL8D/NH9sKVBgw8a9yuQ97Xlh8BWGou+QYO6cL/u6TNSyl9ZOhBC\n/Ol9suOWHD16NC6EuGXZ8H0gAtydnM39oWH/vadrJS+qe3EOgBCiZ7HNdek4JKVM1t2Q9xBCiDdX\nUnjxoNKw/8HhvkQYli/4xePGgm/QoE7UW8vun9zk4TQ1matV1d43aNBgZdR7p38I+DVqQyzagF+l\nNijzz4UQ/7TOtrzX+LP7bcAqadj/gFDXe3ohxI+Bn5NS5haPPcDfAZ+mttuvr5sxDRp8QKn3Tt8J\nLJ8RZABdUsoiUL+G4gYNPsDUO2X318AhIcR3qOXnn6XWY++m1u/eoEGDe8z96KffQa3BRgCvSCkb\nTesrRAjxL6lN97WAOeC/lVK+Z0Z/CSH+GPgENW/vCjWFo/dEi7UQ4rPAH1DTatj1Xv7e3o+UXZXa\nl7ZKzb1vsHL+WEq5WUq5Ffge8Pv326B3yPPARinlZuAi8Lv32Z53wpKuwoH7bchqqbes1Zeo6dNH\naOjTv2OklJllh25uMdX3QUVK+ZyUsrp4eIhah+V7gtvoKrznqPc9/X9HQ59+VQgh/hD4BWr1Dfvu\nszmr4ZeB/3q/jfggUu9F39CnvwN3mu0vpfw94PeEEL8L/Cbwv9XVwDuwEm0CIcTvUbu9+6t62nYn\n3qWuwnuO+61P/zPAl+tswwPNO5jt/9fA93nAFv2d7BdC/CK1rM1T8v9v72xC66iiOP77N5i0oanY\nSN0ohoKIurGIIKgrEYqiWKm6aP0GKQpFS0CkCkXpzpVI8KMLiwtRalMbEYwttR+LWDVJNdGWltai\nglqrhcYPUsNxcc80k2feS540meTN+cHAu3funHuG987cj3n3f4tY+FGD/7mvwryjqP3pbyYF/cPx\n99vpI+kqMzvqybuBw0X6Uy+SVgLPkuTS/izan7IyK6/sJJ1l4qRTvktvZrZkxp1oACS9D1xNevtx\nElhnZj8W69X0kXQMaAF843X6zGxdgS5Nm4p9Fc4Ag2Y2L7c9L2RpbRAExTG3xLuCIJhxIuiDoGRE\n0AdByYigD4KSEUEfBCUjgj4ISkYEfRCUjAj6BkPSyAzbXyRpr6QmT6+X9K2kOfU/+nqQ1Cxpn6Si\n9oGYVSLog3p5DNhuZtnCqSeBO8xsTVZAiXnz2zKzUWA38EDRvswG8+aLCepD0gZJQ348nct/QdJh\nSZ9IekdSZ52m1wDZarnXgOXATknPeIvfBfQDV3iZtZIOShqU9Hquh7BR0hFJuzI/JHVIGsr52ilp\n0xR2OrzeNyUNS+qVtMjPPSTpK0mHJL0t6SXXdMjsb5a03pM7/N4aHzOLo4EOYAS4AfiaJLSxGBgG\nVpAkyAdJW4O3AUeBzjpsNwM/VeR9RxJF6SCtCbgpd+4aoAe4yNNdJC2AzL9WYAlwDOh0G0O56zsZ\nl6j6jx3/3EFapnu9p98D1gLXAUeASz1/qZft9/QCkmRXu6ebgFNFf3+zcZRiDFNCbgG6bVysZDtw\nK+mH/oEl9WEk9WQXSFoObAQuNrPVLlbaRdKz+9TMMsWjWpp2J82sL5e+jRTgn0uC9LD5hRSA3eYr\n7STtnOJ+qtnJOGHjqzW/JAX3JcA2M/sVzu+i9Juk05JWAJcBA2Z22s+PSRqV1GZmZ6fwZ14TQd+Y\nVBMmqSpYYmbHgcclbfOse0lB0yPpXZLgxV/Awhr1/jFJfVvNbIIWng83Jlvp9Q8Th5xZXZPayZGX\nTx8jPRRUpY4twCMksYxKLYcW4O8qdTQMMaZvTPYB90hq9RZ7FbAfOADcJWmhbzRyZw0blwPf++cx\nADP7HWiSVCvw8+wGVktaBmmjUklXun+r/E1AG0khF+BnYJmkdkktJLGNWnamqvt+Se3ZNZ7fDawE\nbgQ+zgp7uVNm1vBirdHSNyBm1i/pLeCgZ20xswE435U+RFqP/wVJa28yfiAF/iATG4de0vBh1zT8\n+EbS80Cvz+afA54ysz7vPQy6H/u9/DlJLwKfASdwkZBqdvzaanUPu57gXkljwABJMnxU0h7gjI2/\ngYCkN/jRVPfUCMR6+pIhabGZjUhqJbW4T/hDoh3YDNxO6gK/ArxK6u4e8DE9Ph7eYGYPXkCfNgEj\nZvbyhbJZo64FpLcL99m4ClE27/GcNYjibS2ipS8fb0i6ljRe3mpm/QA+oVWpYvNo5cVmNiBpj6Sm\nipZyzuP3/SFpEjEf8M3AjjIEPERLHwSlIybygqBkRNAHQcmIoA+CkhFBHwQlI4I+CEpGBH0QlIwI\n+iAoGf8CN/REndGYMlkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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46aYjW/ZCU0LmOWgkhI2yHGP9CJnU1LpKhioTVjkMhJXXWElPaQCdYfXeJ+nl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\nTkSuQmCC\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pU6f8HxnPlEKgANMf4ppo3nMHOHeRJ+O69rqM2/gUgD+ZBCR9cMLZOObkvGtj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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Q3uD17anCPdmRGUBCTK/KcWuit6IC2DBoKov3OocFe38icPyNI74HQLYjibjT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vCPoRqYhpMRL5V0N25697swbUvH5xRenXBkOz/9NcCvQrZhXDMK8c9HgT8wzpw+nf2SbsDt2qyy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\nMbzTezw5hnd6jyfH+H9R0szMCxF9RgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sQDis+m369sAsnfFI+q6LdrHL2srMJbdz6nNfZtbCGznHtCOUTStO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\nvNN7PCXG/wNloBiHdZXahQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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l96O0EKboiDKReBWaylZrJpeqbldacr3b3mzSEYR8HHlOonCniIwB4sCkfDoX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\nD2W3Xsne2QuKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QTm7gi46Ro9F4YYSKkNC01PfXTvojJ879AXG9IyfhAZQWYvuYnAaaW9ajBZsq\n92PLiLFo6g021JzrK1fatoX2sqy+U5K6XytmW6HXHYqM0lT0XVe41fICBSE9b3+Ozrk9qhMCytpq\nabM7M8dKSOjxDE2/aurH2DJ2FhM3PgOAZsQwbb9N+lDAJwOZ3vszV/tDa9vLxhJJcwZ6fwNT0zH6\ni/Qi8lcsjXwqcAfwUeDtXrn7Xowg0jvj3WSeUcpbR1s56TWV2ShyIVR8me/7ghnfpbKpd38S7/Mt\nOsJal6+b/gyx5S3rCSc7ac8+YZJhCnfnsMsFJ84+ruXe18cfUpC9k3FCbnUj03IIJTM1fd0Ia9Jq\no+1kjcZ20VliDWVy/n6i+Zy6ABEzk8C68ltF3nelJERCz08xdId8foGZSqnPA01KqeuB4/E7z/ZJ\nBGkQR4sliWacC8L20VaAYjSROabvCbqKh1M3JmD6bg8QpJGn1frHnCEjltGY05FJ+t2feZixxdr8\nK7etIGmzDjlI76QI80zzOaWHtsYyTHI9LUNSNOaGnXQVVZPUgzWxEi3rOS/WTf1axnUOTE0nnuid\ncNx8SO/kAekQkTFAApiUo/w+gUBzzvmRnP/znGIpS45nZ/WBvSRZfhhX+0rO8w45vc6uS+f6vZF6\nHqQ3nGkv1X0kY76oaT4u6zlFd5lpXaTCej0Bpoa42j99yBUy0hOjuKGxy6d/nreODvY/K9Eypv+C\n0FkyGkN5tbuH9BIikehZCvBsyIf0T4rIEOBG4F1gA1bk2z4JJ6lEsHm/+yuh1k2+aLev3R1UtKzP\ned5pcEsPcldRrxznfz7diHWrwdLfU86pzt6AiG96NNdwIrUBhUfT74xYzhfdtMb062rO471DLQ3s\n1fTTl9+bkYk4VjTU9z3a1ZiSwQjw+AehTUUY2monzvA68jSdRLKfNL1S6pdKqV1KqUeAicABSqmf\n9srd90I4O9eYAVNf6Q1MUCT1Il4+5Ra2jTxmt+43dfW/OWDl/VQ1Luu+cA+gKZP9V2Xvu51naRh2\naOpYS0lanLuRvoAlB0RDIXs0ps8XfvM+eycjdrzD5mHeWH7reXQjRiJSwYaac2msOjB1zMHQxre7\n7+TtODOF5GXeA3x12Fhuu9kNYXZgSojNzavyqqM7ZP3FROSSHOdQSj3aKxLsbUhYmiCjMSkzIAWT\nYsfwIwDYPO5URtf13NmmmQnGbJvX46myfOodvX0+q/b/ZOpYUWc9XcVWrHkQWc5ZfBjLpidS/gdN\nJbOmxwqCEskrfHlPUenZwCdnJ2Ob0rXVJlPtKXDNpoQWsHuRNwa+K+xfW5Gq0rt/npPVWAsFlg1C\nrVaMM6L2OfI0ncbOurzq6A5T23fNAAAgAElEQVS5ut0L7L8vYsXff8b+uwP4bK/cfS+ElJRw34WS\nQQpRRkbPb2iR1Nr0ULKLltKhrJ30EZoqgzeyBChp355Wr389e2+hpKPOZ9YeteAGaja6EV9KJON5\nlh70JZ/DUTOTPTLXmyun9MqYPhcU4kssko+mN31hvdaxsrbazPKesX8sEtyhtJRPTH3W7Cw89cMO\nz0t2gIvftO4fD5enFvWA9Rxh1cfee6XUFUqpK7B8Iwfay2ovxZqv32chIqCpzIUmWjijN094QktD\nRhcLjv4VGyeenZoCC8IR7/uXxLqk791ECsWdDb44AkExevubTF9+HwDxyBBeOeXmnHWIMno01bjo\n8G9mdBKRWHB+uN5Crk4pmrDOGZ6NQB1NP2abL4QEhfg63lgW/rWXunkMHU2/aUJmpuFsOGDH4XQU\nDeONE26gsdqlmqmFKGvN7Ih2B/kMsGqUUt6dBeuAoBjRfQY6+XmhvdFo6dM9QQgl2omm7WrqkL6z\nqNpTro3j3rouP2EDMHX1vzJi1EPjOknqMGTXagDfarRs0MwkqodTjenaMSPTzR6irWwcayZflHq6\nvDS9J0mlM6YXZVDW6i7gNLWwr+PtCgc7blcc4CZI1XZjSezaKRcx/7jrM46bohNqy9zgc3eQD+nn\niMhzInK5HSb7FJB7vudDDpH8SO/12OpG95lP0gkProbvLBnhOWZS0lmfj6iBGL/l1YxjWjRJZ8Rd\n6JNrfru4o46Dlt2VsYw1H2R487XeTbeYiJSzacKZqfiAXD4EZzrS0Lya3uqoRZkp8xysxVPeMX0i\nDwOnN4dkRqgYlbbb8O4iH+/9NcBtWJlvDgduV0rt05tdhFE9nnpKN8+DmkMknrmGX5S7Lj39WG/C\nFEVFp1t3evisFxM2v8zIHQt3a8iRTsJ4NMfuwHuE7pfsurEI7nPoYq0KFGX64iwMLeL7XpPHnHlv\nkD6UtKIP4+EyjF7qQ/KaP1FKPaqU+pb991jv3HpwIp/96cOismqQmg1PBR5PJ8jrJ92YUSYSC9L0\nFgkNH+nz//XT73v0O78OLOds2eyUXzw5O+kdayBd058w78doASGtXnRE8u8sj3n7VxmOzXyhRGNp\ndU3OzjmV3FKCPPWGf8pMD/vi+vU8kox6g3d2F87inrWTL6S5tGaP64P80mVdIiKrRaRZRFpEpFVE\nem+PnUGGfPanL44fyo4RRwaey2auphM1qWeu1IokrOynF239knuds2ea5iV9bg07rvblVOeTbhVE\n48GOs3nFUV46TFxNnyuCLLU60CX9qG1vEo03Ew2wVrx4Z1r+jr9IoiWvrZ0DRRSdp2uOz70E2j5n\naJl+BVHKNwVrahFfJ6B7fk49mbZ5nY0hzbWUdqzNOF69M3PTjkOW/DWrnGCZ98ZuDKeCkI+m/x1W\nRptKpVSFUqpcKVXR7VUfYoRaM9eQO0iESjj27V9mHN80ovvG7mjOsGcTRYeE3qW83aWy1sykO8+c\n1tlkGxrsCgm3natz+bfsLLVGdtKnZhQ8c9n7r3nYui7AL2F65M2VACQdK89rY0t19+WCYIpOZyga\naJFpSct6cM5trVjLK1Pu95URlI/khh5JG2KR0vxBvpiK5nVUNy5jWP2ajHNT17h5/RPJhey/6iFK\nO7JbNM1Ra37eCNhMdHeQD+nrlFLZ9zjeByE5XlsiUk5px/aMCLqV47pfhJPS4J7qNdsBqCXrM45l\ng9V5OFN9fpJnI72TyNK0l6jlJr3y3MeCE60WNEuR9GxqGRTJmPU+VXHM3VyKqzSd/ccOZfUhmSsA\nP5h8HyXt29xdasRk85DMbLNe7/zGCWfSMOwwVzZPOSfc1oujFv2B8rbNEGCpeJ26Lxz0DuO2vp5z\nFmNT5fuImUxtfrGnyKeWBSLyTxH5lG3qX5IrWm9fRHGHu2dbLGINCzojfpKnb8oQhFT6LE+LCict\nj22i687UsaCloF5oZjJFzHTzOLsT0In3tmSI5MiRnxrTK+/qNHvTh4AOKeld6yq5O7+KZjfRcrFK\n0t2aOoBwgKZVovGDCw5hdcXMjHPxKMRDZmq8X84UVID15NXsO6sPSX3WzIRPqjHb5oFK6+w0x0fi\n1nvw0r9x6JJbfUMgJ/dgLtIbmoHSQkwNT8tapifIh/QVQAdwFm6U3vm9cve9Fm5jP/z9/6O03U3L\nN3TXSgA6y6b4rnCSOuaCQ3rTs8VxOGF5b3eWudM13ZJeJV1y52neJ+xGatpauTiZPWeda9677+Fn\nlwnf+aIeTHrPZ53cI8PDF7sBQSXKSJGrsjlzbAwwavt8Tpz344zj8XC5tY98wAYhgkKUSo3pR+kn\nprah9kLPQsSZb16LFJuecnFU+wPpN7H+87z/SKKVYTv9+7UoybSa0uEkAjV7adImn3RZ6Smu9m2Y\nJiJxlAqhGTGqmlawZcyJALSVPcnk9cHJC/PR9Jr9q4pnmZg7ZePdQjqY9E4WG4uMVvnuzHtJtKLC\n5anGl89CQacOx/EI0DRCUReSbjskvRt3kPfZSjyWRDZSWJ1MppZedMS3OCIUAj1Kuok9u72dBo93\nPqqVBWr68ZtfYsGhH6Ek6XcsLJzVyMxIB9ixMqJMDOnyk8nM+GBFMOLXtAqTdaOgpi67pk/acQS7\n4pm7Fu8O8vHe321vK+X765W7740wk2j25MWM96yQWac3N/WOrFFYISN/8750lNvwHW0T97So7SOC\nt4AmtW2y4cm/5ydLuhOwas3f2W/Nwxi0kjfsuqMx10x1nnqoHdHnRbqm765jcFCCmbJ/s81YpJva\nPoTCDGvJJPOseBPNJVrKO18UKnM7PQ9G7VjAaxMyp1YvHbETXXO35kKZlOvuU44JL0VLTc647UEz\njQzCKVH88IoQ37sweDbo2Wl3pDR9W7J3YhryWk+PFYX3FNZWUBVAT3LTf7igDIQQo7bPp6J1o33M\n1tA5pod2d0zvIO4ZHdSNfDxYNLsRaiqZdS49HYfVfcCE2lfoiY/oubOtjsjrqTdsocfq8zl+/k85\naqGbw39xxCWUrioY2rQyr/sUm64rLVtswo7K7M9naiHKugJ2psVkl2eZcFGoBJVlarAjkZnCu9JU\n6J5OQpTi9HKXkBdW/ZyRsy25DI/VJoG/hXV+7chgH0prdCdmgH9gT5BPRN4jnr/7sXagObhX7r43\nwjRAhXxkmrzhKSpaNtBVkjk94yAv897RZgFax6vpJctmDxM3PU+0q5HqnUvdufQ8Y9u9d3y95uHU\n58Pe/7+MsomIY0UYHLL0Nma++ZPU7nLVs5oY/bFtVLRuSpX3TtmFVEXGtF5rJGjHMijyNPIhu4LX\nki8fl530XfFgG0AwUZ5p0ZCmBWp6gFiWftxHekyKdNeRp4lJxNb0Yno6PE+wTkXLBgBO7Oxgv3ic\nxK7gTaNMMahMOs/Rf1N26ZgKTOiVu++NiJSiwhU+0pd07uCod2+kXQs2kZuL6hnSNTzwnBfOvLcI\nHFX6b6Yvvzd1rrbaGw0WjPK2zZww/6dEEm2ueZ9nQIcS+EW9tai8udgdPmgBZvW6iNtsRrUtoii2\niyl2noGopogW+z303hzvYVVBONHOYYtvYT97bn/+xP8EyhRRCsfJ8MDMD1gyOXNTooSeY6prXfAw\nQlCETLcX1TQJHNMDJLMko/xe8mr3i1JoelpWIfsVhbyk9zg5wwnLWDY6JjNj09lcenAm6RPSjB7e\nylW72lP36Q3kM6ZvTYvE+y/W9tX7JkRQhgSSqYtgglV2Q3inAaTGrZc9wdHXXp9KujH+b7ezfrSH\n9BWWQ6eos8FXzz8ucQkgPdT0pkCx45vwhKUGefs7PL3OpLPrOeDjW7mproHja4+gRCnC3WRtrWpa\nTnXjMibUvkKt9mPWDnsvsFxEqVSHsW40tBc3ZJTJRfp5zwcvShIxKU64sxOaJoHee4CkZ8hWs+Fp\nLiq2dmlfp9zcsKJMZOyhXFz9Y9aVrrLv4Z5L3cej6UP2rMya5FTuM2dzw6WHkr5cfmvJM2iiMG0X\nofSS+z4f877cG4mnlNrfTp21z8I0BQnYWsnUdjNHnhPs4ozpS4ci5e7S1tLjray574x7hs3j70Mb\nZaVvOv6t6zjpje+mylUXxfjDxRqbpxgph13wODIYegDpQwEhpiUe7S+2P2xO4jha2q257HDEP92X\n/lZKvHEN4ewOxBJl+scdeub7bY/03L0kmL4AK00kq3l/6kEuuauaVjAiZMURpEdISsUIbj36Dt4M\nW2PzUMCUnbcDHrv1dQC2RS1nqK4J2n7+gChTTPTyURjKsUr60by3A3L+KCJ/EJH+zeA4yGAaVkP0\navpIhZ1CK4D0ww8emnEsG1JhrZoOnn3WJGT96AvHP0txxRzE1qSCIuwhZZlK8tYBGpsPdhvXhhH5\nkd4UtzF4l5oWd2bOFJiewCOxyXJn0t0Y0iH9CfN+zAnzfszqtO19vI0/1xLVqDfBJQoVEM23tSI/\np6Dv/pipTLgAmkZW8/6bx33bLef5zZP4F+AgGoZSJOzBV0rTe+r1zuwMaVnHaXO+RmO4M2XN6Gmd\nWntUoetFmE6dASm8dgf5mPd/Aa4GlgBLgatFJHDH130BRtIfTFFcHUevsta6X3mQu2vJjLMnUFwe\nZvqF3WcLd+aLU957XUttn5WOHzTuQg8Fm8/FtvWheTzGTWV5anoP6b2a/ptXKt4f/TKhwxa58nrN\nd1tMA50i7FBcm/TOApxduuL4S9xgJR/pbe5JkZlyPmYI5tw3rVM95dWv01bUwTtnZA9LHlETFBeg\nMDyJM3RNCF7sDGOGuO4rUUZqWJ1Mzxgkwswp1akNT1I/XzfLoJPoqUfUdT8d64aa6JrOpOgCAFoO\nm5h++W4hH00/CzhbKXW3Uupu4FysfeX2SWi6cPK5VVTv/IB3pgoTz2hAK7Ua+dQhbu764y/ejy/c\neBK6rvFice5Y+U57J9wux2TMkfihSCnOqDkr8FyrvfSrxDP9lMyxrbPX7jbFa96713zRbOLNmv9w\n/BFusqSkx3fhNO4kGmXOXlNRd2+6r51jJd7UPIT1kt7Z4XnUl1uZ9bqVRuzRg//I44dZCZfn1TxG\nR7iV9uiuDE1fVxWhowg2TsuuAfVQZuepielbWSeaZA1K8na+mplEs9+xobyzMQplJDn/0DG88CN7\nr8CTrGGXa95ncRR6V+6l7aKrUGiiMSqykq+NupiO8ZnTh7uDfEi/Er+3fjywuFfuvhdCD2kc8pHD\nuf2sOm4+X0MEJGwv3IhlLjbRNFgUzW2WOVqjNWyN6VQidydx2KgjAo9X2Y6icUbSbWNZxqpjZzYy\n5Sen+445Jb054z7V2saS9ZuYNsKdpTW9Y0u7/iQ6peKQ3h3TbxxiRbN5yePll5NrTkKg29bTjvKN\n1Is1Nt5YtZT7jroWQ0ui0szfG06eae39HviEFvRQZhMXlG+Pe8e8rhd/fsLJ//sN3/dxN/6WkB1+\nm9QividJbLKmKIdWlsN1zXCc4923ypeUBvcqSU8dFdP8G3kqMdA9jsRkL4XhZiW9iPxXRJ4AqoHl\nIjJHROZgbTfd/fzThxzzp2t0FtlLK0dYP5YU2wEWHo2k57FKLGSzrTlikz7ukl4rD9jRNYsl8KmW\nZm7ZvoMZMf9UVZBnunRUjEi1m8OvK+LGZJtaZiclETdHnM+7bz9enBDPGUcRG34onPQdz4W2QzGL\nk7MzEnx8QoW1Ou6munounXqp9RzeOpRJp714J1dqLz2sIWkr/wSD1prMndkS4s8FED3nK77vZTPc\nPQAuOmoiayvH2LJA+VnB1pej6UePy2ZKuB+Lqos57i03P54pykf6K0+eGlxHD5Er9v73AccEOBHI\nuovsYIaITAf+BxgGvKSUurU36h1+3oEUnXclpTNnMnXe3JTjzb5n4DUXT/or8946kroRRxO2f/m/\nHXAGdSOq+MHBllad9NijhIZn9q/ZCBQVg5M7E3Smzf2Y41vRN/lDOEVz/rHQHoWZnRY5AjPJhMNo\nZhJD1zF8mh444Hw2v2dt5Nj42ecZXelGlxldFjGcfjA98q0r4hx3LZIDqg7gd8d+F1Y9zqkdnegT\nTuOR1Y8gup7aYVaUybCyoewCqgyDz35iKxuZxev/9IcB6yENzYxjeDabEBRdwyuAJvcZAEMzg1bC\nphDyZP0ZUhImpoXAgJp/PUTZpOAQ2dTqwwCLA8DomJAiYUTXfT4AJQaGZ6aksqR38gnmSoH9qvMH\nNAPnAfcApwO503x4ICK6iCwSkSd3V0g73n+HiCwNODdbRFaKyBoR+WGuepRSy5VSV2NFFWbdQrvH\n8pGk4uyzEBFCVVXoFa7zKIifxsdXMebrf+XCH4zlE9fOSB3fXlTCF/7y81RHUTR9OqFh1jjuhpm/\n4sYd9jy1Z+z30P7u1tPOmnif70gJlUWZzixrUY8rXEeRG0LjI/1xX4MLbrJJb42DvaQXAcYfm/oe\nDaVZIc7urPYzqbRppxTpPVNb/77g30waMtm5g6vt9BAzFv3ROqpMIonp/FIbxdVNzVQOgeHjM60i\nPaQxtOEl/7NnYbap5bafw1H32YrCnoQaOVYpOU+l6cKU8+qYcrl/NseMuev9o3rIJ5spiq1t7grO\nzM1Udg+5zPv9ReRnIrIcuBnYDIhS6lSlVGZsZnb8DxCYhENERohIedqxoJ0g7gFmB1yvA7cA5wAH\nAp8SkQNF5BAReTLtb4R9zUeAN7DWEfQOcqSW0tI0/StTHoAhcSipInzsZxk2bghHnVtDpyhMgRHl\nwXWdN/k8ZrdbAR3iGT7ce6C7X7zTYKIVSbzLAKqD8t0Jvimnmxvd3VPieic7S7Zy+mXTYfav4cjL\nkFAoNedvpAchebz5UVujDfnEJyg94QT3Pdi9XyJtm+nOAE1vXZBpLemhUCrYpSjWSCSZ4CJtqLUx\nuBZKWUDe6Li69c2YsZc4dc7XPPWlJa+2nffeOPkgeLV1WM+TgM7MjCZEyg0iQ4J8DBaKwyFfMI/C\n8Ac69TXpgRVYWv0CpdSJNtF7NFEoIuOwLIQ7shSZBfxHRIrs8lcCN6UXUkq9BgQFaB8DrFFKrVNK\nxbE21rxQKbVEKXV+2t8Ou64nlFIzsXbrCZK528SYPpz+c/8YNg263RANu1GvHP52hsl/7Ecmc3Nl\nN3nxvT+4h/Svf/9UKvWttuz2PSOKMZ9zd3atOSFA06eRvkp3f1pTM/n3Yb/lgONHe+6pp6YpMxan\neAhaHLZ6m9HXX8eEO92f3RG/PexPC9WZzWJ16qya5NP0upngwGV3ccR7N9EWLXM7HC2Ueq9e0rc0\ndMH132TduV7NbPosMGUdxPD4Pjq/cHEWwSyURkJUlTpeyOzlnEQdmp4a32TA+RkqiiO+YJ6MgKFe\nIn2uMf2lwCeBV0TkWSxC9TTk7E/A94EAbxQopf4tIpOAh0Tk38AXgDN7UP9YLAvEQS1wbJayiMgp\nwCVAFHg6i0z/Bf571FFHXRl0PgMnfTvnaecH/efQBJPKnwFRTBu6GxlQvNNVHkfe+KoSLqn6MbuM\nMWkXuA2mKFTEVX+ehRmPs84b4u3N+abn1nJaaQnhilK6EqCZaSb8xBOA9baYWRa52C8ipruLbTqi\nVnDOyeNOZnbNbJoveBvdcVxqOnziHzD2KLQOa2cXzR46jNqx0PpeXQ2eXYWcx0mX4VPHXgXzb+EW\n294UTL+m9o7psefjL7s05/swlOLSyw7muduXMnRUZpJTB04MhpZyamQfQpQXhehSXvPewPAG5PQ1\n6e1U14+JSClwEfAtYKSI3Ao8ppR6PlfFInI+sEMptdAmW7b7/E5EHgJuBaYopXoSVxnUwrK2XqXU\nHGBOD+rPiVLPDjbZ4Jj3rVHh/bEvA3BWlnn2fCFppmWJ3kyJnm6ZuK8mGopa49FoupnvmUbrxrQV\nEYbsN4bW5U2YSnH9pzX+uLjZmp4CHNKn4+4rjqYsGsLYbEUOOjEA+rBhXH6llZn3ltOtWK+yG3/n\nv3i6PeftkN5j6pqhELd+Zga8ZEcHJmOpjsXr6DzrSwc5D+h5apNQgHkeD7kJPyPdbMJhmIqJB1Vz\n1Z9n5SyXMu8d66Mb0tfjdeQpkt4w6l7a/DOfzDntwP3A/SJSBXwM+CGQk/TACcBHRORcoAioEJF/\nKKV8m1+KyElYS3UfA34OXNMD+Wux4gYcjAO2Zinbq3jr029l9cx74ZA+EtLIL3VEHkgPR73gz1A+\nBh74mHusxHUYFWXbJlkytd1dZ9/FF577QmDxM794EKvfqeOvG7fROFFj+Oyfpc699J1ZhAPCZE+d\nZkUrLl5vEdfZLFJEePC8B6nKY/ssx8mneRyYlaeeyoiKIgjZpDdiKbJ7ST/5sOEZzyoC4YA4/ljY\nWQORdDUzUFYVpa3R/+sl89x5QnnG9PaRrGVLIyFuOQ8O2+WUNEl6k6D0w5g+A0qpRqXUbUqp0/Io\n+yOl1DilVA3WMOHlAMIfAfwNuBC4AqgSkV/1QKR3gKkiMklEIvZ9nujB9buNknAJxaHsySMdGHaD\nzdvxkwcknVxHXg77p1kPVZNTH6OhLMkovQEz9sejRx3N7Wfezu9nZc7YFpdFOPTU8Ywrt7bNDh3t\njoCmDC9jQnV2M9dIOpt2JFM3PHjYwYwpSx+WZMJp+JpH0435vZ3RRvdqeuxynhWJjpc9jTAhzd/h\naaaWIn3lrrWExNWHn73+eK66ydXojaos9bt2BzNl3ruaftxf/gJA8fkX2LeXVJmFU8VzremTIzC7\nym4g/50H+gYlwMeUUmsB7L3yLk8vJCIPYoX+DhORWuDnSqk7lVJJEbkGeA5rmfldSqkP+kv4fBC3\nG3skyzztbkHvxsy76lXC9WOBJcRCHRmaXnPme71E+PxjUGFpxePHHJ+z+ntm38OyncvysnQcpEiv\nuaTP+1p7XOsQoPTEE9GiNtntEGaSXT7v/fAJ5dRv8qzg85jVy83xGZp+2voL+Wnb7bQuuIHSjjqG\nFbv6SQ9rqRwGdx/7DH98dQufz3OZq5N800v68tNOZfqK5TR3JOAXfoPZFK95b1KUa9OR3US/kD7b\nWFopNTftewJL86eXyxoMpJR6mixOucGAURVF6Jrw/bMP4IeLYEh0yJ5X2h1hxhxOzWjFGzUPs2LE\nW4Q11wyf+uY8ZNE98Np1EHW9+jL5JAjl1xxGlo5kZOnIHokcpOnzvtYOUAlpIaa+/hqaJw4Cx69i\nJlPEEk245HszSHR5nGA73axGl8av5wpdUlN1iLA5vh9TVIJ1bZshFKK6OMsuGxWjaaXJbynkgMoY\n03sy7jhGiOdV3DX7Lua9bSUzUai8rMmeYqA1/YcexRGdtb+25tIPn/wsZeHsqaXzhaNhy07LPsoS\nESqPMkluifs0cmjoUJh1DRSF4JgvY/lP6d562EMYCUfTJxwB87/W1vSaaJkRijOvgbY6OPZqsMfC\nogmhsE4o7H+mmug7bIgdTQdF6Jq1ktHxF2yjiobyKUCrlTo7Cz5z7ESa2uNcPWtK1jJ+ZJr3qTMB\n7+DQEYcwz9aPmtIpDvVOFJ4XBdL3I8aWZe624uC5b55MXUv3e9g7mPr6a2g59tsDuOnUm2iNBySp\n0MMw07/xcE9M9d1BcZnVeDvCu3p8P2dMH0pfzgrWir4L/gSA5XPOPm04e8hv2RGdyo0tPyOii7Xl\nONhOTOGxw27m9H9d5gujTkckpPHts/Kfck1N2QV474Ok9DohdRXiqkOvhPfm5H2/fFAg/SDBtFHl\nTBsVGM4QiKCY/HRE9Eh2M7Wfcdjp4/jPtkfYvNNaG94TTT+82HrWqUNzLzgxjdyLe3QxKLbNgZCu\n2TJ4tqO2/QRlJ5+ct2y5MPGBByh5aS5xqWT6rMnW2tTj3cjAIFeg97XcecZdjJ/c/exGT1Eg/YcJ\nn/4XNGTmnR8M0HSNtpotKHuNS09IP2PkDO6dfS+HDT8sZznTTkIZqOk/+wj841LCpjX1FtIEI21Y\nbkSLmfz004THdj+jkA9KZhzBxBlHkEp9cZ0/lsKRsqLIHU6ICFpIMJOK0fv1Tp77dBRI/2HC/mdb\nf4MUpjfnXQ+HEzNGzui2TEm5NYSYdFhAsgnbaVkscYaVRTnv0NH892E7mNMjSnTypB7JtScojYb4\n+QUHctoBI3zHv3LzqX163wLpC+hXpPi1u0lEc6B0SJTLf3tCivw+lFsZhLVEBwuuO8OSpW/dGHnh\nihP6r5NxUCB9Af0GU5m4W+b1DeNKK7MEIg2ZYC2MGuXuPpsa+w8G9vcjCqQvoN8wuXKyu8Z6IIh2\n+s/831ORsb2ziUSf4ZMPwIY3eq26AukL6Dd89fCvMtOcBLd/H60y9+61/QFn2nDqCCt24oAezJ70\nKw44z/rrJRRIX0C/IaSFOPLI82n8fgMV553b/QV9DMfYOGX/EbzwrZOZOnKQkr6X0YsB4QX0CyrG\nDbQEewQRofoLVxAe2bMw3r7ACR+dih7SKCoN7zOEh4Km37vw462QYzvsAnqGaceOYtqxowZajH5H\ngfR7EyLdJ+0ooIDuUDDvCyhgH0OB9AUUsI+hQPoCCtjHUCB9AQXsY9inSC8i00XkryLysIh8pfsr\nCijgw4c+I72IFInI2yLyvoh8ICLXd39V1roG9bZWBRSwN6Evp+xiwGlKqTYRCQNviMgzSqn5TgF7\nq6lOpVSr59h+Sqk1aXXdg7W11n3eg55trc7ESof9jr3Trg78Jq2OLyildtjbWv3Qrm+fR9UVV2B2\ndHRfsIAPDfqM9MpKPuZsXBG2/9JXNswCviIi5yqluuxtrS4GfDGaSqnXRKQm4Dapba0A7E0zLlRK\n/QY4P4tcTwBPiMhTwAPp50XkAuCC/fYL2lLvw4eRP/j+QItQQD+jT8f09o617wE7gBeUUm95zyul\n/g08i7Wt1WewtrX6eA9uEbStVdZEdCJyiojcJCK3kWNbK6XUVZXd5J8roIC9FX0akaeUMoDDRWQI\n1hZZByullqaV2Wu3tR0v8jQAACAASURBVCqggL0R/eK9V0rtwiJb0HbT6dta9QQDtq1VAQXsregz\nTS8iw4GEUmqXiBQDZwC/TSvjbGt1HtYOiP8QkV8ppa7N8zapba2ALVjbWn26N+RfuHBhg4hszFFk\nGNDQG/fqAxRk230MZvm6k21ijnMp9KV5Pxq41/awa8C/lFJPppUZtNtaKaVy5pgWkQVKqUE57VeQ\nbfcxmOXrLdn60nu/GDiimzIf+m2tCihgsGGfisgroIACCqTfE9w+0ALkQEG23cdglq9XZBM12DOB\nFlBAAb2KgqYvoIB9DAXSF1DAPoYC6XuInqzq6y+IyAYRWSIi74nIAvtYlYi8ICKr7f+H9pMsGSsi\ns8kiFm6y3+ViEel+w7rel+06Edliv7v3RORcz7kf2bKtFJE+3SRQRMaLyCsistxelfo/9vHef3dK\nqX7/A0oBfSDuvYdy68BaYDIQAd4HDhwEcm0AhqUd+x3wQ/vzD4Hf9pMsJwMzgKXdyYK1sOoZrHDq\n44C3BkC264DvBpQ90P59o8Ak+3fvszaLFdcyw/5cDqyyZej1d9cvml5ENBH5tIg8JSI7gBXANrtH\nu1FEcm88PniQWtWnlIoDDwEXDrBM2XAhcK/9+V7gov64qVLqNaAxT1kuBO5TFuYDQ0RkdD/Llg0X\nAg8ppWJKqfXAGqzfv69k26aUetf+3Aosx1o81uvvrr/M+1eAKcCPgFFKqfFKqRHAScB84AYR+Ww/\nybIn6NGqvn6EAp4XkYUicpV9bKRSahtYDQoYkfXqvkc2WQbL+7zGNpHv8gyDBkw2exn5EcBb9MG7\n66+892coK9rOB6VUI/AI8IidaGOwo0er+voRJyilttpJSV4QkRUDLVCeGAzv81bgl/Z9fwn8AWuJ\n94DIJiJlWJz4plKqRbJv9Lnb8vXXKrsEgIhck82hFNQpDEIMylV9Sqmt9v87sFYrHgPUOeae/f+O\ngZMwqywD/j6VUnVKKUMpZWKFgDsmfL/LZiu+R4D7lVKP2od7/d31t/d+FFZKq3/ZXvC9bWPw1Ko+\nEYlgrep7YiAFEpFSESl3PgNnAUttuS6zi10G/GdgJIQcsjwBfN72RB8HNDumbH8hbRx8Mda7c2T7\npIhE7VWcU4G3+1AOAe4Eliul/ug51fvvri+9pVm8lAKcjeUEWwP8Git5Rr/Lspvyn4vlWV0L/GQQ\nyDMZy8v8PvCBIxNQDbwErLb/r+oneR4EtgEJLG30xWyy2G3hFvtdLgGOGgDZ/m7fe7FNpNGe8j+x\nZVsJnNPHsp2IZZ4vBt6z/87ti3c3IGG4InIYcAVWUo1XsKYcXlBKFRK2FVBAH6NfSS8i38AyURqA\nO4DHlVIJEdGA1UqpKf0mTAEF7KPo711rhwGXKKV8GWmUUqaIBGavLaCAAnoX/e3Ii6YTXkR+C9ZG\nFP0sSwEF7JPob9KfGXDsnH6WoYAC9mn0i3kv1r5xXwUmi8hiz6lyYG7wVQUUUEBfoF8ceSJSCQzF\n2mrKuzKtVVlReQXspRARZ0oJrDgMA6i3v3copWYOiGAFZEUhc04WDBs2TNXU1Ay0GAUUkDcWLlzY\noLrJ4gz9Z96/oZQ6UURaceODnWg8pZSq6A85eoKamhoWLFgw0GIUUEDekNz7NKTQL6RXSp1o/1/e\nH/croIACsqNfvfci8jFPnPi1IvKoWLvcFFBAAf2E/p6y+6lSqlVETsSKv78X+Gs/y7BPY8euNl55\nbw0FX86+i/4mvWH/fx5wq1LqP1hpp/ocIvJdEVEiMqw/7jdYcfcz8/nMr//OBT+7m9eWrCuQfx9E\nf5N+i1h7w38CeFpEov0hg4iMxwoM2tTX9xoMMAyT1sYuDMPMOHfRiOX8ZvxdTG14gU/+8l4uvu5e\n5i3b0MMbJKC51vq/gL0O/U36j2NtNnm2sravHgp8rx/u+7/A9xkcWW76HB3NcTZ9sJOO5njGuce2\nruTnps6yyBz+37i7mLj9GT563d189Jd/5+0Vnj4xF7Hb6mD1C9b/Bex16O8FNwZQBHxMRLz3fr6v\nbigiHwG2KKXe7y5nh51f7iqACRMm9JVIfY6SyggTDqqmpDJz5HSKugRt/XQWDXuO68sWM7XoNX4x\nbh7vbz6ei362hpMP25/vfXwWR44AVj4LYw6D0YeDbmUzSxgm9ckKhk8+nXDZSF/dhmHS0RynpDKC\nruehT4yE1XGUjUzVX0Dfo781/X+AjwBJoN3zt0cQkRdFZGnA34VYiRB+lk89SqnblVJHKaWOGj68\n2xiHHiNhJtjevp2E2bdmsa5rlFcVBRKvfWsDsa4y9t9+OVev+wFjW07kV6bOsuI3uG7snQzf8B8u\n+Mnf+Pxf5rBKjYWt7/s0en1rjDlrmthhDiGxowGVcJ8l3cLINcwAChbDAKG/19MvVUod3I/3OwQr\nRLTDPuTkETtGKbU917VHHXWU6u3gnO3t23m99nVOGncSo0pHZZxXiQTJhgZCw4Yh4dyaL2Em2Nm5\nk+riasKav2zCMKlvjTG8PEo4iPjb63nxd4+zdJlOPDSEIhpYP3QOLw95k0Njcc4qhqXtM3miZRqX\nzhjLFz9+PgdPHu+ru6xlJztfmsPIM0+lZJyVhDVd07c2drHpg51MOKia8qqiTBl3tTFcdhGuHF3Q\n9L0AEVmo8ti/vr81/TybiP0CpdQSpdQIpVSNUqoGK0XSjO4I31eoLq7mpHEnUV1cHXg+2dBA62uv\nkWxo8B0PshB2du7k9drX2dm5M6Oe+tYYc1buoL41lnEuFk+yrSvM7Buu4DsPXspxh7dAEkY3fZQr\n1l7LkbWncWdnMUtK5/LdsffQsulZzvrR7XzxD/9m+aYdhHWNMUOKaSoqZU71cOojJam6dV1DLxeW\n7NhERyKWdZihEgnq1mxkzop66rXhJAQ2Nm1h5boGYvFkj95pAT1Hf5P+ROBde5ugxWJtxbS426s+\nJAhrYUaVjsrQzA5Cw4ZRfvLJhIb5ZxWDCJ6rAxleHuWUaSMYXh7NOLd5axuvvbqJzVvbKBpayTm/\nupzvPfp5Zs2METLjxLWL+UjttRxaey63JMpYFd3ANeP+TuSDhzj7u//Ht391J8vWbWanuZH4uHq0\nok5fp7R8x2bufPdhlu/YjAm0aop04z7Z0EB00ducPExjWJFG/drFvPD2E7z8ynI2b21LlVOJBIlt\n23xDiAL2HP1t3k8MOp6eWGMwoC/M+91FoCmfpxMs3hVjx8atjJg4hkhRlFg8yeatbYwfU0Y04vfj\nGvE48297kvnPbKVFG4NudpAoreXpEY9THNrMZ2MayQ2TebxkKpWnDeGqmSdw2oGns33nap6tW8bs\n/U4naSZ5bNXTXDzlTIo7FK/UwglThqF1bkdVFDOqcgwhg9QwJtnQwK5nH6e9qonE5AuZMG0amq5R\n3xpjSFsjXXPfoOiEE9lVVsWQKLQ0bKF65HjQwzmHMPsi8jXv+5v0AnwGmKyU+oWITMDa8abPUgvv\nLvqE9L3prW6utZxgU8+EynFZi9WuXM8Hjz3LQRfPZty0SXnJplq28fqvb+Pt94bQGp2CZnbRFXmb\nZ0a9wIEdLVzYqvPe0EkYoUomTjiCMw4q5t3YaI476GjG7j+BxmQL1fEuzJUvs6nkONpUkq3LH2P7\nxKGcNeEEEvpE6mO7GF4ynDFRoXPFMsrHV6OGjWV75y62N4ZZsa2d06ZWMbyzmbqWLl5tMhlfup3Q\n6reYcvwlxEtG89TibZx36GgmVJfu2bv8kGCwkv5WwAROU0pNtze+eF4pdXS/CZEn+oL0RuNmOha/\nQsmhp6JXje/+glx1xWN0bNtKyegx6JFo1g4lXdM7yLAemmsxVr5Ax8hTKBk9BmPXFurqkzQu2cTr\nDy2jPjEGUUmS+kLerHqBeHkjn4hXIJurmRudwikVpRw4eRyHfvYSykMNJFU1TfEkry1uo7E0zH6j\nmhhfriFvv8GL8dG8WbyNg4acyMerdNpXbGXCrGNoHxriqWVPEOuawfGTD+DgsZWwo47GV15jw8Qa\nVpet5dCSyUyfeARbm7p48Y0POOPEg5g4snKP3uWHBYPVkXesUuprQBeAUqqJfgrDHQzoMIeyKT6D\nDjPLrtE9iHTraFNs2hSho83utLNMf0WKooybNolIWPPV3dBSx/xFT9LQYpU3iodTX3wi/5+9946S\n68rz+z73hco5dlfnRic0co7M5Aw5w8kzq11t0kor27IsKxzL1rHkY1vnrOTVWUnWygqeI63PjrRe\nrfdM2NkJ5HBIggRBMCA2UgMNdI7VlXPVS/6jABAAEdlAD8jtzz/VVa/q3ften/vuvb/w/U2OS1RK\nFrZYLx0bBtjyraf47/7w63zxr4TwillkczdPpP5nnp36a7ynP8HPO3Nsa3uV0foV/tFIlt//zrfJ\n/uj/pPizHzBbLvGhOEk0OMWCbZ6ZZJnxEzobL19gUDHZ5K8RXvyAjq3t2OJRtOwsTy6k2aEodPsE\ny5NnqdlUkoF28vMyO/17GOzeRq1k4a9m2ZU+TbCRu7drcI2bWO3gHE0IIXM1Mk4IEYWP2Xk+s7iC\nLjp39t02aAb4aODesmS/nQvuVsu4ZQ+h+7ag2EM3FTm75kazGUtUR1/FveFF1FAn/rLF1nELb6dJ\n0azR0HQuz8p09/tu7t/VPg0ND2P7spO618upP7vIQnGIdUsbwIzz4/ir0DLLF+tB9EuL/PeTMYa3\nhnne5+CXN22gN32WS0YfF8wk8eHdtKhnSGgeKiemSJkSiS0dzKWynBofIXYpyKXZIjOln+EZfZ+W\nDc8wdXSEpVgPveIAjaLF9Lk0jg6L8fUSEX0eY9RgblmhbWOIurN0WzfmGh+x2jP979OstRYTQvwO\n8A7NCjd/Ibhb0AzQXJr3v9B8vYHbueBuPZeezVM8OYaezd/022sBMzMFN4eMLSQ1D9rCAo5gmLYX\nXsZ0hJg+lyZd0pi0WRBs+tivz57OKPS/QLk1xuQGO50vDvLr/9sBvnJwkZ7gHJIY5KnU3+fZS7/M\nu6U8b/jHGfS/xYXR7/Jr3/7n/NG7U6Scu6meV9he87JtS4L2jUO8bM6wZ+Eo4a3D1G1eSmezdPn2\nkYltxNcBZ7NvY9+5HW+kwY7NsHdfC7nlWSyqRAMVpPIy27s2471wlOzbPyEWNanKGQ6P/Tnp0u09\nsqsVHPW4s+pyWUKIIeA5mso5rz+u0tePlfX+HsE2cHNgD3xkHTcluTnTexTSFe26Rdx94AkarhB2\nj0K9pCNcFpezSwxEWnGp9o8F1mimxlJ5CSM3j/fiGdxtW5F7NnLuxFne/vdvkF1uxZBdKPo4V7zv\ncj5+nL2qgW+5jyvyBp6y59lHkXhHD+Ht7ViDO1jMV6BrgJAJC6deYzIwxBuXp9hn9NBSGMEajHAx\n/ec8s+mXSdeifPjdP2RowzZalvNMF2cJf+FXCHg8vH52hs2bt7MhUKUw9iPCQ19GDXZ/7B7dKzjq\n087juqfHsqxRy7L+jWVZ/9fjOuDvRV2rMz47Q137ePDLo+BaQMzdXFO6DGmfQJdvDvK5tiKw2xQS\nASdKNEht53rKipPpc2nqJR1vyEHJyDNW+JBCIwt8tH2wexSKmRqSJaNICu/MXeHDYheVcC/VikUj\nF2DTN1/kr/6LJ9nanwERo6v6a3zp8v9IcXIr9UqB3bY0qUaS97UMZ/UUxY7tTCntfNe4xI+n3uCd\nqQWO1IqMZXReigTYsbcHx+BGpi4vEZxfRqvIJBweBjcMUTnzDjOtIWz7vsmZnI9MqUohMs+Z8ZNk\nNB/2li+wjISmVT5mH7lXcNRfFFZLDffv3e24dXOVzseCu83047MzHD56kif2baO3fWVW+IfFjbNY\n3Ba+Yzjvte8daD2IVw9eD5nVTI3F0jKW7qXV70aVJTTDZGqmQGWqRM+mCI6AzLnkec5OXWRnbDcu\ndxi3JVBkCU/QgVyaZ+nNn/CTHzuZmzXQZB+KtkjSfpSLsXfZ5yhTKA9zRHmCLw1uw799iQ55PQun\nSmxjitbBNjwnX6OxeQuXR6aolFWORSvs7diOPpVj2HWZ5bNnOJwYZn1gDz2bBvBMnSXZGSBaHqNW\nGWZGiTIqjbLD46XHnMa76WUacvz+k4A+xTxWLjshxP969c9BYBcflXf+EvC2ZVm//cg78YDcbdDX\ntTpzS0na4jHs6sej3h469+Hfv8kFZ3HH798tZn8+V+XQxWQzms+ncG5pjpEJnf2JCD0dvusPh5n5\nRWbPNphWNJ4fVGiJJ7CKSfSyiaFazFb8hDwSh//F97hw2qSqRFC1FMv29znceYhBt4kjs40luZ/n\n2rehDtUYCLUxkFCJZ7IUzp7j7EQLVmIdKclELs4wYens3mBn08xhxierhCpl2n/lr7BMC2+XTAbP\nv0PlkoF6cA/HkjVCyYsom3sY3raNS6PTHNi3ntaW0KP6Dz0WPFaD/npjQvwM+IZlWcWr773An1qW\n9eKqdeI+udugv5899ifhjgPyPgNxPsn3b7QF6JJ8/brStSSHpt+mz7eduNdFiyd6/WFiOKPkshrZ\npRk6Kkext2+iMvIWC5cLZHd8mSuZBgejdWznzjG3qZtjf/IhqfMJqnIU2SiyrL7L+21v8XVDwT/X\nxk88PbiH23l68BJfbnsO9UIRY2A3uXgXr1+YQ69M0OqSUKcz9DrPMCpH2NnRiuIPUD89TaFeIvPe\nYVqHBun6/MtMjZZwJLzYNmznXOYC/+X9P+Y3+l/iuX0v3rTyuZMd5F7JTo8r9zvoV9tl1wncqOzQ\nALpXuQ8r5po1/enBGImA86Gdd7G0zCvjh3ix92k6fImPDtzBqn9H7vb9W1YN1/b/3iefRG1tvX49\nYWeYpzufRDM13ps/0jR+6TqMvYbc/wI2NUI966bR/Qz2WJxs1zJH51+BiQtsTaUJ1rPkAnVGhWD3\nP/gGHrODH//+DymdrhIyP88Xp54kb5vgvP9HfK3yEyYudlIu2bmyfJShDS9jDgdpt0ps67dzMjNL\n9PQc+oiPYqAdyRlhNmAxkvshgaKgZa7G+8Mqz+4Ikz30JrU3L1DY1ULcJZEvFfjcHHiTI8w6Q0QH\nN1Gdz+HtCGHNXaLw3gjOdW0obevIv/ce2q6NRHvWf6Zdfqs90/9Dmuo536fpq/8a8CeWZf3TVevE\nffIoZvp7/W5yOc9PT1zkpe2DdEfvHmV23324dWtwyyrgdum8N644oJnwE7b5UItLgAB/GwbyTWm0\n2WSWs+9dIDrQSafLwKbWKZZNqmEXYU+cSt5gNl1i4tw00twcV96YI6O1IMw6NeMoJzqOM+CeI5Qa\nhqwbXmrhxbYQDvuXSLbWOXz5EJ/TNlDMSxjZExTceXKGm/hMFZes8lbPPAc0FSW1lfLiErNBFZcj\nTEa/TFulG63VTiAyw0BgD/krFhuebSNknqacd5P94CTRr36DjMvJkdp5nuh++lNp3X8srfeWZf0O\n8FtAFsgBv/U4Dvh7cT/W9Ntxt5RXAL9Q2UwUv7j3LHOvc11DK8yxeP57lFNXmL8yQkP1Qv8LaLYA\nizOX0S0TtbX1piXtcinFoQtHWC6lUAwIFyyUQhLGD4GsgKximjXK9QuYZg0AX9jP1oPb6e9P4Ors\noiInmBk18GghGkWL+QtZ7IrKnNtkfn+Zv/Sfv85XfqsVn6uOXXmK/Qt/B9/l3yQld9ClXqZ46gP+\n+OwbHFs6yfqSxTc2vkRLn8rFriXOdfWwaPZj6V7icSc9+dPsnoOLqSHK2SVa3FX8cRuNupOOnEpF\ntcg2JOYkG/PTeUy3ynzxCqd0lWLvPma7v8SMM0igq48nup/+zFv3V3t5j2VZJ4ATq93u48DdUl4B\nfEEHm3e13jli7wHOdY20LHPY6WRwaYbkodcY/uKvkVi3mfTMZabe+wHs/SotHX03/cbZ8NKZW4+z\n4aVaSLL02pvEn3sC1w1bhnTqIofPfIeD6/8yEaW9mRZ8g1CGvVEgmD6PvRFECbfQuSGMcFnscoQI\nuw8QdoaJfjVG/zPbSJ4Z47V//y4LhY1E0xuZaoS4oP2M3uwkM1P/hVdf30x7X5BBax53y056ExKF\nUIKO5TSpE2mWIltJGCp42hjuNjB8Eqn8G6T1/UiNdbgrOTxVmS6vQd6ooTjf5vVzRxHzDloP2vG7\n+xmZfYvd1W42DBwAS2Y+V/3MZvCt1bK7A3db3j+Iws3DQK/VKU4u4e2OozgezFtwbanulZzk56eI\ntPdhs7vQGnXSSzP4oq0UjOJNVn/DGaVSsnD5bSxmS7z7wSX27x6gLfJR9bFGJc/ixaOYNh/uM5ME\nnnoGtbX1+nFL09AWF2loDZYkifa2BNlGlrenDrPTt5eu1jZkWcKqVdCnR5GiXUz8/ANe/94FFvJt\nWELG0k5zMvoW/S6ZdZM1LseewtfWTm/9EGMeJ/uUKJaoc17u4UA+S84waH92MxPLFzllX8C7ECCc\nNjB7E0TtbbiXf8bslQUW1geRy2HKlouZeJXPJ14mO3WE8NQ0O379b2KLDXB05AwtnX5KmmBXZycN\nq/zYh/c+roa8zwS3Gr/ul0/6sChOLjH2k5P0f2EbwaHbC3beaY9/TbgDwL1u80ef2+y0dPRd99sf\njO8jkkyiZE4gr38Rb6hp9Y8FPRzYv4GwS6WYqV3fw4t8BfPMDKc6TXbv2vcx4Q+hqghFYeaV1zgu\nu9n73D7C7hDbPXsoXbGouBp4Qw6KV84w8/99G2frHmyXLvGtv/d1jmQvcPEPFyln1rM9vw0lu0hJ\nOozPNcdMfYHFms4mTSffJxHZuJHnlsoUCiqztXl8RYlMaj1eI86+mbeZ2BLhO+pRNqe66EkliPrT\n9F3SyJXD9NtmKatZpGya6GIPaqlAau4S/sYsseQoRxbzvFe3U9Cex1DmGQrsZkOs81M/+6/N9Hfg\nUcz02sLCJ3pY3M9Mf6OP/UE8CtdWAr6cRu3wYbzbh1DXbQJZvek6S0XjprBcS9OoJhfJuwUR39Ul\n/y3uRkvTKC8ssGQaBFxhFi8WaR9qZhjqhSL62AhzCT+Hfv5DNuTXsXlnJ9a+dfxg/DDlqRi7nW5m\n//MRruTbmiG+xiLLgQmm214jZnjYlNmG1ucjKm2gNjOLUGrYLC9Fw05eddFqHiEVz3IllOGFbIjS\n3C4qSo6WVJHFwB7sTFKMO1lvyuBqI+w/zhlllLQUwTa9jx5tGWv/DvY9vYfZUpYzUwbPDSUeqsfm\nYfJY+elvqVZ70yEe06q1jyL2/lFuC+5lzb+XPPVtrfg3PKSkWPyuv79TXPu184pgiGqluWWoZCuc\n+qPXKJweZfhrm8huGqS1LBFd144lG1w4cYYrx1V2PttJi1+jZJi88rs/5vK4B104kBszTLrfpMOb\nx1cbphDaRUxUSJSucCHuQnG2s2zK9LvzOC8miVcnyXf7yMa2kEu+j1xw4agNU3DI2EUrXvlDWuNZ\n3KE+8jMTTCtxSrUEoVKR9i3b2HugE5dPIesJEgt6mtGKdwly+kXxWC3vP3PVaj+hAo5Q1Qea4R+E\nax6FO3Et2+5jyrRXr0V44h/r242afeJqDP+duG1cu6GhT5yheGIU71PP4L16fpeUxdcyz1Q5gNbf\ny6ZEJ+mlGSwJ1EqGIes8of37MXwymlHHGfKz6+89xzPJGU798VFOXIzRof0GcqZK2V0gx2tEDIPj\nyhYqtgbh4BgH1DDrqmOk9BTlSi+VBT9VKYM/KSMbLRhmlogWpqFWUGoKc5UF8pN1sj4bm9ISbpeM\npS7RmL5CrjSK5ZcJfvEl0rUKYWf4ekzF890Hcaq2x2rw34tfRJZdEOinWfQCAMuy3l7VTtwHd53p\nHzRC7jHgjjP9I7iW67Ngo4Zy8efooe0oPZs+Wt0YGvXsLHMVi7bWNrKLM0wc/j6h1r04huNIjTRG\n3cmhs3PsTy2SSTg4cynDE706bev2o7Sv57V/+TojxytolhNZz1F2TVGOvoXHbcdbGWDb0iK6kqMi\nBwjXFOZbhmmVRynlHVQCW7EnL1Ohi4Y0i10/R9bmpNQ6SD1q48WlSeZtG9EWzxDJG7Q/sxvbEztZ\nbuhM2Od4yreZhrOVN4+dYPOWLsZrZz62wnlUUZt347Fa3l9vTIjfBv42Tf35U8Be4KhlWc+uWifu\nk7sO+s9SZZZHcC3Xl/qte2mxxE3nvu02olFn4siHTB6ZZW7zMka0zsaFPOc9DjY7uzlz+ockzkLb\ni9+i4BqkpbOFsdfPYV4+S446U5fcVEUMWS/grL6N3XuedEgm2PDhVJ8hVJ8DWcaXn2XRvZ5M3I+u\npokkczhLNqxwjmXbZlSjHVOeIl7XWFJ6EbKOTa4Td8yTaZNQC25aBvroqy2S9qbwLghiX/4Glaj7\nppleM0zOzqQYHx9n35ZhEuHV2b0+lsE5NAf8LmDKsqxngG3A8qNuVAjxt67Kbp8TQvyzFZ9QVpuz\n4qd9wMMDXcvtZKk0w2Q+V0W74bPrS31Py8fOfau2v2ZqpLUsoYH1ePuH2Df8Ik/69mFLtvBkVcbl\n7MNt7aE90oa9PcpZ1znmamlmhAuxuZf5lgTGywFsfTlkuUTJ+zJZ828hsi+zJAcgP0LW9OAXS8z3\nbqLkj6I6F+hqqdPinqEadJOR2ygqgrpsYqvkMaw8DXkWjDJ1p8pC1o19zEWoCsVJJyOm4E/SP2HC\nTFEq1ahXq83Ap0oeLTPN2ZkUY1eusEs/TlTkHuI/6+Gw2i67mmVZNSEEQgi7ZVmjQojBR9mgEOIZ\n4CvAZsuy6kKI2KNs77PM7ewCt8tDuNFNeCs32gk0U+Nc8jxnps6zobWfgR1+JFcUXFHCzwbJNgpU\nxmxs0OwEu92k6mV0vYvWaJi2p2AmnaQyfQ4tOI1/9xD+rf2ULoxRvxihog9iz/ezYI5iBAssCJV5\nvZPNLQJbtQ8ts8y4PY0r+RbFllYkvUDBvozHsFNs+LHlxlFsPopWFYlO0oEAlnEa+2SapVwnm1u+\nyaWFbuZeX6YYa+rV6wAAIABJREFUOkr01Dzr9qzDWzrPeOyrDHe30dryUrN6zy2sdpzHx/4Hq9ze\nrBAiAPwAeE0IkaVZZupR8jeA/8OyrDqAZVnJR9zep4oH2XvermLN/UYGXuNGY2a6vMiZyVGsySAX\nFw7jd6jkak+Aw09wo5cT+jl2bNuJ2vcC7146jX/0OIPRTcTqTpyXf4gntoeG7KKl5ylctgxTRoSz\nZQlP1wi+UZnSjESpMYSUAqGk6fTNkCKPTS6i1ZbxbdiCGqoRrgxQK3bgz80TzI5g1AM0hIXTs0SQ\nFjLCiT1rR8oGMKoZoqmzuGdd5NQSy84hpLSglN/A/KEPqJvL9B54B78nRNHax3TVZKClA8Xguiqx\nyGY+kev2YbFqe/qrmvftlmXNXH3/FOAHXrEs6+M1lR9eu6doFs58kaYK7/9gWdaHd/jujVVrd0xN\nPXY1OK7zsGaLT+rffxhopsaZ+VnOH51lY/o03ft3smDrAVmmo8NNycg3vQGWzEK6wMKJI0weHaN3\nfZSey2+S3furvHvJzv7ne/E4Z3jr/Hs4c21EnHUcho902aI6cYHxM15y5WbwkGpM4LVN4zCPMRFq\n44VAC9n6FLXlPnQ5SjngAcOFq3ABBwFqHhcVKnh0BaXxHmomR7o9wrqlGkuxraiBCIV8DU0JE7Qu\nUnDGaQsskQ056DEcHHU1+NzeLxB2RDj/g58wuKMH2/b1BDQHzljLQ53pH1dD3nHLsnY8gvP+HLjd\nevIfAr8DvMFH9oQ/oVls464X/jhp5N2OWwN9HrhM9LXz3DDTI4xV9z1rhkkyWyJYK5J1ePmzM0sI\nBF/Z1kYi4PxIzdcrWMzPM39hnssVG8+IJOEd+5krCuIhleXTI6TeeZOJRQtnbZleschP171Ma6Cd\nQu4QwUMnWNC2UFA2YgkFd/UikvouItEMLHKoMaxGDKF2g2XhqkxjOSyqHj+Fxkl6km6K8hS6sNAC\nO4glJyEQxcoYOMqT1J0B6vJlUh3bCeUiaB4/3m6TWHaKWCRE8MnnqZ4/DFPHOLerk71P/DVafA9X\ndemx8tPfwHtCiF13mmk/KZZlPX+nY0KIvwF87+og/0AIYQIRVsGA+Ci5te7dHf3w9+BG//5iOflQ\nhCMf5AGkytLVmH4fqmHy8mYZS9dxZVOMpZz43ApXzs0TGXRwunKcnZv2YB9fpHGqiDRcpaejhfGT\nV7jy9nHW7T2IoetMjZyllBRsi6tIrTNoZ6cJRLNk1XeJ5HQyBTs553osMYS6lEIEDYqOeSxHkli9\nA6WewllIUWksgE1gI0ZDDWK61mE2JpFLy6QDuwEnir9BzZGg4fDgKElUGhaS04Gk1klNFsi4HIxa\nIRLvjhIoFugf3squRhZvpcpkrUi5UMMTbtDiidAoWqsi67Xag/4Z4L8WQkzRrEt/LSJv891/tiJ+\nADwLHBJCDNAsrpG6+08ef24N9Llxv/1Jo8UelnDk/T6AbrUnKKZBa6OAWa1y+fs/55h9PQPPtDAd\nuEDctZN+tmEtJblUvULC14Wl1wllK1QKNtZ9/vN0beyku7KEq/gup0s+PCPvUk1VCPg/R9+zO3Ed\nepVsOESx10Zr/Q3K05soNOJYeRlbWgJPEcmWJbj4NprTpOTfhXP5Irh9VCUHlqmgVqtojhhgR26U\nsISg4nABRSzLR//0OIgJTNkg5BhgLmKj2JhHrxpM6xbptI/1WomT8iRXTv8IVY5j26XxVHAjlTk7\nPft68MU81+/RozD6rfagf2mV2wP4A+APhBBnaSr1/Oa9lvafRuQbIuaWP+GMfTer+4NwpxLVt3Kr\n5f+aO8/e10fQDfu2Rkisa6fH8NKouxk7c5FtS+c5eGALlU4vx4vHOBg6SO/WpvClCSzoPnwbXmJn\n6wzkbeRGjjPuSZALKWQdEqJDwqgFweciMjCFe3Ga8vkE5XIQvRYlU0qjVBvkW4q4jSqaswdVD6PZ\nbUiWAmonCAW1eBGhaghLQrESBPIj5L1xavIAwrJwFedo2FS8FRXXrEW3dJHyfI2FebjUXcL2s2+z\n4fw47vZObH1fonH6XWTLQyNeZzTTgtO1SKJ1GFJ5Cm++iXPDBpzDww9l4K/2nv53Lcv6n+712ePA\n476nvxuPY1z47bh1pr82q8l+P0Y+f9PsVm/oTE/naBEl7DYZYmGSjQymrhGpKDhjLcxky/z5kZP4\nZJPP146Rkro5tlilf2c3KTPH7JtThGtjBLwJsvM2ZoMnCLlVom9NosbtTCwOktK2oKkhZKuCS83h\nFWl81jJ5VzsQw3D4aNgcKHoBtbqA7nAhaSUsxxxSowdHoUHd04ak1ZCNHJak48mdx/C24kpNMZ/Y\nCt4ynsLP8ZYrmN3dzA4+j6CbgVodb2WSS842pNbDPDP0NI2snXCtTuPcZYLf/CXsvb13vJ+P657+\nBeDWAf7SbT5bYwU8rBn7frndHv5+9vW35gvcuGWRXK6bvtso6TQW6uhRCe3Yu017hk/hnZEf03G2\nQev+z3O5VmCg+B6x9l0UTtcYn7uAYlNJSh/ygQLro1+ib2gT6fQ8ubSOJx2jLJZQvSXaEw6sjjKR\nZJJGsUA+E6eoJ6gQISscFB0n6Cq2UvUdRDIaSJqJYZYxNR0h+WhITyKrChXfLA7Fi0ENy1Ix5CAl\n1xANe4RGpBV/KUu9LpHx9HA5OoeDDpyjGey2CYpenaKWYWhIRS05mH7jNWanowx5U8izNexPzN91\n0N8vqzLorxrT/ltgnRBi5IZDXuDd1ejDGo+O2+3h77avf+B9qqHhYpnO9UEcdtDqQ5geL426RVtk\nG6PSBJMjWT40LL686UXWD/ez5K5TPv5DYoENSIswuOBFdLlJpStMv/kjWvRB0tJm/MUpprqcRDM2\ncO/AMN3ILhvt3kUq2Ry5vJcq/diSPeTqozjtJSTFBsIGtkFkowSSgmmVsVdqYPNjCBlZeNAdXpBU\n6vYQmDoVxY+rMY+p+HFpT2JLlUH2I1kQXZ6iEYrgFH2U9Qkui3WYxfMEwgkWchUKkTB1vc5Ww1xx\nLP9qzfT/L/BT4J8C/+CGz4uWZWVWqQ9r3CcPOihvt4e/277+fkRIbupDZQl5/Od4+19AK8nURkep\nOHy8lRGsi7TT/5REu7eLvppFv73RFAjZ/gxPtLWi0E6tvIw+UeDISA5lJE94rpNgVCOfCFAyFXRp\nD5cdOotqiUD6KMLoRAm4STgKhPQFFtWdlKsqZTZSyeo41AJur4xs6liqH1WrQe0w7oqgFNkDWhGQ\nQXJCPYW3ME8x3AuGjuZqxTTzCKOAZFoIvYbhCFCzd+NcnqAWaCM3m8S0OVk2C3zQeozddZ1wzcXx\nmUXi+TKdoZUlra5K7L1lWXnLsiZpGtLylmVNWZY1BVhCiD9YjT6scf/cGh9/L25XmPNuxTpvdTfe\nsw83SHpf+22sK8HGNj8nF+Y417iELWSw2WOgHz2Cnkqhqi68rmGWr9TwyhI9wWWeV8+z49k+Br+5\nG+WrT7KoXSC6MM6+WIXBA110k8cWEkTcMxh+Hxdjbk4mUti8Y9jbL2LEfojNXKCqh0hnPBSzDYzq\nAt7KFUzHPCV/O3K1jrO0DEYdTA1kB5rqBsUNQqfmjKBqbtSGBXIYwxkB4aDqSqDZEliygtsxB7Vx\n+nNtbL5QheoOMrX1pBaOYFjpB/+H3nr/V3yGB2OzZVnXMxAsy8oKIbatch/WuAf3MyhXwv3oCtzU\nh2tJQYCJSc0exKWqbGzzE/YMIZQ2ws4wio2b+u3y2+jsNshf+i5vLc9iG2ija0MM24ZBlk+dIpx2\nI2xJihfHaE/Pk5vQiRtJ2ndu5+LEMmPes3gKaQphlSnFTpe1E18MatVX0UubqUgtVMoW1VqJrHc9\nCbUN5AA05pDr8yj5ApbdiW4Lg66BEkLWy9T8fWCZoDgAC/QGDWeYnFHDsNXwz3WDfxu5QAB/VkF3\nOTGccYJjy1gLaQh3r+j+r/agl4QQQcuysgBCiNAvoA9r3INHIfbxQFsGQ0NUllBjH0/3LWVrXD6W\npG9nDH/EdXWpe3W5K3FTv2VZwtveTrn6FWILs/SEvVi6l59euojlGKfj6Q3YUkOQKWJNjTDY4YJG\nN0F7hol4iYpdIVbag2+hTKutgY0QTi1NpBGk6JnFLTTKBUHFPog9IyipBm43WMJCUmNY9lY0IWEZ\nVZqLXBUMHSQDcIBpgZkHTQfFheHtBsugFgyBPYil2KkHvWBpYFm4C14Kl2Zg48qCWld7wP1z4KgQ\n4k9pymf9Es0w2TU+4zyQmGhp6c7CHoYOtTxWzUd9NkddOLFbVWzx6O0fJrJKyeUnVxlFOjVH1KPw\ncsLDkryXy+Uk/fp72L1OFjw7iUUWmUsPMOcMYm8f5+Wp4yyb0DDdtOVc1B3zuGxZ1EwGv1amEYjg\niUdxSjKVgkW1plDPQcV045RAVUyclSRVbxxwYshS0/Cn+kBVmtdiqaC6QUhgaDhzk9QcDjDLCK56\nNiQ7ajWFZZpk5sdW/L9Y1UFvWdZ3hBDHaEbICeDrlmWdX80+rPGL4YG2DHcpy+VR8wwETmMr6iQ/\nGGdZ7SSqTdPyuYMf6fh5BHJ1+bp4R0drnAMv7iReXsaZfJt2RSY69HW0eA9nDItBtx/F58TptqOf\nPMqxyWGmO8bZmJ/DWZqm0r6BasqGt7RESWzEiG/AoaeQJRWplkR3TOC1u1BdEfSKm2rNR60iY5N1\nGo4WVMmJEBayCTiuZnZbZrNwCK7mq6GDLFNzBbBsDjAFaDWaBkEFzebHMOvMuVYed7Gqg/5qpt12\nIGRZ1j8WQnQKIXZblvXBavZjjdXngbYMN+zhP3bI34J327NY9hAxbyt+4cRudTQVe6+5CTsbeJcP\nXV8p2FU767p7wGiH1iggaJhhXNkc/S19ZOaX6YpBYHAvNjSmzpwnks2QWBxgJpHBXcigWg5MZyve\n9DxKPQtelXA1Q9GIUZSc2HVB3aXiUWTCzFFs2CkYIXJlB2rNwGfMI/mDCEcAGkWQlKv7erk54IUA\n3cCyhUCSQZHAMEFRwNTB7sGsJYmH717u7H5Y7eX9vwVMmjP9PwaKwHdpZr+tsca9ufpAEIC93YVN\n09BTtau+/DSd64O4fCqG93kqWgB7Q6de0rF5FNIVnai/C1WWcBkmPZsU8iLD2NIJOi7oNGJPEfXL\n/Ob2zfBaBrfNoGFtxF0qkGtfxh734379OHI6hSeVw7WuQk3dj69mp6hoYFUR9TR1Zx2bXSOiV6lY\nbVRqEmlaUUoCl7Cwy3aEWW/u1TUZJDsYVvNBICy4FkWpyM1XEzAMkKOMHrvC576yslu42nJZeyzL\n+ps089q5atC7dw2nNf7Ccas0l2ZqLJYX0Uztpu9dd+1NjzZ9+WoOSUgUkhZTZzNkZstMn0szM1+6\nqfafLEt4XCa++Rl6u3fg3PUsmdQ443/2H/Bpk+Q2BXF5YHt2jHj5LCGjlzkvTLXsZrHj88wO9TIf\ne4GSPEQ6GKBgGyGQHkGunqCuyNS9XhRtivbiCcLBKl6vwLJMCrk6mZxFNZ/HQmn68iUZkECWm3t7\ny6Bp8jKbf8syqCqgYJP0Fd/b1Z7pNSGEzFUNfCFElOZzbI01buJWK326mr5tEtF1W0HQD/UYeOLo\nyRTGyaO0bduHu92NO2DH5lFwBezXFX6MRp3CB29TfPPPmIs9SaV7FwObthJ75nk660mC3nWYMRun\nnA3Sl1P0jZ/D2bBzMRCg01yHX3qCfEHHwEYNP7FiO2X/MIYjj2wGUGpVKpFNWKU6UmUBp6sHh8tN\nvapTqWgUNR/lrMDlNnA2ZppGSLkNEM2lvmWC3miubARgmUiWSY/66Vve/z7NMtUxIcTvAN8E/tEq\n92GNTwPWza93Svu90VZgySrVxUVydgPPwV2UvRIexboeBpywKVdXDEnsyRJzl9OE+7cxXCjj7VRo\nuE3OWzKB6TTuqsTFzkFOj+Zpa/1LyL4UodFltjmncEayFIvdlD0BHNjIcYWO4hRlJUfe0Ye/IQA7\nqhHAcEi4G7OUhYywLBwuFbsKDc2kUjEoFTXKIoZLteNEQZIEzXlQAkWlOeIBoeAsL2FrXFnxrV1t\n6/0fCSGOA8/RvJqvWpZ1YTX7sManA0/IwcDuluthvPeTRKSnUiRff4WT3YL2xA4mipd5Ur15ZZAq\nLPH+2VfYNfgsXXv6UDPHsXwDBPpi5Ap1gku9aKUcjmgVNA/+jAN/xI3P08DeF8FsOIn7F3C0DCOs\nMTxTGaglKIUTuEtvkg5WSbsyOE2F+PRZiv52yk4P3swlisFOML0Im4pd1vGaaUpylErVoFzSqJQ1\nnC4Fl1NBUkVzn68oTZlys4GsFfC1fUoSbm7EsqxRYHS1213j04V8j4o6t0OJRIg99yKbNZ38FOxc\nt/djKwN/2WLruEWwR8U1tJ3FpI0juYs8oRcw7RaprhTxoe20qh6cP36XUAUSDQXP7gF2yQ4msyZT\nJybRpAyZsZ9jFUzywSeR1Ag21U3PYoHJlhnmHEkSphvduwPFVLEZ86Cl8GZGKfvjmE4fDZuJuzyF\nzRVCczmoVKBS1qmUdZxuFZdLRobmEl+S0O1e7LbQiu/tarvsHDSz7Q7SXLi9A/w7y7Jqq9mPNT4D\nGFqzOg8C/G0gqwhVxdXWQbdhUvFdTeuVbrZVO2MttL3w8vXw3lBokAMVmYCm0piYZFPHOs6Xx4m3\nrKf3mW043noFdfcuTmeOsPmDKZz793Cy3aAjJFGY7sUn+/E3amRbL5EqVxiYkvE3thESI9hsJQKZ\nn5IPr6PqDhLMTVP1hTDtAdBKSIoHh76E0FVwevH7ZXRLolKsUi1rVMsaDoeGy+tAUSQKbjcfusps\nXOGtW+2Z/js03XT/+ur7XwH+E/CtVe7HGp92Sktw7vuAgM3fusmvf7dVwq3xAiKTx3HsAo3IMoVX\nXqH7L/8ysYGnCTvDaMoS3tkKvt0udqEiuyNQGicaymA1LpHQYwibRjiSxKgWyLnXkewKIllhZPNZ\nisEG4exRjHoQC4HuCKPoAlctiWFA3R+hpirIlRw4woCKIqn4gk7cDZ1KzaRa0anVytgdMm6Hi3Ju\nbsW3brUH/aBlWVtueP+mEOL0Kvdhjc8Cnjhs+Bogbhu5dyduVRW6Zv2XXC6USARHfz++qwIe8tB6\nQn/1r2MkWkifq9P1kp9gJMQvL85Qlj0kvQ2EliXkkwnmFEpnR3Fn58klZEKKjDFzjNmETKNu0nAJ\nHLofm17HNHOYMkAPmrcfTa+B6gUtC7UiOEPINgWvDVxOiWrVoFo1kITK0Hxxxbdutf30J4UQe6+9\nEULsAY6sch/W+CwgqxDqgVD3A5UXu+b6S1ebKapCVSEeYVkUUDv9SPar9ehMjaRVgOEhjl0a44Of\n/TnnL71CfXoJ14k51LfOMLFUZ8mhcv69EfJjOtVJJ+lKD61L8yjHjmDoPVR4npo9AeiotSlqbjuW\nPYCiqaiF80iNPKKRB60MhgBHCOoF0Ouga8jCxONSCUeduJUM8Z0rl81e7Zl+D/AbQojpq+87gQtC\niDM8elXcNf4Ccaesvtu5/tLVNIcv/ZgDixkie36JjMuDZmocnXmPNmOYS3MZok+9yIwxTsvYFWK7\n95LPVeFn7/BBVSNh76DT3sDpLKBnFklWQ+Qj26kbHSgNO4psp+J0kneoFNQyMStEJRTEVZhC0TI0\nHEEMqYgrN0k9uBVsLpTKMrrdC7Zm8UvJNEE5hzz4qyu+N6s96F9c5fbW+JSyUunnO2X1qZJK1BGj\nkmsg+WVkWSLsDHPAvwvl1FGSY+Mc9WfY13mQnb69TB+dIXrlPbZ+7iDOnl/GX22KcIZSVbqXXXS0\nChbPZimefp/h2kVKToNCfRGb+iRVux/JqGDIJRquy/SPzVH3uDFrGygFW0mGJwgWvMgNFcm0EcuM\nkZK8GIqCMzsKthby8e3NFFwBQjXoda1MNQdWf3m/G8hcVc35deBfAuEblHQeOkKIrUKI94QQp4QQ\nx4QQux9FO2s8XB5UvedW7pbVd02/r5JvVlNTJZXW7s14tu/Dfv4SB2z9xN1xulrb2PzEenZ//lna\nGzO0yiqulhb00hw1R44tT/ewuyNCd18bzvAm6sEBZuN9zOwKEl8fxWaT8cuTFD0LlI1lFhUvBfcw\nip5CWE7iuU6w7cGwhZArl5hpdYFaRsWkHt6GzdBx58YAC2QZq9HPyJT2set54Huz4jM8GP+LZVl/\nKoQ4CHwe+D3g39Fc9j8q/hnwv1uW9VMhxBeuvn/6Eba3xkNgpeo9QgLVZdx2Wrudfp9QVZxdYUg2\nyCkN6rMLmI4Q/qgfb3g/6VSYsCuElF9k5sRPORZUOBjYQ+XNEyxUTXrMDL7sBXQxS4c7SksgTXFX\nmPdTi7QvDhAodMKwl1ZNw5O8TGBpmXKjwmxHF3bJh2zvR7N7yIsCNvxgWviNAkq1iiR0TO86PIU5\nCmOH4MCGT3hXm6z2TG9cff0iTf/8n/HoE24swHf1bz+PvkruGg+Ba661T1zc4ZoQR2npY4fupN8n\nAm0UtjzDB7MjzLzyMybfHqGSrZCupnl7/hgzC4vka16S+T0MiCco2xMUuxLE8yP4KtOUK4KxuAdj\n75dZbhnkhGuKtHsCszzKlQBcCdS47D7PeHiATNBked1usHlASqJW5wkvn8Fb0gAXCImSpwPDGUKR\nFBASVf8Q1Uz9k92PG1jtmX5OCPF/A88DvyuEsPPoHzx/B3hVCPF7V9vaf6cv3lK19hF3a41Hyl2E\nOO6IrBKOb2SPM4o3NI+5eA6X1IHDMNiZ1SksFTHjHnS8ZCbhyOwsanaW3fYW9O0DlM8usM2fo5Rr\nZ+xkBm98HLdiUOp0UzN1Notx8kqdetCLO7cIeAiWkjgzrxPO1siGBtFlk4asYauUwOZCruk03C50\n2QK7xdaBoRXfmtUe9L9E05j3e5Zl5YQQrcDfX+lJ71G19jng71qW9V0hxC8B/5HmQ+djWJb1beDb\n0Kxws9J+rfEL5C5CHHdDlVRaA+3gjUN7As0VIl1N07L+OYxRnUK6RO/GIHY5T6Ca54x5HHpfYkTv\nY9f69dhdMmcnSqiBAoMTOTz2PognyHaYbFgIc8Eb5njkPFfm5unNjOE2nGQ6a+RiETxVKAQU7IYd\nZ7WIu7qIYVUguA61USXsHKV948qlJ1Y74aYCfO+G9wvAwkM4792q1n6HZplqgD8F/sNK21vj0889\nK/BcfWiky4scnjnC1sUY6RN52p/ejN+bZ/LYG/Rt309iz2/jCw4Qq0nX03Y3+ycZrRcI1Fq5rCYI\ntXnRaucQ7e0Einl6qheJ57zM1ePUG1WctY2kHNswhITdmCKYewN/vsFiYg/20gSgo+opLjlKdNdd\nKzaA/UVQop0HngIO0VTsWbmy4Bqfeu5VWfda5J7P7uOAYxhp/jT+/RsIDce5eHaEdy9F2N+rMjw4\ngJ5K0RqJIDCgtESv4qUmhrDv7aV6YYLlK1n6Tp6hKL2HXq6T2L2exPbt1CeWWfK3Y/P1UsjPEs/M\nIEmXCFYq2GsRco0MYOJLH8GweTCkWWRjHuhZ0bWv2qC/qo/XblnWzGq1eZW/DvwrIYRCU7Hnv1rl\n9td4DLlXZd0bRTsibYMkd3uJdSVQ6sv0mufhqS309nWgLS6S+sH30Lpaadm1GfvcUWyOjYTSk7T0\n9eCjQp029NJ6JrQqlcUF5iv7qM/7sKoCj81HQZFoFe1gXuBCqIP2UALJ58LAgkCIvGMSX9lGW/92\nBrpXmm6zioPesixLCPEDYGWi3Q/e7jur3eYajz/3St312YL0+3bhswVJlU3ezkk8HTdJeOMog58j\naAVQVDsWUF2aZ/nDN5GDXlo7NzBbinM0rPF8vJ/BrhYs3SDri5H//p+QcTZo7SyiTi1RSJYphE5R\nllpwhyzGhIdKYYlSxQf+Nhy6E2G48NAgaJylKptU9AI+Vqaes9rL+/eEELssy/pwldtdY40HIlc2\nOT8tiDlNol47Tw/Gmnt2WWJZinLoYpKnB1Ui0RjiG79OrDRHtKeNytlDpCp7qbmCAGiTF1FqU9Sd\nvZTiVZb7+mmNlugyFMLjY0yqFrpjK0lvnVB5ic2LNpZ9rUi1CRxalZrcSxU7mtVFVzKNr7Hy4JzV\n9tM/Q3PgXxFCjAghztxSxXaNNR4Lbhzo10pqX6sWe+OxxbLOqzkHDO4na8jY7HU2bPbypV3t2KbH\nmPnxd6k2VCythkuOsoUn2XrJjpWuYX9xK5W+TgKNGJFMmHgyhNFiw3BNoQ8F0awiQTOH0giRDXlJ\nqSEy5ZXP06s907+0yu2tscYn4tpAv59jFhbpcoP3F1We6f0CUbugPj/H5ZSdxfW9HGhM4kjPYtej\ntLotkmor8x+OYbbV2LJjC1YtgRYJcOGtKrVZQe+5dzjrm0KJb0Jkg4BE1VjCMV3HOXkculYWQ7La\nM/008ATwm9eq1gIPED2xxhq/GO4kwd0acPLVbe1saPPz1Po2wl435eM/ZfHtt+lK2Nn/3K/i3/Kr\nTHY/y6KsUTz8JhOzWUxK9F7JEzw+ySwWgUAYu3cYwxmhEhTkHJMshcvUHTZkJGK5OO5FUNWVFxVd\n7UH/b4F9NBVzoKmi829WuQ9rrPHA3JqHf41rs75dlvCaAskTx961l7BiErOVSfhaydk7OZUukE1c\nJvDydnr3dJF9LsSp7U7q7TobWtxksmXy+RnmA6cx26NI4hlExUdefQe/PoKtuw/lyW9B16fIen+V\nPZZlbRdCnITrparXil2s8QvlftJ47yTBfY1KvsHUSJK2FvD3biIsy1QWP0RKtBD1xPlcfwea9ato\nqTzeCwW2Dx3k1bkG71d1us8tkVJTRJQCZwN25hIb6Z7ox0iNYhbzuP2tBKIuutYpuAIrr2W32jP9\nWrGLNR477ieN95oEtyrdftC5/DbaWsA4eRQjnycV6eWHRjcLhgfKCyiLb6LoRU6lXiewKUJb5ybi\ncpyeRoUtGGpIAAAOlElEQVS+/J/Tb6WxDXlYJ4Js617HEzu8bHIs0LppDwPbhnCefRXx6n/Emru0\n4utd7UF/a7GLd4B/ssp9WGONm/jEabzXFHmN5j5f9nvxbu3DdNlIL5yk7l1ANCZIY3HY6QR/Lwfb\nXqZ9aC9tMT9f2+JgR+sE4Gb0gwqX3r9E9LiM+cEigbYYDL+IK69QnJtivKOb3FPfQLQNrPx6V3yG\nB2Ct2MUajyMPVFH3Rq6l7/a/QMWIMHNmjk7bOYqNLMtvvsre/btpmT8Jfc/zRP+X8OU0KufTlO15\n3L1u3M44Vv9LWNJZrNxlwEd3uED3zj7OSCk61idoG1BxnX8Vuaqg0UW1ruB1r+x614pdrLHGA3DT\n/v+G9F0XMp3bu3FJfuwOHxs9MSKtXahaETxxWmQVy6ZR37aPuUWI2MrMXcpiFHXsyTppfx/TspMn\n1ndwJZzn5z/6PsP5Xp56YTtVqZfQnl58Ax13DBt+EFa72MV/At4GDl8d/Gus8ViiGSbLxfr14Jxr\nfEx772r6rgx4Ix7Agwwk1l3TeP0oZFaoKq51cVyeJP6IDdUdYrmooaUH2LjkZzhoxyyX6SiFWJ/v\nZcSZJl3M0e8eoKhf5jnXemQ5uOJrW+09/f8DtAL/+mpU3neFEH/7Xj9aY43VZrlYv6m09TWUSAT3\ngSeoyt7rZbQfhGwjy/Hye+SNPJqnwjuVt3hfPU17Tw6nf4nzjhFs67w8/yufY92uAd7KnOGMlGWg\nmnsoIbiw+nv6N4QQbwG7aIbk/jfABuBfrWY/1ljjXtwUb38DQlVpuELMnEvTuR68aq6pznOf2vu3\nuv5e7HkRq7hA9dz7nJnzU47GUGxhEl05vpauEB/oJy7ama7FaRMRXA/h2lZ7ef864AaOAoeBXZZl\nJVezD2uscT/cLQz3elouyzD28+a+/j5VelQLWnS96bSWVaL2FmaSDlo2BHmuT2DzRIh4nEzM1Jkv\nDWOYY0RTHxKMteFfuYseWP3l/QjQADYCm4GNQojb39k11nhMuZaWa3rDLLZtRXM9QCXZqxZ/rTDH\nYnmRydkcb78zT7IRYaBnHd1RP7mKxvvJEv7uHhL27VQ93dQO/4j82LmH0v9VHfSWZf1dy7KeBL4G\n/3975x4jZXnF4efHstxxhUXwgoJaSqE3jbRalVhLG4lW643WqvXaGOKtrSE1hF6wxj+MjW1sQ1s1\nptZbNVZUtIkoRUUjUi5LBYFKtVIqRViuK5cdltM/3ndgWGdmZ9fh+2Z2zpNMsu/3zfe+Z7Jz5r2e\n36GZMMffkqQNjlMumlu3MW/bappbt5X+UFzxb66rY97aefQZtJvxpx3J4WrBMmHOPqRPD84YbIwe\nNYhRY0bAoNE0jL+IxuPHlMXuRJ1e0o2SHgeagPOBB/DIO6dKyXc0t1Bgzr57u5rJDBxG44DDGT98\nPEc2DGVk/wyt81/fdyJQmzfRr2kBezdvYk9DT446pp5BO7fTY+fOstid9PC+L3A38Bkzm2Bmt5nZ\n3xK2wXHKQr6juYUCc9rfy322/YnAbHlzn4G8unojmSGH0HDSKHoO+mSKOVmSHt7fRdCpmxx7/S92\n9IzjVBPFAnNy71kmQ2bdOlp372B9azMM2x/so/p66ocOYWiPLXz1U4MYWt9C/balaPemstiY9PD+\nZuARYGh8PSzppiRtcJxy09a2l+2bdtHWtrdwYE5bhvrt6zm8TyP1Per3HfLZuHZ1/pFBy3rq353D\nkT23Ud9wROcTdxRBZsnldIjSWF8xs49iuT/wRiWmqB43bpwtXLgwbTOcKmD7pl1F5bSBEJgTz+nT\nMHzfcV4b3MCmPdto7Nt44A9FWyas9HfiDICkRWY2rqP3JT2nF/vz2RH/VlkqliZJWi5pr6Rx7e5N\nlbRa0ipJZ5WjPcfJ0pGcNgADhtF23NfZnjn0gJN8hUYGGer4wBrJUFd2e9M4hvumpOmSbgPmE9JM\nlYNlwIWEs/37kDQWuIRw8m8iMCPG9DtOWSiUEPPAN9Wzg8NYs2IrO7a2dhjDnz0GvG7LTj7YspNM\nF478FiLphby7gauBTYR9+qvN7NdlqnuFma3Kc+tbwJ/NbLeZvQesBjxHvZM4uSOCjmL4s8eAAeas\n/IDlH67Juw3YFZJeyOtDyA1/JiHV1FfjtYPJUUBuVp218Vo++66TtFDSwg0bNhxks5xaI3dE0FEq\n7uwx4CMO7cvnR9SxcsuCvNuAXSHpePo/EcQw74nl7wIPAZNKebhYdtqY6z7vY3mu5V299Ky1TqXR\nc28bn95bx7AjTi2oz9fpOstSS+mMNrPcvfm5kpaW+nCx7LRFWAscnVMeTkhq6TgVQTZZ5sdW8IHW\n9RtonjOfoRNOo74MopiQ/ELeEkmnZAuSTgZeP8htPgtcIqm3pGOBUcCCg9ym45RMsVN8u3sdwubG\nsezudUjZ2ktcAhu4QtKaWD4GWCHpLUKOyy7v10u6APgNcBjwvKQmMzvLzJZLegJ4G9gD3GBmbcXq\ncpwkKXaKr39jP4499fiyyGRlSfpwzohi92PWm4rAD+c41Uaph3MS6eklyQIFnTrmr3ec2qELp+7K\nQVJz+rmSbpJ0QOY9Sb0kfU3Sg8CVCdniOJVBVkK7ZX2izSY1p58IXAM8FhfTtgB9CCKis4FfmVlT\nQrY4TmWQI6GdJIk4vZntIiSvnCGpHhgC7DQzV81xape6+pK19cpJGskuMsC6pNt1HCeQuNMDSLoU\nOI/9UXazzOyxNGxxnEqkrW0vO7a20q+hV/FAni6Q9OGcLGeY2SVmdpmZXQqcnpIdjlOR7Njayprl\nzezY2lr2ulPp6YHeks4hBMIMJ2jnOY4TKSlGv4uk1dNfDwwCzgYGAzekZIfjVCQlxeh3kVR6ejPb\nATycLUu6FbgzDVscp9ZIayHvidwicALu9I6TCGnN6beZ2fezBUm/S8mOgixatGijpIqJBSCcbciv\nrVQduP0Hn6KxLVkSDbjZ16h0bJSuypYHm1l5RL27KZIWlhJMUam4/ZVDKgt5uQ4fy+7wjpMQSaeq\nviXP5a3AIj977zjJkHRPPw6YTBCmPAq4jiCUeZ+kHydsS7Vxb9oGfELc/gohaRGNF4CLzKwllgcA\nTxJSVy8ys7GJGeM4NUrSPf0xQO65wgwwwsx2ArsTtsVxapKkt+weBeZLeoawP/9NQox9f4KGneM4\nB5nEt+wknUQIsBHwmpm5EF2JSLqdkLFnL/AhcJWZVY2ct6S7gHMJo71/ETIcVYWmgqRJwHRgDPDl\nav7eprFlt4fwpd1DGN47pXOXmX3BzE4AngN+lrZBneRF4HNR9fifwNSU7ekMeXMlViNJp7X6ASE/\n/RA8P32nMbNtOcX+FMjUU6mY2Wwz2xOL8wkRllVBkVyJVUfSc/prgZNz8tPfCbxB0Kt3SkDSHcAV\nhPMNZ6ZszifhGuDxtI2oRZJ2+oOWn7670FG+PjObBkyTNBW4Efh5ogZ2QCn5BiVNI0zvHknSto7o\nYq7EqiNpp8/mp59JcPbzgQcStqGi6US+vkeB56kwp+/IfklXEnZtJlgagR9F6GKuxKojUac3s7sl\nvQycRnD6K/34belIGmVm78TiecDKNO3pLJImArcS5NJ2pG1PrZLIlp2k7Ry46JQ7pDczK192vm6M\npL8Aowm7H+8Dk83sv+laVTqSVgO9gWymxvlmNjlFk0qmXa7ELUCTmZ2VrlVdI5XQWsdx0iMtjTzH\ncVLCnd5xagx3esepMdzpHafGcKd3nBrDnd5xagx3esepMdzpuxmSWg5y/X0lvSKpLpZvlrRCUkWd\no+8MknpJelVSWnkgEsWd3uks1wBPmVk2cOp64Gwzuyz7BgWq5rtlZq3AHOA7aduSBFXzj3E6h6Rb\nJC2Lrx/mXP+ppJWSXpT0mKQpnaz6MiAbLfd74DjgWUk/ij3+DGAxcHR8z+WSFkhqkvSHnBHCNEmr\nJL2UtUPSSEnLcmydIml6B/WMjO3eJ2m5pNmS+sZ7V0j6h6Slkh6SdHvUdMjWf4ekm2Px6fjZuj9m\n5q9u9AJagJOAtwhCGwOA5cCJBAnyJkJq8IHAO8CUTtTdC/hfu2v/JoiijCTEBJySc28MMAuoj+UZ\nBC2ArH39gEOA1cCUWMeynOensF+i6mP1xL9HEsJ0T4jlJ4DLgc8Cq4Ah8frg+N7FsdyDINnVGMt1\nwIa0/39JvGpiDlODnA7MtP1iJU8B4wlf9GcsqA8jaVb2AUnHAdOABjO7OIqVziDo2b1sZlnFo2Ka\ndu+b2fyc8gSCg/9dEoQfmw8JDjjTYqSdpGc7+DyF6snynu2P1lxEcO5BwJNmthH2ZVHaJKlZ0onA\nMGCJmTXH+22SWiUNNLPtHdhT1bjTd08KCZMUFCwxs3eBayU9GS9dSHCaWZIeJwhe7AT6FGn3ozzt\nPWhmB2jhxelGvkivPRw45cy2lbeeHHLl09sIPwoq0Mb9wFUEsYz2Wg69gV0F2ug2+Jy+e/IqcL6k\nfrHHvgCYB7wGnCupT0w0ck6ROoYD/4l/twGY2WagTlIxx89lDnCxpKEQEpVKGhHtuyDuBAwkKOQC\nrAeGSmqU1JsgtlGsno7a/rakxuwz8fpMYCLwJeCF7Jvj+zaYWbcXa/WevhtiZosl/RFYEC/db2ZL\nYN9QeikhHn8hQWsvH2sJjt/EgZ3DbML04aUS7Hhb0k+A2XE1PwPcYGbz4+ihKdoxL74/I+kXwJvA\ne0SRkEL1xGcLtb086gm+IqkNWEKQDG+VNBfYYvt3ICDoDf61o8/UHfB4+hpD0gAza5HUj9DjXhd/\nJBqBO4BvEIbA9wC/JQx3X4tzeuJ8+BYz+14ZbZoOtJjZL8tVZ5G2ehB2FybZfhWi7LrHVOsmirfF\n8J6+9rhX0ljCfPlBM1sMEBe02qvYXN3+YTNbImmupLp2PWXFEz/3c4RFxFyH7wU8XQsOD97TO07N\n4Qt5jlNjuNM7To3hTu84NYY7vePUGO70jlNjuNM7To3hTu84Ncb/AT1mwbWlfiawAAAAAElFTkSu\nQmCC\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/aqQMNmZAQXjY3rmFjH00sSKWT6koaa2eiFwsIp8Tkf/y/u1zywcxJLSJQl2X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\ngg==\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if False:\n",
    "    fig = plt.figure(figsize=(10,10))\n",
    "\n",
    "    ax_ma_e = fig.add_subplot(321)\n",
    "    ax_nc_e = fig.add_subplot(323, sharex=ax_ma_e)\n",
    "    ax_pn_e = fig.add_subplot(325, sharex=ax_ma_e)\n",
    "\n",
    "    ax_ma_i = fig.add_subplot(322)\n",
    "    ax_nc_i = fig.add_subplot(324, sharex=ax_ma_e)\n",
    "    ax_pn_i = fig.add_subplot(326, sharex=ax_ma_e)\n",
    "    \n",
    "    js = np.arange(2)\n",
    "    \n",
    "    for ax_nc in [ax_nc_e, ax_nc_i]:\n",
    "        ax_nc.axhline(y=-0.5, c='pink')    \n",
    "        ax_nc.axhline(y=-1.75, c='brown')\n",
    "        ax_nc.axhline(y=-2.25, c='k')\n",
    "        ax_nc.grid(axis='x')\n",
    "        ax_nc.grid(axis='x')\n",
    "\n",
    "        ax_nc.set_ylim([-3,1])\n",
    "\n",
    "    for ax_pn in [ax_pn_e, ax_pn_i]:\n",
    "        ax_pn.set_ylim([-5,105])\n",
    "\n",
    "    for ax_ma in [ax_ma_e, ax_ma_i]:\n",
    "        #ax_ma.set_xscale('log')\n",
    "        ax_ma.set_yscale('log')\n",
    "        ax_ma.set_ylim([1e-3, 1e4])\n",
    "else:\n",
    "    fig = plt.figure(figsize=(10,3), tight_layout=True)\n",
    "    \n",
    "    gs = gridspec.GridSpec(1,3, wspace=0.2)\n",
    "    \n",
    "    ax_ma_e = fig.add_subplot(131)\n",
    "    ax_nc_e = fig.add_subplot(132, sharex=ax_ma_e)\n",
    "    ax_pn_e = fig.add_subplot(133, sharex=ax_ma_e)\n",
    "    \n",
    "    ax_nc_e.axhline(y=-0.5, c='pink')    \n",
    "    ax_nc_e.axhline(y=-1.75, c='brown')\n",
    "    ax_nc_e.axhline(y=-2.25, c='k')\n",
    "    ax_nc_e.grid(axis='x')\n",
    "    ax_nc_e.grid(axis='x')\n",
    "\n",
    "    ax_nc_e.set_ylim([-3,1])\n",
    "\n",
    "    ax_pn_e.set_ylim([-5,105])\n",
    "\n",
    "    #ax_ma.set_xscale('log')\n",
    "    ax_ma_e.set_yscale('log')\n",
    "    ax_ma_e.set_ylim([1e-3, 1e4])\n",
    "    \n",
    "    ax_ma_e.set_ylabel('Mean abundances')\n",
    "    ax_nc_e.set_ylabel('Slope power \\n spectral density')\n",
    "    ax_pn_e.set_ylabel('Percentage noise color')\n",
    "    ax_ma_e.set_xlabel('Emigration rate')\n",
    "    ax_nc_e.set_xlabel('Emigration rate')\n",
    "    ax_pn_e.set_xlabel('Emigration rate')\n",
    "    \n",
    "    js = [0]\n",
    "\n",
    "Np = 20 # number of points\n",
    "\n",
    "for j in js:\n",
    "    if j == 0:\n",
    "        ax_ma = ax_ma_e\n",
    "        ax_nc = ax_nc_e\n",
    "        ax_pn = ax_pn_e\n",
    "    else:\n",
    "        ax_ma = ax_ma_i\n",
    "        ax_nc = ax_nc_i\n",
    "        ax_pn = ax_pn_i\n",
    "        \n",
    "    cols = np.zeros([5,Np])\n",
    "    x = np.linspace(0, 2, Np)\n",
    "    \n",
    "    for i, var in enumerate(x): # np.logspace(-3, 0.5, 6):\n",
    "        print(\"i\", i)\n",
    "\n",
    "        params = {}\n",
    "\n",
    "        N = 50\n",
    "\n",
    "        # no interaction\n",
    "        omega = np.random.normal(0,0.2,[N, N]) * np.random.choice([0,1], [N,N], p=[0.98, 0.02]) \n",
    "        np.fill_diagonal(omega, -0.1)\n",
    "\n",
    "        # no immigration\n",
    "        if j == 0:\n",
    "            params['immigration_rate'] = np.full([N,1], 0.01)\n",
    "        else:\n",
    "            params['immigration_rate'] = np.full([N,1], var/10)\n",
    "            \n",
    "        # different growthrates determined by the steady state\n",
    "        if j == 0:\n",
    "            g = -np.repeat(var, N).reshape([N,1]) \n",
    "        else:\n",
    "            g = -np.repeat(0.02, N).reshape([N,1])\n",
    "        params['growthrate'] = g\n",
    "\n",
    "        #steadystate = -np.linalg.inv(omega).dot(g).reshape([N,1])\n",
    "        #steadystate = np.random.normal(10**i, 10**(i-0.5), N).reshape([N,1])\n",
    "        steadystate = np.ones([N,1])\n",
    "        params['interaction_matrix'] = omega #/ steadystate\n",
    "\n",
    "        params['initial_condition'] = np.copy(steadystate) * np.random.normal(1,0.01,steadystate.shape)\n",
    "\n",
    "        params['noise'] = 3e-1\n",
    "\n",
    "        params['noise_linear'] = 1e-1\n",
    "        params['noise_sqrt'] = 1e-2\n",
    "        \n",
    "        params['initial_condition'] = run_timeseries_noise(params, \n",
    "                                noise_implementation = NOISE.LANGEVIN_LINEAR,\n",
    "                                dt = 0.01, tskip=4, T=20.0, seed=int(time.time()), ts=False)\n",
    "        \n",
    "        ts = run_timeseries_noise(params, \n",
    "                                noise_implementation = NOISE.LANGEVIN_LINEAR,\n",
    "                                dt = 0.01, tskip=4, T=200.0, seed=int(time.time()))\n",
    "\n",
    "        plot_timeseries_comparison([ts], composition=['ts', 'psd'])\n",
    "\n",
    "        slopes = noise_slope(ts)['slope_linear']\n",
    "\n",
    "        ax_ma.scatter(np.full_like(slopes, var), np.mean(ts)[1:], c='b')\n",
    "        ax_nc.scatter(np.full_like(slopes, var), slopes, c='b')\n",
    "\n",
    "        #print(slopes.values, np.sum(np.isnan(slopes)))\n",
    "    \n",
    "        for k, bds in zip(np.arange(5), \n",
    "                          [(-np.inf, -2.25), (-2.25, -1.75), (-1.75, -0.5), (-0.5,np.inf), (-np.inf, np.inf)]):\n",
    "            cols[k, i] = sum(np.logical_and(bds[0] < slopes, slopes < bds[1])) / N * 100\n",
    "            \n",
    "    for k, col in enumerate(['k', 'brown', 'pink', 'grey', 'b']):\n",
    "        ax_pn.plot(x, cols[k], 'o-', c = col, alpha=0.5)\n",
    "        \n",
    "#x = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "#if ax.get_xscale() == 'log':\n",
    "#    ax_nc.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(0, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "#else:\n",
    "#    ax_nc.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(-1, 200, -3, 0.9), aspect='auto', alpha=0.75)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1.75E+00 -1.68E+00 -1.79E+00 -1.79E+00 -1.77E+00 -1.72E+00 -1.82E+00\n",
      " -1.81E+00 -1.78E+00 -1.75E+00 -1.75E+00 -1.75E+00 -1.83E+00 -1.69E+00\n",
      " -1.82E+00 -1.81E+00 -1.85E+00 -1.79E+00 -1.81E+00 -1.79E+00 -1.87E+00\n",
      " -1.80E+00 -1.78E+00 -1.74E+00 -1.79E+00 -1.76E+00 -1.88E+00 -1.73E+00\n",
      " -1.72E+00 -1.79E+00 -1.81E+00 -1.71E+00 -1.84E+00 -1.63E+00 -1.83E+00\n",
      " -1.77E+00 -1.80E+00 -1.73E+00 -1.78E+00 -1.80E+00 -1.81E+00 -1.79E+00\n",
      " -1.74E+00 -1.79E+00 -1.70E+00 -1.82E+00 -1.71E+00 -1.85E+00 -1.76E+00\n",
      " -1.78E+00]\n",
      "[7.43E+01 2.98E+00 2.87E+00 6.36E+00 6.26E+00 3.97E+00 4.99E+00 4.47E+00\n",
      " 2.54E+00 4.63E+00 6.48E+00 1.20E+00 1.50E+00 2.02E+00 5.52E+00 8.38E+00\n",
      " 5.17E+00 4.72E+00 1.73E+01 9.55E-01 2.85E+01 1.32E+00 7.54E+00 5.80E+00\n",
      " 2.75E+00 5.41E+00 8.31E-01 8.97E-01 1.49E+00 1.59E+01 6.22E+00 3.60E+00\n",
      " 3.39E+00 3.48E+00 5.52E+01 7.38E+00 1.60E+01 9.91E+00 1.02E+01 5.10E+00\n",
      " 7.15E+00 4.13E+00 2.83E+01 4.60E+00 1.30E+00 8.15E+00 3.11E+00 2.87E+00\n",
      " 2.66E+00 3.22E+01]\n"
     ]
    },
    {
     "data": {
      "image/png": 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xhWFK4ZC7Pqei0UFBDwhtUNMa9OF152O/GMucYTmcOUY9xhe/8CNz1+7j/VXlPL5we9Q1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93UOgrsYIiDLKbxMXRvIUfF8danDJRudRZqbTBNWFq5BRXOQOJXuS19my/PL0hWHvCyszzA4HLz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\nNhiB0gYEbDD+P6Cl1AG2kNWTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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oe6wFLcrwyMz32RwXdQCUbwYX70HgzQziOHdwJofpqKwhTu0gh+nI/B5djGQsVI8dT5E2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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1.75E+00 -1.34E+00 -1.37E+00 -1.57E+00 -1.60E+00 -1.35E+00 -1.55E+00\n",
      " -1.53E+00 -1.29E+00 -1.46E+00 -1.50E+00 -1.14E+00 -1.39E+00 -1.13E+00\n",
      " -1.54E+00 -1.68E+00 -1.69E+00 -1.44E+00 -1.78E+00 -1.15E+00 -1.86E+00\n",
      " -1.20E+00 -1.61E+00 -1.52E+00 -1.33E+00 -1.47E+00 -1.19E+00 -1.20E+00\n",
      " -1.21E+00 -1.72E+00 -1.64E+00 -1.33E+00 -1.40E+00 -1.33E+00 -1.82E+00\n",
      " -1.59E+00 -1.75E+00 -1.62E+00 -1.67E+00 -1.52E+00 -1.60E+00 -1.49E+00\n",
      " -1.72E+00 -1.44E+00 -1.28E+00 -1.72E+00 -1.29E+00 -1.51E+00 -1.34E+00\n",
      " -1.77E+00]\n",
      "[7.43E+01 2.99E+00 2.85E+00 6.36E+00 6.28E+00 3.96E+00 5.00E+00 4.48E+00\n",
      " 2.56E+00 4.65E+00 6.48E+00 1.28E+00 1.47E+00 2.01E+00 5.52E+00 8.38E+00\n",
      " 5.18E+00 4.72E+00 1.73E+01 9.36E-01 2.85E+01 1.35E+00 7.55E+00 5.79E+00\n",
      " 2.77E+00 5.40E+00 7.29E-01 9.24E-01 1.50E+00 1.59E+01 6.20E+00 3.59E+00\n",
      " 3.40E+00 3.46E+00 5.52E+01 7.39E+00 1.60E+01 9.91E+00 1.02E+01 5.10E+00\n",
      " 7.14E+00 4.11E+00 2.83E+01 4.59E+00 1.22E+00 8.13E+00 3.11E+00 2.85E+00\n",
      " 2.64E+00 3.22E+01]\n"
     ]
    },
    {
     "data": {
      "image/png": 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8jUbE/t75QsgQ6BAUAvKqYgfPfBxqTlC3LSk+f4M9OieQbEeOw9jvweWfxRMw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\nRK5CYII=\n",
      "text/plain": [
       "<Figure size 300x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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n4GafMN3Z/GW3N+1p4rqu90OyK2tct60VgmBo1DJaHSPLiBwMah0BPA+cBayvoOwKd98x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\n9f8Bb6sCJ/Oqa14AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "params = {}\n",
    "\n",
    "N = 50\n",
    "\n",
    "# no interaction\n",
    "omega = np.random.normal(0,0.1,[N, N]) * np.random.choice([0,1], [N,N], p=[0.98, 0.02]) \n",
    "np.fill_diagonal(omega, -0.02)\n",
    "\n",
    "params['immigration_rate'] = np.full([N,1], 0.02)\n",
    "\n",
    "# different growthrates determined by the steady state\n",
    "g = -np.repeat(0.005, N).reshape([N,1])\n",
    "params['growthrate'] = g\n",
    "\n",
    "#steadystate = -np.linalg.inv(omega).dot(g).reshape([N,1])\n",
    "#steadystate = np.random.normal(10**i, 10**(i-0.5), N).reshape([N,1])\n",
    "steadystate = np.ones([N,1])\n",
    "params['interaction_matrix'] = omega #/ steadystate\n",
    "\n",
    "params['initial_condition'] = np.copy(steadystate) * np.random.normal(1,0.01,steadystate.shape)\n",
    "\n",
    "params['noise'] = 3e-1\n",
    "\n",
    "params['noise_linear'] = 1e-1\n",
    "params['noise_sqrt'] = 1e-2\n",
    "\n",
    "params['initial_condition'] = run_timeseries_noise(params, \n",
    "                        noise_implementation = NOISE.LANGEVIN_LINEAR,\n",
    "                        dt = 0.01, tskip=4, T=20.0, seed=int(time.time()), ts=False)\n",
    "\n",
    "ts = run_timeseries_noise(params, \n",
    "                        noise_implementation = NOISE.LANGEVIN_LINEAR,\n",
    "                        dt = 0.01, tskip=4, T=200.0, seed=int(time.time()))\n",
    "\n",
    "ts = ts*10\n",
    "\n",
    "plot_timeseries_comparison([ts], composition=['ts', 'psd'])\n",
    "\n",
    "slopes = noise_slope(ts)['slope_linear']\n",
    "means = ts.mean()[1:]\n",
    "print(slopes.values)\n",
    "print(means.values)\n",
    "\n",
    "plt.figure()\n",
    "plt.scatter(means, slopes)\n",
    "plt.xscale('log')\n",
    "x = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "plt.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(0.5*min(means), 2*max(means), -3, 0.9), aspect='auto', alpha=0.75)\n",
    "plt.axhline(y=-0.5, c='pink')    \n",
    "plt.axhline(y=-1.75, c='brown')\n",
    "plt.axhline(y=-2.25, c='k')\n",
    "plt.show()\n",
    "\n",
    "ts = ts.round()\n",
    "\n",
    "plot_timeseries_comparison([ts], composition=['ts', 'psd'])\n",
    "\n",
    "slopes = noise_slope(ts)['slope_linear']\n",
    "means = ts.mean()[1:]\n",
    "print(slopes.values)\n",
    "print(means.values)\n",
    "\n",
    "plt.figure()\n",
    "plt.scatter(means, slopes)\n",
    "plt.xscale('log')\n",
    "x = np.linspace(0.9, -3, 500).reshape([500,1])\n",
    "plt.imshow(x, cmap=noise_cmap_ww, vmin = noise_lim[0], vmax= noise_lim[1], extent=(0.5*min(means), 2*max(means), -3, 0.9), aspect='auto', alpha=0.75)\n",
    "plt.axhline(y=-0.5, c='pink')    \n",
    "plt.axhline(y=-1.75, c='brown')\n",
    "plt.axhline(y=-2.25, c='k')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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V0jWvXYOWQ0i//JRjnkwFg0huOOdAYr5Q+XFOnlayRSfdobPtkXfhie+wXRmG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\nQ9UM4fJqN9zFhabRwXKqbipbQ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      "text/plain": [
       "<Figure size 600x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in [0.5]: #np.linspace(1.5, 0, 30):\n",
    "    params = {}\n",
    "\n",
    "    N = 30\n",
    "    \n",
    "    steadystate = np.random.normal(10**i, 10**(i-1), N).reshape([N,1])\n",
    "    #steadystate = np.logspace(i,i+1.5,N).reshape([N,1])\n",
    "    #steadystate = np.logspace(-1.5,2,N).reshape([N,1])\n",
    "    \n",
    "    # no interaction\n",
    "    # omega = np.random.normal(0,0.5,[N, N]) * np.random.choice([0,1], [N,N], p=[0.98, 0.02]) \n",
    "    omega = np.random.normal(0, 0.05, [N, N])\n",
    "    np.fill_diagonal(omega, -0.5)\n",
    "\n",
    "    params['interaction_matrix'] = omega\n",
    "\n",
    "    # no immigration\n",
    "    params['immigration_rate'] = np.zeros([N, 1])\n",
    "\n",
    "    # different growthrates determined by the steady state\n",
    "    #g = np.random.uniform(0, i, [N,1])\n",
    "    g = - (omega).dot(steadystate)\n",
    "    params['growthrate'] = g\n",
    "\n",
    "    params['initial_condition'] = np.copy(steadystate) * np.random.normal(1,0.05,steadystate.shape)\n",
    "\n",
    "    params['noise'] = 2e-1\n",
    "\n",
    "    params['noise_linear'] = 1e-1\n",
    "    params['noise_sqrt'] = 1e-2\n",
    "        \n",
    "    ts_o = run_timeseries_noise(params, \n",
    "                            noise_implementation = NOISE.LANGEVIN_LINEAR,\n",
    "                            dt = 0.01, tskip=4, T=100.0, seed=int(time.time()))\n",
    "        \n",
    "    ts = ts_o.round()\n",
    "    \n",
    "    plot_timeseries_comparison([ts_o, ts], composition=['ts', 'psd'])\n",
    "\n",
    "    slopes = noise_slope(ts)['slope_linear']"
   ]
  },
  {
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   "execution_count": null,
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   },
   "outputs": [],
   "source": []
  }
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