{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Molecular dynamics application example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Go to:\n",
    "    \n",
    "  - [Notebook configuration](md_example.ipynb#Notebook-configuration)\n",
    "  - [Helper functions](md_example.ipynb#Helper-functions)\n",
    "  - [The C-type lectin receptor langerin](md_example.ipynb#The-C-type-lection-receptor-langerin)\n",
    "  - [Clustering root data](md_example.ipynb#Clustering-root-data)\n",
    "  - [Semi-automatic hierarchical clustering](md_example.ipynb#Semi-automatic-hierarchical-clustering)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Notebook configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:41:10.548845Z",
     "start_time": "2022-11-28T16:41:07.333133Z"
    }
   },
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import sys\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import numpy as np\n",
    "import sklearn\n",
    "from sklearn.metrics import pairwise_distances\n",
    "from sklearn.neighbors import KDTree\n",
    "from tqdm.notebook import tqdm\n",
    "\n",
    "import commonnn\n",
    "from commonnn import cluster, plot, _types, _fit, _bundle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Print Python and package version information:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:41:10.564137Z",
     "start_time": "2022-11-28T16:41:10.554388Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python:  3.10.7 (main, Sep 27 2022, 11:41:38) [GCC 10.2.1 20210110]\n",
      "Packages:\n",
      "    matplotlib: 3.6.0\n",
      "    numpy: 1.23.3\n",
      "    sklearn: 1.1.2\n",
      "    commonnn: 0.0.3\n"
     ]
    }
   ],
   "source": [
    "# Version information\n",
    "print(\"Python: \", *sys.version.split(\"\\n\"))\n",
    "\n",
    "print(\"Packages:\")\n",
    "for package in [mpl, np, sklearn, commonnn]:\n",
    "    print(f\"    {package.__name__}: {package.__version__}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use [Matplotlib](https://matplotlib.org/) to create plots. The `matplotlibrc` file in the root directory of the `CommonNNClustering` repository is used to customize the appearance of the plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:41:10.578178Z",
     "start_time": "2022-11-28T16:41:10.568201Z"
    }
   },
   "outputs": [],
   "source": [
    "# Matplotlib configuration\n",
    "mpl.rc_file(\n",
    "    \"../../matplotlibrc\",\n",
    "    use_default_template=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:41:10.589809Z",
     "start_time": "2022-11-28T16:41:10.583730Z"
    }
   },
   "outputs": [],
   "source": [
    "# Axis property defaults for the plots\n",
    "ax_props = {\n",
    "    \"xlabel\": None,\n",
    "    \"ylabel\": None,\n",
    "    \"xticks\": (),\n",
    "    \"yticks\": (),\n",
    "    \"aspect\": \"equal\"\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Helper functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:41:10.614560Z",
     "start_time": "2022-11-28T16:41:10.593617Z"
    }
   },
   "outputs": [],
   "source": [
    "def draw_evaluate(clustering, axis_labels=False, plot_style=\"dots\"):\n",
    "    \n",
    "    fig, Ax = plt.subplots(\n",
    "        1, 3,\n",
    "        figsize=(mpl.rcParams['figure.figsize'][0],\n",
    "                 mpl.rcParams['figure.figsize'][1] * 0.5)\n",
    "        )\n",
    "\n",
    "    for dim in range(3):\n",
    "        dim_ = (dim * 2, dim * 2 + 1)\n",
    "        \n",
    "        ax_props_ = {k: v for k, v in ax_props.items()}\n",
    "        if axis_labels:\n",
    "            ax_props_.update(\n",
    "                {\"xlabel\": dim_[0] + 1, \"ylabel\": dim_[1] + 1}\n",
    "            )\n",
    "\n",
    "        _ = clustering.evaluate(\n",
    "            ax=Ax[dim],\n",
    "            plot_style=plot_style,\n",
    "            ax_props=ax_props_,\n",
    "            dim=dim_\n",
    "            )\n",
    "        \n",
    "        Ax[dim].yaxis.get_label().set_rotation(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The C-type lection receptor langerin"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's read in some \"real world\" data for this example. We will work with a 6D projection from a classical MD trajectory of the C-type lectin receptor langerin that was generated by the dimension reduction procedure TICA."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:41:11.892924Z",
     "start_time": "2022-11-28T16:41:11.861331Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin = cluster.Clustering(\n",
    "    np.load(\"md_example/langerin_projection.npy\", allow_pickle=True),\n",
    "    alias=\"C-type lectin langerin\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After creating a `Clustering` instance, we can print out basic information about the data. The projection comes in 116 parts of individual independent simulations. In total we have about 26,000 data points in this set representing 26 microseconds of simulation time at a sampling timestep of 1 nanoseconds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:41:12.351588Z",
     "start_time": "2022-11-28T16:41:12.344866Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alias: 'root'\n",
      "hierarchy_level: 0\n",
      "access: components\n",
      "points: 26528\n",
      "children: 0\n"
     ]
    }
   ],
   "source": [
    "print(langerin.root.info())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T19:54:24.236282Z",
     "start_time": "2022-11-24T19:54:24.229918Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'access_components': True, 'edges': [56, 42, 209, 1000, 142, 251, 251, 251, 251, 251, 251, 251, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 144, 636, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221, 221]}\n"
     ]
    }
   ],
   "source": [
    "print(langerin.root._input_data.meta)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dealing with six data dimensions we can still visualise the data quite well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:05:07.475589Z",
     "start_time": "2022-11-24T17:05:07.159829Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_evaluate(langerin, axis_labels=True, plot_style=\"contourf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A quick look on the distribution of distances in the set gives us a first feeling for what might be a suitable value for the neighbour search radius *r*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:06:07.686277Z",
     "start_time": "2022-11-24T17:05:47.960187Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "distances = pairwise_distances(\n",
    "    langerin.input_data\n",
    ")[np.triu_indices(langerin.root._input_data.n_points)].flatten().astype(np.float32)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "_ = plot.plot_histogram(ax, distances, maxima=True, maxima_props={\"order\": 5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:06:10.565123Z",
     "start_time": "2022-11-24T17:06:10.554394Z"
    }
   },
   "outputs": [],
   "source": [
    "# Free memory\n",
    "%xdel distances"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can suspect that values of *r* of roughly 2 or lower should be a good starting point. The maximum in the distribution closest to 0 defines a reasonable value range for $r$. We can also get a feeling for what values $n_\\mathrm{c}$ could take on by checking the number of neighbours each point has for a given search radius."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:12:04.467763Z",
     "start_time": "2022-11-24T17:07:20.544540Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "170fcce97bdb4329b35d3429ba1ca4d4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/12 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ATTENTION: Can take some time!\n",
    "min_n = []\n",
    "max_n = []\n",
    "mean_n = []\n",
    "\n",
    "\n",
    "tree = KDTree(langerin.input_data)\n",
    "r_list = np.arange(0.25, 3.25, 0.25)\n",
    "for r in tqdm(r_list):\n",
    "    n_neighbours = [\n",
    "        x.shape[0]\n",
    "        for x in tree.query_radius(\n",
    "            langerin.input_data, r, return_distance=False\n",
    "        )\n",
    "    ]\n",
    "    \n",
    "    if r == 2.0:\n",
    "        n_neighbours_highlight = np.copy(n_neighbours)\n",
    "    \n",
    "    min_n.append(np.min(n_neighbours))\n",
    "    max_n.append(np.max(n_neighbours))\n",
    "    mean_n.append(np.mean(n_neighbours))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:12:04.814199Z",
     "start_time": "2022-11-24T17:12:04.470916Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0.25, 3.0), Text(0.5, 0, '$r$'), Text(0, 0.5, '#neighbours')]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xAMhzJbXQ0FCYm5tj69atqFmzJjZv3owXL16gRYsW2L59O2rXrq3Vf9SoUTA3N8eCBQuwd+9euLm54ddff81x1q1Bgwb4+++/MW3aNEyaNAn29vaYNWtWjou9zM3NcebMGUyePBmzZs2CTCZDjx49sGzZMo4XLeNSUlLw9OlTrSXWdS05ORmenp5awztu3LiRo99PP/2ELVu24OzZs/Dy8sK8efMwfPhw1K1bFx4eHkVWHxER6bd79+7hk08+wZEjR7Ta7e3tMW/ePHz44Yev9Q2sPtG70FzYuXoNDQ0xZ84crTPLeRk4cGChptl65513cPLkyQL7OTs7c65byuHgwYPo1q1bkR7Dz88PS5cuRb9+/eDn54d79+5h7dq1Wn3u3LmDMWPGYPr06fDy8gIAfPrpp/jjjz/w7rvv4vLly7C0tCzSOomISL+8fPkSs2bNwrfffqs1ta5CocC4cePwzTfflPrJDvR29gwifbN79+4iH/7w9ddfo0ePHjh06BAWLFiAmJgYrQ9wKSkp6Nu3L1xdXcXx/kDWvJlbt25FVFQUhg0b9tYLyRARUemg0Wjw448/olatWlixYoVWYG7Xrh2uX7+OVatWlfrADAAyge+OeiN7cZO8Fj/JlpKSIi6ikpycLC66QtJJSkpCp06dcPbsWalLeWv8/SIiKhvOnTuHiRMn4sqVK1rt1atXx7Jly9CrV6881xwoaoXNRLrEM81ExWD//v3o0aOH1GUQEREV6NmzZxg0aBBatmypFZjNzMwwd+5c3LlzB71795YsMEuFoZmoGOzevRt9+/aVugwiIqI8paenY/78+XBzc8txbdaAAQMQHByMGTNmlNmJDfTuQkAiffPy5UvEx8dz8RAiIiqRBEHAvn37MHnyZISEhGhta9iwIVavXo1WrVpJVF3JwTPNREXs/PnzPMtMREQl0p07d+Dn54fevXtrBWYHBwd8//33uHz5MgPzP3immaiIderUCZ06dZK6DCIiIlFCQgK++eYbrFmzBmq1Wmw3MDDA+PHjMXPmzDK9enBuGJqJiIiIygi1Wo0ff/wRM2bMQGxsrNa2jh07YuXKlUW6CJc+Y2gmIiIiKgMCAgIwceJEBAUFabXXqFEDy5cvR48ePcrcjBivg2OaiYiIiEqxiIgIDBgwAN7e3lqB2dzcHPPnz8ft27fRs2dPBuYC8EwzERERUSl15MgRDBw4EHFxcVrtgwYNwsKFC1GxYkWJKtM/PNNMREREVMqo1WrMnDkTnTt31grMjRs3xtmzZ7Ft2zYG5tfEM81EREREpUh0dDQGDhyI48ePi20mJiZYsWIFRo0aBbmc50zfBEMzERERUSlx9uxZ+Pv7IyIiQmyrVasW9uzZg/r160tYmf7jRw0iIiIiPScIApYvXw4fHx+twNynTx8EBgYyMOsAzzQTERER6bGXL19i2LBh+O2338Q2AwMDLFu2DBMmTOCsGDrC0ExERESkp65du4Y+ffrg0aNHYlulSpWwe/duNG/eXMLKSh8OzyAiIiLSM4Ig4Mcff4SXl5dWYO7YsSOCgoIYmIsAQzMRERGRHklNTcWwYcPw4YcfIiMjAwAgk8kwa9Ys/PHHH3BwcJC4wtKJwzOIiIiI9MT9+/fRp08f3Lx5U2xzcHDA9u3b0aFDBwkrK/14ppmIiIhID/z6669o0qSJVmBu0aIFgoKCGJiLAUNzGSQIApJSVXp3EwThrR73li1bIJPJcP/+fYwbNw7Ozs6oUKEChg8fjqSkJNy6dQudOnWClZUV3N3d8d1332ndPzk5GePHj0f16tVRvnx5DB8+PMeypCdPnkT37t1RqVIl2NjYoFu3blpjzV6tIyQkBFOmTIGLiwsqVKiAMWPGQKlUvtVjJCKi0kepVOKTTz6Bv78/kpKSxPbJkyfj1KlTqFSpkoTVlR0cnlEGJadlwu+zP6Uu47UdWdIZlmaGb72f/v37o3Hjxpg9ezZ+//13bN68Genp6QgMDMSwYcPg5+eHdevWYezYsWjQoAGaN2+O1NRUtGzZEs+ePcPUqVNhZmaG5cuXo3fv3vj777/F6XyGDRuGdu3aYerUqTA3N8e3334Lb29v3Lt3D1ZWVlp1+Pv7o0GDBpg6dSr27duH9evXo3Llypg+ffpbP0YiIiodnjx5gn79+uHChQtim5WVFTZv3ox3331XwsrKHoZmKnNcXV2xceNGAMCIESNQrlw57NixA7t27YK/vz8AoFmzZmjZsiWOHDmC5s2bY+nSpbh37x4CAwNRr149AEC3bt3g7u6Oq1evonHjxgCAO3fuwMzMTDxWu3btUL16dWzbtg3jxo3TqsPFxQU//PCDWIeDgwOOHDnC0ExERACAI0eOYODAgVrfanp6emLPnj1wcXGRsLKyicMzqMzJDsYAoFAo0KBBAxgZGaFXr15ie6NGjQBA/I9q06ZN6NatGypXroyEhAQkJCTAxsYGPj4+OHTokHi/VwOzRqOBk5MTTE1NcevWrQLrqF27NuLj43X2OImISD+p1WrMnDkTnTt31grMI0aMwPnz5xmYJcIzzWWQhakBjizpLHUZr83CVDe/rhUqVND6u4mJCRwdHWFkZKTVBvwz/jspCY8fP8bjx4/xv//9L8f+atSoIf6cnp6OpUuX4sCBA7h69SoyMzMBAGlpaTnuV7FiRa2/Gxsba41VIyKisic6OhoDBw7E8ePHxTZTU1OsW7cOQ4cOla4wYmgui2QymU7GBusrA4Ocv/a5tWXLHq88btw49OnTJ8d2Z2dnAMCzZ8/Qrl07PHz4EO+99x569eoFFxcXDB48ONf9KhSKNymfiIhKqbNnz8Lf3x8RERFiW61atbB3715xaCBJh6GZqAAWFhaoWbMm0tPT4evrm2e/tWvXIjg4GAEBAWjZsqXYPmTIkGKokoiI9JUgCFi+fDmmTZsGtVottvft2xc//PBDjgvJSRoc00xUCKNHj8a2bdtyjE2OiopCYGAggKwp6czNzdGkSRNx+8OHD3MdmkFERAQAL1++xHvvvYcpU6aIgdnAwACrVq3Crl27GJhLEIZmokL4+OOP8c4776BFixb48ssvsWXLFkydOhWurq7ihYB+fn5ISUmBr68vvv32WyxevBht27aVuHIiIiqprl27hsaNG+O3334T2ypVqoTTp09j4sSJ4vBAKhkYmokKwdDQECdOnMAnn3yCffv2Yfz48Th+/DgWL16MGTNmAAC6dOmCzz//HPfv38eiRYtw6tQp/PTTT7C3t5e4eiIiKkkEQcCPP/4ILy8vrQWw/Pz8EBQUhObNm0tYHeVFJrztMmtUbOrUqQMAuH37dr79UlJSYGFhAeDfIQNEusLfLyKiN5eamoqxY8di69atYptMJsOsWbMwY8YMyOU8n1kYhc1EusQLAYmIiIiKwf3799GnTx/cvHlTbHN0dMT27dvRvn17CSujwuDHGSIiIqIi9uuvv6JJkyZagblly5YICgpiYNYTDM1ERERERUSpVOKTTz6Bv7+/1gJWkydPxsmTJ3MsdEUlF4dnEBERERWBJ0+eoF+/frhw4YLYZmVlhc2bN+Pdd9+VsDJ6EwzNRERERDp2+PBhDBo0CHFxcWJbgwYN8Ouvv8LFxUXCyuhNcXgGERERkY6o1Wp8/fXX6NKli1Zg/vDDD3Hu3DkGZj3GM81EREREOhAdHY0BAwbgxIkTYpupqSm+++47DBkyRMLKSBcYmomIiIje0tmzZ+Hv74+IiAixrVatWti7dy/q1asnYWWkKxyeQURERPSGBEHAsmXL4OPjoxWY+/bti8DAQAbmUoRnmku5lJQUqUugUoa/U0REWRISEjB8+HD89ttvYpuhoSGWLl2KCRMmQCaTSVgd6RpDcylXrlw5qUsgIiIqda5du4Y+ffrg0aNHYlvlypWxe/dueHl5SVgZFRUOzyAiIiIqJEEQ8OOPP8LLy0srMPv5+eHq1asMzKUYzzSXQmZmZkhOTpa6DCoDzMzMpC6BiKjYpKamYuzYsdi6davYJpPJMGvWLMyYMQNyOc9FlmYMzaWQTCaDubm51GUQERGVGvfv30efPn1w8+ZNsc3R0RHbt29H+/btJayMigs/EhERERHl49dff0WTJk20AnPLli0RFBTEwFyGMDQTERER5UKpVOLjjz+Gv78/kpKSxPbJkyfj5MmTqFixooTVUXHj8AwiIiKi/3jy5An8/f1x8eJFsc3KygpbtmxB7969JayMpMLQTERERPSKw4cPY9CgQYiLixPbGjRogD179qBmzZoSVkZS4vAMIiIiImRNJzdv3jx06dJFKzB/+OGHOHfuHANzGcczzURERFTmqVQqjB49Gps2bRLbTE1N8d1332HIkCESVkYlBUMzERERlWkvX75Enz59cPz4cbHNxcUF//vf/1CvXj0JK6OShKGZiIiIyqwnT56ga9euuHXrltjWqlUr/P7777C3t5ewMippOKaZiIiIyqTsZa9fDcz9+/fHsWPHGJgpB4ZmIiIiKnMOHjyI1q1bIzIyUmz74osv8Msvv8DExETCyqikYmgmIiKiMmXdunXo2bMnUlJSAAAKhQIbN27E/PnzIZczGlHuOKaZiIiIygSNRoNp06Zh6dKlYpulpSV+/fVX+Pn5SVgZ6QOGZiIiIir10tLSMHjwYOzdu1dsq1ixIg4dOgRPT08JKyN9USpDs0ajQWJiYq7bDAwMYGFhUcwVERERkVRiYmLQo0cPXLhwQWxr0KABDh48iIoVK0pYGekTvR64o1Kp0KVLF4SFhWm1P3nyBLa2trne+vfvn2M/u3fvhqenJ0xMTFCvXj3s3r071+MFBQWhffv2MDc3R6VKlTBr1iyo1eoc/WJjYzFkyBDY2dnBxsYGQ4YM0VpZiIiIiIpHcHAwvLy8tAJz586dcfr0aQZmei16d6ZZEASEh4fj+vXrWLhwIc6ePZtn32nTpqFTp05abf+dQubnn3/G4MGD0aNHD4wbNw4nT55Ev379oFQqMWjQILHfvXv30Lp1a7i4uGDBggWIiIjAvHnzEB4ejo0bN4r90tPT4evri/j4eEycOBFWVlZYsmQJfH19cfnyZV6RS0REVEzOnDmDnj174sWLF2LbRx99hDVr1sDAQO8iEElM735jnj59iqpVq0Iul6NcuXL59q1duzZ8fX3z3K5SqTBp0iQMGDAAP//8M2QyGUaNGoWoqChMmTIFvXr1EodyfP7553B2dsbZs2dhZmYGADAzM8PMmTPx0UcfoUmTJgCA9evX4969e7h58ybc3d0BAI0bN4avry/Wrl2LyZMn6+BfgYiIiPKzY8cODB06FEqlUmxbtGgRPvvsM8hkMgkrI32ld8MznJyccO3aNbx48QKffvrpW+3rwoULiI2NxaRJk7ReQNOmTUNUVBROnz4NAMjIyMDRo0fx0UcfiYEZACZOnAhjY2Ot4RwHDhxAp06dxMAMAD4+PvDy8sKuXbveql4iIiLKnyAImD9/PgYMGCAGZmNjY+zatQtTp05lYKY3pneh2cTEBJ6enrCysnrrfR07dgwKhSLHuvLZZ42vXLkCADh79izS0tLQqFEjrX42NjZwdXUV+6WlpSEgICBHPwBo2rQpbty4AZVK9dZ1ExERUU4qlQojR47EjBkzxDZ7e3ucOHEC/v7+ElZGpYHehebXceXKFXh7e8PKygpt2rTJMf45JCQElSpVgrGxsVa7vb09rK2tERwcLPYDgBo1auQ4Ro0aNcR+z549g1KpzLNfRkYGHj9+rJPHRkRERP9KTExE165d8eOPP4ptLi4uuHDhAlq2bClhZVRalOrQvGbNGjg4OGDx4sVQKBRo166dOOQCyHqB5XVhnpmZGdLT08V+AHLt+zr9AIh981OnTp1cb48ePSrwvkRERGXN06dP0apVKxw7dkxsa9myJc6fPw8XFxcJK6PSpFSH5pEjR+K3337D6NGj8ccff8DJyQlTpkyBIAgAgJSUlDyXy1QoFOJYqOxlNnPr+zr9AGhdkEBERERvJygoCF5eXrh586bY5u/vj+PHj8PBwUHCyqi00bvZMwqjcuXKiIyMhK2trdhmZGSEvn37Yvny5Xj48CFq1aoFc3NzZGZm5roPlUolzpxhbm4OALn2fZ1+AAq1sMrt27dzba9Tp06B9yUiIior/vjjD/j7+4snrYCsi/nnz5+f50kxojdVKn+jFAoFnJ2dc4xVrlq1KoCsOZeBrAv54uPjc9xfEAQkJSXB2tpa7Acg176JiYmF7gdA7EtERERvbv369ejevbsYmBUKBTZs2ICFCxcyMFORKFO/VRkZGQAAQ0NDAICzszPi4uLw8uVLrX7h4eFITU1FhQoVxH4Ach1THBwcLPZzdHSEXC7Ps5+xsbHW2W8iIiJ6PRqNBlOnTsWYMWOg0WgAZH2Le/DgQYwaNUri6qg0K5Wh+enTp7m23717FwBQv359AICfnx8AICAgQKvfpUuXAAAdO3YEALRu3RpGRkY5+kVHRyM0NFTsZ2lpiRYtWiAgIEAcNw1knbm+dOkS2rRpAyMjo7d9eERERGVSWloa+vfvjyVLlohtFStWREBAQI4VgIl0rVSG5vfeew8//PCDVtvjx4+xc+dO9OzZUzwz7O3tDRsbGyxfvlzsp1arsXr1ajg5OYnzNVtYWKBDhw7YuHGjOMwCAFavXg1BENC1a1exrWfPnggMDNQK2CdOnMCtW7fQrVu3Inm8REREpV1MTAzatWuHX3/9VWyrX78+Lly4AE9PTwkro7JCLy8E3LNnDwDgxo0bACDOjOHo6AgfHx+MHj0aI0aMwI4dO9ClSxcIgoBly5bBzs4OK1euFPdjZGSERYsW4aOPPsLAgQPh4+ODvXv34vTp09i2bZs44wUAzJ07F82bN0fHjh0xfPhwXL16Fd9//z0+/PBD1K1bV+w3ZswYbNiwAf7+/pg2bRoSEhKwevVq1K1bFyNGjCiefyAiIqJS5P79++jSpYvW8Ec/Pz/s3r1bJ4udERWKoIcA5Hrz8fER+xw8eFBo3bq1YGNjI1SrVk0YPny4EBMTk+v+fv75Z6FOnTqCsbGxUL9+feHXX3/Ntd/FixcFX19fwczMTKhcubIwe/ZsITMzM0e/yMhIYcCAAYKNjY1ga2srDBkyRIiNjX3rx+3h4SF4eHi89X6IiIj0xZkzZwQ7Ozut9/uRI0cKSqVS6tJIQlJkIpkgvDL4lkq07Cnn8pqSjoiIqDTZtWsXPvjgA601DhYuXIipU6dCJpNJWBlJTYpMpJfDM4iIiKj0EgQBixYtwhdffCG2GRkZ4aeffkK/fv0krIzKMoZmIiIiKjFUKhXGjRuHjRs3im12dnbYt28fWrVqJWFlVNYxNBMREVGJkJiYCH9/fxw5ckRsq1mzJv744w+4urpKWBkRQzMRERGVAOHh4ejatas4MxYANG/eHPv27YOjo6OElRFlKZXzNBMREZH+uHbtGpo1a6YVmPv27YsTJ04wMFOJwdBMREREkvnzzz/h7e2NiIgIse2zzz7Dzp07YWpqKmFlRNoYmomIiEgS33//Pbp3747k5GQAgFwux7p167B48WLI5YwoVLJwTDMREREVK41Gg+nTp2PRokVim7m5OXbv3o0uXbpIWBlR3hiaiYiIqNikp6djyJAh2L17t9hWoUIFHDx4EA0bNpSwMqL8MTQTERFRsYiNjUWvXr1w9uxZsa1evXo4dOgQKleuLGFlRAXjgCEiIiIqcg8ePEDz5s21AnOHDh0QEBDAwEx6QeehOTU1FSqVSqstKSkJu3fvxqpVq/Dw4UNdH5KIiIhKsLNnz6J58+ZaGWDEiBE4dOgQrKysJKyMqPB0HprnzJmDmjVrQqPRAABevHgBT09PvP/++5g0aRLq1KmDkydP6vqwREREVALt3r0b7dq1Q1xcnNg2b948bNy4EYaGhhJWRvR6dB6a9+7di/79+4tTxXzzzTd4/Pgxfv/9dzx9+hTvvPMOvvrqK10floiIiEoQQRCwePFi9OvXDxkZGQAAIyMjbN++HdOnT4dMJpO4QqLXo/PQ/PjxY7i7u4t/P3z4MBo3bozu3bujYsWK+OCDD3Dr1i1dH5aIiIhKiMzMTIwZMwbTpk0T22xtbXH8+HG8//77ElZG9OZ0HpotLCyQkpICIGvQ/4MHD7TmXFQqlVAoFLo+LBEREZUASUlJ6N69OzZs2CC21ahRA+fPn4e3t7eElRG9HZ1POdexY0csXrwYSqUSv//+OwwMDODv7y9uDwgIQN26dXV9WCIiIpLYs2fP0LVrV1y/fl1sa9asGfbv3w8nJycJKyN6ezo/07x69WrY2tpiypQpuHHjBtauXQsPDw8AwP379/Hrr7+if//+uj4sERERSejGjRto1qyZVmB+7733cPLkSQZmKhV0fqbZ0dER169fR2xsLOzs7LTWjq9ZsyZu376NatWq6fqwREREJJEjR46gb9++SEpKEtumTJmCRYsWaeUAIn2m89/kWrVqYfPmzXBwcMjxQlEoFHBzc4OxsbGuD0tEREQS2LhxI7p27SoGZrlcjrVr12LJkiUMzFSq6Py3uWrVqvj99991vVsiIiIqQQRBwFdffYVRo0ZBrVYDAMzMzLBv3z6MHTtW4uqIdE/noXn27Nk4evQoVq1apetdExERUQmQmZmJkSNHYu7cuWKbs7MzTp8+jW7duklYGVHR0fmY5rCwMPj7++PTTz/FL7/8gtatW6N8+fJak5jLZDJMmjRJ14cmIiKiIpaamor+/fvjwIEDYpuHhwf+/PNPVKlSRcLKiIqWTBAEQZc7LMz4JZlMJn6VQ4VXp04dAMDt27clroSIiMqiuLg4dO/eHefPnxfbWrZsif3798POzk7CyqiskSIT6fxMc2hoqK53SURERBJ78uQJOnXqhLt374ptPXr0wM6dO2FqaiphZUTFQ+ehuWrVqrreJREREUno1q1b6NSpE549eya2jRw5EuvWrYOBgc6jBFGJxLlgiIiIKE9nzpyBt7e3VmD++uuvsWHDBgZmKlN0/ts+fPjwAvvIZDL8+OOPuj40ERER6dDvv/+O/v37IyMjA0DW+/e6deswevRoiSsjKn46D827d+/WmikjW0ZGBjIzM6FQKGBra6vrwxIREZEObdiwAWPHjoVGowEAGBsbY/v27Xj33XclroxIGjofnpGcnIykpKQct7S0NPz999+oUaMGjh8/ruvDEhERkQ4IgoBvvvkGo0ePFgOztbU1jh49ysBMZVqxjWlWKBTw9vbGN998g2+++aa4DktERESFpFarMXr0aMyaNUtsq1ChAs6cOYPWrVtLWBmR9Ip9BL+7uzsuXLhQ3IclIiKifKSlpWHAgAH4/fffxbbatWvj8OHDnBmLCMUcmpVKJY4cOYKXL18W52GJiIgoHy9evECPHj0QEBAgtnl5eeHgwYOwt7eXsDKikkPnodnS0jLXCwEBID09HWq1Gu3bt9f1YYmIiOgNhIeHo1OnTlorq3Xr1g27du2CmZmZhJURlSw6D83vvfdenqHZ0NAQLi4uGDlypK4PS0RERK/pzp076NSpE54+fSq2DR8+nHMwE+VC56+ILVu26HqXREREpGPnzp1Dt27d8OLFC7FtxowZmDNnTp4nv4jKsiL/GCkIAtRqNT+xEhERlRD79+9Hv379kJ6eDiBr0ZLVq1dj/PjxEldGVHIV2ZRzv/zyC7y8vGBpaQlzc3M0aNAAa9euhSAIRXVIIiIiKsAPP/yA3r17i4HZyMgIu3btYmAmKoDOQ7MgCHjvvfcwePBgmJub48MPP8SwYcNgamqKCRMmoFOnTuJk6URERFQ8BEHA3LlzMXLkSPF92MrKCocPH0bfvn0lro6o5NP5mImVK1fijz/+wKlTp3JMhH7w4EG89957WLp0KaZOnarrQxMREVEu1Go1Jk6ciHXr1oltzs7OOHz4MDw9PSWsjEh/6PxM844dOzBx4sRcVw7q1q0bJkyYgN27d+v6sERERJSL9PR09OvXTyswu7q64vz58wzMRK9B56H5/v37cHd3z3O7h4cHHj58qOvDEhER0X8kJCSgU6dO2Lt3r9j2zjvvICAgANWqVZOuMCI9pPPQ3LhxY/z99995bj9x4gTq16+v68MSERHRKyIiItC6dWut9+TOnTvjr7/+gqOjo4SVEeknnYfm8ePHY+vWrVixYoXWBX8ZGRmYNWsWdu7cySt0iYiIitC9e/fQvHlz3Lx5U2wbMmQI9u3bB3NzcwkrI9JfOr8QsHfv3pgzZw6mTp2KuXPnwsPDA0qlEvfu3UNSUhKmTp0Kf39/XR+WiIiIAFy4cAHdunVDXFyc2DZt2jQsWLCAi5YQvYUimad5xowZuHLlCvr27QuNRgO1Wo0+ffrgzJkzWLhwYVEckoiIqMw7dOgQ2rZtqxWYV65ciYULFzIwE72lIlumr379+li/fn1R7Z6IiIhesXnzZowcORJqtRoAYGhoiJ9++gn9+/eXuDKi0qHIQvOVK1ewf/9+hIaGwtDQELVr10bv3r3h4uJSVIckIiIqcwRBwMKFCzF9+nSxzdLSEr/99hvatWsnYWVEpYvOQ3NycjL8/f1x5MgRCIIACwsLaDQapKamYsaMGfj444+xZMkSXR+WiIiozNFoNPjkk0/w7bffim3lypXDn3/+iYYNG0pYGVHpo/MxzWPGjMHhw4cxatQoPH78GImJiUhKSsL9+/fx7rvvYvny5QzNREREbykjIwPvv/++VmB2cXHBuXPnGJiJioBMEARBlzu0tbVF+/bt8euvv+a6vX379nj69CmCg4N1edgyoU6dOgCA27dvS1wJERFJ6eXLl+jduzdOnjwptjVp0gSHDh2Ck5OThJURFQ8pMpHOzzQ7ODigU6dOeW7v378/Xrx4oevDEhERlQmRkZHw8fHRCsx+fn44efIkAzNREdJ5aB42bBiuXr2a5/aIiAh07dpV14clIiIq9e7fv48WLVrg+vXrYtugQYOwf/9+WFhYSFgZUen3VhcC5haOvb290bt3bzRq1Ai1atUS2wVBQHBwML799lt8//33b3NYIiKiMufy5cvo0qULYmNjxbYpU6Zg0aJFkMuLZNkFInrFW41plsvluU6Wnr3LvLbJZDJxHkkqPI5pJiIqmw4fPoz33nsPqampYtuyZcvw6aefSlgVkXSkyERvdaZ58+bNuqqDiIiIcrFt2zYMHz4cmZmZALIWLdmyZQsGDBggcWVEZctbheYhQ4boqg4iIiJ6hSAIWLp0KaZOnSq2WVhY4H//+x86dOggYWVEZVORrQhIREREb0aj0WDKlClYsWKF2Obo6Ig///wTjRs3lrAyorKrSEJzeno6Ll68iPj4eOQ1ZPrdd98tikMTERHpNaVSiaFDh2LHjh1iW40aNXDkyBG4uLhIWBlR2abz0Hzq1Cn06tULSUlJeQZmXghIRESUU1JSEt59910cP35cbGvUqBH++OMPlCtXTsLKiEjnc9RMmzYNcrkcy5Ytw+HDh3Hy5Mkct7/++ksnx1KpVOjSpQvCwsJybBMEAevWrUOtWrVgamoKLy8vnDhxItf9nDhxAs2bN4epqSlcXFywdu3aXAN/SEgIevfuDSsrKzg6OuLjjz9GWlpajn6pqan4+OOP4ezsDAsLC/Tq1QuhoaFv/XiJiKj0ioqKgq+vr1Zgbt++PU6dOsXATFQC6PxM8+3btzFjxgx88sknut41gKwwHB4ejuvXr2PhwoU4e/Zsrv3mz5+PL7/8EoMHD4a3tzf27NmDzp0748iRI2jTpo3Y79SpU+jUqRNatGiB5cuX48aNGxg/fjwSEhIwY8YMsV9MTAxatmwJCwsLfPnll1AqlVi8eDHu3r2LI0eOiNPrCYKAXr164dKlSxg5ciSqV6+OlStXolWrVggKCuJqTURElMPDhw/h5+eHkJAQse3999/Hli1bYGRkJGFlRCQSdKxZs2bCqlWrdL1b0ePHjwUAglwuF8qXLy8AEEJDQ7X6PH/+XDAyMhKmT58utqlUKsHFxUWoX7++oFarxXZPT0/B29tbyMzMFNuGDRsmmJiYCE+fPhXbPv74Y8HGxkaIiooS27Zu3SoAEPbs2SO2/fbbbwIA4ejRo2Lbw4cPBYVCIYwfP/6tHruHh4fg4eHxVvsgIqKSJTAwUHBychIAiLdPPvlE672KiLRJkYl0Pjxj6dKl2LBhA65du6brXQMAnJyccO3aNbx48SLPSd2PHj0KpVKpdbbbwMAAU6ZMwY0bN3Dv3j0AwNOnT3H9+nVMnDgRCoVC7Dtt2jSkp6dj//79YtuBAwcwcOBArTPFAwYMQKVKlbBr1y6tfnXq1NGaDqhmzZro27cvdu3alec4byIiKnuOHTsGX19fREdHi22LFy/G8uXLucofUQnzVsMzevTokWt7UlISGjdujBo1aqBChQpagRTIuhAwr/HFBTExMYGnp2e+fY4dO4bKlSvD0dFRq71p06YAgCtXrsDDwwPHjh0DkHWRxatcXV1haWmJK1euAMgayxwSEpKjn4GBARo2bCj2yz62r69vjpqaNm2KnTt3Ijw8HJUrVy7cgyUiolJr+/btGDp0KFQqFYCs95RNmzZh8ODBEldGRLl5q9B848aNXJfKVigUqFKlCjIzM/HkyZO3OcQbCQkJQY0aNXK0Z7cFBweL/QCgWrVqWv1kMhlq1KiRo19e+zxw4ID4n97Tp08LPDZDMxFR2bZ8+XJMnjxZ/LuZmRn27t2LTp06SVgVEeXnrUJzbrNWlASJiYmoUKFCjnYzMzMAWfNIZ/czNjbO9SswMzMzrX5A1lnuvPaZkZEBpVJZYL/sfeYnez31/3r06BFq1qxZ4P2JiKhk0mg0mDZtGpYuXSq2OTg44NChQ3jnnXckrIyICqLz2TPUajWUSiVMTU11vetCS0lJyTUIZw8TyQ63efXL7vtqPwAF7rOw/YiIqOxJSUnB6NGj8fPPP4tt1apVw5EjR+Dq6iphZURUGDq/ysDOzg779u3Lt09ERAT8/f3xzjvvYPv27bouAebm5sjMzMzRnj2EwsLCIt9+2X1f7QegwH0Wtl9Bbt++neuNZ5mJiPSPIAj47bff4OHhoRWYPT09ce7cOQZmIj2h89BcoUIFaDSafPuMGjUKR48ehaGhIT744ANcuHBBpzXY2NggPj4+R3v2MAtra2uxn0qlQnJycq59X+0HIM99mpiYwMjICFZWVvn2e/XYRERU+j18+BBdu3bFu+++q3WNT5s2bfD333+jfPnyElZHRK9D56G5e/fu2LVrF9zd3eHg4IChQ4fi5cuX4vaIiAj88ccf2LZtGwICAuDp6Yk1a9botAZnZ2c8evQoR3v2hX3Z452dnZ0BIEffzMxMPHr0qMB+2fvM7mdgYABHR8d8j83/IImISr+0tDTMnDkTdevWxZ9//im2GxgYQKFQoFmzZjyJQqRndB6aa9WqhYMHD6Jhw4bo168fDhw4gA8++EDcfvPmTchkMnh5eUEmk6Ft27Y6P9Ps5+eHhIQE3L59W6v90qVLALKWJQWAjh07AgACAgK0+l2/fh1KpVLc7u7ujkqVKuXop1Qqce3aNbFf9rEvXrwoDsd49di1a9dGlSpVdPAIiYiopDp48CDq1KmD2bNnIyMjQ2xv3749GjRoALVajYULF0pYIZF+EwQByWm5D68tSjoPzStXrsSIESOwfft2rF27Fps2bcLBgwcREREBAOJQiOw5lD08PMRtutK1a1coFAosX75cbEtNTcX69evRpEkT8Wyvi4sL6tSpg5UrV0KtVgPIeiJWrFgBQ0NDcYESmUyGnj174n//+x9CQ0PFff7000+Ij49Ht27dxLaePXsiMjISO3fuFNuCg4Pxxx9/aPUjIqLSJTQ0FD169ED37t213isqVKiAXbt24ejRoznWLSCi1xOflIEZPwQiJiGt2I+t89kznjx5gvHjx4t/d3NzgyAIiI6OznUauOfPn7/2V1R79uwBkDVPNAD88ccfcHJygqOjI3x8fODs7IypU6diwYIFMDU1hYeHB3766SeEhYWJC5pkW7JkCbp164Zu3brh3XffxYkTJ7Br1y7MnTsXdnZ2Yr8vvvgCO3fuROfOnfHxxx/j0aNHWLNmDTp06IAuXbqI/Xr37o2WLVti3LhxCA8Ph1wux5o1a+Dk5ISpU6e+1uMkIqKSLz09HUuWLMH8+fO1phU1MDDAJ598gq+//hqWlpYAAGNjY6nKJNJ7f12NwNJdN5CQLNFMZLpel7t169aCt7e3kJqaKgiCIEyaNEkoV66ckJGRIQiCICxfvlyQy+XCixcvBEEQhL59+wo+Pj6vdQwAud5e3Y9GoxFWrFgh1KhRQzAxMRGaN28u/PXXX7nu788//xSaNm0qmJiYCLVq1RLWrVsnaDSaHP2Cg4OF7t27CxYWFkK5cuWETz75REhJScnRLzExURg7dqzg6OgoWFpaCr179xZCQ0Nf6zHmRop11omIKG+HDx8WXFxccn0/unXrVo7+fn5+Yh8iKpyEpAzhyx8vC83H7hNvpraViz0TyQRBEHQZws+fP4/27dsjMzMTpqam0Gg0MDc3R8uWLZGWlobjx49DrVZj6NCh8PLywrhx47BmzRqMHDlSl2WUStmLnvx3rDYRERWvp0+fYtKkSdi7d69We7ly5bBs2TIMGDAg1xVz33vvPfzvf/8DkDUckIjyd+bGcyzafh3xSf9eH2BipMCD3ybBytywWDORzodnNG/eHIGBgdi2bRsUCgXGjh2LjIwM/Pnnn0hJScHEiRNRuXJltG3bFps2bYKfnx+GDx+u6zKIiIh0TqlUYsWKFZg9ezZSU1PFdrlcjgkTJmDWrFn5DjnMXh2WiPKXmKrEyl9v4fClcK12z5p2mDGoAfyOGhZ7TToPzUDWbBPz58/XahszZozW30NCQhAWFgYPD4+iKIGIiEin/vrrL4wbNw737t3Tam/RogXWrVsHT0/PAveRPZ8/kLWCLi8MJMrp/O0oLPjlOmJf/nuNgJGhHB91d4d/mxpQyHN+i1MciiQ0F4aZmRkDMxERlXjPnj3DlClTtGZFArJmgVq8eDE++OADyOWFm4zK3t5e/Dk+Pl6cSYqIgJQ0FVb/7zYOnHui1V6nmi1mDG6Aas6WElWW5a1Cc0pKCrp3746VK1eifv36AIAePXoUeD+ZTFbgUttERERSUqlU+PbbbzFz5kytlWNlMhnGjBmDuXPnwtbW9rX2aWj471fK0dHRDM1E/7h8Lwbzf76GqBf/TiVnaCDHh13d8H67mjBQ6HyW5Nf2VqE5MzMTp06dQkJCgth248aNXC9+eFVB24mIiKR0+vRpjBs3Drdu3dJqf+edd7Bu3To0btz4rY9x69Yt8QJvorIqNT0Ta3+/g9/OhGm1u1W2xpcfNETNCla531ECbxWara2todFotNrCwsLeZpdERESSef78OT777DP8/PPPWu12dnZYuHAhRowYUeihGAU5e/Ys+vXrp5N9EemjoAexmLftGiLi/r2oViGXYXgXVwzuWKtEnF1+lWRjmomIiEqKzMxMfPfdd/jyyy+RmJgotstkMnz44YdYsGCB1nhkXQgICNDp/oj0RboyE+v338PukyFa7S4VrfDl4IZwrfx6i94VlyKJ8FFRUVixYgXat2+PunXr4tKlSwCAEydOoF27dnj58mVRHJaIiOi1nTt3Dk2bNsXEiRO1AnOjRo1w/vx5fP/99zoPzAAQFBSEBw8e6Hy/RCXZzZB4DFnwt1ZgVshlGNrJFT9ObV1iAzNQBKH55s2b8PT0xE8//YQ2bdrg7t274rKi3t7eePLkCRYtWqTrwxIREb2WmJgYDB8+HC1btsS1a9fEdhsbG6xduxaXLl1Cs2bNirSGrVu3Fun+iUqKDJUaa/53G6OXB+BpdIrYXt3ZEhumtMKo7rVhaFCyhmP8l86r++yzz+Du7o5Lly5h3LhxWiseGRkZYfjw4eJqSERERMVNrVZj/fr1cHNzw+bNm7W2DR06FMHBwRg7dmyRzqFsYmICANiyZQvS0tIK6E2k3+48foFhC//G9hOPkB0L5TJgUAcXbPq8NTyqvt4sNFLReWi+ePEihg4dCkNDw1xnyShfvjwiIiJ0fVgiIqICXb58GV5eXhgzZgxevHghttevXx9nzpzB5s2b4eTkVOR1uLm5wdLSEs+ePcPMmTOL/HhEUlCq1Fi//y4+WhqAsOf/TttYxckc333aCmN7ecDYUH8W+NF5aK5WrRpu3ryZ5/azZ8+iQYMGuj4sERFRnuLi4jB69Gg0a9YMgYGBYrulpSVWrlyJK1euoFWrVsVWj4GBAbp16wYAWLZsmXjtD1FpEfz0JUYsPo2fjjyAWpN1elkmA/q1rYEtX/igXg07iSt8fTqfPeODDz7AtGnT4OHhgd69ewP4d17mH3/8EZs2bcoxlQ8REVFR0Gg02Lx5M6ZNm4a4uDitbQMHDsSSJUtQvnx5SWpzc3NDvXr1cPPmTQwZMgTnz5+HjY2NJLUQ6UqmWoOthx9gy+H7YlgGgAoOZpgxqCEa1tL9RbXFReehedKkSbhz5w4+/PBDfPXVV5DJZJgxYwaeP3+OkJAQTJ06Fe+//76uD0tERKQlKCgIY8eOxYULF7TaPTw8sHbtWvj6+kpT2Cs6d+6MsLAw3Lt3Dz179sSRI0fE8c5E+ubRs0TM2RaE+0+1Z0l7r3U1jO3lAVNj/Z7puEguU9y4cSNOnTqFDh06oFGjRsjIyICPjw/OnTuHBQsWFMUhiYiIAAAJCQmYMGECmjRpohWYzc3NsWTJEly7dq1EBGYAMDMzw8CBA2FsbIzTp09j0KBBUKvVUpdF9Foy1Rr8dOQBhi36WyswO9uZYvXE5pjcr77eB2agCBc3ad26NVq3bl1UuyciItIiCAK2bduGzz77DNHR0Vrb/P39sWzZMlSqVEmi6vLm7OyM/v374+eff8bevXvRr18/bNy4Eba2+jGjAJVtYc+TMPenINx5nKDV3qNlVUzo7QFzU0NpCisCJXtCPCIiokK4efMmWrdujSFDhmgFZjc3Nxw7dgy7du0qkYE5W/Xq1dG7d2/I5XLs3bsX9erVw/Hjx6UuiyhPao2A7ccfYuiCv7UCs6ONCZaP88LnAzxLVWAGiuBMc2ZmJpYuXYojR44gPj5ea57mbDKZDNevX9f1oYmIqIxJTEzEzJkz8e2332oNazA1NcVXX32FTz/9FMbGxhJWWHh169aFjY0N/ve//+HZs2fo0KEDPv74YyxYsACmpqZSl0ckehqdjHnbruFGSLxWexevyvj4vbqwNCtdYTmbzkPzxIkTsX79etjY2KB27dp6858VERHpD0EQsGPHDkyePBnPnz/X2ta7d2+sWLECVatWlai6N1epUiWMHj0aR48eRWBgIFatWoWzZ88iICCA76ckOY1GwJ6/Q/HdvrvIUP37IdXeyhjTBniiVT1nCasrejoPzfv27UPXrl2xb98+yOUc/UFERLp1584djB8/HidPntRqr1mzJr799lt07txZosp0w8jICN26dYObmxv+97//ITAwEPPnz8esWbOkLo3KsIjYFMz7+RqCHmhP3dixSUVM6lsP1hZGElVWfHSeas3MzNCzZ08GZiIi0qnk5GRMnToVnp6eWoHZxMQEs2bNwq1bt/Q+ML+qVq1a4gIoCxYswK1btySuiMoiQRDw25kwDJ53Sisw21gYYd6HTfDNsMZlIjADRRCae/bsyZWNiIhIZwRBwJ49e+Du7o4lS5YgMzNT3Na1a1fcvn0bX3/9damc39jDwwNubm5QqVQYOHAgIiMjpS6JypDn8an4ZM15LNl5A2nKf4djtGlYHr982QZtGlaQsLrip/PhGePGjYO/vz8GDhyIvn37omLFilAocq4r3qhRI10fmoiISpn79+9jwoQJOHr0qFZ71apVsXr1avTo0UOiyoqHTCZD165d8fTpU9y4cQNNmzbFvn370LhxY6lLo1JMEAQcOv8Uq/beQkr6vx9SrcwNMdm/Pto3riCu9lyW6Dw016xZEwBw5coV7Ny5M8d2QRAgk8k4eTsREeUpNTUV8+fPx5IlS6BUKsV2IyMjTJ06FV988QXMzMwkrLD4WFlZ4cMPP8T27dvx7NkzeHt7Y+vWrejbt6/UpVEpFJOQjoXbr+H8be25zlvVc8a09+vD3rr0faNTWDoPzZs2bSqTnz6IiOjtCYKAffv24eOPP8aTJ0+0tvn5+eHbb79FrVq1JKpOOnZ2dvjwww+xZ88ePHz4EP7+/vjuu+8wevRoqUujUkIQBBy5HI4Vu28hKU0ltluYGmBS33ro9E6lMp/vdB6ahw4dqutdEhFRGfDw4UNMnDgRf/75p1Z7pUqVsHLlSrz77rtl+k3bxMQEAwYMwNGjR3HhwgVMmDABderUgbe3t9SlkZ6LT0zHoh03cOaG9vSNXh5O+GKgJxxtOE84UIQrAk6ZMkX8WaVSwdfXFw8fPiyqwxERkZ5KS0vDzJkzUbduXa3AbGBggGnTpuHu3bt47733ynRgziaXy+Hn54e6desiMzMTffv2RUREhNRlkR47fuUZBs49pRWYzUwM8MVATywb24yB+RU6P9Oc7dy5c+LPqampOH36NCIiIuDi4lJUhyQiIj1z8OBBTJw4EaGhoVrtbdu2xZo1a+Du7i5RZSWXTCZDjx49EB0djaioKAwYMAAnT57khwp6LQnJGVi68yb+CtL+0NXEzQFfDGyA8vZl45qB1/FWZ5rnzp2Lffv2ISEhIce23JbPJiIiAoDQ0FD06NED3bt31wrMFSpUwK5du3D8+HEG5nwYGRmhf//+MDAwwN9//42LFy9KXRLpkb+vRWLg3JNagdnUSIEp/eph1YTmDMx5eKszzX5+fjh8+DBWr16N9PR0NG/eHG3atEHr1q35iZeIiHJIT0/H4sWLsWDBAqSnp4vtBgYG+OSTT/D111/D0tJSwgr1h52dHerWrYtr165h3bp18PLykrokKuESU5RY/utNHL38TKu9gYs9ZgxugIoO5hJVph/e6kxz06ZN8dVXX+HEiRM4ceIEunbtigsXLqBbt264c+cOZs+ejcuXL3N6OSIiwp9//om6deti5syZWoHZ19cX165dw5IlSxiYX1PTpk0BALt27UJcXFwBvaksO3srCoPmndQKzMaGCnzcpy7WfNyCgbkQdDam2cTEBG3atEGbNm0AZL2QGzVqhK1bt+LChQuQyWTYtGkTlEolvL29YWxsrKtDExFRCRYWFoZJkybh999/12ovX748li1bhv79+/PbyTdUsWJFODo6IiYmBqdPn0bv3r2lLolKmOCnL7H18H2cuqa9mmTd6rb4cnBDVClnIVFl+qfILgQ0NDREt27d0K1bNyQkJMDOzg5ubm44evSo+PVbu3bt0KFDBzRs2LCoyiAiIolkZGRg6dKlmDdvHtLS0sR2hUKBiRMn4ptvvoGVlZWEFZYOlStXRkxMDC5evMjQTKKbIfHYeuQBzt2K0mo3MpBjVPfa6Ne2JhRyflh9HW8Vmnv37g0HBwfxDHP58uVz7Zd9BqFly5Zo3bo1ACAmJgYnTpzA2rVrERMTg3379r1NKUREVIIcOXIEEyZMwIMHD7Tavb29sXbtWtSrV0+iykqfihUr4urVq7wYkCAIAoIexGHL4fsIDI7Nsd29qg2+HNwQ1ctzGNSbeKvQvHfvXly/fh1//fUXRo4ciejoaDRu3Bht2rTRWvY0N46Ojujfvz/69+//NiUQEVEJ8uTJE3z66afYu3evVnu5cuWwdOlSDBw4kEMxdMzR0REA8PjxY4krIakIgoCLd2Kw5fB93AiJz7G9dhVrDOnkCu96zpDz7PIbe6vQLJfL0bBhQzRs2BCTJ0+GWq1GYGAgTp48iZCQELRt2xatW7dGs2bNAID/URIRlVJKpRLLly/HnDlzkJqaKrbL5XKMHz8es2bNgo2NjXQFlmImJiYAgKSkJIkroeKm0Qg4c/M5th6+j3tPXubYXq+GLYZ1ckMzD0dmMB3Q6ZhmhUKBZs2aoVmzZti3bx8OHTqEv//+GwcOHAAAjB07Fn5+fujQoQNat24NU1OuMkNEpO+OHz+O8ePHIzg4WKu9RYsWWLduHTw9PSWqrGyQy7MmwkpMTJS4Eiouao2Av65GYOuR+wiJyPlhqbGrA4Z2dkWjWvYMyzpUZBcCymQymJqaolOnTvDy8sJ3332HZcuWwcjICMePH8e8efNgbGyMtm3bonPnzmjQoEFRlUJEREUgPDwckydPxu7du7XaHR0dsXjxYnzwwQdioKOikZmZKZ6YcnV1lbgaKmqZag2OXArHT0cf4Gl0So7tzes4YWgnV9SrYSdBdaVfkYXmV2V/yjExMUHr1q3h6+sLAEhISMCpU6fw+++/MzQTEekJlUqFlStXYtasWUhJ+feNWy6XY8yYMZgzZw5sbW0lrLBsEAQB+/fvx+PHj2FlZYUdO3ZIXRIVEaVKjUMXnmLb0Qd4Hp+WY7tvg/IY4lcLblVsir+4MqTIQnNhltG2sbFBr1690KtXr6Iqg4iIdOjkyZMYP3487ty5o9XerFkzrFu3Do0aNZKosrLn/PnzuHHjBhQKBX799VfUrVtX6pJIx9KVmdgX8Bi/HH+E2JfpWtvkMqB944r4wK8WalTg1I3FochCc/bFfwBgamoKLy+vPKekIyKiki0iIgJTpkzJcTbT3t4eixYtwrBhwzgUoxilp6fj9OnTAIBVq1ahY8eOEldEupSSpsLeM2HYeeIREpK1ZyNTyGXo3KwyBnd0QWUnLkxSnIosNK9cuVL82cjICOfOnSuqQxERURFRqVRYs2YNZs6cqTU7g0wmw0cffYR58+bBzo7jJ4vbxYsXkZ6eDnd3d4wePVrqckhHElOU2H0qBL+eDEVSmkprm5GBHN1aVMHA9i4ob28mUYVlW7GMaSYiIv1z+vRpjBs3Drdu3dJqb9KkCdatW4emTZtKVFnZplKpcP78eQDAV199BYVCIXFF9LbikzKw88Qj/O90KFIz1FrbTIwU6NWqKt5v5wJHGxOJKiSAoZmIiP7j+fPn+Oyzz/Dzzz9rtdvZ2WHBggUYMWIEg5qE0tPTkZ6eNb61Z8+eEldDbyMmIQ2/HH+EfQGPkaHSDstmJgbo41Md/drUgK2lsUQV0qsYmomICEDW9GXr1q3DV199lWPO35EjR2L+/PlwcHCQqDrKZmFhAWNjY2RkZCAkJIQXAOqhiNgU/HzsIQ5deApVpkZrm6WZIfq1qYE+vtVhZWYkUYWUG4ZmIiLC2bNnMXbsWNy4cUOrvVGjRli3bp3Wxd0krczMTJiZmSEjIwN3795laNYjT6KS8dORBzhyORxqjfYsY7aWRni/XU309q4OcxPGs5KIzwoRURkWHR2NqVOnYuvWrVrtNjY2mD9/PkaNGsWhGCVIVFQU9u7dixcvXgAAz/zriUfPErHlyH38dTUC/52R19HGBAPbu6BHyyowMWIsK8n47BARlUFqtRrr16/HjBkz8PLlS61tw4cPx8KFC+Ho6ChRdfRfGo0Gly5dwvHjx5GZmQknJyds3rwZbdq0kbo0ysfdxwnYcvg+ztx4nmNbeXszDO7ogi7NKsPIkB9M9QFDMxFRGXP+/HmMGzcOQUFBWu2enp5Yt24dWrRoIVFllJfDhw/j0qVLAICuXbti06ZNcHJykrgqysuNR3HYcvgBLtyJzrGtSjkLDPGrhQ5NKsJAwbnN9QlDMxFRGRETE4PPP/8cmzZt0mq3srLC3LlzMWbMGBgY8G2hJMqe9m/RokX47LPPIJPJJK6I/ksQBFwJjsWWw/dx9UFcju01K1hiaCdX+DasAIWcz58+4v+ORESlnFqtxsaNGzF9+nRxLGy2Dz74AIsXL0a5cuUkqo4KQ63Omo6sd+/eDMwljCAIOHc7GlsO38ft0Bc5tteuYoNhnV3Rsm45yBmW9RpDMxFRKXb58mWMHTsWgYGBWu316tXD2rVr4e3tLVFlVFgajQaZmZkAAGNjztdbUmg0Av6+Hokth+/jQXhiju2eNe0wtLMr3qntyA86pQRDMxFRKRQXF4fp06dj48aNEF65XN/S0hKzZ8/G+PHjORRDT1y6dAlqtRrW1tYcx1wCZKo1OHElAj8deYDQ50k5tjet7YihnVzRsJa9BNVRUeL/mEREpYhGo8GPP/6Izz//HPHx8VrbBg4ciCVLlqB8+fISVUevKyEhAX/99ReArPHMJiZcRlkqqkwNDl96ip+OPMCz2NQc21vVK4chfq6oU91WguqoODA0ExGVEleuXMHYsWPFWRay1alTB2vXroWPj49EldGbOnz4MJRKJVq3bo2RI0dKXU6ZlKFU4+D5J/j52ENEvUjT2iaTAb4NymOInytcK1tLVCEVF4ZmIiI99/LlS0yfPh3fffed1lAMCwsLfPPNN5g4cSIMDQ0lrJDeVFhYGABg8eLFkMs5PVlxSk3PxO8BYdhx4hHiEjO0tsllQIcmlfCBXy1UL28pUYVU3BiaiYj02G+//Ybx48cjIiJCq71///5YunQpKlasKFFlpAvZs2ZwLHPxiU9Mx/5zT7DrrxC8TFFqbTNQyNC5WWUM7lgLlRzNJaqQpMLQTESkh549e4bx48fj999/12qvXbs21q5di7Zt20pTGOkMZ80oPinpmTh9PRJHLocj8F4MNP9Z6trIQI4eLatiQPuacLYzk6ZIkhxDMxGRHtFoNFi/fj0+//xzJCX9e+W+kZERvvrqK0ydOhVGRkYSVki6EhgYCEEQYG1tDXt7zsSga6pMDS7ejcaRy+EIuBGFDJU6Rx9TIwV6e1dD/3Y14WDNizDLulIbmpVKJVJTc17dCgAmJia8ApmI9M7t27cxcuRInD9/Xqvdx8cHGzZsgJubm0SVka4lJSXhxIkTAIB58+bxTLOOaDQCbobE4+jlcJwIikBiiirXfuVsTdHFqzL6+laHjQX/7SlLqb2qYPv27bC1tc31tmbNGrFfZmYmZs+ejSpVqsDMzAzt2rVDUFBQrvvcvXs3PD09YWJignr16mH37t259gsKCkL79u1hbm6OSpUqYdasWeK4NCKi15Weno6vvvoKDRs21ArMNjY2+OGHH3Dy5EkG5lLm+PHjyMjIQJMmTTB69Gipy9F7jyISsX7fXfSZeRxjVpzFbwGPcwRmS1ND9GhZFWs/aYG9s9tjZLfaDMykpdSeac62Y8cOODs7a7XVrFlT/HnMmDHYtm0bhg8fDk9PT/z444/w8fHBxYsX4e7uLvb7+eefMXjwYPTo0QPjxo3DyZMn0a9fPyiVSgwaNEjsd+/ePbRu3RouLi5YsGABIiIiMG/ePISHh2Pjxo1F/4CJqFT5+++/MWrUKNy/f1+rvV+/fli5cmWO/9+odHjw4AEAYOnSpVAoFBJXo5+iXqThWGA4jl5+hofPcq7YBwBGhnK0quuMjk0rwsvDCUaG/LemvJX60Ozl5YVq1arlui0oKAg//PADvv/+e3H+y379+qF69eqYOnUqDhw4AABQqVSYNGkSBgwYgJ9//hkymQyjRo1CVFQUpkyZgl69esHCwgIA8Pnnn8PZ2Rlnz56FmVnWxQJmZmaYOXMmPvroIzRp0qToHzQR6b0XL15g6tSp+OGHH7Taq1SpgnXr1qFr164SVUZFLTU1VRxeyPeM15OYqsTJoEgcvRyOaw/jIAg5+8hlQGM3B3RsUgm+DcrD3JTTMVLhlPrQnJ+DBw/C2toaQ4cOFdtsbGwwevRoLFq0CMnJybCwsMCFCxcQGxuLSZMmaa0fP23aNHTq1AmnT59Gly5dkJGRgaNHj2L27NliYAaAiRMnYv78+di9ezf/AySifAmCgN27d+Pjjz9GVFSU2C6XyzFx4kTMmTNH/JBOpVP2So4VK1aEuTmnNStIhkqNszejcDQwHOdvR0OVqcm1X+0q1ujYtBLaN67Ii/rojZTp0Hzs2DHUr18/x6T/TZs2hSAICAoKgre3N44dOwaFQoF69epp9csOwFeuXEGXLl1w9uxZpKWloVGjRlr9bGxs4OrqiitXrhTtAyIivfbkyROMHTsWhw4d0mr39PTExo0b0bRpU4kqo+IUGxsLAHB1dZW4kpJLrREQdD8WRy6H49S1SKSkZ+bar4KDGfyaVkKHJhVRzZmLkNDbKfWhefv27di2bRuio6PRtm1brFq1ChUqVAAAhISEoH379jnuU6NGDQBAcHAwvL29ERISgkqVKuW4etne3h7W1tYIDg4W9/fq/f+7z8DAQJ0+NiIqHdRqNdasWYMZM2YgJSVFbDcxMcGsWbMwadIkruhXhsTExACA1nU1lPUtzP2nL3HkcjiOX3mG2JcZufazsTBC+8YV0bFpRdSpZqv1DTHR2yj1oXn27NkYMWIE6tati6VLl8LLywtXr16Fg4MDEhMTc516LntoRXp6OgDk2S+776v9AOS5z+x+BalTp06u7Y8ePdK6iJGI9N/169cxcuRIXL58Wau9ffv2WL9+PV/zZRBDs7ZnsSk4ejnrgr7HUcm59jE1UsDb0xl+TSuhaW1HGChK7eRgJKFSH5o3bdqEAQMGAADatGkDd3d3LFq0CEuWLEFKSgrk8pwvrOwrlZXKrOUz8+qX3ffVfgDy3Gd2PyKitLQ0zJo1C0uXLtWaktLe3h4rVqzAoEGDeIasjMoe01yWpxF8kZSBE1cicCQwHLdDX+TaRyGXoZmHEzo2rQjves4wNS71kYYkVmp/w/r164dOnTqhXLlyYlvt2rXRqFEjbN++HUuWLIG5ubm4ROmrVKqsuRuzL7bJq19231f7Achzn4W9eOf27du5tud1BpqI9Mvx48cxevRoPHr0SKt98ODBWLZsGRwdHSWqjKSm0Wjw4kVWSCxr3zKkZWTi9PXnOHo5HJfuxUD937Ws/1Gvhi06Nq2Etg0rwNaS8yhT8Sm1odnU1BSmpqY52qtWrYqrV68iMTERNjY24if6V2UPs7C2tgaAPPsJgoCkpCStfkDWWYLscdOv7jO7HxGVTbGxsZg8eTJ++uknrfbq1atj/fr16Nixo0SVUUmRlJQEtVoNhUKBKlWqSF1OkctUa3DpbgyOXg7H6RvPka7MfSGwas4W6Ni0Ejo2qYgKDpxRhKRRakNzXjIyMiCTyaBQKODs7JzjTA8A8cK+7ODr7OyMuLg4vHz5Uiv4hoeHIzU1VasfkDX2uG7dujn2mdd80URUugmCgF9++QWTJk0SZ0YAsoZtffrpp/jmm2+0pqmkskujyZourTQvaCIIAm6FvshayvpqBBKScx+66GBtgg5NKqJj00pwrWTF4UokuVI7Uv7p06c52gRBwN27d+Hi4gJzc3P4+fnh7t27iIuL0+p36dIlWFpaolmzZgAAPz8/AEBAQECOfgDEs0OtW7eGkZFRjn7R0dEIDQ3lWSSiMigkJASdOnXC4MGDtQJz48aNcfnyZSxevJiBmUTW1tYwMjKCUqkUT+CUFmHPk/D9gXvo+80JfLQsAHtPh+UIzBamBujWvApWT2yO3+Z2wIR368CtsjUDM5UIpTI0x8TEoGnTpggKCtJq37NnD0JDQzF27FgAQM+ePZGRkYF169Zp3Xfbtm3w8/ODkZERAMDb2xs2NjZYvny52E+tVmP16tVwcnIS52u2sLBAhw4dsHHjRnGIBwCsXr0agiBwBS+iMiQzMxNLlixB3bp1cfToUbHd3NwcK1aswIULF9CwYUMJK6SSSC6Xi9fi/Pc9TB/FJKRj+/GHGLbwbwyYcxJbDt9HRGyqVh9DAzl8PJ0xf2QTHFjgh+mDGqCJmyMUcgZlKllK5fAMBwcH+Pn5oUWLFujRowfatm2LkJAQrFy5Er6+vhg/fjyArMVJ3n//fcyZMwdpaWkoV64cNmzYgMzMTMyZM0fcn5GRERYtWoSPPvoIAwcOhI+PD/bu3YvTp09j27ZtWl+jzZ07F82bN0fHjh0xfPhwXL16Fd9//z0+/PDDHEM2iKh0CgwMxMiRI3Ht2jWt9s6dO+O7775D1apVpSmM9EL2xeR5XYBe0iWnqXAqKBJHLofj6oPYXJeylsmAhrUc4Ne0InwbVIClGechp5KvVIZmmUyGH374AY0aNcKWLVtw6NAh1KxZEzNmzMD06dNhYPDvw966dStq1qyJzZs348WLF2jRogW2b9+O2rVra+1z1KhRMDc3x4IFC7B37164ubnh119/RZ8+fbT6NWjQAH///TemTZuGSZMmwd7eHrNmzcL06dOL5bETkXSSk5Px9ddfY9WqVeLYVABwcnLCqlWr0K9fP37NTPmKj49HZGQk5HI5unTpInU5haZUqXH+djSOXA7HuVtRUOaxlHWtSlbw+2cpayfbnBfrE5VkMkHI7TMglUTZU87lNSUdEUnnzz//xJgxY/D48WOt9uHDh2PJkiWws7OTqDIqSebMmYOvv/4ajRs3Rvfu3XNsDwgIwPHjx9G2bVucOHFCggoLL0OlRmBwLE5fj8SpoEgkpaly7Vfe3gwdmlSEX9NKqF6eS1mTbkiRiUrlmWYiouISFRWFTz75BDt37tRqr1WrFjZs2IA2bdpIVBnpo5cvXwLIulC0JEpIzsC5W1E4c+M5Lt6NyXOKOGtzI7RtVAF+TSuiXg07fsNCpQJDMxHRGxAEAZs3b8aUKVPExSgAwMDAANOmTcOXX34JExMTCSskfWRvbw8AePDggcSV/OtJVDICbj7HmRvPcTMkHnmsOQJjQwVaezqjY5OKaObhxKWsqdRhaCYiek0PHjzAqFGjcOrUKa12Ly8vbNy4kRf90hvLXg1SymF4ao2AO2EvcOZGVlB+HJWcZ19TIwWaeTihtaczvOuXh7kJYwWVXvztJiIqJKVSiaVLl2L27NnIyMgQ2y0tLbFgwQKMHj26VC9KQUXP2dkZcrkcDx48QEBAAFq1alUsx01XZuLyvVicufEcZ289x4uk3BccAQAHa2O0qucM7/rOaOTqAGND/s5T2cDQTERUCBcuXMDIkSNx69YtrfYePXpg7dq1qFSpkkSVUWlibm6OBg0a4OrVq/j666/x119/Fdmx4hPTcfZWFM7ciMLlezHIUOU+PhkAalawhHf98mhVvxxqV7aBnHMoUxnE0ExElI/ExETMmDEDa9euxauTDZUvXx5r1qxB7969eZET6VTr1q1x/fp1nDx5EocPH0anTp10sl9BEPA4KlkcdnE77EWucygDgEIuQwMXe7Sq7wzveuVQwcFcJzUQ6TOGZiKiPOzfvx9jx47Fs2fPtNpHjx6NBQsWwMbGRprCqFSzsbFBkyZNcPHiRQwYMADnzp3LsXZAYak1Am6GxOPMjecIuPkcT6NT8uxrZmKA5h5O8K7vDK86TrAyM3rTh0BUKjE0ExH9R2RkJCZMmIC9e/dqtbu7u+P7778vtnGmVHa1b98ez549Q3h4ODp37owLFy6Iy2sXJDU9E5fuRSPgRhTO3orCy5S8xyc72ZjAu74zWtV3RqNaDjA04IwXRHlhaCYi+odGo8HGjRsxbdo0cb5cADAyMsKMGTMwbdo0GBsbS1ghlRWGhoZ4//338cMPPyAsLAzdu3fHmTNn8vz9i32ZjoCbzxFwMwqB92LyXJEPAFwrW6NVvXLwrl8erpWsOLyIqJAYmomIANy9exejRo1CQECAVnurVq3w/fffw93dXaLKqKwyNzfHoEGD8MMPP+Dy5cuYMWMGli5dCiBrfHJIZBIC/hmffOdxQp77UchlaOTqAO96zmhVvxyc7cyK6REQlS4MzURUpmVkZGDBggWYP38+VKp/lwG2trbG4sWL8eGHH0Iu51fWJA17e3v07NkTO3fuxLLlK+DWuANSDSvizM3niIhNzfN+FqYGaF6nXNb4ZA8nWJgaFmPVRKUTQzMRlVlnzpzBqFGjcO/ePa32Pn36YPXq1ShfvrxElRFlydTIYVPNC83860BjUR2bAzIAhOTa19nOFN71neFdzxkNatlzRT4iHWNoJqIyJyEhAdOmTcP333+v1V6pUiWsXbsWPXr0kKgyIiBdbYjoDGtEK60Rr7SAADnkDkBuEbh2FRt41886o1yzAscnExUlhmYiKjMyMjKwbt06zJ07F/Hx8WK7TCbDhAkTMHfuXFhaWkpYIZVFggAkZZoiWmmNmAxrJGbmPeZY0GQi4el1vAi7hHpVTDHvy7X8RoSomDA0E1Gpp9FosGPHDnz55ZcICwvT2lavXj1s3LgRzZo1k6Y4KptkcsQpLRGdYYXoDGuka/KelcVQlglH40Q4Gr2EveFLXHt6BUfvn8Dx2yq4u/8Fd3d3WFlZwcrKCtbW1rn+mVububk5z0wTvQaGZiIq1Y4dO4Zp06YhKChIq93CwgIzZszA5MmTYWjIi6So6CUkZyAizQa1OkyGYfV3EJhgkmdfU3kGnIxfwsn4JWwMk/HqqtVNmzZFtWrVsHfvXjx//hwXLlx4o3rkcnmegfp12kxMTBi+qUyQCUJei2hSSVOnTh0AwO3btyWuhKjkCwoKwrRp03Ds2DGtdgMDA4wePRpfffUVnJycJKqOyoJMtQZ3Hyfg4p1oXLgTjbtPEvJcthoArA1SxKBsrkhHQTlUrVYjPDwcaWlpSE9PR0ZGhtYtvzZdvvUbGhq+dfC2trbmh1d6LVJkIp5pJqJSJSwsDF9++SV++eWXHNv8/f0xb948uLi4SFAZlQUxCWm4eCcGF+5E43JwDJJSVXn2lUMDe6MkOBq/hJPRSxgrMl/rWAqFAlWrVn3tGgVBgEqlyjNcFzaAZ2RkAABUKhXi4uIQFxf32rW8ysTEBNbW1rC2tsa7776LWbNmwciIS3lTycEzzXqEZ5qJ8hYXF4d58+Zh7dq1UCq1lw329fXF4sWL0bRpU4mqo9JKqVLjxqN4XLgTjYt3o/EoIinf/sZyFZ7ePg1bRSw6tawNA1neK/eVdBqNBkql8rUD93///ur86K9q0aIFdu/ejYoVKxbzIyN9wDPNRESvKS0tDatWrcLChQu1lr4GgLp162LRokXo3Lkzx1ySzoTHpIhDLq7cj0W6Up1nXwOFDPVr2sPLwxFeHk7Y/uNqzDy5Go0bN4aBzLUYq9Y9uVwOExMTmJjkPTa7MNRqtVaIjoqKwp9//olz586hUaNG2LVrF3x9fXVTNNFbYGgmIr2kVquxdetWfP3113j27JnWtkqVKmHOnDkYPHgwFAqFRBVSaZGanomgB7G48E9QfpbPSnwAUMHeDF51nNDM3QmNXB1gbvLvWy0/u/1LpVIhNTU111ulSpXw8OFDREdHo3379ti5cyf69OkjdclUxjE0E5FeEQQBhw4dwueff57jazlra2tMnz4dEyZMgKmpqUQVkr4TBAEhEUnikIvrj+Khysx7GIWxoQKNXO3h5eEELw8nVHIse1O5qdVqpKWl5RmCs28pKSniz3kNy8ht36dOnWJoJskxNBOR3rh48SKmTp2K06dPa7UbGRlhwoQJmD59Ouzs7CSqjvRZYqoSgff+PZsc+zI93/7Vy1uKIbl+TTsYG5aebzQ0Gg3S09MLDMCv3tLT8//3youBgQEcHBzyvZUrVw4+Pj46fpREr4+hmYhKvPv372P69OnYu3evVrtMJsOgQYMwZ86cN5pFgMoutUZA8JMEMSTfCXsBTT6XxVuYGqBp7axxye+4O6Gcben5JiM6OhqBgYEIDQ1FSkoK0tLS3mhKOplMBjs7u3wDsKOjo9bfray49DfpD4ZmIiqxoqKiMGvWLGzcuBGZmdrTcfn5+WHRokXw9PSUqDrSN3Ev03HxbjQu3InB5XsxeJmizLOvTAbUrmKDZu5O8PJwhEc1Wxgo5MVYbdHKzMzEvXv3cPnyZTx+/DjXPlZWVoUOvw4ODrC1teU1BFSqMTQTUYmTnJyMpUuXYunSpUhJSdHa1qhRIyxevBjt2rWTqDrSF6pMDW6GxP8TlKPxIDwx3/62lkb/hGQnNK3tCFvLvJe21lcJCQm4cuUKrl69Kr62FAoFevTogaFDh6J69epwcHCAvb0950gm+g+GZiIqMVQqFTZu3IhZs2YhOjpaa1v16tUxb9489OvXD3J56TnjR7oVEZuCi3ezFhe5EhyD1Iy8p4NTyGWoV8MOXh5OaObuiFqVrCGXl86hAtkX0F65ckUcelG+fHmMHDkSI0eORKVKlSSukKjkY2gmIskJgoC9e/di+vTpePDggdY2e3t7fPXVVxg9ejSMjUvfmT96O+nKTAQ9iMua6eJONJ5Ep+Tbv5ytKZr/Mx1cYzcHWJiWjaWbQ0NDERgYCABo27Ytxo4dix49enDpaqLXwNBMRJI6ffo0pk6diosXL2q1m5qa4tNPP8Vnn30Ga2triaqjkkYQBIQ9Txang7v2IA7KfKaDMzKUo6FL1nRwzTycULWcRZm88OzSpUsAgDFjxmDdunUSV0OknxiaiUgSt2/fxueff46DBw9qtcvlcowYMQLffPMNKlSoIFF1VJIkp6kQGByDC3dicPFONKJepOXbv2o5CzEkN3Sxh7FR2b44LSEhAcHBwQCAvn37SlwNkf5iaCaiYhUeHo6ZM2diy5Yt0Gi0zxD27NkTCxYsgLu7u0TVUUmQqdbg7uMEBAbH4NLdGNwKfQF1PvPBmZkYoKmbA5p5ZA27KG9vVozVlnwpKSniOGY/Pz8MHjwYn332GWrXri1xZUT6haGZiIrFy5cvsXDhQqxcuTLHQgjNmzfH4sWL0apVK4mqIylpNAIeRSQiMDgWgcExuP4wLt8L+ADArbI1mrlnnU2uV6N0TQenaxUrVsTAgQNx5swZPHnyBJs2bcLmzZvRs2dPTJ06Fc2bN5e6RCK9wNBMREUqIyMD69atw9y5cxEfH6+1zc3NDQsWLECvXr3K5DjTskoQBITHpOBKcCwCg2Nx9UEsEpLznjMZAGwsjPBObcd/ziY7ws7KpJiqLR1q1aqFWrVq4cmTJzh79iyCg4Px+++/4/fff4enpycqV64MOzs72Nvbw97eXuvnV/9uZmbG1yqVWQzNRFQkNBoNduzYgS+//BJhYWFa25ydnfHNN99gxIgRMDDgf0NlQUxCOgKDY3DlfiyuBMcWOC7Z0ECOejXs0NjVAV4eTnCrXHqngytOVapUQZUqVRATE4Nz587hxo0buH79Oq5fv16o+xsbG+cZqPMK23Z2dpzzmUoFvlsRkc4dO3YM06ZNQ1BQkFa7hYUFpk6dik8//RTm5uYSVUfFITFFiasPYsWzyY+jkvPtL/9nBb4mbo5o7OaA+jXsyvwFfEXJ0dERPXv2RNu2bREeHo7U1FSkpaUhLS0t159TU1Oh0WiQkZGByMhIREZGvtbxLC0tXzts29jYcE52KlEYmolIZ4KCgjBt2jQcO3ZMq93AwACjR4/GV199BScnJ4mqo6KUlpGJ64/iceWfs8nBT19CyPvaPQBA9fKWaOLmgMauDmhYywGWZpwzuLhZWloW6sJbQRCgVCrzDNX/DdjZbWlpWd8oJCUlISkpKc8lu3Mjl8tha2sLOzs7uLq6YsuWLXBwcHjjx0r0thiaieithYWF4csvv8Qvv/ySY5u/vz/mzZsHFxcXCSqjoqLK1OBO2Avx4r3bYS+Qqc4/JZe3N8sKyW4OaFzLAfbWHJesL2QyGYyNjWFsbAwbG5s8+2WH65SUFKSmpiI5ORlxcXGIjY0Vb9lBuiAajQZxcXGIi4vDgwcPcPfuXXh7e+voERG9PoZmInpjcXFxmDdvHtauXQulUvtCLl9fXyxevBhNmzaVqDrSJY1GwIPwl7hyP2u4xfWHcUhT5j/Dha2lERq7OqKJmwOauDmgggOH5Oij7BCcHYSzf/7v37N/zszMfO1jmJqawsnJCU5OTnB0dBT/zP7Zzc0NXl5eRfDoiAqPoZmIXltaWhpWrVqFhQsX4uXLl1rb6tati0WLFqFz5868yl6PCYKAJ9EpWRfv/TPDRWKKKt/7mJsYoGGtrDPJTdwcUKO8JX8H9EhycjLCwsIQFhaGyMhIJCcnv3EINjEx0QrBrwbh3IIxr3EgfcDQTESFplarsXXrVnz99dd49uyZ1rZKlSphzpw5GDx4MBQKXsClj6JfpCEwOAaBwbG4cj8WMQnp+fY3MpSjfg27rIv3XB3gVsWa8yXrkZSUFDEkh4WFISYmJs++xsbGeYbe3IKxubk5PzBRqcPQTEQFEgQBhw4dwueff47bt29rbbOxscEXX3yBCRMmwNTUVKIK6U0kJGfg6v04XAmOQeD9WDyNTsm3v0IuQ+2qNuLFe/Vq2MHYkB+Q9EVqaqpWSI6Ojs7Rp379+mjTpg1atmyJypUriyHYwsKCIZjKPIZmIspTeHg4jh8/js2bN+P06dNa24yMjDBhwgRMnz4ddnZ2ElVIryM1PRPXH8WJF+89fJZY4AwXNStYoolb1rjkBi72MDflDBf6JiIiAvv378fz589zbKtbty7atGkDX19f+Pj4wN7eXoIKifQDQzMRiRITE3Hq1CkcO3YMx48fx71793L0kclkGDRoEObMmYOqVatKUCUVllKlxu2wF+JcybfDXkCtyT8lV3QwQ+N/QnIjVwfYWRoXU7VUVEJDQ7UC84cffgg/Pz/4+PjA0dFRwsqI9AtDM1EZplKpcPHiRTEkX7x4EWp13jMi+Pn5YdGiRfD09CzGKqmw1BoB95++FFfeu/4wHhmq/Ge4sLcyzrpwzzVrUZHy9mbFVC0Vl3feeQcJCQm4fPkyAODKlSuYPHkyAzPRa2JoJipDBEHA3bt3cfz4cRw7dgynTp1CcnL+K7XVrFkTHTp0QL9+/eDr61s8hVKhJCRn4O7jBNwJS8Cdxy9wK+QFktLyn+HCwtQAjVyzxiQ3cXNENWeOVS3tDA0N0bVrV9SsWRP79u1DUFAQGjVqhN9++w1+fn5Sl0ekNxiaiUq558+fiyH5+PHjiIiIyLe/nZ0d2rVrhw4dOqB9+/aoXr16MVVK+UlXZuL+05e480pIjohNLfB+xoYK1K9pJy4q4lbZBgo5Q3JZVLt2bVSoUAFr1qxBWloafv/9d4ZmotfA0ExUyqSkpODvv/8Wg/KtW7fy7W9sbIxWrVqJIblhw4aQyzltmJTUGgFhkUm48/iFGJBDIpIKHI8MZM1w4VHNRrx4r041Wxhxhgv6x927d6FUKmFmZobPPvtM6nKI9ApDM5Gey8zMxJUrV3Ds2DEcO3YM58+fh0qV/1f0DRs2RPv27dGhQwe0atWKU8VJSBAEPI9Pw52wF/+cRX6B+09fFrjaXjZbSyN4VLWFRzUbuFe1Rb0adjA34X/tlFNCQgKOHz8OAFi0aBFq1KghcUVE+oX/sxLpGUEQ8PDhQ3G4xV9//ZVjVb7/qlKlCjp06IAOHTqgbdu2vABIQi+TlVnjkB//G5ITkpUF3xGAiZECtavYwKOqDTyq2cK9qg2c7Uw5JpkKJTw8HCqVCrVq1cLYsWOlLodI7zA0E+mBmJgYnDhxQhxy8eTJk3z7W1tbo23btuLZZBcXFwYrCWQo1bgf/lLrLPKzQoxDBrKGWdSsaAWPqjZwr2oDj6q2qOpswRX36I05ODgAAKKioiSuhEg/MTQTlUBpaWkICAgQzyYHBQXl29/Q0BAtWrQQQ3Ljxo1hYMCXd3FSawSEPU/C3bB/zyI/epZYqHHIQNb8yB7VbMWzyLUqWcHEiM8h6Y6DgwPkcjkSExPx6NEj1KpVS+qSiPQK/0cmKgE0Gg2CgoLEM8kBAQHIyMjI9z5169YVh1x4e3vDwsKimKolQRAQ9SINd8IScPefgHzvcUKhxyHbWBj9G5Cr2qJ2VWvYWHARESo6iYmJ+O2336DRaACgwKkmiSgnhmYiiYSGhooh+a+//kJcXFy+/StUqCDOcNG+fXs4OzsXU6WUmKLEncdZATl7XuT4pPw/1GQzMVLArbK11llkjkOm4nTv3j3s27cPaWlpMDMzw+rVq9GwYUOpyyLSOwzNRMXkxYsX+Ouvv8QhF48ePcq3v4WFBXx9fcWg7O7uzqBVDMRxyI8TcPefscjhMSmFuq9CLkON8pZwFwOyDao5W3IcMkkiLi4Op0+fxvXr1wFkzZqzY8cOuLm5SVwZkX5iaCYqIhkZGTh37px4NvnKlSviV6O5USgUaNasmRiSmzVrBkNDw2KsuOxRawQ8fp6kFZAfvsY45Ar2ZnCvljXEwqOqDVwrW8PUmP+tkrQiIyMREBCAO3fuQBCyfpenTJmCuXPnwtiYw4CI3hT/dyfSgczMTISEhCA4OBh37tzByZMncfr0aaSlpeV7v9q1a4sX7/n6+sLKyqqYKi47BEFAQrISkXGpiPjnFhmbiifRyQh+koDUjMKNQ7Y2N8qayeKfkOxe1Qa2lgwgVDIIgoCwsDAEBARofYvVpUsXzJgxAy1atJCwOqLSgaGZ6DXExsYiODg4x+3Ro0cFLigCAE5OTmJIbteuHSpXrlwMVZd+aRmZWYE49p9Q/M/PkXEpiIxLLXQwzmZsqEDtKtZZU739M9SivL0Zh8dQiZSSkoKdO3fi6dOnAAC5XI7+/ftj6tSp8PT0lLg6otKDoZnoP5RKJR49epQjGN+7dw/x8fGvtS9TU1P4+PiIQblevXoMXm8gU63B8/g08WxxZGwqnsWlIPKfkFzYxUFyI5cBNSpYaQXk6uU5Dpn0R0REhBiYAcDV1RU+Pj6oUqWKhFURlT4MzVQmCYKA6OjoHKE4ODgYoaGhUKtf78wkkHV2p1q1anBzc0PDhg3RoUMHNG/enGMIC0EQBMQlZiAyLhXPYlNeOVOcFYqjX6ShkMOM82RmYoAK9mYob28m/ula2RpuHIdMes7FxQXvvfcegoKCEBoainv37uGjjz7ChAkT0KNHDwwePBidOnWCkZGR1KUS6TW+U1Cplp6ejocPH2qF4uxbQUtP58XGxgZubm7irXbt2nBzc4OLiwsDcj6SUlX/DJ1I+XcYRfaf8alQqvK+SLIwDBQyONuZoYKDmXY4djBDRXtzWJkb8iw/lUoymQz16tVDvXr1kJiYiJs3b+L69euIjo7Gnj17sGfPHtjb26NXr15o164d2rZti3LlykldNpHeYWguIqmpqfjiiy+wa9cuJCcno3379lixYgWqV68udWmljiAIiIyMzDUYh4WFiVePvw6FQoEaNWrkCMZubm5wdHRk+MpFhkqN5/FpiIhN0Q7E/5w1TkoreMx3fmQywMHa5N9ALIZjc1RwMIODtQkUcj4vVLZZWVmhZcuWaNmyJZ4/f47r16/j5s2biIuLw48//ogff/wRQNbiSO3atUO7du3g4+PDi5CJCoGhuQgIgoBevXrh0qVLGDlyJKpXr46VK1eiVatWCAoKgpOTk9Ql6qXU1FTcv38/x1jj+/fvIykp6Y32aW9vn+tZ4xo1avCrzP9QawTEJKRpDZ149soQitiX6W99DCtzwxxDKCo4mKOCvRmc7UxhZKjQwSMhKhucnZ3h7OyM9u3bIywsDA8fPkRISAiioqJw69Yt3Lp1C6tWrYJCoUDTpk3FEN28eXOYmJhIXT5RicPQXAT27duHY8eO4ejRo+jQoQMAwM/PD25ubpgzZw6+/fZbiSssuTQaDcLDw3OdoeLJkydvtE9DQ0PUrFkz17PG9vb2On4EJVemWoPU9EykpGciOU2FlH9+TvnnZ7FN/HsmUtNVSE7PRHKqCtEJachUv93AYmNDBcrbm4pBWDscm8HClPNSE+maQqFAzZo1UbNmTQBZs22EhoYiNDQUISEhePHiBS5cuIALFy5g3rx5MDExQfPmzeHq6opq1aqhatWqqFatGqpVq4Zy5cpBLudFslQ2MTQXgQMHDqBOnTpiYAaAmjVrom/fvti1axdWr15d6r/ez8zMRGpqKlJTU5GWlpbrn9k/P336VOuscWpq6hsd08nJKdezxtWrV4eBgf7+qms0AtKU6jzDba7BN12FlLRMJKf/E3zTMpGufP2LG1+XQi6Dk62pVhiu6PBvOLazMi71v/tEJZ25uTnq1q2LunXrAgASEhIQEhIiBunk5GScPHkSJ0+ezHFfIyMjVK1aVStIv/pz+fLloVDwGyEqnfQ3SZRgx44dg6+vb472pk2bYufOnQgPD5dkfl6NRlNggC3stoLaMjMzi+QxGBkZoVatWrmeNbaxsSmSY74pQRCgVGmQ8k9oLSjcpqSrkJqWieT07FD8z/b0TLzBsOwiY2dpjPL/udiuwj9nip1sTTlVG5GesbGxQaNGjdCoUSMIgoCYmBiEh4cjISEBL1++REJCAhISEpCYmAilUokHDx7gwYMHue7LwMAAVapU0QrTr4bqihUr6vVJDCrb+JurYyqVCk+fPkWNGjVybMtuCw4OfuPQHPE8GgM/mgalUgmVKjPrT6Xyn7+roFT987NSBaVKJbarlEqo3jLI5n+G0AxQmAEWgJkFABT2bKIMkMkgk8shk8kBWdafVlbWcHB0goOjIxwcHGFrZw87ewdYWloBMjkEAdAIAiJUQPjNJBy7ESi2aQRAo4HW37N+zvp79s+5tWW1C6/cP58+WvsRIGj+3a5UC8hQCVC/3YQQRcbYADA2lMHEUA4TQ9m/NyMZjA2y/ny13dhQBmtTOewsFDAyyH5u0/+5xSMjDgiNA0IlfExE+uDx48cAgLt37+L58+cSV1N4FhYWMDc3R0pKCpKTk/OcljN7ddSQkJBct8vlcjg6OqJ8+fIYOHAgmjdvXpRl0yve5KL4knyf1NRUmJmZvfb93gZDs45lX5CW20UU2U9uenr+F0zVqVMn1/ZHjx5BbuaEUIOWeT5zRv/cSotEAIkaALH/3JD/stSlnSYzA5nKNKiVKVC/8mdmjr+nQi3e/tNHlQYIJTTNE5UR2d/OlTUajQZRUVGIiorCtWvXpC6H9JyHh0exHo+hWcdSUlIAINcLJbLHeSmVb756GeknQaPOCq0ZqVCrUqHOSEWmKjXf4KtWpvwn/KZB0BTNsBciIiLKH0OzjpmbmwNArmN6VaqseWotLCzy3cft27dzba9Tpw5CniVAmRKn1S57dShEPqMidHP5VREMrhUECIIGEDTinznbBAD5bf9P33z39U8b/vlZ8297Vlve989q/+/2nH0FtRKazHRoVGkQMtMgqAs3R7Hin5vICICRAoDlPzciIqI38yYXYpfU+0RGRr72Md4WQ7OOZU8QHx8fn2NbYmIiAMDa2vqN91+jog0Ctwx74/sTERER6bu8hrIWJV7mrmMGBgZwdHTEo0ePcmwLDg4GAJQvX764yyIiIiKit8DQXAT8/Pxw8eJFcThGtkuXLqF27dqoUqWKRJURERER0ZtgaC4CPXv2RGRkJHbu3Cm2BQcH448//kC3bt0krIyIiIiI3gTHNBeB3r17o2XLlhg3bhzCw8Mhl8uxZs0aODk5YerUqVKXR0RERESviaG5CCgUCvz555/4/PPPsWLFCqSnp6N9+/ZYvnw5HB0dpS6PiIiIiF6TTHiTZVhIEtlXiuY1JR0RERFRWSBFJuKYZiIiIiKiAjA0ExEREREVgKGZiIiIiKgADM1ERERERAVgaCYiIiIiKgBDMxERERFRATjlnB6xtLSESqVCzZo1pS6FiIiISDKPHj2CoaEhkpKSiu2YPNOsR8zNzWFoaCh1GTr16NEjPHr0SOoyqAB8nko+Pkf6gc+TfuDzVPKpVCqkpaUV6zG5IqAeef78udQl6BwXbNEPfJ5KPj5H+oHPk37g81TyZT9HxYlnmomIiIiICsDQTERERERUAIZmIiIiIqICMDQTERERERWAoZmIiIiIqACcp5mIiIiIqAA800xEREREVACGZiIiIiKiAjA0ExEREREVgKGZiIiIiKgADM1ERERERAVgaCYiIiIiKoCB1AUQ/ZdSqURqamqu20xMTGBiYlLMFRHpJ76WiHQnPT0d6enpuW4zMzODkZFRMVdExY1nmqnIpKam4uOPP4azszMsLCzQq1cvhIaGFni/7du3w9bWNtfbmjVriqHyskelUqFLly4ICwsr9H3e9PmlN/e6zxNfS8XrypUraNeuHWxsbFC7dm2MHTsWCQkJhbpvbGwshgwZAjs7O9jY2GDIkCGIi4sr2oLLqDd9nhYuXJjn62n//v1FX3gZ8vDhQwwcOBBOTk6wt7dH9+7dcfPmzULdtyjfm3immYqEIAjo1asXLl26hJEjR6J69epYuXIlWrVqhaCgIDg5ORW4jx07dsDZ2VmrrWbNmkVVcpkjCALCw8Nx/fp1LFy4EGfPnn2t+77t80uF8zbPUza+lorezZs30bJlS/Tv3x8DBgzArVu3sG7dOhw9ehQXL16Evb19nvdNT0+Hr68v4uPjMXHiRFhZWWHJkiXw9fXF5cuX+Y2ADr3N85Tt5MmTOdrq1KlTFOWWSTdu3ICvry9cXV3x1VdfwcjICKtXr0aLFi0QGBgINze3PO9b5O9NAlER+O233wQAwtGjR8W2hw8fCgqFQhg/fny+9928ebMAQAgNDS3iKsu2x48fCwAEuVwulC9f/rX+zd/m+aXX8zbPE19LxadNmzbCxIkTtdqOHz8uAMjR/l8rVqwQFAqFcOfOHbHt1KlTAgBh6dKlRVJvWfU2z9PMmTMFxqai17dvX2H48OGCWq0W2549eybIZDJh3Lhx+d63qN+bODyDisSBAwdQp04ddOjQQWyrWbMm+vbti127dkHg6u2Sc3JywrVr1/DixQt8+umnr3VfPr/F522eJyoeCQkJOH36NKZPn67V3q5dO7Rt2xY7duzI9/4HDhxAp06d4O7uLrb5+PjAy8sLu3btKpKay6K3fZ6oeMycOROrVq2CXP5vRK1QoQJsbW0LHJpW1O9NDM1UJI4dO4ZGjRrlaG/atCliYmIQHh4uQVX0KhMTE3h6esLKyuq178vnt/i8zfNExcPGxgabNm1CuXLlcmzz9PRETExMnuOT09LSEBAQkOfr6caNG1CpVDqvuSx6m+eJik+dOnVgYWGh1Xbv3j3Ex8ejYcOG+d63qN+bGJpJ51QqFZ4+fYoaNWrk2JbdFhwcXOB+tm/fDnd3d9jb26Nv376IiIjQea30+nT1/FLx4Wup6H3wwQe5tkdGRkKhUOQIAdmePXsGpVKZ5+spIyMDjx8/1mmtZdmbPk+vWrFiBWrUqIFy5cphxIgRSExM1HWZ9IqYmBgMGzYM9vb2GDt2bJ79iuO9iaGZdC4pKQkAcr14xczMDADynLbnVbNnz0bbtm0xd+5cXL16FV5eXoiNjdVtsfTadPX8UvHha0kamZmZOHfuHLy9vWFsbJxrn+zAxdeTdArzPL1q9uzZeO+99zBjxgzs378frVu3RkZGRjFUWrZs2LAB77zzDqpUqYLHjx/j4MGDKF++fJ79i+O9ibNnkM6lpKQAgNZ4pGwKhQJA1vyxBdm0aRMGDBgAAGjTpg3c3d2xaNEiLFmyRIfV0uvS1fNLxYevJWksWrQIkZGR+Y6V5etJeoV5nl518OBBtGzZEgBQu3Zt+Pn54YcffsC4ceOKsswyx9bWFg0bNoSNjQ2uXLmC3377DU2aNIGBQe7RtTheSzzTTDpnbm4OIOvT+39lj83L7yuwfv36ITIyEu+//77YVrt2bTRq1Ajbt2/XcbX0ut72+aXiw9eSdK5evYrZs2dj8+bNaNGiRZ79+HqSVmGfJwCYMmUKoqKixMAMAB06dIC9vT1fT0XA398fGzZswNGjR3H8+HGsW7cOH330UZ79i+O1xNBMOpd9wVJ8fHyObdlfRVpbW+d5f1NTUzg7O0Mmk2m1V61aFRERERw/JrG3fX6p+PC1JI2QkBB069YN8+fPx8CBA/Pta2NjA4CvJym8zvMEZAWu/87zK5PJUKVKFdy7d6+oyiQADRs2xODBg7Fp0yY8ePAg1z7F8d7E0Ew6Z2BgAEdHRzx69CjHtuxB+PmNS8pLRkYGZDKZ+DULSaOonl8qPnwtFZ3IyEh06NABI0eOxOTJkwvs7+joCLlcnufrydjYGLa2tkVRapn2us9TfjIyMmBoaKijyigvdevWBQBcv3491+3F8d7E0ExFws/PDxcvXswxVdKlS5dQu3ZtVKlSJc/7Pn36NEebIAi4e/cuXFxcxK9gSDpv8/xS8eFrqXjFx8ejY8eO6N27N7755ptC3cfS0hItWrRAQECA1hyygiDg0qVLaNOmDYyMjIqo4rLpTZ4nIPfXU0ZGBh49eoT69evrsMKyLa+z9tmz/uT3/lLU700MzVQkevbsicjISOzcuVNsCw4Oxh9//IFu3brleb+YmBg0bdoUQUFBWu179uxBaGhovtPNUPF50+eXig9fS8UrOTkZXbp0QatWrbBkyZIcQ2Ly07NnTwQGBiIgIEBsO3HiBG7dusXXk4696fN069YttGzZMsfiGqtXr0ZGRgZfTzqSmpqKDh06IDAwUKs9OTkZP/30EypXrgxPT88871/U700ygUt3URFQq9Xw8fHBjRs38MUXX0Aul2PNmjXIzMzEjRs34OjoCAD4+++/ERMTgz59+gDIOrsydOhQ7N69Gz169EDbtm0REhKClStXokWLFjh27FieV87S69uzZw8AYP/+/di2bRvWrl0LJycnODo6wsfHB0DO5wgo/PNLuvEmzxNfS8WrQ4cOCAsLw7x583K9er9z584wNzfHH3/8AQDo0qWLuC0lJQUNGjRAcnIypk2bhoSEBKxevRoVK1bE5cuXc51Ci97Mmz5PSqUSXbp0QWBgIHr16oVWrVrhypUr2LBhAwYNGoStW7e+1gclytvGjRsxbtw49O7dG23btoVKpcL333+Pe/fu4cCBA/Dz8wMg0XvTWy/ETZSHxMREYezYsYKjo6NgaWkp9O7dWwgNDdXq4+PjI/z311CpVAorV64UGjRoIJibmwv169cXZs2aJahUqmKsvmwAkOvNx8dH7JPbcyQIhXt+STfe9Hnia6n45PUcZd+yXxtVq1YVqlatmuP+kZGRwoABAwQbGxvB1tZWGDJkiBAbG1u8D6IMeJvnKTk5Wfj6668FDw8PwczMTHjnnXeENWvWCBqNpvgfSCl37tw5oW/fvkLVqlUFBwcHoWvXrkJQUJBWHynem3immYiIiIioABzTTERERERUAIZmIiIiIqICMDQTERERERWAoZmIiIiIqAAMzUREREREBWBoJiIiIiIqAEMzEREREVEBGJqJiIiIiArA0ExEREREVACGZiIiIiKiAjA0ExEREREVgKGZiIiIiKgADM1ERERERAVgaCYiIiIiKgBDMxERFUpYWBhkMhl8fHwQHx+PTz/9FNWqVYOBgQE+/vhjqcsjIipSBlIXQERE+uHatWsAAHNzc9SvXx+ZmZlo3bo13N3d0bRpU2mLIyIqYgzNRERUKNevXwcA/Pnnnxg5ciRWr14NExMTiasiIioeDM1ERFQo2WeaW7RogfXr10Mu5wg/Iio7+D8eEREVSnZoXvL/9u3YBEIgiqLomBsIJrZhAza4DdqA5oaC4EamvmxnYc6p4IeXx8znI5iB5nT3fd+1jwDgvx3HUYZhKNM0lX3fS9d1tU8C+ClTAQDR8555WRbBDDRJNAMQPU8z5nmuewhAJaIZgOhZmkUz0CrRDEBkaQZa5yMgAK+u6yp935dxHMu2bbXPAajC0gzAq3Vdy3meVmagaZZmAAAILM0AABCIZgAACEQzAAAEohkAAALRDAAAgWgGAIBANAMAQCCaAQAgEM0AABCIZgAACEQzAAAEohkAAALRDAAAgWgGAIBANAMAQCCaAQAgEM0AABCIZgAACL7YvDJEv4jdZAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 750x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "h, e = np.histogram(n_neighbours_highlight, bins=50, density=True)\n",
    "e = (e[:-1] + e[1:]) / 2\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "# ax.plot([2.0, 2.0], (e[0], e[-1]), \"k\")\n",
    "ax.fill_betweenx(\n",
    "    e, np.full_like(e, 2.0), 2.0 + h * 1000,\n",
    "    edgecolor=\"k\", facecolor=\"gray\"\n",
    ")\n",
    "min_line, = ax.plot(r_list, min_n, \"k\")\n",
    "max_line, = ax.plot(r_list, max_n, \"k\")\n",
    "mean_line, = ax.plot(r_list, mean_n)\n",
    "\n",
    "ax.legend(\n",
    "    [min_line, mean_line], [\"min/max\", \"mean\"],\n",
    "    fancybox=False, framealpha=1, edgecolor=\"k\"\n",
    ")\n",
    "\n",
    "ax.set(**{\n",
    "    \"xlim\": (r_list[0], r_list[-1]),\n",
    "    \"xlabel\": \"$r$\",\n",
    "    \"ylabel\": \"#neighbours\",\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the radius value regime of 2 and higher the number of neighbours per point quickly approaches the number of points in the whole data set. We can interpret these plots as upper bounds (max: hard bound; mean: soft bound) for $n_\\mathrm{c}$ if $r$ varies. Values of $n_\\mathrm{c}$ much larger than say 5000 probably wont make to much sense for radii below around 2.0. If the radius cutoff is set to $r=1$, $n_\\mathrm{c}$ is already capped at a few hundreds. We can also see that for a radius of 2.0, a substantial amount of the data points have only very few neighbours. Care has to be taken that we do not loose an interesting portion of the feature space here when this radius is used. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering root data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's attempt a first clustering step with a relatively low density criterion (large *r* cutoff, low number of common neighbours $n_\\mathrm{c}$). When we cluster, we can judge the outcome by how many clusters we obtain and how many points end up as being classified as noise. For the first clustering steps, it can be a good idea to start with a low density cutoff and then increase it gradually (preferably by keeping $r$ constant and increasing $n_\\mathrm{c}$). As we choose higher density criteria the number of resulting clusters will rise and so will the noise level. We need to find the point where we yield a large number of (reasonably sized) clusters without loosing relevant information in the noise regions. Keep in mind that the ideal number of clusters and noise ratio are not definable and highly dependent on the nature of the data and your (subjective) expectation if there is no dedicated way of clustering validation. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:15:55.154294Z",
     "start_time": "2022-11-24T17:15:55.064441Z"
    }
   },
   "outputs": [],
   "source": [
    "tree = KDTree(langerin.input_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:16:51.221207Z",
     "start_time": "2022-11-24T17:16:24.051382Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 1.5\n",
    "\n",
    "neighbourhoods = tree.query_radius(langerin.input_data, r, return_distance=False)\n",
    "for n in neighbourhoods:\n",
    "    n.sort()\n",
    "\n",
    "langerin_neighbourhoods = cluster.Clustering(\n",
    "    neighbourhoods, recipe=\"sorted_neighbourhoods\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:17:41.728586Z",
     "start_time": "2022-11-24T17:17:41.223942Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "26528     1.500     2         10        None      11        0.702     0.005     00:00:0.483\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n"
     ]
    }
   ],
   "source": [
    "langerin_neighbourhoods.fit(radius_cutoff=r, similarity_cutoff=2, member_cutoff=10)\n",
    "langerin.labels = langerin_neighbourhoods.labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:17:48.327350Z",
     "start_time": "2022-11-24T17:17:47.736338Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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OYREluenUNPsIGK24zTlJgqwnBPBOjomIXk0PNusNqdcLWlDq9kcu/i7xgaiMuTWfslV7YfKlE7R4qZqyDH+Ws30fe9+HKKpIVPQuTEMXEFh7GiW56fz+kKt5dfUz1LjqkSU5HhmDRJf+VAPB+zs1vDswKJGx1ZvbECkKEgeKPblDYyBxOp04nU4WLVq0zYX80Wg0SYgBFBoMTDFbEv7tbVZnsw3Jy+OQQw5hzJieaxI0NHZHfD4fl19+OXl5eeTn53PRRRfh8fQtRaWRSEp7iRR1S6k6JKufubhH64rO2y/OMaOLBvhx0jm4zX3LJBjTIGiRaepGgMX3LWwGdOiHzUMyJtpYSAZ/XIgBmHzplC6dvM22ZYrexcuzD+TN2TM5cco+PHLqnfzvd8/wyKl3UJKhTkiJ1YxJkpRyILg2mzI1OzwyFvsgHO6BEUfZVj1Gg56G1o7Q657coTFQ9EfdGIBz3pdb/RydedsG5g42hYWFeL1eysrKBntXNHZRhBBs3ryZcDhMVlYWsizz0ksv8dprrzF8+PB+i/5XVlaSnp5OfX197yvv4vSlbilVhyRRNcUYs64Yeu37KUWczrmR/IZ3oamZiGzl8wPPJdfh4rClL3QbDZEkmHqIgUwhyIxEcOoTL9U6IYhKEgTTQRLd1ovJQWNciMUw+dKRQ0YUU3ep2O4jZgXpefgbm1jYXM5/fn6RGlc9hdYCbj36Wl459zHa/E4y0zJoC7iIRqMpRdcT1x2izaZMwQ6PjKXK0fcnTl+EC08Y2+udjsb20R91Y0IIIr6t/y40vfQy3mXLtvp5g43X6yWcIgqoodFXHA4Hfr+foUOHkp+fj91up7S0lEAggNud3D23rYTDYbzebTQa3QXpai/RlViHZHeEHVUo3sTa5EDVCn75+7Hcfcs/aWxqBkCveLB7vmRa+esJF98oYGq/xzSnw/SZBrJz5fadS369qCRxW2MV/3KsRjKmPocKIaGYQgQtiZ9j0OwjYug+GCJJJHmTAciSjimGMWzatIl/L3icGpcq1Os9DVz11t2srHBQ527k/Neu4rQXLuI3r1xJrXdLwjZqmn0goVlapGCHR8ZS5ej7k2gUXvhsPW/NnkmbN7zHd2gMFLG6sZaWFnJycrYqKiaEwPXNAir/eSehyqren9BOlqxnyehxAFRcfwMT5n62S322sYjYqlWrBnlPNHZVSkpKOP3003nnnXcSlh988MEYDAbmz5/fL68zYcKEftnO7kLXDkl0+nhkDMBgL0VO76h5EkJQ99aN/PBFHb6hib6asl/C6I0kLNMBBxxtRKeTMJo6rH9cOh1OOfkynRMOkaMoGIUgKxKhrVPkTIQtRCqOittVVE1ZRunSyQk1Y1IvYZhUp1VFRPnRvZwCQy5tSqLwj+pdXPHwF+RP+ZJmv1rkX+9piNeYxRRlSa4Fu82UZGkx64J9kurK9jR2uBiL5dBvfHoxTc7kLo7+oK7FT5s3vEeHPHcEBQUFW52a9C5bRvl1f+3TTMqeCFZWEXE4MGxDRE5DY1fE7XZTW1vL5MmTkx7bd999ef7553f8Tu1BxDokFW8rYUc1De/cHC/mLzzzzgQRoXgdeOuqiLgipAWDBEyJ16JfRo5gfFU1Ge0j3tLSJUxpoNMlCpGMaDRJbOVGQhwTcPJNhhVTNEpGNEJb50u5AEJZiKANyeTGn+Vk/Yxv1NSkMZQy0tZX2hQ3Lza9j4QU77gEVJuMqIgLsfj7oHdRlC9R1whFdnN8Qk7n1HBtk5fbnv95jy/mH5QC/vHDshhI668Mi0xjQ+MeXxC4syGEoOL6G7ZbiAGYykrR2+39sFcaGjsnXadcBALqzaten3wPnZGRgcvl6tdUpUYykiSht9oxl01i6LXvM/xv8xh67fukle6dsF79O7MwmsBihXFV1aQFgwmPB00m1pQOicuZgFfw7Sdh2lrUzkUBOHU6BF2iVEJwQMhDpF20BXU6JkR8CXlFyegDoxOl+lBEsL1eTEKtEeunoJNAgFA3JoI2lOrDQDEnjVgqSM/j9wcXk5dppM7h57bnf45bTUmSRLbVyG0v/KwV8zNIYqzVHUwosO9vXD6Fix78hTNumaN5jO1ERFpaCG5FWrI7TGWlDL//3j02nK2x+xObcrFp06Z4t3Jubi5mszll53J1tXqDU1NTs6N3dbeltxFJMWEWOw/FPMhCoRD+jQuRJIlx+xjI8PuZUl6e9PyAyURIluN/+zyC5d+H2SgbmGUt5PqCMv6RP4TWTmlKEwKLSPQjs4kops5RKiFhGPM+ctl8kBLTof2KJIisP5lI+fEIfy4gYfccQ3F7V2VBeh4zLdN54vNampxqjVpNs4+bn1lMc5s/bnnRXTF/7P2vr6/frtF7uwqD5jM2kHVjMepbg8x6bglv3XaUduHeCdDn5GAqK90uQTbqpefJmL6f9nlq7NZ016188MEH8+GHH3LfffdhMKiWBx6Phw8+UOuDnM6ejTY1+kZffbBigsFUt4TGj/+F0lYD5gyEEISCkFsoYU4H4VVSpiuXjhzBuE7pSp9HsOJDPwe5NuPJNLDohBJ0hXq1cxIIIuFDh4UOQeaWdChBE5jCIHUydTV0ub4K0IeMRLYzVdkZ/egPQVKjY9bWI/jbmYez/5jf4Ay4qK2oYcWaTbR12Y2G1gC/umkueVlp3HHxNGSdhBJNFLwLltfx8pyN1DT7yLLAryZBSda2jd7bVRiUyFhXb5eBpLbFzw+rGwf8dfZ0+jI4XJIkht9/L8bSIdv8Omkj+q99X0NjZ6Vzd7IQkJaehRCCq6++moqKCi699NJ41Oykk04iKysLgKFDhw7SHu8+dOeDFY1GEyJlqypaue7WZ1n3rxOoe+UaVYgBbdVtfPNxiK/eC/LtJ2FGTNCTbpXUdGU4sYsx0CldKYCQXibNpUazrM4w0z+uxuCNkBMOgYACn8wofxBf+6XbK/TUrTqMcV8exZivD8PclpnymMxtmYz5+jDGzZvZ43pbTfupWDK5CRR9xN+/uo7zX7uKOncjubm5WIyQ1c1lvqktwM3P/JQkxAD+/dry+Pvf5oMPlqufS9eblN0JSQxAcjbWidNb11jsruLkG+f29y4kUJxj1qJjA0jnweFAr3cvoaYmVhw8Y6tfR5eezpSfF6X8HPv6nRtMdoV91Nh5aGho4LufNrCk0kggoiPbZuT8Y4bzzH/u5a677iIajZKZmcmjjz7KvHnzePPNN/F4PP1ynttZvquDsR8OV4CT/jEnaXmh3Uy9wx/v/nvm2f/xB/Ef9FJ7nZcQBAOCH+eF8Hey/bJYJQ45wUA4JBHQydyzYUTStidWVLCxuJiAyURaMJgQLQMwWvRUF59Aq34UmUYnE0fO54Nige27ozH6O3zEQmYf62Z8nRhmETDm68MS/MaCFi/rZ3zTbxGyrpRkFPLybx5lQ9Um1m908d95TfFU5bZyzRFwxKH777SRse39rg7qBG1Jkmh1B3tfcTupbfFrDvwDSKqUSk8YcnMxFBVu9etIaVp3rMbujxAClzfED2ta+bbcRCCinqZb3SEee3cdF1/xN+rr61myZAl1dXWcf/75rF+/ngkTJrBp0ybOO+888vPzycnJ4eSTT2bFitTu8BodCCFocQZocfrJshqTsjayTqLeoYqjmmYfs55dwlnKy3Eh1tYSZcHHIea/nyjEQE09hkMSpjSJsEGHkpYY/zAFg3EhBonRshghX4SsLV+DEDhDmSzbOJOhXx+ZIMQAjH4LY74+DGtjbtxlXx/q3vh1oKhx1XP2S5fzh0/+xmv1z3Dn1cOwmeXen9hOl6ZScm16pkyZuluPwBtUMQaQZR34C2xxjnmPN5QbSLbWAFaSJIY/9MBWv47S4iDicGz18zQ0dhW21Hv45/PLue255Xyz0kPX0EVUwDMfbyA3N5dp06ZhNpvZsGED3333HaeccgrTp09n06ZN3HLLLdx1112Ul5dz0EEHbfcc2d2ZVRWtnHrzXE6+cQ4n3ziX026ey++OHR0XZEV2c1IqzdvaTJ7cBqhCbvn3YXye1Ekmi1X1Dqv0mnhmQwlyQEK013WlBYOMrq1LqiULmEyE5UTxYgw7kSM+5IgXTygdTzeDuk3+dIYv2Y8x89V0ZMQYImRKHJMUMvlVm4t+Iim/JiSafKrNRY2rnlmfP4jbHwbZT2+zmGSdxA2/mRR//3MyTEiynose/CU+Uml3ZNDFmD3D1Kdhpdu8fZuB68+eNHAvoEFBQQHDhw8nGo2SU5LXp7sX29QplN15e/ItUC/o2mtjNDR2N4QQvDKnAqe3+ykNQghcbh9ur3ohDYVCXHvttQwdOpRffvmF0047je+++46rr76aP/7xj8ydOxev18sjjzyyow5jlyIajXLLs0toauvo7m9yBnn+03W8MetIPrrnWN6cfSRyl/OUV7IStRUDEArSrRAz2/RMOtBApdfEk5uH0BZWmy4kIWEMh9h3wwbsHk+S9UVaMIgxqiQsC8vplFW+zqiNTzK8/FnS/HU9HpvJ32kOZdfTbH9ZXAiJSO1+KDUHIdqtLtTXS3w/mv1N6Me8i2HcG+hHv4tkTvQji729RTlmHr/uYEYWZxIMqbVzLa5g/PPZna0vBqWbsjNtnlDK0Qv9gdkARoOe6x//cY82kxtoGhoa+G7tIj52fE1brZuClXlcN+MP7F+2T4/1K3lnnUnOGafT/OFHVP317316reCmcixjRvfXrmto7DSs3eKkxdVz2UbF6u+Y/84DiJoLGFWWw2uvvUZ5eTlz585FlmWGDh2KrpOJY3FxMdnZ2WzevHmA937XY1VFK7c+uySefuxMnSPAj2uaOHBCAQ5XICkypkQh65Tbcb5/K0ZRg8UqJQgyczocdHop+lAjbQ6JFzYWEDUkngtDBiOKTkZWFMZVVbOmdEhCzRgCvBkG0l1hQvoMJKIYw2q3rDHspKj2EypGXNT9IEnUdKTRY8UYSJznawyYe5xP2VckSSDnrAGkeBdnKqEnhIRkVPO3ksmNPOQbIhtOB6R4N2VRjpnbLpzGhGHZnDXrC5pdqfdtd51jOeiRsZjNxUAQCJOQ599dFfVg09zcrAqx9hEZDd4m/vbJnfzmlStY3bC+x+dKkoR13F49rtMZOTtre3ZVQ2OnRAjBu99U9rpeYdl4SsdM47n//ocbb7wRu93OggULmDRpEhMmTMBqtSasv3btWhwOB1OnTh2oXd8liXVM1qUQYjHue3050Wg05TWqJNdC3uip3OS5lhudVzDpQAMWq6pCLFaJSQcaiLpV4/ElP0bwG5KFgykUwqCo0a8Mv5/p6zdw4Oo1TF+/gQy/H0+mgU8vGsHc30xj416/whBJLEYzhp3ISvf7DxA0ewlZPcnzKS3efktTSiYPkql7s2Epkt4h1OLPcYOsRrtiQreuxc+sZ3+ixemntqX74+pujmVvvnA7O4MuxmI2F4XZaf2+7a4fSUxRa/QvVZH6pFllAHXuBm79/N/d/ji8y5ax6ujjWHPSqX16Hdlux5ibuz27qqGxU+LxR3B0EwnojMWWzdHn3Mgf7viUusZWPv74Y8aMGZNy3aamJi688EJycnK44oor+nuXd2lSmY12pc7h57RbvlA9xzpZMcWyLG2eEDUtfmqjBUSzsjjkBAMHH29k4v4yK36I8NV7QRZ8HIqPROqMJATj2v0Wg3qZoF6tDzMqChLq4PBFxxeDToezyMfqo5bgyUgUICFDJoqcGPECEsYU6SJ6rM25VE1eFhdksfmU/ZWqzDZlkJ/ezXk5ks7Dxz+IPS0vcR+DNlCSr/l1Dj8X/evrHqtXQmGF1ZvbEpatqmjl7NnzOOkfc7a5rmywxdygizGACcOzefv2o8hMNwzo6xRphfz9jhCCF1a83e3jTd4WWv3JRpSx0Uh9NYA1lA5h9JOPafYkGrslVrOenMytS7t4gg4+XDmHdfWbiEajRKNR2traePDBB9lnn30oLS2loqKC1157DbPZTFtbG6GQdjMKUNviS6oDS0VTW4DLH1yIQPDm7JntNWQzmTA8m2ybiSK7GZB4tnoGX3+ssPDTEIu/jMRTln6vWg/VeSSSKRhk8qZyJOCHsWP4Ydw49d/YsbjMqrjSAYZAp5oxncSiE4sJWNXKIhPQWnBoUopSSFGkTirLEDYxfMl+lC6bTNWkZaw/9BvWH/YN/qz+MwduDbpo9DanfCzTdThbGr2ImsPio5Li45O6UYPNrjAprMfiNDmDCb5viqJw67NLtmukUn+Iue1l0GvGYuh0Ov592f784f5vB2T7sk7itgunaRfzfkQIQYWjklp3z2MqooqStGxrRiMNe+Be7CeeqH12GrstkiRx3tHDeWVuBS3Ovtn9nP/a9USkjujO+SNO4Q/HXZCwTkNDA8ccc0z87+eee44LLkhcZ09DCMFtz/+c0mw0FUpUMOu5n3j7tqMS6pQkSWL2hftwxQMLGbVsDkGf0r79rq8HeZIfU3k5CDAoCmG9zC8jRhAydgQHQkYDa0qHMH39BiRg33n1fDzcigQIScKfVkBTwREEC01YlCDD3etxpisISUYQpXHYJgo2p66nNfnSGfnjAUhCF4+M9acgS4UI2mhuSOfe15ahRG3A6WpqUklje8NyNc0+zpo9j7oWPzqJJPG2NXVl0WiUW59dEk9Zx8Tcm7Nn7tBrzk4jxgAmjrDz93Mncc+ry/tle7EPSSfBX8/Zm4nDtcHS24sQgla/kzpXA3fO+z9qXPXIkowikgVXjF9qV3L02EST176ORjKWFGtCTGOPYGihlYuOzuOrhb+wpC6vx3UDOIiQmGZ7cd27/OqW3/DnI/8QX7ZhwwauueYa9t57b5YvX87+++8/IPu+K9FdijLVRT1GXbtXZeeL+6qKVm5/4RcMARdpvu6FTSjHwvKyIbRGjBhDYUAkiLDOxCwtjIqC2R3hlp/LiZSZeTwrn8JfpuAzqH5hbr2FFcZ9EZKa3pTQUbB5NJJQ4su6Igk1EWbyqV2WA2n6CoDRjWHcm4igDan6MIQ/D5TktOq2UtdeV5bqMyvMNiGiUYQQPV47VlW0ckuKJo7BaBLYKdKUMYQQvDRnY79tL/YhRQW8NGfjLlvYt7OwumE95716Jae9cBFXv3czNa56gB6FGMCTP7yc9N7HRiOZykrVvwsLwNzlh6rTMfzB+zUhprHH4HA4SDdESNP3POC5UpqTdCHVGWTaigL8a8PTHH744Rx++OFceumlnHPOOSxevJjrr7+ecePGDeDe7xqkKsgvspv5z58PoigntVjIy0pLKHHpPDLJaAJTNxrDbJVYU6oKMVCjX90JMVAtLfSKQkgvI4BNP4YYEQpwW20zhkCicWsq0SUkOYXpF2BMjLsMlOlr55eOnbZj3ZOp/MVOmpZJhqV/Y0LpJnD7gpx849weU46xzzBVN213TQIDyU4lxvpSVLmtaMX724cQgju+eKjPAqwzTb4W2lLUjaVPnkzuyy9QP/sWVl58AV8ffAChzHYjw/w8xr7+MtYpk/tl/zU0dgVycnKQJBif24ZJTi3Ioii4KO92G76InyUVS+N/x8azTJ685/6WOhdnd52NLOsk6hx+Zj33M38+YwIFKZrJoorCphon0ajquO9wBXC3NDJCruKmjP8mrW8yw+GnGJl6rJk2pW8XdWMoTFljE4vHjOb7ceNYNGY0zZKZYEBg0fvJNPYxrdjp5lXKtGA8dDymI/bGeOh4pEz1mENpvn41fU3x0onLO3VPdubTX5y4fD3feGwNFgP4guBtz/T3VD/Wnd4oyjEz+4IdX9K0U6Ups20mMtMNPZoebiuDoXR3J1r9zrgQ2xZWVKym2JTPrFmzmDt3LoqicNBBB3HxxRcj26y4KytpzbHz8+/PZ5g9h2GTJ2Ftn/WlobGnUFBQwPTp02lpaWFiOMwzC1owkOi0rkNGL1mS0pS+ejeWQrVI+vrPbmf+Ze/w9ddfs3jxYgCGDRu2Q45hZ2NVRWs8itXZb/KNWUdy5qx58chIQ2uAG55aknIbLe4wv7v7G2SdxC3HpTFs1UM8kl1LREgowSjBLsGVoF+N/tv0UezGEI5uolCmYJAp7cX8BkVh8ZjRSWORjvFtpjwtgw1TlpO1YhpGf9+soKRMC4bpY5DaGxUkiwnDpGEEF6yicsrSgU1RdqG77kkluvXbkoDzjxnJ3CW11Dv8cZ+ywmwTLm+wWxeFrinHWIS0syArtJt5a/bMBK++HcVOFRkD0PUyKqFnBJl6H6nCodedvbeW7toOss2ZlGQkzpOU28PksqQDITCJaOoQOXDdq7ey3377JY1qOf/886mursZmUy8iGZmZRG1WcjULC409lIKCAsaPH48vGmCj9C5REqPQSfViQqAPhlj+8ELcWzpSMs0eB5dffjlGo5EhQ4bskZGxzulESIyUtHlCKVNUPaFEo1gW3oPkrgVALwmMJuIeYzFiI5AkCX5d0oC9PQplioQxtne0pgWDjK+qJk1RMCoKPpMx5Vikb76MsvHdIEO+K2FG9cfQNSvROQXZ6f+GScPiQiyGZDHhGFGH3z6wxfud6a17cmux24x8+XMd9Q4/+dlpPHbtgXx0z7E8/dfD8KUI9uVnmVIGYrpGSAvtZm6/cNqgCDHYySJjre4grd5tC1mOMjdyVelXFJpc1AczeLTqCNZ77Kz79C6GH/ZH0k0yDleAbJsJSZIQQvD444/z4IMPUl1dzeTJk7nzzjuZOXNmPx/Vrk+saP+mmX+KF+3nWLIJRUK4Q14yI0H2D7qxiShuScePJhsOOdGmZMtnaxmz3zi+++zb+Jf95JNPZsiQISxevJi//OUv7LPPPuh0OnJycigoKBiMQ9XQ2GnIysrCq6tlXfQlhotTSCObAA4qdB/Er2t2Jcz+ARc2BJlHDeG9+74md3IxmWPzuP6n61i7di2yLPPf//4Xk2n3cizvC6lSUbFISbbNRKHdvBWCTFCia6RATpyPK0mqyWtsPmXM9DV2nSnQBbhuxGa+/DxKxKVe38KyjKHdU8xlNsfd9xEiMc0oBHpFQac4KdnyFcuGnAmxov1Miyq4LCZEQFUhUpqRqC9AZE01kiX58xZRgbU+E8aSrI2EOlQ8Ygz1i24SQRuR8uPbi/b7LxDS4g6BWz3extYAVz70Pf/580FMHG5PinRJwDGjg6wvr2HMiBJA/U7EdMD4YVn8+ayJ3PfGcuodfm574edBm9SzU4mxbJuJ4hxzj+67qRFxISaEIOptYIrrZd77sBF3/RoArnjoO6JCHRp+/dmTmPfe09xyyy389re/5dBDD+Xtt9/m+OOP5/PPP+eII47o/4PbRVndsD5eK1acUcipE47ltV/+R4uv/Q5ciLgQA7CJKPsH3Xxqzk44qQw9YS8M9sTwemxUS2NjI+PHj99hx6ShsSsQm/Hq1dWyUjyOnlhqUmASgmBUcFDASexXNXP/QooKLLzzXRNVn69ji2cVOp2OhQsX7rFdlKlSUUV2M1npqli6/cJpfbJTGiFXc5n1HQpkBxGhQy8l5teycnQceqKRUJD2iJhEW0s0LtDMFlB8HZLE2G73I6BDiEEK3zCJSLtwkw2CoE6vRsYkOS7EQBVhMXSWNAzjShG+YJIgk3QSpkhm0igkc1smpUsnY/Klb7X1hQgZAT2S0aeOPZJERzRMGZjpOp1RooLLH1jIE9cdwuwLpiVEQgXw6hJ4efHP5GWtRkSjNLtCFOeY+f1xY3jx8w0J343BsrWAnSxNKUkSt124L3lbaX6YqfdTaHIBUNsa4MCb5vHX/35NyN1R4xTrrKxt8XP1/Z8za/btXHrFdbz44otceumlfPzxxwwdOpRrr702XqS5p9O1aL/WVc9/vn+B1oArvo4JERdiMWwiiqlLqji9OAM5Tc+W1moaGhpYvXo13377bXxUS2xZQ0PPnmUaGnsKdksWmWlq+h4JIpIPezTM8f5WTvE5ODPQStdL3fhhGdxy7kj+cf009Ho9J5xwwh4rxCA5FRUr1v/1bV+ystxBUY6ZDEtvZuMiLsQA9FI0ZTWGJEmY0iQkSUJRBAsWgyOgFt74u+lLC+vlpNRkZ9KCQaK5w6j5/X1UXfoYpkPGYDIHwSCnjHzF98ViIry6CtHF90H4goR07sTifUFciEGH9UVfKoaEAAwhJKOv/T0QiJCVyIbTVCuLfkbWqWnKrkQF3PLsEsYPy+LW309F1iU+BqqBb2zeZW2Ln3teXZaygH+wmv12KjEGqhv/e3cew4v/OKzPz3FGzNQH1SLXHJuRT286jLl3n0XhpFNSr1/1C1ElTL35wHiXhV6v5y9/+QvLly9n7dq1238guwEOX1uvRftBJNxS4tfILekIdhOWfvfnj1m0aBE///wzl1xyCXa7nbPOOotFixaxadMmFi1apAkyDQ3Ui/udx/69Y0GXKHRPJ++qtc34fX6OP/74gd3JXYAJw7O55XdTkOiYg1jT7OPyBxdy8o1zcfl6bhjLkLwpUpPdr7/YYeOWtaP4rnQMP44bx3d7jcVpNsftKjpjiCgpRyWBKsT2qqqm+bjLiWSpZRtKVj7ylDEQihD1JXYnhkMBvnjjHh7/x9E8/o9jmLfwCbwLlyN86vaFL0h4+WZVZAnQB43x1GRMiMXoq/WFJCW/F5LRA3LfjIu3lnOOGNHte9/QGuD7VQ3Mfu7nPjUGdOd0NVjNfjtVmjKGJEmMLMnEbjPicKdSqIJMvR9nJJaLlni06oh4qtKeN4RHq44AFqbcflvVUozWXJr9xoQui/322w+An376aY9Pm61uWM8/5z7Y+4qSxI8mW1LNWHe/mCeeewoWe6isrMRqtfLoo4+i1yd+DVtaWrSaMQ0NYGLRXqQbLHjDvpRR6O6orFaHSk+ckHpu5Z7EynIHVzz4XZIQ6qsDv0uk06DYkwRZKqJReK8uH9HpZjRiMLB05AiQJEyhEOMqq8j0q6U4EuqopFiq0hQKsVdlFZZQCF1UIWovoTUr8VyoZOYhyxVElm9BP6kMncVMxOPlnaf+hLOlmkkHn056Rg6Lv3iR97+7jzPkfyAFFQip9WpGzIz5+jBM/vaUZPvcys6CbHsGiYtQOnHF188tm6/M697SBeDul5eqNWXbSKE9bVBsLWAnFWOgCrJ7/jCdyx74tj3MqAqwPIObq0rnJxTqb/Tns9Gfz7XrzyZDDuDqZdxC0NVAWntn4LfL6/nVwUMBGDFiBADr1q0b4KPbuYmlJ3sbcxTDIRv41JyNCaFGxHr4IhssBjJK8rBarWzatImFCxdy2GGJUdCcnJzt2n8Njd2FVr8Tb1hNpQSRcCNh60P+qLZefU7Z0FEDun87O0IIbnl2SY+zDntH4gnPGfFUZZca+wQaQgaiqa497U8IGo0sHTmCCZu3kOPxIAEZfj97tQuyoMnEutIhjAoYcB99BVgzQYmA3HGp1jmbUOQ0cPqILK/EMGkYy5d8SP2WlfzuxtexFwwDoHDYRF6770Iq9VUMded3vCdSFJO/U0py2WSqJi+jdFlizdi26CghACkad95XYs77O4gWd4jC7DTqW5M9zXQ6iWgPXwR7hom3bztK66ZMxYTh2eRkmMgMVcWjXhEhoZfUN7TQ5OKq0q+4dv3ZxCJkrpTjFhI/ACXkw5Cujkb69+vLOenAUnQ6HS6XWgvV0tIygEe187NNnmKS1G1qsjO5U0tQxoX5+6QLMXllzj//fNra2rj11ltxOBzY7Xays3d8J4uGxs5IVloGciQDRe8CSWKl0cKBIW+vz/PGvBoHwNhzV6LVHaQhxYV56xA0R7O4wXkVD2XeT7bc/ftfYAyjQ6QWZDEkiVXDh5EWDDKuqhqb38/adiEGqp1F62GXok/PJBwK8N1Hj7Pu57mEQ34KikdxwBHnMuTII9T0o05CSjOy+IsXGbH3YdgLhqFEwoRDAbJySykoG8fPC9+icPylEI4g6wzou3S6m3zphCx+1s/4Ri3s345uSkkCDO1Rv3bn/ciG09mRpmb+kEKW1Uhbe91XboaJf5w3haiI8tcnFqd8jtrYN7j2Vzu1GGt1B2lyBrhpzFfxAv2YEItRaHK1R8MSRdgocyP75i3jEeDW4R/zru9kNvrVuwMlEsTYXuekRAWbGzzU1DZxV/tMzE9/rGLBT5s4dNrIAT7CHUdDQwMtLS19so2IeYptj8kroHqPIQgKMEnqnX2w1ceiW+bwHR/HV3vllVd45ZVX4n9rw4w1NFRa3UGCWw5FLp2PZPTSqOut2FzF749gsehJt+7Z83i3vUNfpXMXZauS3qMQA9Dp4NSiRv7XJVWZipip65Ty8oQifp3Bgj7djt/bxvtPXk9LfQUTDjiZUZt/oWrIWHztxU6xAv5QwIvX2UReiTokfO2Sz/j8ldsTXuu/5VcBcNC4M5k68piEx+IpSYmEDkug4xzeS8ajO+LO+/04k7I3nN5wQgF/syvIA2+t4PE/H5xy/Vm/n8rTH63l+scXJZgC72h2ugL+zmTbTIywi7gQS0V9MKM9LdkZ1erCplfviPJMHq4q/YpYhEzWmxDRDuM8jy/EfW+vp9WjLotIZu57e/1uM8uyoaFhqwrkJUni5qOupdi27XVbdqVT15ffwSk+B8f7WylIl5l07SFMuvYQ3v/0Q/70pz8BMHv2bO677z5MJtMe3f2loRFjVUUrF927AOHPI7L+DETYSFAn05c4zy037Mtpd87E1Yco2u6MJEnMvnBayg683knsouxNiMXYN9vNlcMr+7Su6i1GQhF/NOwj4nXw+cu342jYwtnXPMFRR57LATYbB575F8ZMOTJhG5GwKqB0Oj3CFySyuRGAEy64k72mqsLrxP2u5tQDrmdU8b6ETH6CFi8gUDJaqJqyFH+ThzXPLeb7Gz7mu79+xMr/fI9c1RI/hx/vb8WubP1kHCFAMrq3+nnbS9cC/ppmHzqdRF5WolbIy0rjqQ/XxMV6T+OTBpqdWowBuJW0eKdkjIhQFXqsZgzo5LwvGGJyJAm4WAQNQDalEwl2fEFmP/8LTa4wSkits5CNFppc4d1mlmXXtGtf0rDjC8bw6Gl3bdsLpuj6qm/0YRNRDor6yBqdS9aYPPLGFmK1WgE48MADefjhh7nnnnu0YcYaezwx5/imtpj00qFUzkQg8W1aJr3FeQRQJRsx6/Y8o9fOrKpoZfZzP3XTCNYzqbooe6PSZ+KejUN5tGIoog+1fWnBIEZFYVxVdVyQpQWDBN6+h/KVC9jv6N+RN2QMQtYTseWhb0u+kU6zZKI3mPC2NhJevhnhUb8zOXUGaFIbOTLTcykrKsNqzqRyn19oPmQepTNeY+LUTxjbvJKl/5pPoMlL2fF7MexXEwg0e1n4wEJ8DerzY/6R3bYgdoMkgVw6nz75ZAwgOglqm33cdcl+cZuTklwLvzlyBHWOxNubwbK22AXSlCEeDXV0SjYGrTxcdQSNoUxcShqjzI08PPZ18o0eWtq7OHKMvrhgi9EYsuJS1BOT0ZJNW/XS+GP1Dj85GSYqamvUx9Ptu9Usy5ycHDZt2pTwd1+wW7K2KV3ZtesrFFJ49KkVXPr78QwttcXD3nd8+iArXlxAaWkpzz//PEOHDuWaa67ZqtfS0NgdST3EWD2nOXR6IpIOeuislACbDn735jU8fNodjC/Y87oqhRDc+PQimpzbZrOwNV2U6uvBGzUFuEJqKlnqmqbsUvnv93rZsOgHPvZ4CEUVhmxcx9G5BYwxmXihvhadrGfSwacDoNhyaD7ucrLmv0jzqX9N2KxO1lFoH0X5L/M5ILMjahb2e6loWAZA3ujPGT1GJuS30apkMynkxor6/VnwxRamjitg75HXUj11Jf4sJ0UT8/n25jl8vbCWs09Tm0Bi/pFda4OFkCCiRzKkjpxJRh/I/nYDWEGG5MUl0tmRdWRRATc+vZj37zqGN2fPpNUTIivdwK9v+zJp3eIc86Bc+3fqyFjMPXmjP59Hqw6nMWQl3+ThqtKvyTe6GWVuZPbID8k3quo9x+glp918Ti+JBDGeb/Tw2NjXGWVuJLN0KkrQi8/REUqWANm7GYCxkw4YtPbWgSA2fHjkyJFMnz69z7YR8XRll5mUvdHVe8xolDn+6DIeeGwZT768looFm6mZv4mv7/yI+vp6rrrqKl577TX++c9/Dloni4bGzkS2zUR+QkpFIJd+gySlNlruShRwoyMYCXHUsUdRUVGRtI4Qgv/85z+MHj0as9nMAQccwLx58/r3QAYRhyuwzUJMRe2ibFD6VnfnUeRuB4Krm+u4nnh9XuZ+9QWbI2HKxo1n7/ETEbLMY1UVrPS6qQ2Hyc4fSsDn4oP/3sBjf5vJUw9fztfZQ5I2KystTBszFZevmfnLX8IXVLNCXy1/EZNBrdUqKFRLcIxmN/tKTQnfn+OPKuVXxxej94XJ/3EMohUUgx5Tmkxjsx+fP0IkEk3pH6nqSwHoew2ajZCruTfzYR7J/jf3Zj7MCLm65yf0M82uIN+vakCSJOw2E63uUErT1+vPnjQo1/6d+srX4Z5s5qrS+XHRFeuivKZ0XlJBf+IGEv/MMXq5qvQrsodNA0lH7dL34481tLhwb5rHlKnT+PD+swelgG8giQ0f3lr/rvEFY3j01Dt7X7HzoPB277GYIBPAwfsX8afLJqETgpo566n8ZC0mu5kn332WF154gYMPPjjJ4kJDY09FkiR+f2ynBiI5oJppktpouTORiMJdT66k7odKlj+0gLplVbgCyXU7d911F1deeWW8RCAzM5Pjjz+er776qt+PZ0chhMDhChCNRnG4t994tFwZwg3Oq/lH2+U0KKmvCUKAOyKTrlOwG1Knt+yGENn6jsdWr16NrJOZMeNIRo8azZDRY9jv0BnsZUnn7aYGWkIBpKjCO49djb1gGIeefCUms5XP336A8pUL4tuRo81kK3MZc8b57H/sRayr+ZEf1r4LgDXNTiCkfu5vvreRtnZhakpLTHKbTHpuvnMRT378D156/0YW3PQ/vrvhEwJ+hbXr27jh1u/5dmlzSv/I2J+SwQ+KMaUgE2EzKKaE+rsC2cFl1nfY0enL+95YgRCCleUOLvn3N0mPl+RaOGBCfopnDjw7dZoSVHuL126YRu1LDycs76mo/+OfawFYW9N+h7CykRybkRyriQPGQK7NTMnU06n5+W10eiMWeynOTV/jatjCs3P/u9tExPqL3tKVdiWcclD4pwYbZ4WccU08YlgGI4Zl4EPiI4sdJImnvn6J1atX895772nvu4ZGO0IIHn53TccCJQ0RtKndaV2MlqOoru1tzhDVtR4+nltJfbWH+k2tGDPU6JrNZE3YfkNDA7fffjs33ngjd96p3mxdeOGFjBs3jmuvvRYhxC73e1xV0RqfS9ibp1RfUbsp36ZAbqVFseFQMrDLrvh8ykqfiTdqCnCEjNiNIfayefnOkRwd28vmZaWz4zNwtjmw5+RgNHasG0xLY5Qtk7UN6vWruWEz+aVjWbbgLSy2HEpGTMLnbmXRnOcZMfFQAIpDD1NnvAZFl8PBJ13O1BnnsHTeq/ww73k2Ny7DYtFhNZiorvFy/6PL+Nu1U7GmJ3bkZtiMXHPZ3iihNISQCEfdfPBxJQ5nmKKjhlM9dwObxwzBIvfcySvpQ2TUjeI4/TLmZRtp0RtASEgGP8bR7+J1eaFTJrNAdmCTvLiFtfuN9jP1Dj/fr2rgb08uTjL9jXVSDtb3fqeOjMWQLdnou6TK6oO2bsOiVzz9M1c8/TPv/qjWgN3y+kquePpnHvxoXbz7snT/8xl28MW0Vf7M5oXPIZB46oV3OPzwwwf4aHY9euyu7GZQuD0S4sROQqwzFgSjgmpnUsW3azGbzRx77LEDeAQaGrsWzW0+guHOqUhJNdAMqmadMaPl9y12vjRlUN0W5JY7F/HU86tpcqoRmGk3HknJkWq9jzvoSdj+nDlzCIVCXHvttfFlnUfChUK7VvNSrOEhlnZKJcS2/hIruNr6BgVyKwA5shsQtEQs+BWJaJS4EANwhIz84MhKuaUfHFm4lA4xY8vIxON2J3btCcEqSxrmuM2FRG7RKA477VqGjz+INUs+IxTwUluxnIDPjS7qQAIiutz4Jiy2bDILywA44ehRuD0h0tJkzjlzFK1tQeZ+VZW0bwaDjjEjs2hpa+XjL1bz/Cvr8IfCXHDOJBp+qGLYqROwFGUkPS8hG9KOp3ADR4UbubuxmpxIGNozV8Lk5YmsgoQ4WINixy3S2dHc8MSilNMX7v7DfowflrXD9yfGTh8ZA1UMGA64huoP74k777/ZMJVryr5Ouf6Wx09KubwlZOHByiMACUmCosm/omjyr+KPv7fSxAW74B3hQFBfX4+jpoLs4mHk2YyMyx/No6fdxekvXpywXneDwg8IeejpZzZVCeB3Rfn2lxpmzDictLSu9iQaGnsulY3JtSzCn0dkw5lI9tXIRUuQYt59eiML8ws54B+Ho8tJp27hZir+twrZJMefmxEbON7O3LlzKS0tJS8v0R09NhLO7/dj6mGA9c5G6oaHRLY2TpYhebDLiRkYTzAUF2DZhjCt4cRoUXdmr12XT5ywN18vmM9PPy9hzOgxyLKemtoaqqoq2W/afnz/4/dk5xZz3G9nx58zYuIhvP3olQC4mmsYkv4JpIMcaSIi56JEQugNJkZPnomtNcKPy/8PvSxRW+cjL8dMaYmVJb80cdpJI1Luo9mip7g4G3OansoaDx/OWY3ZnkbJ4cl+m91lQ6KSRJ1ejzUaVSNjnXAYZMpFDiOlFhoUO094zmBHFvHHSBUw1Unwu7u+HlSfsV1CjAHkDp/IhXXnE/G5cClpZOo9vT6nMWQl3+ihMWTlmZqDWeYppacPv8kZxOEKIEkS2TZTj6LM5/Nx/fXX8/bbbyNJEieddBIPP/xw3KphV6Zm2de0fXg7xqADNxIeBPrsEgrPvCspXRmrX+ksyKKAtZcCYwlIW1VDNKhw/PHHDdCRaGjsGgghaHUH4+cdWdeddJAQjglEHOPA2IZ+6BdIJh86ox5jaTZ2JUxm2E8FcITfyUdRdR5h13NZeXl5fPxbZ2LLdrXIWKzZqzdBtnUkfgaxbslYJKw1bEhy25eEQKS4bnRdLz09nZlHHMWPi35g7ry5AJjNZo6ceTw2exH8+D3mjLyEUUhlY6eTnV9Ga2Mlkl5Ps/3PIEnIbgcVmxcw/3//x6SDTyUU9PPDp0+3v46eiFf9DtizTVTVePAHIpjTEi/9AamMvP1uJHv/XPTRZsoXzOLttxeRnWNF0iV3habKhnxqzkYHFEUiSEBeJExTJ0EmgjZub/0dNsnXHhHrfyGmk1KLrd6IPSfmM/bm7Jk7PCizS6QpQT2Z/O03k+JO+xPS63pcvz6YwTXrfs0fVp/PNevOYZmnjL58+Ofe8RUn/WMOZ8+ex6qK1pTrhEIhjjnmGN577z3++Mc/MmvWLL744guOOOIIIpHIVh/bYCKEIOJpiYfLhRB4P7sbY1AttJTaT0iR1hrqXrmWm2b+iVxLJ2sMSeJHY6xJWkUH9CzFVKrbhxlnDdVmUWrsuayqaOXs2fPi552V5Q5u/O/PvTxLByE7SvXhHVmi9oukqX2BBcHoSOoidpfLlTIabbGoHkzRaN8Gku8sdDR7qfuv6yogtm2rCX+l6paMIpHVXrSfFgwyuroGQzjxGiAhOCzHgT02mkoSKIrCT7/8hD/gZ9o++3LwjOOwF41hybKV2Pc6iaJhe9NUvY4oIDub4v5ieqP6mZnS0uPV84rNTuGwvSkdM42fvnyVn+a9TMmIKZx3wp84ekZpfD8ikSiSlPzeCKDRcH483RnGzlff1mPKMNG6uhF/Y2Lgo7tsiFFAZt14mhQ7EnBGSxB9SL1ex+ZUgq69RmxghM7WCrFUekvzGesDEjDZWsmFxQspNHUfGasP2trNYHXdzKrsHrdP/SHVNPu4/YWfefWWw/EFo1jNeiRJQgjBQw8/xo8//sjKlSsZO3YsQggmTp7GkTMO5oMPPuD000/fjqPccQSqVlD/9k2EHVUY7KUUnnkn+uxiJE9qh37F10qWN8rvsk7iCf8b+IRqlmdEJKn6mCDrSe3Hhhm/vuEDLhEXaOlhjT2OrrVONc0+bn3up/hcvV6fH7LFLyg9WV50FVderzeljYwsy0nLdhUmDM+Oe0hlWvScPftL6hzbNgYJwCWsOBULmbL62VhlBbsxlCDI7MYQ14+sxKvo+PlzPz6PYEt+Hp0vrQKJZS4bfxlVST16breWsuXFlbQ0N3PMUUdjSjNTsv+l7JeWwav3X8gnL83igOMv4X+P/4nViz9h4gG/Iv9//6b6oDNoqasAJCy2xBtYiy2bo8+5Ec4Bd2s9VlM2yg8/4W3/GgkhqG/0k5tjxmRM/IwVrAl1Z9WbfqGlvpLig0dSu3ATnqo2zPnW2IZAiKSB9W5kvKt/ixc9NzC9vTA/HZpoH4eURu8CTGzFuv2DEMnRtMHyGN1lImOB+rWYv7mBfwz/vFshpiSoYtHJlX/ryEo3MXVkPkNyM/n7E78w+9ll3P3ySn5c1cTdL6/k9jvuZuyUGZgyilmzuY27X1rJB0v1DBk5iXvve3Cbjm9HI4SICzGAsKOK+rdvQmfJRp/CyyaGs6ESnU7HqTkzYxti32By27wHiW8NPRdnxoYZS8YwP275aRuPRENj1yVVrVP91giI9i7LaERB5wvhCkQJhVVPKX8gQri9CaCi/LuEp6Wnp6eM4ofD7b/JXfTGKOYh5fSGt0uIxVA6iSpJgl+XNMQjXHZjiF+XNKDTgc0QZfKBBvQZ+vjA7860ho34ojJFughDXC4q129kstnCURs2Mb2iBn26HZ2sZ+IBJ1Oz8Rds2YWMnjKTr96+n8XvP8L3a37gzX/9FhFVKBo+Eb0hUSzook500WZ87lZeuff31M6fjxJOQwmr+7J6bSstjgCHHliUtG9NjY3oo83xv1f98CF6g4mR7RG/I9Ij2JVwx4g7fyuyJOFtF0xuScePaVaQY62SEm6RTobUPj5KMdObuJLMTehHv4th3BvoR7+LZG7qcf3+JCpAbo8WDmZH5S4RGRNC0PTFfeQZureziAgp7jlWaHIze+SH6CURH5kUGxLeE9Y0A6NLskkzdrwtMcXc4gzy9tdbCPjUoawZ+SN59N11CR2dOcVjWbro412iLTziaYkLsRhhRxX+jd8jlG7uyiUd2cMnQcsS9U+gIBLEkmJVK4KpYR8+SPk4qMOM0y160vQSDyx4mjeG7j5Guxr9hxCCSEsL+pyc3e77karWqe91L4JMvZ+8pgmMrHyV2S8v4/NOj97z4C/x///y42scOfO8+PuXlZWFw5HsLO9yqefYXTVCFqu9y7IayctK6zROauvJkLxJBfxlliB/GVWJV5FJl5WENFemXcf+R+lZtCmMJ5pYvJ5tCJEuK4ioYNRHNYSjgmyjQa2d9bSib2sgklVAhr0YAHdzDSdeeCc/vvcwy5Z8RkSJYMkugqZKZpxydZeDVojqMtFHmxlueJPxo8y8/fltDC+YTGxi9jsfljN6RCYzDi5OGAQQCik89tQKfn/B/2Ea8Sd8YQsbls5j+IgcVi5tJDvLxOgiC6Xto5Bi0TBLe+H++2lZBCUdImxtj2ipdiB/tL6D2dCGL5zF4/6T2BIaQfeCTCAP+Ua1bUEdLi4P+YbIhtN7eE7fkHVSys7JrihRwcs3H87wQtugnWN2CTEW9bchukmdQUehfmc6hJlqEHvt+rPp7YPtKsSS9iPaZShrl8/YmJZO0O+hrrGV4oK+uTYPBoGqFdS99Y/kB3QydW/fjPC3xRcJ1HdNIKHsdzFFRUXst99+XPHJjQgh2KeHQcQ2BD2V095yw74I4C0h4fY00eZ3km3J2raD0tgt8S5bRsX1NxCsrMJUVsrw++8lffLkwd6tfiNW6xRLVRbZzX2K6IwyN8ZHxEUE/K/dzPyRi6byw4YWXllQyQXnjmVjuZNvf6jH523C72vDkq52iRUWFjJ37tyk7a5btw5QbS52NTr7jBXnmAmEtq9+Vx2HlB23toghSWDVq9FHIdpryYJ63qxVi/ulpGyM4OTCJip9Jl6pKsQ1So9h3SbWp6eTM3YsEyoryfvscZqOuxyXQ/UYK61bhL5sDAee/mcOPP3PNFSt5fUHLuKEM66jJL848RUkVThHdLm0GM/gnHOqsCgWVm9ZgsOtbu+Q/Us5/VdlyHLiNTA2HeXRRz9n0sQlpKWlEQ4FaKxrwuON8McLJ2DQ6zCkSH/bRLRd1UkYq/clIvtBSeNE+3v8X46FJn0mOiGISgvQB5eq1iz+vKTtIAfiQix+SCZ3e8py68qMYhTnmLnxvMlc9fAPfVq/JNcyqEIMdhExpjNnIZntCH/inVx90MpztYewzFPCQ2Pe6tYINjYkvKf6MYOs61GIxTBbs9AbTPjcycO2PW2NADgdDTulGIsV69e/fSOR1prkFaJKghCDDvkakdPJyC9DCIExI42WYBsmBNZe0sDdRcU6b3+IEiJqH0KWObOvh6KxByCEiAsxgGBlFRXX38CEuZ/tVhGyrrVOM/70cS+RMREXYgD6Tm/F1BHZ1LVHg8YMy6St3XPMkp6LudONzrHHHstbb73FqlWrmDBhQnz5okWLADWNuSvRtfautmX7U5TqOKQzudr6RlKEDEgwfO3cLSmSbvolXqwqQUIg2m2VSopLqK6pxjl+AmtKh7Dv+g1kvvNPVpavonBYFrlX6hCRT/DUHUdLtcJ7T/yZg0+6grEzzunxjBvR5VKbfgfTzg+w78ZlbNjyKB/OWcsRMwoQsg2BJ2nvDt6/iKKCdL5aUMMvy9TGOLvdzOUXjWRIiVorFgW8XevEJB1BAQf6XWws+4Kw3oAhZOI1XRrOdjEfbf+d9hjt6mxo3I4I2uKRtq3FatYTjkS56uEfeoyMFdrTqHcEBt3sNcYuUzPWtTnGETZz7fpft9tV6Hi06gjqg6oxXdch4TGj154IK1HCitLrftgseopHTKZ85QIUpePOKxT0sWmFOqZiXcXWDdbeEQSqVrDloVPYfO/RhB1bPxNMH/HQ+N5syu87kbSmLZRkFKYcy9L1a+9Osawr+0R83DzzT4P+Y9AYPKLRKL716xMKzSMtLXEhFiNYWUUkRXptt6A9xdZbViVT9vU4gSQVhx11bcLv68QTT0SWZR544IH4Mp/PxxNPPMG+++6LwdCz2/rORl98xraFcqWEWa5Lk64f0Si8Xl0YL+bvzl+sM51F2sQJe2M0Gvlq/pesanTwwcSjedjhojUU4NTr9kenk5CNToTpHd557Cr2PuhU9p15PvpIE3Kn+q7ukCxpyBPGoDOo3bR1hiupTLudKuONBKSypPVHDMvg4t+OY+Rw9Yb4ovP2igsxUIXCClN6/Hwf8xZDp+N7iy1uYRE2BuNCLGmfTG6GGpNnpHYYGqteeB2dl9t2PfD4I/GZpN0LMTNv33YUH91zLG/OntknX7GGhgZWr15NQ0P3WbrtYZeIjEX9bSi+xBOw3eAnQw7Go10b/flcu/5sMuQA+UYXV5XOjxvEqp2VvX+wvz6ijPcW1PR4MvT4FabOOJv3n/oL89+4i2lHX0TQ5+Tr9x7GZLES8Dn5cROcshPVjXUt1t9auo78+HXjFfz1/Jv498qP+DEa4aCQD0s0jEfSsVqfxrhIIG4GuE6fxr7hnk+SacBQa26P62jsvjS//Q5bbr0NIhHQ6xl6+yxyzzwDfU4OprLSBEFmKitFb9/5os7bQ+f0Wm9nDEswTEmzl9ahFrLTe/5dLV3TQkOdWr6xaPF6Kqtc5OXlMWPGDAoLC7nhhhu4++67MZvNjB8/nhdffJHNmzczd+5crrzyyn46uh1Dts1EXqZpOweDJ6KOQuqYpxij0mfi1aoCnJFtF6wmk4mZRxzFipUrKN+0ifDa1ZSMnMA5s0aRV6oGFXyuIC/d+hGjJh/HgSf8ATnaTL7yCsFIAS2ms9X0pFDQCT9RXbK/pSJn06afCfyXiE4VGxFdLo2G8ykN3ZXyuxZrqrJZu5rZwkFBD24kvjbZaJCNnQZT9u06pxOCy80f8vfQ1SAHE7omVUPj03dIN6Wsk7j9wmnodDrstr4ZGzc0NMSjxps2bWL69OlbPee5N3YJMaYzZ6HPKCLi6vAWSx3tknApZlx+c1yYubbigx1blsUVp6Xz2P/W9ziBfuTeM9j/2ItYNOd5ln3/ISazlSPO+itV6xbjdbUQxIrHH8Fm2TnuLhWvY5uFWFejQ0fIyBtVudzwyQO8/Lc5OAMuMtMy+Gj5hzzw3QsICTYbzJgQBJGwR0LxurOecPqdWK2a39jOwHfffcecOXM4/PDD+208WKwIX7bbURyOeDG+oihsuWU2xKLSkQhbbr0N++mnodPpGH7/vUk1YzvLTU5/0DW91nN2UjCyqRVDVPDDxtEcu/cyurpT3PveWr5aqZZLvPm/TfHlV1+tFn3PmDGD+fPnA3DnnXeSn5/PI488wjPPPMPUqVPjn/suSb9+L0RKISYEat1XH4WYPk0QCXTar07V80ajkf32P5TSQ2MF+YLMgucBJ0F/mBdv/orScUM49PjrkCSJkuDDyHhoNJ4frxNDkokGdAR/Wo1xn5FIlkRxIaTkQpGILpcoVmSSXQliTVV6fccXq7NFkQ3BtKCHT8zZHe93546AHohKEs0WH8b8dxAmbzwC1lFHJm1zjVhfKbSncftF+zJx+Nbd0LW0tCT9vUeKMUmSyJl5PXWf34vO19jHaJe01R5jv7ppLjlWHUdOyKTa1fNzY0NZg+XvYht9KnpLDssXvENO4QhyM9PQedsQ5tyd4sIhp9sx2Eu3SZClMjp0hIy4XTX4NnxH9thDAPjVlFM4ce+TOOWFC3EHPQQFmESU/cPePknhTK1ebKcgHA5zySWXsGaNOqR6ey/MQghc3yyg8vY7CFVVqydtITAMKaHgt+fR8NyLHUIsRiRCcFM55tGjSJ88mQlzPyPicKC323eK31N/sjXpNZsvgCEqAMEBozYkCTGAD5bUJi2bWmLhjQvHIGfkM/wvn8WXS5LEtddemzCfclel1R3crs7JrmRI3iQhBuCOyH0SYpZ8iWFHGTBlSgSdgs1fhPE1ivj3P7V4kfDUHYe16DNenf0uPmeEotIT2bD0K2Thoi1SQZQ0mg3LGD7+IAym9muU2YLpkPGIQAgRCCGl9eyRpY82o0shxEBtquqMF5LG2lkRnBBo4weTDYdOT1pUISD3LiVyI2FeyshHGNSmr/7smuwrsk6HtA2vlZOTw6ZNmxL+7m92CTEGYCoYy9oxt/LQqz9sVbRrawlGZCqdaUk1aqmw2szkFOYS9a+ixVdCbcVyTr/oNrI/eIhn//kdmWVlHHP/vRROGdzuL0mSKDzzzm1KVXZndJguKzR9dDfpYz6KXyBlWeZfJ9zEre/8jf0Cbd0aUKbYQ9yuei0ythPw9NNPU1hYGBdj20I0GsW/YQPBmlqqbvsnkbpONZTtIedwdQ3Vd9+begN6PaaRHaN6JEnCMAAnv52BPo/xEYKyFrVOzGIMdpui/L8Lp3Lq9BIANlS3cdSd37JPqXo5VVyNRDwODLbd773s73FILpFOi2JrHw6+9cSEGIApUxVmq1+NOfB3XFyiYR+RgBN9mnozqgSKaNv0Wzb98h8APnwq1W9kKRfPfp9MU0fAoLZ8GZvX/siQ0r0pHbkPG9Z9C0BTzUYAKlfOwZRRijVdYt+hy/t89Vyit7BPxJ9QuA/quLv9g24+TctC6HQpBaYIWzASImyIkBcJ8+tWB4/mJUaTtrdrMhUZFj0uX+pO2m0dd1RQUMD06dNpaWkhJyen36NisAuJMSEE//1k/VZHu7aW0SXZ6Hr5kIQQKJEQB40SrKgX5GfqmPPyfZSUDOGE8gX4qtUCeWdlJXOuv4HffjH43V9ppXsz9Nr3cS37jMZ3buzz82JGhwk1YyUNSBJE2mpRvK3orR0h3/EFYzhBlgn0WYgBCL745A7Ov/jVQX+f9mTcbjezZ89m1qxZfPXVV0mPp/L7ikajBDZuJG3UKADq/vM49Q8/tu07IcuU3XZrSnf43ZGYtcVN/11MYw+RHZs/QCwB5QuZaPUm1oydPK2YGePzyMvoSFONHpLFhCIzH65q429HlQzUIewUdLUI6Q90UnLS2KZXyNCHe4yO6c3EhVgMU6aE3gyRFE2e1u+ewn3AJRgs2YR9rTSv/pDzzz+P/SZVIqLpyHJHdkE4FQJfZdMky8TkhqJEmPPanTjqKzjg+EspVAr56Nm/J7zG3LfV3+SoEZkccvmkPh1/FAjLemRFIlXdjk1EOcnfigWRMCxcJwT3NlQSDFvRAwaDB1t7Y449rOAwdHjYbU/XZHfodDqK7GnUOVL/nmLjjvpaLxajoKBgQERYjF1GjLW6g/3Urtw9fbW3qFj9HfPfeQDXiTMJh0O88soruFwuPnn3XRZdclnCus7KSvwOB5ad5M7eMe/RrX5Od0aHsi0POT2xC8XvayXgSe2e3FPtmKutJsEHSWPHc++992IwGDj11FO56qqrEh7r6vc17L5/4f1lGdX33qemGWN3xz0VW/aGTgeKQsOTT2MZM3q38hPriQnDs3nn9pkc9qePU759lkCIkc2duyclPlo6jZOmLCE7XT0nphll0rqMuRFCkG8zsarOjyeoYDUZE26cdgc6D1iPWYR8v6qBvz6+aBtmrwCIdud4QbYuOZUnSXBeaT1vVBfgCKdOB0b8EHSKBEEWdIqUQiwtGGQzEPzhKZDT+HbBF0ydPJXsLBOSU0FaWgdT0yFTRjgVxJcu5lW3wC/zGH/EuYioYMXC/5Fuy8FRXwFCYJwynD//61ukzSspGvEtTcbziOjUAeD54ZdBVPbpndABB4Q8WLobsYU6/xQSh4VHJQkdUBCzA+n09MvaGrg7Y3RCzVh/Z7naPCHkTjclOp3a/RpjsMYd9cYuI8b6OwydirASJRiOYDL0/LYUlo2ndMw0/vf++wT9PiZOnMhjjz3G9MMOY11ZGc7Kji97ZlkZ5p2k+0vxOoi0JdeU9IXORofx7UXCSdMGzJZsMrJKcLUl+5j19JPLyCpJ8EHS2LHU1tZy//33c/vtt2M0qieqzsPju/p9rTv3txDp9H3Y3sHSer3aTcnu6yfWE7Is8/dzJ3PPq8sSBn/rlSjDmtuSPIjq2rJ5ev5R7FVUw6/2ST1UXJIk1rvVqENNwMRYU3SXmA7SVzp3oZbkWpj1+30oyrGo7+E2bK9z92SDko1DyUjpL1ZmCfKX0ZWs85j5oC6P1hSibPMX4aSasQ7U29K0YJCRNTUsLizEWVfLuvXraHGoheKhsJ7Q204MioJSZcIfaqbBHeB7l5NFbifHHvprAMIhH99/+jQHHn8JVRuWxFOFksWEGDaROjEOdGoRf2+dlKmwdiPEPJIu6TGbiGJCkBGJxCNhXUkPpBNqOCOpm7I/kXUSLa6OrtocmwmjQY5/T3YGT7FU7DJiLBaGnvXckgGLkJn0sKGmlVHFPTvxx4aymuQbOKCkCUmCadPUD/iY++9lzvU34KysjNeM7SwfvJxuR59VvM2CLAl/GxvvPY7042+iZPIMQP2cph1wJQvn308okGyMmwprRiFHn3jLTvM+7UkIIQg3N3PzDTeQlZXF7w85hLVnnA1A4wsv4TntdBRnW5LfV4IQ2xbaC5mNpUMovvYaNl9/Q8LDMT+x3bVWLBUnHVjGfz9aQ5MzhCUYZliLk7Qe32eJtXUlHOpdgz/ooNieWMLR5BW0Ol1Y06180FjMXzIqCTdVYCoYObAHsgNINWD98gcX9mn0TTdbTOieLJBbaVEy4g78itAhSx0CQ5JgL5ufMemV3LuhDGckUZD5GgWrXw2lSE2qQixLH2JsbTXeNhefLlPFdFpaR7rOGAwSzR1GzXGXE8kq4JlbT8LZ2oAlPSPhdRZ/8SI6WU+pUpp0RF07K6HnTsrkdyRZKrklHV+mZRJE4vgudcFuSUdGJMKlbc3x57UoVqLI5MlOGhQ7T3jOAHQD2jXZ9TvQ5Azy4d3HIEkS2VbjTnud2WXEGKjh/CevP5STb5wzINsPRiAYCfPLpkb2GZXfa4QsqOgxZJQxLMtAXl4eDQ0NrHc5GXrrjQwrKKBs7Nid6oOXJInCs+6m+ukL6OsA9di4D2uXOWzxbXqbaPvwduSCVygsLGw3xltFtL1DrnNbdCpsGYWcf8nre0yN0M6Ed9kyNl31J9ZUVvJCZQX/GDma2uv/RqhetZBR3G7WnXMeUlb/drpGsrNp/MdfmbbXXhSNHQtA3f89stv7ifVGqztIkzMEQvRBiMWQeOOHvXjq83t58erpTCxVP6u2AMz6qAmfz8ekvSfjCBnxKjKtP39I4fHXDuhx7AhSdaFuuxBL3T2ZI7u4qvUvgESerpWrrG+S0yVS5o3KSUKsM8mpSfUk2hYxsraklPH+DZw7eR88Q4ZQsaWCFStXABCVZRqPv4xopjpT+Vd/fBCTrMPlaubNR9QSAo+ziZ++fIUDj74Y2RPu+kKIQAiiIkGU9dRJmXpPE/nFaCUo6UCS+NFkY/+gG5uI4kPHAR4vp0ecCc/TATmyk2Ylgyc8p1GuDCGWCnaJ9G5eZfvo6rpfkmvBbjPtVNfiVOxSYgwg22bcikG6205fP7gvlgdAF8b42RyGSOXUe9QL2ejRozk2O3tAC/62BXPZJPJ/8wCNr/2513WTzF5LGiizJJsqGoMOHLUVFBYW0tzcTEvdx0TCbUBMiOnoXDgg6WREVCEjq4SjT7xFE2IDTKrCeyEE5df9lXBDI480N1JsMHCyJBNp6lLvF40iHK0ptrptRHJyaD3vHJBl2qJRitv3Z3f3E+sL2TYTxTlmGhs9fRRiKk7/EHIzp3LKPT8wvHgsuQVmWlxONm7aSF5uHiNHjESHwKJTcH/3AnnHXL3LDgKPMRDdkw2KnQJDWzzl3qDYcQsrIOFWLERT3FZaZYUsQ4i2burHesIpjHw/coJq9dLlux41Z8SFGEBeyWgAfKGO8+93Hz+JyWxjfP6BhGsbk19ACMLLN2OYNAzJYorXjG3rr8oL1MuGeCrUodPzZXsXaFDScaTbnbBtISBbVoVfruzipozneN57Eiebv21PBauRMlWg9R9KVFCUY6auxb9VacmGhoYB7ZbsjV1OjLV5QgMuxLLSTRj1fTxZ6dT1QtZcKl0Cg6hFkiTcbveAGMP1B+YhE3pdJ6XZa00BfxlVmRQhiyKRXTQMAGu6Pi7EOq9hzSjE46pXBdgJN5ORWYzZkrXHXXB3NN0N2o60tBCqqmaJz8tCn5eb8gsJCUFICHztF6NI+/9lwNRHwWwoLKT09lkYsrLY/Bf1dY0lJQx74N+4zWn8tH59/GTe2atnd/cT6wuSJPH748Zwz8tLCejlPgsySZI4YtLvyM0oY1XNXMrr1NTkXmP3YuyYvdDpdESBhY4MssP1XDB5JKuq2ygsLOTII4/krrvuIisra0CPrb/p2j3Z0wzCvjDK3ER6YS4mowURidDQHOEJ52mAxAi5mmusr8WFReJ+wDklDTy1eUjCSCSrLown2kfT7xTf9WjYR9jXisHS0dAU8TqIBFSrDXdbI6t++JAjzvwr6dP2wl9qgy4JI8lswuioIrjAB0aZIVPfxJi2beJVAN8bbfHyAns0Eo+KuSUdi41W0rvUiXU9LL0U5YL0j9C3p3sLZAeXWd/hBuc19GeErMiexluzZ9LmDfc5LbkjHPZ7Y5cTYzuikH944balZSIZeUTqfHjDPvLz8wfEGK4/6MuXszuzV68iJxXy6xDktbcJlw0dQ7qtAK+7Y35XRlYJ5130CgG/UxNgO5BUhffl19/A8Ef/j0C12mDxk1/9Hd3ZWM+djYkzVZ9rbeG51hZOsmUyu7C419cb99H7mEePin++XcWVDZCzs7u9+9yd/cT6ghCCFz5bj5AkNudkbkWqEmSdnr1HHErh2O4bKd5Yb2T+1xs4cUIWJ//977zwwgs8/vjjPPnkkxx66KHceeedHHzwwf11OANOrHvyh9WN3PPK0u0YhaQOXs8xqr8FSa+HbDvlTSWotWRvpxRiMYamB/njsGperymkNWwgQ9+eMkzxUUhCIPp4/nMtfZeC8ScRySpA39ZAxlfPsqn9ir3+ly/IyCli74NPVRdYkge7R7wOhmx+j80jL0AKQc2aQynZayFGswcRBamPCYkosMRgwWHoSHfGhBiohfv7hTzcmFfCH9qayVXCZERTT+vUS4lvSoHswCZ52yOQ/UMgFGXV5lZKcvs+7H5HOOz3xi4nxgbCT6YzfbW3SIW+rYGsolxyJWmnvtPUW3OQrLkIT/LA2ViNWLquw+w1VoQaM3tNhdTuoC9JEsf96jbmfvxPXG01CalIzbZixxAryg+lGLQdqqxi3a9Oj/99SkYW+3c5kbsVhT/XVXNyRianZGSR3ceUlt6enSC0U4mrgfbq2ZXpbN/jMxlYn5/FpNq+NcEA6DAiCzOKlLrB6Zfly/jV5DyuPCiX0++5m8LiEq644gr+85//sHnzZg455BA++OADTj755H45nh3FA2+u2K6ZlJl6f9Lg9UKTiww5ANEIBXLvafqy9CB/Hb0FT0TmP5tKaFMSb2SzpBBH19TgaPEyb+IE9BYpsZ6si6eJMRxh2OZV2BfPJ2gtQOdzY4z6GBvw8zHQXLuRo865ESUSQomECAXVa2E44CYU9KEE3LRt+JyyqIeqSQvw5CkYfWacy47GEpbJMNRRPHEh0V7q6H3AXFMmwU4O+yZEkqG3TUTx6PX8K7eIqCSRFwlzaWsTI8KJn0tE6BIEmZoK7rto6gutnhB/vH8hQDxN2dsg8B3hsN8bu5wYg447ojmLq7nthV/6ddthJUogFOmbIFMi6N0t8TuXvM8eZ9QV5yHbVJW/s6Ypg9Ur0QFdZVXnGrFsQ4hpI/zUT0vHkKkj7IoyZVUjUqc60c7F/eGmCuRC1fizsGg851/8Kn5fmxYJ28F4ly1j45XXEGlM7fXWlUKDgUJDYjqlTVEtJgr1BqaYE2fb6XJyGHb3P9ly460ozR1i3lBQsEdHtfqDWM1YTJBFZHnr0pVIZCp745RXtAuyjn64UChEc0sz1547nvu+qsVoNPLdd9+RlZXF2rVrWb58OcceeyxXX331LiXGtmacVHc4I2bqgxkUmlyElSiXPL6YP51+ILk0c1nGO/H1hBC8+lMLz//YSL07zF4FZv58eBEHDbcBsQyeSBJiAGNXbcKVplA7IY/x55mSxiSV1TdQ3v45G8NhxtfVs5/fz0ZJT5qngZAhk5qC49FVvBvf5hev38UXr9+V8Do/ffU6P331OkPLhnLIxEmYoxJXf7SMF08ppbIwRPn0H7jszXqGtTYh/QKebB2rzkrdKCNQq31PCToTTF2DSLglXVInZRApnpts0ht4OjuPuxqribZ3ojYodj70H8rJ5gUJNWMDOQqps+M+EPek63pNKigoYL/99qOiupHhQ/K1mrGtQZIkjtlvCI++u5IWd3InyfawoaaV0SU921sQVciZ9xzWNd8QNWeg87uwlRSjs6oqv62tjaamJrasWUPZXnvtNIJECEH92zehdImKda0Raw0bqZ1mjRsXGjJ0bJmSz/jFLiRgcT3cOqeRiup69LKOqZ+czv2PPB5Pc0iSFI+E3XXXXRQXF3PBBRfssOPcE1EUhfV/uJxoa9vAvIDNxuSFX6PT6TA+/kjKgvvBLoLdlZEkidsu3Je/P/kjLe4QbEO60iiyyFAm0iovTijaMRoNXHT4GPJsBlbX+9l/6oFkZWURDocpLy+nubmZGTNm8Pnnn+NwJM9k3Fl/w/1RtiIE/GvVZA7mE177cjlLNrWSfeABXJf3bkJU7ImFDTw4v55T9s5m31Irn69t49LXynnm3BEcMMxGpc/Ea5Wpv/NLR46gtLEJ4/lDksckvRKkLieHiMcJQMhgYG3pEPLWbyAq1BsjY9hJXtNCqvTqjf7RWXZGl46lbf9TUax2ws1VvPvy7YwYUkrp8JFkSBKjax2Ul53FFtnCjC9+ZFHxoRiDZr7Oh8XZbo6s/Yjc1npMToVgZnL0WwJiZhs2EeWAgEsdEK7TJXRSxoRa1yKxJr2BzSKbF12n0xTNRgJcwsqC0NT21OTAdFN2pabZxw+rG3ngzRUJXmOdo2WqZ93K9scbmX2BqddoWn+zS7exSZLEPX88ALutf910PQHV3mLx+nqC4dQnwZL/XoNtzTdIgOx3kVlayvEPPcD+++9PZmYm4epqVv/tJj741ek8f8RR1C9d1q/7uK0oXkfK+ZRda8RSjfTwmE0E9Dp+rvLy++dXsLmmgWg0yuhRY6mtb+SQQw7hww8/BMDhcPDtt99y4YUXctNNNw3sQe3BxFKSjW++xdJxew+cEANGPfjveOdrrOB+0vcLmDD3M9InT44XwW7atIlFixbR0NDQyxY1ujJheDbv33UMRe2eYT6TgdWFdspzbARk9b3vyV5XIHDKK1Jc4yTasvbmvg1lFGdbWLlqFR988AFHHHEEmzdvRqfTUVFRQUlJCdnZ6kVIUZSd/jccK1spyVUjuH27Fggy9V4y9arTfsjTzLtP/43r/7uAFe1lky1BS4LVRbMnzKMLGrjs4AL+fcpQfr1PDk+dM4LiTAN3zqlBiQreqClIGRUDCJpMbB5dgikz8ZJrypTQWyTCxsTodMBkwtOlPMAYceGw7wdAvtHIXv5W9p//HAfMe5p9Fr4OQK5pPONspzPM8iuaSn5HwFyE15jJUvvRGIMdOUmfwcb8ouMBGPWlG727d7EfGxBuV8I4ZAMLjBmYQoIlBmt8DFJncsIKw6RWrrK+xe0ZT/FI9n3cm/kwI+SaeJfqjqDInhYXYtARLetsat3Vs67z4zuKXVqMgXry+uCuY8jL3Lo5U30hokSRUswn07c1oPcn1hic+earFEyehE2WsdvtBN//mEh7UaCnppY519+AEKLdh2v1oF2o5HQ7entyK3FsIHiM2EiPhHX8QRwtAc55YQORiIJer0YOS0vL2G//Qzjy8MO4+uqrAdh333059NBDmTdv3gAezZ6NZ+kyVh55DMsPOoyqm2f123azZD1LRo/jjzl58WXGslIyDj00Yb1YTVgs6puqCFZj69HpdNx+0b6U5FqwBMNMqHcwosWNToINeZnUFJgIyalP3VFCRKXuZ1w6wkYsJeMpr2nk1FNPZf369QAMGTKE1157jaeffjr+eZaXl+8Sv+FY2cpH9xzLB3cdQ6al+y7GUeZGHhv7Kk+OU/89NvZV9rKHmHT2Q+x38SsUTjoFALcw06B0pO++LXcTVgQXTO/4Teh1EhcfkM+6xgArG8MJN7NpnYIq+nYNFAlICCXxnCqU7sck6RWFkF6OO0IKdATSigBwZO+DQIoHA3TtEl3oDMi6NKL69MRIVYrMjMeYRUA2o/jhW2HjG6O1V/fJ2IBwhMCj1/OpLYtL2pp5oH4Lf2uuIy+iZqnyImH+2NaAhOrXFptkEOugpNNRZUieTn/3P388eXxS5DQ2nxJSp7o7P76j2OXFGKgnr7/9pm/DT7cGg6zDqE9OVVqXzk3Q9OaiElxV1bx01HE8c+Ch/Hj5VXEhFsNZWUnlunWDHjmQJImcI69IsVwdCJ5t6PgCbv4iHBdkYWeUgp+aMRhMDMkyUlZUwJjRY+Lr2k2Ck085jS1btuBwOHjvvfeor6/n3XffTXotja0nFgGLRqOEm5tx//IL635zPqGa5LFTA0HpLTf1mmrvWvS6s3YT7wpMGJ7NG7OO5CDCmGK1RJEoU53V/LvwQX477lWcpSFOGfUWUqdYWayIvyeMtjye+s0YDtxvH5rafeW8Xi/ff/89xx9/fHy90tLSXeY3LEkSdpsJnU7Hrb+f2r5UkKn30fnCf1Xpl/GuSYAco4+/jJhPeu4w9MbO9ZEST3jOoEFRVdXCCjdFGQbs6YnXg72L1eeUN3jQIbCP1THlD0bGnWNiyh+MTPy9kb0vMDH+XCO5e+uQ5MTfkCRLcbHWmYhOx49jx/L9uHEsGjMal9mMRBRdVBXaYUMmUgoBI0X7XrITNnm5+6Jibr9kJJVFFuoNaSw2WOLfpiiQStbHxh4BNOsNPJ6djy0aZUQ4yN+ba7m/fgt3NVYnFe/HiHVQjpCruTfzYR7J/nd7xKy6z/veV4pzzBy1b3E8chqjyG4mK92AEAIh1PU6MxjzK3fZmrGuHDixkNwME82ube+q6UxUibDi47sYfeGtZOYktvU7px5D5rLP44Ls+1EnYfjLDbjaO9d89ckiK7OsDI+SGAoerAJ/697H0vDOLSAS96fMEuSckgZerirCreiTRnqsJBfIBWszLlcb+bnq83UIWkM6/vv0fykoKCA7Oxt7u3t6VVVySlSj7yiKQssbb1D39LNEamo7ZjjKOlC2cx7kVmCZML7XdQoKCpg+fbpWM9ZPeJwBHA3uxGUhG/6ImUKDgz9mvcuTztPJ7HRPHSviD5i+x6d03wX7ypIGqgM+JElCCMGoUaM4++yzmTt3LiUlJYA6nqegoGCX+w0fMKGA6QVtnJv5OYUmF/XBDB6tOoKmcDqFJnfS+jlGHxmyH5eSeMEuV4Zwg/NPTNRvoKL1n5RmJV+cS7PVZatbI0TzJMpm6OOCS5IlDO2bNGVKDDko+XIbdAo2b1RFiNOp1ozVN9TTajJhMpnIy80jYDIx35LG0KYGzO731XXctSyOREAE2NdixSrruW/c/lSMOD3pNVIRMQTYMm0ZfmtiFHGz0cJmfRo2orjbv1cnBNoS5lDGi/XbadPrWWFK47XMXJr0hm47KWM0KNlIRLnM+na8Jm+gPMeuP3sSOp0uyZOuzuHntJvngiTR1BYgLyuNvEwTTc7goM2v3G3EmCRJ/OO8yVz/+KJt3oYQav2Ar2UzNT+/g7t+Ter1MvOJmjOQ/S58RhsVUi5Tus7u60QI+CYnk78ffTROpzN+4ps+ffo27+v2oNPpyPvVTTS9f3vCciHgjdoC3Eri16JrGH3i+Il89fWXLF2zDoAvv/kai8WM0+nk+GOPpzuEELT6nWSbM3eahoadmeoHHqThiacTF7YP0+43ISbLoCig00E0SiQnB/x+9L6O6IGhIL/PnZKadUX/YcsyYy+wJQiyTKMTs179QRbIDhrJwqz3Y4x0REly9dCIgo/UYmzV6pXUV3kwZxg58cQT+eijj3j55Zf59a9/zbnnnsv8+fMH9Lh2BFcO+QpTSE2NFZpc/LnsC8Ji6885I+Qafpf+Kd+EQmRYk9Ofvmy1YWtjYSZHn2tIinx1RtIlP1b3lZ8fF/2QsGzpMtUhIDc3lxmHHq4u27SBLzp1L6/c8jUr2/8fPeFk9qqqxZc5PTkd2Y2hmKJX8Gc6U++oThcXYgA/9KFY/5XMXFr06vvTuZOy6xG3KDYMKDySfX/Sy/a351hJroUxpRkIIZgwPJvXbz2C02+dR1ObGu/rbIfS1BagJNfCh3cfM2ijk3YbMQbqHVFhdhr1rd3XTPREyNPMzy9dApIOQ7tvVihFF5Pc1oCuvWZMSBLpfgdRSYcuxYR7r6LwVF019eXrOSAzm2JrBm2tTtLDkUG9aFn3Ooym9xOXpTJ6TUUkEiEUCsWLuQMBP4GAH7PZDEi4nC4yu8wzrHHWc96rV1Ljqqcko5Cbj7qW8QVjUmxdA8D508/JQqyfkTIzmPzDQqJtbcjZ2az54UfKm5swVFaR/fJr6B0OjKVDGPHAvzXxPAhIksSFfzmCf938CfpgBKvRzXFD58avgw2KnTy5jROHfsWiqgNwhjLJNDoZm/cV6xs7vJs6D6sWQlBeUY5JFlzy21+TXTSUjz76CL1ez0UXXcRVV13F2rVrB+Fo+w/F14oplNgtnmP0drt+SygdV8rB1R3Dw32hKF21lACWjBsC/IgSjqK36hBC9Pm3IjUHmTBnDf8eO4HQLXsh8jsGhQedalYixrHTD2T6+g00lJ3DEZWv89zYsQTbi/4DwNrSYqZULMKVObFDKAnRrbOryZ+OHDKimHqvi3LIBj41Z2NCEGyvU+tMphKJC7EYTXoDbp2OjC6u/Ao68uXUIrA/PceyrEZCYYWTb5xLQXYaZx8+gre/rogLsVTUNKuR4sE61+0WNWMxJEni9ov33ebnG8yZ8ULO4slqIWdFnZNQqCMPL7tbyP/s8fgXMj3o4qAVr6cUYgCvNNTREApyTUkZp+XksX9GFseazNgXfLfDuzU6I6fbMXQp5E/XKSnrELrWNCxd9gtmsyU+327KpClkZmTi9/vZuGkDGZkZSdv4cPUcalxqq1KNq547vnhoUI9/Z8azdBkbz//9gL+OcLqItrVhyMlBp9ORO3IESBLhoWU03ngDRR+8y8QvPid98uSB2wch8DU3a9+Fbhi+VwFX3XsKjXuXUV2chpSmRkZVj6bTucz6LuNtm/j9uFe4dMJz/G6vV/i2Vb0wWvIlxp/bUbNkyZfweDwoisKoXDO33nVfwmsNGzYMgM2bN+/IQ+x3Yr5hfaE+mMGDlUcBtNeXddB5eLjFqEsKRgcNMs52QWQ0q3ENSepUpN/lOx32CUJt7RuJRBG5JnyzJ6Abm54gxEBNa5pl9bNOCwYZVVsLgB89SwwZcSEWI2AyIUU96COdRGcPoiJo8aIYt6JAXZLiA8KFJJHTqVD/CkdjvHA/Rl4kjK2LEGtSsnoUYv3pOebyhuKRr4bWAI/8bzV1jtRmyDEGo06sM7tVZAxgwrBsMtMNOL1b7z2m0xtJzx2esMwbDPPTxkaOX/I41kArst+V8HXxGq1YA6kdmisDAVb6PPwqJ48SU+KPzVlZid/hwDJIRc6SJJFz/F+pf+VP8WXeqIzodHSWfNUHp7NBoaclSHNLMwaDgZEjR7F27RrGluYxfPgIPvr4AzZu2pjy9Vr9TgrJiv9d46qnze8k25KVcv09FSEEFX/+i5o67APjPnofOTuLptfeoOHR/2zVaxlLitHbOzrGdnTNV/3SZcy5/gaclZVklpVxzP33Ujhl4ITfrsrEEXbeuPMYWt1B/vDvUbhbm3GL9ASxIElgMfhxR2Qc7UOrY79dUC/uxYfAR28sQqfTkZZuI7jxu4TXiYmwMWN27Yh1ltXIo1VHcFXpV+01YzaMugh2Q8fFOCIk/r35GJZ5ShllbuKhMW9SaHJx3+YaHmlfJz48XHZgM8k4A5G4g3yLYiNbuNG3qGOS0tJVcRSLaJmywWCAyceDz2LC4guie3YLYrUb720TIE+9Hoj8NAJnl0JjADoJMqkxwL5L19JqtbKhuIiVw4eTFgwyruodLGE/acEgAVOHg0BaMEhaVCIiJ9a9pUIxeqiasnybdU9eJMydjdV4dDqsihoxvLS1iaez8xJqxrpu/nnvifwu/dMEy5AGJZt/ui7ud6uLvowpzbEZ0cm6eIpyMOrEOrNbRcYAHK7gNgmxHpEkFo0+CT8GJCDaHvp1p9lTBG07+KrNgQwcnJGV9FhmWRlme2rn4x2FIaso4W+LpNC5xXjY0Ykn8zGnGZh6cTqyXkfZiBIM7Z2mY8xu/jbZydS9xxGJRPjhh8QaCIBsc2LasiSjkKwuyzRQB3j3tUNSp0Pxetnwm/NVIdbHsUUxbDf9gzVr1iR09RYUFDB+/PgBE2Ixa5f6+vq4EAP15uTTa69j1apVmj9ZCiRJwp6RxuwL98WLeuGKiYXOWGUFuyGU0ifw7QcWIKWFySvM4afyJu587AWWL18OwIcffsjjjz/OlClTGD488YZ0V2NzvYeN/nyuXX82d1cci44odoM/IVCllwQXFn9PbC5lbBySTR9LY6nTC9SOSjt5VgObW8Pc6bqIq1r/QhQZnQS531eoz8sxx29YAYKt4GmEla+EWfF8kDWvhSjJAsmmjwuxGCI/DfOblUiN6mtLjQHS3lRrkDcWFxFsF10Bk4k1pWo2Y1xVNWlBNfKjirRqoiLCiPJnSfPXpXxfrKE2jm58htVHfoM/q5t6se5of+9iQksHZESjPOE5DYAR4SB3NVbzQHsnZVkoMerWoGSzMjI6/n6qy+w84TkTt7DR355jvW0tJ8PE+3cdw3t3HM1H9xzLm7Nn7nCT167sdpGxgfIrackq46ND/oop5CVosGAK+5CiCqctuKvb59SGAuQbTTj1abxaW8EGv590WcdJw0dyyy3/GJD93BqM+SNRv7aCSq+JV6sLAUmNiB1twJTRpQ1bJ+FtDaJEogyZbMOxWl2+2JXNPlMuRTfnXoB4u3xnTh5/DKsyKhNqxrQ6pGT0OTmYykqTZkqmJBql4s/XE65tP/l2KsTvC6saG4n6fWzatInp06f3iwCLpR0BLLm5CZ9xzBQWYP3SpXEhFsNTU8uGZcspt1n7bX92N4pzLZ3u+iU+9B/KhekfIrfP+5MkmJnXwlu1RQhFJBSUb/olNghejebc+/gL8ceuueYaLBYLX331VbwWdFdleJENWScx3NTAX4fNQd/uFdn1dFNocjHE1JY0lxLAJgcJE+uovAZn4cd41jzNyiZBYY5EntwGwOaNalbksoiXp14NkjgeW+CMGCACDozMEUXsK9bj6RIF0zUG0K92Y529ish4G/6zy/BfNRqpKYjuGwkaO65pAZOJsCyT4fczff0GwrKMQVHir2qIuCiq/YSKERclHLAl7Obwuk/JC7iw+vMACY9F7jGVGT8Koa6WFVa4pK2jS7JByebH8CTOUL6mQHYgoQq0JiWL/3jO4DLr/yiQHTQJNaWeIXkpV0q4wXnNgDvwp5v1ePyRbh/XScTrw+y2/vco3RZ2OzFmz0jDZpZx+/uW5tkqJImgSe30sPodHLz0pW5XjQpBczhMrsHIf6s2MMWczt4FhSyor+O59WsxnPtbpg8bzgn/eZiiKVP6f1/7gCRJSJYMNjcFeGrzkPiJZNhRyUIsRnqWiTSrEbfTh87QERK3tK5n3Tq1u3LChAlJzyvJLOTGc/9Gm99JltZN2S2SJDH8/nvZdM2fCdfV97p+XIjFiEaRs7JQ2tp6fmKOnag1nWAwyMsvv8yll15KIBBg33335aabbuKII47Y6tFG9UuX8clVf8LbHtlKLyjg+EceIrN0COacnAQTWJ3VirmwEH99xzHqc3Li48R21rmug022zUReVlp7IbLgZPOCuBCLYZaj6M0kdfbdMee8+P+d9QHeuuVnWtscOJ1Ojj76aB555BHGjh27Iw5jQNHpdNxwzt4U/fRqXIiloj5oozqYRUvIkuA9BuBWTHRKGmIeejBIz1C79H0sR15Fg2InI9rM6z81M7HIzFCLjlOLGnmvLp8oEjpEF2GmGu4WHmunxaiLe3lJjiATnq+gDggCgbPL4kJN5JkYPjPKqtc6Mj1pwSCG9hIGCTCmKGcwhp3Iih9Fr56fzSEXR9R9TF6gnrZ0mWveqCTXGaY508DLxxdTWdSzL13sVN1mkHkyq4B/NVXSGK/x0vGE54x4o0Os9ismYm2SlzxdK5dZ3016vD/RSYmpyZ6EGKidlK2e0E4jxGA3FGMARoMeBkKMxYhGOWjpy6SHku+oYrgVhbAQ1IWC/KmkjJHtA5cnFhRzb9Vm5ra2MDHdyju/OZ8zXn2ZoqlTBm5/u0HxOoh6nbxcNTR+4kiV3uiMJEmMP7iUVQsqGV46sn2p4MPnHqS1tZXRo0d3m+aQJEmrEesD6ZMnU3LrLWy+/Moe1zMUFCAZDYSqOpkl6vWqEOslQqbT6XC5XNxx551UVVVxzplncvCMGZSXl+NwOOJRLCEE65cu5YAjj6SwsBBILLqXJAlLbi4An1/317gQA/A2NPDuub8lGolgKylhv1tujD8mSRIH3XYrS+68B2dlJdaSYmxnnh4X6ZphbA+059s614zFiEbhvdp8Iopav9TdbzmzMI39D56GlSjPvPouTz31VLyAf3fghKmZ1Kzw9LjOG/X7MsrcRJbBz8c/qwXya2vUc3pb5U8YzFno0zLJLJmI0ZJNydTTqfn5bXR6I9fl5OHdsIQaZ4jnTlTPg/vZ3UzLctMUMpBrCPNAeVlSd/rP+w7F0GkkUlpEULTZRx0gbPqkQn5jlo6cwggt9fp4OhIgpJcxRJT2vIaU0HgVMmSiyB0Cy2/M4Jui45nR8hKGKOQ6VXGX6wxz/qe13HXhiD5FyAAcBpmrXFfjieQQi2p1Fl6J0S4Jt0jnFusz8e9pKj+x9DSZQCiK0pdCr27Y2qfKOoms9O4nNQwGu50Ya3UHaekn49dU5LRVcugvL2AO9/xDj7VBDzWlxYUYgEWW2cdq44s2Bz5FwQJ8dPmVXPL9tzs8WiSn2wlYh+BROr6UsTFIPQmyoRNyWft9NRs2bQCgfOUiPqt1YNDLvPzyy+h0Or7++muamprYtGkTAIsXL8ZqVaOKZ5555gAe1a6PEIKaf97Z4zrGkhJGPKR2w8UGdscNYaHXVGW0qZkXnn2W2upq/rrXeOwLf0SuquPK9iL61atXE9xSSdPLrxFpaaH58ac56ZGHABKiX6BGwI688zZcKcxBo+37466p4aur/sQRj/4fUlFhPNo27ojD8TscmO12GhsbNcPYXmh1B+NdYi6RjkPJiI+aqfSZeKmyMP573vxFmDGnGVL6W638ppKqyjANlWp94ieffEJ+fj55eXnMmDEDUF3533777V3yN6wzZ6HPKCLiSl0/FRESq30F3D3yfWRJcMXTPyc8XvHNUwBkFE8ks0T9LZbufz4GcyZ1Kz6mcY2D9NzhHHvKuQwrXQu0ERGg10FBmip2fl3SwOvVBbS2N1TozSQIMQB/fho+q56QJ4LkjiQV8gMMPVhm9D/XYFQU3GYzi8aMJmAykRYMMqmqhraMg8lxLMIYdhIyZFJXfEKSuHIbs3jstNHMemENftlCmuJDQhVkVr+Cxyxj9Sm9pi5F0JYgxDqQcAsrRhlCneIgqW4YVD8xDxIS6dk53H7RdASCvz25mFb3wF27O6NEBW3e8E4VGZPEAPSUx9JUq1at6u9N94oQgrNnz0uaNbW11P7yP7Z8/zxTz3+KtIyC2MY5bf7tpIV733ZYRLl+03r2tWbwu8JEB/+FzjbeaKrnr6XDKG3vsjz5g3cZNm4cQgj8LS2YO838G0jqV37HVbc+mLCscxeliIqkk/nNx7yScluTSjNZuqUVSZI4/PDD+frrr1OuNxA2BoP5nesrfd3HcHMzyw86rNvHjSXFTJg3J17bI4TAv3Eja048JWldIQRhwAAJ36cNmTZ+s2QRZ48czSFSR+F/ZlkZv/3iMxoaGvjfqWcmjPXKKC1FCYUShFj8sbJSwv4A/hT1gp2x5OVx0cKvtTT1NpJ4fhM8kPkAObILIeC+DWXxTkoAW6nEqJNSt+p39xueMWMG8+fPZ8KECWzevBmfL/W5bkdZkWzP7zpQv5ZNb98SL8qP1T4pQsITMZJpSH3hbwxZuWbdOfS9nklgkzzcnvEkdjnR4d8Vlrl7fUemYPy5xoQbXXNTgENnrWIpql9YeLwN/1XJ3azpNyxDSLCkeARBY6cZmMEg+5TXUz7iYuRoQI2IpfhtBS1eKvfawOQfR+AzZGALtTGj7lMkUwsvH1fE+Z/V9Zq6FKF0lKrDEf68pMd6em/uzXw4QZA5lAwUSSZP14ouq4Tis+7CXDaJaDTKGbd+QcM2+oRuDSW5Ft6cPbNfz0Pbew3atSs1UyBJErMvmEZuRv/7haQFXH0SYgAGSUeO3oBLSc5dR9tDyp1731odrdQvXRafb/nSUcdRv3RZf+x2j7gMuUkFu7ExSCueDxJKnh7CHXPO44455/G3104nu8DKFYcUsP7mKbz9++EoXrWgdf78+e1zv5L/afRMrIg/FaayUkY8dH/CZyZJEuZRo5BLEkV/q9nMzzodS4CfdTq87Ua8jZmZ3LduHTIwrUsALTZD1SbLSfNVXVVVKYUYgKuyCiXY+12tr6kJnzZAfJuJnd9Kci1kSF5y2qNiHkVOEGIApYd2n4a5Y855/PPTc7n0slMJhULx32Zn9/1hw4bt0r9hT1oZZrnjOylJEBGgM2V3K8QAnqk5mN6EWOwaXpJr4b7L96c425wkxABsegW7MXHeb9ip/uiCTsGmLxXqLBZGA2mAfrUbXWOiGJFaQ3hvGIfvX5MZeYEVS37HvgVMJoTwkRlsiNeIxRDt15mgxUvluA2UrZiCz6D6r7mNWXxZfCIvzSyLCzHoSF129UgDiGw6oU9CrEvbF094zqAZtewgZMom3QR5OvU6EW2rYdnT1/H9inokSeKOi/cjL3Ngo1UF2Wlcd9beA/oa28Jul6YEGD8sa6tzyH3BFOo5NdmVYWlmVnjdKEIgd1Lgje1tvzkG9eQp2WwUjhjOnPMvSGj1n3P9Dfz2i88GLIoghOCh++8jmpDSUlu6AfRp3deP+VxBnv/HPMYfWsp5Y62A+mPWaTVh202siD+WfjSWlDDsgX+TVlaK3m5P+X2QJAn9n67Cd/e9mFrbcKdbWKMo8XRlMBplpRJlyC03suWOu6kN+sk3mvBFFV5trGOD30e6LHNc6VAK536B8613kl4jLSeHQDdCStLpCLm6r6HU6D8mDM/mzdkzcbiDtDzxCpK7Nm5p4eiUEuup1ADUAv+RxxoJVi7DMHLbzbJ3VmyRBnxdCvj1EhBypH4C4AgZ2RzIofN5MBUxrVLT7OPBt1Zy3clj4cPk9SRJTVe+UVOAI2TE1Bqk8s0QPoOhfSqCng/LSvjjuo1MtQiiY2Wcz1ew/ILhBPLTkBoDCL0EuapAMWWqWYuYO39aMIhRUThly2uE9BaMih+nMRuTEsBjMHPPgdcRMdrQ1w/FFE6cSuAzZNBmyYwLsRjx1KWlQx6IsBmU3j3MaH/ncjPTaHaq/l1XnnU6o4dcQKbsp6mpEe9z5yasn0MLVz35JRk5+cy+YBrv3XkMLa4Af7zv216NWreWnAwTsk7i+sd/jHuLDbalRYzdLjIG8P2qBhzurXAX7kTLpoW0bFqIt2UzoBZytmxaiLNmJUHj1s3Mmm7LICQEi90dni5eRWGx28l+tgxMOh36zEyOvO9fZBoMSa3+MWPYgaK1tZXG5q6GtRK/mdTIhHMNjDvHhEihaoP+MC/e/BVDJ+ZzxNlTeG59EZU+9WQR8Qzc/u5JpE+ezIS5nzHp+wVM/HIOtqlTMPSSus478EBabvo7a/98NSt+fRb4E++wFZcLX2MjUUWhOayegP9TW0WB0cTJOXmYdTIvlW9k3oMP4e/SyZleUECgNbW5MYDopkbN3F7c33k7g2V0vDshSRI5GWkUn/L39r/h10MayNCrn2us9rM3IukG6iI7buD8jsRgH4qQEr33hCTTHLH18CyZJ8e9ykNj3mSUuREQ7c783b+XNc0+/r+9c49vqr7//+tzkjT3NLfeKTcVhFrwwlXwfpsD93NOAd0UFN3Ur/OhgDfcpDhF59ei3+/2VXHOuc15AfWxqZsDZfOCgiCoYHGCCBRaWmjSpkmbe87vj9NzmstJ2qRJE9r38x9tziUhOcnndd6X13vc+LFwQf68I3V+LDuxEfeP34+bxzShM6SKmffbrlKjc5YaXzDg0x1hHDjYjQl1DTDc/SV09d8A1thIkbqYCWI7EJAK+kMAtGEvFAAsfidUoW6Ueh3QRHxARIcQx8GnjH0v/Fov3LYutBXHRlDbilXwaHv35XmGcON5SMeGos3lA8eA6eNMePQvn+MH97+Hax7/HO0oA2euitlXHIPU1NaNuhe2AwDsxVo8eMMUVNkFAVhl12VsgsFFRTEZgGaH8OaLz1cokd4hJ8Z4nkf9q7syPn7P+sewZ/1jaNvzPgBg/4drsGf9Yzi87WX41Eak87N1sk6PU/VGvH7sKDY42/DvDieePHwQKsbhMpsQ7tUajZhw3rnQ2mwoHjky5vhcGsP6Du1Cx/PXxoTQAcBaFMCh00tR1FNoKlf8+1Ldh/B2BjDipFJ8+LsD2HXwKB7eHME7uzvw8prV6OpKPgeO6D+MsT4FWDRlZWWYNn06Tj37bEyrrJTdp+3Fl2M6fa8prcBcWwlmFVtwa2U1SiwWbDjSnHBcOBzqt3+ZiKK4GDMfWoninpSrsaoSl/7mSaoXyyJFFSdL/z9S58e94w5i+bj9WFjdDOf73ZIgS7bgBF0R+Dszu3EtdDiOg+3sWwFRkDEFNFN/iicPnI8Wf6Jw4sHBWiQs1MJw8Xfx5Li1WDPhL1HiLJEquw5Wkwa6OY8gnEQyMAYYlGEYFCHogrEpUl3Qj33bffD2JF58PLAPAOcJgXOHJDNYEb+Lh6LDj2nf7IHJK7zerwB0goeb5/E5gM8AbAdgdDVKxXIHbMWSIPMpGQ6d9jnAMbx4aaUkyI7pi/HnC3u7K/mgFuHvLgXvLU3xTssT4YE3PmnBsU7hBqGprRvLn9uG37quiDN+7R2D1NTWjXaPcD2KEeD6W6bDFwhl7CAa4YEXf3Eu7ryyBm1xzX3Rz5dvhlyast3tH1Boc+atf0u6TeN1paVeGWNYVF6Jd5xt+LizAyGex4laHa6wl6G4x73effgwuh0O6O12XFz/WMJ4mFwsXDzPo+W1+xF2NWN+lVoKoVuLAvjhmDbs0KZ24BbNI9944uOYx/8NAG88grOvvOm4d/E+nohu+ogcOYLNt/wc3rY2+X09npSdvpN5hvd8XqHTN8rR39eWZp0Xx6Fk4U/AKspxUf1jWH/nMrgPN+HdZffQ2KMs4Tu0Cy2vLY95jDHAqArjZFU3xvMHcGSLCs+2j8LEBfJ1OAc/CkFVm05B9vGFYcLF0I2/EKGOQ1Caq8EYg/dvG3HHnvmYbDiM6ys/RrnaDUfICJsytuYr2nusXN2J26r/jTv2zEN0hCh6jM7EGbPQVfEHNP9+McDLWysFA8D4g4fxdfUIqSNy/KHD8CVZshgA7Qv70X3DCYC9CH4Xj+Z3ujHx0OGYtcgPYIdOAV13GKEe1RIAcO7nf4Rba8Pm2gVwmEdid4UNygiPEAcotYKhUWOFFquuHwt9hxYdh+cBnQz4uucFhbVIJyLWF8dcfhyDHZ9C3vhVbj5k/dqdcAzghqHKrsPoMgPueWZrwrZKmzav8yijGXJizGJUo9KmlUKR2UQdTD/iwzGGObYSzLEl/8F7ff41uLj+v1F+6mRc+94/pVb/XEUQwl1OBJ2CDYEYQu8KK6BXhAEG7PH64dEmL6J8aMOPpRls0Swftx9GVRjVJTTmaLA48sUXWH/HMribmqAvK0NXW1ufcy01PcX/JarEHyGxjtERCsaIsbSJRKCy2WC1WrHhxwvhPixYKAxGLeRwQLyhCjoPJ92HMaBCE4Q2GAKQ+H32d/JQtfox0jTkEiQxcByHIuso6e+6RWdg+XPb8GVHNe7YMx9jLBEsX3QWsPHGpCIKEASZSeFDZ1joNHzxF+diTLkx5jpW20akPEeRGijjvDBGuedrdUISNFlLgfJAN4wP7ELEoITay8Melo+/FXWFIWd1avQ6MHPXK3h79l0AYwj1mAGHD58NxYgPwdRu8AETXM6zgZ5Rf/2tD8sc1jOPUiiob22Xnw+5uaE1o7Vc8F8ThNiKhadj/xG3rMPC0nmTCuZ3aMiJMcYYls6bhKVPf5r1c7v0ZX2UdWZ43sZDMQtUrmtqFHorVNZqSZCJIXSR6f9pwqZxI+DXy98x+N29M9hEdFwIBmUYCr0VCn1hFEQORaKjYC1ffCmZqgJI2ukYT7qdvpmgLS/HjPPPg0mpTFoLSbVjmRN9Q5UKxoAFJUewyTMWKkOv6OLDPJzvd2N+VSugSVVDNfSoGWPBXx+6CO1uP3gAFkMRQu2NaEkhogCgxW9CZ1iwIqqy6xKEGJD42xpPu0PI9ovu+WotMPlMFbyfBPFNd3JBxgAoPKGU30s1gHBPx2g8Rq9DGOWn7q175r0lCO29AlD4gLAGuRpNFI3NpE7wAVUqONTfOh0zJpbGvJ9ffefEPWu2ZfQ8FmMRnrxtOryBCFb+cQea2rqh4FiMsWyVXYcZNemnX3PFkLwlmlFTKhX+ZZMKx56cXa65LtaPhjGG8isfhsoq1PIoTaVQGHoXRmunV7K24MOx32w+wmP3iwF0H419XCHeUAULI/8+FIm1PrkE/7j155IQS5fRGi0O+LwIx9USxXf6xqM2m8H6iJgZq6ow9zdPory8fNBrIYcL4qIfQ0yxeu8v1SidH5fsOQBtt/DZar0BnPn5QdxefAAjdX54GzOvsT2eKVZ6oe8+gJZXbkbLup/HvX+AI6iXasta/CY81SQUsctFcETif1uj4XkeX20JwB8V6OEUgNnGoXRWEc4wABMgF8OUp1uvgKen1ksDYByACXxPx2gcbq0N/iK9zFlY1lORyVBwDKtumoJKW6yHWVNbN1avjb0GeZ7HA3/YnrErv9MdwHWPfISf1X8sRcTizxUIhrH7QEdG588FQy4yBvR68Sx7egtcXcG+D+gPPI8pX/81O+eSQVNais5gELkODkvPV12LUXf8DeGudij0FoTDYexfORUA4A4p0Nkz4LbxgxBGnqMEUzDwYR6NH8gv/u6QEl1hBQwBD0IeJ1RGinpkQrzpr/i3xmqV6gkBIZo6EKYZTdju6cQ2twszTGYAiZ2+8Yh1jKWTarH37//A5if+B+5DsWky44gqXBdlSMsYG7RayOGEuOgLqcpDUFmrUfajh6C0CJ1qkUgYjY9fIu1v93gx97O98KsUUAd70lw9HwEbkrfkyfG3fgPHxnrBnZ8petOKfFj6m9eV4omdM/Gtt6QnNSlEjuRSk/GIv60hjxNNzy2SUskBP9DtiRUEXo/wuNrGwThHDYMfqC7i0XYkgs83hWLsvtRaQbx5PYDXqMSWOVUImFT4xbPfxpg6T+V5PFE7HzXfvgej1yHVjPV35FGuCEd4eLwhrFl6Fi5bviFmW1NbN7Y0HMXMUwSD9Xa3Hy0ytd9i+jHZ3+lwzOVH3QvbsbbuAuk5LUZ13n6bhqQYA4RQ9B/vPRuX/3JjVs6nCXhg8Hdk5Vzx8IyBm/M9bNu2DdOmTRu0UTCMMSgNQoQi1LZfdh/nNxE4vwlAbQH8yZ0NYFEFhJozJLc5IFLT8sWXMaLljJtvwvZnfgdXYyOMVVVwNzVl7bmiO307QyGoOA6fuDpiOn1FTNUjcOXal6GL6uwcf9lcjJs7Bwc//AgfrHwInYcOSUIr3kR4sGohhxvxN1TR72vQndjAwQBogompOJU5u0ObCxme53uFGJBY38WHUT7vt1Caq+F54F3A65dqxMot6j6FmAhjDCqjDeVXrsLhV+8B7zoCmKxQWbsRdPZaHekMDEXq3mOYRmh+/M/n4Rghxhgw+UwlQgFg944Q4A5h5jvN2HxpJbrMKlhcvTfJLn0x9pefhv3lpwmpySJ93oWYyOq1u/DqivNRZdcl1HD99ytf4rUHLwTHcbAY1bL7FCkAf9RHZjUVod0dyNhXVBSBq9ftQlNbd169x4b0PVGJRQelIjsXoU+ll4ZpZxMeQPv558BXLDgjO/LkTh5t1mpUhqFTxP5IpRJiAPCDimPS9z3idaXemUiA53lsWHpXjOnv+w+slP7OphADejt9zzVb8HFnB95rd6BSrcay6tEwK3t9h9QWCy5Z/Tj0dnvCIsQYw6izz8KVr/4FN2z+CNe+98+kXZJiLSQJsewi3lDFv69Kgw2csX9dkiGH/I3YUCTi7Ug6rxIAlKYKqCwjwXEcfrV4GsotglIqt6jxq8XT0r5+NdW1OGHp32G44RVwV/wGs1fcB51BOIfOwDBppirhnHIRNJ4Hdn4Swo6PQvD19JFpXUF8/+1GVE4BeH1PJNoAaKarMFbZBDAm1IgV0Heuqa0bHV1BLLnqlIRtLe0+XLliIxr2CyP1Viw8HYo4ayV/nHZ2dGYuxACg3KrF469+KYm+ZN5jPM/D2enLqSfZkI2MAcIbOJBJ8NFogl3gMg6IJocZDAjZbTAahdoEW09RM8/zgxo2VRnt4LTFkpBSIoL+lnEbFUGMN/SGlEM+mRlKREoOfvBhQuox03qw/tKfTt+r3/4rjKXyRa7xkTyyrCgcGGOouroeTS8tQcQjb3Mi4tz4FIonXzoshDKnNUNhLEfY3ZKwTWkqh+2CpdL7UDPGgtd/dTHaPQFYDEUZvz+MMVSMGY8KAMGRZSiaU4SAX+islDtnkVoQatGCjDHI2l/4PDwiBg6mORx4P8DUgJF5cHP4ddztuh2DUQuWDqJ1xYyaMlnXgxanV0odVtp1WVu/5VBwTDYVKnqPiUPEG/a3o+6F7TmPnA3pyNi+ZpfciK2MECJjOcDjwQ+/dymmTJkipSgb9rdjXt1GzL1vA+bVCXcKuYYxhsqf/K/wksIKdIbl5trJv5nxvydH191XMK7GxwM8z+ODBx/O98tIQGu1wlAiL9SESN7dCeO76HMvHDTVtRh79waU/fh/Uu4X7miSZsoOdRhjsMz+mey20ssfg7psfML+1izeECsNNqiKy6DWsKTnZEyImIkRNK1edlQkgN40J2MMXNQ5yxROGFnhmW//6JwxQjqWMay8fgoqrIkDyUUxJKYqc0F8Z2U00V5nPM9LQkx8bbly7R/SYgx89u4KNAFPTt6s4pEjcdqsMzFhwgSotMWIRCKD9uHLwjhhzl2cM7+eCyLZXVZnSIWucG8ULdzZOmx+3LOB1+FA56GBFeRnG31VJeaueUp2wWhtbcUXmzcP+vguIn0YY9CNqEm9E6cYVjNltSPPgNJUHvOY0lQBhdac8+dmjKFiweNSo0UyzHYlzppThPMuV+OsOUWSMItGa4BsmhPoHTFUaLz2/nfSWlYzxoJ1Ky+AzRjbuV1SrJYikXWLzogZiWQzZWeIeDIhVmnTxnTKtrv9CXVruXLtH9JpyhOqTAPqtsg1Ympn94EOrPjDZ2h2eCUDvGjiw6a5gOd5tKy7D+AjCcNtrUUBzKtoxbMHR8jWzZlVAei43mQ+M1WQ11gaiPYP8eKmTxQcdDY7uo/Kj2nJBM5sRuUdP4fCaACrKE/Y3traiq1bt4LneShtNoSiahzJsqIwUeitUFpGINSexCA2EkakuwOcYXh8dowx2C5YJhXyK00VMenJvmhtbYXD4YDNZsuo2UpTXYsRN72AA49dJLtdaa5EqKMZjDGoNQAgRMp2bg6i28NDqwcmTlHBUqaAizcCcMMZNoEHYFN0JowYKiSaHV443X4wQCrB4RRxYY6oz0EciSSmihsOtOOW1R8POH2ZLDIWfw3INRLITQnIBkM6MsZxHO6+ZlJWzuVTG9GtNmXlXJqKSvxw/bu44uU/o3RSLZb/bquUO29t9yHeVSBXH3404S4nQh29Mwmjh9suO7ERowx+XF5xNKpuTvgvBx4dwSLU7xspDQsPnvrjYVF/ki1E+4d4P66UxygU+NHLL2LO//0vtFkyT2UKBUqv+zGUJiNcLhc+/fRTtMYZyYoNJowxlPzkamjLBcEWb1nR2tqK3bt3JxxPDD6MMVRctQoKk3ztn8paPexuntRl41Fx9RpULfwzKq5ek5CeTIZ4M7Jv3z5s3bo14+tbabAleJEF1Bbor38Zo+58K2Gb2cZJkbKz56pRUqGAkgNCUOC29mW407UES1xLcFv7XbjbdTu+Cxdmh6zNqMLN9ZukEpwtDUdxrCM2+HCswxcTeYpOFZ8yxoqn7jgTMiOTZeEYcO81k2CPiqiVmDW4a0FtQnMAkJiJkovOJfOYGyhDOjIGAGfVluPX2DnwEzGGTZOvxcxdr/R4t1jBRULQ+zv7PDQCwK/UQhvywq21Yav1TBy7fIHgilxeicjIHwLm3oU4EgEqrFoccXpz+uFHo9BboTSVItTZG2WJd+afanXjDLMbxwIq2JRBrP5uFNqDQm2ZM1CEV5vKsOzERhjHnJbT1zoUKT91Mn7y7jtw7v0Wby7+aZ9u+ueuXIHK04T3+fqPP8BTJyd2J6WDrqIcM1b8Et91d6GjowN79uzBSSedhK1bt8bYrdhsNuzbtw8AoB41EnPXvQyTShVjWSEuWACwb9++QbVrIeTRVNdizLJ/IuRxwt/8Ndr+8WsEnYehslaj/MqHh+XNE2Ms7dRkfLe7w+HI6NoWfeIa/3wHmFdI7bNIGK5D36C0tATms67HsbceBiLhmGOESFkvZYoOjFIcwVehcQAgjRgqWBgXU4JTv3ZnvyJP0Q1tVSX6fndQRnjAbtLgD/eeAx48OMZgMarR7vbj0ZfkdUF8Jio+Oper78qQF2NmQxE4hgG1v4o4zCPx9uy7JO8Wm+uQJM4iYLLdll3qYrw5+x6AMZi6jqJTV4K5n9TD6BW+1P6WZsx09c4NE3l22Wwwjsvphx9Pf94ijgPKNEG4QwpJiIk4A0XoCitQrZcr/idSEd2ZmBAaleGzp9egZt6VwoKiUODkq67Af9a9kd6TchxOvuVnGPe9izFy/HgwxmBvbcWnn36Kk046CRaLEC2JXnDKysowbdq0lGmabC1YRHYRva9U42dDP26WrD8ZkZromxHx70xRjzgFLMpGRhXsBP71K+x/r9d8tj9cp/8H7nadhEJMS0ZTbtGgJa4Ep9nhRf2t07F6bazPl3hN8jyPLQ1HUb92J5odXlTatFhyVW1a86fveXYbwhFeOrfVpIHZUCQFPOIpMWsSxKAYncslQ16MdXgG4EPC81BGIghxXK9QEr1b0CvOTJ5WzNn8RMLhHo0Fn0y6BjZ3kyTaPBoLDL7Y4vb4uWElZg2sJs2g/kiGu5wId/a/9kgs8ncGei9aa5Fg/DqcioGzQXxnIvphmutuapLmO/I8j6bNW9N6zmm334ap/3ULOI5Da2srvv76a0lcTZ8+XYpsAYkLTllZWUpxlc0Fi8gN0YbPRP/pz81If+na+zHgjouAR6KmAcjghgFGeGJfk6IdRtZV8FGxpfNrUb/2qxg7iSq7DjMmlspGnqItJUSaHV4se2YrzGmU7Yi1YU1t3Vj+3DY8vHgKVv5xB444vfK1Y3nqCB/SNWOAUIBXZtH0vWMcOn8QE484MKmpDROPOKDzJxmrxBg6DWVwa2MXHI/Ggrdm3w1HcbUkxADA4GtHJG7+iLayCvZKwUKgyq7DqhunDvrdquysuxSIRf5i16W1KID5Va2F5C943OB1ONIu3jeOqJKK5Rv/8x+4Dycpzk7CN399E4wx2RoYccE54YQTMkoxDvR4gihkysrKMHHixAFd1zzPo+3vv077OCM8cCK2vq9QOyejKSlW48nXGtDSI4CA2PqreAuReEuJeDqSdDP2VUt2rMOHXz7/WdJ5lYAwJikX3ZJ9MeTFGGMMy+alWU/D8xjtcEETEu5ONKEwRjtcyRUzY9hcu0ASZG6tDZ9MugbgOGgCHkmIiXB8BB6N8IVy62z4/pOPY+3KC/HWIxfjmSWzMWFUcc7dfhP/CXEDbrm+DV/ji/xH6vwAgEh3Rw5f6dBDbpi2hEzKklMqcckTj0ti6su9e6GwpFeALdpQyKUUgYEvONlYsAhiqBLuckozK9OCU6Jm8WpEjJUAkNA5WWpOP/CQayptWoCxGAFUYdPi1RXnJzVPlbOU6A8RHqhbeHrCMPJo4t0K4hmMhjk5hnyaEgBOHpVeOF4ZiUhCTEQTCkMZ4RFKMl4pvp5MDBH5igxwa20xgsytteHtWcugDnbDX6THgvKx2H2gQ7oTEEOngz0nK3rWXcBxCE3P3whEUrvAxxf5A0DLy3ei4qpHoKmuzeXLHTLED9PmlEpEQqGk8yi///RvUXHqqQAE8cQYQ8m116Dlt0/LpjiNI6oQ9gfQfeyY9JhoQ2ELhSilSBCDjJiJCDp7/QU5YwkiXc6Yov0EIiHc9vwB7HH8tCc1qYcoxBQcw4M3nI7/enJzTp3r02HFwtNwxjg7fnD/uzGPH3F40dEVTFqH1Ry1DqZDpU2Li6ZW4aKpVXC6/bjh0Q9wzOWXtpcUq6FScjH1ZiXFahSpFGhq60aFVYsVi07PSx3lkI+MAYDVpIZR13/dGeI4+JSxkSGfgkOor89HbhaYTNRsc+0CgOPgVxugUHAYVaqPCclG57gH1fAVvbUkulGTMWLx76Eorkj7HKH2JrS8dj+5saeBOEx78ZZNuKXhSyzesgnX/WtDQsTMVF2N0eecLf0tiifN6FEov+0W6Hq8wYxVVfjR2peweMsmLPzXu5jz1G+kc0XbUFBKkSAGn/hMhNJcicoFj2PE4uehNAtRL5V1RIIdiQM27HEwAKynRqx3rQlHeFTa9Vh0yYmD9c/oE6NOhZtXb0p4XIw+yc185Hke9z+3LUaIcQy4/YqJksVEMvPXJVfVSmlPm0mDVTdNk6JklTYtVt00DSuvnxJjVbHqpmlYsfB0lPcU9K98YcegTL2Jh/E5WDFragTH54aGhmyfOiN4nsdl962H093PPDDPw+gNoLq9E5pwBBEIqtWnVOCArRjd6gy6BXk+IWoGAHfPPwWnjLXhukc+SHro249ekvNOjmTwPI+uvZ/g2N8fRUgmrM6ZylF10ws4VP+9hG1j7tk4aEXChXbNyZHJa+zP/MdoE8rS0lJ4nc4YqwkRnueTbiOIaArl+1QoryNXeBt3omXdfQh1NEs2I+oRp0idrv7DX6HltfsRdB4CZ67CioPfT+khlkk0KVcU61Qw6FQJ6UYx4wNAduajw+XFZcvfTTjfW49cDKtRjXZPAGa9CvPqNiZ0VMplk3ieT2gOiH4MAObVbUyw11hbd0Fav5MDvVaHRWSs3e3vtxDT+QKoaW7DSW0dAIAAx0lvUp+1Y6mQi5oBeOzVr1IKsXzlr0UYYzCMm4XRd7yJymt/C87YO6tQaSpF1YLHoC4uTSj+H45GkrkgOmJ27Xv/lB3EHV2fxRiDzmaT/RFJtY0giMGF53m0vv4LyWw76DyEltfuBwAoDcINk1g6MuaejRhz55vwW8bFnCO+YL1QhBgAKJWcbN3XM0tnY+Joc4qxf0lmdqLXYoLjOKy8fkpCbZhcNokxBouhCO1uf4yZq9gwMJgjj1IxLGrG5EYayKHzBTDuaHuv+Aon1t/0VTuWTcqtvXOyok3v8rGYMsagHzcLY+9aj5BHMCkUfzAAoPzKh6U7uOFsJJmKxsZGBINB6Q6KIAqVffv2QaUiv8BcIhTxx86kDToPIdzVHpNRiLYhqVt0Rkw06c6rTsGyp9OztRksHJ3+BI/PKrtOiG6lEEBWkxolZk2MM3+JWQNLXHaoZowFa5aehcuWb5A/T8/+0RYZcpGzwRx5lIphIcbEkQbi/EdZejoo+woVdnE8fMEuxBSQ8TyUER4RlRqcKjvpxAqrFutWXgCO4/q8mAYT0TgynujifzKSlEev16OrqyvfL4Mg+kSlUkGvL2y7hOMduSL+vjIK8W7wAPoVaMgHDLFCTMExqTg+lQBijGHVjVMT1jy5NcVqSi2k4i0yxMhZdApS1Af9eb5cMixqxkQikQhm//xt2W3KcBiTmtrkj0Nvzdgnjh34+qP/k91vWs1VMM6Yn1lNWRz1t07HzJoy8DyflXz2UKdQrzmCIDJnqH+vfYd2JWQU0u1Cb9jfjl8+/1mMmWqhEl3/3FeQIb6uK1lmKNV5nJ0+zL0vNnIGCPVnNlOsDYhcbVk6DPRaHRaRMZH2FHVjIcbgU3CyqUkOQjfl7nIr0ONQcfFpN0LZ4zRfFBb0rElfApXDhd0VtoTasHQot6gxY2Jpz2tOEc7NU1E/QRAEMXCykVGoGWPBaysvwFV1G3GknyOC8kF86q+vmY9iXVdfom3iaDOeWTJLirhFnyfZ2KOb6zclnGcwRh6lYlgU8PciHwTU+YOY2OKUOifl0IQj0PuCsHsEYVRmGYsxlnEYYxmHKvt4VNnHw6i1CjVlMoIuHe5acKp0QYnh3GjyXdRPEARBZAexJmwgmQ6O4/BglGVDIVBi1kgF9slSf/HO+/EkSzOKCb2G/e2YV7cRly1/Fz+r34TdBzqkYxv2t2P+yn/hiNOb0OiQD9uovhhWYsxq0qCkOE75xrntc5CXbDyA8W0dUPWjW+XkVmfy8Un9QK/t9TgT89nRvij5yGcTBEEQhYsYaXpr1UV5GxkujjqqsGrx8I1TsG7lhXj70Uuwtu6CjOqcU2WGUgm1+G1yy3Y+OiZTMazEGGMM914Taw0g57YvdyGnc3EXhSOZW2AAeOD5HTGKXfySDeSiJgiCIIY2ouFpvuI9j/50Sox56u4DHSkjX32RKjOUSqj1Z5xSoWWYhpUYA4AZNWWIrtsLMZY0NZmKPU1b8dL7D+C59Xfin9ufQZevI2a7aIGRCUc7fAmKva9wLkEQBEE0t3X3OTA7F3AMeOyVXVIjQTZSgakyQ6mEmty2aCps2oLLMA07McYYwy8XTpX+VvJ8Rm/CZ3vfRpXtZMwY//9wzNWI1zY9Am/ALW33KRUIZfiNKDTFThAEQRQ+PM9j5R93yKblck2ER4w3GJCdVGCyzFAqoRa/LZpyqxbrCjDDNKy6KUXOrC2HSgEEwz1zKAGkO+v+/MkLMa5qOgCgyj4eL72/Aju+XY9ZE69EQMHhgK04o45KxpC3QaUEQRDE8Ut/0nODSbYCC8k6HVN1ZIrbtjQcRf3anWh2eCXBxnGFF4calmKMMYa7F9Ti4b/sAgC06dUY0eXv4yiBkyqnYGRJDXRqEwDBg8xiqIC9eCT2Nm3FlNp52J/p/EoIZWaVdjJbJAiCINKjv9NmcoXNWASNWjmo5qmpLCkYY5h5ShnW1Vw4IA+xwWBYijEAmDahDDr/Doxu65D1FkuGUlEEpaLH3Re9eV6T1oY2VyOYrwujnSxjrzFKURIEQRCZEO8mX2nTIhjmE9KHOXluAKtumioEExgKqsY53x5i/WHYijHGmGBpMQBPsOjLLBwJAmBgjMt4fmWJWVNwRYUEQRDE8UN86u7tzY147OWdOR8ibtQp8eCfPi+IsX3HI4WXOB0kVDKWFv3B7XUmPCaMUWhBsb4EKqUaEQBFgfR8xjgGvPFg4RUVEgRBEMcX0ZGgP63fGyPEcnWr39kdSmrOSvTNsBVjJosOpjRrs7x+N9ZtWoVjrsaYx/cd2Y7O7jbUjjoXgPCmjj/WAZ23f3VogNCJcvAoDZEmCIIgsoNcQT8PoaMw1xSaqWqhM2zFGGMMP733QlhKDQCA/mTUNUUGjCypwesf/xrrtz+Lrw5+gE++fh3vfvE8qmzjUDv6vN7zo1eQKcPhPg1gFRzD6DLDAP5FBEEQBNFLMi+udXXnw2YaWA3VDZeehDKL4ENQadOixBzrSUD1z+kxbMUYAIweX4qVv5uPwydX4jt7cZ/7M8Zw3qRrMfPkK9DR1YqPd7+GxqMNmHLi9/GD6XeC4xSx+0MQZJOa2jDxiCPpiCSOY7j76kkF2W5LEARBHL8suao2YUZkhycAR2f/MzdyPP/OXigVHB6/ZRrWLD0LDy+eQmP7BsCwLeAX4TgOD906E7f/amO/9ldwSkweewEmj72gX/uLl6ImFMZohyuhy/JP952NsZUmMMbg7PQlTJ0nCIIgiHRp2N8udVVW2XWov3U6ZkwsBWMMDld2uiub2rpxz5ptCEd4VNl1WLHodFTa9QVtIVGoUCgGQKVNh5BS0feOAyR+RNJd82tw4ggzvj7owry6jZh73wbMq9uIhv3tOX8tBEEQxNBEboj26rW7pO1WkzohrZgpYnNAU1s3Vr6wg4RYhpAYg5BXLys3IpSF6ydVZVj8iKTJJ9pTTp4nCIIgiHRJNUQbEEpuVt04VUorKrI0zJKK9jOHxBh6jPKunwLXqJIBn4sHEOi5rgMcg18hvMU+pSJhRJJJn3ryPEEQBEGkS6oh2iLRMx/vWlCb0XDxeBFHRfuZQ2Ksh5oxFrz45GUID/Ad4QAU8YBfweE7uxkNlXbsrCrB7gpbzIgks14Fm0nTry8NQRAEQfSXVEO04/ezGIrw5w3fpj1cvNyqxVN3nklF+1li2BfwR3PoWwd0OjX8noF1mQCAOhzBaGcn9pSaEVYoAMbAMcFPrMKqwYM3TJUu2ujxFXRBEwRBEAMl1RDtaPozXFzBMYQjvPTfaIf9/jwH0TckxnrgeR4v1P87K0JMRBMKY1KzA0V6BSacU4y5l58JtcGadLo8XdAEQRBEtujPTEa54eIlxWoUqRRSgGDFwtNRWaKHWa9CR1cwZp06HuY+Hg+QGOvB3eFF25HOnJw70BVG4zYfym8uTyq06IImCIIg8sGSq2pRv3Ynmh1eKeo1cbQZ7Z6AIMCiAgW0TuUGEmM9GM1a2CtMORNk7ce64XH5YDTnfgwFQRAEQfRFtBdZpU2LukWn48IzKiUD8iNt3fjZ49tp+PcgQAX8PTDGsGjpebBXmHoe6PuYIICQon8pRXuFCYbi7Pi6EARBEMRAiLdVanZ4UffCDsxf+S807G8n26VBhiJjUYweX4oVa+bB4/JBb1Lj/Te/whu//1R2Xz/H0FBphzLCY1JzW8J2xjHoDWp4On2wV5iwaOl5VAtGEARBFATJCvdF0fXMkllJbZcoVZl9SIzFwRiTUonnXz4Jao0SLz/1cYybq+QZxnEoK9HCHgmgraU3vWm267DyuQXgOA4elw+GYg0JMYIgCKJgkCvcF2lq6wZjLGE72S7lDkpTpoDnebz7xq4YIWaw6uA6ZQS61Sohh379FCxa1pvetFeYcOO9F0GhUEjCjoQYQRAEUUiIXmTiEPFoquw6WIzqfnmVEdmBImMpkOuw9Di78fsnZyOkVMS094rpTYqCEQRBEMcDNWMsWLfyQmzZfRSr1+5K8Lok26XBg8RYCuQ6LO0VJtloV3R6kyAIgiCOBxhjmFlThrV1pbKii+wsBgdKU6YgvsOSCvEJgiCIoYgoumh9yw8UGeuD6A5LSkESBEEQBJFtSIz1A0pBEgRBEASRK0iMEQRBEAVJY2MjgsEgampq8v1SCCIl+/btg0qlyvh4qhkjCIIgChK9Xj+gBY4gBguVSgW9Xp/x8YzPwWwDo9GIYDCIE044IdunJghZxLsSt9ud75dCEARBEGmRk8gY3c0Qg81A70oIgiAIIl/kJDJGEARBEARB9A+qGSMIgiAIgsgjJMYIgiAIgiDyCIkxgiAIgiCIPEJijCAIgiAIIo+QGCMIgiAIgsgjJMYIgiAIgiDyCIkxgiAIgiCIPEJijCAIgiAIIo+QGCMIgiAIgsgjJMYIgiAIgiDyCIkxgiAIgiCIPEJijCAIgiAIIo+QGCMIgiAIgsgjJMYIgiAIgiDyCIkxgiAIgiCIPEJijCAIgiAIIo+QGCMIgiAIgsgjJMYIgiAIgiDyCIkxgiAIgiCIPEJijCAIgiAIIo/8f33jiAzNYLrsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_evaluate(langerin)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We obtain a low number of noise points and a handful of clusters so we are at least not completely of track here with our initial guess on $r$. To get a better feeling for how the clustering changes with higher density-thresholds, one could scan a few more parameter combinations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:22:47.527208Z",
     "start_time": "2022-11-24T17:22:06.321154Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d90fe63845694a0088151e6c106fe2f7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/105 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = 1.5\n",
    "\n",
    "for c in tqdm(np.arange(0, 105, 1)):\n",
    "    langerin_neighbourhoods.fit(radius_cutoff=r, similarity_cutoff=c, member_cutoff=10, v=False)\n",
    "langerin.root._summary = langerin_neighbourhoods.root._summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:22:47.548107Z",
     "start_time": "2022-11-24T17:22:47.530631Z"
    },
    "run_control": {
     "marked": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_points</th>\n",
       "      <th>radius_cutoff</th>\n",
       "      <th>similarity_cutoff</th>\n",
       "      <th>member_cutoff</th>\n",
       "      <th>max_clusters</th>\n",
       "      <th>n_clusters</th>\n",
       "      <th>ratio_largest</th>\n",
       "      <th>ratio_noise</th>\n",
       "      <th>execution_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26528</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>11</td>\n",
       "      <td>0.702201</td>\n",
       "      <td>0.005428</td>\n",
       "      <td>0.482993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>26528</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>11</td>\n",
       "      <td>0.702201</td>\n",
       "      <td>0.005428</td>\n",
       "      <td>0.442934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26528</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>11</td>\n",
       "      <td>0.702201</td>\n",
       "      <td>0.005428</td>\n",
       "      <td>0.465871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>26528</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>11</td>\n",
       "      <td>0.702201</td>\n",
       "      <td>0.005428</td>\n",
       "      <td>0.348964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>26528</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>11</td>\n",
       "      <td>0.702201</td>\n",
       "      <td>0.005428</td>\n",
       "      <td>0.341427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>26528</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>11</td>\n",
       "      <td>0.702201</td>\n",
       "      <td>0.005428</td>\n",
       "      <td>0.339944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>26528</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>11</td>\n",
       "      <td>0.702201</td>\n",
       "      <td>0.005428</td>\n",
       "      <td>0.34093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>26528</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>11</td>\n",
       "      <td>0.702201</td>\n",
       "      <td>0.005428</td>\n",
       "      <td>0.340496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>26528</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>11</td>\n",
       "      <td>0.702201</td>\n",
       "      <td>0.005428</td>\n",
       "      <td>0.341145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>26528</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>11</td>\n",
       "      <td>0.702201</td>\n",
       "      <td>0.005428</td>\n",
       "      <td>0.340906</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   n_points  radius_cutoff  similarity_cutoff  member_cutoff  max_clusters  \\\n",
       "0     26528            1.5                  2             10          <NA>   \n",
       "1     26528            1.5                  2             10          <NA>   \n",
       "2     26528            1.5                  2             10          <NA>   \n",
       "3     26528            1.5                  2             10          <NA>   \n",
       "4     26528            1.5                  2             10          <NA>   \n",
       "5     26528            1.5                  2             10          <NA>   \n",
       "6     26528            1.5                  2             10          <NA>   \n",
       "7     26528            1.5                  2             10          <NA>   \n",
       "8     26528            1.5                  2             10          <NA>   \n",
       "9     26528            1.5                  2             10          <NA>   \n",
       "\n",
       "   n_clusters  ratio_largest  ratio_noise  execution_time  \n",
       "0          11       0.702201     0.005428        0.482993  \n",
       "1          11       0.702201     0.005428        0.442934  \n",
       "2          11       0.702201     0.005428        0.465871  \n",
       "3          11       0.702201     0.005428        0.348964  \n",
       "4          11       0.702201     0.005428        0.341427  \n",
       "5          11       0.702201     0.005428        0.339944  \n",
       "6          11       0.702201     0.005428         0.34093  \n",
       "7          11       0.702201     0.005428        0.340496  \n",
       "8          11       0.702201     0.005428        0.341145  \n",
       "9          11       0.702201     0.005428        0.340906  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = langerin.summary.to_DataFrame()\n",
    "df[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:23:17.587000Z",
     "start_time": "2022-11-24T17:23:17.365662Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 750x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c_values = df[\"similarity_cutoff\"].to_numpy()\n",
    "n_cluster_values = df[\"n_clusters\"].to_numpy()\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(c_values, n_cluster_values, \"k\")\n",
    "ax.set(**{\n",
    "    \"xlim\": (c_values[0], c_values[-1]),\n",
    "    \"xlabel\": \"$c$\",\n",
    "    \"ylabel\": \"#clusters\",\n",
    "    \"yticks\": range(np.min(n_cluster_values), np.max(n_cluster_values) + 1)\n",
    "    })\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we see here, increasing $n_\\mathrm{c}$ and therefore the density-threshold only yields less clusters which potentially means we are starting to loose information. We can use hierarchical clustering to freeze the obtained clustering and increase the density-threshold only for a portion of the data set.\n",
    "\n",
    "To be sure, we can also double check the result with a somewhat larger radius to exclude that we already lost potential clusters with our first parameter combination. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:31:58.785501Z",
     "start_time": "2022-11-24T17:31:24.106037Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 2\n",
    "\n",
    "neighbourhoods = tree.query_radius(langerin.input_data, r, return_distance=False)\n",
    "for n in neighbourhoods:\n",
    "    n.sort()\n",
    "\n",
    "langerin_neighbourhoods = cluster.Clustering(\n",
    "    neighbourhoods, recipe=\"sorted_neighbourhoods\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:33:23.719115Z",
     "start_time": "2022-11-24T17:31:58.789414Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cdfc2e91bb354bf981d754d6449e9066",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/105 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for c in tqdm(np.arange(0, 105, 1)):\n",
    "    langerin_neighbourhoods.fit(radius_cutoff=r, similarity_cutoff=c, member_cutoff=10, v=False)\n",
    "langerin.root._summary = langerin_neighbourhoods.root._summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:33:23.895507Z",
     "start_time": "2022-11-24T17:33:23.721946Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0.0, 104.0),\n",
       " Text(0.5, 0, '$c$'),\n",
       " Text(0, 0.5, '#clusters'),\n",
       " [<matplotlib.axis.YTick at 0x7fc4f4289780>,\n",
       "  <matplotlib.axis.YTick at 0x7fc4f4289cf0>,\n",
       "  <matplotlib.axis.YTick at 0x7fc4f4289390>,\n",
       "  <matplotlib.axis.YTick at 0x7fc4f43c29b0>]]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = langerin.summary.to_DataFrame()\n",
    "\n",
    "c_values = df[\"similarity_cutoff\"].to_numpy()\n",
    "n_cluster_values = df[\"n_clusters\"].to_numpy()\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(c_values, n_cluster_values, \"k\")\n",
    "ax.set(**{\n",
    "    \"xlim\": (c_values[0], c_values[-1]),\n",
    "    \"xlabel\": \"$c$\",\n",
    "    \"ylabel\": \"#clusters\",\n",
    "    \"yticks\": range(np.min(n_cluster_values), np.max(n_cluster_values) + 1)\n",
    "    })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:35:12.299201Z",
     "start_time": "2022-11-24T17:35:11.010625Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "26528     2.000     1         10        None      8         0.962     0.001     00:00:0.890\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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GUBSafVGqHEZuPm/3zHtoK9HiDcRIJpNFRdfsK/dXZ1MWod/FWLEvdW/iCyW4+teTePq9n9UOjT6iWLfQlgheRVEIRTv+Lkg6DSOPmcD/7vmUsqk1lE4oZ5O8mhHXjybY4OetN99Er992frzBYJB4vH/qJVWGLps3byYWizFq1CgMhs4tELaUeDxOMBjsk20PRtL2Eh1R7JyXTTExsXSth1v+/iUj160kEDuKUp2PX4ycx0XmV3hy41kFqcaEJKKTk0QlkbXOUkKGIudTQWCdszTTTRnRSKxzlnaYovTrzDQbnTmCzGW0E9Bu2YzotABt9rYHOxrcYS65/0sevmJfREHkontSAqzKYaQhb7j5ppYQCPTK9WOo0e9irKsv9daSTMKT767kpVmH4Q3Gt/sOjb5ga1uSFUXh27rv+dsXj7G5tfM77+r9R1NSY2XjR6vZ8N5KkrEEllF2Dr/4Vxx55JG98XL6jXREbOnSpQN8JCrbKgsXLmSPPfbgzjvv5Oqrr+6z/UyaNKnPtr0t0mGHZBv5YkJRFGbN+Q77mgYCiZR7gC9Wyrvrj+CUHV4tmmpcXukAQUhFuTo5l4b0WpZVO7ArQTxCCQidVBsJAk9OOT2TqkyWSAzfJ8BdtoeYHTiZNfKwLXtD8pCTCpfe/xV2i44WXxRIibRi75PDoi+4fsw8dzc8/ij27biQv9/FWPpLfe2/FtDsi3T9hC2g3hXGG4jhsPbNXaPKlrckL2tcyV/n3c/mLmZSZmMd42TiGGfOshAJvGEfdpOtJ4etorLNoCgKYZcLo9OZ+X3de++9aLVaLrroogE+uu2P7HPe5pYgNz3xfYc3ox5/lMamAJWJ3DooX6yUlZ4dEEiiZMXGopKYEmFpGyZFwRIL4NeZC4TZGGkjF5tfoVJy0yg7uhRV60tHcPN+M7jL8AAVJi+CIFCJm4vNr3C17zLopfptOalkhFj2smqnkXpXmGqHMTMhJ+e9bC58L7dHf9ABKeCfOMpGX1t/XXDXZyxZ0/1xOyo9J985uisUReGWDx7okRDriFprFTZj6VZvR0VlMNLwvx95+vBf8Ng+B/D04b+g4X+pruFFixYxYcIEPB4PJ598Mg6Hg3HjxjFnzpwBPuLtg/Q5b/JoR84Yo3zxcOvTP3TYPflF/b45QkwB9HKSiQ1uTNF4F92PSkaIAVRKKVHVbkZRHKsYorLEl3OurpTcWIS+TUVX2fVMP9BOeamOeneYm574PtPsIAgCdrOOm578vtNi/t6cjjCYGRAx5vFHcwrs+4JGT4RL7v+SJWtVQTZY8IR9bOoiLdkdaq1VXH/45dttOFtlaKMoCu/PuBpfXeoi7Kur4/0ZVyPLMqtXrwbgyCOPZMcdd+T222/HZrNx/vnn89Zbbw3kYQ85uhIB+Tej6fVjsRhfL2sGQWCDvbBIXiFXoKXPYmkn/bMXv4g5FkahsPvRKgQzQixNd0RVq1JCo5zrB9koO/ArJZ0+ryvyz8Dlpe1WIVV2PUeOjzL7vc00+1INe5taQlz/2AJavGEURem0GUxRFL5e0rDdWGAMiAN/X9eNpZGTCjc+/h2v3HyEeuHuY9I/rM5y/nZjKbXWqq0SZA8cdxO7DJusfp4qQ5awy5URYml8dXWsW76cSCTCkiVL+Pzzz9l///0BOP3009l11125/fbbOe644wbikIcc3R2RlBZgKzb4uPfFRdS7I5iNUmqIdzKJX68jIokYssxbRWSSFLe3MCRkPqv6JQFdKZaYl4Pq/0t5uCHT/ZgWVdmCrDFhh0gSdEontWYCs/0ncbH2JSpMXpqSTmYHTmZrU5TZMrXUKHLNmbswbWI53mCc+rpVLP5pNd68y3yjJ8IJ182j3Gbglgt2L6grA/h8UT1Pv/dzZvwS9M50hMHMgETG8r1d+pIGd4RvljX1+X62Z7pr4CcIAtcffjk1lp6NTspmhGPYkPwhqqikMTqdlObZn1hqazGXlQGw1157ZYQYgM1m44wzzuCrr77C6/X256EOSTrywUomkzmRsqVrPfzquvc5/tp5XPXIfOrdqWxP0htpH+Ld4Kah1JxJV5p1fg4d/imlOh8AQp6XvgIEdKnyC7/OxifVR7OhpJaAxtTmoh9gtv+kTJSrqclM9L9hbvvstk4NXUf66vjNZy9gfKuJdW+W8I+6X/Va8X4afyTJjEe+5fSbPqK+JURZWRkmHdg6uMw3eyNc/9jCAiEGcPfzi3KEWJqh7Bk6YEMb0wV8b952RJ/v694XFw35fPNA0VMDv4mV4/n7ibdt0b5MWiMOtWBfZYgjCAJH3nsXJVnzXv2bNvGfE04CYNy4cQXPGT16NABr167tn4McwnSUOjtlZpb7/lo3f/nXfJqzC9YVBU0iUTDEu6o1yLIqB4tqy/lfVQWTnMuZvtOz/HbiHPRSbrlO/m1mQGfjg2GnMXVTI5fNf5zbPruV33z2Av+o+xV/cM0g+HUSWygl7MrDLs5b9HzKUiCbPONXZ9jD9MVzt9j4tSPSmip9DSgvL2fCpN245Be1lJcWt63Itsgotq18hrIFxoBO0BYEAY8/2vWKW8lmV3jIqumBpqez3SA1JLzCXNbjfenFofkjVFHJRlEUzDXVxEK5v6u4241Tq2V9kXmsspy6+Gs0A1J5ss2jKAouXwSXL4zNrCvI2kiikPHM2tQSYubjC3M6B03ReCoattlVfIi3kvIRa8VMs2xDEFJRsIjcveyQpIj86Nw/U0d2wY/PcuXnD+OM5GYhnBEPM7+8i52al2fEVmfGr33FppYQJ97wAefd9z1Pfebhlt/uicXY/VFQxTxss7sxhyIDKsYAbOa+N+2scRqHrJoeaHoy2y2NIAjMPPzKHu/LE/XhDft6/DwVlW2Fhv/9yJwDDmHOfgcR9/sLHh+lN7Lgu+8KzIOXL18OtEfIVLrP0rUefnX9PI6/NpVyPPH6eZxz1LjMea3aYSxIpdVnm5kqSk40LJ+0Q/4YaQP3lP6NMtFLa6ykqwbIAvw6G2HJSFgyYYu2Uhb1Fl2vLOLl0v89wY1f3M1IXx1+nRmPPncyg0dvJaDduuL9rkhHvTa1hLj2nwvwh4u/P/lIopAz99Jh0eG06gu6MYcaAy7GHFZ9Z/52W799i5YZp+3cdzvYzhEEgXOOGpcZFCuJAmcfOa7Lu5fJ1Tvyp4MuQehhAalVb9niY1VRGcwoisJ7M/5EsLFj65e9LFaiyST/fuSRzDKXy8UzzzzD2Wefjdnc8xE32zPJZJIbHv8uJ13W7IvyxH9X8OLMQ9usKw4tGIQtiQJl1tQNZ7F5kWniOg3rnKWMkTZyhfF5EmEdT/50FnOWTee5lad0qsfyko2Y4n7eGXEGL+xwEa+MPo9mQ1Wnr6084t6qOZS9iauL8Yfpt7faaeSRK/djbE0p0VhqZrHbH8PVmopCDuU5lgMuxryBWJ9+V7QaiRmPfDvk22IHCkVReOq9nzN3jnJS4e4XFvHV4voufzDHTTyCjy56iesOvqzb+1vv2bhVx6uiMlhZ/+lntNZt6HSdHU0l7FJi4ao//5nbbruN+++/nwMOOACj0cjtt9/eT0c6NFi61sOpMz8sGNkDUO+O8O1PzTgsenzBeEFkTE4q/OU3u1Jm1Rf1E4tIIpt3qmFxpQNJhGGbo8xZNp2XV52IL5Yq0A/Llk5vRUVSZrAA5pgXSEXH0v//tProLoNr5WEXVaEm7NHWnOX2aGufpil7giQKJJWUELvpvN2ZNMrOzDnf0dJaXMAN1SL+ARdjxdJcW46CQQySHf9N+5kNZUU9kHQ0QPeq2Qs4deYHXQpgQRDYoaL7qZVSY+8MQlZRGUwoisKnN9/a5XqCIHBuVQ0H2Rw8+uij3HHHHUyZMoUFCxZQW1vbD0c6NEg3HtUXEWJp7nlhEclkssNSjGk7laPXSZl5kWlBlp4X2dIaA0VhZLOHQCwV0e/I0qIYEY3E0monbkuUvZveJ6TNzQr4dTYikrHTbTQbHDSYKmg25k4waTY6+zxNmaar3Eda6Na7wlz/2He0eMNFOynTdFQGs62bww64GEvbXFTZt250kVNfzwnDHuPkkY9wwrDHcOrrC9YZqop6ILFb9Ditxev+NrvCXPvvBR3+OJY1ruSs537PeXOv6Na+bAar2k2pMiQJu1y0bug8KpZGFASONlv56fvvaWxs5MUXX6S6urqPj3BoUewmMp96d5gTb0jdUGZbMaV9x7yBWGYbIb2WZVUOllY5WGe3MMrdys6bWphU70KX6Lk4UIB1DiuIIuvsI7hr798Tk3JljSXmxSAXipbsvRkSEXZyr+TJyadlBFmz0cmTU07vdP5lT7CbtVR2cP0WBXjkyn1xWLpXs93kifCr6z8oWsCfJhaXWbbOm7Osu/ZKnTHQYm5QtN5MGm3n5ZsP59hr3sMXjHf9hAIU9it/G4vWC4BF62W/8rd5Y+MFZOvyarWQv0/o7Cfd7I3g8UcL5oSmRyN11wC22lLJjUdcMWQ7aVS2b9LeYvlmr53hS2qZ98UadhxeyrjhdsS+njE3hNjsKhz2XYxmb2qSyyNX7lcwi1dRFKodRurdYUzReKaIP0l7lEMvJ3P+7i4CIGVbVIgia8rsjHa70cchagqyX8sHBedeGREpq9rMkghx6Q9P0Gx08OSk04hqDDSUVNCb8wg9gThQ/Lptt+hZ3xhEkrq/P4XOy9yafVFmPbGQF2ceijcQo7REy42Pf5eJcm6JOWx3TX77kkEhxgBEUeTui6fxu3u/6PFzDWIoI8TSWLRe9GKIaDIVipVEgZvO2129mPciiqKwZnMrLa2d25PI+b439Gw00g2HXcFh4/ZXPzuVIUvaW+ydP/yx0wL+bM78y5tEsxparj59Mr86cExfHeKQQVEUbnri+y6FWBo5qTBzzkJevulwHJb2LIAgCMw6bzcuve/LnG7KfNkhAhFRwNDN/aUZ4fGz1KjPRLDKI5s5qe5xLEGRgDnBDxMsjHWDpICMwAcj9ueous+Lbqs87OaK7/6JRDITGVtfOqLour2JqzXKXc8v6vZ73V02tYQ4ddaH1LvCiEKhL1k6C5b9eXVEMpncajHXGwyqW6nJYxxcc2ZHnY+F9WBpIkkT/rgtZ5k/biOupMLKogB/OmMKk0c7Cp6r0jPSodwla9ycNutDzr7t04JOo3wWrmgpWJYejdQVVZZyVYipbBdUTt0Zjb4Hkfu8U+FdLy7hojs/6N2DGoJ0lKLs7DRWX8SrculaDzc/+QNCQu6wmxJA1iicNu7VHh+nXk5iibTtU1GYvuQFKlqjGOUw5b44hy1wI7V9ByQUjqr7HLmT15COmOXPu+xreluIpalvqysrtnlJFFi+zt1lynHpWg+nzPywoHZwIEqaBpUYUxSFp99fVbC863owgS+bj80IMn/cxpfNx5JUUt/MpAJPv79qmy3sGyxk5+Uvuf/LzAmtqx/bI68vK3jv06ORykucHTwLRARuPPxKVYipbBekZlJ2r24spLMQ1RfaWCyuC3H4lerA8M4oVpBf7TDy8BX7Uu0sXhBfbjPklLhkTx5JiGKm6zFNOhcQ0Uj8YuQ8RhnqMyOQesIIly81BikWoDyUWwclFRMhSmG4QlEUYoqScw7ua9PXnmAx9X6CrjtNZOnPsFg37UA4/Q8qMVb8jqV4PVj+V84VreaNjRfw8vpLeGPjBbiiuQWtavH+1pE/9qgndzvNvljR936ninFoxY5/iA/96lYmVU3o+cGqqGyDFJtJWQwF+GLn33RYgB2KJlmwbFMvH922TXZxdv5sZEkUqHeHmTnne644eVLRYvSkLLN6k49kW8mFuzX3WpX/SSQkkUU1ZWys0TPRsgpBgF+MnIdZG+jRceuTCho5iV9nLuiI7IjsY2lVFL4HvgN+APxtgsytL+23bsqu8IcSfbbtza5why4KHUVIq51GZp3b/yVNg0qM2S16Sku0Ocs6qwcrRGirESt8E4fyTKv+oDvdR52xeEVhYbIn7GOzv+P6mNrSrtOYKipDhXTdWEaQdVBkLQCBks7Hif3xH6qNT5pinXaTRtt5ceahVGW56zd6Ilz9z+8ydkjZuPxxzrn9Mw7649vMfn0Z593xaeYxTTKJTs6ti9XJSRAEWjFnhnpXlTQxfcJTFNq5do4mkcAS9fPk5NNwGbpfVN6qKCwF0hW9EeBnIKkoPD7l173WTdnfCMDZR46lypGKYmYbjhejo0BMsQhplcPIS7MO6/fifRhkYgxAzIt4dVQPFk0W8ybruK7sytOmqOmuraDYFzf95RdFAVCwCgE6mvFx3ZyfaGjILdjvrG6s1lqFzVi61cetorItUbXLVM7+4F3OfPuNwoHPbfiNTqK67KhG8d+eu7X4EObtifyIfrbfpDcQK5qi6gw5qfDU+6tympaKmr62jUACgdmBk2mUHTQEK5izfDo9u+wmmdjkZbeN9Zzw8zye+kVFTl1Ydgoy/98/U3g2jgCf1O7JevuoHr3uwYTDouOj7+tpcIepsBv4x+X78NYdR3HnRXsWXV8SBTa3FKZk8yOkVQ4jN5+3+4B1JQ8qMebxR/EE80OWxevB8qNf6bqyE4c/zBHO2ViV1SSigcx/cjTA2roGPB4PsZiaruwJiqLg8UeZee5umS+u06pHp0l9BqOEDdxV+iAP2e/mrtIHGSMVuuQngaffW56zLF03lhZkkpA6odVaq7j+8MtV8ayyXSIIAo5xO2AeNqzgMb/BwddTzshENcZIG7mr9G9tv72/5fz2WrxbHskeKhSL6KcjJXaLPhNd2So6MH1NTQNXqItVc7XnDzy99lRCiZ6kBhXSl2i/zsYi+wGc88HqTK2YX1H4gVQKcmHbf98B3wMe2iNi+UxyrSpevK8oWKL+nhX2KwqGnj5nK3H52/3dmjwRfv/A12xqDrDPpEpqitT8yUmFGx9fSDKZLPASmzjKxhWnTqbKYaDBHeamJwdu9uWgsbaAVPSlxmkscN9N14OlrCpMFKYh2+vKXO4oN9/+BfBuzhoHPNb+7+v++gB/ve4y9WLfDfL9V046YCTPzFuVmRUGChebX6FScgNQKbm52PwKV/suI/9z+s/8Vmacncy585hYOZ5nz/wHnnCqHkMURezGUvWzUdmuEQSBfW+5jVcuuQJL2IXf6OS7HX9JQ9l4EMAqBGhVjFxmfha7lLowVUoe/mB+jlmtl9CqmPl5UysTRnavzmioko7oZwuyaocRW4kWQRC4+bzdt8hOKZ+QXsuyaieapJKKiAlCjvdYRBLRyd0XLAJJlOxYiaIQErUYQhpkEohtka907DM7vBAF1gK6vOVp7BEP5niQgK69AWSkr47pi1+kPOzqtvWF01vHPotfyHw/v55yBi5b39tl5CMnFS6570tmX7k/N523Bzc8/l1BxLPBHeaX181DQKGlNUaN08j0X4znqfd+zvluDJStBQwyMSYIAjedtwfX/ms+zb58XS9kPMPyya4rs1p0XHbxFAA+bfglcaW9GDPYvJq6b5/hraUaVsz6cECM3bYlioX4H/rPTznrWIVgRoilqZTcWIQgfqWw22tdY4ASMYzL5cLpdFJZWclPTT9nDGDTUbGJleP77oWpqGwDjN93Dz4/8loiXm8qLSkIjJE2Zm5+kkqhHYNTCvKQ/R4aZQcjzX8Fuj9qbCiSTkWlz2PpYv3Tb/qImdN3o9ppxGrS0hraErPxgp2RSLvkKzI7tLjQtOUUDT00f00JMQUQMITrqd78Drq4j4UaC6N1DiqiLjpLQkeBHYEV5DnyAwG9Nbd4X1EyQgzarS9u3u+qjuvKFCUjxAAsYRf7LH6Bt/b/U5/WokkilJbocOcNHk8qcMPj3/HqX49g1rm7cvF9XxU815WVWt7sCnPHcz8WDej1xKOsNxlUaUpIufG/duuRPPWXA7v9nOy6Mq1WZPxYG9UjRmGq2YPS2imU1k7B5BhJ/aK3GLn3OZgcw9VZld0gv2OoGK1KSaZANU2j7MCvFBfOr3z0E/Pnz2f16tXMnz+fhoaGHCf+Ta2pv9XPRWV7RxAE7rxkr5SFhZCqy8yOQnfmi1UpuQm8c4v6OyJ1TbnhnF0QaO8C39QS4pL7v+T4a+f1jhDL4gDd99woPZERYml6frFNpTnTQgxAk/CzVo6hAbqSCgowMWs9AzCO1PcqOyVpiQUyQixNV9YXhlggI8TSWMIu9LG+tcs445AxHWq9Rk+Er5c2ctMTP3RrWx39NAaq2W/QiTFIfVnG1pZ2Ms8qv1C/67qydV8+ht5STtXOx2WWqXYXHbN0rYeL7i3u5pxLe4EqpITY7MDJdDQk6T9fNSJnhevXNdQVOPFvam3AG+65J4+KylBjyhgnJfpULVKxKHRnaIL1yMGBqX8ZTCxZ4+bS+78qKGbvGzPSJNNNb/L55gO2fkuKgi7akhFiaTQJPz7RwDhA13ae1eY9N5ZMckdLIyevXcWVa1by1KY65FAQiyBgj7Yy88u7ue2zW7nxy3twhN09HiQe0Znx5z2nsLGk93n2wzW4Wju+Zt/+zP86Hf7eFVUOw4DYWsAgS1NmIwgCd/xuLy6+74s2h10FgxiiROtjv/J3sGi9GdHlilZ3Wlfm27SYlpWfMPGXtyIIufrzi0UNnLDfyH59bYOddHoyv3avI9bIw7jad1lbarK4tUg2KzfBTm2lBaOqRlBrrcoRZGonpYpKCo8/SjCacndPRaFtVErebj1XVkDYzn9HiqJww+PfFXVp7wtqxWaiCT2+WOH7rhfDRJPdaxjQBuqo3vAaSjJKEBEhyw5DIwgsJ4IeGIbCJnKL9YOyzD/rN9IQizLNUspIvR4pHqe1rTtXRqAskhLp5WEX05fM5cnJpzF9ydycmrFO042CwNdTziioGRtouwyXP0aV3UBDEXsSURRIdvJFcFj1vHzT4QPWTTloxRikwstOq55kZF2mQD+piIhC6ktVOBA8v65MQS8EWPvZo1iqdsJaM6lgH3e/sIjj9hmOKIo0NDSwdmMTo4dVUFU1tDyu0h2Rdou+S9W/ZZ5iQtEasWK8tgwm7lTLnpNqqays5PrDLy+oGVML+FVUwGbWZQ20FngldCiXWro3WkcSwNPUSFl1Td8e5CDG448W9Q3rs/2Fbby0+aSij8WS3axBUhTqVzzHA/Vrij78S2c5h9mdRIFiazzbWE9jLMpltSOo1adqpvcAdG3nVCkvRlgeduEyObl5v6tShf3akm6JKpdtBG/t/yf0sWCmpnEwEI7J2Mw6vG1ZrzKrnr+ctQtJJcmfZi8o+pwap5EZA2x/NajFmMcfpdkX4YRh7Q78aSGWJn8geBqnvp79yt+mvm4dn3g2sMcJFxd9o+WkwrrGAJs2N3P7C0vxhsBmWsdfzpjEAbuP7bPX1p/0dCJ9sQ6kLUPBKgRpVUxYhRCtWVGzf/x3M+8csivQ3lHpDfuwqZ2UKioZPP5oTjrtp0T3C/JdsoFSw/YdGeuoQ79PUBRGufy0Joq/50o3q4IkOYRGTp17p1fWYJVSaerG8oOobP6UMm3H9Ux1kQhLQgFOcJZTqzewJhxiVSiIzmhij5LiN8uZlKQg5HRYpo86dQ7vIOMhCEXHcg0kvmCc7OlULa1R7ntpMY9csV/R9WdO35V/vbWcGY/M79b1sa8YlDVjaewWPbV2ucCBP5viBrDtVhffLmhEqxU5Yfc6OjIkDYRi3PPyStK2PN4Q3PPyyiFR/NqZ6WFHpDuQinm2dJeU/1HKe+wx+18LPMh8oSQef3twXRAE7CabKsRUVNpYutbD+Xfl1m22KhZ8cjHD60JeCB3dp6NmtgUEQWDWebt3Un/ce2iSyU4HhncXWTKRkFKf8SiDgXGmEkaW1lBVuSvjTCXYtfkVYu186nWjAQ612pAVhReaGnjL42JhpF2MevRWmo2pGl+X0c6TU04rGtXKPod35B85WMkbiMCmlhCiKFBuyx11VW4z8M83f8qI9YFs7BvUYgwgVsSBP6m0GeFlCvXJKuhXKNW0YNF6iUZlfljcwoQdbDhM/g5GKMGsJ36guTW3o6a5NT4kivs7Mz3sjEmj7Tw6Y0uLUHO7vjRt0cy0B1laFP9U593C7auoDG3SN1HN3vwUm8ADgbPwyZ3fKCkKzI9Pxqjd9m8ot4alaz3MmrOwwAqhL0iIIrIm9/0WyRVnQndGIQkCXtvOuYuSCbQJP3FNx1EoA9AcizBSp2d0UubhDetojqde94po6nskI/DYzmfxzIG/JnxcBaOOD/L74f9hcmJlXnthcf/IjgIagx1RgM0tIW777Z4Z4/LaMhO/PnQM9e7c39hANfZtA2nKGF9Gjs1EugJxK180H0ugLSLm1Nfzy2H/wqxtJZhIfVFLNAGSisCyFW5isSSTdrQTiFs7LJ5scIdxWvU5PiRDZZZlsZRjd1+bw7pl6crOur6yPchufep73r7zaDUapqKSR2d1m2vkWiIYKKXj1JsgQLXo4te3fMbDVxywXfopKorSgWdlH9E2DHz+hmn4YqWU6nzsWbmQBY27Z/4+sOYz3lx3fJebimtzU51aOUh1/X9pqDiM4Ztfz3msLhLhI1cTKyJhQoqCRRS5ZNMG3HKCw8wW3g/4+SwY4POAnwPMFsbIGzjaspBKyUfCpWD6poGLAo/TbHTw5JQzWF86osf+kYOdpALX/msBr992JHNnHYYnEMNWouX0mz4qWLfGaVStLfJJCwlXtJovm48hELdi1rayX/l/MWtbcerrObL6BczaViAlwko0AQBEQaFuY+rfw4dZMGtb+dXwf+LU1xfdlwA5inmg2lt7m/z5Wz15bfnP7S7FvMfSNMr2jAeZN5jISVWqqKiksFv0VOSlVNKkLpSdW1bIikB9spy4zHbrp+hujfSfECP1uUy0rGL6Ts9y4aQ5TN/pWSY5l+f8Pcq6oVvRMTGZisws9Ldy6/o1XLNmJc/ULcOw8e2c9TZHIzywaT3VGg3nO8pQgNZkEo+coEQUuby8EgCzKDLHk/IFO3HFO5TFWkgmk4S/iaOkLpOUh91MX/QClkgrrUlTj/wjtwVaWqN8vbQxNW7MoseTNVYpmxmn7Twg1/5BLcbaxYCR/crfyYiudBfl/uVvFhT0Z7O5IfVGl1pTKrdEE2C/8rcpFmptaY0ye8b+vHXHUcwdoKntfcWk0Xbmzjpsi17bpNF2Zl9ZvPAxl+xhxbneY9nXAasQZIy0KfP38vXebh+Lisr2giAITD+qeANRZzc7SUWhNZJgjvsAEtEQiWiA9ZuaWLexCa/Xi9frHdKzedOzB5PJJO5+u9FT2sZTmWiU7QgCmLThTBmWIIBfNNCUtLHeP7xbhfxJMXXNetfjYpzJxLHOcjZEI/y9bjkBub0O8D8tTRxV6uCEyhqqrKloWrVOS1hRGK7VZXy/xur0LIqE8csyQjBJ8I04gbfbhVia8oib2z6/jRu/vIfXNu7Xbf/IbYV7XlyMoigsWePmt3d/VvB4bZmJvSdVDMCRDfI0JaTEwBN/2o0nZntzlndW1J8mGEzVgVnM7QWPHXVf1jiNOLph+7Ctkr4b2BIcVkOn6crsES3pH23Ke+xSnrDfklMbahRj/J/5Ba7wzQAEbn7ye/57t5qqVFHJRlEUHnz1pw4eTd3spH9zsiIgCak7ns2+GIf+/SdgSc4zxmTN5p0zZw7nnntunxz3QJLdNd6Vp1RvkX/u+z42nqON3xas931sPHtqf+LTTd2fLANwZkUVe1hSImu80cStdWv5wOPmV2UVhGSZlZEwZwzbkagSwtDmj5VQUl5k62JRbtu4CgCLmOrI3BSPs2NbdyYhUtqqyNtUHnZz9KJ5XG3+MxYx1C3/yG2BBneYr5c28udHFxSY/g50RmxQR8bSmEocWG21Ocv88dIuB8WHwwlKTBo0mvaXWbz7EmKJJMvWeXvjcIcE2dPtO++uLF7oOUbawH2l9xe1nnFIfo7QfwlAaziBq7X/fIBUVLYFWrwhovGOo/5po+U/eP7ELa0X0CjbAEgayzj8xD+y0/E3UVIxnh0On8HoAy9hytSpGAwGBEHgvffew+v19s8L6Sfyu8aLCbHeu8SmswDJgnPf4foFBOPGgmvTEYYFGJV4UTPYYuxYOZFbRu3A7mZrZlmlTs8wvZ6F/lSGSKe1cPikM3AqqdesFURKJQ3N8TijtDq8ySQLgsG2I04dkCb/TVBA6CDzaAv5MMfTNWLF3r3sbMi2w9Wz5xedvnD77/Zk4ihb/x9QG4M+MgapqM60g6/m1ZdmZpz3f3Tvw/6V/+30eTdcvUfO38FEScGYpDQtvijX/ms+r9165HYfpcn3Jbvy1MnsPamSR2ccwPHXvp+zbkeFnpeaX8YpdTyn7CzTPCKKgc9je+ALRCkr3XIbDRWVoUZdU3eaZlJGy37ZzNW+yzETwOUPE4quo+GHZwk2rUSjL2HNxw9y6iknsWnDBvbaay9effVVFixYwLfffovT6ex6N9sA3TGq7g3JkB0Ja5ZtlGdNQ2gIVvDu+iMyxfq/GDmPqpImINVRLmnClOp83RJkgrYUg8GOkPDnLHdotGyMRgknZZqqj2Ynk5PY+tXoEimBlmx7latiuSlar5zq6qzJ8ygTzFBytBYlCsEPY8QCqdFKgiAgmEHooI69o2zItkCxgKkowDm3far6jHWHcWN34QvfJby8/hLe2HgBjZHhXT4nELdm/v9R/Um8tuFiXNHqDtdv9kVxt0YyEaHtEUVRuPbfC3J8yWY8Mp9TbpxHvTtUUMxfrH4loQg5J6liCAKcV/ImkKS0ZNvvWlVR2RqyI9EAktjT84+Ayx/h+6cvZOV/b0XnT3mztyx8ijN+cx5arZZJkybx8ccf884777B69WpuvvnmXn4VA0e62atvyc0ClEteEm02S4pCRogB+GKlvLv+CJJJhWREIZ4UENq6LUt1HczdVRSkRBBDaDOj185Bl/AX1JclFAUBEBEYUf8KO6z+JwJJFARWhoL420SXURColtpjLatiUY4yW5GyN1YCxr21CIKAz6PwgwzfAT8AAaNCeE8nfop1Tg5e2wtxC+MoaYGm+ox1A0EQ+POvd87UelUaNnS6flIReX3jBby8/hJe33gh9ZExdCdQfeYtH3PcX97ntFkfsnRt10N2w+EwM2bMYNiwYdhsNg4//HA+/vjjbr2mwUD+RcDdGi3ibQT17ghXz57P2UfugJTzjReYHTgpc1IC0AgKCaXr91oSYC/tYtVvTGW7ZulaD6fN+jBz3lmyxs21//6+B1tQMIhBtEYLc87fk++umsJ501JFyO7GdRwyzswzzzzDX//6V0RR5LDDDuPQQw/l+eef75sXNADkd36LW3pV7oRiWQCNkKRJthFKGAsiXr5YKS3vSQRej+F6W6CpyUxVSRNn7fg8v504J9P5D2AI1zN6zePssOpRRtTNJRhqSb0uksQ0FmLaUhRFoTEWo0yrRS+KmauZNhFAQGFVuD0yGFYU6rMK/aOKwnuBVm5vakAwgeEACcuxqZtg/9tRFn0WJ9zmlBIBVggSj+jOoNg1szPbi4Gmp2WCxZJgqs9YN6k2rmFP5wdY2jorO0IUkujFSEGhflekHas3NQe59ZGPefr2XxL1eDA6nQiCgKIohF0ujE4nbrebE044gWXLlvGbM85gt732Ys2aNbjdxT22BhvFxiRVOYq30wN4AzHm/HdlQb69RAhnjF3TaAQlp7C4I84peZu/PLUr795dvd2nh1W2P4pNyLhxzsLMXL2uSI99s2i9BONWJkVlzHJ7/ONPh1Zx598eZr/99uPAA9uLx6dOncpHH32Ey+UaMqnKdNe4JxCj1KThtFkfUe/uvTFI6SxAthBplB1c7fs/LAQZronmOPBbEl70ran9m0Jhmr8xcvP+V1Euefmd6VWUtNBRFKo3v4MunoqYBeQY92xcx8U1wxmuN6BL+Nkw7EQaV87FlYhzYlnxbr+9rTbsGi0vNDcw1mBkczRCqO0m+wizhdMrHNh1EkoIoj/ICDqByLcJYoGUAMsmGpTZFLZhNQTyRiGljNUbZXuOvcq2anuhKKloWvYlbaA8RrcZMdaweSlfv/sXDq3ydmv9YKIEoe2L06PSTUWhumUFuy9/A0vYxSNv3Igiy5SOGMHuF1/Iwtn/wldXR+mIETyTiLBsyRJmTJhI6QefIK1cw+/vvYuqXaZuyUvsVzoak/TizEMps+ppaS3eFl44dFfh/JI3CtZrlkt5MngMV1k7v/u2iFGIePl6aSP7Th5aw9lVVLqiWK1TQ7cFRPvYN4ASbSs/iCUcFGivM6q06FjVHOHmaw/Ludmpr69HkiTM5m3PwLMz0l3j7tZIrwqxtq3ndLG22z2I+LGwzmlgjMuDLqFQqvVxwPr/5lx5ysNuRiTqWRsdzdN1Z6Jvm9kjyaGMEAMwixI7mUp4YON6JpeYGWN2sm7dN/xQv54djCYOLC2sZ9KSGgD+truFk53l/N7u5DWvm7+1pGrWRhn17FJiyqguJQDhrxMQSj3XQK4gi5hKubn8Mao0HhoSdh5zH0NCZ+Riy6tUSm7cshWXbMUptW7zthdJBSRRQE4qA9pRuU2IMUVReO+tv1LSSR1SUhEQs6IwRinEySNnZ0YmdVYrlsbprWOfRc9jibTf+ShtOXhfXR2f3HgTyUQqcrZ45UrmbVzHCc5ySj3ezDrvz7iasz94d9BHedytxcckfbusGaGDEL8oQJUjd+juFM1KHJK/YN1yycfZJe/ilo04pM5PimYhxD0vLuaVSZWD/n1T6X8URcET9mEfgkPki03IyL9T7wiDGCyw+IlL8JmlhDWtqcja8wtdGDQCU8PfZjqjE4kEX331FQcccAB6/ZbZ3QxWFEXB449iM+sotxmKllxsDeku1pQTfa7dQ0ivoa7GwDUlT1GtbSK4LpZTRSWY4Rz72zy98gx0cntZhyyZiGlLM4JMEATOqKhlmN7FN34/SxvrKNPWc7izkr1GH4LoWUh2fZaCQEsizt82beAEayl/tDsLfieCQGH4K9TWSRkUGKco/Ny2ir5EZOI0kSqNB68rycqvG9g98Bi6Egn9vhI4RRxSK42ynT94ruqk23LgSYusrpCTCs9cfzCjqywDdo7ZJsRYOOQh0Lq5w8fTzvzZpIVZ2iD2jY0X0OkXRlHYZ/ELOUIsn7QQA/jY60YC9rPactbx1dURdrsxDeLQ/9K1HmbO+a5guSQK3PzU9/iC8YLHBODsg8vZf/cdsyJqCtNL3i5YN02l5MHbxVBjRYH6ZBm4w3gCsS32QlMZmixrXMktHzzAptYGaq1VXH/45UysHD/Qh9VrpGud0r+paoexWxGdVHryraKPhRV496fUhf2HTUEOGGtFG2pEDnrQmB3ceeed1NfXD6maMcgtu6hxGonE+mpIupA1EkjBKgQpEz1cbH414/smCgLGvbUZh3vBnCqWF4mii+eVagsC9TXHZFKVUW0pTc7d2EezgINtua6sscDPxMUSdMn25SE5wcObN7Cz2cL+jjJigC6vAF0p9laUgHFvDeFvE1gCAruVKGh212KsEhGEMIqisOjrOKFAaluxoMyir5MccKwOQRDa0pQCg1GI1TiNXHvWVP7w4DfdWr+2zDSgQgy2ETFmNNkxlpQRDrbkLPfHrSxwHUF9eCQnDHu8QyPYjoxeszHEAljCrm4f0+ZYhAqdnlBS5rmmen4OhyiRJE4YOw6jo7g79kCTLtaf9cTCnOhWGjmpFBViACYtDK9yMHGUjdlX7sfx187DKgQpl4p3Bi2pD3HXh5tZWh+izKxln1FmrjykGqsh9ysnCLCXdgmbSvcdErNAVXoPRVEyQgxgU2sDt3zwAM+e+Y8hFSHLr3U66I9vdxEZS6cni//2vvy2Ab1ewh+Ik0jCQTtYkUqrkUrsfP/999x8883MmTOHfffdt09ez0CQX3ZR7PzW22TbOyQUMVM3KwkKigJRawklR4cgBoI+JbwDQpSYMYQunHuTGjFUUTfidGJiALfuZ2Sxmc3WanbasBFruP21ZKczAaLJJLM3b2CMwcgvneXEBIGFpNKO0TZB9saosVRrtMQUJWNbAWDcXYOmTMJ8jIgSbT/GNLEoGSGWJhRQiEVBbxi8dWJmo4Z4IskfHvym08hYlcNAgzvS7dRkOupq7yNz+G1CjAEFLz6UMPHGxt+Sbgj9srl9mHhSEXPGJHVk9JpNRGcmXOLAGOy8+N5YXk6wqYmWeJwyrY6HN29gV7OVHU0lfN3q47Hlyzjoob9z9mX/t2UvtI/IvmvcEoJxhQdfWMi/313HTefv0ZZaUQoKWhUFVjaHOeOJnzl2ko2DJo6locXLcwtb+GKNn5fOG4/dlPu1O7vkvxim/2FIXWBVekYymWSdZwOj7MMR25zEPWFfRoil2dTagDfsw26yDcBR9jFtJ/uusirF0pNpIpEE77xfx5hRVlpcqbzUpKoSqk+7g7Vr13Lcccdx2223cdZZZ/XywQ8s3fEZ612SXGp+KWPhk93AVNRvTEjVboX8ZYh5kTFDuJ7qze+gjfuYP2ECspiaGBPR6/lp+DD2WvlzJvYU05aComR8xf5dv5FQUmac0cT/grnlIsuiqbrfoKLwA6kUpAEYpyiYJIF6o5YRJFOeYkX6tnR6MJmFHEGmK5HQ6Qf3eKRAOEEgnAoFdizEjLx802F4g3HsZl2X155izW697UW2TYixcMhDKNCcs8ykCaEXw5lolytazRsbL0AvhjBrfexX/k7GILYjo9ccBIFD77qTby67OFMnVvRYmpvxyzJxRaE+FuWPtSPYwWxBkWV2NVu5a8M6br7xRn7zf4NHXOTfNfaUfIO/ex48mbNPPYan31/FbM/J/N76CmVCygTx9fCBfPDeg5yxm5MLD9+Zd8J7c91u73DIOCvnPruaf3zewPVH5ZoDWsUII8u6Hp6rMjR5+6cPuPfTR5EVGUmQmHHQRRy70+HYjaXUWqtyBFmttQqbsXsu5tsK2Sf6rs4YI311nLPoeTb9EqKlUsHjH3yyEUkSqK4ysmhpatmzym/YW3RwxBEHceGFFzJjxozefxEDjN2ip7xU3y+DwcdIG7nUPLdoVqAjv7HpOz1LQ7CCl1ediCbb7UtRqNn0JtpEgJhGIqLT5mwvotcTlyR0skxMY6W+5hh00RaqGj5EIMmKNjuLJxo7LuNZDaR9/CPAz8CusoLyTZzkUSJiB9cpQRDYeR9tJlVpMgsM28vGPf4TWZLYgcEoxLqDJArcfN7uiKLYrbKYjprd5s46rFev8duEz5jRZC8yDqlYtEsgmizBFa3hjTaPsTc2XtCt4n2AUXvtzonPPgVi4Ukum3R9+8gSM1P++H8Z8WaSJHYzW1jl81K/dm239tkfbN1dY6HB34WmV/jnmz/x4sxDefDWC5h28zx+PvQJ/tR6OR/7J/B9XSvrJ9/M1b7LqJOrUBTYd7SFvUeZeWupt+hevIH+Guqr0hGrVq3irLPOoqKiAqfTyfHHH8/ixYt7ZduKouAOeVMDnEPejK+dLMvc++lsZCX1G5IVmXs/fZRkMnXHfv3hl1NrTXXZpmvGBstNTm+Qf6LvPDup8LsfnqAi4qHmh1BBlb/XF+XDzzZxyAG1megiQJ0ynJ123Z8DDj2aWbNm9f6LGCz0y/dC4Q/mFzssz8j2G1NQkInijVkJxY28W3ckSq7tKlIiiDaRqv/SJmQM0dzzoCEaRdt2fakb+WsihiqcrvkIpG5eH9xhR2bvsCMft/3/waz/fuksByC/8CTStszuSxDIr1/Lw+YU2ecYHYf8Ss8Bx+oYUxHk3JK3KPimKgqGqJ8uZxQOMFUOA49cuR+Tx3S/lKjY9bMvvMi2iciYIAgccewNvPP6LMKBhm5Gu4Qee4ydcN08RAFGjf8ley5/tUOlmh7IWi6IrG9swG4uQRNIGd4528ZNrKproHr06EFx4SjWsdVdOjL4i7d6+HZZE/u02VEcc8hUjjpwMsf++T12OOT/iBlrsAoBLjb/J3OO3LHSyDfrAnhCiYJUpc2sFu4PJIsWLeLggw9m/Pjx3HDDDeh0Oh588EH23XdfvvvuOyZMmLBF21UUhW/rvueBz/9Nvb8RAQEFhWpzBSftfAxzf3wLWcmNisqKzHrPRkY7RzCxcjzPnvkPvGEftiHYTdmTG6Wdmn/CGg+hAJt3NRXYjb/9/nqMRg0H7lvNvE82AiBIWla+exsllTvhLj++tw9/0ODxFzer7m2sQgCn1LHHpalt5FFzXMEnLUYWwmjRsymipTVm7fB5kLqa7bRhIz8NH0ZEr8cQjbLTho2pEnlRjyzpC2wwAGLAYkBHyqZifiB1fJvbRiItCwUxSxHMkoZxRhOGtvXcVonh2iSdXUc9shG7FE7lN9sol7zcU/o3Hg6cyhp5WMqFYPELWMIu/EYnX085A5dtRKevdaCQRBGhhxG9YtfPvvAi2ybEGEBV9USqd7mbu579qi0i1jcnZbtnPXsu/0+nIUOtIOLUaGlFQTEYaN1nL8q++x9JjweNtRSaG3hk5nt8NGED5844hFETipv09Rf5HVs9oSOjQ79Swj0vLublLDsKSZK459K9ufvBdVxoerBAxDX740gClOhy310FEdm7GaxlW/gKVbaWW265hRNPPJF//etfmajK8ccfz7Bhw3jooYf4+9//3u1tJZNJ1rrraGht5oHP/0lTqL0xJj2wuD7QxD++eqLo8yVBYqS9PZUtCMLQrBGjBzdKisIZy/4DQNwoFKQoNzcE+WZBI/vsVcnS5W4aGlPbEzUGov4mSofvxorvP+LJp12YTe0XkaOPPpqSksFXhN1TtuaGszcRBDhqxDweWV+OTEoMxYnyeoONMq2X1rgtZ329XgG9FqKp+JU1HGbPlatISCIaWUEkSUJjYVPtcSBqkAUpxwajORbjHXcLK8JBkorCWIORxaFcJ/yXmhsB2MFgZNLwkYxTUr8pMSnwsFLOsTo/Y+LFMxP/Dv6Kc0rezTF4hZQgu9j8Cld7/8B+i5+jJJx63BJ2sc/iF3hr/z/1U6SyEKtJQ2uoeCftlqQY86+ffeVFts2IMUVReOydlT2OdnVz6xjEEBHZyL6LnkfsxoytUQYjS2MR5GSSyokTGf6LX7DzuHE8c+qVwAospjJa6lt54t6PmfnoaQN+R5/u2Hp/wUZuevKHHjyzI6NDgfoidhSTRtu5ruZtBH+uEEskFX7YGGSPEWZ0GjFvD0kaX7mekZe/PuDv0/bKzJkzGTlyZE56q6amBrvdzrp164Difl/ZhfcAT343lycWzt3i4xAFkSsP/F3OcQxl0if66/69gKZOIjs7NS/HEU8VaGvDCnqfnCPIXn97LU6Hga++beSrbxszy+WoHxnY9N0LAJz3Xu52165dOyTE2NbccPaEVsWMW7bi6CQ6Zja4iJMbBXPHdRxQ8THLmw/FFyvFqm1latmP/NCyK4tth7Nw8VOsDfmIJBXKS0ey1/jjqHRORJKDyBpzu7DJssFoDjTy0KY6yrU6jrI70QgCn/o8GAWRa4aPxK7TYwB2APQARtCLQCi1LVsgwbHvN/Gvs4dzW/OmgvCGrEBIMaEllSZVgFZRxJpMIpDKkNxmuJ/F4VyhZgm70MeCRPUDYygsiiLVDgP17uK/p3SKsSc2Stkdz90p+N8Sthkx5vFH+6RdOXucSCBmxWT1F5rjFWEvi5WF9a00NTVRW1vLmDFjQGfmx5WfM6F2b3SaVFy3pb6VgC+CxWbs9WPfEh59c3mPn9OR0WFZqb4gVCsH3Qj+wmLSf33VSHMgwX0njiq6j7h7Q8YHSaX/mTRpUsGy5cuX43a72XXXXQv8vq477I8sbVzBI189RZIkYtu44q1BRCSpJHnuh/8wxjlySPmJdcak0XZeufkwDvzj20VLbkZ613PRoqczfwvADh/5+flQC7FSiZWrvCxd7uHXp+zAHrukovCBYJyZty9g9G7HU777mQiCBq1Wx2cPHT+kbniy7QbSF8yvlzbyp0fm99HYaoGHAqdzsfnlgmhRGrMk49DGcMdzz42febRcteOzRGQjBinMU8vPYrMvytz5j2LSlzJlh+ORNEZWN/7Iy98+yDF7/p7RlcWnuYhJmfc8LnYusXBGRVWmCH9KiZkb1q3mY5+Ha8ur0ACraOukDMM4wJL18Zf54oTjIv42kZWNJMCl5ldwSK2s0er5l72cZo2W8kScCz3NjIjFqTG1sjqv49JvdBLVDZzA9wZiSNZ2oSWKkP3StjTFmJ7u0FdsM2Ksb8LQueNEzLpW5MNsCM+3dP40YEdTCdOmTOG5554jGo1SV1fHm2++iU6nZ+8dT8ysV1ZtxVza8bzH/sTjj/Zg1Eo+2UaHKeLxRMbVO41U4kBjH0bCszGzbGl9iL9/3sjtxw9n1+HFf6Rax3Ckkt5tFVbZMhRF4ee61Zx33nk4nU4uueQSZnxwC5uz/L7+77XrM0X3wFYLMUmQMtsbqn5inSFJEtecOZU7nvuxXZApCpaon3MXPY+UV1dnaU6w64seXGO0vJ1Mpayef3kVz7+8Kme9td+/ydrv32TMjtOoOuzagt/rtky+3cDM6btR7TSl3sM+3G/q5vSPTNas4pyStwtEmSDA8dUtPFlXk7PcE9cRSkqUaMKZQv/5K+cgiRpO3u/P6LWphrSdRh7EW/Mf5PMlLzC6YmckOYQsmVIbVhRqN76JRg5wtL0Mh1aLJAiZoX9WjRajKNIcj5NuIUsnICPAzwLsmvUdaCnVYtQmsSSLd7OXS14UyAgxgGaNltm2Su5srkMgt+MyaLTz9ZQzBixFCaluSVfWOD+nRY9OK/VpirE32GbEWDoMPXPOd70WITOIoQK/Hskq4LfZKfEWv+vJPp7f6Ev4/Pjjee+991AUhUMPPZQ5s1/g3ccX0NwiU1ZTyrkzDhk0H7zdou+2w3d38IVkfnntu1x96gQO2H0sANGNS0Bu7zKp80S56MU1XHlINSdMKR710thqqDrl1kHzPm1PpLscARwmGzfd81cemv0PvBta0JUYeOyZx6mL12eEWJpsIbY11FgqOX+vX3PLhw/kLB/SfmIdcNw+I/j3Wz/R7Isx0lfH9MUvUt6JEbUAONfEOfAX5ew4zpbzWCic4NE5yzhpqoNTpjpQDAJ/VxTWNQYYU915Ifm2QDG7gUvu/7Jbo296B4EliXFc7buMu0sfoCKvu3KCOYRdG8OTFR1z6GIkNKnjCwh6ZI1Cs289VfaxGSFmjnkBGFExmbrmpVT+/E9sySAxbSne8gPZyfUtLjnVfVndNspKASYCy4DGWJRQMskwvYFiVWARBaKmVJSs2arhvQOd/NbTXLQCW1FSmqpVFDNCLI1bK7FGcTJWcGFzihxwrI5NIRvXRS4HYWBLDPK/A82+KG/efmSq9rSPUoy9wTZVmDFptJ1HZxzQa9uLJE348woq/XEbb+zxJ4K6rvPditfLJcceyydvvk9jYyMzL7qYxdf9EceX97BH8CUuunTCgBfvZyMIAjedv3sPWx8UrEKAjpruXf4Et7+wlIaGBhRFoeHl60i0pgwOm/xxznt2Nafu6uSCvYu/DxpbDSOveBPD8Ck9OiqVrWdZ40pOfepCTnrqAk566gJOefpC3ln3MboaE9axZSTica75243c8t4DfbL/KnM5z575Dw4fd0DGviLNUPQT6wqPP0qzLwaK0qUQSyMAey+MMXaklbGjSzP/jR5hAaDGqmWPEWb2rIhgEYL895v1ffwq+odiXaj9J8TasQqhAiEGKRFzxrBGHLrUjalVF8c9WeGqmpFcWzGMgDHMgaPmYbfW4g02oihJjPEAB9X/l4Pr/4u/tY5SjZbSNuGli/uwNX1KfbJQYulJ+YhF5QTPNtZTIkrsX2pH1/ZYNgZAH4KAQWFDLM6YN+rZ9Jofr6swMpbWLNZkkvJErkGGErXwdOuJNMqpG+ympJPHEqcNuBCDVGQsm9oyEw6LHkcXzvnpCTXKANlzbDORsTR2i67bg3S7Rshx7s9YZggiUrJ7d/6L/noHAgrvGexoNTJKW1uxf+NG5s3486AbGj55tIM7LtydP/9rYZfr5pu9zg6czBp5WMF63hCs29hEmVlL3L0htSyc4PznVnPEjqVcdmANOWJO1EAygdYxnKpTbt1uirUHimKF94qi8Nd599Mcam+0aAm6MU62M35yKl0c2ODlx/s+JxaIMuHs3Xr9uBoCzfgirdhNNq4//PKCGZSD6XfTH9gtemqcRvybm7olxNLoA3KBzUV+miihiPgVE89+sJaLT5iIJHXupTjY6auyFYMYItKDbv1WpYRm2ZZx4s9mhCnKVTvUEZAlbquuplnbnua7s6wavdbMtJ1/wRsf/52PfnyCXcb+gjds0/Cvf4WfNq/n/IrKnN9A2nU/n8U+D39r9fFzLIpRlPhdzTBKNRoUYDxZNWOkasYAVobbS6NDgdQMyvTMyXwE4EJPM7Ntlbi1EkrUgrzxQNbKZdzSej4KDKph4XJSodpppN4V7nZasj8c9rtimxNj3kCsl4RYimzn/rRlRnXzTxgS3UvlCW0iQxPxFMSOBuvQ8J1GdadIvtDs9WLzK1ztu4xiP7oRNWWpejFbDb6mDVz4whp2H17Cnw+rQRAUNLYaEt7NaB3DqTz5FrSOYUgl9u3ugtvfdDRo2xP2sdnf2OlzzcNtVOw1nPrP1zLiqPEYK7qOFpeXlDHjgN9hNVq49cO/sam1gSpLBdcf+kdu+fABGrImaWRHv4a6n1h3EASB6b8Yzx3PhGg2OrstyLpzOtQISY7Qf8u86D7c9MR33HzBtK072AEmv3uysxmE3SG7kSt9U949s3CBhwOncJ318ZyRSG65BIcURBAgqVMyQgwABcSonuE/TEUvlXD6gTfw7sLZvPDpLAAshlJO2u8admh+D7I8xWIaKwhCgc9YQJRw6A2MEUU2RCMsCvgZoTeAIBA0VLBrpIk4ZOZSxhSloEcte+ZkMUbHophWHU4jFSAbGCNt4uLSB7u8UR8Iqh0GXprV/VFH/eWw3xXbXEgifUfUu6QNYlMFknssf71Xtmqqrh2UQ8O78/3qyOzVIgSLrh8RzAiCQNWpt/P7l9bhDSWYNsrMe8t9zNsgsWD4dL6f8EcWDDubpHMsGrNju7zg9ifFBm3/9YP7WdW8lqWbV3RrGyU1qfqiwMbijuPZzDn1fl46+1H2Gb0Hk6om8OyZ/+C16Y/zwlmPMKVmJ2YeOaNTN/20n9j2+r1QFIUn312JIgg8OeV0mo3dO3fowgraQG4k347I8uumctlB7YLiDNP7QJIPvm9E7mTk27ZCunvy3kun4bBsjQFnbiOXRetlv/K36Z7MhTXycG5tPZ9m2QaAS7aiKBLBuBFFyU3zGb2ljP/0QHb66DD04RIScpyPfnySYMTHoVOnc+Ruv8NaUsn7Cx9lpWP/1CxKUjMp62uPpb7mmMwype3yvZvFymkVVVxaO4rf147gC5+XF5saiGlL+bL6WGRRQicIJNsmy2jJ8XAFUjModR00CsqKwGPBE1grjwQ55QpQ7Ea9u+9XXxOJJVm6ztPtaQD95bDfFdtcZKyv/WQMsQDmSOfF+x0R15hRENElWolpS/FVH93LR9c7OKwGnFYdrtZiXzYFqxCkVTHRKDuoEN0EZAmzJNOUdLRZWxQyojwlkI0jduartSk/pMtfTdenrIMnT8+sO1S8jQYr6aJ8T8hbMGh7c2sjF7xcOJsw1ODHVGUpWB71pe6h9Y6urVlsptKi4iqNGv3qnGz7nvWlI7h/j4u57fPbunyeAIyf1251ofPJjFvrRxydm4rUCEmqxWbqk5X8uNrNbuPL++Jl9Dv3zV28VTMpDWKIEslDKNwuUCVaEOPNxLJG7okaPaKkLbYJ1sjDucp3ORYhwKWa15i/YVpmUPhRI+ZxfDLJ02UGhv9vKrqQCZkoIjq+WfEam92rOPPgmzDpUzc+Y6t25dUvbuW/y15Fs8+fMUddJCU9EZ0VFIW1Y85HF3Uxet1TOccgkKTSXMGeFi9ftHqZaJuGUW/nb7teSIulHGfIxfQlL1IedlNeouFnFAyBBKFSLcP30SEIhQLdI5u4sfViWpX2po/ObtTzO+4HAk8gxkX3fgnQrZRjfznsd8U2J8ZgawxMuyaiM+M3OrF0I0WgAPE2N+SYtpT6mmOIGKqQ5DCyZISQMKg8xtIsW+elWKoxt0bMzhu+nXG11OGLS5RqZcK2PUGT/by0cCthfVOQsTVtd2yKgqIoyEGPmorsZ5Y1ruSG/95JS7j7NxRyLMGiB79k0kXTsIxsP2nJkQRN39ahtxsx16Y+W7uhlD8f8nvu+uRh3GFvZt3yEid2Y2nR+rRshrKb/taSrhlLCzK/3tLtdGXa6iJhENBEFAQJkiNFxKxasoQiUp9MCTCTfmj8Jrdu7m6KSNLExhY9d939Yd4jX+f8NfbQy6jY8bBOtiQgKEpGiEFqUPjLq04kicRoSURIumnRfIEshBGSepau/4QdavbMCDEAUZSYMOIAPlvyPJ7oWgTjWCwxLwduepvPao8FIKZ35jjxQyp6tnb0eWiED2DZy2yKRhmr9bNx2nfImw4joB3B/bv/DmvNGzRVJ0AQ0IdlokaJBXKC25o25lwVFAW0JHjIfl9OKrKzqSyDjeyUI5DxpMu/acx2aqhxGgfE/mKbFGOQegOP3HMYf391CS5//ijUrdowX085IzNrqyMUBBqqDqe1dHJGfIkaEWQFWZO6m7I49DQ2NWEuHYEgCMTjcX75y1/y8MMPM2rUqN475h6Qzo9n+7C0PZITeq4QPXhda/G1tWb74hIJ989QPhEEoaC437XSytiaQzJbEwRBNXDtZ2RZ5s9v3UprzN+j50k6DSOPmcD/7vmUsqk1lE4oR5GTNHyxjlhrhEmX7IOolSjRmnh1+mOIositR1/DXz94gM2tDdRYq7jh8Mv5qennovVpKt1DEARuOm8Prnn0W1z+GLSlK6cvfoHysLvr5wPaSFtqRiY1tLAtH6Uo8GLocNI3YatWreOW6y7ns88+IxAIsPvuuzNr1iz222+/vnhpfUbvFPILLI78igt/G8KoCRBOmFns3ZvWeKrWN9i8mrpvn8Fc0fl3eYy0kXP1b/Fa7MSc5cm24eA6WaZFk5pXCRCO+0jIcSzGwppic1uK2u8P4TCCX2djYfn+WGJe/DobCAJLSvdksm9BJhjgLT8QRJFALNWBWa7Tcvyqt/jl+hbe393FL772YY+mmgC8JRJPHD+MuupUoKBZoy0wfhUEMEup7Eml5OZS80tc5fsjIHY4lWUwsqklxDfLmrhv7uJOC/TT4mugggeC0gd9nGk376VLl/b2pgtYutbDnx/9Fre/l/O7ioI+FuAXX92PKV5YJ7VqzO+Qs+wvnFUWfnHqLrz38o+01LeiN4kgQCQgI5kiTD3UwZxnZvPll1+ybOFCdtx11wH50N2tEY77y/sFy61CgIfsd2f+9ickblsxumC9hopTCIf8OL+/niUb3IRiSSZVGznnwAlc+Pj8AeuM7M/v3JbSF8eYjkR9uXY+93w2e6u21brGxcaPVuNf5yEZS2AZZWfU8RMxD7cBcOcx17P3yPauSkVRMilHgLOe+31OWrTWWrVdGbf2FslkklNnftjuB5hMslvDjxy3+n3KIx5kQSwwgc1HMIP5mMLi5UbZzj2bD2Hey/cwckQtF110ESaTiVdffZV3332XN954g+OPP37Q/J66cxzZnXAOi64b1wIFg5g6p0eS7RNFQMlp5AKIh1tZ9NKV1Ew9geqpJ3S6zTtL/4ZN8vLCsl/ji9kK1pCJ0qz9tP0ZisKbb7/B2KrdOWzq+TnrLl73MZ8teZ7fHHILpSXttkCGeAARBZ+o47mPb+To3S+m2lJJUtRx9IaX0ETdnLNmKQoC/xk5Bn3b+ThtCptNi1XDbeePBUHAEZfbTFw7p1m2ZQaEg1IwlWUwUu0wIIpiQRoyXaCvKAqnzfqww8e7y9b+ZrbZyFiaSaPtvHHbkZx4/bytqhsoQBCI6swIRbRqTFuKrM0Nyc646wQsNiMT9xjOipUreOmh/xFulQlE3Dz19l8QXhaoaOuqfPGkUxkzdgeOvPcuqnYpPu6ir+joTjI/9GyWZBy6GO5Ye948IVkIB1tZ9NIVjLQkOH/vCgwakfdXeLn4yYWYD32as86Z3q+vZ3tmacMKbv7gfhr8Tb2yPesYJxPHFO/8rbFWMW3ErjnLslOO7iL1adujcWtvIIoiN5+/B7OeWIhm9fKM55jL6ODhXc8lpDFywY/PYO8kAmrYVVP0QlIpeYgv/DtxReKLL77A0dZg9Nvf/pajjz6a//u//+P444/vs9fWF2TPDbSVaDn2z+/hCxXPljj19RxQ8TolmlT0KJgo4fOmX7V1TgoFs4/XffkYeks5VTsf1+kxjNCv4efSGGHJzIjd32Ltsj1o9Y1Dpw0RjWsR0SOgzVFFgiBQW13Lms3/Y+8JXkoMNgDkZIKl6z+jzDocq6ksZz8RrRlzzMsvNr/Nz+OO4ZWv7mJM1a7Ulk1gRdzK2nVf4UokuL9meEaIQXGpVNaawByW8WutNNUdzD1xD1dZnuu0wSszILytq34w1Ih1xUXHT2TWk9/nLMueT9lZAX9fjj/KZ5vrpiyGKIr8+dc79/p2DVE/xkRh+NtTOjWnJdFaVoKr0c9NF83luunP8frsZYRbU8WQRp2V0w+8gd8ecT8HWdvDor66Ot6fcXW/G8wJgsBvj51Q7BFmB06mUba3rQen17abFpZqEzicw2lY8BSipOGhs/dk+l7lnL6bk3+fMYZpYxxcd+PMfnwl2xfpovxkMok75GVJ/XL+8Np1vSbEuuKP+1/Q6V2i3ViqGrf2IpNG23lx5qFcs/nNTM2YM+zm1OVvsr50BDceeC0P73IurrYLeDaKAFJVx5/VqsZW7FU74Im0F/gLgsAxxxzD+vXrcbu7TokONtJzA0VR5Mbp6ZuGdAQsM1+K/crfyggxgBJNkAMqXqdYJ6Bv02JaVn7C8L3OQujUzFRhl/KPCEsimxsNfLCwnFWhOpq0H9Co+YJm7We4tJ8SEuoKVNHkyVPQaU28/MXt/LD6fZas/5RXv7wTX6iFg6f8puh+AzobloSfiSMP4sR9r0JB4ftV7/L5mg8p1+p5csRo9inpWiQ1G2141v2axIpTUcIVLElM4LHgCSSU1EHKikCrXFjv3FlX/WCjxmnk8D1qChwYqh1GbCXatvrm1HrZqAX8W8E+k6sos+ppKaiF2go6EEp290K8zt0zgmyt2cST935MS0PqTtXXVoArJxPIyVRNgMMhsmlB6iQXScrEk8kB8yE7Yo9a/vrUDwV+bWvkYcwOnMxl5hewS4GMaWFQliiRZARhHV+6lzN5hJ5yo4JLtuKUWpGROGIHI7e8v57Ni7+gZsr+/fp6hjKyLPPGsvd44YfXaQg2Z2Y4iogk6TxV1ZuMLxvT6eOCIKjGrb2M7HaT2LghZ1l52IU5HiSgM/NT+Y7ca7m0oONSUMAfKaHUVNwrcVy5gU8a6rEYcrstf/rpJ2pra7Hbt+0ZsXtPqmRcmYudDP/J8Q0Lxi1YtIUWLSWaAHoxSDTZLmAUJcnazx7FUrUT1ppJne7PIATRK35kGVausaIo6e+8QDyReo8TxAhIKwuea9SVctoB1/PNT6+yeN3HxOUo1fYdOHzXC7CbqwrWBzAlvJTG3FhiXrCP5Rdto+gsMS8nr53TrYRhq9bEk1POhLxI4Oex3fk8tmtb122q2eOe0r/lmNoO1mL9Ysw4bWdEUSzwpKt3hznx+nkgCDR7I5TbDJSX6mn2RQdsfuWQEWOCIPCXs6Yy45H5vbnRoot1yWCqaF9jIiYKbIolcTYUpgxWbprPRz8+UbD8zg3r+aWznJOm7jogPmSiKHL1r1NDiXNRuNj8Knap/c5REMCsaW95HlduYGVzBIsQoFlx0CyXUi75WN0SodKiJTrvTpTJ+xX9IiuKUrSbRaU4//zmGZ794dWcZemZkL0lxCRBRFaSiAgdDvsuNzm6lWpUrSt6F43TiWbYMBIbN2aWNRudBLJKJIp1XDYbHZh1GkopLsYuP6SaeU82c9kfLuaG6/5CSUkJr776Ks888wxz584dEp/bPmVvI0e9QMo37ICK10kqnUW3cl9z6+alhD0bmHD0tZ2+H9pYM1bvF3y5uRy9Ts4SYl3uAgCzvAMGXQn77XICPmk0shBGUoyUyIaitl2yNsCqXRYhrIadPP9jQcUBKIKEoMjs7JpfsAsZKDZrISrpWW8d3sGBitQnKzN/PRw4dZsp1s+mtszE+OFWFEVh0mg7L9x4CCfd+CHN3pRdT3ZZU7M3Qm2ZiTdvP7LLsUl9xZARY5C6I6qyG2jw5PsLbxkRvYWQ3oopmjuGIqaxpqwrAEUQ0MVlknSc8z1y199i0peydsOn/LjpO6ZXVjNp5BiOvPeuATvx7T+lsmBZMf+YfGYcWs1ZT63iL2/W8dt9Ihi1Io8v9/HGEg8PnDSKhGcjctBT0Ek5GMZNbEss3vxTgRDrbSzaEl4/7wlao37kZJKTn/5twTqV5nJmHTmj299T1bqi9xAEgbH33c035/8f9kALzUYnT045PfcmMdNxmaorazY6+WKXfZiumQekgvtpn8D000ba9ex7+l9ZveQZJk+eDMCwYcP4+uuvM39vy4SCbuRobvo+OzWZTzBhbivab6d5+UeIGh224bt28CxAUbB7v0TTNj8yGpMoXirf0fOhVbOEgLIKUEgKKXEgC2F80mLKEvsj5G3rqE0vMnvX8bw8+jwCOlv7pgSJRc69GNe6NKsdobgQAyiPeDIR1q5YIw/jat9l20SxfhqbWUcsLnP8tfOotBs47eAxvPzp2owQK8amlhCCIAzYNXlIiTFBELj5gj343T1f9NYG+WLq2ez/49MZQRaXSqivPTZzQtTLSUa7Wzstvqu0j8FqKqPJtx42fYcw4bcEx0+kcmrv17l1l2KF/K2KiYQioBHab8nyT+bDbHpe++0ELntlHcc+mnJxr7JoefHccYyvMCLaUmOOshks4ya2FZY2rOCyN27o8/3440Fao37sJhuKolBrrcopwq8yl/P8WY/0aYesoij4vWEsNqP6XSiCeZepVL38Gnc/+ik/+8Wi0fr1pSO4eb+rUhdXrYm7bA8CUBfS8+LGStxxHQ5tjNOHNTLCFCWaSLL0o39j07Ty+OOPU1JSwiOPPMJpp53GvHnzqK2t7e+X2atEZBP+uC3jqN8ZmXnEgEEMEkmakOMRXKu/orR2KqKm47ohMRlBI+dnRAQEFBQE8oWZoGgR0aSsLbIeSgqFAkEWwiSJIeWN+jYFNUz5akqOEMu8Fp2NoMaIuW2UX2e/pmajIyfC2jXbRrF+mtZg+9jERk+Eh/6zrMvnDESdWDZDSowBTBplp7REiy/YO95jLtsIXj/gL+y8oQ59IpnyEMs6IUZFAb3cs5SRrDHS0uAfUENYQRC4/JRJ/Gn2gswyqxDKEWJ1IT0vbqrEHdPh0MU4raaREinGDW/V0eSPc/txwzHqRJ78zscfX13H3WfswVEX3lJwUR0s3SrbAoqicPMH95PswrogzZxT76fUaOX1Je/x5Pdze7SvKnN5psC+o5qv3hZi2eJr/cpmnrj3Y1rqWymrtjL9yoNxVlpUYZbH5DEOnrjjV3j8US68+zPq3UXu7gWBgM6MVQhQKXlQFHh2QxWtiZRjvDuu4+m6Kv4yfj33fVxPsL6Vf74zn18dkrohPOmkk5g2bRpnnnkmn3zyST++ut7HZtbxZfOxWbMmS5GEOCZN+zkoqQh80nAi9ZHROPUNnDDssUx92UtfVpFMRLCN3L3T/SRFAwnJkiPIHLoYV46poyWuxR/X8M+N45CSIRJiCY7EJAyylWbN5yhC57XNkmJEJE8YKApvjO64W13RBjB1Y6Zys8nGk5PP6N5cvG2U7owpdVp0iJKYSVEORJ1YNkNOjLlbo70mxDKIIquqahnl8mFItKckI5KIuIXdkGXVVsylHUxl7Scq7bmh+VbFiKyAJEAyCc9vrMTbZvrqjun457ph/G/xIurqwjxz/hSmliVRFIiMOJpbn32X6a96WXvrBPInhw6WcRPbAp6wr9sdkgICoXiY69+7k02tDZni/u7yuyln8u233+JwOKioqKBGX8E/jrkVX7iVSnsFRmPv3iisW9GUEV/OKgtyPInXlerKaqlv5f5r3iQpK5RVWzl3xiGMmlDRxRa3HwRBwGE1cNN5e3DxfV90eLFJWdTYMSZbM0IsTUDWcsfKEbywcBHHTLRhD9UBKTGm0Wg4//zz+cMf/sDy5cv7+NX0LesaArii1byx8QKqjWvZyzkPkyaEorTrD1FQmFb+Pq9t+F3BXEpL4CcASsrHdr4jQcBj268tVenHoYtxem0jkgSVUpxKQ5w/jVuHkSABSnmsaRpKU7yoEBMUHSJSpmbMIu9YdH8doaAgxM28PPY8Dtn0X8ojDQXrtFg1/O3ESXg3nQ6ddodu+6Tjkh3htOp5/dYjEAQBTyDWrYHifc0Q/ET6xioipNeyrNrJotpy/jesnEW15ayssKPrhgRfUb+A5z65kfkr3wBAMsY55cK9++Q4e8KYmvZZhGOkDdxX+gCSkIqI3bNqZEaIpZEVWLN2DVVVtbzvGZY5uZ1Y8g1lOx6Bf/NSGjeuKdhPetxEur14MNyFDFaKWUR0hILCzfPuy6QWU12W3X9PX378RfbZZx8mTJiA3W7HbrfjcDgYXTuKf/zjHyiKQqsn1CP7FUVR8LmD+NzBnOcpipIRYgCuBn9GiKVJyqn1W+pbeeLej/vd9mVboKbM1MVdv8AroUM6nJHcHEoSSSQxlxixfnUzySzH9fRUkHXr1vXW4Q4Io6stSKKAU1/PwZWvYdamIlf5p5sSTYBSjasgndnSlKqb1Zm6rmmN68ppKv8lDRUnc/nYjYwwtQstRYFyTStmjUyVxs0FFS8TkwyISv5NuIBNnkpZYn9siV1RUPBqfqBF8wUxwUt3SNeWBTU2Pq0+uuAq6C2ReOaYWoKOKGgiIIUZLIO9+4ISY+dxJlEgUx82UAX7+Qy5yJjDasBilPCHux8h6DaCQEJKfWi6aJzRzd2b/7dwxVvsNHw/Ykk/KzcsZO4H9yHGzVRWVnDhtUcwesfCYvr+QBAErCYtZdE1XGd9HI2QinS9uKkST7xwIG40FkWWZUpKTLhjOoKyhFmTqiXbqVzDWmD9+vVMnDix4LnZxoyD4S5ksJJOF858726agl3PJGwMtuT8nUTBqrfSmtd0ko9NZ0UnpD7jq666ikmTJuWM6NJRyk0Xzc2kELsTqVq3ool/3T4PnysVAbU5S7jgmsNwVlpQFCUjxLpDS33roJzrOtDYLXrKbYZOC5FDiqHDIIpep0er1fJlvcR1QpyW+s1U1A4D2kXY+PHb9ggrURT50xlT+OmzRxGFztP9kaSRYMKcU+DfGkhdO7Q5jSgKBjFEJMudP4MgkJRMPBk6nnNL3kQjJJEVESlv31UaNy22IDpfuwgS0BLcUcKx0gBR8EvLMzVkshDGKy2iPHFAQSF/Z/h1NiKSEaOcSlm6SySeOq6WumojSsyEZsx/EfR+lKgFeeOBKOFtf2C8KOSmJgPhRKfrN/uig65MZghGxkCn7WONmUwyqsmNvjuJaeDwyadz0ORfU2ZOjRcKRX18v+pdgs0t3H/1G6z5qTCk3B94/FFaQzEuM7+Apu3EEZClHNf9bNIn8lAohE0Tp0RKnbQUBX5qTn35OzuRD6a7kMHMxMrx/HG/ws7GfMpLHNRYcoW8JEhdCjEgpxZs/PjxHLDvIRx00EEcfPDBHHTQQbz/3MqMeGqpb2XOPR9lIlXp6JfXFchEwBRFYc49H2WEGIDXFeT+a97k2nOe5d4/vYHVkZvALnWaKKtKDUgWpdzvxGBI4w9aOo0YJple8hYWjYxVU1iuIQgCtTW1rN+4mbWeJBs+eQ6AeDzOo48+yi677MLo0YVj0LY1Dt/Filnb+e8glDBi1vowSrkR2kgkgcZgQZRSNytOfT0nDHuMk0c+wgnDHsOpry+6vc9ju3GB5wau8V7K+Z7raZRzO8oVBcrCn+akKRPGGMHaIAiQJJaZW5kmKUSICrk3XEpbREtps7cR8koTLDEvBrl9O46gzG/erUeJlIAAgr4tUqj3Iw37jIGOkJUYJCRx664J3bwUZ5BEAVtJYcBhIBlykTGPP1pkCHbvYYrGGdPkQdeND3+yfRj7j9uVusYPaXV9g1dOda9Y9FZWrPuIA6IrGGmt5uHL6vn9Qxf1e4TMbtEzwSFjp/2usNgYpDTpE/nGTRvxh3dkud/EjpYQbwf3pHHp+4wdP2lInMgHGkVRePCrxztdp8pSwcwjrgTIFN1LgoSclNHEdCR0sU7bqdwRL9OGpyYxLHo/yI9vvJ+JgDkqzAVRLFeDn2ULN1Ji0fPv2+fhzRJdNmcJv/7D/riKeO2lU4/upgCiKGB1GGl1hzP7Gjm+nIAvQktDK0/e90lOJE4V7YV4/NEOx76NkTZymfn5jE/gmcMaeHTdsLbOvnYmT5pCU3MT5zy9nHNX/I1vfWbmzJnDmjVr+OijjwZsvmxvYjTZsdpqafVuKvq4osA3zUdyQMXriELuyXzm1bvx8vpLiCYh5dqfW1O2X/nbvLHxAor/wNo9ulLDtF+mUkplUAKyhC+eazYhhQW0QS26iBEFBVExFHRX+qXl6BNlmeiYgIAiJBEUkbg+xEHrvmCxcy/8OhuWmJeD6v9bcGRlvjiG5QcTnfoW5qBMwCSBIKSEmRQB2dD+/360rqh2GLj5/D1RUPjzowvw+Pvu2p2NnFTwBuODKjI25MRYR7MXewVFYWyzB23+namiIMkhZCmr01JRGNE4D50S5ubG3Dspf1vk4u2WJi43mqje9A6P3zmWmx8/M/V4P7X6C4LAVWfsDC9kL0uNQUp3Uba3aadIn8jf/PBTflo3DpNWYOmGeURaGxn2y+77Ual0jCfsozHQ3OHjVeZynj/z4cxF89kz/8E6dx2X/HMWw/83FX2ohKgpyIZdfiRc6msXZ5D5d62lCp0/FanyucNYTSWZWq0bZ5+Ks8pSIK7mzv6SRELOiX5BKgL20qNfYbEb8Hfi8ZdMKihJuO2ps3K+3xabEYvNyMxHTyPgi2AuNajfow7o+PymcLH55RzD5nBSKhBiAHq9nsMOOZzI2m947rsWwj/cwAEHHsgzzzzDhAnFRqVtewiCwBHHXM9zz8xAL6beq3SNa1IRiMp6Dq1+vehzA3FrxnfMIIYKasosWm/bQPHOrSHWyMO4pfUCHrLfAxS/0ZWNCvGSOFFTEH2oBKu8E17NDznbSdtcAIjoEBAQ2gxstVET/yvfi1NXzyEqGTHI4aJSqtnoxBkIMv3xdZS3Rmkp1fLM0TWsd1Qg6PxIw97p19SlIKQ+j6SSuvmcPMbBm7cdwck3fkBjL/mEdsZgbCAbcmIsXSz+l39+S0trrFe3rUnIaPPioYZwPdWb30EX9xHTllJfcwwRYzWSHEIXT43eeHCH9s6YtaPO4b2vbuWnUJBLakcAoIv7aG1oYdnCjbz0z696VKeztYyxhNgoiJBlpTDCFOW0mkZe2FiJN5H7hU2fyBcvWczqNauQEzL2sgp2OOVeYsZhgy4Pvy2SLuLPH7wNFLWcEASBkfbhjF60G1IoldrTh0oYsXBXFDGJPlyCbIiiAJqInqQ+jhjT8nbdV0BqUsTKTd8QivoZVjaBo74aw6m/24fZN7+fs29XY8eDqVsa/BhLuj65+b3hzDHnIwiCWiPWBenzW7ZvH6QNm9trWBUF3qwvK7YJAHQ6HfoJB/DYkZs4+M5P0ekG14WpN9CYRqPNijIJbXVFeqMTMdLS4fPmtxxGOjoUSRZ6lvnjNmJKezPSFadO5p4XF9PgLrSVaFXMNMoOKiV35kb3+Y3VeOMaHLoYzTsJIIps2OXHthupMkQMJGk/blHR49J8S1KIIClGSuUp6BRb5vGQxka93UqtpzUn4ZhEQERJmQVPPo3pS+ZSHk5Fnsp8cc56p4G/HnQS0vDPC1KXiZ9PojcjZOnuRqseEgqE2i7NjZ4IF9/3BXddvBf7TKrklgv25Np/ze8w+tsbVNoNXHnqlD7b/pYy5MQYwMRRth7nkLuDRs5rClCUjBCDlKiq3vwOa8ecjyyZaMJARdaPKqYtJaq10xBPUKbVom+7oMa0pZTWlPPSo1/R0tBep/PEvR8z89HT+ixKoCgKG174C0KWEEsH/V7cVCjE0uh0OnbfLdeDp6HUSRIGXR5+WyTf86vKUsENh11ObWlVh2OGAr4IUiC3xkoXbRc2UqRdIIvR3M/ou5/fYqfh++O01PC/dfM47pdHc84RNwO565lL9QQ6OEkKokA42Ls3PyrFyTTD+KOce8entPiiGUuL7JSYO965wFIQeGFTJeULvmbX/Q7qj0PvX2L1BQX8ogDxToRYKGHAE6uk3ZVVyPMsS5nEpscebWoJcf9LS/jdseO5+en88XIAQlu6MjVOSK838dsxbnRKEEHR0SgneTReidvmY8W0H9CunwaVQUoXaxCjCpJiRCGZU9Sf786vCEnuPbsac7SCgF6g0hMjaJDwSzYMPx1NQGvGEgvkjMwCKG+NUhKQiOpzb7LaU5dbfmNkM+vwBmLUlpn47bET2G2cA0mSaGpq5vz7cyN/SQWuemR+psv+tVuPxNUa4aJ7vqC+iMDdGpxWPZIoMOORbwfdJJhtvzigCF8vbcTt7/0LQ0LKy/dnRb/S6OI+JDlMOBbgvrpVrJVTejcdNVvd+APueJR9HNWZ5f6dTuL0S/bPCLE06Y6yviLub0Hwb85ZJghwU+PxeLo4kWdj1ciM1KZOcO5+yvkPddJzHl+b/jgvnPUIk6t3xG6ydSjMLTYjZdXWLdrXoVOnc9CUM5ky+mCu+dN1uN0uPlmQm8IpdZoIdFKLqXRw92Ox5QpEm7NEjX71AmnfsWvOnJpewuzAKbjl1HcgnRLritaEFvHTu4ekjYijbDSCkHvOFgSJcLK0w+coiJw8cnZWob5CMG7ljY3n8/L6S3hj4wW4otU5z9nUEmLPnTrOYKTHCf3B8yduab2AeNTAKz+fwWPLzuPzRadwxboIpf87lvGfH8hOa7SM+d/BJMaUUR4/CHtiz8yYpDTZaUsAQRGR4noCJg1IEo1OIxGtGcEQImDUgCDg15lpNjpzttNsdBKQHChRS85yJWppqx3bcryBGALgDUS56ckf+OX1H3LeHZ+SEEuotBffdnoyC0BZqZGbz98jxw5pS0MS6d6A9DY2u8I5+xss3/0hJ8YUReHeFxf3ybYTkpgTBpYlEzFt7g87pi1FlowYdGaGV0zhwfUreChg4E1pBz5a9xXz/vc4tc7x1O52Dat2uBjPXn/gxpeuYuLuwwsupn3ZUbZ0rYdf3/1DQcdPQ8JB0Luh29uxauKcNXwzl1nmAgrfLe+41kmlZ6TnPHYnMioIAufOOCTzHTJauo5QjqvZg3MPv5txNXsBbb5IzirKS0fw86b5OevKcrLHTVf6EpFTLtkj0zHpKDdzwTXqCKzeZPyw9nPGGnkYV/iu5A+eq7jHfxZHVIezBFnxD8+ujWEMbUIOds+mZ1tCFEUOPvIqBDElyARRYs8DLuPThuPwx4sIMkGkpM2lPz1cvL2L8vG27szC725tmalNGHc23i41Tqg1WcLb64/CF0vt3xcr5e11R1HZnMSQSEXx9GEjIxbtiogWCT2SknvzImIocOcf+83eGDw2jN5Sxn96IDt9eBjjPz4Yi1/IFMs9OeX0jCBrn3MqpmrE2gRZumasN1KUChCMtGeTmn1Rrv3Xgk6zVunJLNAeAb73kmlEYokt7vlMKvDM9QdzxSmTaMm7ocze30Az5NKUHn+010ObaTSynPsVFQTqa44pqBlDSAWQD9n5bMqtI1i+8SvW/vQypaZy9tjhGHbf4WhEUUJGg9cVJuCLYLWbOHfGITnjYfqqoyw9K7LeHWG21B5Cb5QdzG49Ho38Zbe288cx66k0xNt6FqJYhACz3/iJo/Yarl5w+5H0iKGR48s554qD+Oet87oVUdVIOjRS7kn9h3dbsRidNPvqiMXD6LSpC0GgE1+rYggCTD3chtGmMH3Gwcy5+yPcTQGevO8T1V2/l1i61pOJJLQj4FcsLElYWMI4asoauMzwGA+uGVl0GydUN6OxVRfMkx0qTJxyLDtOOhqPaz1250gEQcDw9oe8sfG3VBvWsmfZh1i0PsLJUoxibpYj23usoy7KbAPrE/YbxagqM79/4GvkDhSHJqkQiOVGooJxC8WqbIW2WEmpPAWftBhZCCNiwJbYmfy5l/pQCSO+2wekMPpI6jerjxgZF/ER0Uisc5bmzTAtyTSbKeHyVI1YP3RT5ouhfIoV1t87dxGuraj/ri0zMarSzJ9nzy94rMZpHDSF/ENOjNktemqcxkwosjfRFPEPjBirWTvmfCQ5jCwZc2yeJVHD1DGHMXXMYZ1u976r3+Tcq1IXqP7oKMueFZkOoVuEIH6lBBSokBYVGYCbi0MXyxJi7TR5B5+Z3lBm7fLGjNCxOU34PCG6OdayQ+RkHBAQtmJkiqKAySrhcDiYfeMnuJtSF7b+qIXcHkjfUHXeNS6wWakiJuQPKEtRKsUYWxJFPvT6If1ZiKKIs7zdcmfWubtz7b8XUO8dwxsbR1Nrk7nhvAP54vVTUToZJ5bfRfnM9QczusqS894NKzd3KMQAEqJIRBIxZM0zjkgg6FPdlMXQKTbKEvuTJJbppiyGPg7EC0sADAmZUS4fy6qdmRmmhQhbVSO2NVTaDTR6is+H/Hpp4xZdy9MNA7VlJmZO34219f6iv5UZp+08aL77Q06MCYLAjNN2ZsYj3/b6tiMaMe9+JLPT1ADxLaSlIfcC1dc1NYXt8akQets/8dj2o8L7KYpc/EdQqolzem1jjhDzySb8ihm7RT9o7jSGItmDttetaMrMcwRyvL+6gz/sxmLMN6ZU8AQaKC0pR6vZckFtdRrY/8C9MemtBZ5lqrv+1pN9Q9U5AnMip2KWPiAga7KWKhxdG+I2//ncO3LwdZb1JZNG23ntliPw+FMdxnazDo9rXadCDFJdlGnLi9oyU4EQg66tlUyxRE5tUFQSWVdWijT8f4xYNq5DQSYgIBWNn2VtyxSEpJiJjGVjSMhokkpmgsxA4bTqC3xANZLIvZdOY++JFTnv55I1bv786IIt2o/douOBP0wjHEty05Pfs6klhCQKOUK5tszE3pMGT4R+yNWMAew9qSJT+NebWKLxPgvg9nWxfjb5syLLbQYc1vYfelxXxpU7rOcv49Yi5GXqRRT+tMP6nBlsAMm2KEo8Pjjy70ORdSuauOmiuVx7zrPc9Lu5/PO2eRkh1lPCUT8vfXEbzb66nOWr6xfSGmphysiDiz7PZNEjduGW7agw87u/HEVVVVXRxgLVXX/rSV/0s+noc1mbHM5a23EkxdT6CdFEwHkQ98X/wBp5OEvWufv8eAcjBilEPLCaZx8/ixeePDdTW5YmmDBnasvSXZQgdDpbN//cmoOiMMrlQ5cVFVMEgZBOS8C/Gyv2/oG1eywgauheJCgqiUQ0qfNu2ldww24/FH1+RCOR2EqX+61FEgVuu3APapy5YnFTS4j75ubWeSuKwo1zFnYaZewMtz/GObd/zkX3fpkRxvnbisVllq3zbtH2+4IhFxmD9h/EVY98gy9YOBJki1AUhru7P1uvpxitOoIRHxb6J1qQPytSlmUO/OM7AFiFAGWa1Gs9sbqJ1+orMp41v6puIq+pFAC7GEilOiNm3P4oTqt6sd0SsiNfgiBk/jaXGnIGbed33vYUg87MiPJJvPLlnYyunEpt2QRaQy38uPZDap3jmTLqkILnpOsYR4wrY+Hna3jr6QW4GgM56zgqzMz61+kZH7R0Y0F/1EJuT+T7jdWWmZh57m7UOE0oQFJO8svrP8isH9eV01BxEmIyQlI05JRTCMr29Vk01C9j3tt/pdW7CUGUUJJtY92ScuZvvamKd1cdhita1ZaaTM2k/McV+7LLWGen39/0udXtj/K7uz/P1DBrkkkMidzoWyZiFS4nseokPFIET7keSzjG2BZfQRRNEQQMCZmIJLLOWUrIlMAw9jXkrIkbKw/5BMP3JzHcFUut21Yz1uHA0n5CTioEwgkenXEAx1+b62G4qSXEN0ub2GdyanqBxx8t6tuWTj929HdPaPZFmfXEQubOOiyzT/sAjusbkmIMUj+IJ685kF/d8GGvbE+TTGLoC/MyUl+mVbYS5s+fz7Rp06is7J+xSOlZkQDrGgJF19nT4Wd3m5/mmJZyXZyOJqU0yvZUzRmgJLeyaGk7Zd2KphzRctQpU3nv5R9pqW/FUWHO1F31BoIg5DSYrGtaXNBgksZZaWHG3SfkuObvedAO7HHgWJYt3MjcR7/E1eDPCK38cTr9VQu5vZF/Q5X9vrp8RaIrgkBSKrzZqy3v3El+KKEoSkaIARkhlnk8KXPG9CexOUbw5OXvAEqmRkwSBaaOcXS7u9lpNXDT+btzyX1fIieVVL2YRsoRZLkRq3TdlsJwbyBHiCWBtQ4rkqIwwuPHICcZ5W5lnWAlhh5BaM9IKDELfr2FZdWphoGEKAy4EEtz39zFvDjz0KKp3Ltf+JGXbz4cURQ7TPfqJIhmfWQOqw63P9b5uNZOSIvA+15anLmpGSjvsSGZpkxTbjeh6aUceUIQ6AuJoQArym00oiMUA5fL1eVz+gKbuT1N2aqY8SfbT9qiCJWGjoUYwFPBVAgfwBfqpWjkdoSiKDxxz8c5w7mff/iLzN+9KcTSpBtMTj/wBi46+iHOOOhG9hx/XI4QM1r0nPenQ7HaTQUXIUEQmLj7MK6883hue+osZj56WoddkulaSFWI9S7pG6r899VhNVBm7V7t5rrGYNcrDRHCIU+H8yoBrLZaHGWjkCSJq3+9c2aAtSQKXP3rnXs8t3PyaAePXLEfVY5Uc1frqHIimtTvq6OIVbEImgiMcvkY1+JD35bmTBXmtyJvOKC4NYUgkJDEQSPEICV+vME4V546ueCxBk+EU2Z+yNK1HgRBYOb03QoGiEfzyvpcrVsuxACqHEbuefHHjOjryHtMURTcrZE+9SQbspExSL2BW5pzzkejKH2iXGOiQMigw2YCkw6czpQPjKIo/Ro2dZYaKC3RZtK6MaX7Xw23bGFJYofM34GQWjfWU5Yt3FCQetzSerDe5LqHTsLmLNZ9VRjJUy0rBg+CIHD776ZxzaPf4urCAPtfb63gyD23Dzsao8mOpbQGv29zwWNWWy1HHHtD5n04ft+RHLv3cNY1BhhVad7iAeqTxzh45ebD8QRiJOUkJ1z7fqcRq2IRtCQUzcwYEjJSsP+sKbaWtHXF3pMqi7oeNLjDmdRhTZmp167fxZBEoWgqNO09ls4apS1k+jpyNqQjY6s3+7ZKNWfTV5ExfVKhxqLl0qOHZVKUS9d6OG3Whxz3l/c5bVbqTqGvEQSBuy+ZBqTm3DmlQmuLjt7L/GHEM+f8MGhcjbcFFEVh7qNfDfRhFGAuNVDqKJ7CUhQlt4atzbJC/dwHD5NG23nj9qO4++I9O11vsys8aIwv+xpBEDjwsMuLPnbSGf+gqnpizjJRFBlTbd1iIZa9X4dFj7PUQLnd2HnEShBY5yzNRNCiktjhhbo9zZlOcQ5eIQZw8kGjEQQBQRC46bw9qHYUps3TYqhYk0pvkd9ZmU2211m+hUxfuvYPaTFGLxamapLJPnmzHJUW5t7+C449ZFe0xlKSyWS/ffjFEAXa5tzlWh54ZFOH5w6n1IpFaE91NHkj283JvTfwe8O4Gjr3detv7OUmLr7hqKLRksbGRhbO/7FDywqVwYMgCOw0svO7eEkUtquZsiNHT8Nqq81ZZrXVYuoH41tBELjtt3sWdBTmEzFoWVbtZFFtOUurnRlhlrPOICnM7wkvf7Imcy2bNNrOSzcdhtOSm04vL9VnaiCzO1Nry0w4rb3jX9mREKtxGnM6ZYtZyPSVa/+QFmNja629PHe+dymrtnL+nw7lp/U+Tp35Acf95X1OvvGDfvvws1EUhZmPL2wbVZEabpsWZI2ygwcDvyahFP+6NMs2/Er7HYwkqgPDe8KWzpUURLAWubPcGvQlAgf9ppw9f2XBaCs8YTU2NjJ//nw2N9ZhtOZeIFTLisFJ2gi7I+Skgre3us63AQRB4Ihjb8gIsvz0ZFc0NjaybNkyGhsbt2j/k0bbeXTGAR0+XuUwps7D6ZovUcyJlEUkkZ/LbSyrdhLSb1vn2c2uMG5/NFN/JQgCopR3Xcn6HNJNKm/dcRRzZx3G7b/bs6CObEvoaBsd+cZlU2xKQG8wpMWYKIpc3em8sO6TkERi+V+aLcTiNHHV30/m8juOY8S4Mq791/xM7rzREykolO+rDz+b/DFS2cNtr/Zdxhp5BE8Ej88IsnSgLqGIlEte7ip9iDHSRgDkJNvVyX1ryZ8r2R1ESeCKO47nd9ceiaWXBJAgCkw93IbBJOHz+fj2228LLjjpBhNBENj50FKsztS+8y0rtvaCpdJ7pFNC5aXFowr9cX4ZbFRVT+Q3FzzHeZe8zm8ueK4gPdkR6ZuR1atXM3/+/C3+fjusxVNwlXYDL806tOCxkL49Uraspgy/Ub9NRcTSOC1aLr73i0wJzjdLm2jOG7XWnJdZyW5SmTzawcOX70t39ZgowDVn7kxZVkSt3GbgT2dMKSrI8jNRxaJzHXnMbS1DuoAf4IApVdzJoq3fkCCwpszGqBZvziiL7qAAcQF0Siq0XIeGWy5/DUNCxuwwEdQaIOsOJ5mEaoeRene4Tz/8bOwWPeU2Q94PI8uZH/g8thufx3ahWmymPunkntKHKJe8AFRKbi42v8LVvssyYWaV7jNqQgU3zj6V+joPD896F18XbvqnX7IfY3aqAuCWJ8/kj796fKv2X+o0ctLvdmezaxVer5eVK1cybtw45s+fz1577ZWxW3E6naxevRoAW4WOy+7YjxJDaY5lRfqCBbB69eqc56sMDJNG23nt1iNx+6OsrPNy30tLcgqSt4fi/XwEQehxajK/293lcm3Rd1sQBK48dTIzHsmdl9joibCuMcjZR43j7ucX5abTBGHAHfS3GkHMKcG5d+6iAguLYjcH2Q1tteUlnQ4bzyapQJnVwJxrDkJBQRQE7BY9Hn+UO54rrgvyC/g7s5DpTYa8GLOZdYgC3f7wOiOk17Ky0s7OmwvtJ4qOSSJVfLm0ygGCgCGRJCIJTGz0ZDplAu4QozTRzNywNP+8an8EUezTD7/wRXTnTRKpT1ZiFQIZIZamUnJjEYJc+qtdt8uT+9aQ3ZnYnYz4e3P/x75H7oggCEiSxD5HjOPreT/3aJ+CAAedNJbd9tuB0TukuumGNTr49ttvGTduHHZ76kKVfcGprKxkr732wuVy4XQ6i16IeuuCpdK7pL2v9plcxdxJlX1+cRmKZN+MpP/eUqZNrChqWnr2rZ/02jVrMFFlN9DgyY2CbXaFuffSadw3d3HRmwNFUfhmaRP3zl3EZleYGqeRK0+d0qP503/+5wLkpJLZtsNqwGbWZQIe+ZTbDAViMNuTs68Y8mLMG4ht+ZdaUbDEAvh15oxQSogiSSgw5CuWwIxKImvLbJgSSUa5fBnn5PzIWv7csNR4ov41x/T4ozT7ol2v2Ea6yL9Sah+l0ig78Csl7Da+rC8OcciS35nYHUtpd1MgM99RURRWLKrv0T6POWs3fnHaroiiSGNjIz/99FNGXE2bNi0T2YLCC05lZWWn4qo3L1gqfUN/XFyGIt25Geku3y5r6vCn3tE1a1sWaTNOn8K9c5fk2EnUlpnYe2JF0chTtqVEms2uMFfNno+tB5mXdHRxU0uIa/+9gFsv2IObnvyeene4eFflAHWED3kxZrfoM1Phe8JIXx3TF79IedhFs9HJk1NOZ33piKJ+YyIUiKyIJGaiXRPrXZlImEFOFog3a1kJlRUlbHL1X1oyn64G3BaSKvK/2PwKlZKbRtnB7MDJpEbaqvQEvzdc0JnYFY4Kc6ZYfs3Pdbgbe2YKO/+jVRx9+m4dphS35oLTmxcsFZXBRlc3I91BURTue2lJj5+XVLZNQVZequeBl5fSkCWA8q912TcH+ZYS+Xg7aGjr6r1p9ka44fHvMnqgWFdlsy+ak6bsL4Z0AT+k7gCvOq3Q7bdTFCUjxADKwy6mL34RlNRIC1nM/QBlUcntdtFIrCuzgSh26KYcbWsGiGokfnv1ocy96XDevP1IZl+5PzuNLO1zt9988gsVu9OxUljkPwxQi/d7SqfdlEU+BlESOO9PhyIIAo2NjSxd/iMGc89+ymkbimIpRUhdcCZOnLjFF52tfb6KylCmmGVCd5BEgX9cvk+HFg8VtsHXzVzjTE0fyB7YXe008uLMQzs0T93S9yepwKzpu3XaPdxVYGagGlqGvBgD2HGko+uVsrDEAhkhlqY87MIcT3lpHbj5v1hi3rZ1vRy4+b+53S5ZLcdpN+VsIhqJpVkeMthMLFvn5eJ7v+D4a9/noD++3a+Gr2my24gfvmLfbrYQp4v829e95tH5/Xrc2zr53ZRiW7raUWEumrL83XVHMnrHlMhxuVypzsbDSjtsrnJUmLHYc09OaRuK/BSimlJUUel7ilkmlJXquzznykmFm5/6H67WwpISSRS4+fzCEUIDyczpuzL7yv0LOibrXeFOb9o3t4S26HXUOI0csWctL7UFN/I7iMtLC21eykvbP4tqh5GZ5+42IHWU24UYc1j1WEzdz8j6dWaajbkXpRaDnYDGhCUWYLxvBSevncMZq2Zz8to5jPetSAm1YrPA8tyUM0Z9okhCEpEkkZEVJTkh2ewcd38avqYON1VLMmWMk0eu2I9Ke8/vtDa7wv1+3Ns66WHatz/9Gx549Xxuf/o3zPrX6QURM2eVhUl7DG//u0082Sv17HmCg9K2E42jwsyVdx3P7U//hpv+fQYXXXdkZlvZNhTplOLYsWPVrkcVlX4iPxNR7TBy24V78siV+1Hd9huuLTMViAlJFKjvoHBdTirUlJVw7lE7FH18ILCYtFx83xcFy9PRp2IzHxVF4bp/L8hJIYoCXHbSxMz71VFk8MpTp2Qc/p1WA7dduFdGfNU4jdx24V7cdN4eOVYVt124FzOn70ZVW0H/TU98PyDBBEHpgyvmpEmTAFi6dGlvb3qLUBSF4//yHu4uZrRlPYGdXCs49ac3KI+4kQURSUmmascmn8b0JXNzImfNRic373dV574vilJ0HtnVp09m8pj/b+9uY5u47ziAf+/si+M4Dn7IEwlJYLSqShroKFDaVVO1sKJKZa0q8TA0LVCxde3UbpSWDlYgQYIiRLZpnSbadS2wodLQTZpgWluWdg99mpbSiQB90VIgfQBCHOf5AZPcXjjn2L7z+SGx7xJ/P2+q+uzLOTrir/8Pv58X33/2nzFfenzPcsMW28qyjA/Otod2u0Qrdtnwwqa78MC2ZtWxTF632e45LalcYyL9H69cuRJan1VcXIy+7qGIUhMKWZZjHiMKZ5Z/T2a5jnQ5/Vkntr/8IS6HlTGaN9sVWsx+9kJX6It6qceu2UsxnF6bn0ybkSchP09SfW4o7xOAZs9HX/cgVmw9oTrfsWfvgcdpg7/vGlwOCavqm1U7KrV6R8qyrNocEP4YAKyqb1aV12iqr03q7+RE79WsGBnz9w4nHMSqui6i/p29ePSjAwBkdOc4YZGDC/OLBn2oO92Eg7esCo2cKYv74xbg0xo1A7D31dO6QczogoyCIOCO6hI01dei8ZHbUVgwfi1Frlzs2rAERe68jFUpzjbhI2Y7nl+l2Yg7fH2WIAhwuuyaf0T0jhFRZsmyjIaDJ0MBS5kJARAqchq+dOS1hlrV39nomTyzBDEAsFpFzS/w+zfdhXmzXTpt/2JUx8f4zI0oimhYv0g15ag1myQIAtz5OfD3DkcUc1V+x5lseaRn2u+mBBLfKVjVdREbW54fD19D6qHKokEffHnBkbD8QD/6JEfaKiGXesb7ZIUXvTPiw1QQBNxxSwn+sns5OnuHIQAR11K/7jbVtxx+6Edqa2tDIBAIfYMiMqtz585BkqZWq52pRi8EhM8ohJchif47u3HlLXgyqnCsWfh6hlW7G8sL84KjW3rvvUBdgLzIlQt31CyL0lZqxdY3tc8z9vzwEhlaI2da+cCIwYSsCGPK/PyOl1tiF4qTZaxrPRIKYrFctXtDAawvJx+9lz5G1+cfobR4LqSqJZMWzGZ67DjaUAtRFOPeTJmkzMVHy1SV4qnM4XCgv78//hOJDCZJEhwOh9GXMa2lEgKi/84qr0ll52G6CYgMYhZRCC2O13vvSjP1RL7cK22lYv0Oo0tkKCNn4VOQSj4wejAhK8IYMH4T3/XYcc3jzmt9KNQYCQMQuWasZnXw+cO96Lbkoq35V+jpuYx7PYV48It/heqRTdSTa+ZDFMWEbiazYCFJfZcvXzb6EojIJFINAdF/Z+vX3YZtL7XEXU+WadETpsoGAyD+e9cKnZ09Q6qZoXjniTUC19k7HDGoYIbBhKwJYwDg11k31is50JHr1gxkFnkUHblu7LxzE6p6v8D2d/ehaNCHA/1DGB4ZwP/GnqfUI4u7mD+OUrcNS+cVj11zYkPZREQ0tUxGCKie48ZrDbVYWd8cc6elGUSP+sV770rojDczNG+2C/uf+EZoxC38PLHaHv2o8R3VeYweTMiKBfzjtBc3VnW3Yft7jSgc8mNE0P6VFA75Mdf/Gepaj6Bo0If+0REcvtKGe/KiapYM+pB/Lblq6NGeWnNr6IbSqkfDxfFERNND+GLyVImiiJ1hJRvMoMiVG1pgH2vUL957jzUzpCzEP3Pej1X1zVix9QQebnwHZy90hV575rwfqxvewqXOQdVGByPKRsWTVWHMU5CrqtsSXW3fIo9qRjYZwE9PvoiiwWAvxkN+H6wQcHe+U/Xczf95DlXdbSlfp8M+XiQ2uh4NF8cTEVE0ZaTp2O5vG9aSTinUOtNjx64Ni3C0YRmO71mOpvralNY5680M6QW16GNam0yN2DGpJ6vCmCAI+NnaBRGPaVXb17qRwx+7ej2AP/o7sdbtQY5GKHIP96Cu9UjKDUe3v3QyIrGHb29O9aYmIqLpTSl4atR4z54fLooonnr2QteERv30Zob0gloi7ZTMNsOUVWEMAJZWlyB8M2Cv5MBIkt8j9vuuwilasHJG7FBUNNgZap+UrPauIVVin4yhbCIimt6+6hhQTctlgigAe4+0quqmTWQqUG9mSC+oaR0LN9NrN90MU9aFMUEQsK1ucej/nYF+WJL4HvHp8BCO9XRjg6cQuWLsX99VuydYAiMFZkvsRERkfkohWSNqv47KUPWgnIypwFgzQ3pBLfpYuFKPHUdNOMOUVbspFXfWlEKyAIGRYB9Kn+SEN9Cb0Guf62hHmSThgRmuiMfD732/rQAHa9aktKNSEGBYo1IiIpq6Epmey6TJGliItdNRb0emcuyDM+1obDqFr3zjLadEnYEUo2RlGBMEAZvX1GDX4VYAwHszF2FF29txX9cy0I93B/rx8+JSXJNlXJNl9I6lsACAgdFRdOe6cXj+2pRrjckyQrVYiIiIEpVot5l08TpzkGuzZrR4ql5JCqVzzNHqZaYvSJ6VYQwAltxcgqruv6Lu1BEUDXUm9JoPB4M3+K72y9jVHlnA82BnBw52duA+5wz82NKUcq0xTlESEVEqoouglnntCIzIqunDtPxsALt/sDg4mCDAVGucja4hloisDWOCIARLWiQYxADg/gIXbs+LHLXqHRnBxktfYEXBDNxf4ILbYgnWGgv0oy8nP6lrKnLlmm5RIRERTR3RU3fH32/D3ldOpb2JuDPPip2HPjJF276pKGvDWEFAXdIinlJJQmlU89yukevBY1YJt9qDiwVHBBHe/o6kwpgoAH/eWQuLxRL/yURERDEoI0GyLOPQG59EBDEBscqfT0zPwHX0DAQ/D83cts+szLeKLUOkwkIIM8vTcm6LPIqNLftR5b+Q8GtGZeBiO5tIExHR5NBa0C8juKMw3cxWVNXssjaMCYKAm369D9ZZswAAHVZ1Jf2JsADY2PICqvwX4RzujVsA1iIKmF2S3LQmERFRLLFqcR2t/xa8BRNbQ/XQvTeixB0s2lnmtaPIlRtxnOufk5O105QA4FiwADV/fx1rN/0JgStXsbXlN0mfw2WxouXGmzWPWRAcIbNAxlW7FwdrVmvushRFAZu/O9+U222JiGjqemJljaq0Q1ffNfh6hid03pf+9gnKC/Ow75EluKnChUu+ATQcPJnRnZTTSVaHMSDYYPWZx2ux45kjaTm/UlC2aNCHutZXVbssD235Jr5WVgBBENDZM6TqOk9ERJSsM+f9oV2V5YV5aHz0diydVwxBEODrnpzdlV92DODp5/+LkVEZ5YV52LFuIcoKHaYuIWFWHIoBUObNQ59tcqcptSi7LBVPra7GDbNc+PhiN1bVN+O+LW9iVX0zzpz3p/1aiIhoetJqov2LptbQcU+BTTWtmCplc8CXHQNoOHCSQSxFDGMIzqsXzCpFv3Xiixr1VoZdtXsjWiQtuKFQt/M8ERFRsvSaaAPBNdO7NywOrSezTFIzSy7aTx3DGMYK5a1fhGNLvzfhc40C6BoLXD3WvFAT8hFBxBtz7o6Yoixw6HeeJyIiSpZeE21FeM/Hp9bUpNRcPDrEcdF+6hjGxlTPcWPP7x5HvzSx0TELAFegHz6bCyMWa2jNmEUexfLz/wjtqnQ5JHgLchP6R0NERJQovSba0c9z5+fgD29+mnRz8VKPHb/deGfcn0GJyfoF/OGGTp9GnsMOdA1O+Fze4S7VY8qaMWdpIXY+tDh004a3r+ANTUREE6XXRDtcIs3FLaKAkVE59N/wCvuJ/AyKj2FsjCzLOL9pM4SuxNsjJSunsgKvND6o6tnFG5qIiCZbIj0ZtZqLF82wIUeyhAYIdtQtRFmRAy6HhK7+QMTn1FTo+zgVMIyNue7zYbjt8/T9AKsVc/btRX6B9g4W3tBERGQErVpk82a74O+7FgxgYQMF/JxKD4axMVavF7bKivQFsuvXYauYlZ5zExERJSm8FlmZ1476dQux7LayUAHySx0DeHjfh2z+nQFcwD9GEATMadwLW2VF8IEEquH3WWzoSbA+ma2yAlaPZyKXSERENCmiyyp95RtE/YGTWN3wFs6c97PsUoYxjIVxLFiA6hOvY/77/8bXz55C+ZanYz7XZ3Nhy907sGfJY9pPEEVYxsKXrbICcxr3ci0YERGZQqyF+0ro6uwZYtmlDOI0ZRRBECB5vQCA0vV1EB15+Hx7AzA6GnqO0mcSooiC8hLV9KZUWorqt09AFEVc7+yE1eNhECMiItPQWriv+LJjAIIgqI6z7FL6cGRMhyzLaH/hxYgghuJS/P4723BxRmVwDn39oojpTVtlBeY+90tYLJZQsGMQIyIiM1FqkZV51bU1ywvz4HbaEqpVRpODI2M6NHdYtl/G4Z8sRJ/NGba9143qE69zFIyIiKaM6jluHG1Yhg/OtuMXTa2qWpcsu5Q5DGM6tHZY2iorIHm98GhUMlamN4mIiKYCQRBwR3UJmuqLNUMXy1lkBqcpdUTvsORCfCIimo6U0MXPN2NwZCwOZYclpyCJiIgoHRjGEsApSCIiIkoXhjEiIjKltrY2BAIBVFdXG30pRLrOnTsHSZJSfj3XjBERkSk5HI4JfcARZYokSXA4HCm/XpDT0NvA6XQiEAhg7ty5k31qIk3Kt5Le3l6jL4WIiCgpaRkZ47cZyrSJfishIiIySlpGxoiIiIgoMVwzRkRERGQghjEiIiIiAzGMERERERmIYYyIiIjIQAxjRERERAZiGCMiIiIyEMMYERERkYEYxoiIiIgMxDBGREREZCCGMSIiIiIDMYwRERERGYhhjIiIiMhADGNEREREBmIYIyIiIjIQwxgRERGRgRjGiIiIiAzEMEZERERkIIYxIiIiIgMxjBEREREZiGGMiIiIyED/B8+MCp0F8bLXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "langerin_neighbourhoods.fit(radius_cutoff=r, similarity_cutoff=1, member_cutoff=10)\n",
    "langerin.labels = langerin_neighbourhoods.labels\n",
    "draw_evaluate(langerin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:36:13.445433Z",
     "start_time": "2022-11-24T17:36:12.154301Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "26528     2.000     5         10        None      9         0.962     0.002     00:00:0.876\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "langerin_neighbourhoods.fit(radius_cutoff=r, similarity_cutoff=5, member_cutoff=10)\n",
    "langerin.labels = langerin_neighbourhoods.labels\n",
    "draw_evaluate(langerin)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like we obtain no additional cluster with the larger radius that is lost for the smaller one. For now we can deliberately stick with the smaller radius."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Semi-automatic hierarchical clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We described rationally guided, manual hierarchical clustering in the [*Hierarchical clustering basics*](hierarchical_clustering_basics.ipynb) tutorial using the `isolate` formalism. Here we want to take the different approach of generating a cluster hierarchy more or less automatically for a given cluster parameter range. We will use the radius of $r=1.5$ from the last section and a grid of $n_\\mathrm{c}$ values to cluster subsequently with higher density-thresholds while we keep track of the change in the cluster label assignments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:41:24.748870Z",
     "start_time": "2022-11-28T16:41:24.641168Z"
    }
   },
   "outputs": [],
   "source": [
    "tree = KDTree(langerin.input_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:41:52.632778Z",
     "start_time": "2022-11-28T16:41:24.937589Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 1.5\n",
    "\n",
    "neighbourhoods = tree.query_radius(langerin.input_data, r, return_distance=False)\n",
    "for n in neighbourhoods:\n",
    "    n.sort()\n",
    "\n",
    "langerin_neighbourhoods = cluster.Clustering(\n",
    "    neighbourhoods, recipe=\"sorted_neighbourhoods\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will start at $n_\\mathrm{c}=2$ but we will also need to determine a reasonable endpoint. To check the deduction of an upper bound from the number-of-neioghbours plot in the last section, let's have a look at a clustering with a very high density-threshold."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T21:07:56.420768Z",
     "start_time": "2022-11-24T21:07:51.986140Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-----------------------------------------------------------------------------------------------\n",
      "#points   r         nc        min       max       #clusters %largest  %noise    time     \n",
      "26528     1.500     950       None      None      4         0.314     0.430     00:00:4.059\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "langerin_neighbourhoods.fit(radius_cutoff=r, similarity_cutoff=950)\n",
    "langerin.labels = langerin_neighbourhoods.labels\n",
    "draw_evaluate(langerin)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At this point, the clustering does yield only clusters that are shrinking with even higher values for $n_\\mathrm{c}$. To perform a semi-automatic hierarchical clustering, we can use\n",
    "the `HierarchicalFitter` class `HierarchicalFitterRepeat`. This type uses a fitter repeatedly to build a cluster hierarchy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:41:52.640638Z",
     "start_time": "2022-11-28T16:41:52.636506Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin_neighbourhoods._hierarchical_fitter = _fit.HierarchicalFitterRepeat(\n",
    "    langerin_neighbourhoods.fitter\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:41:52.657083Z",
     "start_time": "2022-11-28T16:41:52.642272Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 50, 52, 54, 56, 58, 60, 63, 66, 69, 72, 75, 78, 81, 85, 89, 93, 97, 101, 106, 111, 116, 121, 127, 133, 139, 145, 152, 159, 166, 174, 182, 191, 200, 210, 220, 231, 242, 254, 266, 279, 292, 306, 321, 337, 353, 370, 388, 407, 427, 448, 470, 493, 517, 542, 569, 597, 626, 657, 689, 723, 759, 796, 835, 876, 919, 964]\n"
     ]
    }
   ],
   "source": [
    "c_range = [2]\n",
    "for _ in range(108):\n",
    "    x = c_range[-1]\n",
    "    c_range.append(max(x + 1, int(x * 1.05)))\n",
    "print(c_range)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:43:16.154900Z",
     "start_time": "2022-11-28T16:41:52.659505Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin_neighbourhoods.fit_hierarchical(\n",
    "    radius_cutoffs=r,\n",
    "    similarity_cutoffs=c_range,\n",
    "    member_cutoff=10\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The resulting hierarchy of clusterings can be visualised either as a tree or pie plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T20:11:51.289510Z",
     "start_time": "2022-11-24T20:11:47.897365Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1875x1350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cluster hierarchy as tree diagram\n",
    "#     (hierarchy level increasing from top to bottom)\n",
    "fig, ax = plt.subplots(\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 2.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1] * 3\n",
    "    )\n",
    ")\n",
    "langerin_neighbourhoods.tree(\n",
    "    ax=ax,\n",
    "    draw_props={\n",
    "        \"node_size\": 60,\n",
    "        \"node_shape\": \"o\",\n",
    "        \"with_labels\": False\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These diagrams can be admittedly hard to overlook because we have many hierarchy levels (one for each $n_\\mathrm{c}$ grid point). To reduces the cluster hierarchy to only a relevant number of bundles, we can apply some sort of trimming. A trimming protocol can be anything that traverses the bundle hierarchy (starting with the root bundle) and decides which\n",
    "bundles to keep, based on the bundle's properties. We provide currently four basic trimming protocols: `\"trivial\"`, `\"shrinking\"`, `\"lonechild\"`, and `\"small\"`. These can be triggered via `Clustering.trim()` under optional setting of the `protocol` keyword argument. Instead of a string\n",
    "to refer to a provided protocol, it is also possible to pass a callable that receives a bundle as\n",
    "the first argument and arbitrary keyword arguments.\n",
    "\n",
    "The `\"trivial\"` protocol will remove the labels and all children on bundles that have all-zero cluster label assignments. The `\"shrinking\"` protocol removes the children on bundles that will never split again (only shrink). The `\"lonechild\"` protocol will replace a single child of a bundle with its grandchildren, and `\"small\"` removes bundles with less then `member_cutoff` members. Other protocols are conceivable and users are encouraged to implement their own.\n",
    "\n",
    "Bundle processing is supported by the two generator functions `_bundle.bfs` and `_bundles.bfs_leafs` that allow to loop over bundles in a breadth-first-search fashion."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what execution of the `\"trivial\"` protocol does to our tree. In fact, it is purely cosemetic in the present case because noise points are not used to create new bundles during the used hierarchical fitting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:35:48.841245Z",
     "start_time": "2022-11-27T19:35:48.828251Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "langerin_neighbourhoods['1.1.12'].labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:35:48.857919Z",
     "start_time": "2022-11-27T19:35:48.842998Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "langerin_neighbourhoods['1.1.12'].children"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:35:48.916588Z",
     "start_time": "2022-11-27T19:35:48.859622Z"
    }
   },
   "outputs": [],
   "source": [
    "# Trim trivial nodes (has no effect here)\n",
    "langerin_neighbourhoods.trim(langerin_neighbourhoods.root, protocol=\"trivial\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:32:21.508813Z",
     "start_time": "2022-11-27T19:32:18.071039Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1875x1350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cluster hierarchy as tree diagram\n",
    "#     (hierarchy level increasing from top to bottom)\n",
    "fig, ax = plt.subplots(\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 2.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1] * 3\n",
    "    )\n",
    ")\n",
    "langerin_neighbourhoods.tree(\n",
    "    ax=ax,\n",
    "    draw_props={\n",
    "        \"node_size\": 60,\n",
    "        \"node_shape\": \"o\",\n",
    "        \"with_labels\": False\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:32:37.438461Z",
     "start_time": "2022-11-27T19:32:37.434160Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin_neighbourhoods['1.1.12'].labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:32:38.110274Z",
     "start_time": "2022-11-27T19:32:38.102358Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "langerin_neighbourhoods['1.1.12'].children"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `\"shrinking\"` protocol as a major effect. Of all the bundles in the tree above, we will keep only those that emerge from an immediate split into sub-clusters. Bundles created as the sole child of parent will be removed if there is no further split further down the line."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:37:14.527009Z",
     "start_time": "2022-11-27T19:37:14.445292Z"
    }
   },
   "outputs": [],
   "source": [
    "# The \"shrinking\" protocol is the default\n",
    "langerin_neighbourhoods.trim(langerin_neighbourhoods.root)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:37:15.601542Z",
     "start_time": "2022-11-27T19:37:14.705118Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1875x1350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cluster hierarchy as tree diagram\n",
    "#     (hierarchy level increasing from top to bottom)\n",
    "fig, ax = plt.subplots(\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 2.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1] * 3\n",
    "    )\n",
    ")\n",
    "langerin_neighbourhoods.tree(\n",
    "    ax=ax,\n",
    "    draw_props={\n",
    "        \"node_size\": 60,\n",
    "        \"node_shape\": \"o\",\n",
    "        \"with_labels\": False\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another simplification is achieved through the `\"lonechild\"` protocol that will remove all the intermediate sole bundles at hierarchy levels where a cluster is only shrinking."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:41:45.436770Z",
     "start_time": "2022-11-27T19:41:45.074857Z"
    }
   },
   "outputs": [],
   "source": [
    "# Remove levels on which only one child appears\n",
    "langerin_neighbourhoods.trim(langerin_neighbourhoods.root, protocol=\"lonechild\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:41:47.509731Z",
     "start_time": "2022-11-27T19:41:47.160758Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1875x1350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cluster hierarchy as tree diagram\n",
    "#     (hierarchy level increasing from top to bottom)\n",
    "fig, ax = plt.subplots(\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 2.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1] * 3\n",
    "    )\n",
    ")\n",
    "langerin_neighbourhoods.tree(\n",
    "    ax=ax,\n",
    "    draw_props={\n",
    "        \"node_size\": 60,\n",
    "        \"node_shape\": \"o\",\n",
    "        \"with_labels\": False\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we can finally put everything together and incorporate the child clusters into the root data set. Note that for this, the `\"shrinking\"` protocol would have been sufficient."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:43:01.359026Z",
     "start_time": "2022-11-27T19:43:01.279195Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin_neighbourhoods.reel()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After this call, cluster labeling may not be contiguous and sorted by size, which we can fix easily."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:43:09.469904Z",
     "start_time": "2022-11-27T19:43:09.452733Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin_neighbourhoods.root._labels.sort_by_size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:43:15.545162Z",
     "start_time": "2022-11-27T19:43:15.536925Z"
    }
   },
   "outputs": [],
   "source": [
    "langerin.labels = langerin_neighbourhoods.labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:43:16.773710Z",
     "start_time": "2022-11-27T19:43:16.009283Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_evaluate(langerin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:44:11.308682Z",
     "start_time": "2022-11-27T19:44:10.971682Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.3, 0.3)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cluster hierarchy as pie diagram\n",
    "#     (hierarchy level increasing from the center outwards)\n",
    "_ = langerin.pie(\n",
    "    pie_props={\"normalize\": True}\n",
    ")\n",
    "plt.xlim((-0.3, 0.3))\n",
    "plt.ylim((-0.3, 0.3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:44:25.634680Z",
     "start_time": "2022-11-27T19:44:25.626830Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label    Size\n",
      "=============\n",
      "(0, 455)\n",
      "(1, 11985)\n",
      "(2, 4214)\n",
      "(3, 2774)\n",
      "(4, 2528)\n",
      "(5, 1850)\n",
      "(6, 863)\n",
      "(7, 590)\n",
      "(8, 225)\n",
      "(9, 210)\n",
      "(10, 207)\n",
      "(11, 203)\n",
      "(12, 118)\n",
      "(13, 113)\n",
      "(14, 57)\n",
      "(15, 46)\n",
      "(16, 42)\n",
      "(17, 26)\n",
      "(18, 16)\n",
      "(19, 6)\n"
     ]
    }
   ],
   "source": [
    "print(\"Label    Size\")\n",
    "print(\"=============\")\n",
    "print(*sorted({k: len(v) for k, v in langerin.root._labels.mapping.items()}.items()), sep=\"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For later re-use, we can remember the clustering parameters leading to the isolation of each cluster and save the cluster labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:44:42.533013Z",
     "start_time": "2022-11-27T19:44:42.510888Z"
    }
   },
   "outputs": [],
   "source": [
    "np.save(\"md_example/langerin_labels.npy\", langerin.labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:46:09.134875Z",
     "start_time": "2022-11-27T19:46:09.123714Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label\tr\tn\n",
      "--------------------\n",
      "1\t1.5\t964\n",
      "2\t1.5\t5\n",
      "3\t1.5\t964\n",
      "4\t1.5\t2\n",
      "5\t1.5\t93\n",
      "8\t1.5\t2\n",
      "9\t1.5\t22\n",
      "10\t1.5\t2\n",
      "11\t1.5\t2\n",
      "12\t1.5\t2\n",
      "13\t1.5\t2\n",
      "14\t1.5\t5\n",
      "15\t1.5\t2\n",
      "17\t1.5\t2\n",
      "18\t1.5\t2\n",
      "19\t1.5\t4\n"
     ]
    }
   ],
   "source": [
    "print(\"Label\", \"r\", \"n\", sep=\"\\t\")\n",
    "print(\"-\" * 20)\n",
    "for k, v in sorted(langerin_neighbourhoods.root._labels.meta[\"params\"].items()):\n",
    "    print(k, *v, sep=\"\\t\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "labcommonnn_3.10.7",
   "language": "python",
   "name": "labcommonnn_3.10.7"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "199.969px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  },
  "toc-autonumbering": false,
  "toc-showcode": false,
  "toc-showmarkdowntxt": false,
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  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
