{
 "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",
    "  - [Preliminary checks](md_example.ipynb#Preliminary-checks)\n",
    "  - [Clustering root data](md_example.ipynb#Clustering-root-data)\n",
    "  - [Semi-automatic hierarchical clustering](md_example.ipynb#Semi-automatic-hierarchical-clustering)\n",
    "  - [Automatic hierarchical clustering](md_example.ipynb#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": [
    "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.neighbors import KDTree\n",
    "from sklearn.metrics import pairwise_distances\n",
    "from tqdm.notebook import tqdm\n",
    "\n",
    "import commonnn\n",
    "from commonnn import cluster, plot, recipes, _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:  3.9.0 | packaged by conda-forge | (default, Nov 26 2020, 07:57:39)  [GCC 9.3.0]\n",
      "Packages:\n",
      "    matplotlib: 3.9.4\n",
      "    numpy: 1.26.4\n",
      "    sklearn: 1.6.1\n",
      "    commonnn: 0.0.4\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=(\n",
    "            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_ = {**ax_props}\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 lectin 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": 57,
   "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": 58,
   "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": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:05:07.475589Z",
     "start_time": "2022-11-24T17:05:07.159829Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "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": [
    "After a few preliminary checks, we will partition that data by 1-step threshold-based clustering and then also by using a semi-automatic and an automatic hierarchical clustering approach for comparison."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preliminary checks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So let's begin. 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": 60,
   "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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",
      "text/plain": [
       "<Figure size 750x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Keep only upper triangle of the distance matrix to deduplicate\n",
    "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": 61,
   "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": 62,
   "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": "b8dd07bd219f492a99944cb3818047c5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/12 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[62], line 12\u001b[0m\n\u001b[1;32m      8\u001b[0m r_list \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marange(\u001b[38;5;241m0.25\u001b[39m, \u001b[38;5;241m3.25\u001b[39m, \u001b[38;5;241m0.25\u001b[39m)\n\u001b[1;32m      9\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m tqdm(r_list):\n\u001b[1;32m     10\u001b[0m     n_neighbours \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m     11\u001b[0m         x\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m---> 12\u001b[0m         \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m \u001b[43mtree\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mquery_radius\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     13\u001b[0m \u001b[43m            \u001b[49m\u001b[43mlangerin\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minput_data\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreturn_distance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\n\u001b[1;32m     14\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     15\u001b[0m     ]\n\u001b[1;32m     17\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m r \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m2.0\u001b[39m:\n\u001b[1;32m     18\u001b[0m         n_neighbours_highlight \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mcopy(n_neighbours)\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# Can take a couple of minutes...\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": null,
   "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": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "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": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:16:51.221207Z",
     "start_time": "2022-11-24T17:16:24.051382Z"
    }
   },
   "outputs": [],
   "source": [
    "# Use a fast clustering recipe here\n",
    "r = 1.5\n",
    "neighbourhoods, sort_order, revert_order = recipes.sorted_neighbourhoods_from_coordinates(langerin.input_data, r=r, sort_by=\"both\")\n",
    "langerin_neighbourhoods = cluster.Clustering(\n",
    "    neighbourhoods, recipe=\"sorted_neighbourhoods\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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     00:00:0.311\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n"
     ]
    }
   ],
   "source": [
    "langerin_neighbourhoods.fit(radius_cutoff=r, similarity_cutoff=2, member_cutoff=10)\n",
    "langerin.labels = langerin_neighbourhoods.labels[revert_order]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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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",
      "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": null,
   "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": [
    "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": null,
   "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": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:23:17.587000Z",
     "start_time": "2022-11-24T17:23:17.365662Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "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. \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": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-24T17:31:58.785501Z",
     "start_time": "2022-11-24T17:31:24.106037Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 2\n",
    "neighbourhoods, sort_order, revert_order = recipes.sorted_neighbourhoods_from_coordinates(langerin.input_data, r=r, sort_by=\"both\")\n",
    "langerin_neighbourhoods = cluster.Clustering(\n",
    "    neighbourhoods, recipe=\"sorted_neighbourhoods\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "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": "9fe1e9a1796e4372bbaf2a8882575043",
       "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": 65,
   "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 0x7fab186c0ca0>,\n",
       "  <matplotlib.axis.YTick at 0x7fab19506910>,\n",
       "  <matplotlib.axis.YTick at 0x7fab1a895d60>,\n",
       "  <matplotlib.axis.YTick at 0x7fab186f4340>]]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "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": 47,
   "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     00:00:0.691\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "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[revert_order]\n",
    "draw_evaluate(langerin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "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     00:00:0.696\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "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[revert_order]\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.\n",
    "We could now use manual hierarchical clustering to freeze the obtained clustering and increase the density-threshold only for a portion of the data set. Since this could become quite involved, though, we will not follow that route here and concentrate instead on the semi-automatic and automatic alternatives further below."
   ]
  },
  {
   "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": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:41:52.632778Z",
     "start_time": "2022-11-28T16:41:24.937589Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 1.5\n",
    "neighbourhoods, sort_order, revert_order = recipes.sorted_neighbourhoods_from_coordinates(langerin.input_data, r=r, sort_by=\"both\")\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": 8,
   "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     00:00:3.710\n",
      "-----------------------------------------------------------------------------------------------\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "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[revert_order]\n",
    "draw_evaluate(langerin)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At this point, the clustering seem to 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": 9,
   "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": 10,
   "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": [
    "# Make a range of c values with larger jumps towards the end\n",
    "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": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-28T16:43:16.154900Z",
     "start_time": "2022-11-28T16:41:52.659505Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2025-04-11 11:46:54.557\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 0     (r = 1.5, c = 2)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:54.873\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 1     (r = 1.5, c = 3)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:55.188\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 2     (r = 1.5, c = 4)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:55.504\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 3     (r = 1.5, c = 5)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:55.824\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 4     (r = 1.5, c = 6)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:56.140\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 5     (r = 1.5, c = 7)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:56.460\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 6     (r = 1.5, c = 8)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:56.782\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 7     (r = 1.5, c = 9)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:57.102\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 8     (r = 1.5, c = 10)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:57.423\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 9     (r = 1.5, c = 11)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:57.745\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 10    (r = 1.5, c = 12)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:58.068\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 11    (r = 1.5, c = 13)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:58.395\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 12    (r = 1.5, c = 14)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:58.723\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 13    (r = 1.5, c = 15)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:59.049\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 14    (r = 1.5, c = 16)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:59.377\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 15    (r = 1.5, c = 17)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:46:59.709\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 16    (r = 1.5, c = 18)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:00.037\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 17    (r = 1.5, c = 19)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:00.367\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 18    (r = 1.5, c = 20)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:00.696\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 19    (r = 1.5, c = 21)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:01.026\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 20    (r = 1.5, c = 22)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:01.354\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 21    (r = 1.5, c = 23)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:01.683\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 22    (r = 1.5, c = 24)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:02.016\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 23    (r = 1.5, c = 25)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:02.349\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 24    (r = 1.5, c = 26)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:02.678\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 25    (r = 1.5, c = 27)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:03.010\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 26    (r = 1.5, c = 28)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:03.343\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 27    (r = 1.5, c = 29)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:03.677\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 28    (r = 1.5, c = 30)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:04.014\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 29    (r = 1.5, c = 31)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:04.350\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 30    (r = 1.5, c = 32)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:04.682\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 31    (r = 1.5, c = 33)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:05.016\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 32    (r = 1.5, c = 34)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:05.352\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 33    (r = 1.5, c = 35)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:05.690\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 34    (r = 1.5, c = 36)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:06.030\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 35    (r = 1.5, c = 37)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:06.372\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 36    (r = 1.5, c = 38)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:06.710\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 37    (r = 1.5, c = 39)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:07.051\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 38    (r = 1.5, c = 40)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:07.388\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 39    (r = 1.5, c = 42)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:07.919\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 40    (r = 1.5, c = 44)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:08.536\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 41    (r = 1.5, c = 46)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:09.074\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 42    (r = 1.5, c = 48)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:09.543\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 43    (r = 1.5, c = 50)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:10.020\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 44    (r = 1.5, c = 52)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:10.463\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 45    (r = 1.5, c = 54)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:10.864\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 46    (r = 1.5, c = 56)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:11.294\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 47    (r = 1.5, c = 58)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:11.645\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 48    (r = 1.5, c = 60)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:12.002\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 49    (r = 1.5, c = 63)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:12.356\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 50    (r = 1.5, c = 66)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:12.715\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 51    (r = 1.5, c = 69)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:13.077\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 52    (r = 1.5, c = 72)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:13.438\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 53    (r = 1.5, c = 75)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:13.804\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 54    (r = 1.5, c = 78)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:14.175\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 55    (r = 1.5, c = 81)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:14.547\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 56    (r = 1.5, c = 85)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:14.925\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 57    (r = 1.5, c = 89)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:15.306\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 58    (r = 1.5, c = 93)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:15.692\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 59    (r = 1.5, c = 97)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:16.084\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 60    (r = 1.5, c = 101)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:16.479\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 61    (r = 1.5, c = 106)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:16.876\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 62    (r = 1.5, c = 111)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:17.282\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 63    (r = 1.5, c = 116)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:17.696\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 64    (r = 1.5, c = 121)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:18.117\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 65    (r = 1.5, c = 127)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:18.544\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 66    (r = 1.5, c = 133)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:18.977\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 67    (r = 1.5, c = 139)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:19.419\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 68    (r = 1.5, c = 145)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:19.874\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 69    (r = 1.5, c = 152)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:20.342\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 70    (r = 1.5, c = 159)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:20.831\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 71    (r = 1.5, c = 166)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:21.332\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 72    (r = 1.5, c = 174)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:21.846\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 73    (r = 1.5, c = 182)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:22.378\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 74    (r = 1.5, c = 191)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:22.917\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 75    (r = 1.5, c = 200)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:23.486\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 76    (r = 1.5, c = 210)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:24.064\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 77    (r = 1.5, c = 220)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:24.662\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 78    (r = 1.5, c = 231)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:25.292\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 79    (r = 1.5, c = 242)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:25.933\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 80    (r = 1.5, c = 254)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:26.593\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 81    (r = 1.5, c = 266)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:27.279\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 82    (r = 1.5, c = 279)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:27.976\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 83    (r = 1.5, c = 292)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:28.718\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 84    (r = 1.5, c = 306)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:29.496\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 85    (r = 1.5, c = 321)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:30.328\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 86    (r = 1.5, c = 337)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:31.194\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 87    (r = 1.5, c = 353)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:32.110\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 88    (r = 1.5, c = 370)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:33.089\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 89    (r = 1.5, c = 388)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:34.116\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 90    (r = 1.5, c = 407)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:35.163\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 91    (r = 1.5, c = 427)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:36.268\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 92    (r = 1.5, c = 448)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:37.407\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 93    (r = 1.5, c = 470)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:38.582\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 94    (r = 1.5, c = 493)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:39.887\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 95    (r = 1.5, c = 517)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:41.256\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 96    (r = 1.5, c = 542)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:42.768\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 97    (r = 1.5, c = 569)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:44.457\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 98    (r = 1.5, c = 597)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:46.274\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 99    (r = 1.5, c = 626)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:48.271\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 100   (r = 1.5, c = 657)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:50.563\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 101   (r = 1.5, c = 689)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:52.891\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 102   (r = 1.5, c = 723)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:55.202\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 103   (r = 1.5, c = 759)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:47:57.685\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 104   (r = 1.5, c = 796)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:48:00.350\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 105   (r = 1.5, c = 835)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:48:03.124\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 106   (r = 1.5, c = 876)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:48:06.250\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 107   (r = 1.5, c = 919)\u001b[0m\n",
      "\u001b[32m2025-04-11 11:48:09.602\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mRunning step 108   (r = 1.5, c = 964)\u001b[0m\n"
     ]
    }
   ],
   "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": 12,
   "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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3vqE/+IM/UCwWu+o6phuGFxcX6z/8h/8waQg++t+f+7mfm5Unt62PM5qamnTixAl94AMfmPXHK9diaGhIFy5cmHKYfqX/v54nKYuLi1VdXa3q6mq99rWv1Wtf+9qx/6+srJTjOCovLx/b//fee69eeOGFK97W8uXL9cY3vlG+748N3k+ePKmf/exnWfnz7/Kh5fjB5eV7bPyfTaPH7/Dw8NhJbbNtIf39kYuy3S+br9Yf//Of+9zndObMmQlrW7RokbZu3ap3v/vdkz4a6FOf+pQeeeSRef/zL1e9853v1D/90z9N+LkbbrhBn/zkJ3XPPfcoEolM+LW5+PcuChvDcgDIY7Pxiq/y8nKdO3dOjuPo1KlT+tSnPqVvfvObU17P8zyVlJSY1n35R0rk0qA2Gz9eKK9EzQVX+nzU0SHjyy+/LN/3r/tYKC4u1rve9S6Vlpbq1Vdf1YkTJ9TT0zPl9e6//34tWbJkbD2jA4PLH3qNfn/HD5Ov9urk0T0y1UD58kFyKpWa8HWln7v8KxcGFhaW7/Fv//Zv69VXX9Wzzz6rixcvTnmdu+++W3V1dRO+b5d/X8YP98d3HxwcHHvF9ehg1/O8CV/ZfCX29fYLh8P6+Mc/rqefflrf+c53JnwkzuU2btyoqqqqsY8HicfjY1+u66qvr2827sqYUCg05ZB7Jj9fUlJyxVcuztbftw0NDXruueeu6XpFRUWqra2dchh+0003zcvJFtvb2/X6179+Zq/oe3y3+k4eHntF30033TSrj1fmku/7cl33mgfrr7zyyqzvZynzyvZ7771Xf/EXf6FEImHuFw6Hdd9992lkZGTSK9+v9P+z/UTUlRQVFU14Au3yzzIf/TiRy5/clTLvfrzaK/YXL14sx3HGPqZo9B0GlndIzIXRJ0nHnwT2Sk9WT/Xupvl+R9Nc9Zvq48LyzfX2CwaD+sVf/EWVlpbO2xMClo8Amu4dABs3btThw4ev+Gt1dXX69Kc/ra1bt6q4uHjW/70LSFJxthcAAJg7LS0tSiaTClXXKVK7Yuzn0wNJJduPafjSeaVTnoLhUhVXLlH5snUKlmTe3hapW6lQVa2SF3r0d3/3d/rKV76iU6dOTft7vvWtb5Uk03A4nx8Ez7bredVwLv14Nm/zag++H3744bHP1b3eY2HoQo/e8pa36Etf+tKUH40w3le/+lWl0+mxIelCftJj9NXPoVBo0iugL//K1mUeeeQR3X///ebv8ZNPPnnVIfmo//2///ec9b7c5a+6vtav0Y+FuJav/fv367/+1/9q6pe60KPPfe5z1/SRJYcOXdtHF4TD4VkZckcikTl9e/5s/X17rYPyj3/84/rMZz6j4uLs/3Putttu0969e7Vlyxb1tR3S8KWfyVmzSZG6lZM/K7b7lNynvzH2StJ9+/bptttu08MPPzwr/VpbW3XPPffM6f0NBAJavHixFi9erMbGxmu6zsDAwDUP1kc/U366x0Ke5+mLX/yiiouLdcstt5j7pS70qLGx8Zr7pdNpeZ53TYP1mf7/6J8ho4P7uXiy4dVXX5XruvrKV76igYGBWXmM8Ju/+Zt63eteN/ZE6OjX6Dtepvu50a/LO+fq44eioiL9xm/8hvr6+vSd73zH3G/8u6Qut1D+bTD6hMa1vuigrKxs7Al1a7+2toXzDofpBu7nzp2b8rrd3d3atm2bPvShD+nLX/6yXn311QXz9wcWjuw/ugIAzJmOjg5JypwFPBBQKtatxLMHlTz9lPyhgUmXv3Rkj8qX367o6jsVqq5VydJVGrrQo29+85vXNCiXpOPHj8/qfbhcrg5qs/Hj8a+gwtXN1rHw9NNPX9OgXMq80vRqiouLc3bwfPnXfLw61aq7u1uS/Xt8LYNySaqoqNDixYvnbHg9/tWU83Gc9/b2SrL3u9ZXxG/cuFFvectbph10X/5W61w1W3/GvOtd79LIyIi++93vTjgHwuXi8XhODMpHjZ4c7T3veY8Guto00NWmUFXmfgUjZUoP9mvg7AkNXci8GyccDmvfvn1qbm6WNHv9Rm8n15SUlOjmm2/WzTfffE2Xv3TpkiorK6e93KJFi/SOd7xDBw8elDS//YLBoMrLy6f8DGGLoaEh88D9yJEj0w6Zfd/XmTNnxv7csva75ZZb9JnPfMZ0333f19DQkGngPpOfv9LPXes5GkZGRlRcXKympiZ95zvfMff74z/+Yz3wwAPX9A64a7nMXH4NDg5ecYA/0yc3Vq9erTe+8Y36i7/4C3O/3/qt39LWrVsnvcNw/NeVfn4ml53pbUz1DrPRF0hZztcQj8f1P/7H/9Db3/52Sfn79weyI3ceYQEAZl0ikZAkBcJlSp45qthjD0ojmVc6hKrrMg8qwmXyU/3yzp7QUKxbfScPq+/Uk6q+Y4eCkTJJUmNjo6qqqnTo0KFJr3i53J49e1RZWTkng2JOHIrrNVvHQllZmT73uc9p9+7dV/0IFknau3ev1qxZM+Vgmic6ZtdsfY/f8Y53aGhoSE8++eRVXxn20EMP6d3vfvfc37F5Mlv97r77bv3yL/+yvvSlL+nkyZNT/n5ve9vbtGPHjjm/X/NltvpVVVXp4Ycf1vDwsL7zne/oa1/7mv7xH/9x7PZHdXZ2zu8dvAabN2/W6173Ou3atUv79u1T8kLP2HB8VHl5ubZu3ar77rtvwsnUZqtfPB6fp3s7t672pF04HNamTZt077336j/9p/+kQCCgv//7v5eUP/1CodDYq/evh+/7V32SNxAI6K1vfavuvfde/c7v/I7uvffezM/nQL9AIDD2WCEajZpv73qk02nddNNNeumll6a8zI033qjm5mZ94Qtf0Ic+9CFJs9Nv9CN1rB/pOB9GRkamHKb/+q//us6ePTvldUtLS/X2t79dDz/8sD71qU9Jsvd77Wtfq9/6rd+a+zs+Q+PPLXKtA/cPfOADV31xSlFRkdasWaMvf/nL+uIXvygpN45f5A+G5QCQxyoqKiRJqd7n5f5z5h9SJfVNctY2K1K7YsKwbvH6bRrseU7u8f0a6GpT7MBOlSxdLUl6zWteoz179igej2v37t36y7/8S7388stX/D3vuOMO3XjjjXN8z4CZma1jIRqN6k/+5E/0sY99TIcPH9bnP/95ffe7373i77lkyRLdcsstc3zPMGq2vsc///M/rz/7sz/TuXPn9Fd/9Vd6+OGHr/gPKMuroXLRbPWrrKzU7//+7+v973+/vvvd72rXrl169NFHJ73SLt/+UTqbf8ZImXeevP3tb9fb3/527d69W9/+9rf1ta99Td/61rfGhjG56LbbbtPu3bv1wAMPqLW1VR0dHYrH44pGo2psbNSWLVuuOACc7X4L3ZVO7nrrrbfqnnvu0d13363q6uoJv0a/iTzPu+KrfktLS/W+971P999/v2699daxn6ffRMFgcMoXx7z+9a/XRz/6Uf3O7/zO2LtbCrXf+M/Uv9xUL4i44YYb9Ed/9Ef6wAc+MPb52Pne73qeACkrK5vy5++55x798R//8dg7dfK9H7KDYTkA5LHRz9L0XviBJF31xFuBQEAldSsVufkXdPGJh9TXdkgDZ5+dcDvRaFQf/ehH9cEPflB79uzRn/3Zn+mnP/3phNtZ6CcGRH6a7WMhEAho48aN2rhxo773ve/pgQce0Le+9a0Jt5Orw6x8Ndvf4yVLlmjnzp36xCc+ob/927/VF7/4xQmfoZlvw/K5OEbe8pa36C1veYtefPFF/c3f/I3+9m//duwkev39/fNwr+bPbPcbr7S0VO9617v0rne9S6+++qqOHDmiN77xjXN4b+wcx5nRZ7/OZb+FqKKiQoFAQMXFmZMO33vvvbr99tunHMDRb6LLTz5aU1OjD37wg7r33nuv+PE29Jvs8mH52972Nn3kIx/R2972tkn7kH6TXf4YsKGhQR/+8If13ve+d9JwnX6TXf7xLY7j6IMf/KDuu+8+vfa1r53wa/TDXAj4C+VMCQCAGXNdV9XV1RoeHlZJfZNuaP70FR84XM5Pj+jl/Z/WQFebiouLFYvFrnh28FQqpb179+qBBx7QCy+8IEl65ZVXJr3iCci2uT4WJOnUqVP6whe+oJaWFo2MjOjpp5/WL//yL8/2XcEU5uPPu5aWFv35n/+5Tp8+rccff3zshMb5YD6OkWQyqUceeUT/5//8H/1//9//p1/8xV+c7buRNfPRL5/Rb7J//dd/VWVl5aTB0JXQb6J0Oq3169fL8zx98IMf1ObNmxUOh6e8PP0mu/XWW/XCCy9o06ZN+vCHP6xVq1ZNeVn6TfaLv/iL+vGPf6yVK1fqYx/7mJqbm6c8zwT9JnvLW96i7373u7rhhhu0Y8cOfeADH5jyld/0w1zgleUAUCCctc3X9MBBkgLBIjlrNmmg6+pnVQ+Hw3r/+9+v9773vXr00UcliUE5ct5cHAuStHLlSj3yyCP67Gc/q56eHr3pTW+yLhXXaa7+vHvPe96jrVu3qq+vb+xtv/loro6R8vJy3XvvvWOfD5yv5qpfoaBfxs///M9f1/Xol/kYkaNHj17XdemX8f3vf1+pVGrGH61Iv4x/+qd/Und3t9785jfP6Bw19Mv4u7/7O504cULvfOc7r/gxN1OhH2YLZ0oDgDzW0tKi4eFhharrFKldMaPrRupWKlRVq+HhYbW2tl71ssXFxdq0aZM2bdpkWS4wZ+brWJCk+vp6rVu3jhN4zrP5+h4HAoG8HJTP5zGSj+hnQz8b+tnQb7LXvOY11zwop99kdXV1YyfgnQ79Jrvlllu0efPmaxqU0w9zgVeWA8gbruuqpaVFHR0dSiQSqqio0K233qrNmzcX7FuqOjo6JClzFvAZDu4CgYBKlq7S0IWesdspROyr/DDVsZAeSCrZfkzDl84rnfIUDJequHKJypetU7CkXBLHwkLB99iGfjb0s6GfDf1s6GdDPxv62dAPc4FhOYAF78yZM9q1a5ceeeSRSSf0kaQdO3borrvu0v3336/bbrstCyucewMDAzp37tyEr/Pnz+vAgQOSpED4ymcUn04wkrnewYMHVVJSoiVLlkz4eu1rX6tgMD/fpMS+yi+JRELSvx8LqVi3Es8eVPL0U/KHBiZd/tKRPSpffruiq+9UqLp27FiIx+Pzt2jMCN9jG/rZ0M+Gfjb0s6GfDf1s6GdDP8wFhuUAFrSWlhbdfffdY2ccD1XXZZ5VDpfJT/XLO3tCyVi3Hn74YX3lK1/R3r17tXnz5mlvN51Oa8+ePTp48KC++MUv6pZbbpnruzLlOmKx2KQh+OWD8YsXL171dvxU//X9/oOZ6z3//PP67Gc/O+nXi4uLVVNTM2mIfvlXWdn1Detnw//8n/9T3/3ud/WZz3zmmofac7WvkD2jH5vhp/qVPHNUsccelEaGJV35+zsU61bfycPqO/Wkqu/YMXYsTHVyIWQf32Mb+tnQz4Z+NvSzoZ8N/WzoZ0M/zAWG5QAWrNbWVv3u7/6uJKmkvknO2mZFaldMePvV4vXbNNjznNzj+zXQ1aYtW7ZI0lUHmz/5yU90zz336Lvf/a4k6Zd+6Zf0qU99atbX73netEPw8+fPa2ho6Jpu70qv/H7xxRf1jW98Q97ZE1q8ftuMPorF930NnD0hSXrnO9+pm266acK6XnrpJQ0PD6unp0c9PT1Xva3FixfrpptuuupA/YYbbpiTV6l/5jOf0YULF3TgwAF98pOf1Ec/+lGFw+EpLz9X+wrZ1djYKElKth9T/JnMyWiv9fsbO7BTRYuqJtwOcg/fYxv62dDPhn429LOhnw39bOhnQz/MhYDv+362FwEAM3XmzBk1NTUplUppUdNGVW7YftUzX/vpEV184iH1tR1SOBzWyZMnJ73KOJVK6Qtf+II++9nPjr2iWJJ+//d/X1/+8peveW3pdFqvvPLKtIPwS5cuXdPtBQIB3XDDDVcdNt900016zWteM2kY7rqulixZomQyqRvf/XmV1K285vsx8OKP9dLXP67y8nKdO3du0udzDw0N6Wc/+9kVB/zjf3yljzC5ktFXqU93PxctWnTN98HzvEmval++fLn+9m//VmvWrJl0+bnYV8gNruuqpqZGnudJ0oy/v5JUWlqq3t5ePqs+R/E9tqGfDf1s6GdDPxv62dDPhn429MNc4JXlABakXbt2KZVKqaS+adq/DCUpECxS5YbtGr70Mw10tWnXrl3avXv32K//y7/8i97//vfr9OnTk657/vz5sf/v7++fNBy+fEjc29t7za8GLysrmzQMvnxAXFNTo1AodI1lJnIcR3fddZcefvhhucf3K3LzL0zbSso8gHCf/oYkaevWrVd84BAKhVRbW6va2tqpb8f3FY/Hr/qkwblz52b0KvVoNHrVYfqSJUt04403qqioSL29vZOuf/r0ab35zW/WH/7hH+pzn/vc2Fv3pNnfV8gdjuOovr5e7e3t1/39bWho4EF0DuN7bEM/G/rZ0M+Gfjb0s6GfDf1s6Ie5wCvLASw4s/lq6WAwqE984hP667/+a031x2FFRYVqa2t17tw5ua57Tb9PIBDQjTfeOOUwd/TLcZwZfTTK9Whvb9frX//6mb1a+vHd6jt5eN5eLT08PKyXXnppyiciRr/6+vqu6faKior0cz/3c4pGo2pvb5/ycjfffLN2796tO+64Y05fhY/sG/+qk+v9/vKqk9zG99iGfjb0s6GfDf1s6GdDPxv62dAPc4FXlgNYcFpaWpRMJhWqrlOkdsWMrhupW6lQVa2SF3r03//7f9ff/M3faHBw8KrXSSQSOnPmzNiPy8vLpx2C/9zP/dx1vxp8tt12223au3evtmzZor62Qxq+9DM5azYpUrdywqDe930Ndp+S+/Q3NNDVJknat2/fvHysSHFx8Vi7q0kkEtMO1H/2s59pZGRk7MdX89Of/lTveMc71NTUpHvuuWdW9lVra6vuueeeGV0fc6+lpUWe55m+vx7f35zG99iGfjb0s6GfDf1s6GdDPxv62dAPc4FhOYAFp6OjQ5IyZ7YeN+xNDySVbD+m4UvnlU55CoZLVVy5ROXL1ilYUi4p84rvkqWrNHShR//3//7faQflo771rW+poaFBS5YsUTQanfNXg8+20RNPvuc979FAV5sGutoUqqpVydJVCkbKlB7s18DZExq6kPkIlHA4rH379qm5uTmby56koqJCy5Yt07Jly6a8zPDwsF5++WWdO3dOX/rSl/TVr3512ts9efKknn/+eUmT99W1GL+vRvcnMlzXVUtLizo6OpRIJFRRUaFbb71VmzdvnvGrN3zf1z/8wz9o0aJF+rVf+7UZXXeqPzeuhfX729raqsrKSm3YsGHG153Nfvlutv5uKNRjmH429LOhnw39bOhnQz8b+tlk8zE+8hfDcgALTiKRkCQFwpkTN6Zi3Uo8e1DJ00/JHxqYdPlLR/aofPntiq6+U6HqWgUjmeutWrVKv/mbv6lvf/vbeuaZZ6b8GBYpc1LI+vr62b8z82jz5s163etep127dmnfvn1KXugZG46PKi8v19atW3Xfffct2BNVFhcX66abbho76enVvOY1r9H69ev1wQ9+UF//+tcl/fu+mqnRfRWPx6/r+vnmzJkz2rVrlx555JErnuR1x44duuuuu3T//fdf017r6+vT+9//frW2tiocDuvChQszOtnr6PfF+v291o9iGtXR0aEtW7ZIkv7oj/5IX/jCF67pXSez3a8QzNbfDYV6DNPPhn429LOhnw39bOhnQz+by/vNVKH3w5UxLAew4IyekNFP9St55qhijz0ojQxLkkLVdZlnlcNl8lP98s6e0FCsW30nD6vv1JOqvmOH0oP9kqTFixfrU5/6lD71qU+pp6dH+/bt01e/+tUrPqt87ty5BT8slzIfybJ792498MADam1tVUdHh+LxuKLRqBobG7VlyxZFo9FsL3PWXOljWIqLi/Ubv/Ebeu9736tf//VfVzgclpR594CU2VfXY3Rf5VO/69XS0qK7775bqVRK0pWPy2SsWw8//LC+8pWvaO/evWPvfriS9vZ2vetd7xr7/PlUKqUf/ehHevOb33zFyw8PD+tf//Vf9cMf/lAnTpzQD3/4Q/3Lv/yLJPv3d+/evTp79qze8IY3aNWqVXrDG96g//gf/6OCweAVr/f9739/7P8ffPBBPfPMM9q/f79uuummKX+v2e5XKGbr74ZCPYbpZ0M/G/rZ0M+Gfjb0s6Gfzfh+16PQ++HKGJYDWHAaGxslScn2Y4o/86gkqaS+Sc7aZkVqV0x4+9Xi9ds02POc3OP7NdDVptiBnSpaVDXhdiSptrZWH//4x/Unf/Inevrpp/XVr35Vra2tY88wjz5jnS8cxymIz2Qbf0LQlStX6n3ve5/+y3/5L7rhhhsmXXZ0P3hnT2jx+m0zehuf7/saOHtiwu0UqtbWVv3u7/6upGs/LkdfeX2lge/+/fu1bdu2Sa+u/uEPf6g3v/nNGhoa0pkzZyYMxk+ePCnP8664Puv3d3BwUEeOHNGRI0fGfj0ajaqpqWlseP6GN7xBt956q4qKivTDH/5wwm1973vfU1NTk1pbW3X77bdP+r1mu18hmYu/GwoJ/WzoZ0M/G/rZ0M+Gfjb0s+HfcJgLAf9qnzsAADlo/BmvJWlR00ZVbtiuQLBoyuv46RFdfOIh9bUdkqRrOuN1f3+/vvnNb6q7u1sf+tCHVFJSMrt3BHPuxIkTeuyxx/SOd7xDr3/966/64Ml1XS1ZskTJZPK6z6ReXl6uc+fOFexnSZ85c0ZNTU1KpVIzPi7D4bBOnjw59pEiqVRKH/nIR/RXf/VXV7zurbfeKsdx9OMf//iK5x5YtGiRmpqaxl4B3tjYqLe97W3m7++3v/1tPf/882PD+R/96EdX/P3Ly8v1+te/Xp2dnTp//vykXw8Gg/r85z+vD3/4w2P7cjb7FaL5+rshX9HPhn429LOhnw39bOhnQz8b/g2HuXDl9wwDQA5zHGfsI1FK6pumfTAhSYFgkSo3bFdJfZMkqaGhYdq/DMvKyvTud79bH/vYxxiUL1CrVq3Spz71KTU1NU37KgPHcXTXXXdJktzj++WnR67p9/DTI3Kf/oYkaevWrQX9IGvXrl1KpVLXdVymUint2rVLUubjc37lV35lykG5JD3//PP6wQ9+oMHBQTmOo/Xr1+uP//iP9fd///f6yU9+Itd1dezYMX3xi1/U1q1b9cu//Muz8v19y1veove///360pe+pO9///tKJBL68Y9/rK985Sv64Ac/qLVr16qsrEzJZFLf+973rjgol6R0Oq2PfvSjuvPOO/Xqq6/Oar9CNV9/N+Qr+tnQz4Z+NvSzoZ8N/WzoZ8O/4TAXGJYDWHBc11VXV5ckyVnbPO2DiVGBYJGcNZskSZ2dnTM+UR/y3/33369wOKyBrjZdfOKhaR9s+ekRXXx8twa62hQOh3XffffN00pzj+u6euSRRyRd/3G5b98+ffvb31Z9ff3YZ4xPeb1AQPv27VNHR4cuXryo73znO/rzP/9zvfvd79bP//zPX/EzxOfi+xsKhbRy5Uq9973v1a5du/S9731P8Xhcp0+f1s6dO6e9///0T/+km266ST/60Y9mpV8h/7nG3w029LOhnw39bOhnQz8b+tnQz45/w2G2MSwHsOC0tLTI8zyFqusUqV0xo+tG6lYqVFUrz/PU2to6RyvEQnXbbbdp7969kqS+tkN6ef+nNfDij3X5J5b5vq+BF3+sl/d/Wn0nD0vKDCoL+SMwWlpalEwmTcdlMpnUl770JQ0PD097Hd/31djYqFtuuWXKk2tebr6+v0VFRfqFX/gF1dbWXtPlPc/Tl770pVnpV8h/rvF3gw39bOhnQz8b+tnQz4Z+NvSz499wmG2c4BPAgtPR0SFJmTODj/tojfRAUsn2Yxq+dF7plKdguFTFlUtUvmydgiXlkjKvRi1ZukpDF3rGbgcYb/Qkie95z3s00NWmga42hapqVbJ0lYKRMqUH+zVw9oSGLvRIksLhsPbt26fm5uZsLjvrZuu4XLZsmX77t39b//Iv/6Knn35azz333JS/5w9/+EO96U1vmtE65/P7e/nJPccLBAJatWqVfumXfkn/+T//Zz399NOS+HPNgr8bbOhnQz8b+tnQz4Z+NvSzod/s4N9wmE0MywEsOIlEQpIUCJdJklKxbiWePajk6afkDw1MuvylI3tUvvx2RVffqVB1rYKRzPXi8fj8LRoLyubNm/W6171Ou3bt0r59+5S80DP2wGpUeXm5tm7dqvvuu49XI2j2jstEIqFt27Zp27ZtkjKfX/7444/r8ccf1xNPPKELFy6M3cZPfvKT61rrfH1/L1/fTTfdpLe//e361V/9Vb3tbW9TdXX12K89/vjjkvhzzYK/G2zoZ0M/G/rZ0M+Gfjb0s6Hf7OHfcJgtDMsBLDgVFRWSJD/Vr+SZo4o99qA0kvnYhlB1XeZZ+XCZ/FS/vLMnNBTrVt/Jw+o79aSq79ih9GC/JCkajWbtPiD33Xbbbdq9e7ceeOABtba2qqOjQ/F4XNFoVI2NjdqyZQt7aJy5Oi6XLFmi973vfXrf+96nkZER/fCHP9Tjjz+uH/7wh9qyZct1r3c+vr+///u/r3A4rDVr1uhXf/VXtXz58ilPNMufa3Y0tKGfDf1s6GdDPxv62dDPhn6zi3/DYTYwLAew4DQ2NkqSku3HFH/mUUmZM4c7a5sVqV0xYRi1eP02DfY8J/f4fg10tSl2YKeKFlVNuB3gahzH0T333JPtZeS8+Tgui4qK9MY3vlFvfOMbZ23dc/n9fcc73qF3vOMd13RZ/lyzo6EN/WzoZ0M/G/rZ0M+Gfjb0mxv8Gw4WAf/yT7wHgBznuq5qamrkeZ4kaVHTRlVu2H7VM4f76RFdfOIh9bUdkiSVlpaqt7dXjuPMy5qBfMdxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3BLO9AACYKcdxVF9fLynzrPt0DyYkKRAsUuWG7Sqpb5IkNTQ08GACmEUclzb0s6OhDf1s6GdDPxv62dDPhn429ANyD8NyAAuO67rq6uqSJDlrm6d9MDEqECySs2aTJKmzs1Ou687VEoGCw3FpQz87GtrQz4Z+NvSzoZ8N/WzoZ0M/IPcwLAew4LS0tMjzPIWq6xSpXTGj60bqVipUVSvP89Ta2jpHKwQKD8elDf3saGhDPxv62dDPhn429LOhnw39gNzDCT4BLDgdHR2SlDkz+LgTnqQHkkq2H9PwpfNKpzwFw6Uqrlyi8mXrFCwplyQFAgGVLF2loQs9Y7cDwI7j0oZ+djS0oZ8N/WzoZ0M/G/rZ0M+GfkDuYVgOYMFJJBKSpEC4TJKUinUr8exBJU8/JX9oYNLlLx3Zo/Lltyu6+k6FqmsVjGSuF4/H52/RQJ7juLShnx0NbehnQz8b+tnQz4Z+NvSzoR+QexiWA1hwKioqJEl+ql/JM0cVe+xBaWRYkhSqrss8Kx8uk5/ql3f2hIZi3eo7eVh9p55U9R07lB7slyRFo9Gs3Qcg33Bc2tDPjoY29LOhnw39bOhnQz8b+tnQD8g9DMsBLDiNjY2SpGT7McWfeVRS5szhztpmRWpXTHj72uL12zTY85zc4/s10NWm2IGdKlpUNeF2ANhxXNrQz46GNvSzoZ8N/WzoZ0M/G/rZ0A/IPQHf9/1sLwIAZsJ1XdXU1MjzPEnSoqaNqtyw/apnDvfTI7r4xEPqazskSSotLVVvb68cx5mXNQP5juPShn52NLShnw39bOhnQz8b+tnQz4Z+QO4JZnsBADBTjuOovr5eUuZZ9+keTEhSIFikyg3bVVLfJElqaGjgwQQwizgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QehuUAFhzXddXV1SVJctY2T/tgYlQgWCRnzSZJUmdnp1zXnaslAgWH49KGfnY0tKGfDf1s6GdDPxv62dDPhn5A7mFYDmDBaWlpked5ClXXKVK7YkbXjdStVKiqVp7nqbW1dY5WCBQejksb+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYcTfAJYcDo6OiQpc2bwcSc8SQ8klWw/puFL55VOeQqGS1VcuUTly9YpWFIuSQoEAipZukpDF3rGbgeAHcelDf3saGhDPxv62dDPhn429LOhnw39gNzDsBzAgpNIJCRJgXCZJCkV61bi2YNKnn5K/tDApMtfOrJH5ctvV3T1nQpV1yoYyVwvHo/P36KBPMdxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3MCwHsOBUVFRIkvxUv5Jnjir22IPSyLAkKVRdl3lWPlwmP9Uv7+wJDcW61XfysPpOPanqO3YoPdgvSYpGo1m7D0C+4bi0oZ8dDW3oZ0M/G/rZ0M+Gfjb0s6EfkHsYlgNYcBobGyVJyfZjij/zqKTMmcOdtc2K1K6Y8Pa1xeu3abDnObnH92ugq02xAztVtKhqwu0AsOO4tKGfHQ1t6GdDPxv62dDPhn429LOhH5B7Ar7v+9leBADMhOu6qqmpked5kqRFTRtVuWH7Vc8c7qdHdPGJh9TXdkiSVFpaqt7eXjmOMy9rBvIdx6UN/exoaEM/G/rZ0M+Gfjb0s6GfDf2A3BPM9gIAYKYcx1F9fb2kzLPu0z2YkKRAsEiVG7arpL5JktTQ0MCDCWAWcVza0M+Ohjb0s6GfDf1s6GdDPxv62dAPyD0MywEsOK7rqqurS5LkrG2e9sHEqECwSM6aTZKkzs5Oua47V0sECg7HpQ397GhoQz8b+tnQz4Z+NvSzoZ8N/YDcw7AcwILT0tIiz/MUqq5TpHbFjK4bqVupUFWtPM9Ta2vrHK0QKDwclzb0s6OhDf1s6GdDPxv62dDPhn429ANyDyf4BLDgdHR0SFLmzODjTniSHkgq2X5Mw5fOK53yFAyXqrhyicqXrVOwpFySFAgEVLJ0lYYu9IzdDgA7jksb+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYdhOYAFJ5FISJIC4TJJUirWrcSzB5U8/ZT8oYFJl790ZI/Kl9+u6Oo7FaquVTCSuV48Hp+/RQN5juPShn52NLShnw39bOhnQz8b+tnQz4Z+QO5hWA5gwamoqJAk+al+Jc8cVeyxB6WRYUlSqLou86x8uEx+ql/e2RMainWr7+Rh9Z16UtV37FB6sF+SFI1Gs3YfgHzDcWlDPzsa2tDPhn429LOhnw39bOhnQz8g9zAsB7DgNDY2SpKS7ccUf+ZRSZkzhztrmxWpXTHh7WuL12/TYM9zco/v10BXm2IHdqpoUdWE2wFgx3FpQz87GtrQz4Z+NvSzoZ8N/WzoZ0M/IPcEfN/3s70IAJgJ13VVU1Mjz/MkSYuaNqpyw/arnjncT4/o4hMPqa/tkCSptLRUvb29chxnXtYM5DuOSxv62dHQhn429LOhnw39bOhnQz8b+gG5J5jtBQDATDmOo/r6ekmZZ92nezAhSYFgkSo3bFdJfZMkqaGhgQcTwCziuLShnx0NbehnQz8b+tnQz4Z+NvSzoR+QexiWA1hwXNdVV1eXJMlZ2zztg4lRgWCRnDWbJEmdnZ1yXXeulggUHI5LG/rZ0dCGfjb0s6GfDf1s6GdDPxv6AbmHYTmABaelpUWe5ylUXadI7YoZXTdSt1Khqlp5nqfW1tY5WiFQeDgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QeTvAJYMHp6OiQpMyZwced8CQ9kFSy/ZiGL51XOuUpGC5VceUSlS9bp2BJuSQpEAioZOkqDV3oGbsdAHYclzb0s6OhDf1s6GdDPxv62dDPhn429ANyD8NyAAtOIpGQJAXCZZKkVKxbiWcPKnn6KflDA5Muf+nIHpUvv13R1XcqVF2rYCRzvXg8Pn+LBvIcx6UN/exoaEM/G/rZ0M+Gfjb0s6GfDf2A3MOwHMCCU1FRIUnyU/1Knjmq2GMPSiPDkqRQdV3mWflwmfxUv7yzJzQU61bfycPqO/Wkqu/YofRgvyQpGo1m7T4A+Ybj0oZ+djS0oZ8N/WzoZ0M/G/rZ0M+GfkDuYVgOYMFpbGyUJCXbjyn+zKOSMmcOd9Y2K1K7YsLb1xav36bBnufkHt+vga42xQ7sVNGiqgm3A8CO49KGfnY0tKGfDf1s6GdDPxv62dDPhn5A7gn4vu9nexEAMBOu66qmpkae50mSFjVtVOWG7Vc9c7ifHtHFJx5SX9shSVJpaal6e3vlOM68rBnIdxyXNvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3JPMNsLAICZchxH9fX1kjLPuk/3YEKSAsEiVW7YrpL6JklSQ0MDDyaAWcRxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3MCwHsOC4rquuri5JkrO2edoHE6MCwSI5azZJkjo7O+W67lwtESg4HJc29LOjoQ39bOhnQz8b+tnQz4Z+NvQDcg/DcgALTktLizzPU6i6TpHaFTO6bqRupUJVtfI8T62trXO0QqDwcFza0M+Ohjb0s6GfDf1s6GdDPxv62dAPyD2c4BPAgtPR0SFJmTODjzvhSXogqWT7MQ1fOq90ylMwXKriyiUqX7ZOwZJySVIgEFDJ0lUautAzdjsA7DgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QehuUAFpxEIiFJCoTLJEmpWLcSzx5U8vRT8ocGJl3+0pE9Kl9+u6Kr71SoulbBSOZ68Xh8/hYN5DmOSxv62dHQhn429LOhnw39bOhnQz8b+gG5h2E5gAWnoqJCkuSn+pU8c1Sxxx6URoYlSaHqusyz8uEy+al+eWdPaCjWrb6Th9V36klV37FD6cF+SVI0Gs3afQDyDcelDf3saGhDPxv62dDPhn429LOhnw39gNzDsBzAgtPY2ChJSrYfU/yZRyVlzhzurG1WpHbFhLevLV6/TYM9z8k9vl8DXW2KHdipokVVE24HgB3HpQ397GhoQz8b+tnQz4Z+NvSzoZ8N/YDcE/B938/2IgBgJlzXVU1NjTzPkyQtatqoyg3br3rmcD89ootPPKS+tkOSpNLSUvX29spxnHlZM5DvOC5t6GdHQxv62dDPhn429LOhnw39bOgH5J5gthcAADPlOI7q6+slZZ51n+7BhCQFgkWq3LBdJfVNkqSGhgYeTACziOPShn52NLShnw39bOhnQz8b+tnQz4Z+QO5hWA5gwXFdV11dXZIkZ23ztA8mRgWCRXLWbJIkdXZ2ynXduVoiUHA4Lm3oZ0dDG/rZ0M+Gfjb0s6GfDf1s6AfkHj6zHMCC09LSIs/zFKquU6R2xdjPpweSSrYf0/Cl80qnPAXDpSquXKLyZesULCmXJEXqVipUVSvvQo9aW1t1zz33ZOtuAHmF49KGfnY0tKGfDf1s6GdDPxv62dDPhn5A7mFYDmDB6ejokKTMmcEDAaVi3Uo8e1DJ00/JHxqYdPlLR/aofPntiq6+U6HqWpUsXaWhCz1jtwPAjuPShn52NLShnw39bOhnQz8b+tnQz4Z+QO5hWA5gwUkkEpKkQLhMyTNHFXvsQWlkWJIUqq7LPNAIl8lP9cs7e0JDsW71nTysvlNPqvqOHQpGyiRJ8Xg8a/cByDcclzb0s6OhDf1s6GdDPxv62dDPhn429ANyD8NyAAtORUWFJCnV+7zcf/57SZmToThrmxWpXaFAIDB22cXrt2mw5zm5x/droKtNsQM7VbJ0tSQpGo3O/+KBPMVxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3MCwHsOA0NjZKkrwXfiBJWtS0ccqzhgcCAZXUrVTk5l/QxSceUl/bIQ2cfXbC7QCw47i0oZ8dDW3oZ0M/G/rZ0M+Gfjb0s6EfkHsCvu/72V4EAMyE67qqrq7W8PCwSuqbdEPzp6/prOF+ekQv7/+0BrraVFxcrFgsJsdx5mHFQP7juLShnx0NbehnQz8b+tnQz4Z+NvSzoR+Qe4LZXgAAWDhrm6/pwYQkBYJFctZsmuMVAeC4tKGfHQ1t6GdDPxv62dDPhn429LOhH5AbGJYDWHBaWlo0PDysUHWdIrUrZnTdSN1KhapqNTw8rNbW1jlaIVB4OC5t6GdHQxv62dDPhn429LOhnw39bOgH5B4+sxzAgtPR0SFJmTODjzvhSXogqWT7MQ1fOq90ylMwXKriyiUqX7ZOwZJySf/2OW9LV2noQs/Y7QCw47i0oZ8dDW3oZ0M/G/rZ0M+Gfjb0s6EfkHsYlgNYcBKJhCQpEC6TJKVi3Uo8e1DJ00/JHxqYdPlLR/aofPntiq6+U6HqWgUjmevF4/H5WzSQ5zgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QehuUAFpyKigpJkp/qV/LMUcUee1AaGZYkharrMs/Kh8vkp/rlnT2hoVi3+k4eVt+pJ1V9xw6lB/slSdFoNGv3Acg3HJc29LOjoQ39bOhnQz8b+tnQz4Z+NvQDcg/DcgALTmNjoyQp2X5M8WcelSSV1DfJWdusSO2KCW9fW7x+mwZ7npN7fL8GutoUO7BTRYuqJtwOADuOSxv62dHQhn429LOhnw39bOhnQz8b+gG5J+D7vp/tRQDATLiuq5qaGnmeJ0la1LRRlRu2X/XM4X56RBefeEh9bYckSaWlpert7ZXjOPOyZiDfcVza0M+Ohjb0s6GfDf1s6GdDPxv62dAPyD3BbC8AAGbKcRzV19dLyjzrPt2DCUkKBItUuWG7SuqbJEkNDQ08mABmEcelDf3saGhDPxv62dDPhn429LOhnw39gNzDsBzAguO6rrq6uiRJztrmaR9MjAoEi+Ss2SRJ6uzslOu6c7VEoOBwXNrQz46GNvSzoZ8N/WzoZ0M/G/rZ0A/IPQzLASw4LS0t8jxPoeo6RWpXzOi6kbqVClXVyvM8tba2ztEKgcLDcWlDPzsa2tDPhn429LOhnw39bOhnQz8g93CCTwALTkdHhyRlzgw+7oQn6YGkku3HNHzpvNIpT8FwqYorl6h82ToFS8olSYFAQCVLV2noQs/Y7QCw47i0oZ8dDW3oZ0M/G/rZ0M+Gfjb0s6EfkHsYlgNYcBKJhCQpEC6TJKVi3Uo8e1DJ00/JHxqYdPlLR/aofPntiq6+U6HqWgUjmevF4/H5WzSQ5zgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QehuUAFpyKigpJkp/qV/LMUcUee1AaGZYkharrMs/Kh8vkp/rlnT2hoVi3+k4eVt+pJ1V9xw6lB/slSdFoNGv3Acg3HJc29LOjoQ39bOhnQz8b+tnQz4Z+NvQDcg/DcgALTmNjoyQp2X5M8WcelZQ5c7iztlmR2hUT3r62eP02DfY8J/f4fg10tSl2YKeKFlVNuB0AdhyXNvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3JPwPd9P9uLAICZcF1XNTU18jxPkrSoaaMqN2y/6pnD/fSILj7xkPraDkmSSktL1dvbK8dx5mXNQL7juLShnx0NbehnQz8b+tnQz4Z+NvSzoR+Qe4LZXgAAzJTjOKqvr5eUedZ9ugcTkhQIFqlyw3aV1DdJkhoaGngwAcwijksb+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYdhOYAFx3VddXV1SZKctc3TPpgYFQgWyVmzSZLU2dkp13XnaolAweG4tKGfHQ1t6GdDPxv62dDPhn429LOhH5B7GJYDWHBaWlrkeZ5C1XWK1K6Y0XUjdSsVqqqV53lqbW2doxUChYfj0oZ+djS0oZ8N/WzoZ0M/G/rZ0M+GfkDu4QSfABacjo4OScqcGXzcCU/SA0kl249p+NJ5pVOeguFSFVcuUfmydQqWlEuSAoGASpau0tCFnrHbAWDHcWlDPzsa2tDPhn429LOhnw39bOhnQz8g9zAsB7DgJBIJSVIgXCZJSsW6lXj2oJKnn5I/NDDp8peO7FH58tsVXX2nQtW1CkYy14vH4/O3aCDPcVza0M+Ohjb0s6GfDf1s6GdDPxv62dAPyD0MywEsOBUVFZIkP9Wv5Jmjij32oDQyLEkKVddlnpUPl8lP9cs7e0JDsW71nTysvlNPqvqOHUoP9kuSotFo1u4DkG84Lm3oZ0dDG/rZ0M+Gfjb0s6GfDf1s6AfkHoblABacxsZGSVKy/ZjizzwqKXPmcGdtsyK1Kya8fW3x+m0a7HlO7vH9GuhqU+zAThUtqppwOwDsOC5t6GdHQxv62dDPhn429LOhnw39bOgH5J6A7/t+thcBADPhuq5qamrkeZ4kaVHTRlVu2H7VM4f76RFdfOIh9bUdkiSVlpaqt7dXjuPMy5qBfMdxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3BLO9AACYKcdxVF9fLynzrPt0DyYkKRAsUuWG7Sqpb5IkNTQ08GACmEUclzb0s6OhDf1s6GdDPxv62dDPhn429ANyD8NyAAuO67rq6uqSJDlrm6d9MDEqECySs2aTJKmzs1Ou687VEoGCw3FpQz87GtrQz4Z+NvSzoZ8N/WzoZ0M/IPcwLAew4LS0tMjzPIWq6xSpXTGj60bqVipUVSvP89Ta2jpHKwQKD8elDf3saGhDPxv62dDPhn429LOhnw39gNzDCT4BLDgdHR2SlDkz+LgTnqQHkkq2H9PwpfNKpzwFw6Uqrlyi8mXrFCwplyQFAgGVLF2loQs9Y7cDwI7j0oZ+djS0oZ8N/WzoZ0M/G/rZ0M+GfkDuYVgOYMFJJBKSpEC4TJKUinUr8exBJU8/JX9oYNLlLx3Zo/Lltyu6+k6FqmsVjGSuF4/H52/RQJ7juLShnx0NbehnQz8b+tnQz4Z+NvSzoR+QexiWA1hwKioqJEl+ql/JM0cVe+xBaWRYkhSqrss8Kx8uk5/ql3f2hIZi3eo7eVh9p55U9R07lB7slyRFo9Gs3Qcg33Bc2tDPjoY29LOhnw39bOhnQz8b+tnQD8g9DMsBLDiNjY2SpGT7McWfeVRS5szhztpmRWpXTHj72uL12zTY85zc4/s10NWm2IGdKlpUNeF2ANhxXNrQz46GNvSzoZ8N/WzoZ0M/G/rZ0A/IPQHf9/1sLwIAZsJ1XdXU1MjzPEnSoqaNqtyw/apnDvfTI7r4xEPqazskSSotLVVvb68cx5mXNQP5juPShn52NLShnw39bOhnQz8b+tnQz4Z+QO4JZnsBADBTjuOovr5eUuZZ9+keTEhSIFikyg3bVVLfJElqaGjgwQQwizgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QehuUAFhzXddXV1SVJctY2T/tgYlQgWCRnzSZJUmdnp1zXnaslAgWH49KGfnY0tKGfDf1s6GdDPxv62dDPhn5A7mFYDmDBaWlpked5ClXXKVK7YkbXjdStVKiqVp7nqbW1dY5WCBQejksb+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYcTfAJYcDo6OiQpc2bwcSc8SQ8klWw/puFL55VOeQqGS1VcuUTly9YpWFIuSQoEAipZukpDF3rGbgeAHcelDf3saGhDPxv62dDPhn429LOhnw39gNzDsBzAgpNIJCRJgXCZJCkV61bi2YNKnn5K/tDApMtfOrJH5ctvV3T1nQpV1yoYyVwvHo/P36KBPMdxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3MCwHsOBUVFRIkvxUv5Jnjir22IPSyLAkKVRdl3lWPlwmP9Uv7+wJDcW61XfysPpOPanqO3YoPdgvSYpGo1m7D0C+4bi0oZ8dDW3oZ0M/G/rZ0M+Gfjb0s6EfkHsYlgNYcBobGyVJyfZjij/zqKTMmcOdtc2K1K6Y8Pa1xeu3abDnObnH92ugq02xAztVtKhqwu0AsOO4tKGfHQ1t6GdDPxv62dDPhn429LOhH5B7Ar7v+9leBADMhOu6qqmpked5kqRFTRtVuWH7Vc8c7qdHdPGJh9TXdkiSVFpaqt7eXjmOMy9rBvIdx6UN/exoaEM/G/rZ0M+Gfjb0s6GfDf2A3BPM9gIAYKYcx1F9fb2kzLPu0z2YkKRAsEiVG7arpL5JktTQ0MCDCWAWcVza0M+Ohjb0s6GfDf1s6GdDPxv62dAPyD0MywEsOK7rqqurS5LkrG2e9sHEqECwSM6aTZKkzs5Oua47V0sECg7HpQ397GhoQz8b+tnQz4Z+NvSzoZ8N/YDcw7AcwILT0tIiz/MUqq5TpHbFjK4bqVupUFWtPM9Ta2vrHK0QKDwclzb0s6OhDf1s6GdDPxv62dDPhn429ANyDyf4BLDgdHR0SFLmzODjTniSHkgq2X5Mw5fOK53yFAyXqrhyicqXrVOwpFySFAgEVLJ0lYYu9IzdDgA7jksb+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYdhOYAFJ5FISJIC4TJJUirWrcSzB5U8/ZT8oYFJl790ZI/Kl9+u6Oo7FaquVTCSuV48Hp+/RQN5juPShn52NLShnw39bOhnQz8b+tnQz4Z+QO5hWA5gwamoqJAk+al+Jc8cVeyxB6WRYUlSqLou86x8uEx+ql/e2RMainWr7+Rh9Z16UtV37FB6sF+SFI1Gs3YfgHzDcWlDPzsa2tDPhn429LOhnw39bOhnQz8g9zAsB7DgNDY2SpKS7ccUf+ZRSZkzhztrmxWpXTHh7WuL12/TYM9zco/v10BXm2IHdqpoUdWE2wFgx3FpQz87GtrQz4Z+NvSzoZ8N/WzoZ0M/IPcEfN/3s70IAJgJ13VVU1Mjz/MkSYuaNqpyw/arnjncT4/o4hMPqa/tkCSptLRUvb29chxnXtYM5DuOSxv62dHQhn429LOhnw39bOhnQz8b+gG5J5jtBQDATDmOo/r6ekmZZ92nezAhSYFgkSo3bFdJfZMkqaGhgQcTwCziuLShnx0NbehnQz8b+tnQz4Z+NvSzoR+QexiWA1hwXNdVV1eXJMlZ2zztg4lRgWCRnDWbJEmdnZ1yXXeulggUHI5LG/rZ0dCGfjb0s6GfDf1s6GdDPxv6AbmHYTmABaelpUWe5ylUXadI7YoZXTdSt1Khqlp5nqfW1tY5WiFQeDgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QeTvAJYMHp6OiQpMyZwced8CQ9kFSy/ZiGL51XOuUpGC5VceUSlS9bp2BJuSQpEAioZOkqDV3oGbsdAHYclzb0s6OhDf1s6GdDPxv62dDPhn429ANyD8NyAAtOIpGQJAXCZZKkVKxbiWcPKnn6KflDA5Muf+nIHpUvv13R1XcqVF2rYCRzvXg8Pn+LBvIcx6UN/exoaEM/G/rZ0M+Gfjb0s6GfDf2A3MOwHMCCU1FRIUnyU/1Knjmq2GMPSiPDkqRQdV3mWflwmfxUv7yzJzQU61bfycPqO/Wkqu/YofRgvyQpGo1m7T4A+Ybj0oZ+djS0oZ8N/WzoZ0M/G/rZ0M+GfkDuYVgOYMFpbGyUJCXbjyn+zKOSMmcOd9Y2K1K7YsLb1xav36bBnufkHt+vga42xQ7sVNGiqgm3A8CO49KGfnY0tKGfDf1s6GdDPxv62dDPhn5A7gn4vu9nexEAMBOu66qmpkae50mSFjVtVOWG7Vc9c7ifHtHFJx5SX9shSVJpaal6e3vlOM68rBnIdxyXNvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3JPMNsLAICZchxH9fX1kjLPuk/3YEKSAsEiVW7YrpL6JklSQ0MDDyaAWcRxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3MCwHsOC4rquuri5JkrO2edoHE6MCwSI5azZJkjo7O+W67lwtESg4HJc29LOjoQ39bOhnQz8b+tnQz4Z+NvQDcg+fWQ5gwWlpaZHneQpV1ylSu2Ls59MDSSXbj2n40nmlU56C4VIVVy5R+bJ1CpaUS5IidSsVqqqVd6FHra2tuueee7J1N4C8wnFpQz87GtrQz4Z+NvSzoZ8N/WzoZ0M/IPcwLAew4HR0dEhS5szggYBSsW4lnj2o5Omn5A8NTLr8pSN7VL78dkVX36lQda1Klq7S0IWesdsBYMdxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3MCwHsOAkEglJUiBcpuSZo4o99qA0MixJClXXZR5ohMvkp/rlnT2hoVi3+k4eVt+pJ1V9xw4FI2WSpHg8nrX7AOQbjksb+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYdhOYAFp6KiQpKU6n1e7j//vaTMyVCctc2K1K5QIBAYu+zi9ds02POc3OP7NdDVptiBnSpZulqSFI1G53/xQJ7iuLShnx0NbehnQz8b+tnQz4Z+NvSzoR+QexiWA1hwGhsbJUneCz+QJC1q2jjlWcMDgYBK6lYqcvMv6OITD6mv7ZAGzj474XYA2HFc2tDPjoY29LOhnw39bOhnQz8b+tnQD8g9Ad/3/WwvAgBmwnVdVVdXa3h4WCX1Tbqh+dPXdNZwPz2il/d/WgNdbSouLlYsFpPjOPOwYiD/cVza0M+Ohjb0s6GfDf1s6GdDPxv62dAPyD3BbC8AACyctc3X9GBCkgLBIjlrNs3xigBwXNrQz46GNvSzoZ8N/WzoZ0M/G/rZ0A/IDQzLASw4LS0tGh4eVqi6TpHaFTO6bqRupUJVtRoeHlZra+scrRAoPByXNvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3IPn1kOYMHp6OiQpMyZwced8CQ9kFSy/ZiGL51XOuUpGC5VceUSlS9bp2BJuaR/+5y3pas0dKFn7HYA2HFc2tDPjoY29LOhnw39bOhnQz8b+tnQD8g9DMsBLDiJREKSFAiXSZJSsW4lnj2o5Omn5A8NTLr8pSN7VL78dkVX36lQda2Ckcz14vH4/C0ayHMclzb0s6OhDf1s6GdDPxv62dDPhn429ANyD8NyAAtORUWFJMlP9St55qhijz0ojQxLkkLVdZln5cNl8lP98s6e0FCsW30nD6vv1JOqvmOH0oP9kqRoNJq1+wDkG45LG/rZ0dCGfjb0s6GfDf1s6GdDPxv6AbmHYTmABaexsVGSlGw/pvgzj0qSSuqb5KxtVqR2xYS3ry1ev02DPc/JPb5fA11tih3YqaJFVRNuB4Adx6UN/exoaEM/G/rZ0M+Gfjb0s6GfDf2A3BPwfd/P9iIAYCZc11VNTY08z5MkLWraqMoN26965nA/PaKLTzykvrZDkqTS0lL19vbKcZx5WTOQ7zgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+SeYLYXAAAz5TiO6uvrJWWedZ/uwYQkBYJFqtywXSX1TZKkhoYGHkwAs4jj0oZ+djS0oZ8N/WzoZ0M/G/rZ0M+GfkDuYVgOYMFxXVddXV2SJGdt87QPJkYFgkVy1mySJHV2dsp13blaIlBwOC5t6GdHQxv62dDPhn429LOhnw39bOgH5B6G5QAWnJaWFnmep1B1nSK1K2Z03UjdSoWqauV5nlpbW+dohUDh4bi0oZ8dDW3oZ0M/G/rZ0M+Gfjb0s6EfkHs4wSewALmuq5aWFnV0dCiRSKiiokK33nqrNm/eXBBvv+ro6JCkzJnBx53w5FoEAgGVLF2loQs9Y7eT7wp9v2B+THVcpgeSSrYf0/Cl80qnPAXDpSquXKLyZesULCmXVJjH5eXoZ0dDG/rZ0M+Gfjb0s6GfDf1s6AfkHoblwAJy5swZ7dq1S4888oiSyeSkX9+xY4fuuusu3X///brttttmdNsjIyMqKrq2t3zNF9d11dPTo56eHv30pz8d+//HH39ckhQIl13X7QYjmev9wz/8g4aHh3XzzTertrZ27KumpianWvi+L9/3FQzO7M1Ac7lfgMslEglJ/35cpmLdSjx7UMnTT8kfGph0+UtH9qh8+e2Krr5ToeraseMyHo/P36JzCP3saGhDPxv62dDPhn429LOhnw39gNzDsBxYIFpaWnT33XcrlUpJkkLVdZlnn8Nl8lP98s6eUDLWrYcfflhf+cpXtHfvXm3evHna2+3q6tIHPvAB/fM//7O+973v6XWve91c3xVJUl9f3xUH4eN/PPrAYSp+qv+6fu/0YOZ6nZ2d+uIXvzjp14uKilRTUzNhgF5bWzthqH7jjTfOeHh9vTZt2qSjR4/qz/7sz3T33Xdf06vp52q/AFOpqKiQlDkuk2eOKvbYg9LIsKQr77+hWLf6Th5W36knVX3HjrHjMhqNZu0+ZBP97GhoQz8b+tnQz4Z+NvSzoZ8N/YDcw7AcWABaW1v1u7/7u5IyZ8h21jYrUrtiwtB08fptGux5Tu7x/RroatOWLVskacoB6MjIiP76r/9aH//4x9Xfn/kL9ujRo7MyLPc874pD8PE/9+qrr17Tbb3mNa+ZNLD+f//v/+mrX/2qvLMntHj9thl9FIvv+xo4e0JSpk1dXd2E9Z07d04jIyP66U9/qp/+9Kd6+umnr3g7oVBIS5YsmfSq9PFD9de+9rUz/piYK633W9/6lgYHB/W+971PX/va1/TlL3957IzpVzIX+wWYTmNjoyQp2X5M8WcelXTt+y92YKeKFlVNuJ1CQz87GtrQz4Z+NvSzoZ8N/WzoZ0M/IPcEfN/3s70IAFM7c+aMmpqalEqltKhpoyo3bL/qGbL99IguPvGQ+toOKRwO6+TJk5M+YuPMmTN6//vfP2kQ/OEPf1g7d+686noGBwd17ty5KYfgPT09unDhwjXdt2g0OuUrt0d/XF5ePul6rutqyZIlSiaTuvHdn1dJ3cpr+v0kaeDFH+ulr39c5eXlOnfu3KTP7B4ZGdFLL7005X3r6elRb2+v0un0tL9XJBLRzTfffMWB+uj9q6ysvOpA/eWXX9aNN9444efKy8v1uc99Tn/4h3846eNi5mK/ANfCdV3V1NTI8zxJmvH+k6TS0lL19vYW5Gfp08+Ohjb0s6GfDf1s6GdDPxv62dAPyD28shzIcbt27VIqlVJJfdO0f2lKUiBYpMoN2zV86Wca6GrTrl27tHv3bklSKpXSzp079ad/+qdjH88x3osvvqgXX3zxqoPil19++ZrWXV5ePuUQfPTnrvetYo7j6K677tLDDz8s9/h+RW7+hWm7SJkHFe7T35Akbd269YoPJoqKinTTTTfppptu0pve9KYr3s7w8LB6e3uv2umll17S4OCgXnjhBb3wwgtTrqmsrGxCn8tbxWKxSddJJpO6//771dLSov/1v/7XhOH2bO4XYCYcx1F9fb3a29uve/81NDQU7IN8+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYdXlgM5bDZfQf2Tn/xE73vf+9Te3m5eV0lJyZSvBB/9/8WLF5s/guRq2tvb9frXv35mr6B+fLf6Th6el1dQp1IpnT9//qqvwH/llVfMv08oFNLHPvYx/bf/9t/U398/Z6+4B6Yz/lUx17v/CvlVMfSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3IPrywHclhLS4uSyaRC1XWK1K6Y0XUjdSsVqqpV8kKP3vve9+qb3/zmNV0vHA5f8aNDxv+4qqpqTgfh1+K2227T3r17tWXLFvW1HdLwpZ/JWbNJkbqVE9bm+74Gu0/JffobGuhqkyTt27dvzj9qJBwOq76+/qqfLT4wMDD22ehTDdUvXrx41d9naGhIf/qnf6ovf/nL+sxnPjMr+6W1tVX33HPPjK4PtLS0yPM80/7zCnj/0c+Ohjb0s6GfDf1s6GdDPxv62dAPyD0My4Ec1tHRIUmZM2CPGwCnB5JKth/T8KXzSqc8BcOlKq5covJl6xQsyXzGdyAQUMnSVRq6kBm8Xovi4mL19fUpFArN/p2ZA6Mno3zPe96jga42DXS1KVRVq5KlqxSMlCk92K+Bsyc0dKFHUmaAvW/fPjU3N2dz2WNKSkp0yy236JZbbpnyMjt27NCDDz447W319/fP2n4ZvR1gJth/NvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3IPw3IghyUSCUlSIFwmSUrFupV49qCSp5+SPzQw6fKXjuxR+fLbFV19p0LVtQpGMtd7wxveoN27d+sb3/iGvva1r005PB8eHtYrr7yim266aY7u0ezbvHmzXve612nXrl3at2+fkhd6xobjo8rLy7V161bdd999C+7klS+99NKUv1ZcXKyNGzequblZ73rXu/ShD31Ikn2/xOPx2b8jyHuz9edVoe4/+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYdhOZDDKioqJEl+ql/JM0cVe+xBaWRYkhSqrss8+xwuk5/ql3f2hIZi3eo7eVh9p55U9R07lB7slyRFo1GtXr1aq1ev1uc+9zk99dRT2rt3r/7hH/5ByWRywu/Z09OzoIblUuYjWXbv3q0HHnhAra2t6ujoUDweVzQaVWNjo7Zs2XLdJxPNtp6enkk/t2rVKr3nPe/Rli1bdMMNN4z9/GzuF2Cm2H829LOjoQ39bOhnQz8b+tnQz4Z+NvQDcg/DciCHNTY2SpKS7ccUf+ZRSVJJfZOctc2K1K6Y8Datxeu3abDnObnH92ugq02xAztVtKhqwu1IUlFRkd761rfqrW99q/7mb/5Gjz76qPbu3asjR47I932Fw+F5vIezy3GcvPuctkgkIklasmSJ7rrrLm3dulXLly+/4mXnYr8A14r9Z0M/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3BHzf97O9CABXNv7M2JK0qGmjKjdsVyBYNOV1/PSILj7xkPraDknSNZ8Z+6c//alisZhe//rXz9r6YXfhwgW98MILWrVqlYqKpv6+S/O7X4DLsf9s6GdHQxv62dDPhn429LOhnw39bOgH5J5gthcAYGqO46i+vl5S5tnl6f7SlKRAsEiVG7arpL5JktTQ0HBNf2nefPPNDMpzUFVVlX7pl35p2kG5NL/7Bbgc+8+GfnY0tKGfDf1s6GdDPxv62dDPhn5A7mFYDuQw13XV1dUlSXLWNk/7l+aoQLBIzppNkqTOzk65rjtXS0QOYb8gm9h/NvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3IPw3Igh7W0tMjzPIWq6xSpXTGj60bqVipUVSvP89Ta2jpHK0QuYb8gm9h/NvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3IPJ/gEclhHR4ckZc6APe7EHumBpJLtxzR86bzSKU/BcKmKK5eofNk6BUvKJUmBQEAlS1dp6ELP2O0gv7FfkE3sPxv62dHQhn429LOhnw39bOhnQz+bqfpdC/oBc4NhOZDDEomEJCkQLpMkpWLdSjx7UMnTT8kfGph0+UtH9qh8+e2Krr5ToepaBSOZ68Xj8flbNLKG/YJsYv/Z0M+Ohjb0s6GfDf1s6GdDPxv62Vzeb6YKvR8wFxiWAzmsoqJCkuSn+pU8c1Sxxx6URoYlSaHqusyzz+Ey+al+eWdPaCjWrb6Th9V36klV37FD6cF+SVI0Gs3afcD8Yb8gm9h/NvSzo6EN/WzoZ0M/G/rZ0M+Gfjbj+12PQu8HzAWG5UAOa2xslCQl248p/syjkjJnyHbWNitSu2LC27QWr9+mwZ7n5B7fr4GuNsUO7FTRoqoJt4P8xn5BNrH/bOhnR0Mb+tnQz4Z+NvSzoZ8N/WxG77d39oQWr982o49i8X1fA2dPTLgdAHYB3/f9bC8CwJW5rquamhp5nidJWtS0UZUbtl/1DNl+ekQXn3hIfW2HJEmlpaXq7e2V4zjzsmZkD/sF2cT+s6GfHQ1t6GdDPxv62dDPhn429LNxXVdLlixRMpnUje/+vErqVl7zdQde/LFe+vrHVV5ernPnzhVkP2AuBLO9AABTcxxH9fX1kjLPzk/3oEOSAsEiVW7YrpL6JklSQ0MDf2kWCPYLson9Z0M/Oxra0M+Gfjb0s6GfDf1s6GfjOI7uuusuSZJ7fL/89Mg1Xc9Pj8h9+huSpK1btxZsP2AuMCwHcpjruurq6pIkOWubp33QMSoQLJKzZpMkqbOzU67rztUSkUPYL8gm9p8N/exoaEM/G/rZ0M+Gfjb0s6Gf3f33369wOKyBrjZdfOKhaQfmfnpEFx/frYGuNoXDYd13333ztFKgMDAsB3JYS0uLPM9TqLpOkdoVM7pupG6lQlW18jxPra2tc7RC5BL2C7KJ/WdDPzsa2tDPhn429LOhnw39bOhnd9ttt2nv3r2SpL62Q3p5/6c18OKPdfmnJvu+r4EXf6yX939afScPS5L27dun2267bd7XDOQzTvAJ5LCOjg5JypxBfNyJPtIDSSXbj2n40nmlU56C4VIVVy5R+bJ1CpaUS5ICgYBKlq7S0IWesdtBfmO/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn6zY/PmzZKk97znPRroatNAV5tCVbUqWbpKwUiZ0oP9Gjh7QkMXeiRJ4XBY+/btU3NzczaXDeQlhuVADkskEpKkQLhMkpSKdSvx7EElTz8lf2hg0uUvHdmj8uW3K7r6ToWqaxWMZK4Xj8fnb9HIGvYLson9Z0M/Oxra0M+Gfjb0s6GfDf1s6Dd7Nm/erNe97nXatWuX9u3bp+SFnrHh+Kjy8nJt3bpV9913H68oB+YIw3Igh1VUVEiS/FS/kmeOKvbYg9LIsCQpVF2XefY+XCY/1S/v7AkNxbrVd/Kw+k49qeo7dig92C9JikajWbsPmD/sF2QT+8+GfnY0tKGfDf1s6GdDPxv62dBvdt12223avXu3HnjgAbW2tqqjo0PxeFzRaFSNjY3asmULrYA5xrAcyGGNjY2SpGT7McWfeVRS5gzjztpmRWpXTHib2+L12zTY85zc4/s10NWm2IGdKlpUNeF2kN/YL8gm9p8N/exoaEM/G/rZ0M+Gfjb0s6Hf3HAcR/fcc0+2lwEUpIB/+RkDAOQM13VVU1Mjz/MkSYuaNqpyw/arnmHcT4/o4hMPqa/tkCSptLRUvb29chxnXtaM7GG/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn4A8k0w2wsAMDXHcVRfXy8p8+z8dA86JCkQLFLlhu0qqW+SJDU0NPCgo0CwX5BN7D8b+tnR0IZ+NvSzoZ8N/WzoZ0M/APmGYTmQw1zXVVdXlyTJWds87YOOUYFgkZw1myRJnZ2dcl13rpaIHMJ+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5BuG5UAOa2lpked5ClXXKVK7YkbXjdStVKiqVp7nqbW1dY5WiFzCfkE2sf9s6GdHQxv62dDPhn429LOhnw39AOQbTvAJ5LCOjg5JypxBfNyJUdIDSSXbj2n40nmlU56C4VIVVy5R+bJ1CpaUS5ICgYBKlq7S0IWesdtBfmO/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn4A8g3DciCHJRIJSVIgXCZJSsW6lXj2oJKnn5I/NDDp8peO7FH58tsVXX2nQtW1CkYy14vH4/O3aGQN+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvGJYDOayiokKS5Kf6lTxzVLHHHpRGhiVJoeq6zLP34TL5qX55Z09oKNatvpOH1XfqSVXfsUPpwX5JUjQazdp9wPxhvyCb2H829LOjoQ39bOhnQz8b+tnQz4Z+APINw3IghzU2NkqSku3HFH/mUUmZM4w7a5sVqV0x4W1ui9dv02DPc3KP79dAV5tiB3aqaFHVhNtBfmO/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn4A8k3A930/24sAcGWu66qmpkae50mSFjVtVOWG7Vc9w7ifHtHFJx5SX9shSVJpaal6e3vlOM68rBnZw35BNrH/bOhnR0Mb+tnQz4Z+NvSzoZ8N/QDkm2C2FwBgao7jqL6+XlLm2fnpHnRIUiBYpMoN21VS3yRJamho4EFHgWC/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn4A8g3DciCHua6rrq4uSZKztnnaBx2jAsEiOWs2SZI6Ozvluu5cLRE5hP2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwzLgRzW0tIiz/MUqq5TpHbFjK4bqVupUFWtPM9Ta2vrHK0QuYT9gmxi/9nQz46GNvSzoZ8N/WzoZ0M/G/oByDec4BPIYR0dHZKUOYP4uBOjpAeSSrYf0/Cl80qnPAXDpSquXKLyZesULCmXJAUCAZUsXaWhCz1jt4P8xn5BNrH/bOhnR0Mb+tnQz4Z+NvSzoZ8N/QDkG4blQA5LJBKSpEC4TJKUinUr8exBJU8/JX9oYNLlLx3Zo/Lltyu6+k6FqmsVjGSuF4/H52/RyBr2C7KJ/WdDPzsa2tDPhn429LOhnw39bOgHIN8wLAdyWEVFhSTJT/UreeaoYo89KI0MS5JC1XWZZ+/DZfJT/fLOntBQrFt9Jw+r79STqr5jh9KD/ZKkaDSatfuA+cN+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5BuG5UAOa2xslCQl248p/syjkjJnGHfWNitSu2LC29wWr9+mwZ7n5B7fr4GuNsUO7FTRoqoJt4P8xn5BNrH/bOhnR0Mb+tnQz4Z+NvSzoZ8N/QDkm4Dv+362FwHgylzXVU1NjTzPkyQtatqoyg3br3qGcT89ootPPKS+tkOSpNLSUvX29spxnHlZM7KH/YJsYv/Z0M+Ohjb0s6GfDf1s6GdDPxv6Acg3wWwvAMDUHMdRfX29pMyz89M96JCkQLBIlRu2q6S+SZLU0NDAg44CwX5BNrH/bOhnR0Mb+tnQz4Z+NvSzoZ8N/QDkG4blQA5zXVddXV2SJGdt87QPOkYFgkVy1mySJHV2dsp13blaInII+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvGJYDOaylpUWe5ylUXadI7YoZXTdSt1Khqlp5nqfW1tY5WiFyCfsF2cT+s6GfHQ1t6GdDPxv62dDPhn429AOQbzjBJ5DDOjo6JClzBvFxJ0ZJDySVbD+m4UvnlU55CoZLVVy5ROXL1ilYUi5JCgQCKlm6SkMXesZuB/mN/YJsYv/Z0M+Ohjb0s6GfDf1s6GdDPxv6Acg3DMuBHJZIJCRJgXCZJCkV61bi2YNKnn5K/tDApMtfOrJH5ctvV3T1nQpV1yoYyVwvHo/P36KRNewXZBP7z4Z+djS0oZ8N/WzoZ0M/G/rZ0A9AvmFYDuSwiooKSZKf6lfyzFHFHntQGhmWJIWq6zLP3ofL5Kf65Z09oaFYt/pOHlbfqSdVfccOpQf7JUnRaDRr9wHzh/2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwzLgRzW2NgoSUq2H1P8mUclZc4w7qxtVqR2xYS3uS1ev02DPc/JPb5fA11tih3YqaJFVRNuB/mN/YJsYv/Z0M+Ohjb0s6GfDf1s6GdDPxv6Acg3Ad/3/WwvAsCVua6rmpoaeZ4nSVrUtFGVG7Zf9QzjfnpEF594SH1thyRJpaWl6u3tleM487JmZA/7BdnE/rOhnx0NbehnQz8b+tnQz4Z+NvQDkG+C2V4AgKk5jqP6+npJmWfnp3vQIUmBYJEqN2xXSX2TJKmhoYEHHQWC/YJsYv/Z0M+Ohjb0s6GfDf1s6GdDPxv6Acg3DMuBHOa6rrq6uiRJztrmaR90jAoEi+Ss2SRJ6uzslOu6c7VE5BD2C7KJ/WdDPzsa2tDPhn429LOhnw39bOgHIN/wmeVADmtpaZHneQpV1ylSu2Ls59MDSSXbj2n40nmlU56C4VIVVy5R+bJ1CpaUS5IidSsVqqqVd6FHra2tuueee7J1NzBP2C/IJvafDf3saGhDPxv62dDPhn429LOhH4B8w7AcyGEdHR2SlDmDeCCgVKxbiWcPKnn6KflDA5Muf+nIHpUvv13R1XcqVF2rkqWrNHShZ+x2kN/YL8gm9p8N/exoaEM/G/rZ0M+Gfjb0s6EfgHzDsBzIYYlEQpIUCJcpeeaoYo89KI0MS5JC1XWZByThMvmpfnlnT2go1q2+k4fVd+pJVd+xQ8FImSQpHo9n7T5g/rBfkE3sPxv62dHQhn429LOhnw39bOhnQz8A+YZhOZDDKioqJEmp3ufl/vPfS8qcNMVZ26xI7QoFAoGxyy5ev02DPc/JPb5fA11tih3YqZKlqyVJ0Wh0/hePecd+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5BuG5UAOa2xslCR5L/xAkrSoaeOUZxcPBAIqqVupyM2/oItPPKS+tkMaOPvshNtBfmO/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn4A8k3A930/24sAcGWu66q6ulrDw8MqqW/SDc2fvqazi/vpEb28/9Ma6GpTcXGxYrGYHMeZhxUjm9gvyCb2nw397GhoQz8b+tnQz4Z+NvSzoR+AfBPM9gIAXBtnbfM1PeiQpECwSM6aTXO8IuQy9guyif1nQz87GtrQz4Z+NvSzoZ8N/WzoByAfMCwHclhLS4uGh4cVqq5TpHbFjK4bqVupUFWthoeH1draOkcrRC5hvyCb2H829LOjoQ39bOhnQz8b+tnQz4Z+APINn1kO5LCOjg5JypxBfNyJUdIDSSXbj2n40nmlU56C4VIVVy5R+bJ1CpaUS/q3z4NbukpDF3rGbgf5jf2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwzLgRyWSCQkSYFwmSQpFetW4tmDSp5+Sv7QwKTLXzqyR+XLb1d09Z0KVdcqGMlcLx6Pz9+ikTXsF2QT+8+GfnY0tKGfDf1s6GdDPxv62dAPQL5hWA7ksIqKCkmSn+pX8sxRxR57UBoZliSFqusyz96Hy+Sn+uWdPaGhWLf6Th5W36knVX3HDqUH+yVJ0Wg0a/cB84f9gmxi/9nQz46GNvSzoZ8N/WzoZ0M/G/oByDcMy4Ec1tjYKElKth9T/JlHJUkl9U1y1jYrUrtiwtvcFq/fpsGe5+Qe36+BrjbFDuxU0aKqCbeD/MZ+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5JuA7/t+thcB4Mpc11VNTY08z5MkLWraqMoN2696hnE/PaKLTzykvrZDkqTS0lL19vbKcZx5WTOyh/2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHIN8FsLwDA1BzHUX19vaTMs/PTPeiQpECwSJUbtqukvkmS1NDQwIOOAsF+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5BuG5UAOc11XXV1dkiRnbfO0DzpGBYJFctZskiR1dnbKdd25WiJyCPsF2cT+s6GfHQ1t6GdDPxv62dDPhn429AOQbxiWAzmspaVFnucpVF2nSO2KGV03UrdSoapaeZ6n1tbWOVohcgn7BdnE/rOhnx0NbehnQz8b+tnQz4Z+NvQDkG84wSeQwzo6OiQpcwbxcSdGSQ8klWw/puFL55VOeQqGS1VcuUTly9YpWFIuSQoEAipZukpDF3rGbgf5jf2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwzLgRyWSCQkSYFwmSQpFetW4tmDSp5+Sv7QwKTLXzqyR+XLb1d09Z0KVdcqGMlcLx6Pz9+ikTXsF2QT+8+GfnY0tKGfDf1s6GdDPxv62dAPQL5hWA7ksIqKCkmSn+pX8sxRxR57UBoZliSFqusyz96Hy+Sn+uWdPaGhWLf6Th5W36knVX3HDqUH+yVJ0Wg0a/cB84f9gmxi/9nQz46GNvSzoZ8N/WzoZ0M/G/oByDcMy4Ec1tjYKElKth9T/JlHJWXOMO6sbVakdsWEt7ktXr9Ngz3PyT2+XwNdbYod2KmiRVUTbgf5jf2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwHf9/1sLwLAlbmuq5qaGnmeJ0la1LRRlRu2X/UM4356RBefeEh9bYckSaWlpert7ZXjOPOyZmQP+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvgtleAICpOY6j+vp6SZln56d70CFJgWCRKjdsV0l9kySpoaGBBx0Fgv2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwzLgRzmuq66urokSc7a5mkfdIwKBIvkrNkkSers7JTrunO1ROQQ9guyif1nQz87GtrQz4Z+NvSzoZ8N/WzoByDfMCwHclhLS4s8z1Oouk6R2hUzum6kbqVCVbXyPE+tra1ztELkEvYLson9Z0M/Oxra0M+Gfjb0s6GfDf1s6Acg33CCTyCHdXR0SFLmDOLjToySHkgq2X5Mw5fOK53yFAyXqrhyicqXrVOwpFySFAgEVLJ0lYYu9IzdDvIb+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvGJYDOSyRSEiSAuEySVIq1q3EsweVPP2U/KGBSZe/dGSPypffrujqOxWqrlUwkrlePB6fv0Uja9gvyCb2nw397GhoQz8b+tnQz4Z+NvSzoR+AfMOwHMhhFRUVkiQ/1a/kmaOKPfagNDIsSQpV12WevQ+XyU/1yzt7QkOxbvWdPKy+U0+q+o4dSg/2S5Ki0WjW7gPmD/sF2cT+s6GfHQ1t6GdDPxv62dDPhn429AOQbxiWAzmssbFRkpRsP6b4M49Kypxh3FnbrEjtiglvc1u8fpsGe56Te3y/BrraFDuwU0WLqibcDvIb+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvAr7v+9leBIArc11XNTU18jxPkrSoaaMqN2y/6hnG/fSILj7xkPraDkmSSktL1dvbK8dx5mXNyB72C7KJ/WdDPzsa2tDPhn429LOhnw39bOgHIN8Es70AAFNzHEf19fWSMs/OT/egQ5ICwSJVbtiukvomSVJDQwMPOgoE+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvGJYDOcx1XXV1dUmSnLXN0z7oGBUIFslZs0mS1NnZKdd152qJyCHsF2QT+8+GfnY0tKGfDf1s6GdDPxv62dAPQL5hWA7ksJaWFnmep1B1nSK1K2Z03UjdSoWqauV5nlpbW+dohcgl7BdkE/vPhn52NLShnw39bOhnQz8b+tnQD0C+4QSfQA7r6OiQpMwZxMedGCU9kFSy/ZiGL51XOuUpGC5VceUSlS9bp2BJuSQpEAioZOkqDV3oGbsd5Df2C7KJ/WdDPzsa2tDPhn429LOhnw39bOgHIN8wLAdyWCKRkCQFwmWSpFSsW4lnDyp5+in5QwOTLn/pyB6VL79d0dV3KlRdq2Akc714PD5/i0bWsF+QTew/G/rZ0dCGfjb0s6GfDf1s6GdDPwD5hmE5kMMqKiokSX6qX8kzRxV77EFpZFiSFKquyzx7Hy6Tn+qXd/aEhmLd6jt5WH2nnlT1HTuUHuyXJEWj0azdB8wf9guyif1nQz87GtrQz4Z+NvSzoZ8N/WzoByDfMCwHclhjY6MkKdl+TPFnHpWUOcO4s7ZZkdoVE97mtnj9Ng32PCf3+H4NdLUpdmCnihZVTbgd5Df2C7KJ/WdDPzsa2tDPhn429LOhnw39bOgHIN8EfN/3s70IAFfmuq5qamrkeZ4kaVHTRlVu2H7VM4z76RFdfOIh9bUdkiSVlpaqt7dXjuPMy5qRPewXZBP7z4Z+djS0oZ8N/WzoZ0M/G/rZ0A9AvglmewEApuY4jurr6yVlnp2f7kGHJAWCRarcsF0l9U2SpIaGBh50FAj2C7KJ/WdDPzsa2tDPhn429LOhnw39bOgHIN8wLAdymOu66urqkiQ5a5unfdAxKhAskrNmkySps7NTruvO1RKRQ9gvyCb2nw397GhoQz8b+tnQz4Z+NvSzoR+AfMOwHMhhLS0t8jxPoeo6RWpXzOi6kbqVClXVyvM8tba2ztEKkUvYL8gm9p8N/exoaEM/G/rZ0M+Gfjb0s6EfgHzDCT6BHNbR0SFJmTOIjzsxSnogqWT7MQ1fOq90ylMwXKriyiUqX7ZOwZJySVIgEFDJ0lUautAzdjvIb+wXZBP7z4Z+djS0oZ8N/WzoZ0M/G/rZ0A9AvmFYDuSwRCIhSQqEyyRJqVi3Es8eVPL0U/KHBiZd/tKRPSpffruiq+9UqLpWwUjmevF4fP4WjaxhvyCb2H829LOjoQ39bOhnQz8b+tnQz4Z+APINw3Igh1VUVEiS/FS/kmeOKvbYg9LIsCQpVF2XefY+XCY/1S/v7AkNxbrVd/Kw+k49qeo7dig92C9JikajWbsPmD/sF2QT+8+GfnY0tKGfDf1s6GdDPxv62dAPQL5hWA7ksMbGRklSsv2Y4s88KilzhnFnbbMitSsmvM1t8fptGux5Tu7x/RroalPswE4VLaqacDvIb+wXZBP7z4Z+djS0oZ8N/WzoZ0M/G/rZ0A9Avgn4vu9nexEArsx1XdXU1MjzPEnSoqaNqtyw/apnGPfTI7r4xEPqazskSSotLVVvb68cx5mXNSN72C/IJvafDf3saGhDPxv62dDPhn429LOhH4B8E8z2AgBMzXEc1dfXS8o8Oz/dgw5JCgSLVLlhu0rqmyRJDQ0NPOgoEOwXZBP7z4Z+djS0oZ8N/WzoZ0M/G/rZ0A9AvmFYDuQw13XV1dUlSXLWNk/7oGNUIFgkZ80mSVJnZ6dc152rJSKHsF+QTew/G/rZ0dCGfjb0s6GfDf1s6GdDPwD5hmE5kMNaWlrkeZ5C1XWK1K6Y0XUjdSsVqqqV53lqbW2doxUil7BfkE3sPxv62dHQhn429LOhnw39bOhnQz8A+YYTfAI5rKOjQ5IyZxAfd2KU9EBSyfZjGr50XumUp2C4VMWVS1S+bJ2CJeWSpEAgoJKlqzR0oWfsdpDf2C/IJvafDf3saGhDPxv62dDPhn429LOhH4B8w7AcyGGJREKSFAiXSZJSsW4lnj2o5Omn5A8NTLr8pSN7VL78dkVX36lQda2Ckcz14vH4/C0aWcN+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5BuG5UAOq6iokCT5qX4lzxxV7LEHpZFhSVKoui7z7H24TH6qX97ZExqKdavv5GH1nXpS1XfsUHqwX5IUjUazdh8wf9gvyCb2nw397GhoQz8b+tnQz4Z+NvSzoR+AfMOwHMhhjY2NkqRk+zHFn3lUUuYM487aZkVqV0x4m9vi9ds02POc3OP7NdDVptiBnSpaVDXhdpDf2C/IJvafDf3saGhDPxv62dDPhn429LOhH4B8E/B938/2IgBcmeu6qqmpked5kqRFTRtVuWH7Vc8w7qdHdPGJh9TXdkiSVFpaqt7eXjmOMy9rRvawX5BN7D8b+tnR0IZ+NvSzoZ8N/WzoZ0M/APkmmO0FAJia4ziqr6+XlHl2froHHZIUCBapcsN2ldQ3SZIaGhp40FEg2C/IJvafDf3saGhDPxv62dDPhn429LOhH4B8w7AcyGGu66qrq0uS5KxtnvZBx6hAsEjOmk2SpM7OTrmuO1dLRA5hvyCb2H829LOjoQ39bOhnQz8b+tnQz4Z+APINw3Igh7W0tMjzPIWq6xSpXTGj60bqVipUVSvP89Ta2jpHK0QuYb8gm9h/NvSzo6EN/WzoZ0M/G/rZ0M+GfgDyDSf4BHJYR0eHJGXOID7uxCjpgaSS7cc0fOm80ilPwXCpiiuXqHzZOgVLyiVJgUBAJUtXaehCz9jtIL+xX5BN7D8b+tnR0IZ+NvSzoZ8N/WzoZ0M/APmGYTmQwxKJhCQpEC6TJKVi3Uo8e1DJ00/JHxqYdPlLR/aofPntiq6+U6HqWgUjmevF4/H5WzSyhv2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwzLgRxWUVEhSfJT/UqeOarYYw9KI8OSpFB1XebZ+3CZ/FS/vLMnNBTrVt/Jw+o79aSq79ih9GC/JCkajWbtPmD+sF+QTew/G/rZ0dCGfjb0s6GfDf1s6GdDPwD5hmE5kMMaGxslScn2Y4o/86ikzBnGnbXNitSumPA2t8Xrt2mw5zm5x/droKtNsQM7VbSoasLtIL+xX5BN7D8b+tnR0IZ+NvSzoZ8N/WzoZ0M/APkm4Pu+n+1FALgy13VVU1Mjz/MkSYuaNqpyw/arnmHcT4/o4hMPqa/tkCSptLRUvb29chxnXtaM7GG/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn4A8k0w2wsAMDXHcVRfXy8p8+z8dA86JCkQLFLlhu0qqW+SJDU0NPCgo0CwX5BN7D8b+tnR0IZ+NvSzoZ8N/WzoZ0M/APmGYTmQw1zXVVdXlyTJWds87YOOUYFgkZw1myRJnZ2dcl13rpaIHMJ+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5Bs+sxzIYS0tLfI8T6HqOkVqV4z9fHogqWT7MQ1fOq90ylMwXKriyiUqX7ZOwZJySVKkbqVCVbXyLvSotbVV99xzT7buBuYJ+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvGJYDOayjo0OSMmcQDwSUinUr8exBJU8/JX9oYNLlLx3Zo/Lltyu6+k6FqmtVsnSVhi70jN0O8hv7BdnE/rOhnx0NbehnQz8b+tnQz4Z+NvQDkG8YlgM5LJFISJIC4TIlzxxV7LEHpZFhSVKoui7zgCRcJj/VL+/sCQ3FutV38rD6Tj2p6jt2KBgpkyTF4/Gs3QfMH/YLson9Z0M/Oxra0M+Gfjb0s6GfDf1s6Acg3zAsB3JYRUWFJCnV+7zcf/57SZmTpjhrmxWpXaFAIDB22cXrt2mw5zm5x/droKtNsQM7VbJ0tSQpGo3O/+Ix79gvyCb2nw397GhoQz8b+tnQz4Z+NvSzoR+AfMOwHMhhjY2NkiTvhR9IkhY1bZzy7OKBQEAldSsVufkXdPGJh9TXdkgDZ5+dcDvIb+wXZBP7z4Z+djS0oZ8N/WzoZ0M/G/rZ0A9Avgn4vu9nexEArsx1XVVXV2t4eFgl9U26ofnT13R2cT89opf3f1oDXW0qLi5WLBaT4zjzsGJkE/sF2cT+s6GfHQ1t6GdDPxv62dDPhn429AOQb4LZXgCAa+Osbb6mBx2SFAgWyVmzaY5XhFzGfkE2sf9s6GdHQxv62dDPhn429LOhnw39AOQDhuVADmtpadHw8LBC1XWK1K6Y0XUjdSsVqqrV8PCwWltb52iFyCXsF2QT+8+GfnY0tKGfDf1s6GdDPxv62dAPQL7hM8uBHNbR0SFJmTOIjzsxSnogqWT7MQ1fOq90ylMwXKriyiUqX7ZOwZJySf/2eXBLV2noQs/Y7SC/sV+QTew/G/rZ0dCGfjb0s6GfDf1s6GczVb9rQT8AuYhhOZDDEomEJCkQLpMkpWLdSjx7UMnTT8kfGph0+UtH9qh8+e2Krr5ToepaBSOZ68Xj8flbNLKG/YJsYv/Z0M+Ohjb0s6GfDf1s6GdDP5vL+81UofcDkHsYlgM5rKKiQpLkp/qVPHNUsccelEaGJUmh6rrMs/fhMvmpfnlnT2go1q2+k4fVd+pJVd+xQ+nBfklSNBrN2n3A/GG/IJvYfzb0s6OhDf1s6GdDPxv62dDPZny/61Ho/QDkHoblQA5rbGyUJCXbjyn+zKOSpJL6JjlrmxWpXTHhbW6L12/TYM9zco/v10BXm/5/9u4uNq4zz/P7t4pi8U2so6WYHTAaEqQCBtZaMpaQkYGFOLCyUBAjRnxl2juwewElcXQTd8YIEGACZPsimzYMJEKcC2sRA5u0MmhSg8CxE62EkQ3YwkKD9Uqgtm1L2CFWrCbR5o6XknCKLJ4SX+rkgitFtCxL6ofkU6S+n5ue8dQ5/a/f8zNQ9cxhPXOfvE/L7r3r7qOdzb4oJvsXxvzCmWEY8wtjfmHML4z5hTG/MHffd3bjCnuOHn+in2LJ85z6jSvr7iNJsRXyPM9jDyHpx6VpSl9fH1mWAbB75GV6jp34yRPG88Yqty6cYmHiHAAdHR3Mzs6SJMmWzKx47Itisn9hzC+cGYYxvzDmF8b8wphfGPMLk6Yp+/bto1ar8Qd//EvaBw499rX13/6Gv/71n9LV1cXvfve7pzI/Sc2nGHsASQ+XJAmDg4PA2tMNj/rQBlAottBz7ATtgyMADA0N+aHjKWFfFJP9C2N+4cwwjPmFMb8w5hfG/MKYX5gkSXjzzTcBSC+dIW+sPtZ1eWOV9C//HIC33nrrqc1PUvNxs1xqYmmaUqlUAEiOjD7yQ9tdhWILyQuvATA1NUWapps1opqIfVFM9i+M+YUzwzDmF8b8wphfGPMLY37hfv7zn1MqlahXJrh14dQjN8zzxiq3/uJD6pUJSqUS77zzzhZNKkmP5ma51MTGxsbIsozW3gHa+g8+0bVtA4do3dtPlmWMj49v0oRqJvZFMdm/MOYXzgzDmF8Y8wtjfmHML4z5hTtw4AC/+tWvAFiYOMf3Z35B/be/4Ye/+pvnOfXf/obvz/yChavnATh9+jQHDhzY8pkl6WE84FNqYpOTkwBrJ7Dfd1BKo16jdv0iK7e/o7GUUSx1sKtnH13PvEixvQuAQqFA+/7DLN+cuXcf7Wz2RTHZvzDmF84Mw5hfGPMLY35hzC+M+W2M119/HYCf/exn1CsT1CsTtO7tp33/YYptnTTuLFK/cYXlmzMAlEolTp8+zejoaMyxJekBbpZLTWx+fh6AQqkTgKW5aeYvf0rt2y/Il+sPvP725x/R9exLlJ9/ldbefopta9dVq9WtG1rR2BfFZP/CmF84MwxjfmHML4z5hTG/MOa3cV5//XWee+45PvjgA06fPk3t5sy9zfG7urq6eOutt3jnnXd8olxSU3KzXGpi3d3dAORLi9Sufcnc2ZOwugJAa+/A2tMPpU7ypUWyG1dYnptm4ep5Fr7+jN5X3qVxZxGAcrkc7T1o69gXxWT/wphfODMMY35hzC+M+YUxvzDmt7EOHDjAhx9+yHvvvcf4+DiTk5NUq1XK5TLDw8O88cYbZiWpqblZLjWx4eFhAGrXL1L96mNg7YT25Mgobf0H1/2Z4J6jx7kz8w3ppTPUKxPMffI+Lbv3rruPdjb7opjsXxjzC2eGYcwvjPmFMb8w5hfG/DZHkiS8/fbbsceQpCdWyH944oKkppGmKX19fWRZBsDukZfpOXbiJ09ozxur3LpwioWJcwB0dHQwOztLkiRbMrPisS+Kyf6FMb9wZhjG/MKYXxjzC2N+YcxPknS/YuwBJD1ckiQMDg4Ca083POpDG0Ch2ELPsRO0D44AMDQ05Ie2p4R9UUz2L4z5hTPDMOYXxvzCmF8Y8wtjfpKk+7lZLjWxNE2pVCoAJEdGH/mh7a5CsYXkhdcAmJqaIk3TzRpRTcS+KCb7F8b8wplhGPMLY35hzC+M+YUxP0nS/dwsl5rY2NgYWZbR2jtAW//BJ7q2beAQrXv7ybKM8fHxTZpQzcS+KCb7F8b8wplhGPMLY35hzC+M+YUxP0nS/TzgU2pik5OTAGsnsN93sEyjXqN2/SIrt7+jsZRRLHWwq2cfXc+8SLG9C4BCoUD7/sMs35y5dx/tbPZFMdm/MOYXzgzDmF8Y8wtjfmHML4z5SZLu52a51MTm5+cBKJQ6AViam2b+8qfUvv2CfLn+wOtvf/4RXc++RPn5V2nt7afYtnZdtVrduqEVjX1RTPYvjPmFM8Mw5hfG/MKYXxjzC2N+kqT7uVkuNbHu7m4A8qVFate+ZO7sSVhdAaC1d2Dt6YdSJ/nSItmNKyzPTbNw9TwLX39G7yvv0rizCEC5XI72HrR17Itisn9hzC+cGYYxvzDmF8b8wphfGPOTJN3PzXKpiQ0PDwNQu36R6lcfA2sntCdHRmnrP7juzwT3HD3OnZlvSC+doV6ZYO6T92nZvXfdfbSz2RfFZP/CmF84MwxjfmHML4z5hTG/MOYnSbpfIc/zPPYQkn5cmqb09fWRZRkAu0depufYiZ88oT1vrHLrwikWJs4B0NHRwezsLEmSbMnMise+KCb7F8b8wplhGPMLY35hzC+M+YUxP0nS/YqxB5D0cEmSMDg4CKw93fCoD20AhWILPcdO0D44AsDQ0JAf2p4S9kUx2b8w5hfODMOYXxjzC2N+YcwvjPlJku7nZrnUxNI0pVKpAJAcGX3kh7a7CsUWkhdeA2Bqaoo0TTdrRDUR+6KY7F8Y8wtnhmHML4z5hTG/MOYXxvwkSfdzs1xqYmNjY2RZRmvvAG39B5/o2raBQ7Tu7SfLMsbHxzdpQjUT+6KY7F8Y8wtnhmHML4z5hTG/MOYXxvwkSffzgE+piU1OTgKsncB+38EyjXqN2vWLrNz+jsZSRrHUwa6efXQ98yLF9i4ACoUC7fsPs3xz5t59tLPZF8Vk/8KYXzgzDGN+YcwvjPmFMb8w5idJup+b5VITm5+fB6BQ6gRgaW6a+cufUvv2C/Ll+gOvv/35R3Q9+xLl51+ltbefYtvaddVqdeuGVjT2RTHZvzDmF84Mw5hfGPMLY35hzC+M+UmS7udmudTEuru7AciXFqld+5K5sydhdQWA1t6BtacfSp3kS4tkN66wPDfNwtXzLHz9Gb2vvEvjziIA5XI52nvQ1rEvisn+hTG/cGYYxvzCmF8Y8wtjfmHMT5J0PzfLpSY2PDwMQO36RapffQysndCeHBmlrf/guj8T3HP0OHdmviG9dIZ6ZYK5T96nZffedffRzmZfFJP9C2N+4cwwjPmFMb8w5hfG/MKYnyTpfoU8z/PYQ0j6cWma0tfXR5ZlAOweeZmeYyd+8oT2vLHKrQunWJg4B0BHRwezs7MkSbIlMyse+6KY7F8Y8wtnhmHML4z5hTG/MOYXxvwkSfcrxh5A0sMlScLg4CCw9nTDoz60ARSKLfQcO0H74AgAQ0NDfmh7StgXxWT/wphfODMMY35hzC+M+YUxvzDmJ0m6n5vlUhNL05RKpQJAcmT0kR/a7ioUW0heeA2Aqakp0jTdrBHVROyLYrJ/YcwvnBmGMb8w5hfG/MKYXxjzkyTdz81yqYmNjY2RZRmtvQO09R98omvbBg7RurefLMsYHx/fpAnVTOyLYrJ/YcwvnBmGMb8w5hfG/MKYXxjzkyTdzwM+pSY2OTkJsHYC+30HyzTqNWrXL7Jy+zsaSxnFUge7evbR9cyLFNu7ACgUCrTvP8zyzZl799HOZl8Uk/0L87D8Hof5rbGDYcwvjPmFMb8w5hfG/CRJ93OzXGpi8/PzABRKnQAszU0zf/lTat9+Qb5cf+D1tz//iK5nX6L8/Ku09vZTbFu7rlqtbt3Qisa+KCb7F+aH+T2ppz0/sIOhzC+M+YUxvzDmF8b8JEn3c7NcamLd3d0A5EuL1K59ydzZk7C6AkBr78Da0w+lTvKlRbIbV1iem2bh6nkWvv6M3lfepXFnEYByuRztPWjr2BfFZP/C3J/f7+Npzw/sYCjzC2N+YcwvjPmFMT9J0v3cLJea2PDwMAC16xepfvUxsHZCe3JklLb+g+v+THDP0ePcmfmG9NIZ6pUJ5j55n5bde9fdRzubfVFM9i/M3fed3bjCnqPHn+inWPI8p37jyrr7PI3sYBjzC2N+YcwvjPmFMT9J0v0KeZ7nsYeQ9OPSNKWvr48sywDYPfIyPcdO/OQJ7XljlVsXTrEwcQ6Ajo4OZmdnSZJkS2ZWPPZFMdm/MGmasm/fPmq1Gn/wx7+kfeDQY19b/+1v+Otf/yldXV387ne/eyrzAzsYyvzCmF8Y8wtjfmHMT5J0v2LsASQ9XJIkDA4OAmtPNzzqQxtAodhCz7ETtA+OADA0NOSHtqeEfVFM9i9MkiS8+eabAKSXzpA3Vh/ruryxSvqXfw7AW2+99dTmB3YwlPmFMb8w5hfG/MKYnyTpfm6WS00sTVMqlQoAyZHRR35ou6tQbCF54TUApqamSNN0s0ZUE7Evisn+hfv5z39OqVSiXpng1oVTj9wwzxur3PqLD6lXJiiVSrzzzjtbNGlzsoNhzC+M+YUxvzDmF8b8JEn3c7NcamJjY2NkWUZr7wBt/Qef6Nq2gUO07u0nyzLGx8c3aUI1E/uimOxfuAMHDvCrX/0KgIWJc3x/5hfUf/sbfviLeXmeU//tb/j+zC9YuHoegNOnT3PgwIEtn7mZ2MEw5hfG/MKYXxjzC2N+kqT7ecCn1MQmJycB1k5gv+9gmUa9Ru36RVZuf0djKaNY6mBXzz66nnmRYnsXAIVCgfb9h1m+OXPvPtrZ7Itisn8b4/XXXwfgZz/7GfXKBPXKBK17+2nff5hiWyeNO4vUb1xh+eYMAKVSidOnTzM6Ohpz7KZgB8OYXxjzC2N+YcwvzMPyexzmJ0k7j5vlUhObn58HoFDqBGBpbpr5y59S+/YL8uX6A6+//flHdD37EuXnX6W1t59i29p11Wp164ZWNPZFMdm/jfP666/z3HPP8cEHH3D69GlqN2fubY7f1dXVxVtvvcU777zz1D9RfpcdDGN+YcwvjPmFMb8wP8zvST3t+UnSTuNmudTEuru7AciXFqld+5K5sydhdQWA1t6BtacfSp3kS4tkN66wPDfNwtXzLHz9Gb2vvEvjziIA5XI52nvQ1rEvisn+bawDBw7w4Ycf8t577zE+Ps7k5CTVapVyuczw8DBvvPGGWf2AHQxjfmHML4z5hTG/MPfn9/t42vOTpJ3GzXKpiQ0PDwNQu36R6lcfA2sntCdHRmnrP7juzwT3HD3OnZlvSC+doV6ZYO6T92nZvXfdfbSz2RfFZP82R5IkvP3227HH2BbsYBjzC2N+YcwvjPmFufu+sxtX2HP0+BP9FEue59RvXFl3H0nS9lbIf3hqlKSmkaYpfX19ZFkGwO6Rl+k5duInT2jPG6vcunCKhYlzAHR0dDA7O0uSJFsys+KxL4rJ/ik2OxjG/MKYXxjzC2N+YdI0Zd++fdRqNf7gj39J+8Chx762/tvf8Ne//lO6urr43e9+91TmJ0k7TTH2AJIeLkkSBgcHgbWnQx71oRegUGyh59gJ2gdHABgaGvJD21PCvigm+6fY7GAY8wtjfmHML4z5hUmShDfffBOA9NIZ8sbqY12XN1ZJ//LPAXjrrbee2vwkaadxs1xqYmmaUqlUAEiOjD7yQ+9dhWILyQuvATA1NUWapps1opqIfVFM9k+x2cEw5hfG/MKYXxjzC/fzn/+cUqlEvTLBrQunHrlhnjdWufUXH1KvTFAqlXjnnXe2aFJJ0mZzs1xqYmNjY2RZRmvvAG39B5/o2raBQ7Tu7SfLMsbHxzdpQjUT+6KY7J9is4NhzC+M+YUxvzDmF+7AgQP86le/AmBh4hzfn/kF9d/+hh/+am2e59R/+xu+P/MLFq6eB+D06dMcOHBgy2eWJG0OD/iUmtjk5CTA2gn29x0006jXqF2/yMrt72gsZRRLHezq2UfXMy9SbO8CoFAo0L7/MMs3Z+7dRzubfVFM9k+x2cEw5hfG/MKYXxjz2xivv/46AD/72c+oVyaoVyZo3dtP+/7DFNs6adxZpH7jCss3ZwAolUqcPn2a0dHRmGNLkjaYm+VSE5ufnwegUOoEYGlumvnLn1L79gvy5foDr7/9+Ud0PfsS5edfpbW3n2Lb2nXVanXrhlY09kUx2T/FZgfDmF8Y8wtjfmHMb+O8/vrrPPfcc3zwwQecPn2a2s2Ze5vjd3V1dfHWW2/xzjvv+ES5JO1AbpZLTay7uxuAfGmR2rUvmTt7ElZXAGjtHVh7eqTUSb60SHbjCstz0yxcPc/C15/R+8q7NO4sAlAul6O9B20d+6KY7J9is4NhzC+M+YUxvzDmt7EOHDjAhx9+yHvvvcf4+DiTk5NUq1XK5TLDw8O88cYbZiVJO5ib5VITGx4eBqB2/SLVrz4G1k64T46M0tZ/cN2fWe45epw7M9+QXjpDvTLB3Cfv07J777r7aGezL4rJ/ik2OxjG/MKYXxjzC2N+myNJEt5+++3YY0iStlgh/+GJFZKaRpqm9PX1kWUZALtHXqbn2ImfPOE+b6xy68IpFibOAdDR0cHs7CxJkmzJzIrHvigm+6fY7GAY8wtjfmHML4z5SZK0cYqxB5D0cEmSMDg4CKw9HfKoD70AhWILPcdO0D44AsDQ0JAfep8S9kUx2T/FZgfDmF8Y8wtjfmHMT5KkjeNmudTE0jSlUqkAkBwZfeSH3rsKxRaSF14DYGpqijRNN2tENRH7opjsn2Kzg2HML4z5hTG/MOYnSdLG8TfLpSY2NjZGlmW09g7Q1n/w3j9v1GvUrl9k5fZ3NJYyiqUOdvXso+uZFym2dwHQNnCI1r39ZDdnGB8f9/f2ngL2RTHZP8VmB8OYXxjzC2N+YcxPkqSN42a51MQmJycB1k6wLxRYmptm/vKn1L79gny5/sDrb3/+EV3PvkT5+Vdp7e2nff9hlm/O3LuPdjb7opjsn2Kzg2HML4z5hTG/MOYnSdLGcbNcamLz8/MAFEqd1K59ydzZk7C6AkBr78DaB+JSJ/nSItmNKyzPTbNw9TwLX39G7yvvUmzrBKBarUZ7D9o69kUx2T/FZgfDmF8Y8wtjfmHMT5KkjeNmudTEuru7AVia/SvSf/JnwNqhPcmRUdr6D1IoFO69ds/R49yZ+Yb00hnqlQnmPnmf9v3PA1Aul7d+eG05+6KY7J9is4NhzC+M+YUxvzDmJ0nSxnGzXGpiw8PDAGT/8p8BsHvk5Yeebl8oFGgfOETbH/4tbl04xcLEOeo3Lq+7j3Y2+6KY7J9is4NhzC+M+YUxvzDmJ0nSxinkeZ7HHkLSj0vTlN7eXlZWVmgfHOFvjv7isU63zxurfH/mF9QrE+zatYu5uTmSJNmCiRWTfVFM9k+x2cEw5hfG/MKYXxjzkyRp4xRjDyDp8SRHRh/rQy9AodhC8sJrmzyRmpl9UUz2T7HZwTDmF8b8wphfGPOTJCmMm+VSExsbG2NlZYXW3gHa+g8+0bVtA4do3dvPysoK4+PjmzShmol9UUz2T7HZwTDmF8b8wphfGPOTJGnj+JvlUhObnJwEWDvB/r6DeRr1GrXrF1m5/R2NpYxiqYNdPfvoeuZFiu1dwL/5PcL9h1m+OXPvPtrZ7Itisn+KzQ6GMb8w5hfG/MKYnyRJG8fNcqmJzc/PA1AodQKwNDfN/OVPqX37Bfly/YHX3/78I7qefYny86/S2ttPsW3tumq1unVDKxr7opjsn2Kzg2HML4z5hTG/MOYnSdLGcbNcamLd3d0A5EuL1K59ydzZk7C6AkBr78Da0yOlTvKlRbIbV1iem2bh6nkWvv6M3lfepXFnEYByuRztPWjr2BfFZP8Umx0MY35hzC+M+YUxP0mSNo6b5VITGx4eBqB2/SLVrz4GoH1whOTIKG39B9f9meWeo8e5M/MN6aUz1CsTzH3yPi279667j3Y2+6KY7J9is4NhzC+M+YUxvzDmJ0nSxinkeZ7HHkLSj0vTlL6+PrIsA2D3yMv0HDvxkyfc541Vbl04xcLEOQA6OjqYnZ0lSZItmVnx2BfFZP8Umx0MY35hzC+M+YUxP0mSNk4x9gCSHi5JEgYHB4G1p0Me9aEXoFBsoefYCdoHRwAYGhryQ+9Twr4oJvun2OxgGPMLY35hzC+M+UmStHHcLJeaWJqmVCoVAJIjo4/80HtXodhC8sJrAExNTZGm6WaNqCZiXxST/VNsdjCM+YUxvzDmF8b8JEnaOG6WS01sbGyMLMto7R2grf/gE13bNnCI1r39ZFnG+Pj4Jk2oZmJfFJP9U2x2MIz5hTG/MOYXxvwkSdo4HvApNbHJyUmAtRPs7zuYp1GvUbt+kZXb39FYyiiWOtjVs4+uZ16k2N4FQKFQoH3/YZZvzty7j3Y2+6KY7J9is4NhzC+M+YUxvzDmJ0nSxnGzXGpi8/PzABRKnQAszU0zf/lTat9+Qb5cf+D1tz//iK5nX6L8/Ku09vZTbFu7rlqtbt3Qisa+KCb7p9jsYBjzC2N+YcwvjPlJkrRx3CyXmlh3dzcA+dIitWtfMnf2JKyuANDaO7D29Eipk3xpkezGFZbnplm4ep6Frz+j95V3adxZBKBcLkd7D9o69kUx2T/FZgfDmF8Y8wtjfmHMT5KkjeNmudTEhoeHAahdv0j1q4+BtRPukyOjtPUfXPdnlnuOHufOzDekl85Qr0ww98n7tOzeu+4+2tnsi2Kyf4rNDoYxvzDmF8b8wpifJEkbp5DneR57CEk/Lk1T+vr6yLIMgN0jL9Nz7MRPnnCfN1a5deEUCxPnAOjo6GB2dpYkSbZkZsVjXxST/VNsdjCM+YUxvzDmF8b8JEnaOMXYA0h6uCRJGBwcBNaeDnnUh16AQrGFnmMnaB8cAWBoaMgPvU8J+6KY7J9is4NhzC+M+YUxvzDmJ0nSxnGzXGpiaZpSqVQASI6MPvJD712FYgvJC68BMDU1RZqmmzWimoh9UUz2T7HZwTDmF8b8wphfGPOTJGnjuFkuNbGxsTGyLKO1d4C2/oNPdG3bwCFa9/aTZRnj4+ObNKGaiX1RTPZPsdnBMOYXxvzCmF8Y85MkaeN4wKfUxCYnJwHWTrC/72CeRr1G7fpFVm5/R2Mpo1jqYFfPPrqeeZFiexcAhUKB9v2HWb45c+8+2tnsi2Kyf4rNDoYxvzDmF8b8wpifJEkbx81yqYnNz88DUCh1ArA0N8385U+pffsF+XL9gdff/vwjup59ifLzr9La20+xbe26arW6dUMrGvuimOyfYrODYcwvjPmFMb8w5idJ0sZxs1xqYt3d3QDkS4vUrn3J3NmTsLoCQGvvwNrTI6VO8qVFshtXWJ6bZuHqeRa+/ozeV96lcWcRgHK5HO09aOvYF8Vk/xSbHQxjfmHML4z5hTE/SZI2jpvlUhMbHh4GoHb9ItWvPgbWTrhPjozS1n9w3Z9Z7jl6nDsz35BeOkO9MsHcJ+/TsnvvuvtoZ7Mvisn+KTY7GMb8wphfGPMLY36SJG2cQp7neewhJP24NE3p6+sjyzIAdo+8TM+xEz95wn3eWOXWhVMsTJwDoKOjg9nZWZIk2ZKZFY99UUz2T7HZwTDmF8b8wphfGPOTJGnjFGMPIOnhkiRhcHAQWHs65FEfegEKxRZ6jp2gfXAEgKGhIT/0PiXsi2Kyf4rNDoYxvzDmF8b8wpifJEkbx81yqYmlaUqlUgEgOTL6yA+9dxWKLSQvvAbA1NQUaZpu1ohqIvZFMdk/xWYHw5hfGPMLY35hzE+SpI3jZrnUxMbGxsiyjNbeAdr6Dz7RtW0Dh2jd20+WZYyPj2/ShGom9kUx2T/FZgfDmF8Y8wtjfmHMT5KkjeMBn1ITm5ycBFg7wf6+g3ka9Rq16xdZuf0djaWMYqmDXT376HrmRYrtXQAUCgXa9x9m+ebMvftoZ7Mvisn+KTY7GMb8wphfGPMLY36SJG0cN8ulJjY/Pw9AodQJwNLcNPOXP6X27Rfky/UHXn/784/oevYlys+/SmtvP8W2teuq1erWDa1o7Itisn+KzQ6GMb8w5hfG/MKYnyRJG8fNcqmJdXd3A5AvLVK79iVzZ0/C6goArb0Da0+PlDrJlxbJblxheW6ahavnWfj6M3pfeZfGnUUAyuVytPegrWNfFJP9U2x2MIz5hTG/MOYXxvwkSdo4bpZLTWx4eBiA2vWLVL/6GFg74T45Mkpb/8F1f2a55+hx7sx8Q3rpDPXKBHOfvE/L7r3r7qOdzb4oJvun2OxgGPMLY35hzC+M+UmStHEKeZ7nsYeQ9OPSNKWvr48sywDYPfIyPcdO/OQJ93ljlVsXTrEwcQ6Ajo4OZmdnSZJkS2ZWPPZFMdk/xWYHw5hfGPMLY35hzE+SpI1TjD2ApIdLkoTBwUFg7emQR33oBSgUW+g5doL2wREAhoaG/ND7lLAvisn+KTY7GMb8wphfGPMLY36SJG0cN8ulJpamKZVKBYDkyOgjP/TeVSi2kLzwGgBTU1OkabpZI6qJ2BfFZP8Umx0MY35hzC+M+YUxP0mSNo6b5VITGxsbI8syWnsHaOs/+ETXtg0conVvP1mWMT4+vkkTqpnYF8Vk/xSbHQxjfmHML4z5hTE/SZI2jgd8Sk1scnISYO0E+/sO5mnUa9SuX2Tl9nc0ljKKpQ529eyj65kXKbZ3AVAoFGjff5jlmzP37qOdzb4oJvun2OxgGPMLY35hzC+M+UmStHHcLJea2Pz8PACFUicAS3PTzF/+lNq3X5Av1x94/e3PP6Lr2ZcoP/8qrb39FNvWrqtWq1s3tKKxL4rJ/ik2OxjG/MKYXxjzC2N+kiRtHDfLpSbW3d0NQL60SO3al8ydPQmrKwC09g6sPT1S6iRfWiS7cYXluWkWrp5n4evP6H3lXRp3FgEol8vR3oO2jn1RTPZPsdnBMOYXxvzCmF8Y85MkaeO4WS41seHhYQBq1y9S/epjYO2E++TIKG39B9f9meWeo8e5M/MN6aUz1CsTzH3yPi279667j3Y2+6KY7J9is4NhzC+M+YUxvzDmJ0nSxinkeZ7HHkLSj0vTlL6+PrIsA2D3yMv0HDvxkyfc541Vbl04xcLEOQA6OjqYnZ0lSZItmVnx2BfFZP8Umx0MY35hzC+M+YUxP0mSNk4x9gCSHi5JEgYHB4G1p0Me9aEXoFBsoefYCdoHRwAYGhryQ+9Twr4oJvun2OxgGPMLY35hzC+M+UmStHHcLJeaWJqmVCoVAJIjo4/80HtXodhC8sJrAExNTZGm6WaNqCZiXxST/VNsdjCM+YUxvzDmF8b8JEnaOG6WS01sbGyMLMto7R2grf/gE13bNnCI1r39ZFnG+Pj4Jk2oZmJfFJP9U2x2MIz5hTG/MOYXxvwkSdo4HvApNbHJyUmAtRPs7zuYp1GvUbt+kZXb39FYyiiWOtjVs4+uZ16k2N4FQKFQoH3/YZZvzty7j3Y2+6KY7J9is4NhzC+M+YUxvzDmJ0nSxnGzXGpi8/PzABRKnQAszU0zf/lTat9+Qb5cf+D1tz//iK5nX6L8/Ku09vZTbFu7rlqtbt3Qisa+KCb7p9jsYBjzC2N+YcwvjPlJkrRx3CyXmlh3dzcA+dIitWtfMnf2JKyuANDaO7D29Eipk3xpkezGFZbnplm4ep6Frz+j95V3adxZBKBcLkd7D9o69kUx2T/FZgfDmF8Y8wtjfmHMT5KkjeNmudTEhoeHAahdv0j1q4+BtRPukyOjtPUfXPdnlnuOHufOzDekl85Qr0ww98n7tOzeu+4+2tnsi2Kyf4rNDoYxvzDmF8b8wpifJEkbp5DneR57CEk/Lk1T+vr6yLIMgN0jL9Nz7MRPnnCfN1a5deEUCxPnAOjo6GB2dpYkSbZkZsVjXxST/VNsdjCM+YUxvzDmF8b8JEnaOMXYA0h6uCRJGBwcBNaeDnnUh16AQrGFnmMnaB8cAWBoaMgPvU8J+6KY7J9is4NhzC+M+YUxvzDmJ0nSxnGzXGpiaZpSqVQASI6MPvJD712FYgvJC68BMDU1RZqmmzWimoh9UUz2T7HZwTDmF8b8wphfGPOTJGnjuFkuNbGxsTGyLKO1d4C2/oNPdG3bwCFa9/aTZRnj4+ObNKGaiX1RTPZPsdnBMOYXxvzCmF8Y85MkaeN4wKfUxCYnJwHWTrC/72CeRr1G7fpFVm5/R2Mpo1jqYFfPPrqeeZFiexcAhUKB9v2HWb45c+8+2tnsi2Kyf4rNDoYxvzDmF8b8wpifJEkbx81yqYnNz88DUCh1ArA0N8385U+pffsF+XL9gdff/vwjup59ifLzr9La20+xbe26arW6dUMrGvuimOyfYrODYcwvjPmFMb8w5idJ0sZxs1xqYt3d3QDkS4vUrn3J3NmTsLoCQGvvwNrTI6VO8qVFshtXWJ6bZuHqeRa+/ozeV96lcWcRgHK5HO09aOvYF8Vk/xSbHQxjfmHML4z5hTE/SZI2jpvlUhMbHh4GoHb9ItWvPgbWTrhPjozS1n9w3Z9Z7jl6nDsz35BeOkO9MsHcJ+/TsnvvuvtoZ7Mvisn+KTY7GMb8wphfGPMLY36SJG2cQp7neewhJP24NE3p6+sjyzIAdo+8TM+xEz95wn3eWOXWhVMsTJwDoKOjg9nZWZIk2ZKZFY99UUz2T7HZwTDmF8b8wphfGPOTJGnjFGMPIOnhkiRhcHAQWHs65FEfegEKxRZ6jp2gfXAEgKGhIT/0PiXsi2Kyf4rNDoYxvzDmF8b8wpifJEkbx81yqYmlaUqlUgEgOTL6yA+9dxWKLSQvvAbA1NQUaZpu1ohqIvZFMdk/xWYHw5hfGPMLY35hzE+SpI3jZrnUxMbGxsiyjNbeAdr6Dz7RtW0Dh2jd20+WZYyPj2/ShGom9kUx2T/FZgfDmF8Y8wtjfmHMT5KkjeMBn1ITm5ycBFg7wf6+g3ka9Rq16xdZuf0djaWMYqmDXT376HrmRYrtXQAUCgXa9x9m+ebMvftoZ7Mvisn+KTY7GMb8wphfGPMLY36SJG0cN8ulJjY/Pw9AodQJwNLcNPOXP6X27Rfky/UHXn/784/oevYlys+/SmtvP8W2teuq1erWDa1o7Itisn+KzQ6GMb8w5hfG/MKYnyRJG8fNcqmJdXd3A5AvLVK79iVzZ0/C6goArb0Da0+PlDrJlxbJblxheW6ahavnWfj6M3pfeZfGnUUAyuVytPegrWNfFJP9U2x2MIz5hTG/MOYXxvwkSdo4bpZLTWx4eBiA2vWLVL/6GFg74T45Mkpb/8F1f2a55+hx7sx8Q3rpDPXKBHOfvE/L7r3r7qOdzb4oJvun2OxgGPMLY35hzC+M+UmStHEKeZ7nsYeQ9OPSNKWvr48sywDYPfIyPcdO/OQJ93ljlVsXTrEwcQ6Ajo4OZmdnSZJkS2ZWPPZFMdk/xWYHw5hfGPMLY35hzE+SpI1TjD2ApIdLkoTBwUFg7emQR33oBSgUW+g5doL2wREAhoaG/ND7lLAvisn+KTY7GMb8wphfGPMLY36SJG0cN8ulJpamKZVKBYDkyOgjP/TeVSi2kLzwGgBTU1OkabpZI6qJ2BfFZP8Umx0MY35hzC+M+YUxP0mSNo6/WS41sbGxMbIso7V3gLb+g/f+eaNeo3b9Iiu3v6OxlFEsdbCrZx9dz7xIsb0LgLaBQ7Tu7Se7OcP4+Dhvv/12rLehLWJfFJP9U2x2MIz5hTG/MA/L73GYn/2TJGkjuVkuNbHJyUmAtRPsCwWW5qaZv/wptW+/IF+uP/D6259/RNezL1F+/lVae/tp33+Y5Zsz9+6jnc2+KCb7p9jsYBjzC2N+YX6Y35MoFArmZ/8kSdowbpZLTWx+fh6AQqmT2rUvmTt7ElZXAGjtHVj7QFzqJF9aJLtxheW5aRaunmfh68/ofeVdim2dAFSr1WjvQVvHvigm+6fY7GAY8wtjfmHuz+/3YX72T5KkjeJmudTEuru7AVia/SvSf/JnwNqhPcmRUdr6D6578mbP0ePcmfmG9NIZ6pUJ5j55n/b9zwNQLpe3fnhtOfuimOyfYrODYcwvjPmFuZtfvrT4e13fuLN23dOen/2TJCmcm+VSExseHgYg+5f/DIDdIy8/9HT7QqFA+8Ah2v7wb3HrwikWJs5Rv3F53X20s9kXxWT/FJsdDGN+YcwvzL38blxhz9HjT/RTLHmeU79xZd19njb2T5KkjVPI8zyPPYSkH5emKb29vaysrNA+OMLfHP3FY51unzdW+f7ML6hXJti1axdzc3MkSbIFEysm+6KY7J9is4NhzC+M+YVJ05R9+/ZRq9X4gz/+Je0Dhx772vpvf8Nf//pP6erq4ne/+91Tm5/9kyRpYxRjDyDp8SRHRh/rQy9AodhC8sJrmzyRmpl9UUz2T7HZwTDmF8b8nlySJLz55psApJfOkDdWH+u6vLFK+pd/DsBbb73lRi/2T5KkUG6WS01sbGyMlZUVWnsHaOs/+ETXtg0conVvPysrK4yPj2/ShGom9kUx2T/FZgfDmF8Y8wv385//nFKpRL0ywa0Lpx65YZ43Vrn1Fx9Sr0xQKpV45513tmjS5mP/JEnaOP5mudTEJicnAdZOsL/vtxsb9Rq16xdZuf0djaWMYqmDXT376HrmRYrtXcC/+T3C/YdZvjlz7z7a2eyLYrJ/is0OhjG/MOYX7sCBA/zqV7/ijTfeYGHiHCu3/xXJC6/RNnBoXaZ5nnNn+mvSv/xz6pUJAE6fPs2BAwdijR6d/ZMkaeO4WS41sfn5eQAKpU4Aluammb/8KbVvvyBfrj/w+tuff0TXsy9Rfv5VWnv7KbatXVetVrduaEVjXxST/VNsdjCM+YUxv43x+uuvA/Czn/2MemWCemWC1r39tO8/TLGtk8adReo3rrB8cwaAUqnE6dOnGR0djTl2dPZPkqSN42a51MS6u7sByJcWqV37krmzJ2F1BYDW3oG1p0dKneRLi2Q3rrA8N83C1fMsfP0Zva+8S+POIgDlcjnae9DWsS+Kyf4pNjsYxvzCmN/Gef3113nuuef44IMPOH36NLWbM/c2x+/q6urirbfe4p133nmqnyi/y/5JkrRx3CyXmtjw8DAAtesXqX71MQDtgyMkR0Zp6z+47s8s9xw9zp2Zb0gvnaFemWDuk/dp2b133X20s9kXxWT/FJsdDGN+YcxvYx04cIAPP/yQ9957j/HxcSYnJ6lWq5TLZYaHh3njjTfc2L2P/ZMkaeMU8jzPYw8h6celaUpfXx9ZlgGwe+Rleo6d+MkT7vPGKrcunGJh4hwAHR0dzM7OkiTJlsyseOyLYrJ/is0OhjG/MOanmOyfJEkbpxh7AEkPlyQJg4ODwNrTIY/60AtQKLbQc+wE7YMjAAwNDfmh9ylhXxST/VNsdjCM+YUxP8Vk/yRJ2jhulktNLE1TKpUKAMmR0Ud+6L2rUGwheeE1AKampkjTdLNGVBOxL4rJ/ik2OxjG/MKYn2Kyf5IkbRw3y6UmNjY2RpZltPYO0NZ/8ImubRs4ROvefrIsY3x8fJMmVDOxL4rJ/ik2OxjG/MKYn2Kyf5IkbRwP+JSa2OTkJMDaCfb3HczTqNeoXb/Iyu3vaCxlFEsd7OrZR9czL1Js7wKgUCjQvv8wyzdn7t1HO5t9UUz2T7HZwTDmF8b8FJP9kyRp47hZLjWx+fl5AAqlTgCW5qaZv/wptW+/IF+uP/D6259/RNezL1F+/lVae/sptq1dV61Wt25oRWNfFJP9U2x2MIz5hTE/xWT/JEnaOG6WS02su7sbgHxpkdq1L5k7exJWVwBo7R1Ye3qk1Em+tEh24wrLc9MsXD3Pwtef0fvKuzTuLAJQLpejvQdtHfuimOyfYrODYcwvjPkpJvsnSdLGcbNcamLDw8MA1K5fpPrVx8DaCffJkVHa+g+u+zPLPUePc2fmG9JLZ6hXJpj75H1adu9ddx/tbPZFMdk/xWYHw5hfGPNTTPZPkqSNU8jzPI89hKQfl6YpfX19ZFkGwO6Rl+k5duInT7jPG6vcunCKhYlzAHR0dDA7O0uSJFsys+KxL4rJ/ik2OxjG/MKYn2Kyf5IkbZxi7AEkPVySJAwODgJrT4c86kMvQKHYQs+xE7QPjgAwNDTkh96nhH1RTPZPsdnBMOYXxvwUk/2TJGnjuFkuNbE0TalUKgAkR0Yf+aH3rkKxheSF1wCYmpoiTdPNGlFNxL4oJvun2OxgGPMLY36Kyf5JkrRx3CyXmtjY2BhZltHaO0Bb/8EnurZt4BCte/vJsozx8fFNmlDNxL4oJvun2OxgGPMLY36Kyf5JkrRxPOBTamKTk5MAayfY33cwT6Neo3b9Iiu3v6OxlFEsdbCrZx9dz7xIsb0LgEKhQPv+wyzfnLl3H+1s9kUx2T/FZgfDmF8Y81NM9k+SpI3jZrnUxObn5wEolDoBWJqbZv7yp9S+/YJ8uf7A629//hFdz75E+flXae3tp9i2dl21Wt26oRWNfVFM9k+x2cEw5hfG/BST/ZMkaeO4WS41se7ubgDypUVq175k7uxJWF0BoLV3YO3pkVIn+dIi2Y0rLM9Ns3D1PAtff0bvK+/SuLMIQLlcjvYetHXsi2Kyf4rNDoYxvzDmp5jsnyRJG8fNcqmJDQ8PA1C7fpHqVx8DayfcJ0dGaes/uO7PLPccPc6dmW9IL52hXplg7pP3adm9d919tLPZF8Vk/xSbHQxjfmHMTzHZP0mSNk4hz/M89hCSflyapvT19ZFlGQC7R16m59iJnzzhPm+scuvCKRYmzgHQ0dHB7OwsSZJsycyKx74oJvun2OxgGPMLY36Kyf5JkrRxirEHkPRwSZIwODgIrD0d8qgPvQCFYgs9x07QPjgCwNDQkB96nxL2RTHZP8VmB8OYXxjzU0z2T5KkjeNmudTE0jSlUqkAkBwZfeSH3rsKxRaSF14DYGpqijRNN2tENRH7opjsn2Kzg2HML4z5KSb7J0nSxnGzXGpiY2NjZFlGa+8Abf0Hn+jatoFDtO7tJ8syxsfHN2lCNRP7opjsn2Kzg2HML4z5KSb7J0nSxvGAT6mJTU5OAqydYH/fwTyNeo3a9Yus3P6OxlJGsdTBrp59dD3zIsX2LgAKhQLt+w+zfHPm3n20s9kXxWT/FJsdDGN+YcxPMdk/SZI2jpvlUhObn58HoFDqBGBpbpr5y59S+/YL8uX6A6+//flHdD37EuXnX6W1t59i29p11Wp164ZWNPZFMdk/xWYHw5hfGPNTTPZPkqSN42a51MS6u7sByJcWqV37krmzJ2F1BYDW3oG1p0dKneRLi2Q3rrA8N83C1fMsfP0Zva+8S+POIgDlcjnae9DWsS+Kyf4pNjsYxvzCmJ9isn+SJG0cN8ulJjY8PAxA7fpFql99DKydcJ8cGaWt/+C6P7Pcc/Q4d2a+Ib10hnplgrlP3qdl995199HOZl8Uk/1TbHYwjPmFMT/FZP8kSdo4hTzP89hDSPpxaZrS19dHlmUA7B55mZ5jJ37yhPu8scqtC6dYmDgHQEdHB7OzsyRJsiUzKx77opjsn2Kzg2HML4z5KSb7J0nSxinGHkDSwyVJwuDgILD2dMijPvQCFIot9Bw7QfvgCABDQ0N+6H1K2BfFZP8Umx0MY35hzE8x2T9JkjaOm+VSE0vTlEqlAkByZPSRH3rvKhRbSF54DYCpqSnSNN2sEdVE7Itisn+KzQ6GMb8w5qeY7J8kSRvHzXKpiY2NjZFlGa29A7T1H3yia9sGDtG6t58syxgfH9+kCdVM7Itisn+KzQ6GMb8w5qeY7J8kSRvHAz6lJjY5OQmwdoL9fQfzNOo1atcvsnL7OxpLGcVSB7t69tH1zIsU27sAKBQKtO8/zPLNmXv30c5mXxST/VNsdjCM+YUxP8Vk/yRJ2jhulktNbH5+HoBCqROApblp5i9/Su3bL8iX6w+8/vbnH9H17EuUn3+V1t5+im1r11Wr1a0bWtHYF8Vk/xSbHQxjfmHMTzHZP0mSNo6b5VIT6+7uBiBfWqR27Uvmzp6E1RUAWnsH1p4eKXWSLy2S3bjC8tw0C1fPs/D1Z/S+8i6NO4sAlMvlaO9BW8e+KCb7p9jsYBjzC2N+isn+SZK0cdwsl5rY8PAwALXrF6l+9TGwdsJ9cmSUtv6D6/7Mcs/R49yZ+Yb00hnqlQnmPnmflt17191HO5t9UUz2T7HZwTDmF8b8FJP9kyRp4xTyPM9jDyHpx6VpSl9fH1mWAbB75GV6jp34yRPu88Yqty6cYmHiHAAdHR3Mzs6SJMmWzKx47Itisn+KzQ6GMb8w5qeY7J8kSRunGHsASQ+XJAmDg4PA2tMhj/rQC1AottBz7ATtgyMADA0N+aH3KWFfFJP9U2x2MIz5hTE/xWT/JEnaOG6WS00sTVMqlQoAyZHRR37ovatQbCF54TUApqamSNN0s0ZUE7Evisn+KTY7GMb8wpifYrJ/kiRtHDfLpSY2NjZGlmW09g7Q1n/wia5tGzhE695+sixjfHx8kyZUM7Evisn+KTY7GMb8wpifYrJ/kiRtHA/41I6QpiljY2NMTk4yPz9Pd3c3/+6/++/y+uuvb9s/J8zznH/+z/85wNoJ9vcdzPM4CoUC7fsPs3xzhn/xL/7FZoy4ZXbi+m6GyclJ4MG+NOo1atcvsnL7OxpLGcVSB7t69tH1zIsU27uA9X25ex/pSdg/xWYHw5hfGPNTTPZPkqSN42a5trVr167xwQcf8H/+n/8ntVrtgf/7u+++y5tvvsnPf/5zDhw48Fj3/Nf/+l/z3/w3/w3T09P843/8j+no6Njose/JsoxKpcKNGze4ceMGU1NT6/5zYWEBgEKp8/e6f7Ft7bqTJ0/yf//f/zf79+9naGho3X/u37+fnp6eJ96MfxL/4B/8A86ePcv777/Pv//v//uPfd1mrO9ONj8/D/z/fVmam2b+8qfUvv2CfLn+wOtvf/4RXc++RPn5V2nt7b/Xl2q1unVDa8ewf4rNDoYxvzDmp5jsnyRJG8fNcm1bY2Nj/L2/9/dYWloCoLV3YO1pilIn+dIi2Y0r1Oam+Yf/8B/yj/7RP+JXv/oVr7/++k/e8+OPP+a//C//S/71v/7XAPzlX/4l/+F/+B/+3jM2Gg2+++67h26Gz87OPtZ98qXF3++//87adXme35vhx3R3d9/bOP/hZvrg4CDt7e2/13//XR988AHff/89/8F/8B/wJ3/yJ/wP/8P/8Mj/J8RmrO9O193dDaz1pXbtS+bOnoTVFeDH81uem2bh6nkWvv6M3lfevdeXcrkc7T1o+7J/is0OhjG/MOanmOyfJEkbx81ybUvj4+P83b/7d4G1E9+TI6O09R9c93T0nqPHuTPzDemlM9QrE7zxxhsAP7qheuvWLd555x3+7M/+bN0/n5qaeuQsaZo+dDO8Uqnc2+x9mPs3qn/4xPeFCxf4r/6r/4rsxhX2HD3+RE9/53lO/cYVAN577z1eeOGFB+a7u2E/Pz/PP//n//zez7780L/9b//bD8x293/u6+ujWHz48QcLCwt8//3392b6n//n/5l//I//Mf/7//6/80d/9Ec/es1Gr+/TYnh4GIDa9YtUv/oYePz85j55n5bde9fdR3oS9k+x2cEw5hfG/BST/ZMkaeMU8jzPYw8hPYlr164xMjLC0tISu0depufYiZ888T1vrHLrwikWJs5RKpW4evXqup/sOHv2LP/Ff/Ff/OhT3v/df/ff8d//9/8909PTD2wy3/2fb9++/ZPz7tq1i4GBgR/dDB8aGvrJn0BJ05R9+/ZRq9X4gz/+Je0Dhx4zJaj/9jf89a//lK6uLn73u9899Le97/4UzI+9t/t/CuZh2traGBwcfOhm+vT0NIcOPTh3sVjkv/1v/1v+/t//+7S1td375xu9vk+TNE3p6+sjyzKAJ84PoKOjg9nZWX8LXk/M/ik2OxjG/MKYn2Kyf5IkbRyfLNe288EHH7C0tET74MgjPwQCFIot9Bw7wcrtf0W9MsEHH3zAhx9+SJqm/Mmf/An/6B/9o4dee/LkSX75y1/SaDR+8r/j3/q3/i2Ghob4d/6df+eBnzH5wz/8Q3bt+v3+VUuShDfffJN/+A//IemlM7T94d965PuFtQ+/6V/+OQBvvfXWT37o7ejo4MCBAz+6wZznOTdv3nxgA/3u/z49Pc2dO3f4F//iXzz0ENHdu3f/6D9vNBr88pe/5P/9f/9f/o//4/9gZGQE2Lj1fRolScLg4CDXr1//vfMbGhryS5J+L/ZPsdnBMOYXxvwUk/2TJGnj+GS5tpWNetL6f/vf/jf+s//sP7v39MWjdHR0/OjveQ8NDTE0NPTQDeGNcP36df723/7bT/ak9V98yMLV85v+pPXKygozMzM/+hM0U1NT9377/VEKhQJvvvkm/+v/+r9u+pP0O9n9TxX9vvn5VJF+X/ZPsdnBMOYXxvwUk/2TJGnjPPyHhqUmNDY2Rq1Wo7V3gLb+g090bdvAIVr39lOr1fj7f//vP9ZG+d/4G3+D2dlZarUa33zzDf/P//P/8L/8L/8L//V//V/zn/6n/ymHDh3a1I1ygAMHDvCrX/0KgIWJc3x/5hfUf/sbfvj/58rznPpvf8P3Z37BwtXzAJw+fXpTf5Jk165dDA0N8Xf+zt/hP//P/3P+x//xf+TXv/41//Sf/lO+//57qtUqf/zHf/zI++R5ztjY2Iat7/j4+O/7lra1sbExsiwLyi/Lsqc2P4Wxf4rNDoYxvzDmp5jsnyRJG8efYdG2Mjk5CbB2ovt9v/PdqNeoXb/Iyu3vaCxlFEsd7OrZR9czL1Js7wLWnl5u33+Y5Zsz/J2/83f423/7b/NP/+k/ZXp6+qH/fbdv32b37t1PdLDmZrh7aOXPfvYz6pUJ6pUJWvf2077/MMW2Thp3FqnfuMLyzRkASqUSp0+fZnR0NObYdHd3Mz8//8jXHD58mD/5kz/h4sWLQPj63u3J02aj/v14WvNTGPun2OxgGPMLY36Kyf5JkrRx3CzXtnJ347VQ6gRgaW6a+cufUvv2C/Ll+gOvv/35R3Q9+xLl51+ltbefYtvadY1GgzNnzpDnOV9//TVjY2P8+te/plKpPHCPqampHz2gcqu9/vrrPPfcc3zwwQecPn2a2s2Ze5vjd3V1dfHWW2/xzjvvNM0hlzdu3Hjgn3V1dfHqq6/yd//u3+U/+o/+I0qlErB22CqEr2+1Wt2st9PUNurfj6c1P4Wxf4rNDoYxvzDmp5jsnyRJG8fNcm0r3d3dAORLi9Sufcnc2ZOwugJAa+/A2tMUpU7ypUWyG1dYnptm4ep5Fr7+jN5X3qVxZxGAcrkMrD1J8dxzz/Hcc8/xD/7BP+Crr77i17/+NePj4/yrf/WvAFhcXIzwTn/cgQMH+PDDD3nvvfcYHx9ncnKSarVKuVxmeHiYN9544957axZ38yuVSvwn/8l/whtvvMErr7xCZ2fnA6/d6PV92pifYrJ/is0OhjG/MOanmOyfJEkbx81ybSvDw8MA1K5fpPrVxwC0D46QHBmlrf/guj873HP0OHdmviG9dIZ6ZYK5T96nZffedfe5X6FQ4I/+6I/4oz/6I/6n/+l/4uLFi9y6dYt/79/797bgnT2ZJEl4++23Y4/xWP6v/+v/4q/+6q/4j//j//iRBwZt5vo+DcxPMdk/xWYHw5hfGPNTTPZPkqSNU8h/eEqg1MTuP+kdYPfIy/QcO0Gh2PLQa/LGKrcunGJh4hyAJ703Mdc3jPkpJvun2OxgGPMLY36Kyf5JkrRxirEHkJ5EkiQMDg4Ca09LPOpDIECh2ELPsRO0D44AMDQ05IfAJuX6hjE/xWT/FJsdDGN+YcxPMdk/SZI2jpvl2lbSNL13CGdyZPSRHwLvKhRbSF54DVg7sDNN080aUQFc3zDmp5jsn2Kzg2HML4z5KSb7J0nSxvE3y7WtjI2NkWUZrb0DtPUfvPfPG/UatesXWbn9HY2ljGKpg109++h65kWK7V0AtA0conVvP9nNGcbHx7fNb34/TVzfMOanmOyfYrODYcwvjPkpJvsnSdLGcbNc28rk5CTA2onuhQJLc9PMX/6U2rdfkC/XH3j97c8/ouvZlyg//yqtvf207z/M8s2Ze/dRc3F9w5ifYrJ/is0OhjG/MOanmOyfJEkbx81ybSvz8/MAFEqd1K59ydzZk7C6AkBr78DaB8RSJ/nSItmNKyzPTbNw9TwLX39G7yvvUmzrBKBarUZ7D3o41zeM+Skm+6fY7GAY8wtjforJ/kmStHHcLNe20t3dDcDS7F+R/pM/A9YOsUmOjNLWf5BCoXDvtXuOHufOzDekl85Qr0ww98n7tO9/HoByubz1w+uRXN8w5qeY7J9is4NhzC+M+Skm+ydJ0sZxs1zbyvDwMADZv/xnAOweefmhp70XCgXaBw7R9od/i1sXTrEwcY76jcvr7qPm4vqGMT/FZP8Umx0MY35hzE8x2T9JkjZOIc/zPPYQ0uNK05Te3l5WVlZoHxzhb47+4rFOe88bq3x/5hfUKxPs2rWLubk5kiTZgon1JFzfMOanmOyfYrODYcwvjPkpJvsnSdLGKcYeQPp9JUdGH+tDIECh2ELywmubPJE2kusbxvwUk/1TbHYwjPmFMT/FZP8kSQrjZrm2lbGxMVZWVmjtHaCt/+ATXds2cIjWvf2srKwwPj6+SRMqhOsbxvwUk/1TbHYwjPmFMT/FZP8kSdo4/ma5tpXJyUmAtRPd7zuoplGvUbt+kZXb39FYyiiWOtjVs4+uZ16k2N4F/Jvf59t/mOWbM/fuo+bi+oYxP8Vk/xSbHQxjfmHMTzHZP0mSNo6b5dpW5ufnASiUOgFYmptm/vKn1L79gny5/sDrb3/+EV3PvkT5+Vdp7e2n2LZ2XbVa3bqh9dhc3zDmp5jsn2Kzg2HML4z5KSb7J0nSxnGzXNtKd3c3APnSIrVrXzJ39iSsrgDQ2juw9jRFqZN8aZHsxhWW56ZZuHqeha8/o/eVd2ncWQSgXC5Hew96ONc3jPkpJvun2OxgGPMLY36Kyf5JkrRx3CzXtjI8PAxA7fpFql99DED74AjJkVHa+g+u+7PDPUePc2fmG9JLZ6hXJpj75H1adu9ddx81F9c3jPkpJvun2OxgGPMLY36Kyf5JkrRxCnme57GHkB5Xmqb09fWRZRkAu0depufYiZ888T1vrHLrwikWJs4B0NHRwezsLEmSbMnMenyubxjzU0z2T7HZwTDmF8b8FJP9kyRp4xRjDyA9iSRJGBwcBNaelnjUh0CAQrGFnmMnaB8cAWBoaMgPgU3K9Q1jforJ/ik2OxjG/MKYn2Kyf5IkbRw3y7WtpGlKpVIBIDky+sgPgXcVii0kL7wGwNTUFGmabtaICuD6hjE/xWT/FJsdDGN+YcxPMdk/SZI2jpvl2lbGxsbIsozW3gHa+g8+0bVtA4do3dtPlmWMj49v0oQK4fqGMT/FZP8Umx0MY35hzE8x2T9JkjaOB3xqW5mcnARYO9H9voNqGvUatesXWbn9HY2ljGKpg109++h65kWK7V0AFAoF2vcfZvnmzL37qLm4vmHMTzHZP8VmB8OYXxjzU0wP69/jsH+SJK3nZrm2lfn5eQAKpU4Aluammb/8KbVvvyBfrj/w+tuff0TXsy9Rfv5VWnv7KbatXVetVrduaD021zeM+Skm+6fY7GAY8wtjforph/17UvZPkqT/n5vl2la6u7sByJcWqV37krmzJ2F1BYDW3oG1pylKneRLi2Q3rrA8N83C1fMsfP0Zva+8S+POIgDlcjnae9DDub5hzE8x2T/FZgfDmF8Y81NM9/fv92H/JEn6/7lZrm1leHgYgNr1i1S/+hhYO/E9OTJKW//BdX92uOfoce7MfEN66Qz1ygRzn7xPy+696+6j5uL6hjE/xWT/FJsdDGN+YcxPMd3tTXbjCnuOHn+in2LJ85z6jSvr7iNJ0tOskOd5HnsI6XGlaUpfXx9ZlgGwe+Rleo6d+MkT3/PGKrcunGJh4hwAHR0dzM7OkiTJlsysx+f6hjE/xWT/FJsdDGN+YcxPMaVpyr59+6jVavzBH/+S9oFDj31t/be/4a9//ad0dXXxu9/9zv5Jkp56xdgDSE8iSRIGBweBtad1HvUlBKBQbKHn2AnaB0cAGBoa8kNgk3J9w5ifYrJ/is0OhjG/MOanmJIk4c033wQgvXSGvLH6WNfljVXSv/xzAN566y37J0kSbpZrm0nTlEqlAkByZPSRX0LuKhRbSF54DYCpqSnSNN2sERXA9Q1jforJ/ik2OxjG/MKYn2L7+c9/TqlUol6Z4NaFU4/cMM8bq9z6iw+pVyYolUq88847WzSpJEnNzc1ybStjY2NkWUZr7wBt/Qef6Nq2gUO07u0nyzLGx8c3aUKFcH3DmJ9isn+KzQ6GMb8w5qfYDhw4wK9+9SsAFibO8f2ZX1D/7W/44a+u5nlO/be/4fszv2Dh6nkATp8+zYEDB7Z8ZkmSmpEHfGpbmZycBKBj/+F1B9c06jVq1y+ycvs7GksZxVIHu3r20fXMixTbuwAoFAq07z/M8s2Ze/dRc3F9w5ifYrJ/is0OhjG/MOanZvD6668D8LOf/Yx6ZYJ6ZYLWvf207z9Msa2Txp1F6jeusHxzBoBSqcTp06cZHR2NObYkSU3FzXJtK/Pz8wAUSp0ALM1NM3/5U2rffkG+XH/g9bc//4iuZ1+i/PyrtPb2U2xbu65arW7d0Hpsrm8Y81NM9k+x2cEw5hfG/NQsXn/9dZ577jk++OADTp8+Te3mzL3N8bu6urp46623eOedd3yiXJKkH3CzXNtKd3c3APnSIrVrXzJ39iSsrgDQ2juw9jRPqZN8aZHsxhWW56ZZuHqeha8/o/eVd2ncWQSgXC5Hew96ONc3jPkpJvun2OxgGPMLY35qJgcOHODDDz/kvffeY3x8nMnJSarVKuVymeHhYd544w27JknSQ7hZrm1leHgYgNr1i1S/+hiA9sERkiOjtPUfXPdnr3uOHufOzDekl85Qr0ww98n7tOzeu+4+ai6ubxjzU0z2T7HZwTDmF8b81IySJOHtt9+OPYYkSdtKIf/hiR9SE0vTlL6+PrIsA2D3yMv0HDtBodjy0Gvyxiq3LpxiYeIcAB0dHczOzpIkyZbMrMfn+oYxP8Vk/xSbHQxjfmHMT5IkaWcoxh5AehJJkjA4OAisPa3zqC8hAIViCz3HTtA+OALA0NCQX0KalOsbxvwUk/1TbHYwjPmFMT9JkqSdwc1ybStpmlKpVABIjow+8kvIXYViC8kLrwEwNTVFmqabNaICuL5hzE8x2T/FZgfDmF8Y85MkSdoZ3CzXtjI2NkaWZbT2DtDWf/CJrm0bOETr3n6yLGN8fHyTJlQI1zeM+Skm+6fY7GAY8wtjfpIkSTuDB3xqW5mcnASgY//hdQclNeo1atcvsnL7OxpLGcVSB7t69tH1zIsU27sAKBQKtO8/zPLNmXv3UXNxfcOYn2Kyf4rNDoYxvzDmJ0mStDO4Wa5tZX5+HoBCqROApblp5i9/Su3bL8iX6w+8/vbnH9H17EuUn3+V1t5+im1r11Wr1a0bWo/N9Q1jforJ/ik2OxjG/MKYnyRJ0s7gZrm2le7ubgDypUVq175k7uxJWF0BoLV3YO1pnlIn+dIi2Y0rLM9Ns3D1PAtff0bvK+/SuLMIQLlcjvYe9HCubxjzU0z2T7HZwTDmF8b8JEmSdgY3y7WtDA8PA1C7fpHqVx8D0D44QnJklLb+g+v+7HXP0ePcmfmG9NIZ6pUJ5j55n5bde9fdR83F9Q1jforJ/ik2OxjG/MKYnyRJ0s5QyPM8jz2E9LjSNKWvr48sywDYPfIyPcdOUCi2PPSavLHKrQunWJg4B0BHRwezs7MkSbIlM+vxub5hzE8x2T/FZgfDmF8Y85MkSdoZirEHkJ5EkiQMDg4Ca0/rPOpLCECh2ELPsRO0D44AMDQ05JeQJuX6hjE/xWT/FJsdDGN+YcxPkiRpZ3CzXNtKmqZUKhUAkiOjj/wScleh2ELywmsATE1NkabpZo2oAK5vGPNTTPZPsdnBMOYXxvwkSZJ2BjfLta2MjY2RZRmtvQO09R98omvbBg7RurefLMsYHx/fpAkVwvUNY36Kyf4pNjsYxvzCmJ8kSdLO4AGf2lYmJycB6Nh/eN1BSY16jdr1i6zc/o7GUkax1MGunn10PfMixfYuAAqFAu37D7N8c+befdRcXN8w5qeY7J9is4NhzC+M+UmSJO0MbpZrW5mfnwegUOoEYGlumvnLn1L79gvy5foDr7/9+Ud0PfsS5edfpbW3n2Lb2nXVanXrhtZjc33DmJ9isn+KzQ6GMb8w5idJkrQzuFmubaW7uxuAfGmR2rUvmTt7ElZXAGjtHVh7mqfUSb60SHbjCstz0yxcPc/C15/R+8q7NO4sAlAul6O9Bz2c6xvG/BST/VNsdjCM+YUxP0mSpJ3BzXJtK8PDwwDUrl+k+tXHALQPjpAcGaWt/+C6P3vdc/Q4d2a+Ib10hnplgrlP3qdl995191FzcX3DmJ9isn+KzQ6GMb8w5idJkrQzFPI8z2MPIT2uNE3p6+sjyzIAdo+8TM+xExSKLQ+9Jm+scuvCKRYmzgHQ0dHB7OwsSZJsycx6fK5vGPNTTPZPsdnBMOYXxvwkSZJ2hmLsAaQnkSQJg4ODwNrTOo/6EgJQKLbQc+wE7YMjAAwNDfklpEm5vmHMTzHZP8VmB8OYXxjzkyRJ2hncLNe2kqYplUoFgOTI6CO/hNxVKLaQvPAaAFNTU6RpulkjKoDrG8b8FJP9U2x2MIz5hTE/SZKkncHNcm0rY2NjZFlGa+8Abf0Hn+jatoFDtO7tJ8syxsfHN2lChXB9w5ifYrJ/is0OhjG/MOYnSZK0M3jAp7aVyclJADr2H153UFKjXqN2/SIrt7+jsZRRLHWwq2cfXc+8SLG9C4BCoUD7/sMs35y5dx81F9c3jPkpJvun2OxgGPMLY36SJEk7g5vl2lbm5+cBKJQ6AViam2b+8qfUvv2CfLn+wOtvf/4RXc++RPn5V2nt7afYtnZdtVrduqH12FzfMOanmOyfYrODYcwvjPlJkiTtDG6Wa1vp7u4GIF9apHbtS+bOnoTVFQBaewfWnuYpdZIvLZLduMLy3DQLV8+z8PVn9L7yLo07iwCUy+Vo70EP5/qGMT/FZP8Umx0MY35hzE+SJGlncLNc28rw8DAAtesXqX71MQDtgyMkR0Zp6z+47s9e9xw9zp2Zb0gvnaFemWDuk/dp2b133X3UXFzfMOanmOyfYrODYcwvjPlJkiTtDIU8z/PYQ0iPK01T+vr6yLIMgN0jL9Nz7ASFYstDr8kbq9y6cIqFiXMAdHR0MDs7S5IkWzKzHp/rG8b8FJP9U2x2MIz5hTE/SZKknaEYewDpSSRJwuDgILD2tM6jvoQAFIot9Bw7QfvgCABDQ0N+CWlSrm8Y81NM9k+x2cEw5hfG/CRJknYGN8u1raRpSqVSASA5MvrILyF3FYotJC+8BsDU1BRpmm7WiArg+oYxP8Vk/xSbHQxjfmHMT5IkaWdws1zbytjYGFmW0do7QFv/wSe6tm3gEK17+8myjPHx8U2aUCFc3zDmp5jsn2Kzg2HML4z5SZIk7Qwe8KltZXJyEoCO/YfXHZTUqNeoXb/Iyu3vaCxlFEsd7OrZR9czL1Js7wKgUCjQvv8wyzdn7t1HzcX1DWN+isn+KTY7GMb8wpifJEnSzuBmubaV+fl5AAqlTgCW5qaZv/wptW+/IF+uP/D6259/RNezL1F+/lVae/sptq1dV61Wt25oPTbXN4z5KSb7p9jsYBjzC2N+kiRJO4Ob5dpWuru7AciXFqld+5K5sydhdQWA1t6Btad5Sp3kS4tkN66wPDfNwtXzLHz9Gb2vvEvjziIA5XI52nvQw7m+YcxPMdk/xWYHw5hfGPOTJEnaGdws17YyPDwMQO36RapffQxA++AIyZFR2voPrvuz1z1Hj3Nn5hvSS2eoVyaY++R9WnbvXXcfNRfXN4z5KSb7p9jsYBjzC2N+kiRJO0Mhz/M89hDS40rTlL6+PrIsA2D3yMv0HDtBodjy0Gvyxiq3LpxiYeIcAB0dHczOzpIkyZbMrMfn+oYxP8Vk/xSbHQxjfmHMT5IkaWcoxh5AehJJkjA4OAisPa3zqC8hAIViCz3HTtA+OALA0NCQX0KalOsbxvwUk/1TbHYwjPmFMT9JkqSdwc1ybStpmlKpVABIjow+8kvIXYViC8kLrwEwNTVFmqabNaICuL5hzE8x2T/FZgfDmF8Y85MkSdoZ3CzXtjI2NkaWZbT2DtDWf/CJrm0bOETr3n6yLGN8fHyTJlQI1zeM+Skm+6fY7GAY8wtjfpIkSTuDB3xqW5mcnASgY//hdQclNeo1atcvsnL7OxpLGcVSB7t69tH1zIsU27sAKBQKtO8/zPLNmXv3UXNxfcOYn2Kyf4rNDoYxvzDmJ0mStDO4Wa5tZX5+HoBCqROApblp5i9/Su3bL8iX6w+8/vbnH9H17EuUn3+V1t5+im1r11Wr1a0bWo/N9Q1jforJ/ik2OxjG/MKYnyRJ0s7gZrm2le7ubgDypUVq175k7uxJWF0BoLV3YO1pnlIn+dIi2Y0rLM9Ns3D1PAtff0bvK+/SuLMIQLlcjvYe9HCubxjzU0z2T7HZwTDmF8b8JEmSdgY3y7WtDA8PA1C7fpHqVx8D0D44QnJklLb+g+v+7HXP0ePcmfmG9NIZ6pUJ5j55n5bde9fdR83F9Q1jforJ/ik2OxjG/MKYnyRJ0s5QyPM8jz2E9LjSNKWvr48sywDYPfIyPcdOUCi2PPSavLHKrQunWJg4B0BHRwezs7MkSbIlM+vxub5hzE8x2T/FZgfDmF8Y85MkSdoZirEHkJ5EkiQMDg4Ca0/rPOpLCECh2ELPsRO0D44AMDQ05JeQJuX6hjE/xWT/FJsdDGN+YcxPkiRpZ3CzXNtKmqZUKhUAkiOjj/wScleh2ELywmsATE1NkabpZo2oAK5vGPNTTPZPsdnBMOYXxvwkSZJ2Bn+zXNvK2NgYWZbR2jtAW//Be/+8Ua9Ru36Rldvf0VjKKJY62NWzj65nXqTY3gVA28AhWvf2k92cYXx8nLfffjvW29BDuL5hzE8x2T/FZgfDmF8Y85MkSdoZ3CzXtjI5OQlAx/7DFAoFluammb/8KbVvvyBfrj/w+tuff0TXsy9Rfv5VWnv7ad9/mOWbM/fuo+bi+oYxP8Vk/xSbHQxjfmHMT5IkaWdws1zbyvz8PACFUie1a18yd/YkrK4A0No7sPYFpdRJvrRIduMKy3PTLFw9z8LXn9H7yrsU2zoBqFar0d6DHs71DWN+isn+KTY7GMb8wpifJEnSzuBmubaV7u5uAJZm/4r0n/wZsHaIUnJklLb+gxQKhXuv3XP0OHdmviG9dIZ6ZYK5T96nff/zAJTL5a0fXo/k+oYxP8Vk/xSbHQxjfmHMT5IkaWdws1zbyvDwMADZv/xnAOweeZmeYyd+9BClQqFA+8Ah2v7wb3HrwikWJs5Rv3F53X3UXFzfMOanmOyfYrODYcwvjPlJkiTtDIU8z/PYQ0iPK01Tent7WVlZoX1whL85+osf/RLyQ3ljle/P/IJ6ZYJdu3YxNzdHkiRbMLGehOsbxvwUk/1TbHYwjPmFMT9JkqSdoRh7AOn3lRwZfawvIQCFYgvJC69t8kTaSK5vGPNTTPZPsdnBMOYXxvwkSZK2LzfLta2MjY2xsrJCa+8Abf0Hn+jatoFDtO7tZ2VlhfHx8U2aUCFc3zDmp5jsn2Kzg2HML4z5SZIk7Qz+Zrm2lcnJSQA69h9ed1BSo16jdv0iK7e/o7GUUSx1sKtnH13PvEixvQv4N78Puf8wyzdn7t1HzcX1DWN+isn+KTY7GMb8wjwsv8dhfpIkSc3DzXJtK/Pz8wAUSp0ALM1NM3/5U2rffkG+XH/g9bc//4iuZ1+i/PyrtPb2U2xbu65arW7d0Hpsrm8Y81NM9k+x2cEw5hfmh/k9qac9P0mSpGbhZrm2le7ubgDypUVq175k7uxJWF0BoLV3YO1pnlIn+dIi2Y0rLM9Ns3D1PAtff0bvK+/SuLMIQLlcjvYe9HCubxjzU0z2T7HZwTDmF+b+/H4fT3t+kiRJzcLNcm0rw8PDANSuX6T61ccAtA+OkBwZpa3/4Lo/e91z9Dh3Zr4hvXSGemWCuU/ep2X33nX3UXNxfcOYn2Kyf4rNDoYxvzB333d24wp7jh5/op9iyfOc+o0r6+4jSZKkOAp5nuexh5AeV5qm9PX1kWUZALtHXqbn2AkKxZaHXpM3Vrl14RQLE+cA6OjoYHZ2liRJtmRmPT7XN4z5KSb7p9jsYBjzC5OmKfv27aNWq/EHf/xL2gcOPfa19d/+hr/+9Z/S1dXF7373u6cyP0mSpGZRjD2A9CSSJGFwcBBYe9rpUV/iAArFFnqOnaB9cASAoaEhv4Q0Kdc3jPkpJvun2OxgGPMLkyQJb775JgDppTPkjdXHui5vrJL+5Z8D8NZbbz21+UmSJDULN8u1raRpSqVSASA5MvrIL3F3FYotJC+8BsDU1BRpmm7WiArg+oYxP8Vk/xSbHQxjfuF+/vOfUyqVqFcmuHXh1CM3zPPGKrf+4kPqlQlKpRLvvPPOFk0qSZKkh3GzXNvK2NgYWZbR2jtAW//BJ7q2beAQrXv7ybKM8fHxTZpQIVzfMOanmOyfYrODYcwv3IEDB/jVr34FwMLEOb4/8wvqv/0NP/zVyzzPqf/2N3x/5hcsXD0PwOnTpzlw4MCWzyxJkqT1POBT28rk5CQAHfsPrzs4qVGvUbt+kZXb39FYyiiWOtjVs4+uZ16k2N4FQKFQoH3/YZZvzty7j5qL6xvG/BST/VNsdjCM+W2M119/HYCf/exn1CsT1CsTtO7tp33/YYptnTTuLFK/cYXlmzMAlEolTp8+zejoaMyxJUmS9G+4Wa5tZX5+HoBCqROApblp5i9/Su3bL8iX6w+8/vbnH9H17EuUn3+V1t5+im1r11Wr1a0bWo/N9Q1jforJ/ik2OxjG/DbO66+/znPPPccHH3zA6dOnqd2cubc5fldXVxdvvfUW77zzjk+US5IkNRE3y7WtdHd3A5AvLVK79iVzZ0/C6goArb0Da09DlTrJlxbJblxheW6ahavnWfj6M3pfeZfGnUUAyuVytPegh3N9w5ifYrJ/is0OhjG/jXXgwAE+/PBD3nvvPcbHx5mcnKRarVIulxkeHuaNN94wK0mSpCbkZrm2leHhYQBq1y9S/epjANoHR0iOjNLWf3Ddnw3vOXqcOzPfkF46Q70ywdwn79Oye++6+6i5uL5hzE8x2T/FZgfDmN/mSJKEt99+O/YYkiRJekyF/IcnzkhNLE1T+vr6yLIMgN0jL9Nz7ASFYstDr8kbq9y6cIqFiXMAdHR0MDs7S5IkWzKzHp/rG8b8FJP9U2x2MIz5SZIkSVCMPYD0JJIkYXBwEFh72ulRX+IACsUWeo6doH1wBIChoSG/xDUp1zeM+Skm+6fY7GAY85MkSZLcLNc2k6YplUoFgOTI6CO/xN1VKLaQvPAaAFNTU6RpulkjKoDrG8b8FJP9U2x2MIz5SZIkSW6Wa5sZGxsjyzJaewdo6z/4RNe2DRyidW8/WZYxPj6+SRMqhOsbxvwUk/1TbHYwjPlJkiRJHvCpbWZychKAjv2H1x001ajXqF2/yMrt72gsZRRLHezq2UfXMy9SbO8CoFAo0L7/MMs3Z+7dR83F9Q1jforJ/ik2OxjmYfk9DvOTJEnSTuFmubaV+fl5AAqlTgCW5qaZv/wptW+/IF+uP/D6259/RNezL1F+/lVae/sptq1dV61Wt25oPTbXN4z5KSb7p9jsYJgf5veknvb8JEmStDO4Wa5tpbu7G4B8aZHatS+ZO3sSVlcAaO0dWHsaqtRJvrRIduMKy3PTLFw9z8LXn9H7yrs07iwCUC6Xo70HPZzrG8b8FJP9U2x2MMz9+f0+nvb8JEmStDO4Wa5tZXh4GIDa9YtUv/oYgPbBEZIjo7T1H1z3Z8N7jh7nzsw3pJfOUK9MMPfJ+7Ts3rvuPmourm8Y81NM9k+x2cEwd993duMKe44ef6KfYsnznPqNK+vuI0mSJG1HhTzP89hDSI8rTVP6+vrIsgyA3SMv03PsBIViy0OvyRur3LpwioWJcwB0dHQwOztLkiRbMrMen+sbxvwUk/1TbHYwTJqm7Nu3j1qtxh/88S9pHzj02NfWf/sb/vrXf0pXVxe/+93vnsr8JEmStDMUYw8gPYkkSRgcHATWnhZ71JdggEKxhZ5jJ2gfHAFgaGjIL3FNyvUNY36Kyf4pNjsYJkkS3nzzTQDSS2fIG6uPdV3eWCX9yz8H4K233npq85MkSdLO4Ga5tpU0TalUKgAkR0Yf+SX4rkKxheSF1wCYmpoiTdPNGlEBXN8w5qeY7J9is4Phfv7zn1MqlahXJrh14dQjN8zzxiq3/uJD6pUJSqUS77zzzhZNKkmSJG0ON8u1rYyNjZFlGa29A7T1H3yia9sGDtG6t58syxgfH9+kCRXC9Q1jforJ/ik2OxjuwIED/OpXvwJgYeIc35/5BfXf/oYf/mpjnufUf/sbvj/zCxaungfg9OnTHDhwYMtnliRJkjaSB3xqW5mcnASgY//hdQdPNeo1atcvsnL7OxpLGcVSB7t69tH1zIsU27sAKBQKtO8/zPLNmXv3UXNxfcOYn2Kyf4rNDm6M119/HYCf/exn1CsT1CsTtO7tp33/YYptnTTuLFK/cYXlmzMAlEolTp8+zejoaMyxJUmSpA3hZrm2lfn5eQAKpU4Aluammb/8KbVvvyBfrj/w+tuff0TXsy9Rfv5VWnv7KbatXVetVrduaD021zeM+Skm+6fY7ODGef3113nuuef44IMPOH36NLWbM/c2x+/q6urirbfe4p133vGJckmSJO0YbpZrW+nu7gYgX1qkdu1L5s6ehNUVAFp7B9aeJit1ki8tkt24wvLcNAtXz7Pw9Wf0vvIujTuLAJTL5WjvQQ/n+oYxP8Vk/xSbHdxYBw4c4MMPP+S9995jfHycyclJqtUq5XKZ4eFh3njjDbOSJEnSjuNmubaV4eFhAGrXL1L96mMA2gdHSI6M0tZ/cN2fXe85epw7M9+QXjpDvTLB3Cfv07J777r7qLm4vmHMTzHZP8VmBzdHkiS8/fbbsceQJEmStkQh/+GJPVITS9OUvr4+siwDYPfIy/QcO0Gh2PLQa/LGKrcunGJh4hwAHR0dzM7OkiTJlsysx+f6hjE/xWT/FJsdlCRJkhSqGHsA6UkkScLg4CCw9rTYo74EAxSKLfQcO0H74AgAQ0NDfgluUq5vGPNTTPZPsdlBSZIkSaHcLNe2kqYplUoFgOTI6CO/BN9VKLaQvPAaAFNTU6RpulkjKoDrG8b8FJP9U2x2UJIkSVIoN8u1rYyNjZFlGa29A7T1H3yia9sGDtG6t58syxgfH9+kCRXC9Q1jforJ/ik2OyhJkiQplAd8aluZnJwEoGP/4XUHdTXqNWrXL7Jy+zsaSxnFUge7evbR9cyLFNu7ACgUCrTvP8zyzZl791FzcX3DmJ9isn+KzQ5KkiRJCuVmubaV+fl5AAqlTgCW5qaZv/wptW+/IF+uP/D6259/RNezL1F+/lVae/sptq1dV61Wt25oPTbXN4z5KSb7p9jsoCRJkqRQbpZrW+nu7gYgX1qkdu1L5s6ehNUVAFp7B9aeJit1ki8tkt24wvLcNAtXz7Pw9Wf0vvIujTuLAJTL5WjvQQ/n+oYxP8Vk/xSbHZQkSZIUys1ybSvDw8MA1K5fpPrVxwC0D46QHBmlrf/guj+73nP0OHdmviG9dIZ6ZYK5T96nZffedfdRc3F9w5ifYrJ/is0OSpIkSQpVyPM8jz2E9LjSNKWvr48sywDYPfIyPcdOUCi2PPSavLHKrQunWJg4B0BHRwezs7MkSbIlM+vxub5hzE8x2T/FZgclSZIkhSrGHkB6EkmSMDg4CKw9LfaoL8EAhWILPcdO0D44AsDQ0JBfgpuU6xvG/BST/VNsdlCSJElSKDfLta2kaUqlUgEgOTL6yC/BdxWKLSQvvAbA1NQUaZpu1ogK4PqGMT/FZP8Umx2UJEmSFMrNcm0rY2NjZFlGa+8Abf0Hn+jatoFDtO7tJ8syxsfHN2lChXB9w5ifYrJ/is0OSpIkSQrlAZ/aViYnJwHo2H943UFdjXqN2vWLrNz+jsZSRrHUwa6efXQ98yLF9i4ACoUC7fsPs3xz5t591Fxc3zDmp5jsn2Kzg5IkSZJCuVmubWV+fh6AQqkTgKW5aeYvf0rt2y/Il+sPvP725x/R9exLlJ9/ldbefopta9dVq9WtG1qPzfUNY36Kyf4pNjsoSZIkKZSb5dpWuru7AciXFqld+5K5sydhdQWA1t6BtafJSp3kS4tkN66wPDfNwtXzLHz9Gb2vvEvjziIA5XI52nvQw7m+YcxPMdk/xWYHJUmSJIVys1zbyvDwMAC16xepfvUxAO2DIyRHRmnrP7juz673HD3OnZlvSC+doV6ZYO6T92nZvXfdfdRcXN8w5qeY7J9is4OSJEmSQhXyPM9jDyE9rjRN6evrI8syAHaPvEzPsRMUii0PvSZvrHLrwikWJs4B0NHRwezsLEmSbMnMenyubxjzU0z2T7HZQUmSJEmhirEHkJ5EkiQMDg4Ca0+LPepLMECh2ELPsRO0D44AMDQ05JfgJuX6hjE/xWT/FJsdlCRJkhTKzXJtK2maUqlUAEiOjD7yS/BdhWILyQuvATA1NUWapps1ogK4vmHMTzHZP8VmByVJkiSFcrNc28rY2BhZltHaO0Bb/8EnurZt4BCte/vJsozx8fFNmlAhXN8w5qeY7J9is4OSJEmSQnnAp7aVyclJADr2H153UFejXqN2/SIrt7+jsZRRLHWwq2cfXc+8SLG9C4BCoUD7/sMs35y5dx81F9c3jPkpJvun2OygJEmSpFBulmtbmZ+fB6BQ6gRgaW6a+cufUvv2C/Ll+gOvv/35R3Q9+xLl51+ltbefYtvaddVqdeuG1mNzfcOYn2Kyf4rNDkqSJEkK5Wa5tpXu7m4A8qVFate+ZO7sSVhdAaC1d2DtabJSJ/nSItmNKyzPTbNw9TwLX39G7yvv0rizCEC5XI72HvRwrm8Y81NM9k+x2UFJkiRJodws17YyPDwMQO36RapffQxA++AIyZFR2voPrvuz6z1Hj3Nn5hvSS2eoVyaY++R9WnbvXXcfNRfXN4z5KSb7p9jsoCRJkqRQhTzP89hDSI8rTVP6+vrIsgyA3SMv03PsBIViy0OvyRur3LpwioWJcwB0dHQwOztLkiRbMrMen+sbxvwUk/1TbHZQkiRJUqhi7AGkJ5EkCYODg8Da02KP+hIMUCi20HPsBO2DIwAMDQ35JbhJub5hzE8x2T/FZgclSZIkhXKzXNtKmqZUKhUAkiOjj/wSfFeh2ELywmsATE1NkabpZo2oAK5vGPNTTPZPsdlBSZIkSaH8zXJtK2NjY2RZRmvvAG39B+/980a9Ru36RVZuf0djKaNY6mBXzz66nnmRYnsXAG0Dh2jd2092c4bx8XHefvvtWG9DD+H6hjE/xWT/FJsdlCRJkhTKzXJtK5OTkwB07D9MoVBgaW6a+cufUvv2C/Ll+gOvv/35R3Q9+xLl51+ltbef9v2HWb45c+8+ai6ubxjzU0z2T7HZQUmSJEmh3CzXtjI/Pw9AodRJ7dqXzJ09CasrALT2Dqx9QS51ki8tkt24wvLcNAtXz7Pw9Wf0vvIuxbZOAKrVarT3oIdzfcOYn2Kyf4rNDkqSJEkK5Wa5tpXu7m4Almb/ivSf/BmwdohXcmSUtv6DFAqFe6/dc/Q4d2a+Ib10hnplgrlP3qd9//MAlMvlrR9ej+T6hjE/xWT/FJsdlCRJkhTKzXJtK8PDwwBk//KfAbB75GV6jp340UO8CoUC7QOHaPvDv8WtC6dYmDhH/cbldfdRc3F9w5ifYrJ/is0OSpIkSQpVyPM8jz2E9LjSNKW3t5eVlRXaB0f4m6O/+NEvwT+UN1b5/swvqFcm2LVrF3NzcyRJsgUT60m4vmHMTzHZP8VmByVJkiSFKsYeQPp9JUdGH+tLMECh2ELywmubPJE2kusbxvwUk/1TbHZQkiRJ0u/DzXJtK2NjY6ysrNDaO0Bb/8EnurZt4BCte/tZWVlhfHx8kyZUCNc3jPkpJvun2OygJEmSpFD+Zrm2lcnJSQA69h9ed1BXo16jdv0iK7e/o7GUUSx1sKtnH13PvEixvQv4N79Puv8wyzdn7t1HzcX1DWN+isn+KTY7KEmSJCmUm+XaVubn5wEolDoBWJqbZv7yp9S+/YJ8uf7A629//hFdz75E+flXae3tp9i2dl21Wt26ofXYXN8w5qeY7J9is4OSJEmSQrlZrm2lu7sbgHxpkdq1L5k7exJWVwBo7R1Ye5qs1Em+tEh24wrLc9MsXD3Pwtef0fvKuzTuLAJQLpejvQc9nOsbxvwUk/1TbHZQkiRJUig3y7WtDA8PA1C7fpHqVx8D0D44QnJklLb+g+v+7HrP0ePcmfmG9NIZ6pUJ5j55n5bde9fdR83F9Q1jforJ/ik2OyhJkiQpVCHP8zz2ENLjStOUvr4+siwDYPfIy/QcO0Gh2PLQa/LGKrcunGJh4hwAHR0dzM7OkiTJlsysx+f6hjE/xWT/FJsdlCRJkhSqGHsA6UkkScLg4CCw9rTYo74EAxSKLfQcO0H74AgAQ0NDfgluUq5vGPNTTPZPsdlBSZIkSaHcLNe2kqYplUoFgOTI6CO/BN9VKLaQvPAaAFNTU6RpulkjKoDrG8b8FJP9U2x2UJIkSVIoN8u1rYyNjZFlGa29A7T1H3yia9sGDtG6t58syxgfH9+kCRXC9Q1jforJ/ik2OyhJkiQplAd8aluZnJwEoGP/4XUHdTXqNWrXL7Jy+zsaSxnFUge7evbR9cyLFNu7ACgUCrTvP8zyzZl791FzcX3DmJ9isn+KzQ5KkiRJCuVmubaV+fl5AAqlTgCW5qaZv/wptW+/IF+uP/D6259/RNezL1F+/lVae/sptq1dV61Wt25oPTbXN4z5KSb7p9jsoCRJkqRQbpZrW+nu7gYgX1qkdu1L5s6ehNUVAFp7B9aeJit1ki8tkt24wvLcNAtXz7Pw9Wf0vvIujTuLAJTL5WjvQQ/n+oYxP8Vk/xSbHZQkSZIUys1ybSvDw8MA1K5fpPrVxwC0D46QHBmlrf/guj+73nP0OHdmviG9dIZ6ZYK5T96nZffedfdRc3F9w5ifYrJ/is0OSpIkSQpVyPM8jz2E9LjSNKWvr48sywDYPfIyPcdOUCi2PPSavLHKrQunWJg4B0BHRwezs7MkSbIlM+vxub5hzE8x2T/FZgclSZIkhSrGHkB6EkmSMDg4CKw9LfaoL8EAhWILPcdO0D44AsDQ0JBfgpuU6xvG/BST/VNsdlCSJElSKDfLta2kaUqlUgEgOTL6yC/BdxWKLSQvvAbA1NQUaZpu1ogK4PqGMT/FZP8Umx2UJEmSFMrNcm0rY2NjZFlGa+8Abf0Hn+jatoFDtO7tJ8syxsfHN2lChXB9w5ifYrJ/is0OSpIkSQrlAZ/aViYnJwHo2H943UFdjXqN2vWLrNz+jsZSRrHUwa6efXQ98yLF9i4ACoUC7fsPs3xz5t591Fxc3zDmp5jsn2Kzg5IkSZJCuVmubWV+fh6AQqkTgKW5aeYvf0rt2y/Il+sPvP725x/R9exLlJ9/ldbefopta9dVq9WtG1qPzfUNY36Kyf4pNjsoSZIkKZSb5dpWuru7AciXFqld+5K5sydhdQWA1t6BtafJSp3kS4tkN66wPDfNwtXzLHz9Gb2vvEvjziIA5XI52nvQw7m+YcxPMdk/xWYHJUmSJIVys1zbyvDwMAC16xepfvUxAO2DIyRHRmnrP7juz673HD3OnZlvSC+doV6ZYO6T92nZvXfdfdRcXN8w5qeY7J9is4OSJEmSQhXyPM9jDyE9rjRN6evrI8syAHaPvEzPsRMUii0PvSZvrHLrwikWJs4B0NHRwezsLEmSbMnMenyubxjzU0z2T7HZQUmSJEmhirEHkJ5EkiQMDg4Ca0+LPepLMECh2ELPsRO0D44AMDQ05JfgJuX6hjE/xWT/FJsdlCRJkhTKzXJtK2maUqlUAEiOjD7yS/BdhWILyQuvATA1NUWapps1ogK4vmHMTzHZP8VmByVJkiSFcrNc28rY2BhZltHaO0Bb/8EnurZt4BCte/vJsozx8fFNmlAhXN8w5qeY7J9is4OSJEmSQnnAp7aVyclJADr2H153UFejXqN2/SIrt7+jsZRRLHWwq2cfXc+8SLG9C4BCoUD7/sMs35y5dx81F9c3jPkpJvun2OygJEmSpFBulmtbmZ+fB6BQ6gRgaW6a+cufUvv2C/Ll+gOvv/35R3Q9+xLl51+ltbefYtvaddVqdeuG1mNzfcOYn2Kyf4rNDkqSJEkK5Wa5tpXu7m4A8qVFate+ZO7sSVhdAaC1d2DtabJSJ/nSItmNKyzPTbNw9TwLX39G7yvv0rizCEC5XI72HvRwrm8Y81NM9k+x2UFJkiRJodws17YyPDwMQO36RapffQxA++AIyZFR2voPrvuz6z1Hj3Nn5hvSS2eoVyaY++R9WnbvXXcfNRfXN4z5KSb7p9jsoCRJkqRQhTzP89hDSI8rTVP6+vrIsgyA3SMv03PsBIViy0OvyRur3LpwioWJcwB0dHQwOztLkiRbMrMen+sbxvwUk/1TbHZQkiRJUqhi7AGkJ5EkCYODg8Da02KP+hIMUCi20HPsBO2DIwAMDQ35JbhJub5hzE8x2T/FZgclSZIkhXKzXNtKmqZUKhUAkiOjj/wSfFeh2ELywmsATE1NkabpZo2oAK5vGPNTTPZPsdlBSZIkSaHcLNe2MjY2RpZltPYO0NZ/8ImubRs4ROvefrIsY3x8fJMmVAjXN4z5KSb7p9jsoCRJkqRQHvCpbWVychKAjv2H1x3U1ajXqF2/yMrt72gsZRRLHezq2UfXMy9SbO8CoFAo0L7/MMs3Z+7dR83F9Q1jforJ/ik2OyhJkiQplJvl2lbm5+cBKJQ6AViam2b+8qfUvv2CfLn+wOtvf/4RXc++RPn5V2nt7afYtnZdtVrduqH12FzfMOanmOyfYrODkiRJkkK5Wa5tpbu7G4B8aZHatS+ZO3sSVlcAaO0dWHuarNRJvrRIduMKy3PTLFw9z8LXn9H7yrs07iwCUC6Xo70HPZzrG8b8FJP9U2x2UJIkSVIoN8u1rQwPDwNQu36R6lcfA9A+OEJyZJS2/oPr/ux6z9Hj3Jn5hvTSGeqVCeY+eZ+W3XvX3UfNxfUNY36Kyf4pNjsoSZIkKVQhz/M89hDS40rTlL6+PrIsA2D3yMv0HDtBodjy0Gvyxiq3LpxiYeIcAB0dHczOzpIkyZbMrMfn+oYxP8Vk/xSbHZQkSZIUqhh7AOlJJEnC4OAgsPa02KO+BAMUii30HDtB++AIAENDQ34JblKubxjzU0z2T7HZQUmSJEmh3CzXtpKmKZVKBYDkyOgjvwTfVSi2kLzwGgBTU1OkabpZIyqA6xvG/BST/VNsdlCSJElSKDfLta2MjY2RZRmtvQO09R98omvbBg7RurefLMsYHx/fpAkVwvUNY36Kyf4pNjsoSZIkKZQHfGpbmZycBKBj/+F1B3U16jVq1y+ycvs7GksZxVIHu3r20fXMixTbuwAoFAq07z/M8s2Ze/dRc3F9w5ifYrJ/is0OSpIkSQrlZrm2lfn5eQAKpU4Aluammb/8KbVvvyBfrj/w+tuff0TXsy9Rfv5VWnv7KbatXVetVrduaD021zeM+Skm+6fY7KAkSZKkUG6Wa1vp7u4GIF9apHbtS+bOnoTVFQBaewfWniYrdZIvLZLduMLy3DQLV8+z8PVn9L7yLo07iwCUy+Vo70EP5/qGMT/FZP8Umx2UJEmSFMrNcm0rw8PDANSuX6T61ccAtA+OkBwZpa3/4Lo/u95z9Dh3Zr4hvXSGemWCuU/ep2X33nX3UXNxfcOYn2Kyf4rNDkqSJEkKVcjzPI89hPS40jSlr6+PLMsA2D3yMj3HTlAotjz0mryxyq0Lp1iYOAdAR0cHs7OzJEmyJTPr8bm+YcxPMdk/xWYHJUmSJIUqxh5AehJJkjA4OAisPS32qC/BAIViCz3HTtA+OALA0NCQX4KblOsbxvwUk/1TbHZQkiRJUig3y7WtpGlKpVIBIDky+sgvwXcVii0kL7wGwNTUFGmabtaICuD6hjE/xWT/FJsdlCRJkhTKzXJtK2NjY2RZRmvvAG39B5/o2raBQ7Tu7SfLMsbHxzdpQoVwfcOYn2Kyf4rNDkqSJEkK5QGf2lYmJycB6Nh/eN1BXY16jdr1i6zc/o7GUkax1MGunn10PfMixfYuAAqFAu37D7N8c+befdRcXN8wD8vvcZifQvnvr2Kzg5IkSZJCuVmubWV+fh6AQqkTgKW5aeYvf0rt2y/Il+sPvP725x/R9exLlJ9/ldbefopta9dVq9WtG1qPzfUN88P8ntTTnp/C+O+vYrODkiRJkkK5Wa5tpbu7G4B8aZHatS+ZO3sSVlf+v/buMLSuO03s//deWdK9knWPK1+maD0SV6Jqk409HUWBJWZD4xfeJWA2r6JkSzIFvwjui2bAW2i7r0KhdEhpDXkTDwQK47YreQohgWDPOmkd03ogG0dm7FhQdS2NxVjbcG33SLo6V1fSPf8Xqv1fjaOVlBPr6Ky+n1eDfX7Hz7nP85zwe+bcewBoLfetPU3W1kHcWCS6fY3l6h0Wrl9k4cYnlE+cprm0CECpVErtGrQx85vMX//8vo29/vkpGftXabMGJUmSJCXlsFyZMjg4CEBt4gpzn38AQKEyRHB0hPbew+u+dn3g2EmWZm4SXj1PfXqc6ofv0LL/4LrzaHcxv8k8vO7o9jUOHDu5rZ9iieOY+u1r684jbYf9q7RZg5IkSZKSysVxHKcdhLRVYRjS09NDFEUA7B96ie7jp8jlWzZcEzdXuX/pLAvjFwAoFovMzs4SBMGOxKytM7/JhGHIoUOHqNVq/N1//G8p9B3Z8tr6r3/F//mzP6Wzs5Pf/OY3e/LzUzL2r9JmDUqSJElKKp92ANJ2BEFApVIB1p4W22wTDJDLt9B9/BSFyhAA/f39boJ3KfObTBAEvP766wCEV88TN1e3tC5urhL+8ucAvPHGG3v281My9q/SZg1KkiRJSsphuTIlDEOmp6cBCI6ObLoJfiiXbyF4/hUApqamCMPwSYWoBMxvcj/+8Y9pa2ujPj3O/UtnNx2Yx81V7v/5e9Snx2lra+Ott97aoUj1t439q7RZg5IkSZKScliuTBkdHSWKIlrLfbT3Ht7W2va+I7Qe7CWKIsbGxp5QhErC/Cb39NNP87Of/QyAhfELfH3+beq//hW//YtbcRxT//Wv+Pr82yxcvwjAuXPnePrpp3c8Zv3tYP8qbdagJEmSpKR8wacyZXJyEoDiwPC6F3U16zVqE1dYeXCXZiMi31ZkX/chOp96gXyhE4BcLkdhYJjlezOPzqPdxfx+N1599VUAfvSjH1GfHqc+PU7rwV4KA8Pk2ztoLi1Sv32N5XszALS1tXHu3DlGRkbSDFsZZ/8qbdagJEmSpKQclitT5ufnAci1dQDQqN5h/ouPqH11mXi5/tjxDz59n85nXqT03Mu0lnvJt6+tm5ub27mgtWXm97vz6quv8oMf/IB3332Xc+fOUbs382g4/lBnZydvvPEGb731lk+UKzH7V2mzBiVJkiQl5bBcmdLV1QVA3Fikduszqh+fgdUVAFrLfWtPk7V1EDcWiW5fY7l6h4XrF1m48QnlE6dpLi0CUCqVUrsGbcz8freefvpp3nvvPX7yk58wNjbG5OQkc3NzlEolBgcHee211/ys9J2xf5U2a1CSJElSUg7LlSmDg4MA1CauMPf5BwAUKkMER0do7z287mvXB46dZGnmJuHV89Snx6l++A4t+w+uO492F/P7ZARBwJtvvpl2GPpbzv5V2qxBSZIkSUnl4t9+65u0i4VhSE9PD1EUAbB/6CW6j58il2/ZcE3cXOX+pbMsjF8AoFgsMjs7SxAEOxKzts78Stll/ypt1qAkSZKkpPJpByBtRxAEVCoVYO1psc02wQC5fAvdx09RqAwB0N/f7yZ4lzK/UnbZv0qbNShJkiQpKYflypQwDJmengYgODqy6Sb4oVy+heD5VwCYmpoiDMMnFaISML9Sdtm/Sps1KEmSJCkpf7NcmTI6OkoURbSW+2jvPfzoz5v1GrWJK6w8uEuzEZFvK7Kv+xCdT71AvtAJQHvfEVoP9hLdm2FsbMzfcN6FzK+UXfav0mYNSpIkSUrKYbkyZXJyEoDiwDC5XI5G9Q7zX3xE7avLxMv1x45/8On7dD7zIqXnXqa13EthYJjlezOPzqPdxfxK2WX/Km3WoCRJkqSkHJYrU+bn5wHItXVQu/UZ1Y/PwOoKAK3lvrUNclsHcWOR6PY1lqt3WLh+kYUbn1A+cZp8ewcAc3NzqV2DNmZ+peyyf5U2a1CSJElSUg7LlSldXV0ANGb/F+H/+M/A2ku8gqMjtPceJpfLPTr2wLGTLM3cJLx6nvr0ONUP36Ew8BwApVJp54PXpsyvlF32r9JmDUqSJElKymG5MmVwcBCA6C//AoD9Qy/RffzUN77EK5fLUeg7Qvv3f5f7l86yMH6B+u0v1p1Hu4v5lbLL/lXarEFJkiRJSeXiOI7TDkLaqjAMKZfLrKysUKgM8b2Rt79xE/zb4uYqX59/m/r0OPv27aNarRIEwQ5ErO0wv1J22b9KmzUoSZIkKal82gFI31ZwdGRLm2CAXL6F4PlXnnBE+i6ZXym77F+lzRqUJEmS9G04LFemjI6OsrKyQmu5j/bew9ta2953hNaDvaysrDA2NvaEIlQS5lfKLvtXabMGJUmSJCXlb5YrUyYnJwEoDgyve1FXs16jNnGFlQd3aTYi8m1F9nUfovOpF8gXOoH/9/ukA8Ms35t5dB7tLuZXyi77V2mzBiVJkiQl5bBcmTI/Pw9Arq0DgEb1DvNffETtq8vEy/XHjn/w6ft0PvMipedeprXcS759bd3c3NzOBa0tM79Sdtm/Sps1KEmSJCkph+XKlK6uLgDixiK1W59R/fgMrK4A0FruW3uarK2DuLFIdPsay9U7LFy/yMKNTyifOE1zaRGAUqmU2jVoY+ZXyi77V2mzBiVJkiQl5bBcmTI4OAhAbeIKc59/AEChMkRwdIT23sPrvnZ94NhJlmZuEl49T316nOqH79Cy/+C682h3Mb9Sdtm/Sps1KEmSJCmpXBzHcdpBSFsVhiE9PT1EUQTA/qGX6D5+eNGVvQAANkpJREFUily+ZcM1cXOV+5fOsjB+AYBiscjs7CxBEOxIzNo68ytll/2rtFmDkiRJkpLKpx2AtB1BEFCpVIC1p8U22wQD5PItdB8/RaEyBEB/f7+b4F3K/ErZZf8qbdagJEmSpKQclitTwjBkenoagODoyKab4Idy+RaC518BYGpqijAMn1SISsD8Stll/ypt1qAkSZKkpByWK1NGR0eJoojWch/tvYe3tba97witB3uJooixsbEnFKGSML9Sdtm/Sps1KEmSJCkpX/CpTJmcnASgODC87kVdzXqN2sQVVh7cpdmIyLcV2dd9iM6nXiBf6AQgl8tRGBhm+d7Mo/NodzG/UnbZv0qbNShJkiQpKYflypT5+XkAcm0dADSqd5j/4iNqX10mXq4/dvyDT9+n85kXKT33Mq3lXvLta+vm5uZ2LmhtmfmVssv+VdqsQUmSJElJOSxXpnR1dQEQNxap3fqM6sdnYHUFgNZy39rTZG0dxI1FotvXWK7eYeH6RRZufEL5xGmaS4sAlEql1K5BGzO/UnbZv0qbNShJkiQpKYflypTBwUEAahNXmPv8AwAKlSGCoyO09x5e97XrA8dOsjRzk/DqeerT41Q/fIeW/QfXnUe7i/mVssv+VdqsQUmSJElJ5eI4jtMOQtqqMAzp6ekhiiIA9g+9RPfxU+TyLRuuiZur3L90loXxCwAUi0VmZ2cJgmBHYtbWmV8pu+xfpc0alCRJkpRUPu0ApO0IgoBKpQKsPS222SYYIJdvofv4KQqVIQD6+/vdBO9S5lfKLvtXabMGJUmSJCXlsFyZEoYh09PTAARHRzbdBD+Uy7cQPP8KAFNTU4Rh+KRCVALmV8ou+1dpswYlSZIkJeWwXJkyOjpKFEW0lvto7z28rbXtfUdoPdhLFEWMjY09oQiVhPmVssv+VdqsQUmSJElJ+YJPZcrk5CQAxYHhdS/qatZr1CausPLgLs1GRL6tyL7uQ3Q+9QL5QicAuVyOwsAwy/dmHp1Hu4v5lbLL/lXarEFJkiRJSTksV6bMz88DkGvrAKBRvcP8Fx9R++oy8XL9seMffPo+nc+8SOm5l2kt95JvX1s3Nze3c0Fry8yvlF32r9JmDUqSJElKymG5MqWrqwuAuLFI7dZnVD8+A6srALSW+9aeJmvrIG4sEt2+xnL1DgvXL7Jw4xPKJ07TXFoEoFQqpXYN2pj5lbLL/lXarEFJkiRJSTksV6YMDg4CUJu4wtznHwBQqAwRHB2hvffwuq9dHzh2kqWZm4RXz1OfHqf64Tu07D+47jzaXcyvlF32r9JmDUqSJElKKhfHcZx2ENJWhWFIT08PURQBsH/oJbqPnyKXb9lwTdxc5f6lsyyMXwCgWCwyOztLEAQ7ErO2zvxK2WX/Km3WoCRJkqSk8mkHIG1HEARUKhVg7WmxzTbBALl8C93HT1GoDAHQ39/vJniXMr9Sdtm/Sps1KEmSJCkph+XKlDAMmZ6eBiA4OrLpJvihXL6F4PlXAJiamiIMwycVohIwv1J22b9KmzUoSZIkKSmH5cqU0dFRoiiitdxHe+/hba1t7ztC68FeoihibGzsCUWoJMyvlF32r9JmDUqSJElKyhd8KlMmJycBKA4Mr3tRV7NeozZxhZUHd2k2IvJtRfZ1H6LzqRfIFzoByOVyFAaGWb438+g82l3Mr5Rd9q/SZg1KkiRJSsphuTJlfn4egFxbBwCN6h3mv/iI2leXiZfrjx3/4NP36XzmRUrPvUxruZd8+9q6ubm5nQtaW2Z+peyyf5U2a1CSJElSUg7LlSldXV0AxI1Farc+o/rxGVhdAaC13Lf2NFlbB3Fjkej2NZard1i4fpGFG59QPnGa5tIiAKVSKbVr0MbMr5Rd9q/SZg1KkiRJSsphuTJlcHAQgNrEFeY+/wCAQmWI4OgI7b2H133t+sCxkyzN3CS8ep769DjVD9+hZf/BdefR7mJ+peyyf5U2a1CSJElSUrk4juO0g5C2KgxDenp6iKIIgP1DL9F9/BS5fMuGa+LmKvcvnWVh/AIAxWKR2dlZgiDYkZi1deZXyi77V2mzBiVJkiQllU87AGk7giCgUqkAa0+LbbYJBsjlW+g+fopCZQiA/v5+N8G7lPmVssv+VdqsQUmSJElJOSxXpoRhyPT0NADB0ZFNN8EP5fItBM+/AsDU1BRhGD6pEJWA+ZWyy/5V2qxBSZIkSUk5LFemjI6OEkURreU+2nsPb2tte98RWg/2EkURY2NjTyhCJWF+peyyf5U2a1CSJElSUr7gU5kyOTkJQHFgeN2Lupr1GrWJK6w8uEuzEZFvK7Kv+xCdT71AvtAJQC6XozAwzPK9mUfn0e5ifqXssn+VNmtQkiRJUlIOy5Up8/PzAOTaOgBoVO8w/8VH1L66TLxcf+z4B5++T+czL1J67mVay73k29fWzc3N7VzQ2jLzK2WX/au0WYOSJEmSknJYrkzp6uoCIG4sUrv1GdWPz8DqCgCt5b61p8naOogbi0S3r7FcvcPC9Yss3PiE8onTNJcWASiVSqldgzZmfqXssn+VNmtQkiRJUlIOy5Upg4ODANQmrjD3+QcAFCpDBEdHaO89vO5r1weOnWRp5ibh1fPUp8epfvgOLfsPrjuPdhfzK2WX/au0WYOSJEmSksrFcRynHYS0VWEY0tPTQxRFAOwfeonu46fI5Vs2XBM3V7l/6SwL4xcAKBaLzM7OEgTBjsSsrTO/UnbZv0qbNShJkiQpqXzaAUjbEQQBlUoFWHtabLNNMEAu30L38VMUKkMA9Pf3uwnepcyvlF32r9JmDUqSJElKymG5MiUMQ6anpwEIjo5sugl+KJdvIXj+FQCmpqYIw/BJhagEzK+UXfav0mYNSpIkSUrKYbkyZXR0lCiKaC330d57eFtr2/uO0HqwlyiKGBsbe0IRKgnzK2WX/au0WYOSJEmSkvIFn8qUyclJAIoDw+te1NWs16hNXGHlwV2ajYh8W5F93YfofOoF8oVOAHK5HIWBYZbvzTw6j3YX8ytll/2rtFmDkiRJkpJyWK5MmZ+fByDX1gFAo3qH+S8+ovbVZeLl+mPHP/j0fTqfeZHScy/TWu4l3762bm5ubueC1paZXym77F+lzRqUJEmSlJTDcmVKV1cXAHFjkdqtz6h+fAZWVwBoLfetPU3W1kHcWCS6fY3l6h0Wrl9k4cYnlE+cprm0CECpVErtGrQx8ytll/2rtFmDkiRJkpJyWK5MGRwcBKA2cYW5zz8AoFAZIjg6Qnvv4XVfuz5w7CRLMzcJr56nPj1O9cN3aNl/cN15tLuYXym77F+lzRqUJEmSlFQujuM47SCkrQrDkJ6eHqIoAmD/0Et0Hz9FLt+y4Zq4ucr9S2dZGL8AQLFYZHZ2liAIdiRmbZ35lbLL/lXarEFJkiRJSeXTDkDajiAIqFQqwNrTYpttggFy+Ra6j5+iUBkCoL+/303wLmV+peyyf5U2a1CSJElSUg7LlSlhGDI9PQ1AcHRk003wQ7l8C8HzrwAwNTVFGIZPKkQlYH6l7LJ/lTZrUJIkSVJSDsuVKaOjo0RRRGu5j/bew9ta2953hNaDvURRxNjY2BOKUEmYXym77F+lzRqUJEmSlJQv+FSmTE5OAlAcGF73oq5mvUZt4gorD+7SbETk24rs6z5E51MvkC90ApDL5SgMDLN8b+bRebS7mF8pu+xfpc0alCRJkpSUw3Jlyvz8PAC5tg4AGtU7zH/xEbWvLhMv1x87/sGn79P5zIuUnnuZ1nIv+fa1dXNzczsXtLbM/ErZZf8qbdagJEmSpKQclitTurq6AIgbi9RufUb14zOwugJAa7lv7Wmytg7ixiLR7WssV++wcP0iCzc+oXziNM2lRQBKpVJq16CNmV8pu+xfpc0alCRJkpSUw3JlyuDgIAC1iSvMff4BAIXKEMHREdp7D6/72vWBYydZmrlJePU89elxqh++Q8v+g+vOo93F/ErZZf8qbdagJEmSpKRycRzHaQchbVUYhvT09BBFEQD7h16i+/gpcvmWDdfEzVXuXzrLwvgFAIrFIrOzswRBsCMxa+vMr5Rd9q/SZg1KkiRJSiqfdgDSdgRBQKVSAdaeFttsEwyQy7fQffwUhcoQAP39/W6CdynzK2WX/au0WYOSJEmSknJYrkwJw5Dp6WkAgqMjm26CH8rlWwiefwWAqakpwjB8UiEqAfMrZZf9q7RZg5IkSZKS8jfLlSmjo6NEUURruY/23sOP/rxZr1GbuMLKg7s0GxH5tiL7ug/R+dQL5AudALT3HaH1YC/RvRnGxsZ4880307oMbcD8Stll/ypt1qAkSZKkpByWK1MmJycBKA4Mk8vlaFTvMP/FR9S+uky8XH/s+Aefvk/nMy9Seu5lWsu9FAaGWb438+g82l3Mr5Rd9q/SZg1KkiRJSsphuTJlfn4egFxbB7Vbn1H9+AysrgDQWu5b2yC3dRA3FoluX2O5eoeF6xdZuPEJ5ROnybd3ADA3N5faNWhj5lfKLvtXabMGJUmSJCXlsFyZ0tXVBUBj9n8R/o//DKy9xCs4OkJ772FyudyjYw8cO8nSzE3Cq+epT49T/fAdCgPPAVAqlXY+eG3K/ErZZf8qbdagJEmSpKQclitTBgcHAYj+8i8A2D/0Et3HT33jS7xyuRyFviO0f/93uX/pLAvjF6jf/mLdebS7mF8pu+xfpc0alCRJkpRULo7jOO0gpK0Kw5ByuczKygqFyhDfG3n7GzfBvy1urvL1+bepT4+zb98+qtUqQRDsQMTaDvMrZZf9q7RZg5IkSZKSyqcdgPRtBUdHtrQJBsjlWwief+UJR6TvkvmVssv+VdqsQUmSJEnfhsNyZcro6CgrKyu0lvto7z28rbXtfUdoPdjLysoKY2NjTyhCJWF+peyyf5U2a1CSJElSUv5muTJlcnISgOLA8LoXdTXrNWoTV1h5cJdmIyLfVmRf9yE6n3qBfKET+H+/TzowzPK9mUfn0e5ifqXssn+VNmtQkiRJUlIOy5Up8/PzAOTaOgBoVO8w/8VH1L66TLxcf+z4B5++T+czL1J67mVay73k29fWzc3N7VzQ2jLzK2WX/au0WYOSJEmSknJYrkzp6uoCIG4sUrv1GdWPz8DqCgCt5b61p8naOogbi0S3r7FcvcPC9Yss3PiE8onTNJcWASiVSqldgzZmfqXssn+VNmtQkiRJUlIOy5Upg4ODANQmrjD3+QcAFCpDBEdHaO89vO5r1weOnWRp5ibh1fPUp8epfvgOLfsPrjuPdhfzK2WX/au0WYOSJEmSksrFcRynHYS0VWEY0tPTQxRFAOwfeonu46fI5Vs2XBM3V7l/6SwL4xcAKBaLzM7OEgTBjsSsrTO/UnbZv0qbNShJkiQpqXzaAUjbEQQBlUoFWHtabLNNMEAu30L38VMUKkMA9Pf3uwnepcyvlF32r9JmDUqSJElKymG5MiUMQ6anpwEIjo5sugl+KJdvIXj+FQCmpqYIw/BJhagEzK+UXfav0mYNSpIkSUrKYbkyZXR0lCiKaC330d57eFtr2/uO0HqwlyiKGBsbe0IRKgnzK2WX/au0WYOSJEmSkvIFn8qUyclJAIoDw+te1NWs16hNXGHlwV2ajYh8W5F93YfofOoF8oVOAHK5HIWBYZbvzTw6j3YX8ytll/2rtFmDkiRJkpJyWK5MmZ+fByDX1gFAo3qH+S8+ovbVZeLl+mPHP/j0fTqfeZHScy/TWu4l3762bm5ubueC1paZXym77F+lzRqUJEmSlJTDcmVKV1cXAHFjkdqtz6h+fAZWVwBoLfetPU3W1kHcWCS6fY3l6h0Wrl9k4cYnlE+cprm0CECpVErtGrQx8ytll/2rtFmDkiRJkpJyWK5MGRwcBKA2cYW5zz8AoFAZIjg6Qnvv4XVfuz5w7CRLMzcJr56nPj1O9cN3aNl/cN15tLuYXym77F+lzRqUJEmSlFQujuM47SCkrQrDkJ6eHqIoAmD/0Et0Hz9FLt+y4Zq4ucr9S2dZGL8AQLFYZHZ2liAIdiRmbZ35lbLL/lXarEFJkiRJSeXTDkDajiAIqFQqwNrTYpttggFy+Ra6j5+iUBkCoL+/303wLmV+peyyf5U2a1CSJElSUg7LlSlhGDI9PQ1AcHRk003wQ7l8C8HzrwAwNTVFGIZPKkQlYH6l7LJ/lTZrUJIkSVJSDsuVKaOjo0RRRGu5j/bew9ta2953hNaDvURRxNjY2BOKUEmYXym77F+lzRqUJEmSlJQv+FSmTE5OAlAcGF73oq5mvUZt4gorD+7SbETk24rs6z5E51MvkC90ApDL5SgMDLN8b+bRebS7mF8pu+xfpc0alCRJkpSUw3Jlyvz8PAC5tg4AGtU7zH/xEbWvLhMv1x87/sGn79P5zIuUnnuZ1nIv+fa1dXNzczsXtLbM/ErZZf8qbdagJEmSpKQclitTurq6AIgbi9RufUb14zOwugJAa7lv7Wmytg7ixiLR7WssV++wcP0iCzc+oXziNM2lRQBKpVJq16CNmV8pu+xfpc0alCRJkpSUw3JlyuDgIAC1iSvMff4BAIXKEMHREdp7D6/72vWBYydZmrlJePU89elxqh++Q8v+g+vOo93F/ErZZf8qbdagJEmSpKRycRzHaQchbVUYhvT09BBFEQD7h16i+/gpcvmWDdfEzVXuXzrLwvgFAIrFIrOzswRBsCMxa+vMr5Rd9q/SZg1KkiRJSiqfdgDSdgRBQKVSAdaeFttsEwyQy7fQffwUhcoQAP39/W6CdynzK2WX/au0WYOSJEmSknJYrkwJw5Dp6WkAgqMjm26CH8rlWwiefwWAqakpwjB8UiEqAfMrZZf9q7RZg5IkSZKScliuTBkdHSWKIlrLfbT3Ht7W2va+I7Qe7CWKIsbGxp5QhErC/ErZZf8qbdagJEmSpKR8wacyZXJyEoDiwPC6F3U16zVqE1dYeXCXZiMi31ZkX/chOp96gXyhE4BcLkdhYJjlezOPzqPdxfxK2WX/Km3WoCRJkqSkHJYrU+bn5wHItXUA0KjeYf6Lj6h9dZl4uf7Y8Q8+fZ/OZ16k9NzLtJZ7ybevrZubm9u5oLVl5lfKLvtXabMGJUmSJCXlsFyZ0tXVBUDcWKR26zOqH5+B1RUAWst9a0+TtXUQNxaJbl9juXqHhesXWbjxCeUTp2kuLQJQKpVSuwZtzPxK2WX/Km3WoCRJkqSkHJYrUwYHBwGoTVxh7vMPAChUhgiOjtDee3jd164PHDvJ0sxNwqvnqU+PU/3wHVr2H1x3Hu0u5lfKLvtXabMGJUmSJCWVi+M4TjsIaavCMKSnp4coigDYP/QS3cdPkcu3bLgmbq5y/9JZFsYvAFAsFpmdnSUIgh2JWVtnfqXssn+VNmtQkiRJUlL5tAOQtiMIAiqVCrD2tNhmm2CAXL6F7uOnKFSGAOjv73cTvEuZXym77F+lzRqUJEmSlJTDcmVKGIZMT08DEBwd2XQT/FAu30Lw/CsATE1NEYbhkwpRCZhfKbvsX6XNGpQkSZKUlMNyZcro6ChRFNFa7qO99/C21rb3HaH1YC9RFDE2NvaEIlQS5lfKLvtXabMGJUmSJCXlCz6VKZOTkwAUB4bXvairWa9Rm7jCyoO7NBsR+bYi+7oP0fnUC+QLnQDkcjkKA8Ms35t5dB7tLuZXyi77V2mzBiVJkiQl5bBcmTI/Pw9Arq0DgEb1DvNffETtq8vEy/XHjn/w6ft0PvMipedeprXcS759bd3c3NzOBa0tM79Sdtm/Sps1KEmSJCkph+XKlK6uLgDixiK1W59R/fgMrK4A0FruW3uarK2DuLFIdPsay9U7LFy/yMKNTyifOE1zaRGAUqmU2jVoY+ZXyi77V2mzBiVJkiQl5bBcmTI4OAhAbeIKc59/AEChMkRwdIT23sPrvnZ94NhJlmZuEl49T316nOqH79Cy/+C682h3Mb9Sdtm/Sps1KEmSJCmpXBzHcdpBSFsVhiE9PT1EUQTA/qGX6D5+ily+ZcM1cXOV+5fOsjB+AYBiscjs7CxBEOxIzNo68ytll/2rtFmDkiRJkpLKpx2AtB1BEFCpVIC1p8U22wQD5PItdB8/RaEyBEB/f7+b4F3K/ErZZf8qbdagJEmSpKQclitTwjBkenoagODoyKab4Idy+RaC518BYGpqijAMn1SISsD8Stll/ypt1qAkSZKkpByWK1NGR0eJoojWch/tvYe3tba97witB3uJooixsbEnFKGSML9Sdtm/Sps1KEmSJCkpX/CpTJmcnASgODC87kVdzXqN2sQVVh7cpdmIyLcV2dd9iM6nXiBf6AQgl8tRGBhm+d7Mo/NodzG/UnbZv0qbNShJkiQpKYflypT5+XkAcm0dADSqd5j/4iNqX10mXq4/dvyDT9+n85kXKT33Mq3lXvLta+vm5uZ2LmhtmfmVssv+VdqsQUmSJElJOSxXpnR1dQEQNxap3fqM6sdnYHUFgNZy39rTZG0dxI1FotvXWK7eYeH6RRZufEL5xGmaS4sAlEql1K5BGzO/UnbZv0qbNShJkiQpKYflypTBwUEAahNXmPv8AwAKlSGCoyO09x5e97XrA8dOsjRzk/DqeerT41Q/fIeW/QfXnUe7i/mVssv+VdqsQUmSJElJ5eI4jtMOQtqqMAzp6ekhiiIA9g+9RPfxU+TyLRuuiZur3L90loXxCwAUi0VmZ2cJgmBHYtbWmV8pu+xfpc0alCRJkpRUPu0ApO0IgoBKpQKsPS222SYYIJdvofv4KQqVIQD6+/vdBO9S5lfKLvtXabMGJUmSJCXlsFyZEoYh09PTAARHRzbdBD+Uy7cQPP8KAFNTU4Rh+KRCVALmV8ou+1dpswYlSZIkJeWwXJkyOjpKFEW0lvto7z28rbXtfUdoPdhLFEWMjY09oQiVhPmVssv+VdqsQUmSJElJ+YJPZcrk5CQAxYHhdS/qatZr1CausPLgLs1GRL6tyL7uQ3Q+9QL5QicAuVyOwsAwy/dmHp1Hu4v5lbLL/lXarEFJkiRJSTksV6bMz88DkGvrAKBRvcP8Fx9R++oy8XL9seMffPo+nc+8SOm5l2kt95JvX1s3Nze3c0Fry8yvlF32r9JmDUqSJElKymG5MqWrqwuAuLFI7dZnVD8+A6srALSW+9aeJmvrIG4sEt2+xnL1DgvXL7Jw4xPKJ07TXFoEoFQqpXYN2pj5lbLL/lXarEFJkiRJSTksV6YMDg4CUJu4wtznHwBQqAwRHB2hvffwuq9dHzh2kqWZm4RXz1OfHqf64Tu07D+47jzaXcyvlF32r9JmDUqSJElKKhfHcZx2ENJWhWFIT08PURQBsH/oJbqPnyKXb9lwTdxc5f6lsyyMXwCgWCwyOztLEAQ7ErO2zvxK2WX/Km3WoCRJkqSk8mkHIG1HEARUKhVg7WmxzTbBALl8C93HT1GoDAHQ39/vJniXMr9Sdtm/Sps1KEmSJCkph+XKlDAMmZ6eBiA4OrLpJvihXL6F4PlXAJiamiIMwycVohIwv1J22b9KmzUoSZIkKSmH5cqU0dFRoiiitdxHe+/hba1t7ztC68FeoihibGzsCUWoJMyvlF32r9JmDUqSJElKyhd8KlMmJycBKA4Mr3tRV7NeozZxhZUHd2k2IvJtRfZ1H6LzqRfIFzoByOVyFAaGWb438+g82l3Mr5Rd9q/SZg1KkiRJSsphuTJlfn4egFxbBwCN6h3mv/iI2leXiZfrjx3/4NP36XzmRUrPvUxruZd8+9q6ubm5nQtaW2Z+peyyf5U2a1CSJElSUg7LlSldXV0AxI1Farc+o/rxGVhdAaC13Lf2NFlbB3Fjkej2NZard1i4fpGFG59QPnGa5tIiAKVSKbVr0MbMr5Rd9q/SZg1KkiRJSsphuTJlcHAQgNrEFeY+/wCAQmWI4OgI7b2H133t+sCxkyzN3CS8ep769DjVD9+hZf/BdefR7mJ+peyyf5U2a1CSJElSUrk4juO0g5C2KgxDenp6iKIIgP1DL9F9/BS5fMuGa+LmKvcvnWVh/AIAxWKR2dlZgiDYkZi1deZXyi77V2mzBiVJkiQllU87AGk7giCgUqkAa0+LbbYJBsjlW+g+fopCZQiA/v5+N8G7lPmVssv+VdqsQUmSJElJOSxXpoRhyPT0NADB0ZFNN8EP5fItBM+/AsDU1BRhGD6pEJWA+ZWyy/5V2qxBSZIkSUn5m+XKlNHRUaIoorXcR3vv4Ud/3qzXqE1cYeXBXZqNiHxbkX3dh+h86gXyhU4A2vuO0Hqwl+jeDGNjY7z55ptpXYY2YH6l7LJ/lTZrUJIkSVJSDsuVKZOTkwAUB4bJ5XI0qneY/+Ijal9dJl6uP3b8g0/fp/OZFyk99zKt5V4KA8Ms35t5dB7tLuZXyi77V2mzBiVJkiQl5bBcmTI/Pw9Arq2D2q3PqH58BlZXAGgt961tkNs6iBuLRLevsVy9w8L1iyzc+ITyidPk2zsAmJubS+0atDHzK2WX/au0WYOSJEmSknJYrkzp6uoCoDH7vwj/x38G1l7iFRwdob33MLlc7tGxB46dZGnmJuHV89Snx6l++A6FgecAKJVKOx+8NmV+peyyf5U2a1CSJElSUg7LlSmDg4MARH/5FwDsH3qJ7uOnvvElXrlcjkLfEdq//7vcv3SWhfEL1G9/se482l3Mr5Rd9q/SZg1KkiRJSioXx3GcdhDSVoVhSLlcZmVlhUJliO+NvP2Nm+DfFjdX+fr829Snx9m3bx/VapUgCHYgYm2H+ZWyy/5V2qxBSZIkSUnl0w5A+raCoyNb2gQD5PItBM+/8oQj0nfJ/ErZZf8qbdagJEmSpG/DYbkyZXR0lJWVFVrLfbT3Ht7W2va+I7Qe7GVlZYWxsbEnFKGSML9Sdtm/Sps1KEmSJCkpf7NcmTI5OQlAcWB43Yu6mvUatYkrrDy4S7MRkW8rsq/7EJ1PvUC+0An8v98nHRhm+d7Mo/NodzG/UnbZv0qbNShJkiQpKYflypT5+XkAcm0dADSqd5j/4iNqX10mXq4/dvyDT9+n85kXKT33Mq3lXvLta+vm5uZ2LmhtmfmVssv+VdqsQUmSJElJOSxXpnR1dQEQNxap3fqM6sdnYHUFgNZy39rTZG0dxI1FotvXWK7eYeH6RRZufEL5xGmaS4sAlEql1K5BGzO/UnbZv0qbNShJkiQpKYflypTBwUEAahNXmPv8AwAKlSGCoyO09x5e97XrA8dOsjRzk/DqeerT41Q/fIeW/QfXnUe7i/mVssv+VdqsQUmSJElJ5eI4jtMOQtqqMAzp6ekhiiIA9g+9RPfxU+TyLRuuiZur3L90loXxCwAUi0VmZ2cJgmBHYtbWmV8pu+xfpc0alCRJkpRUPu0ApO0IgoBKpQKsPS222SYYIJdvofv4KQqVIQD6+/vdBO9S5lfKLvtXabMGJUmSJCXlsFyZEoYh09PTAARHRzbdBD+Uy7cQPP8KAFNTU4Rh+KRCVALmV8ou+1dpswYlSZIkJeWwXJkyOjpKFEW0lvto7z28rbXtfUdoPdhLFEWMjY09oQiVhPmVssv+VdqsQUmSJElJ+YJPZcrk5CQAxYHhdS/qatZr1CausPLgLs1GRL6tyL7uQ3Q+9QL5QicAuVyOwsAwy/dmHp1Hu4v5lbLL/lXarEFJkiRJSTksV6bMz88DkGvrAKBRvcP8Fx9R++oy8XL9seMffPo+nc+8SOm5l2kt95JvX1s3Nze3c0Fry8yvlF32r9JmDUqSJElKymG5MqWrqwuAuLFI7dZnVD8+A6srALSW+9aeJmvrIG4sEt2+xnL1DgvXL7Jw4xPKJ07TXFoEoFQqpXYN2pj5lbLL/lXarEFJkiRJSTksV6YMDg4CUJu4wtznHwBQqAwRHB2hvffwuq9dHzh2kqWZm4RXz1OfHqf64Tu07D+47jzaXcyvlF32r9JmDUqSJElKKhfHcZx2ENJWhWFIT08PURQBsH/oJbqPnyKXb9lwTdxc5f6lsyyMXwCgWCwyOztLEAQ7ErO2zvxK2WX/Km3WoCRJkqSk8mkHIG1HEARUKhVg7WmxzTbBALl8C93HT1GoDAHQ39/vJniXMr9Sdtm/Sps1KEmSJCkph+XKlDAMmZ6eBiA4OrLpJvihXL6F4PlXAJiamiIMwycVohIwv1J22b9KmzUoSZIkKSmH5cqU0dFRoiiitdxHe+/hba1t7ztC68FeoihibGzsCUWoJMyvlF32r9JmDUqSJElKyhd8KlMmJycBKA4Mr3tRV7NeozZxhZUHd2k2IvJtRfZ1H6LzqRfIFzoByOVyFAaGWb438+g82l02yu9WmF8pXd6flTZrUJIkSVJSDsuVKfPz8wDk2joAaFTvMP/FR9S+uky8XH/s+Aefvk/nMy9Seu5lWsu95NvX1s3Nze1c0Nqy387vdplfKT3en5U2a1CSJElSUg7LlSldXV0AxI1Farc+o/rxGVhdAaC13Lf2NFlbB3Fjkej2NZard1i4fpGFG59QPnGa5tIiAKVSKbVr0Mb+en6/DfMrpcf7s9JmDUqSJElKymG5MmVwcBCA2sQV5j7/AIBCZYjg6AjtvYfXfe36wLGTLM3cJLx6nvr0ONUP36Fl/8F159Hu8jAv0e1rHDh2cls/xRLHMfXb19adR9LO8f6stFmDkiRJkpLKxXEcpx2EtFVhGNLT00MURQDsH3qJ7uOnyOVbNlwTN1e5f+ksC+MXACgWi8zOzhIEwY7ErK0Lw5BDhw5Rq9X4u//431LoO7LltfVf/4r/82d/SmdnJ7/5zW/Mr7TDvD8rbdagJEmSpKTyaQcgbUcQBFQqFWDtabHNNsEAuXwL3cdPUagMAdDf3+8meJcKgoDXX38dgPDqeeLm6pbWxc1Vwl/+HIA33njD/Eop8P6stFmDkiRJkpJyWK5MCcOQ6elpAIKjI5tugh/K5VsInn8FgKmpKcIwfFIhKqEf//jHtLW1UZ8e5/6ls5sOzOPmKvf//D3q0+O0tbXx1ltv7VCkkv46789KmzUoSZIkKSmH5cqU0dFRoiiitdxHe+/hba1t7ztC68FeoihibGzsCUWopJ5++ml+9rOfAbAwfoGvz79N/de/4rd/MSqOY+q//hVfn3+bhesXATh37hxPP/30jscsyfuz0mcNSpIkSUrKF3wqUyYnJwEoDgyve1FXs16jNnGFlQd3aTYi8m1F9nUfovOpF8gXOgHI5XIUBoZZvjfz6DzanV599VUAfvSjH1GfHqc+PU7rwV4KA8Pk2ztoLi1Sv32N5XszALS1tXHu3DlGRkbSDFva07w/K23WoCRJkqSkHJYrU+bn5wHItXUA0KjeYf6Lj6h9dZl4uf7Y8Q8+fZ/OZ16k9NzLtJZ7ybevrZubm9u5oPWtvPrqq/zgBz/g3Xff5dy5c9TuzTwajj/U2dnJG2+8wVtvveUT5VLKvD8rbdagJEmSpKQclitTurq6AIgbi9RufUb14zOwugJAa7lv7Wmytg7ixiLR7WssV++wcP0iCzc+oXziNM2lRQBKpVJq16Cte/rpp3nvvff4yU9+wtjYGJOTk8zNzVEqlRgcHOS1114zl9Iu4f1ZabMGJUmSJCXlsFyZMjg4CEBt4gpzn38AQKEyRHB0hPbew+u+dn3g2EmWZm4SXj1PfXqc6ofv0LL/4LrzKBuCIODNN99MOwxJfwPvz0qbNShJkiQpqVz822/Nk3axMAzp6ekhiiIA9g+9RPfxU+TyLRuuiZur3L90loXxCwAUi0VmZ2cJgmBHYpakvcD7s9JmDUqSJElKKp92ANJ2BEFApVIB1p4W22wTDJDLt9B9/BSFyhAA/f39boIl6Tvm/VlpswYlSZIkJeWwXJkShiHT09MABEdHNt0EP5TLtxA8/woAU1NThGH4pEKUpD3J+7PSZg1KkiRJSsphuTJldHSUKIpoLffR3nt4W2vb+47QerCXKIoYGxt7QhFK0t7k/VlpswYlSZIkJeULPrUlYRgyOjrK5OQk8/PzdHV18ff//t/n1Vdf3fbXlf/rf/2v/Mt/+S/5kz/5E/7pP/2n21o7OTkJQHFgeN2LurYil8tRGBhm+d7Mo/Ns1V/8xV/w2muv8cd//Me8/fbb7Nu3vdb5Lj8/SdqNNro/N+s1ahNXWHlwl2YjIt9WZF/3ITqfeoF8oRNIdn+WHrIGJUmSJCXlsFx/o1u3bvHuu+/yn/7Tf6JWqz3296dPn+b111/nxz/+MU8//fTfeK7l5WX+xb/4F5w5cwaAn/70p1selv/f//t/GR8f53/+z/8JQK6tY5tXsibfvrbuxo0b/OY3v+F3fud3tjR0/y//5b9w+/Zt/s2/+Tf88pe/5M/+7M/43ve+t+m67/Lzk6TdbH5+Hvj/78+N6h3mv/iI2leXiZfrjx3/4NP36XzmRUrPvUxruffR/Xlubm7ngtbfKtagJEmSpKQclmtDo6Oj/JN/8k9oNBoAtJb71p7WausgbiwS3b5GrXqHn/70p/zH//gf+dnPfsarr776jee6e/cuIyMjj4bdAF999RX1ep1CobDu2Hv37vHll1/y5Zdfcu3aNb788kv+8i//ct0xcWPxW11Tc2lt3S9+8Qu+//3v873vfY/h4WGeffZZnn32WYaHh+nr63tsgP7ll18++t//7b/9N4aGhvj5z3/O0aNHN/y3vsvPT5J2u66uLmDt/ly79RnVj8/A6grwzfe/5eodFq5fZOHGJ5RPnH50fy6VSqldg7LNGpQkSZKUlMNyfaOxsTH++I//GIBCZYjg6AjtvYfXDZEPHDvJ0sxNwqvnqU+P89prrwE8NvC9fPkyr776Kl9//fW6P19ZWeHKlSusrq6uG4z/+te//saYKpUKf+fv/B3Gx8eJbl/jwLGT2/opljiOqd++BsChQ4f4q7/6K77++msuXLjAhQsXHh138ODBR8PzZ599lqGhIcbHx9ed6+7du/yjf/SP+Pf//t/zz/7ZP3ssju/y85OkLBgcHASgNnGFuc8/ALZ+/6t++A4t+w+uO4+0XdagJEmSpKRycRzHaQeh3eXWrVsMDQ3RaDTYP/QS3cdPkcu3bHh83Fzl/qWzLIxfoK2tjevXr/P0008TxzH/7t/9O/7Vv/pXNJvNbcXw9/7e31v3xPezzz5Ld3c3YRhy6NAharUaf/cf/1sKfUe2fM76r3/F//mzP6Wzs5Pf/OY3tLW18atf/WrdoP7mzZssLy9vK9ZXX32V999/n/379wPf3ecnSVkShiE9PT1EUQSw7fsfQLFYZHZ21nc56FuxBiVJkiQl5ZPlesy7775Lo9GgUBnadJMJkMu30H38FCsP/or69Djvvvsu//pf/2tOnDjB559/vum/9w/+wT9geHj40XB8aGhow01qEAS8/vrr/PSnPyW8ep727//upvHB2mY4/OXPAXjjjTcenf/3fu/3+L3f+71Hxy0tLXHz5s1HA/Rr165x/fp1VlZWNjz32NgYV65c4fz58/z+7//+d/L5vffee5tekyTtJkEQUKlUmJiY+Nb3v/7+foeU+tasQUmSJElJ+WS51vmuntzu6enhf//v/73pmmeffZZr165tK8aJiQl++MMfbu/J7T9/j4XrF7/Vk9t/8id/wn/4D/9h0+P27dtHtVr9zp58d7MuKUv++lO93/b+51O9SsIalCRJkpRUPu0AtLuMjo5Sq9VoLffR3nt4W2vb+47QerCXWq1GX18f+/Zt/sWFmzdvPnoB5lY9/fTT/OxnPwNgYfwCX59/m/qvf8Vv//8+cRxT//Wv+Pr82yxcvwjAuXPntv0TJ9evX9/0mHw+z7PPPvudfX5jY2PbWitJaRsdHSWKokT3vyiKvP/pW7MGJUmSJCXlz7BoncnJSQCKA8PbenkmQC6XozAwzPK9GZ599lkuXbrE+Pg4v/jFL/jFL37B1atXH/s5k0ajwa1bt/jhD3+4rX/r4Uswf/SjH1GfHqc+PU7rwV4KA8Pk2ztoLi1Sv32N5XszALS1tXHu3DlGRka29e/EccyXX375jX93+PBh/vAP/5A//MM/5Pd///cpFov883/+z4Hkn9/DPEhSVnxX//3w/qdvyxqUJEmSlJTDcq0zPz8PQK6t41utz7evrZubmyOfzz/6LfI//dM/ZX5+nv/+3/87v/jFL/jzP//zRz/Tst0nyx969dVX+cEPfsC7777LuXPnqN2beTQcf6izs5M33niDt95661u9NLPZbD56OWm5XOb48eP8wR/8AX/wB3/A7/zO7zx2/Hf5+UlSlnj/U9qsQUmSJElJOSzXOl1dXQDEjcVvtb65tLauVCp947n/6I/+iD/6oz8C4Pbt2zx48IDh4eFvGe3aT7K89957/OQnP2FsbIzJyUnm5uYolUoMDg7y2muvfWMsW9XS0sL4+DhhGPIP/+E/JJ//m3+56El+fpK0m3n/U9qsQUmSJElJOSzXOoODgwBEt69x4NjJbX2NOY5j6revrTvP32RgYODbBfkNgiDgzTff/M7O99dtJ86d/PwkaTfx/qe0WYOSJEmSkvIFn1rntddeo7Ozk+XqHZZmbm5r7dKdGyzfm6Gzs/PRb4rvNX5+kvYq739KmzUoSZIkKSmH5VonCAJef/11AMKr54mbq1taFzdXCX/5cwDeeOMNgiB4YjHuZn5+kvYq739KmzUoSZIkKalcHMdx2kFod5mYmOCHP/whjUaD/UMv0X38FLl8y4bHx81V7v/5eyxcv0hbWxvXr1//Vi/T/NvCz0/SXuX9T2mzBiVJkiQl4bBc32hsbIzXXnsNgEJliOD5V2jvO7Lu9z/jOGbpzg3CX/6c+vT4o3UjIyOpxLyb+PlJ2qu8/ylt1qAkSZKkb8thuTY0NjbGj370IxqNBgCtB3spDAyTb++gubRI/fY1lu/NANDW1sa5c+fcZP41fn6S9irvf0qbNShJkiTp23BYrr/RxMQE7777LufOnaNWqz32952dnbzxxhu89dZbfm35G/j5SdqrvP8pbdagJEmSpO1yWK4tCcOQsbExJicnmZubo1QqMTg4yGuvvUapVEo7vF3Pz0/SXuX9T2mzBiVJkiRtlcNySZIkSZIkSdKel087AEmSJEmSJEmS0uawXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOf9fzk8tdZ/3zSfAAAAAElFTkSuQmCC",
      "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": 13,
   "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": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "langerin_neighbourhoods['1.1.12'].labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:35:48.857919Z",
     "start_time": "2022-11-27T19:35:48.842998Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "langerin_neighbourhoods['1.1.12'].children"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:32:21.508813Z",
     "start_time": "2022-11-27T19:32:18.071039Z"
    }
   },
   "outputs": [
    {
     "data": {
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3vqE/+IM/UCwWu+o6phuGFxcX6z/8h/8waQg++t+f+7mfm5Unt62PM5qamnTixAl94AMfmPXHK9diaGhIFy5cmHKYfqX/v54nKYuLi1VdXa3q6mq99rWv1Wtf+9qx/6+srJTjOCovLx/b//fee69eeOGFK97W8uXL9cY3vlG+748N3k+ePKmf/exnWfnz7/Kh5fjB5eV7bPyfTaPH7/Dw8NhJbbNtIf39kYuy3S+br9Yf//Of+9zndObMmQlrW7RokbZu3ap3v/vdkz4a6FOf+pQeeeSRef/zL1e9853v1D/90z9N+LkbbrhBn/zkJ3XPPfcoEolM+LW5+PcuChvDcgDIY7Pxiq/y8nKdO3dOjuPo1KlT+tSnPqVvfvObU17P8zyVlJSY1n35R0rk0qA2Gz9eKK9EzQVX+nzU0SHjyy+/LN/3r/tYKC4u1rve9S6Vlpbq1Vdf1YkTJ9TT0zPl9e6//34tWbJkbD2jA4PLH3qNfn/HD5Ov9urk0T0y1UD58kFyKpWa8HWln7v8KxcGFhaW7/Fv//Zv69VXX9Wzzz6rixcvTnmdu+++W3V1dRO+b5d/X8YP98d3HxwcHHvF9ehg1/O8CV/ZfCX29fYLh8P6+Mc/rqefflrf+c53JnwkzuU2btyoqqqqsY8HicfjY1+u66qvr2827sqYUCg05ZB7Jj9fUlJyxVcuztbftw0NDXruueeu6XpFRUWqra2dchh+0003zcvJFtvb2/X6179+Zq/oe3y3+k4eHntF30033TSrj1fmku/7cl33mgfrr7zyyqzvZynzyvZ7771Xf/EXf6FEImHuFw6Hdd9992lkZGTSK9+v9P+z/UTUlRQVFU14Au3yzzIf/TiRy5/clTLvfrzaK/YXL14sx3HGPqZo9B0GlndIzIXRJ0nHnwT2Sk9WT/Xupvl+R9Nc9Zvq48LyzfX2CwaD+sVf/EWVlpbO2xMClo8Amu4dABs3btThw4ev+Gt1dXX69Kc/ra1bt6q4uHjW/70LSFJxthcAAJg7LS0tSiaTClXXKVK7Yuzn0wNJJduPafjSeaVTnoLhUhVXLlH5snUKlmTe3hapW6lQVa2SF3r0d3/3d/rKV76iU6dOTft7vvWtb5Uk03A4nx8Ez7bredVwLv14Nm/zag++H3744bHP1b3eY2HoQo/e8pa36Etf+tKUH40w3le/+lWl0+mxIelCftJj9NXPoVBo0iugL//K1mUeeeQR3X///ebv8ZNPPnnVIfmo//2///ec9b7c5a+6vtav0Y+FuJav/fv367/+1/9q6pe60KPPfe5z1/SRJYcOXdtHF4TD4VkZckcikTl9e/5s/X17rYPyj3/84/rMZz6j4uLs/3Putttu0969e7Vlyxb1tR3S8KWfyVmzSZG6lZM/K7b7lNynvzH2StJ9+/bptttu08MPPzwr/VpbW3XPPffM6f0NBAJavHixFi9erMbGxmu6zsDAwDUP1kc/U366x0Ke5+mLX/yiiouLdcstt5j7pS70qLGx8Zr7pdNpeZ53TYP1mf7/6J8ho4P7uXiy4dVXX5XruvrKV76igYGBWXmM8Ju/+Zt63eteN/ZE6OjX6Dtepvu50a/LO+fq44eioiL9xm/8hvr6+vSd73zH3G/8u6Qut1D+bTD6hMa1vuigrKxs7Al1a7+2toXzDofpBu7nzp2b8rrd3d3atm2bPvShD+nLX/6yXn311QXz9wcWjuw/ugIAzJmOjg5JypwFPBBQKtatxLMHlTz9lPyhgUmXv3Rkj8qX367o6jsVqq5VydJVGrrQo29+85vXNCiXpOPHj8/qfbhcrg5qs/Hj8a+gwtXN1rHw9NNPX9OgXMq80vRqiouLc3bwfPnXfLw61aq7u1uS/Xt8LYNySaqoqNDixYvnbHg9/tWU83Gc9/b2SrL3u9ZXxG/cuFFvectbph10X/5W61w1W3/GvOtd79LIyIi++93vTjgHwuXi8XhODMpHjZ4c7T3veY8Guto00NWmUFXmfgUjZUoP9mvg7AkNXci8GyccDmvfvn1qbm6WNHv9Rm8n15SUlOjmm2/WzTfffE2Xv3TpkiorK6e93KJFi/SOd7xDBw8elDS//YLBoMrLy6f8DGGLoaEh88D9yJEj0w6Zfd/XmTNnxv7csva75ZZb9JnPfMZ0333f19DQkGngPpOfv9LPXes5GkZGRlRcXKympiZ95zvfMff74z/+Yz3wwAPX9A64a7nMXH4NDg5ecYA/0yc3Vq9erTe+8Y36i7/4C3O/3/qt39LWrVsnvcNw/NeVfn4ml53pbUz1DrPRF0hZztcQj8f1P/7H/9Db3/52Sfn79weyI3ceYQEAZl0ikZAkBcJlSp45qthjD0ojmVc6hKrrMg8qwmXyU/3yzp7QUKxbfScPq+/Uk6q+Y4eCkTJJUmNjo6qqqnTo0KFJr3i53J49e1RZWTkng2JOHIrrNVvHQllZmT73uc9p9+7dV/0IFknau3ev1qxZM+Vgmic6ZtdsfY/f8Y53aGhoSE8++eRVXxn20EMP6d3vfvfc37F5Mlv97r77bv3yL/+yvvSlL+nkyZNT/n5ve9vbtGPHjjm/X/NltvpVVVXp4Ycf1vDwsL7zne/oa1/7mv7xH/9x7PZHdXZ2zu8dvAabN2/W6173Ou3atUv79u1T8kLP2HB8VHl5ubZu3ar77rtvwsnUZqtfPB6fp3s7t672pF04HNamTZt077336j/9p/+kQCCgv//7v5eUP/1CodDYq/evh+/7V32SNxAI6K1vfavuvfde/c7v/I7uvffezM/nQL9AIDD2WCEajZpv73qk02nddNNNeumll6a8zI033qjm5mZ94Qtf0Ic+9CFJs9Nv9CN1rB/pOB9GRkamHKb/+q//us6ePTvldUtLS/X2t79dDz/8sD71qU9Jsvd77Wtfq9/6rd+a+zs+Q+PPLXKtA/cPfOADV31xSlFRkdasWaMvf/nL+uIXvygpN45f5A+G5QCQxyoqKiRJqd7n5f5z5h9SJfVNctY2K1K7YsKwbvH6bRrseU7u8f0a6GpT7MBOlSxdLUl6zWteoz179igej2v37t36y7/8S7388stX/D3vuOMO3XjjjXN8z4CZma1jIRqN6k/+5E/0sY99TIcPH9bnP/95ffe7373i77lkyRLdcsstc3zPMGq2vsc///M/rz/7sz/TuXPn9Fd/9Vd6+OGHr/gPKMuroXLRbPWrrKzU7//+7+v973+/vvvd72rXrl169NFHJ73SLt/+UTqbf8ZImXeevP3tb9fb3/527d69W9/+9rf1ta99Td/61rfGhjG56LbbbtPu3bv1wAMPqLW1VR0dHYrH44pGo2psbNSWLVuuOACc7X4L3ZVO7nrrrbfqnnvu0d13363q6uoJv0a/iTzPu+KrfktLS/W+971P999/v2699daxn6ffRMFgcMoXx7z+9a/XRz/6Uf3O7/zO2LtbCrXf+M/Uv9xUL4i44YYb9Ed/9Ef6wAc+MPb52Pne73qeACkrK5vy5++55x798R//8dg7dfK9H7KDYTkA5LHRz9L0XviBJF31xFuBQEAldSsVufkXdPGJh9TXdkgDZ5+dcDvRaFQf/ehH9cEPflB79uzRn/3Zn+mnP/3phNtZ6CcGRH6a7WMhEAho48aN2rhxo773ve/pgQce0Le+9a0Jt5Orw6x8Ndvf4yVLlmjnzp36xCc+ob/927/VF7/4xQmfoZlvw/K5OEbe8pa36C1veYtefPFF/c3f/I3+9m//duwkev39/fNwr+bPbPcbr7S0VO9617v0rne9S6+++qqOHDmiN77xjXN4b+wcx5nRZ7/OZb+FqKKiQoFAQMXFmZMO33vvvbr99tunHMDRb6LLTz5aU1OjD37wg7r33nuv+PE29Jvs8mH52972Nn3kIx/R2972tkn7kH6TXf4YsKGhQR/+8If13ve+d9JwnX6TXf7xLY7j6IMf/KDuu+8+vfa1r53wa/TDXAj4C+VMCQCAGXNdV9XV1RoeHlZJfZNuaP70FR84XM5Pj+jl/Z/WQFebiouLFYvFrnh28FQqpb179+qBBx7QCy+8IEl65ZVXJr3iCci2uT4WJOnUqVP6whe+oJaWFo2MjOjpp5/WL//yL8/2XcEU5uPPu5aWFv35n/+5Tp8+rccff3zshMb5YD6OkWQyqUceeUT/5//8H/1//9//p1/8xV+c7buRNfPRL5/Rb7J//dd/VWVl5aTB0JXQb6J0Oq3169fL8zx98IMf1ObNmxUOh6e8PP0mu/XWW/XCCy9o06ZN+vCHP6xVq1ZNeVn6TfaLv/iL+vGPf6yVK1fqYx/7mJqbm6c8zwT9JnvLW96i7373u7rhhhu0Y8cOfeADH5jyld/0w1zgleUAUCCctc3X9MBBkgLBIjlrNmmg6+pnVQ+Hw3r/+9+v9773vXr00UcliUE5ct5cHAuStHLlSj3yyCP67Gc/q56eHr3pTW+yLhXXaa7+vHvPe96jrVu3qq+vb+xtv/loro6R8vJy3XvvvWOfD5yv5qpfoaBfxs///M9f1/Xol/kYkaNHj17XdemX8f3vf1+pVGrGH61Iv4x/+qd/Und3t9785jfP6Bw19Mv4u7/7O504cULvfOc7r/gxN1OhH2YLZ0oDgDzW0tKi4eFhharrFKldMaPrRupWKlRVq+HhYbW2tl71ssXFxdq0aZM2bdpkWS4wZ+brWJCk+vp6rVu3jhN4zrP5+h4HAoG8HJTP5zGSj+hnQz8b+tnQb7LXvOY11zwop99kdXV1YyfgnQ79Jrvlllu0efPmaxqU0w9zgVeWA8gbruuqpaVFHR0dSiQSqqio0K233qrNmzcX7FuqOjo6JClzFvAZDu4CgYBKlq7S0IWesdspROyr/DDVsZAeSCrZfkzDl84rnfIUDJequHKJypetU7CkXBLHwkLB99iGfjb0s6GfDf1s6GdDPxv62dAPc4FhOYAF78yZM9q1a5ceeeSRSSf0kaQdO3borrvu0v3336/bbrstCyucewMDAzp37tyEr/Pnz+vAgQOSpED4ymcUn04wkrnewYMHVVJSoiVLlkz4eu1rX6tgMD/fpMS+yi+JRELSvx8LqVi3Es8eVPL0U/KHBiZd/tKRPSpffruiq+9UqLp27FiIx+Pzt2jMCN9jG/rZ0M+Gfjb0s6GfDf1s6GdDP8wFhuUAFrSWlhbdfffdY2ccD1XXZZ5VDpfJT/XLO3tCyVi3Hn74YX3lK1/R3r17tXnz5mlvN51Oa8+ePTp48KC++MUv6pZbbpnruzLlOmKx2KQh+OWD8YsXL171dvxU//X9/oOZ6z3//PP67Gc/O+nXi4uLVVNTM2mIfvlXWdn1Detnw//8n/9T3/3ud/WZz3zmmofac7WvkD2jH5vhp/qVPHNUsccelEaGJV35+zsU61bfycPqO/Wkqu/YMXYsTHVyIWQf32Mb+tnQz4Z+NvSzoZ8N/WzoZ0M/zAWG5QAWrNbWVv3u7/6uJKmkvknO2mZFaldMePvV4vXbNNjznNzj+zXQ1aYtW7ZI0lUHmz/5yU90zz336Lvf/a4k6Zd+6Zf0qU99atbX73netEPw8+fPa2ho6Jpu70qv/H7xxRf1jW98Q97ZE1q8ftuMPorF930NnD0hSXrnO9+pm266acK6XnrpJQ0PD6unp0c9PT1Xva3FixfrpptuuupA/YYbbpiTV6l/5jOf0YULF3TgwAF98pOf1Ec/+lGFw+EpLz9X+wrZ1djYKElKth9T/JnMyWiv9fsbO7BTRYuqJtwOcg/fYxv62dDPhn429LOhnw39bOhnQz/MhYDv+362FwEAM3XmzBk1NTUplUppUdNGVW7YftUzX/vpEV184iH1tR1SOBzWyZMnJ73KOJVK6Qtf+II++9nPjr2iWJJ+//d/X1/+8peveW3pdFqvvPLKtIPwS5cuXdPtBQIB3XDDDVcdNt900016zWteM2kY7rqulixZomQyqRvf/XmV1K285vsx8OKP9dLXP67y8nKdO3du0udzDw0N6Wc/+9kVB/zjf3yljzC5ktFXqU93PxctWnTN98HzvEmval++fLn+9m//VmvWrJl0+bnYV8gNruuqpqZGnudJ0oy/v5JUWlqq3t5ePqs+R/E9tqGfDf1s6GdDPxv62dDPhn429MNc4JXlABakXbt2KZVKqaS+adq/DCUpECxS5YbtGr70Mw10tWnXrl3avXv32K//y7/8i97//vfr9OnTk657/vz5sf/v7++fNBy+fEjc29t7za8GLysrmzQMvnxAXFNTo1AodI1lJnIcR3fddZcefvhhucf3K3LzL0zbSso8gHCf/oYkaevWrVd84BAKhVRbW6va2tqpb8f3FY/Hr/qkwblz52b0KvVoNHrVYfqSJUt04403qqioSL29vZOuf/r0ab35zW/WH/7hH+pzn/vc2Fv3pNnfV8gdjuOovr5e7e3t1/39bWho4EF0DuN7bEM/G/rZ0M+Gfjb0s6GfDf1s6Ie5wCvLASw4s/lq6WAwqE984hP667/+a031x2FFRYVqa2t17tw5ua57Tb9PIBDQjTfeOOUwd/TLcZwZfTTK9Whvb9frX//6mb1a+vHd6jt5eN5eLT08PKyXXnppyiciRr/6+vqu6faKior0cz/3c4pGo2pvb5/ycjfffLN2796tO+64Y05fhY/sG/+qk+v9/vKqk9zG99iGfjb0s6GfDf1s6GdDPxv62dAPc4FXlgNYcFpaWpRMJhWqrlOkdsWMrhupW6lQVa2SF3r03//7f9ff/M3faHBw8KrXSSQSOnPmzNiPy8vLpx2C/9zP/dx1vxp8tt12223au3evtmzZor62Qxq+9DM5azYpUrdywqDe930Ndp+S+/Q3NNDVJknat2/fvHysSHFx8Vi7q0kkEtMO1H/2s59pZGRk7MdX89Of/lTveMc71NTUpHvuuWdW9lVra6vuueeeGV0fc6+lpUWe55m+vx7f35zG99iGfjb0s6GfDf1s6GdDPxv62dAPc4FhOYAFp6OjQ5IyZ7YeN+xNDySVbD+m4UvnlU55CoZLVVy5ROXL1ilYUi4p84rvkqWrNHShR//3//7faQflo771rW+poaFBS5YsUTQanfNXg8+20RNPvuc979FAV5sGutoUqqpVydJVCkbKlB7s18DZExq6kPkIlHA4rH379qm5uTmby56koqJCy5Yt07Jly6a8zPDwsF5++WWdO3dOX/rSl/TVr3512ts9efKknn/+eUmT99W1GL+vRvcnMlzXVUtLizo6OpRIJFRRUaFbb71VmzdvnvGrN3zf1z/8wz9o0aJF+rVf+7UZXXeqPzeuhfX729raqsrKSm3YsGHG153Nfvlutv5uKNRjmH429LOhnw39bOhnQz8b+tlk8zE+8hfDcgALTiKRkCQFwpkTN6Zi3Uo8e1DJ00/JHxqYdPlLR/aofPntiq6+U6HqWgUjmeutWrVKv/mbv6lvf/vbeuaZZ6b8GBYpc1LI+vr62b8z82jz5s163etep127dmnfvn1KXugZG46PKi8v19atW3Xfffct2BNVFhcX66abbho76enVvOY1r9H69ev1wQ9+UF//+tcl/fu+mqnRfRWPx6/r+vnmzJkz2rVrlx555JErnuR1x44duuuuu3T//fdf017r6+vT+9//frW2tiocDuvChQszOtnr6PfF+v291o9iGtXR0aEtW7ZIkv7oj/5IX/jCF67pXSez3a8QzNbfDYV6DNPPhn429LOhnw39bOhnQz+by/vNVKH3w5UxLAew4IyekNFP9St55qhijz0ojQxLkkLVdZlnlcNl8lP98s6e0FCsW30nD6vv1JOqvmOH0oP9kqTFixfrU5/6lD71qU+pp6dH+/bt01e/+tUrPqt87ty5BT8slzIfybJ792498MADam1tVUdHh+LxuKLRqBobG7VlyxZFo9FsL3PWXOljWIqLi/Ubv/Ebeu9736tf//VfVzgclpR594CU2VfXY3Rf5VO/69XS0qK7775bqVRK0pWPy2SsWw8//LC+8pWvaO/evWPvfriS9vZ2vetd7xr7/PlUKqUf/ehHevOb33zFyw8PD+tf//Vf9cMf/lAnTpzQD3/4Q/3Lv/yLJPv3d+/evTp79qze8IY3aNWqVXrDG96g//gf/6OCweAVr/f9739/7P8ffPBBPfPMM9q/f79uuummKX+v2e5XKGbr74ZCPYbpZ0M/G/rZ0M+Gfjb0s6Gfzfh+16PQ++HKGJYDWHAaGxslScn2Y4o/86gkqaS+Sc7aZkVqV0x4+9Xi9ds02POc3OP7NdDVptiBnSpaVDXhdiSptrZWH//4x/Unf/Inevrpp/XVr35Vra2tY88wjz5jnS8cxymIz2Qbf0LQlStX6n3ve5/+y3/5L7rhhhsmXXZ0P3hnT2jx+m0zehuf7/saOHtiwu0UqtbWVv3u7/6upGs/LkdfeX2lge/+/fu1bdu2Sa+u/uEPf6g3v/nNGhoa0pkzZyYMxk+ePCnP8664Puv3d3BwUEeOHNGRI0fGfj0ajaqpqWlseP6GN7xBt956q4qKivTDH/5wwm1973vfU1NTk1pbW3X77bdP+r1mu18hmYu/GwoJ/WzoZ0M/G/rZ0M+Gfjb0s+HfcJgLAf9qnzsAADlo/BmvJWlR00ZVbtiuQLBoyuv46RFdfOIh9bUdkqRrOuN1f3+/vvnNb6q7u1sf+tCHVFJSMrt3BHPuxIkTeuyxx/SOd7xDr3/966/64Ml1XS1ZskTJZPK6z6ReXl6uc+fOFexnSZ85c0ZNTU1KpVIzPi7D4bBOnjw59pEiqVRKH/nIR/RXf/VXV7zurbfeKsdx9OMf//iK5x5YtGiRmpqaxl4B3tjYqLe97W3m7++3v/1tPf/882PD+R/96EdX/P3Ly8v1+te/Xp2dnTp//vykXw8Gg/r85z+vD3/4w2P7cjb7FaL5+rshX9HPhn429LOhnw39bOhnQz8b/g2HuXDl9wwDQA5zHGfsI1FK6pumfTAhSYFgkSo3bFdJfZMkqaGhYdq/DMvKyvTud79bH/vYxxiUL1CrVq3Spz71KTU1NU37KgPHcXTXXXdJktzj++WnR67p9/DTI3Kf/oYkaevWrQX9IGvXrl1KpVLXdVymUint2rVLUubjc37lV35lykG5JD3//PP6wQ9+oMHBQTmOo/Xr1+uP//iP9fd///f6yU9+Itd1dezYMX3xi1/U1q1b9cu//Muz8v19y1veove///360pe+pO9///tKJBL68Y9/rK985Sv64Ac/qLVr16qsrEzJZFLf+973rjgol6R0Oq2PfvSjuvPOO/Xqq6/Oar9CNV9/N+Qr+tnQz4Z+NvSzoZ8N/WzoZ8O/4TAXGJYDWHBc11VXV5ckyVnbPO2DiVGBYJGcNZskSZ2dnTM+UR/y3/33369wOKyBrjZdfOKhaR9s+ekRXXx8twa62hQOh3XffffN00pzj+u6euSRRyRd/3G5b98+ffvb31Z9ff3YZ4xPeb1AQPv27VNHR4cuXryo73znO/rzP/9zvfvd79bP//zPX/EzxOfi+xsKhbRy5Uq9973v1a5du/S9731P8Xhcp0+f1s6dO6e9///0T/+km266ST/60Y9mpV8h/7nG3w029LOhnw39bOhnQz8b+tnQz45/w2G2MSwHsOC0tLTI8zyFqusUqV0xo+tG6lYqVFUrz/PU2to6RyvEQnXbbbdp7969kqS+tkN6ef+nNfDij3X5J5b5vq+BF3+sl/d/Wn0nD0vKDCoL+SMwWlpalEwmTcdlMpnUl770JQ0PD097Hd/31djYqFtuuWXKk2tebr6+v0VFRfqFX/gF1dbWXtPlPc/Tl770pVnpV8h/rvF3gw39bOhnQz8b+tnQz4Z+NvSz499wmG2c4BPAgtPR0SFJmTODj/tojfRAUsn2Yxq+dF7plKdguFTFlUtUvmydgiXlkjKvRi1ZukpDF3rGbgcYb/Qkie95z3s00NWmga42hapqVbJ0lYKRMqUH+zVw9oSGLvRIksLhsPbt26fm5uZsLjvrZuu4XLZsmX77t39b//Iv/6Knn35azz333JS/5w9/+EO96U1vmtE65/P7e/nJPccLBAJatWqVfumXfkn/+T//Zz399NOS+HPNgr8bbOhnQz8b+tnQz4Z+NvSzod/s4N9wmE0MywEsOIlEQpIUCJdJklKxbiWePajk6afkDw1MuvylI3tUvvx2RVffqVB1rYKRzPXi8fj8LRoLyubNm/W6171Ou3bt0r59+5S80DP2wGpUeXm5tm7dqvvuu49XI2j2jstEIqFt27Zp27ZtkjKfX/7444/r8ccf1xNPPKELFy6M3cZPfvKT61rrfH1/L1/fTTfdpLe//e361V/9Vb3tbW9TdXX12K89/vjjkvhzzYK/G2zoZ0M/G/rZ0M+Gfjb0s6Hf7OHfcJgtDMsBLDgVFRWSJD/Vr+SZo4o99qA0kvnYhlB1XeZZ+XCZ/FS/vLMnNBTrVt/Jw+o79aSq79ih9GC/JCkajWbtPiD33Xbbbdq9e7ceeOABtba2qqOjQ/F4XNFoVI2NjdqyZQt7aJy5Oi6XLFmi973vfXrf+96nkZER/fCHP9Tjjz+uH/7wh9qyZct1r3c+vr+///u/r3A4rDVr1uhXf/VXtXz58ilPNMufa3Y0tKGfDf1s6GdDPxv62dDPhn6zi3/DYTYwLAew4DQ2NkqSku3HFH/mUUmZM4c7a5sVqV0xYRi1eP02DfY8J/f4fg10tSl2YKeKFlVNuB3gahzH0T333JPtZeS8+Tgui4qK9MY3vlFvfOMbZ23dc/n9fcc73qF3vOMd13RZ/lyzo6EN/WzoZ0M/G/rZ0M+Gfjb0mxv8Gw4WAf/yT7wHgBznuq5qamrkeZ4kaVHTRlVu2H7VM4f76RFdfOIh9bUdkiSVlpaqt7dXjuPMy5qBfMdxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3BLO9AACYKcdxVF9fLynzrPt0DyYkKRAsUuWG7Sqpb5IkNTQ08GACmEUclzb0s6OhDf1s6GdDPxv62dDPhn429ANyD8NyAAuO67rq6uqSJDlrm6d9MDEqECySs2aTJKmzs1Ou687VEoGCw3FpQz87GtrQz4Z+NvSzoZ8N/WzoZ0M/IPcwLAew4LS0tMjzPIWq6xSpXTGj60bqVipUVSvP89Ta2jpHKwQKD8elDf3saGhDPxv62dDPhn429LOhnw39gNzDCT4BLDgdHR2SlDkz+LgTnqQHkkq2H9PwpfNKpzwFw6Uqrlyi8mXrFCwplyQFAgGVLF2loQs9Y7cDwI7j0oZ+djS0oZ8N/WzoZ0M/G/rZ0M+GfkDuYVgOYMFJJBKSpEC4TJKUinUr8exBJU8/JX9oYNLlLx3Zo/Lltyu6+k6FqmsVjGSuF4/H52/RQJ7juLShnx0NbehnQz8b+tnQz4Z+NvSzoR+QexiWA1hwKioqJEl+ql/JM0cVe+xBaWRYkhSqrss8Kx8uk5/ql3f2hIZi3eo7eVh9p55U9R07lB7slyRFo9Gs3Qcg33Bc2tDPjoY29LOhnw39bOhnQz8b+tnQD8g9DMsBLDiNjY2SpGT7McWfeVRS5szhztpmRWpXTHj72uL12zTY85zc4/s10NWm2IGdKlpUNeF2ANhxXNrQz46GNvSzoZ8N/WzoZ0M/G/rZ0A/IPQHf9/1sLwIAZsJ1XdXU1MjzPEnSoqaNqtyw/apnDvfTI7r4xEPqazskSSotLVVvb68cx5mXNQP5juPShn52NLShnw39bOhnQz8b+tnQz4Z+QO4JZnsBADBTjuOovr5eUuZZ9+keTEhSIFikyg3bVVLfJElqaGjgwQQwizgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QehuUAFhzXddXV1SVJctY2T/tgYlQgWCRnzSZJUmdnp1zXnaslAgWH49KGfnY0tKGfDf1s6GdDPxv62dDPhn5A7mFYDmDBaWlpked5ClXXKVK7YkbXjdStVKiqVp7nqbW1dY5WCBQejksb+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYcTfAJYcDo6OiQpc2bwcSc8SQ8klWw/puFL55VOeQqGS1VcuUTly9YpWFIuSQoEAipZukpDF3rGbgeAHcelDf3saGhDPxv62dDPhn429LOhnw39gNzDsBzAgpNIJCRJgXCZJCkV61bi2YNKnn5K/tDApMtfOrJH5ctvV3T1nQpV1yoYyVwvHo/P36KBPMdxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3MCwHsOBUVFRIkvxUv5Jnjir22IPSyLAkKVRdl3lWPlwmP9Uv7+wJDcW61XfysPpOPanqO3YoPdgvSYpGo1m7D0C+4bi0oZ8dDW3oZ0M/G/rZ0M+Gfjb0s6EfkHsYlgNYcBobGyVJyfZjij/zqKTMmcOdtc2K1K6Y8Pa1xeu3abDnObnH92ugq02xAztVtKhqwu0AsOO4tKGfHQ1t6GdDPxv62dDPhn429LOhH5B7Ar7v+9leBADMhOu6qqmpked5kqRFTRtVuWH7Vc8c7qdHdPGJh9TXdkiSVFpaqt7eXjmOMy9rBvIdx6UN/exoaEM/G/rZ0M+Gfjb0s6GfDf2A3BPM9gIAYKYcx1F9fb2kzLPu0z2YkKRAsEiVG7arpL5JktTQ0MCDCWAWcVza0M+Ohjb0s6GfDf1s6GdDPxv62dAPyD0MywEsOK7rqqurS5LkrG2e9sHEqECwSM6aTZKkzs5Oua47V0sECg7HpQ397GhoQz8b+tnQz4Z+NvSzoZ8N/YDcw7AcwILT0tIiz/MUqq5TpHbFjK4bqVupUFWtPM9Ta2vrHK0QKDwclzb0s6OhDf1s6GdDPxv62dDPhn429ANyDyf4BLDgdHR0SFLmzODjTniSHkgq2X5Mw5fOK53yFAyXqrhyicqXrVOwpFySFAgEVLJ0lYYu9IzdDgA7jksb+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYdhOYAFJ5FISJIC4TJJUirWrcSzB5U8/ZT8oYFJl790ZI/Kl9+u6Oo7FaquVTCSuV48Hp+/RQN5juPShn52NLShnw39bOhnQz8b+tnQz4Z+QO5hWA5gwamoqJAk+al+Jc8cVeyxB6WRYUlSqLou86x8uEx+ql/e2RMainWr7+Rh9Z16UtV37FB6sF+SFI1Gs3YfgHzDcWlDPzsa2tDPhn429LOhnw39bOhnQz8g9zAsB7DgNDY2SpKS7ccUf+ZRSZkzhztrmxWpXTHh7WuL12/TYM9zco/v10BXm2IHdqpoUdWE2wFgx3FpQz87GtrQz4Z+NvSzoZ8N/WzoZ0M/IPcEfN/3s70IAJgJ13VVU1Mjz/MkSYuaNqpyw/arnjncT4/o4hMPqa/tkCSptLRUvb29chxnXtYM5DuOSxv62dHQhn429LOhnw39bOhnQz8b+gG5J5jtBQDATDmOo/r6ekmZZ92nezAhSYFgkSo3bFdJfZMkqaGhgQcTwCziuLShnx0NbehnQz8b+tnQz4Z+NvSzoR+QexiWA1hwXNdVV1eXJMlZ2zztg4lRgWCRnDWbJEmdnZ1yXXeulggUHI5LG/rZ0dCGfjb0s6GfDf1s6GdDPxv6AbmHYTmABaelpUWe5ylUXadI7YoZXTdSt1Khqlp5nqfW1tY5WiFQeDgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QeTvAJYMHp6OiQpMyZwced8CQ9kFSy/ZiGL51XOuUpGC5VceUSlS9bp2BJuSQpEAioZOkqDV3oGbsdAHYclzb0s6OhDf1s6GdDPxv62dDPhn429ANyD8NyAAtOIpGQJAXCZZKkVKxbiWcPKnn6KflDA5Muf+nIHpUvv13R1XcqVF2rYCRzvXg8Pn+LBvIcx6UN/exoaEM/G/rZ0M+Gfjb0s6GfDf2A3MOwHMCCU1FRIUnyU/1Knjmq2GMPSiPDkqRQdV3mWflwmfxUv7yzJzQU61bfycPqO/Wkqu/YofRgvyQpGo1m7T4A+Ybj0oZ+djS0oZ8N/WzoZ0M/G/rZ0M+GfkDuYVgOYMFpbGyUJCXbjyn+zKOSMmcOd9Y2K1K7YsLb1xav36bBnufkHt+vga42xQ7sVNGiqgm3A8CO49KGfnY0tKGfDf1s6GdDPxv62dDPhn5A7gn4vu9nexEAMBOu66qmpkae50mSFjVtVOWG7Vc9c7ifHtHFJx5SX9shSVJpaal6e3vlOM68rBnIdxyXNvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3JPMNsLAICZchxH9fX1kjLPuk/3YEKSAsEiVW7YrpL6JklSQ0MDDyaAWcRxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3MCwHsOC4rquuri5JkrO2edoHE6MCwSI5azZJkjo7O+W67lwtESg4HJc29LOjoQ39bOhnQz8b+tnQz4Z+NvQDcg/DcgALTktLizzPU6i6TpHaFTO6bqRupUJVtfI8T62trXO0QqDwcFza0M+Ohjb0s6GfDf1s6GdDPxv62dAPyD2c4BPAgtPR0SFJmTODjzvhSXogqWT7MQ1fOq90ylMwXKriyiUqX7ZOwZJySVIgEFDJ0lUautAzdjsA7DgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QehuUAFpxEIiFJCoTLJEmpWLcSzx5U8vRT8ocGJl3+0pE9Kl9+u6Kr71SoulbBSOZ68Xh8/hYN5DmOSxv62dHQhn429LOhnw39bOhnQz8b+gG5h2E5gAWnoqJCkuSn+pU8c1Sxxx6URoYlSaHqusyz8uEy+al+eWdPaCjWrb6Th9V36klV37FD6cF+SVI0Gs3afQDyDcelDf3saGhDPxv62dDPhn429LOhnw39gNzDsBzAgtPY2ChJSrYfU/yZRyVlzhzurG1WpHbFhLevLV6/TYM9z8k9vl8DXW2KHdipokVVE24HgB3HpQ397GhoQz8b+tnQz4Z+NvSzoZ8N/YDcE/B938/2IgBgJlzXVU1NjTzPkyQtatqoyg3br3rmcD89ootPPKS+tkOSpNLSUvX29spxnHlZM5DvOC5t6GdHQxv62dDPhn429LOhnw39bOgH5J5gthcAADPlOI7q6+slZZ51n+7BhCQFgkWq3LBdJfVNkqSGhgYeTACziOPShn52NLShnw39bOhnQz8b+tnQz4Z+QO5hWA5gwXFdV11dXZIkZ23ztA8mRgWCRXLWbJIkdXZ2ynXduVoiUHA4Lm3oZ0dDG/rZ0M+Gfjb0s6GfDf1s6AfkHj6zHMCC09LSIs/zFKquU6R2xdjPpweSSrYf0/Cl80qnPAXDpSquXKLyZesULCmXJEXqVipUVSvvQo9aW1t1zz33ZOtuAHmF49KGfnY0tKGfDf1s6GdDPxv62dDPhn5A7mFYDmDB6ejokKTMmcEDAaVi3Uo8e1DJ00/JHxqYdPlLR/aofPntiq6+U6HqWpUsXaWhCz1jtwPAjuPShn52NLShnw39bOhnQz8b+tnQz4Z+QO5hWA5gwUkkEpKkQLhMyTNHFXvsQWlkWJIUqq7LPNAIl8lP9cs7e0JDsW71nTysvlNPqvqOHQpGyiRJ8Xg8a/cByDcclzb0s6OhDf1s6GdDPxv62dDPhn429ANyD8NyAAtORUWFJCnV+7zcf/57SZmToThrmxWpXaFAIDB22cXrt2mw5zm5x/droKtNsQM7VbJ0tSQpGo3O/+KBPMVxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3MCwHsOA0NjZKkrwXfiBJWtS0ccqzhgcCAZXUrVTk5l/QxSceUl/bIQ2cfXbC7QCw47i0oZ8dDW3oZ0M/G/rZ0M+Gfjb0s6EfkHsCvu/72V4EAMyE67qqrq7W8PCwSuqbdEPzp6/prOF+ekQv7/+0BrraVFxcrFgsJsdx5mHFQP7juLShnx0NbehnQz8b+tnQz4Z+NvSzoR+Qe4LZXgAAWDhrm6/pwYQkBYJFctZsmuMVAeC4tKGfHQ1t6GdDPxv62dDPhn429LOhH5AbGJYDWHBaWlo0PDysUHWdIrUrZnTdSN1KhapqNTw8rNbW1jlaIVB4OC5t6GdHQxv62dDPhn429LOhnw39bOgH5B4+sxzAgtPR0SFJmTODjzvhSXogqWT7MQ1fOq90ylMwXKriyiUqX7ZOwZJySf/2OW9LV2noQs/Y7QCw47i0oZ8dDW3oZ0M/G/rZ0M+Gfjb0s6EfkHsYlgNYcBKJhCQpEC6TJKVi3Uo8e1DJ00/JHxqYdPlLR/aofPntiq6+U6HqWgUjmevF4/H5WzSQ5zgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QehuUAFpyKigpJkp/qV/LMUcUee1AaGZYkharrMs/Kh8vkp/rlnT2hoVi3+k4eVt+pJ1V9xw6lB/slSdFoNGv3Acg3HJc29LOjoQ39bOhnQz8b+tnQz4Z+NvQDcg/DcgALTmNjoyQp2X5M8WcelSSV1DfJWdusSO2KCW9fW7x+mwZ7npN7fL8GutoUO7BTRYuqJtwOADuOSxv62dHQhn429LOhnw39bOhnQz8b+gG5J+D7vp/tRQDATLiuq5qaGnmeJ0la1LRRlRu2X/XM4X56RBefeEh9bYckSaWlpert7ZXjOPOyZiDfcVza0M+Ohjb0s6GfDf1s6GdDPxv62dAPyD3BbC8AAGbKcRzV19dLyjzrPt2DCUkKBItUuWG7SuqbJEkNDQ08mABmEcelDf3saGhDPxv62dDPhn429LOhnw39gNzDsBzAguO6rrq6uiRJztrmaR9MjAoEi+Ss2SRJ6uzslOu6c7VEoOBwXNrQz46GNvSzoZ8N/WzoZ0M/G/rZ0A/IPQzLASw4LS0t8jxPoeo6RWpXzOi6kbqVClXVyvM8tba2ztEKgcLDcWlDPzsa2tDPhn429LOhnw39bOhnQz8g93CCTwALTkdHhyRlzgw+7oQn6YGkku3HNHzpvNIpT8FwqYorl6h82ToFS8olSYFAQCVLV2noQs/Y7QCw47i0oZ8dDW3oZ0M/G/rZ0M+Gfjb0s6EfkHsYlgNYcBKJhCQpEC6TJKVi3Uo8e1DJ00/JHxqYdPlLR/aofPntiq6+U6HqWgUjmevF4/H5WzSQ5zgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QehuUAFpyKigpJkp/qV/LMUcUee1AaGZYkharrMs/Kh8vkp/rlnT2hoVi3+k4eVt+pJ1V9xw6lB/slSdFoNGv3Acg3HJc29LOjoQ39bOhnQz8b+tnQz4Z+NvQDcg/DcgALTmNjoyQp2X5M8WcelZQ5c7iztlmR2hUT3r62eP02DfY8J/f4fg10tSl2YKeKFlVNuB0AdhyXNvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3JPwPd9P9uLAICZcF1XNTU18jxPkrSoaaMqN2y/6pnD/fSILj7xkPraDkmSSktL1dvbK8dx5mXNQL7juLShnx0NbehnQz8b+tnQz4Z+NvSzoR+Qe4LZXgAAzJTjOKqvr5eUedZ9ugcTkhQIFqlyw3aV1DdJkhoaGngwAcwijksb+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYdhOYAFx3VddXV1SZKctc3TPpgYFQgWyVmzSZLU2dkp13XnaolAweG4tKGfHQ1t6GdDPxv62dDPhn429LOhH5B7GJYDWHBaWlrkeZ5C1XWK1K6Y0XUjdSsVqqqV53lqbW2doxUChYfj0oZ+djS0oZ8N/WzoZ0M/G/rZ0M+GfkDu4QSfABacjo4OScqcGXzcCU/SA0kl249p+NJ5pVOeguFSFVcuUfmydQqWlEuSAoGASpau0tCFnrHbAWDHcWlDPzsa2tDPhn429LOhnw39bOhnQz8g9zAsB7DgJBIJSVIgXCZJSsW6lXj2oJKnn5I/NDDp8peO7FH58tsVXX2nQtW1CkYy14vH4/O3aCDPcVza0M+Ohjb0s6GfDf1s6GdDPxv62dAPyD0MywEsOBUVFZIkP9Wv5Jmjij32oDQyLEkKVddlnpUPl8lP9cs7e0JDsW71nTysvlNPqvqOHUoP9kuSotFo1u4DkG84Lm3oZ0dDG/rZ0M+Gfjb0s6GfDf1s6AfkHoblABacxsZGSVKy/ZjizzwqKXPmcGdtsyK1Kya8fW3x+m0a7HlO7vH9GuhqU+zAThUtqppwOwDsOC5t6GdHQxv62dDPhn429LOhnw39bOgH5J6A7/t+thcBADPhuq5qamrkeZ4kaVHTRlVu2H7VM4f76RFdfOIh9bUdkiSVlpaqt7dXjuPMy5qBfMdxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3BLO9AACYKcdxVF9fLynzrPt0DyYkKRAsUuWG7Sqpb5IkNTQ08GACmEUclzb0s6OhDf1s6GdDPxv62dDPhn429ANyD8NyAAuO67rq6uqSJDlrm6d9MDEqECySs2aTJKmzs1Ou687VEoGCw3FpQz87GtrQz4Z+NvSzoZ8N/WzoZ0M/IPcwLAew4LS0tMjzPIWq6xSpXTGj60bqVipUVSvP89Ta2jpHKwQKD8elDf3saGhDPxv62dDPhn429LOhnw39gNzDCT4BLDgdHR2SlDkz+LgTnqQHkkq2H9PwpfNKpzwFw6Uqrlyi8mXrFCwplyQFAgGVLF2loQs9Y7cDwI7j0oZ+djS0oZ8N/WzoZ0M/G/rZ0M+GfkDuYVgOYMFJJBKSpEC4TJKUinUr8exBJU8/JX9oYNLlLx3Zo/Lltyu6+k6FqmsVjGSuF4/H52/RQJ7juLShnx0NbehnQz8b+tnQz4Z+NvSzoR+QexiWA1hwKioqJEl+ql/JM0cVe+xBaWRYkhSqrss8Kx8uk5/ql3f2hIZi3eo7eVh9p55U9R07lB7slyRFo9Gs3Qcg33Bc2tDPjoY29LOhnw39bOhnQz8b+tnQD8g9DMsBLDiNjY2SpGT7McWfeVRS5szhztpmRWpXTHj72uL12zTY85zc4/s10NWm2IGdKlpUNeF2ANhxXNrQz46GNvSzoZ8N/WzoZ0M/G/rZ0A/IPQHf9/1sLwIAZsJ1XdXU1MjzPEnSoqaNqtyw/apnDvfTI7r4xEPqazskSSotLVVvb68cx5mXNQP5juPShn52NLShnw39bOhnQz8b+tnQz4Z+QO4JZnsBADBTjuOovr5eUuZZ9+keTEhSIFikyg3bVVLfJElqaGjgwQQwizgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QehuUAFhzXddXV1SVJctY2T/tgYlQgWCRnzSZJUmdnp1zXnaslAgWH49KGfnY0tKGfDf1s6GdDPxv62dDPhn5A7mFYDmDBaWlpked5ClXXKVK7YkbXjdStVKiqVp7nqbW1dY5WCBQejksb+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYcTfAJYcDo6OiQpc2bwcSc8SQ8klWw/puFL55VOeQqGS1VcuUTly9YpWFIuSQoEAipZukpDF3rGbgeAHcelDf3saGhDPxv62dDPhn429LOhnw39gNzDsBzAgpNIJCRJgXCZJCkV61bi2YNKnn5K/tDApMtfOrJH5ctvV3T1nQpV1yoYyVwvHo/P36KBPMdxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3MCwHsOBUVFRIkvxUv5Jnjir22IPSyLAkKVRdl3lWPlwmP9Uv7+wJDcW61XfysPpOPanqO3YoPdgvSYpGo1m7D0C+4bi0oZ8dDW3oZ0M/G/rZ0M+Gfjb0s6EfkHsYlgNYcBobGyVJyfZjij/zqKTMmcOdtc2K1K6Y8Pa1xeu3abDnObnH92ugq02xAztVtKhqwu0AsOO4tKGfHQ1t6GdDPxv62dDPhn429LOhH5B7Ar7v+9leBADMhOu6qqmpked5kqRFTRtVuWH7Vc8c7qdHdPGJh9TXdkiSVFpaqt7eXjmOMy9rBvIdx6UN/exoaEM/G/rZ0M+Gfjb0s6GfDf2A3BPM9gIAYKYcx1F9fb2kzLPu0z2YkKRAsEiVG7arpL5JktTQ0MCDCWAWcVza0M+Ohjb0s6GfDf1s6GdDPxv62dAPyD0MywEsOK7rqqurS5LkrG2e9sHEqECwSM6aTZKkzs5Oua47V0sECg7HpQ397GhoQz8b+tnQz4Z+NvSzoZ8N/YDcw7AcwILT0tIiz/MUqq5TpHbFjK4bqVupUFWtPM9Ta2vrHK0QKDwclzb0s6OhDf1s6GdDPxv62dDPhn429ANyDyf4BLDgdHR0SFLmzODjTniSHkgq2X5Mw5fOK53yFAyXqrhyicqXrVOwpFySFAgEVLJ0lYYu9IzdDgA7jksb+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYdhOYAFJ5FISJIC4TJJUirWrcSzB5U8/ZT8oYFJl790ZI/Kl9+u6Oo7FaquVTCSuV48Hp+/RQN5juPShn52NLShnw39bOhnQz8b+tnQz4Z+QO5hWA5gwamoqJAk+al+Jc8cVeyxB6WRYUlSqLou86x8uEx+ql/e2RMainWr7+Rh9Z16UtV37FB6sF+SFI1Gs3YfgHzDcWlDPzsa2tDPhn429LOhnw39bOhnQz8g9zAsB7DgNDY2SpKS7ccUf+ZRSZkzhztrmxWpXTHh7WuL12/TYM9zco/v10BXm2IHdqpoUdWE2wFgx3FpQz87GtrQz4Z+NvSzoZ8N/WzoZ0M/IPcEfN/3s70IAJgJ13VVU1Mjz/MkSYuaNqpyw/arnjncT4/o4hMPqa/tkCSptLRUvb29chxnXtYM5DuOSxv62dHQhn429LOhnw39bOhnQz8b+gG5J5jtBQDATDmOo/r6ekmZZ92nezAhSYFgkSo3bFdJfZMkqaGhgQcTwCziuLShnx0NbehnQz8b+tnQz4Z+NvSzoR+QexiWA1hwXNdVV1eXJMlZ2zztg4lRgWCRnDWbJEmdnZ1yXXeulggUHI5LG/rZ0dCGfjb0s6GfDf1s6GdDPxv6AbmHYTmABaelpUWe5ylUXadI7YoZXTdSt1Khqlp5nqfW1tY5WiFQeDgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+QeTvAJYMHp6OiQpMyZwced8CQ9kFSy/ZiGL51XOuUpGC5VceUSlS9bp2BJuSQpEAioZOkqDV3oGbsdAHYclzb0s6OhDf1s6GdDPxv62dDPhn429ANyD8NyAAtOIpGQJAXCZZKkVKxbiWcPKnn6KflDA5Muf+nIHpUvv13R1XcqVF2rYCRzvXg8Pn+LBvIcx6UN/exoaEM/G/rZ0M+Gfjb0s6GfDf2A3MOwHMCCU1FRIUnyU/1Knjmq2GMPSiPDkqRQdV3mWflwmfxUv7yzJzQU61bfycPqO/Wkqu/YofRgvyQpGo1m7T4A+Ybj0oZ+djS0oZ8N/WzoZ0M/G/rZ0M+GfkDuYVgOYMFpbGyUJCXbjyn+zKOSMmcOd9Y2K1K7YsLb1xav36bBnufkHt+vga42xQ7sVNGiqgm3A8CO49KGfnY0tKGfDf1s6GdDPxv62dDPhn5A7gn4vu9nexEAMBOu66qmpkae50mSFjVtVOWG7Vc9c7ifHtHFJx5SX9shSVJpaal6e3vlOM68rBnIdxyXNvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3JPMNsLAICZchxH9fX1kjLPuk/3YEKSAsEiVW7YrpL6JklSQ0MDDyaAWcRxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3MCwHsOC4rquuri5JkrO2edoHE6MCwSI5azZJkjo7O+W67lwtESg4HJc29LOjoQ39bOhnQz8b+tnQz4Z+NvQDcg+fWQ5gwWlpaZHneQpV1ylSu2Ls59MDSSXbj2n40nmlU56C4VIVVy5R+bJ1CpaUS5IidSsVqqqVd6FHra2tuueee7J1N4C8wnFpQz87GtrQz4Z+NvSzoZ8N/WzoZ0M/IPcwLAew4HR0dEhS5szggYBSsW4lnj2o5Omn5A8NTLr8pSN7VL78dkVX36lQda1Klq7S0IWesdsBYMdxaUM/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3MCwHsOAkEglJUiBcpuSZo4o99qA0MixJClXXZR5ohMvkp/rlnT2hoVi3+k4eVt+pJ1V9xw4FI2WSpHg8nrX7AOQbjksb+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYdhOYAFp6KiQpKU6n1e7j//vaTMyVCctc2K1K5QIBAYu+zi9ds02POc3OP7NdDVptiBnSpZulqSFI1G53/xQJ7iuLShnx0NbehnQz8b+tnQz4Z+NvSzoR+QexiWA1hwGhsbJUneCz+QJC1q2jjlWcMDgYBK6lYqcvMv6OITD6mv7ZAGzj474XYA2HFc2tDPjoY29LOhnw39bOhnQz8b+tnQD8g9Ad/3/WwvAgBmwnVdVVdXa3h4WCX1Tbqh+dPXdNZwPz2il/d/WgNdbSouLlYsFpPjOPOwYiD/cVza0M+Ohjb0s6GfDf1s6GdDPxv62dAPyD3BbC8AACyctc3X9GBCkgLBIjlrNs3xigBwXNrQz46GNvSzoZ8N/WzoZ0M/G/rZ0A/IDQzLASw4LS0tGh4eVqi6TpHaFTO6bqRupUJVtRoeHlZra+scrRAoPByXNvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3IPn1kOYMHp6OiQpMyZwced8CQ9kFSy/ZiGL51XOuUpGC5VceUSlS9bp2BJuaR/+5y3pas0dKFn7HYA2HFc2tDPjoY29LOhnw39bOhnQz8b+tnQD8g9DMsBLDiJREKSFAiXSZJSsW4lnj2o5Omn5A8NTLr8pSN7VL78dkVX36lQda2Ckcz14vH4/C0ayHMclzb0s6OhDf1s6GdDPxv62dDPhn429ANyD8NyAAtORUWFJMlP9St55qhijz0ojQxLkkLVdZln5cNl8lP98s6e0FCsW30nD6vv1JOqvmOH0oP9kqRoNJq1+wDkG45LG/rZ0dCGfjb0s6GfDf1s6GdDPxv6AbmHYTmABaexsVGSlGw/pvgzj0qSSuqb5KxtVqR2xYS3ry1ev02DPc/JPb5fA11tih3YqaJFVRNuB4Adx6UN/exoaEM/G/rZ0M+Gfjb0s6GfDf2A3BPwfd/P9iIAYCZc11VNTY08z5MkLWraqMoN26965nA/PaKLTzykvrZDkqTS0lL19vbKcZx5WTOQ7zgubehnR0Mb+tnQz4Z+NvSzoZ8N/WzoB+SeYLYXAAAz5TiO6uvrJWWedZ/uwYQkBYJFqtywXSX1TZKkhoYGHkwAs4jj0oZ+djS0oZ8N/WzoZ0M/G/rZ0M+GfkDuYVgOYMFxXVddXV2SJGdt87QPJkYFgkVy1mySJHV2dsp13blaIlBwOC5t6GdHQxv62dDPhn429LOhnw39bOgH5B6G5QAWnJaWFnmep1B1nSK1K2Z03UjdSoWqauV5nlpbW+dohUDh4bi0oZ8dDW3oZ0M/G/rZ0M+Gfjb0s6EfkHs4wSewALmuq5aWFnV0dCiRSKiiokK33nqrNm/eXBBvv+ro6JCkzJnBx53w5FoEAgGVLF2loQs9Y7eT7wp9v2B+THVcpgeSSrYf0/Cl80qnPAXDpSquXKLyZesULCmXVJjH5eXoZ0dDG/rZ0M+Gfjb0s6GfDf1s6AfkHoblwAJy5swZ7dq1S4888oiSyeSkX9+xY4fuuusu3X///brttttmdNsjIyMqKrq2t3zNF9d11dPTo56eHv30pz8d+//HH39ckhQIl13X7QYjmev9wz/8g4aHh3XzzTertrZ27KumpianWvi+L9/3FQzO7M1Ac7lfgMslEglJ/35cpmLdSjx7UMnTT8kfGph0+UtH9qh8+e2Krr5ToeraseMyHo/P36JzCP3saGhDPxv62dDPhn429LOhnw39gNzDsBxYIFpaWnT33XcrlUpJkkLVdZlnn8Nl8lP98s6eUDLWrYcfflhf+cpXtHfvXm3evHna2+3q6tIHPvAB/fM//7O+973v6XWve91c3xVJUl9f3xUH4eN/PPrAYSp+qv+6fu/0YOZ6nZ2d+uIXvzjp14uKilRTUzNhgF5bWzthqH7jjTfOeHh9vTZt2qSjR4/qz/7sz3T33Xdf06vp52q/AFOpqKiQlDkuk2eOKvbYg9LIsKQr77+hWLf6Th5W36knVX3HjrHjMhqNZu0+ZBP97GhoQz8b+tnQz4Z+NvSzoZ8N/YDcw7AcWABaW1v1u7/7u5IyZ8h21jYrUrtiwtB08fptGux5Tu7x/RroatOWLVskacoB6MjIiP76r/9aH//4x9Xfn/kL9ujRo7MyLPc874pD8PE/9+qrr17Tbb3mNa+ZNLD+f//v/+mrX/2qvLMntHj9thl9FIvv+xo4e0JSpk1dXd2E9Z07d04jIyP66U9/qp/+9Kd6+umnr3g7oVBIS5YsmfSq9PFD9de+9rUz/piYK633W9/6lgYHB/W+971PX/va1/TlL3957IzpVzIX+wWYTmNjoyQp2X5M8WcelXTt+y92YKeKFlVNuJ1CQz87GtrQz4Z+NvSzoZ8N/WzoZ0M/IPcEfN/3s70IAFM7c+aMmpqalEqltKhpoyo3bL/qGbL99IguPvGQ+toOKRwO6+TJk5M+YuPMmTN6//vfP2kQ/OEPf1g7d+686noGBwd17ty5KYfgPT09unDhwjXdt2g0OuUrt0d/XF5ePul6rutqyZIlSiaTuvHdn1dJ3cpr+v0kaeDFH+ulr39c5eXlOnfu3KTP7B4ZGdFLL7005X3r6elRb2+v0un0tL9XJBLRzTfffMWB+uj9q6ysvOpA/eWXX9aNN9444efKy8v1uc99Tn/4h3846eNi5mK/ANfCdV3V1NTI8zxJmvH+k6TS0lL19vYW5Gfp08+Ohjb0s6GfDf1s6GdDPxv62dAPyD28shzIcbt27VIqlVJJfdO0f2lKUiBYpMoN2zV86Wca6GrTrl27tHv3bklSKpXSzp079ad/+qdjH88x3osvvqgXX3zxqoPil19++ZrWXV5ePuUQfPTnrvetYo7j6K677tLDDz8s9/h+RW7+hWm7SJkHFe7T35Akbd269YoPJoqKinTTTTfppptu0pve9KYr3s7w8LB6e3uv2umll17S4OCgXnjhBb3wwgtTrqmsrGxCn8tbxWKxSddJJpO6//771dLSov/1v/7XhOH2bO4XYCYcx1F9fb3a29uve/81NDQU7IN8+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYdXlgM5bDZfQf2Tn/xE73vf+9Te3m5eV0lJyZSvBB/9/8WLF5s/guRq2tvb9frXv35mr6B+fLf6Th6el1dQp1IpnT9//qqvwH/llVfMv08oFNLHPvYx/bf/9t/U398/Z6+4B6Yz/lUx17v/CvlVMfSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3IPrywHclhLS4uSyaRC1XWK1K6Y0XUjdSsVqqpV8kKP3vve9+qb3/zmNV0vHA5f8aNDxv+4qqpqTgfh1+K2227T3r17tWXLFvW1HdLwpZ/JWbNJkbqVE9bm+74Gu0/JffobGuhqkyTt27dvzj9qJBwOq76+/qqfLT4wMDD22ehTDdUvXrx41d9naGhIf/qnf6ovf/nL+sxnPjMr+6W1tVX33HPPjK4PtLS0yPM80/7zCnj/0c+Ohjb0s6GfDf1s6GdDPxv62dAPyD0My4Ec1tHRIUmZM2CPGwCnB5JKth/T8KXzSqc8BcOlKq5covJl6xQsyXzGdyAQUMnSVRq6kBm8Xovi4mL19fUpFArN/p2ZA6Mno3zPe96jga42DXS1KVRVq5KlqxSMlCk92K+Bsyc0dKFHUmaAvW/fPjU3N2dz2WNKSkp0yy236JZbbpnyMjt27NCDDz447W319/fP2n4ZvR1gJth/NvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3IPw3IghyUSCUlSIFwmSUrFupV49qCSp5+SPzQw6fKXjuxR+fLbFV19p0LVtQpGMtd7wxveoN27d+sb3/iGvva1r005PB8eHtYrr7yim266aY7u0ezbvHmzXve612nXrl3at2+fkhd6xobjo8rLy7V161bdd999C+7klS+99NKUv1ZcXKyNGzequblZ73rXu/ShD31Ikn2/xOPx2b8jyHuz9edVoe4/+tnR0IZ+NvSzoZ8N/WzoZ0M/G/oBuYdhOZDDKioqJEl+ql/JM0cVe+xBaWRYkhSqrss8+xwuk5/ql3f2hIZi3eo7eVh9p55U9R07lB7slyRFo1GtXr1aq1ev1uc+9zk99dRT2rt3r/7hH/5ByWRywu/Z09OzoIblUuYjWXbv3q0HHnhAra2t6ujoUDweVzQaVWNjo7Zs2XLdJxPNtp6enkk/t2rVKr3nPe/Rli1bdMMNN4z9/GzuF2Cm2H829LOjoQ39bOhnQz8b+tnQz4Z+NvQDcg/DciCHNTY2SpKS7ccUf+ZRSVJJfZOctc2K1K6Y8Datxeu3abDnObnH92ugq02xAztVtKhqwu1IUlFRkd761rfqrW99q/7mb/5Gjz76qPbu3asjR47I932Fw+F5vIezy3GcvPuctkgkIklasmSJ7rrrLm3dulXLly+/4mXnYr8A14r9Z0M/Oxra0M+Gfjb0s6GfDf1s6GdDPyD3BHzf97O9CABXNv7M2JK0qGmjKjdsVyBYNOV1/PSILj7xkPraDknSNZ8Z+6c//alisZhe//rXz9r6YXfhwgW98MILWrVqlYqKpv6+S/O7X4DLsf9s6GdHQxv62dDPhn429LOhnw39bOgH5J5gthcAYGqO46i+vl5S5tnl6f7SlKRAsEiVG7arpL5JktTQ0HBNf2nefPPNDMpzUFVVlX7pl35p2kG5NL/7Bbgc+8+GfnY0tKGfDf1s6GdDPxv62dDPhn5A7mFYDuQw13XV1dUlSXLWNk/7l+aoQLBIzppNkqTOzk65rjtXS0QOYb8gm9h/NvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3IPw3Igh7W0tMjzPIWq6xSpXTGj60bqVipUVSvP89Ta2jpHK0QuYb8gm9h/NvSzo6EN/WzoZ0M/G/rZ0M+Gfjb0A3IPJ/gEclhHR4ckZc6APe7EHumBpJLtxzR86bzSKU/BcKmKK5eofNk6BUvKJUmBQEAlS1dp6ELP2O0gv7FfkE3sPxv62dHQhn429LOhnw39bOhnQz+bqfpdC/oBc4NhOZDDEomEJCkQLpMkpWLdSjx7UMnTT8kfGph0+UtH9qh8+e2Krr5ToepaBSOZ68Xj8flbNLKG/YJsYv/Z0M+Ohjb0s6GfDf1s6GdDPxv62Vzeb6YKvR8wFxiWAzmsoqJCkuSn+pU8c1Sxxx6URoYlSaHqusyzz+Ey+al+eWdPaCjWrb6Th9V36klV37FD6cF+SVI0Gs3afcD8Yb8gm9h/NvSzo6EN/WzoZ0M/G/rZ0M+Gfjbj+12PQu8HzAWG5UAOa2xslCQl248p/syjkjJnyHbWNitSu2LC27QWr9+mwZ7n5B7fr4GuNsUO7FTRoqoJt4P8xn5BNrH/bOhnR0Mb+tnQz4Z+NvSzoZ8N/WxG77d39oQWr982o49i8X1fA2dPTLgdAHYB3/f9bC8CwJW5rquamhp5nidJWtS0UZUbtl/1DNl+ekQXn3hIfW2HJEmlpaXq7e2V4zjzsmZkD/sF2cT+s6GfHQ1t6GdDPxv62dDPhn429LNxXVdLlixRMpnUje/+vErqVl7zdQde/LFe+vrHVV5ernPnzhVkP2AuBLO9AABTcxxH9fX1kjLPzk/3oEOSAsEiVW7YrpL6JklSQ0MDf2kWCPYLson9Z0M/Oxra0M+Gfjb0s6GfDf1s6GfjOI7uuusuSZJ7fL/89Mg1Xc9Pj8h9+huSpK1btxZsP2AuMCwHcpjruurq6pIkOWubp33QMSoQLJKzZpMkqbOzU67rztUSkUPYL8gm9p8N/exoaEM/G/rZ0M+Gfjb0s6Gf3f33369wOKyBrjZdfOKhaQfmfnpEFx/frYGuNoXDYd13333ztFKgMDAsB3JYS0uLPM9TqLpOkdoVM7pupG6lQlW18jxPra2tc7RC5BL2C7KJ/WdDPzsa2tDPhn429LOhnw39bOhnd9ttt2nv3r2SpL62Q3p5/6c18OKPdfmnJvu+r4EXf6yX939afScPS5L27dun2267bd7XDOQzTvAJ5LCOjg5JypxBfNyJPtIDSSXbj2n40nmlU56C4VIVVy5R+bJ1CpaUS5ICgYBKlq7S0IWesdtBfmO/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn6zY/PmzZKk97znPRroatNAV5tCVbUqWbpKwUiZ0oP9Gjh7QkMXeiRJ4XBY+/btU3NzczaXDeQlhuVADkskEpKkQLhMkpSKdSvx7EElTz8lf2hg0uUvHdmj8uW3K7r6ToWqaxWMZK4Xj8fnb9HIGvYLson9Z0M/Oxra0M+Gfjb0s6GfDf1s6Dd7Nm/erNe97nXatWuX9u3bp+SFnrHh+Kjy8nJt3bpV9913H68oB+YIw3Igh1VUVEiS/FS/kmeOKvbYg9LIsCQpVF2XefY+XCY/1S/v7AkNxbrVd/Kw+k49qeo7dig92C9JikajWbsPmD/sF2QT+8+GfnY0tKGfDf1s6GdDPxv62dBvdt12223avXu3HnjgAbW2tqqjo0PxeFzRaFSNjY3asmULrYA5xrAcyGGNjY2SpGT7McWfeVRS5gzjztpmRWpXTHib2+L12zTY85zc4/s10NWm2IGdKlpUNeF2kN/YL8gm9p8N/exoaEM/G/rZ0M+Gfjb0s6Hf3HAcR/fcc0+2lwEUpIB/+RkDAOQM13VVU1Mjz/MkSYuaNqpyw/arnmHcT4/o4hMPqa/tkCSptLRUvb29chxnXtaM7GG/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn4A8k0w2wsAMDXHcVRfXy8p8+z8dA86JCkQLFLlhu0qqW+SJDU0NPCgo0CwX5BN7D8b+tnR0IZ+NvSzoZ8N/WzoZ0M/APmGYTmQw1zXVVdXlyTJWds87YOOUYFgkZw1myRJnZ2dcl13rpaIHMJ+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5BuG5UAOa2lpked5ClXXKVK7YkbXjdStVKiqVp7nqbW1dY5WiFzCfkE2sf9s6GdHQxv62dDPhn429LOhnw39AOQbTvAJ5LCOjg5JypxBfNyJUdIDSSXbj2n40nmlU56C4VIVVy5R+bJ1CpaUS5ICgYBKlq7S0IWesdtBfmO/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn4A8g3DciCHJRIJSVIgXCZJSsW6lXj2oJKnn5I/NDDp8peO7FH58tsVXX2nQtW1CkYy14vH4/O3aGQN+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvGJYDOayiokKS5Kf6lTxzVLHHHpRGhiVJoeq6zLP34TL5qX55Z09oKNatvpOH1XfqSVXfsUPpwX5JUjQazdp9wPxhvyCb2H829LOjoQ39bOhnQz8b+tnQz4Z+APINw3IghzU2NkqSku3HFH/mUUmZM4w7a5sVqV0x4W1ui9dv02DPc3KP79dAV5tiB3aqaFHVhNtBfmO/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn4A8k3A930/24sAcGWu66qmpkae50mSFjVtVOWG7Vc9w7ifHtHFJx5SX9shSVJpaal6e3vlOM68rBnZw35BNrH/bOhnR0Mb+tnQz4Z+NvSzoZ8N/QDkm2C2FwBgao7jqL6+XlLm2fnpHnRIUiBYpMoN21VS3yRJamho4EFHgWC/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn4A8g3DciCHua6rrq4uSZKztnnaBx2jAsEiOWs2SZI6Ozvluu5cLRE5hP2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwzLgRzW0tIiz/MUqq5TpHbFjK4bqVupUFWtPM9Ta2vrHK0QuYT9gmxi/9nQz46GNvSzoZ8N/WzoZ0M/G/oByDec4BPIYR0dHZKUOYP4uBOjpAeSSrYf0/Cl80qnPAXDpSquXKLyZesULCmXJAUCAZUsXaWhCz1jt4P8xn5BNrH/bOhnR0Mb+tnQz4Z+NvSzoZ8N/QDkG4blQA5LJBKSpEC4TJKUinUr8exBJU8/JX9oYNLlLx3Zo/Lltyu6+k6FqmsVjGSuF4/H52/RyBr2C7KJ/WdDPzsa2tDPhn429LOhnw39bOgHIN8wLAdyWEVFhSTJT/UreeaoYo89KI0MS5JC1XWZZ+/DZfJT/fLOntBQrFt9Jw+r79STqr5jh9KD/ZKkaDSatfuA+cN+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5BuG5UAOa2xslCQl248p/syjkjJnGHfWNitSu2LC29wWr9+mwZ7n5B7fr4GuNsUO7FTRoqoJt4P8xn5BNrH/bOhnR0Mb+tnQz4Z+NvSzoZ8N/QDkm4Dv+362FwHgylzXVU1NjTzPkyQtatqoyg3br3qGcT89ootPPKS+tkOSpNLSUvX29spxnHlZM7KH/YJsYv/Z0M+Ohjb0s6GfDf1s6GdDPxv6Acg3wWwvAMDUHMdRfX29pMyz89M96JCkQLBIlRu2q6S+SZLU0NDAg44CwX5BNrH/bOhnR0Mb+tnQz4Z+NvSzoZ8N/QDkG4blQA5zXVddXV2SJGdt87QPOkYFgkVy1mySJHV2dsp13blaInII+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvGJYDOaylpUWe5ylUXadI7YoZXTdSt1Khqlp5nqfW1tY5WiFyCfsF2cT+s6GfHQ1t6GdDPxv62dDPhn429AOQbzjBJ5DDOjo6JClzBvFxJ0ZJDySVbD+m4UvnlU55CoZLVVy5ROXL1ilYUi5JCgQCKlm6SkMXesZuB/mN/YJsYv/Z0M+Ohjb0s6GfDf1s6GdDPxv6Acg3DMuBHJZIJCRJgXCZJCkV61bi2YNKnn5K/tDApMtfOrJH5ctvV3T1nQpV1yoYyVwvHo/P36KRNewXZBP7z4Z+djS0oZ8N/WzoZ0M/G/rZ0A9AvmFYDuSwiooKSZKf6lfyzFHFHntQGhmWJIWq6zLP3ofL5Kf65Z09oaFYt/pOHlbfqSdVfccOpQf7JUnRaDRr9wHzh/2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwzLgRzW2NgoSUq2H1P8mUclZc4w7qxtVqR2xYS3uS1ev02DPc/JPb5fA11tih3YqaJFVRNuB/mN/YJsYv/Z0M+Ohjb0s6GfDf1s6GdDPxv6Acg3Ad/3/WwvAsCVua6rmpoaeZ4nSVrUtFGVG7Zf9QzjfnpEF594SH1thyRJpaWl6u3tleM487JmZA/7BdnE/rOhnx0NbehnQz8b+tnQz4Z+NvQDkG+C2V4AgKk5jqP6+npJmWfnp3vQIUmBYJEqN2xXSX2TJKmhoYEHHQWC/YJsYv/Z0M+Ohjb0s6GfDf1s6GdDPxv6Acg3DMuBHOa6rrq6uiRJztrmaR90jAoEi+Ss2SRJ6uzslOu6c7VE5BD2C7KJ/WdDPzsa2tDPhn429LOhnw39bOgHIN/wmeVADmtpaZHneQpV1ylSu2Ls59MDSSXbj2n40nmlU56C4VIVVy5R+bJ1CpaUS5IidSsVqqqVd6FHra2tuueee7J1NzBP2C/IJvafDf3saGhDPxv62dDPhn429LOhH4B8w7AcyGEdHR2SlDmDeCCgVKxbiWcPKnn6KflDA5Muf+nIHpUvv13R1XcqVF2rkqWrNHShZ+x2kN/YL8gm9p8N/exoaEM/G/rZ0M+Gfjb0s6EfgHzDsBzIYYlEQpIUCJcpeeaoYo89KI0MS5JC1XWZByThMvmpfnlnT2go1q2+k4fVd+pJVd+xQ8FImSQpHo9n7T5g/rBfkE3sPxv62dHQhn429LOhnw39bOhnQz8A+YZhOZDDKioqJEmp3ufl/vPfS8qcNMVZ26xI7QoFAoGxyy5ev02DPc/JPb5fA11tih3YqZKlqyVJ0Wh0/hePecd+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5BuG5UAOa2xslCR5L/xAkrSoaeOUZxcPBAIqqVupyM2/oItPPKS+tkMaOPvshNtBfmO/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn4A8k3A930/24sAcGWu66q6ulrDw8MqqW/SDc2fvqazi/vpEb28/9Ma6GpTcXGxYrGYHMeZhxUjm9gvyCb2nw397GhoQz8b+tnQz4Z+NvSzoR+AfBPM9gIAXBtnbfM1PeiQpECwSM6aTXO8IuQy9guyif1nQz87GtrQz4Z+NvSzoZ8N/WzoByAfMCwHclhLS4uGh4cVqq5TpHbFjK4bqVupUFWthoeH1draOkcrRC5hvyCb2H829LOjoQ39bOhnQz8b+tnQz4Z+APINn1kO5LCOjg5JypxBfNyJUdIDSSXbj2n40nmlU56C4VIVVy5R+bJ1CpaUS/q3z4NbukpDF3rGbgf5jf2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwzLgRyWSCQkSYFwmSQpFetW4tmDSp5+Sv7QwKTLXzqyR+XLb1d09Z0KVdcqGMlcLx6Pz9+ikTXsF2QT+8+GfnY0tKGfDf1s6GdDPxv62dAPQL5hWA7ksIqKCkmSn+pX8sxRxR57UBoZliSFqusyz96Hy+Sn+uWdPaGhWLf6Th5W36knVX3HDqUH+yVJ0Wg0a/cB84f9gmxi/9nQz46GNvSzoZ8N/WzoZ0M/G/oByDcMy4Ec1tjYKElKth9T/JlHJUkl9U1y1jYrUrtiwtvcFq/fpsGe5+Qe36+BrjbFDuxU0aKqCbeD/MZ+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5JuA7/t+thcB4Mpc11VNTY08z5MkLWraqMoN2696hnE/PaKLTzykvrZDkqTS0lL19vbKcZx5WTOyh/2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHIN8FsLwDA1BzHUX19vaTMs/PTPeiQpECwSJUbtqukvkmS1NDQwIOOAsF+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5BuG5UAOc11XXV1dkiRnbfO0DzpGBYJFctZskiR1dnbKdd25WiJyCPsF2cT+s6GfHQ1t6GdDPxv62dDPhn429AOQbxiWAzmspaVFnucpVF2nSO2KGV03UrdSoapaeZ6n1tbWOVohcgn7BdnE/rOhnx0NbehnQz8b+tnQz4Z+NvQDkG84wSeQwzo6OiQpcwbxcSdGSQ8klWw/puFL55VOeQqGS1VcuUTly9YpWFIuSQoEAipZukpDF3rGbgf5jf2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwzLgRyWSCQkSYFwmSQpFetW4tmDSp5+Sv7QwKTLXzqyR+XLb1d09Z0KVdcqGMlcLx6Pz9+ikTXsF2QT+8+GfnY0tKGfDf1s6GdDPxv62dAPQL5hWA7ksIqKCkmSn+pX8sxRxR57UBoZliSFqusyz96Hy+Sn+uWdPaGhWLf6Th5W36knVX3HDqUH+yVJ0Wg0a/cB84f9gmxi/9nQz46GNvSzoZ8N/WzoZ0M/G/oByDcMy4Ec1tjYKElKth9T/JlHJWXOMO6sbVakdsWEt7ktXr9Ngz3PyT2+XwNdbYod2KmiRVUTbgf5jf2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwHf9/1sLwLAlbmuq5qaGnmeJ0la1LRRlRu2X/UM4356RBefeEh9bYckSaWlpert7ZXjOPOyZmQP+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvgtleAICpOY6j+vp6SZln56d70CFJgWCRKjdsV0l9kySpoaGBBx0Fgv2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwzLgRzmuq66urokSc7a5mkfdIwKBIvkrNkkSers7JTrunO1ROQQ9guyif1nQz87GtrQz4Z+NvSzoZ8N/WzoByDfMCwHclhLS4s8z1Oouk6R2hUzum6kbqVCVbXyPE+tra1ztELkEvYLson9Z0M/Oxra0M+Gfjb0s6GfDf1s6Acg33CCTyCHdXR0SFLmDOLjToySHkgq2X5Mw5fOK53yFAyXqrhyicqXrVOwpFySFAgEVLJ0lYYu9IzdDvIb+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvGJYDOSyRSEiSAuEySVIq1q3EsweVPP2U/KGBSZe/dGSPypffrujqOxWqrlUwkrlePB6fv0Uja9gvyCb2nw397GhoQz8b+tnQz4Z+NvSzoR+AfMOwHMhhFRUVkiQ/1a/kmaOKPfagNDIsSQpV12WevQ+XyU/1yzt7QkOxbvWdPKy+U0+q+o4dSg/2S5Ki0WjW7gPmD/sF2cT+s6GfHQ1t6GdDPxv62dDPhn429AOQbxiWAzmssbFRkpRsP6b4M49Kypxh3FnbrEjtiglvc1u8fpsGe56Te3y/BrraFDuwU0WLqibcDvIb+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvAr7v+9leBIArc11XNTU18jxPkrSoaaMqN2y/6hnG/fSILj7xkPraDkmSSktL1dvbK8dx5mXNyB72C7KJ/WdDPzsa2tDPhn429LOhnw39bOgHIN8Es70AAFNzHEf19fWSMs/OT/egQ5ICwSJVbtiukvomSVJDQwMPOgoE+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvGJYDOcx1XXV1dUmSnLXN0z7oGBUIFslZs0mS1NnZKdd152qJyCHsF2QT+8+GfnY0tKGfDf1s6GdDPxv62dAPQL5hWA7ksJaWFnmep1B1nSK1K2Z03UjdSoWqauV5nlpbW+dohcgl7BdkE/vPhn52NLShnw39bOhnQz8b+tnQD0C+4QSfQA7r6OiQpMwZxMedGCU9kFSy/ZiGL51XOuUpGC5VceUSlS9bp2BJuSQpEAioZOkqDV3oGbsd5Df2C7KJ/WdDPzsa2tDPhn429LOhnw39bOgHIN8wLAdyWCKRkCQFwmWSpFSsW4lnDyp5+in5QwOTLn/pyB6VL79d0dV3KlRdq2Akc714PD5/i0bWsF+QTew/G/rZ0dCGfjb0s6GfDf1s6GdDPwD5hmE5kMMqKiokSX6qX8kzRxV77EFpZFiSFKquyzx7Hy6Tn+qXd/aEhmLd6jt5WH2nnlT1HTuUHuyXJEWj0azdB8wf9guyif1nQz87GtrQz4Z+NvSzoZ8N/WzoByDfMCwHclhjY6MkKdl+TPFnHpWUOcO4s7ZZkdoVE97mtnj9Ng32PCf3+H4NdLUpdmCnihZVTbgd5Df2C7KJ/WdDPzsa2tDPhn429LOhnw39bOgHIN8EfN/3s70IAFfmuq5qamrkeZ4kaVHTRlVu2H7VM4z76RFdfOIh9bUdkiSVlpaqt7dXjuPMy5qRPewXZBP7z4Z+djS0oZ8N/WzoZ0M/G/rZ0A9AvglmewEApuY4jurr6yVlnp2f7kGHJAWCRarcsF0l9U2SpIaGBh50FAj2C7KJ/WdDPzsa2tDPhn429LOhnw39bOgHIN8wLAdymOu66urqkiQ5a5unfdAxKhAskrNmkySps7NTruvO1RKRQ9gvyCb2nw397GhoQz8b+tnQz4Z+NvSzoR+AfMOwHMhhLS0t8jxPoeo6RWpXzOi6kbqVClXVyvM8tba2ztEKkUvYL8gm9p8N/exoaEM/G/rZ0M+Gfjb0s6EfgHzDCT6BHNbR0SFJmTOIjzsxSnogqWT7MQ1fOq90ylMwXKriyiUqX7ZOwZJySVIgEFDJ0lUautAzdjvIb+wXZBP7z4Z+djS0oZ8N/WzoZ0M/G/rZ0A9AvmFYDuSwRCIhSQqEyyRJqVi3Es8eVPL0U/KHBiZd/tKRPSpffruiq+9UqLpWwUjmevF4fP4WjaxhvyCb2H829LOjoQ39bOhnQz8b+tnQz4Z+APINw3Igh1VUVEiS/FS/kmeOKvbYg9LIsCQpVF2XefY+XCY/1S/v7AkNxbrVd/Kw+k49qeo7dig92C9JikajWbsPmD/sF2QT+8+GfnY0tKGfDf1s6GdDPxv62dAPQL5hWA7ksMbGRklSsv2Y4s88KilzhnFnbbMitSsmvM1t8fptGux5Tu7x/RroalPswE4VLaqacDvIb+wXZBP7z4Z+djS0oZ8N/WzoZ0M/G/rZ0A9Avgn4vu9nexEArsx1XdXU1MjzPEnSoqaNqtyw/apnGPfTI7r4xEPqazskSSotLVVvb68cx5mXNSN72C/IJvafDf3saGhDPxv62dDPhn429LOhH4B8E8z2AgBMzXEc1dfXS8o8Oz/dgw5JCgSLVLlhu0rqmyRJDQ0NPOgoEOwXZBP7z4Z+djS0oZ8N/WzoZ0M/G/rZ0A9AvmFYDuQw13XV1dUlSXLWNk/7oGNUIFgkZ80mSVJnZ6dc152rJSKHsF+QTew/G/rZ0dCGfjb0s6GfDf1s6GdDPwD5hmE5kMNaWlrkeZ5C1XWK1K6Y0XUjdSsVqqqV53lqbW2doxUil7BfkE3sPxv62dHQhn429LOhnw39bOhnQz8A+YYTfAI5rKOjQ5IyZxAfd2KU9EBSyfZjGr50XumUp2C4VMWVS1S+bJ2CJeWSpEAgoJKlqzR0oWfsdpDf2C/IJvafDf3saGhDPxv62dDPhn429LOhH4B8w7AcyGGJREKSFAiXSZJSsW4lnj2o5Omn5A8NTLr8pSN7VL78dkVX36lQda2Ckcz14vH4/C0aWcN+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5BuG5UAOq6iokCT5qX4lzxxV7LEHpZFhSVKoui7z7H24TH6qX97ZExqKdavv5GH1nXpS1XfsUHqwX5IUjUazdh8wf9gvyCb2nw397GhoQz8b+tnQz4Z+NvSzoR+AfMOwHMhhjY2NkqRk+zHFn3lUUuYM487aZkVqV0x4m9vi9ds02POc3OP7NdDVptiBnSpaVDXhdpDf2C/IJvafDf3saGhDPxv62dDPhn429LOhH4B8E/B938/2IgBcmeu6qqmpked5kqRFTRtVuWH7Vc8w7qdHdPGJh9TXdkiSVFpaqt7eXjmOMy9rRvawX5BN7D8b+tnR0IZ+NvSzoZ8N/WzoZ0M/APkmmO0FAJia4ziqr6+XlHl2froHHZIUCBapcsN2ldQ3SZIaGhp40FEg2C/IJvafDf3saGhDPxv62dDPhn429LOhH4B8w7AcyGGu66qrq0uS5KxtnvZBx6hAsEjOmk2SpM7OTrmuO1dLRA5hvyCb2H829LOjoQ39bOhnQz8b+tnQz4Z+APINw3Igh7W0tMjzPIWq6xSpXTGj60bqVipUVSvP89Ta2jpHK0QuYb8gm9h/NvSzo6EN/WzoZ0M/G/rZ0M+GfgDyDSf4BHJYR0eHJGXOID7uxCjpgaSS7cc0fOm80ilPwXCpiiuXqHzZOgVLyiVJgUBAJUtXaehCz9jtIL+xX5BN7D8b+tnR0IZ+NvSzoZ8N/WzoZ0M/APmGYTmQwxKJhCQpEC6TJKVi3Uo8e1DJ00/JHxqYdPlLR/aofPntiq6+U6HqWgUjmevF4/H5WzSyhv2CbGL/2dDPjoY29LOhnw39bOhnQz8b+gHINwzLgRxWUVEhSfJT/UqeOarYYw9KI8OSpFB1XebZ+3CZ/FS/vLMnNBTrVt/Jw+o79aSq79ih9GC/JCkajWbtPmD+sF+QTew/G/rZ0dCGfjb0s6GfDf1s6GdDPwD5hmE5kMMaGxslScn2Y4o/86ikzBnGnbXNitSumPA2t8Xrt2mw5zm5x/droKtNsQM7VbSoasLtIL+xX5BN7D8b+tnR0IZ+NvSzoZ8N/WzoZ0M/APkm4Pu+n+1FALgy13VVU1Mjz/MkSYuaNqpyw/arnmHcT4/o4hMPqa/tkCSptLRUvb29chxnXtaM7GG/IJvYfzb0s6OhDf1s6GdDPxv62dDPhn4A8k0w2wsAMDXHcVRfXy8p8+z8dA86JCkQLFLlhu0qqW+SJDU0NPCgo0CwX5BN7D8b+tnR0IZ+NvSzoZ8N/WzoZ0M/APmGYTmQw1zXVVdXlyTJWds87YOOUYFgkZw1myRJnZ2dcl13rpaIHMJ+QTax/2zoZ0dDG/rZ0M+Gfjb0s6GfDf0A5Bs+sxzIYS0tLfI8T6HqOkVqV4z9fHogqWT7MQ1fOq90ylMwXKriyiUqX7ZOwZJySVKkbqVCVbXyLvSotbVV99xzT7buBuYJ+wXZxP6zoZ8dDW3oZ0M/G/rZ0M+Gfjb0A5BvGJYDOayjo0OSMmcQDwSUinUr8exBJU8/JX9oYNLlLx3Zo/Lltyu6+k6FqmtVsnSVhi70jN0O8hv7BdnE/rOhnx0NbehnQz8b+tnQz4Z+NvQDkG8YlgM5LJFISJIC4TIlzxxV7LEHpZFhSVKoui7zgCRcJj/VL+/sCQ3FutV38rD6Tj2p6jt2KBgpkyTF4/Gs3QfMH/YLson9Z0M/Oxra0M+Gfjb0s6GfDf1s6Acg3zAsB3JYRUWFJCnV+7zcf/57SZmTpjhrmxWpXaFAIDB22cXrt2mw5zm5x/droKtNsQM7VbJ0tSQpGo3O/+Ix79gvyCb2nw397GhoQz8b+tnQz4Z+NvSzoR+AfMOwHMhhjY2NkiTvhR9IkhY1bZzy7OKBQEAldSsVufkXdPGJh9TXdkgDZ5+dcDvIb+wXZBP7z4Z+djS0oZ8N/WzoZ0M/G/rZ0A9Avgn4vu9nexEArsx1XVVXV2t4eFgl9U26ofnT13R2cT89opf3f1oDXW0qLi5WLBaT4zjzsGJkE/sF2cT+s6GfHQ1t6GdDPxv62dDPhn429AOQb4LZXgCAa+Osbb6mBx2SFAgWyVmzaY5XhFzGfkE2sf9s6GdHQxv62dDPhn429LOhnw39AOQDhuVADmtpadHw8LBC1XWK1K6Y0XUjdSsVqqrV8PCwWltb52iFyCXsF2QT+8+GfnY0tKGfDf1s6GdDPxv62dAPQL7hM8uBHNbR0SFJmTOIjzsxSnogqWT7MQ1fOq90ylMwXKriyiUqX7ZOwZJySf/2eXBLV2noQs/Y7SC/sV+QTew/G/rZ0dCGfjb0s6GfDf1s6GczVb9rQT8AuYhhOZDDEomEJCkQLpMkpWLdSjx7UMnTT8kfGph0+UtH9qh8+e2Krr5ToepaBSOZ68Xj8flbNLKG/YJsYv/Z0M+Ohjb0s6GfDf1s6GdDP5vL+81UofcDkHsYlgM5rKKiQpLkp/qVPHNUsccelEaGJUmh6rrMs/fhMvmpfnlnT2go1q2+k4fVd+pJVd+xQ+nBfklSNBrN2n3A/GG/IJvYfzb0s6OhDf1s6GdDPxv62dDPZny/61Ho/QDkHoblQA5rbGyUJCXbjyn+zKOSpJL6JjlrmxWpXTHhbW6L12/TYM9zco/v10BXm/5/9u4uNq4zz/P7t4pi8U2so6WYHTAaEqQCBtZaMpaQkYGFOLCyUBAjRnxl2juwewElcXQTd8YIEGACZPsimzYMJEKcC2sRA5u0MmhSg8CxE62EkQ3YwkKD9Uqgtm1L2CFWrCbR5o6XknCKLJ4SX+rkgitFtCxL6ofkU6S+n5ue8dQ5/a/f8zNQ9cxhPXOfvE/L7r3r7qOdzb4oJvsXxvzCmWEY8wtjfmHML4z5hTG/MHffd3bjCnuOHn+in2LJ85z6jSvr7iNJsRXyPM9jDyHpx6VpSl9fH1mWAbB75GV6jp34yRPG88Yqty6cYmHiHAAdHR3Mzs6SJMmWzKx47Itisn9hzC+cGYYxvzDmF8b8wphfGPMLk6Yp+/bto1ar8Qd//EvaBw499rX13/6Gv/71n9LV1cXvfve7pzI/Sc2nGHsASQ+XJAmDg4PA2tMNj/rQBlAottBz7ATtgyMADA0N+aHjKWFfFJP9C2N+4cwwjPmFMb8w5hfG/MKYX5gkSXjzzTcBSC+dIW+sPtZ1eWOV9C//HIC33nrrqc1PUvNxs1xqYmmaUqlUAEiOjD7yQ9tdhWILyQuvATA1NUWapps1opqIfVFM9i+M+YUzwzDmF8b8wphfGPMLY37hfv7zn1MqlahXJrh14dQjN8zzxiq3/uJD6pUJSqUS77zzzhZNKkmP5ma51MTGxsbIsozW3gHa+g8+0bVtA4do3dtPlmWMj49v0oRqJvZFMdm/MOYXzgzDmF8Y8wtjfmHML4z5hTtw4AC/+tWvAFiYOMf3Z35B/be/4Ye/+pvnOfXf/obvz/yChavnATh9+jQHDhzY8pkl6WE84FNqYpOTkwBrJ7Dfd1BKo16jdv0iK7e/o7GUUSx1sKtnH13PvEixvQuAQqFA+/7DLN+cuXcf7Wz2RTHZvzDmF84Mw5hfGPMLY35hzC+M+W2M119/HYCf/exn1CsT1CsTtO7tp33/YYptnTTuLFK/cYXlmzMAlEolTp8+zejoaMyxJekBbpZLTWx+fh6AQqkTgKW5aeYvf0rt2y/Il+sPvP725x/R9exLlJ9/ldbefopta9dVq9WtG1rR2BfFZP/CmF84MwxjfmHML4z5hTG/MOa3cV5//XWee+45PvjgA06fPk3t5sy9zfG7urq6eOutt3jnnXd8olxSU3KzXGpi3d3dAORLi9Sufcnc2ZOwugJAa+/A2tMPpU7ypUWyG1dYnptm4ep5Fr7+jN5X3qVxZxGAcrkc7T1o69gXxWT/wphfODMMY35hzC+M+YUxvzDmt7EOHDjAhx9+yHvvvcf4+DiTk5NUq1XK5TLDw8O88cYbZiWpqblZLjWx4eFhAGrXL1L96mNg7YT25Mgobf0H1/2Z4J6jx7kz8w3ppTPUKxPMffI+Lbv3rruPdjb7opjsXxjzC2eGYcwvjPmFMb8w5hfG/DZHkiS8/fbbsceQpCdWyH944oKkppGmKX19fWRZBsDukZfpOXbiJ09ozxur3LpwioWJcwB0dHQwOztLkiRbMrPisS+Kyf6FMb9wZhjG/MKYXxjzC2N+YcxPknS/YuwBJD1ckiQMDg4Ca083POpDG0Ch2ELPsRO0D44AMDQ05Ie2p4R9UUz2L4z5hTPDMOYXxvzCmF8Y8wtjfpKk+7lZLjWxNE2pVCoAJEdGH/mh7a5CsYXkhdcAmJqaIk3TzRpRTcS+KCb7F8b8wplhGPMLY35hzC+M+YUxP0nS/dwsl5rY2NgYWZbR2jtAW//BJ7q2beAQrXv7ybKM8fHxTZpQzcS+KCb7F8b8wplhGPMLY35hzC+M+YUxP0nS/TzgU2pik5OTAGsnsN93sEyjXqN2/SIrt7+jsZRRLHWwq2cfXc+8SLG9C4BCoUD7/sMs35y5dx/tbPZFMdm/MOYXzgzDmF8Y8wtjfmHML4z5SZLu52a51MTm5+cBKJQ6AViam2b+8qfUvv2CfLn+wOtvf/4RXc++RPn5V2nt7afYtnZdtVrduqEVjX1RTPYvjPmFM8Mw5hfG/MKYXxjzC2N+kqT7uVkuNbHu7m4A8qVFate+ZO7sSVhdAaC1d2Dt6YdSJ/nSItmNKyzPTbNw9TwLX39G7yvv0rizCEC5XI72HrR17Itisn9hzC+cGYYxvzDmF8b8wphfGPOTJN3PzXKpiQ0PDwNQu36R6lcfA2sntCdHRmnrP7juzwT3HD3OnZlvSC+doV6ZYO6T92nZvXfdfbSz2RfFZP/CmF84MwxjfmHML4z5hTG/MOYnSbpfIc/zPPYQkn5cmqb09fWRZRkAu0depufYiZ88oT1vrHLrwikWJs4B0NHRwezsLEmSbMnMise+KCb7F8b8wplhGPMLY35hzC+M+YUxP0nS/YqxB5D0cEmSMDg4CKw93fCoD20AhWILPcdO0D44AsDQ0JAf2p4S9kUx2b8w5hfODMOYXxjzC2N+YcwvjPlJku7nZrnUxNI0pVKpAJAcGX3kh7a7CsUWkhdeA2Bqaoo0TTdrRDUR+6KY7F8Y8wtnhmHML4z5hTG/MOYXxvwkSfdzs1xqYmNjY2RZRmvvAG39B5/o2raBQ7Tu7SfLMsbHxzdpQjUT+6KY7F8Y8wtnhmHML4z5hTG/MOYXxvwkSffzgE+piU1OTgKsncB+38EyjXqN2vWLrNz+jsZSRrHUwa6efXQ98yLF9i4ACoUC7fsPs3xz5t59tLPZF8Vk/8KYXzgzDGN+YcwvjPmFMb8w5idJup+b5VITm5+fB6BQ6gRgaW6a+cufUvv2C/Ll+gOvv/35R3Q9+xLl51+ltbefYtvaddVqdeuGVjT2RTHZvzDmF84Mw5hfGPMLY35hzC+M+UmS7udmudTEuru7AciXFqld+5K5sydhdQWA1t6BtacfSp3kS4tkN66wPDfNwtXzLHz9Gb2vvEvjziIA5XI52nvQ1rEvisn+hTG/cGYYxvzCmF8Y8wtjfmHMT5J0PzfLpSY2PDwMQO36RapffQysndCeHBmlrf/guj8T3HP0OHdmviG9dIZ6ZYK5T96nZffedffRzmZfFJP9C2N+4cwwjPmFMb8w5hfG/MKYnyTpfoU8z/PYQ0j6cWma0tfXR5ZlAOweeZmeYyd+8oT2vLHKrQunWJg4B0BHRwezs7MkSbIlMyse+6KY7F8Y8wtnhmHML4z5hTG/MOYXxvwkSfcrxh5A0sMlScLg4CCw9nTDoz60ARSKLfQcO0H74AgAQ0NDfmh7StgXxWT/wphfODMMY35hzC+M+YUxvzDmJ0m6n5vlUhNL05RKpQJAcmT0kR/a7ioUW0heeA2Aqakp0jTdrBHVROyLYrJ/YcwvnBmGMb8w5hfG/MKYXxjzkyTdz81yqYmNjY2RZRmtvQO09R98omvbBg7RurefLMsYHx/fpAnVTOyLYrJ/YcwvnBmGMb8w5hfG/MKYXxjzkyTdzwM+pSY2OTkJsHYC+30HyzTqNWrXL7Jy+zsaSxnFUge7evbR9cyLFNu7ACgUCrTvP8zyzZl799HOZl8Uk/0L87D8Hof5rbGDYcwvjPmFMb8w5hfG/CRJ93OzXGpi8/PzABRKnQAszU0zf/lTat9+Qb5cf+D1tz//iK5nX6L8/Ku09vZTbFu7rlqtbt3Qisa+KCb7F+aH+T2ppz0/sIOhzC+M+YUxvzDmF8b8JEn3c7NcamLd3d0A5EuL1K59ydzZk7C6AkBr78Da0w+lTvKlRbIbV1iem2bh6nkWvv6M3lfepXFnEYByuRztPWjr2BfFZP/C3J/f7+Npzw/sYCjzC2N+YcwvjPmFMT9J0v3cLJea2PDwMAC16xepfvUxsHZCe3JklLb+g+v+THDP0ePcmfmG9NIZ6pUJ5j55n5bde9fdRzubfVFM9i/M3fed3bjCnqPHn+inWPI8p37jyrr7PI3sYBjzC2N+YcwvjPmFMT9J0v0KeZ7nsYeQ9OPSNKWvr48sywDYPfIyPcdO/OQJ7XljlVsXTrEwcQ6Ajo4OZmdnSZJkS2ZWPPZFMdm/MGmasm/fPmq1Gn/wx7+kfeDQY19b/+1v+Otf/yldXV387ne/eyrzAzsYyvzCmF8Y8wtjfmHMT5J0v2LsASQ9XJIkDA4OAmtPNzzqQxtAodhCz7ETtA+OADA0NOSHtqeEfVFM9i9MkiS8+eabAKSXzpA3Vh/ruryxSvqXfw7AW2+99dTmB3YwlPmFMb8w5hfG/MKYnyTpfm6WS00sTVMqlQoAyZHRR35ou6tQbCF54TUApqamSNN0s0ZUE7Evisn+hfv5z39OqVSiXpng1oVTj9wwzxur3PqLD6lXJiiVSrzzzjtbNGlzsoNhzC+M+YUxvzDmF8b8JEn3c7NcamJjY2NkWUZr7wBt/Qef6Nq2gUO07u0nyzLGx8c3aUI1E/uimOxfuAMHDvCrX/0KgIWJc3x/5hfUf/sbfviLeXmeU//tb/j+zC9YuHoegNOnT3PgwIEtn7mZ2MEw5hfG/MKYXxjzC2N+kqT7ecCn1MQmJycB1k5gv+9gmUa9Ru36RVZuf0djKaNY6mBXzz66nnmRYnsXAIVCgfb9h1m+OXPvPtrZ7Itisn8b4/XXXwfgZz/7GfXKBPXKBK17+2nff5hiWyeNO4vUb1xh+eYMAKVSidOnTzM6Ohpz7KZgB8OYXxjzC2N+YcwvzMPyexzmJ0k7j5vlUhObn58HoFDqBGBpbpr5y59S+/YL8uX6A6+//flHdD37EuXnX6W1t59i29p11Wp164ZWNPZFMdm/jfP666/z3HPP8cEHH3D69GlqN2fubY7f1dXVxVtvvcU777zz1D9RfpcdDGN+YcwvjPmFMb8wP8zvST3t+UnSTuNmudTEuru7AciXFqld+5K5sydhdQWA1t6BtacfSp3kS4tkN66wPDfNwtXzLHz9Gb2vvEvjziIA5XI52nvQ1rEvisn+bawDBw7w4Ycf8t577zE+Ps7k5CTVapVyuczw8DBvvPGGWf2AHQxjfmHML4z5hTG/MPfn9/t42vOTpJ3GzXKpiQ0PDwNQu36R6lcfA2sntCdHRmnrP7juzwT3HD3OnZlvSC+doV6ZYO6T92nZvXfdfbSz2RfFZP82R5IkvP3227HH2BbsYBjzC2N+YcwvjPmFufu+sxtX2HP0+BP9FEue59RvXFl3H0nS9lbIf3hqlKSmkaYpfX19ZFkGwO6Rl+k5duInT2jPG6vcunCKhYlzAHR0dDA7O0uSJFsys+KxL4rJ/ik2OxjG/MKYXxjzC2N+YdI0Zd++fdRqNf7gj39J+8Chx762/tvf8Ne//lO6urr43e9+91TmJ0k7TTH2AJIeLkkSBgcHgbWnQx71oRegUGyh59gJ2gdHABgaGvJD21PCvigm+6fY7GAY8wtjfmHML4z5hUmShDfffBOA9NIZ8sbqY12XN1ZJ//LPAXjrrbee2vwkaadxs1xqYmmaUqlUAEiOjD7yQ+9dhWILyQuvATA1NUWapps1opqIfVFM9k+x2cEw5hfG/MKYXxjzC/fzn/+cUqlEvTLBrQunHrlhnjdWufUXH1KvTFAqlXjnnXe2aFJJ0mZzs1xqYmNjY2RZRmvvAG39B5/o2raBQ7Tu7SfLMsbHxzdpQjUT+6KY7J9is4NhzC+M+YUxvzDmF+7AgQP86le/AmBh4hzfn/kF9d/+hh/+am2e59R/+xu+P/MLFq6eB+D06dMcOHBgy2eWJG0OD/iUmtjk5CTA2gn29x0006jXqF2/yMrt72gsZRRLHezq2UfXMy9SbO8CoFAo0L7/MMs3Z+7dRzubfVFM9k+x2cEw5hfG/MKYXxjz2xivv/46AD/72c+oVyaoVyZo3dtP+/7DFNs6adxZpH7jCss3ZwAolUqcPn2a0dHRmGNLkjaYm+VSE5ufnwegUOoEYGlumvnLn1L79gvy5foDr7/9+Ud0PfsS5edfpbW3n2Lb2nXVanXrhlY09kUx2T/FZgfDmF8Y8wtjfmHMb+O8/vrrPPfcc3zwwQecPn2a2s2Ze5vjd3V1dfHWW2/xzjvv+ES5JO1AbpZLTay7uxuAfGmR2rUvmTt7ElZXAGjtHVh7eqTUSb60SHbjCstz0yxcPc/C15/R+8q7NO4sAlAul6O9B20d+6KY7J9is4NhzC+M+YUxvzDmt7EOHDjAhx9+yHvvvcf4+DiTk5NUq1XK5TLDw8O88cYbZiVJO5ib5VITGx4eBqB2/SLVrz4G1k64T46M0tZ/cN2fWe45epw7M9+QXjpDvTLB3Cfv07J777r7aGezL4rJ/ik2OxjG/MKYXxjzC2N+myNJEt5+++3YY0iStlgh/+GJFZKaRpqm9PX1kWUZALtHXqbn2ImfPOE+b6xy68IpFibOAdDR0cHs7CxJkmzJzIrHvigm+6fY7GAY8wtjfmHML4z5SZK0cYqxB5D0cEmSMDg4CKw9HfKoD70AhWILPcdO0D44AsDQ0JAfep8S9kUx2T/FZgfDmF8Y8wtjfmHMT5KkjeNmudTE0jSlUqkAkBwZfeSH3rsKxRaSF14DYGpqijRNN2tENRH7opjsn2Kzg2HML4z5hTG/MOYnSdLG8TfLpSY2NjZGlmW09g7Q1n/w3j9v1GvUrl9k5fZ3NJYyiqUOdvXso+uZFym2dwHQNnCI1r39ZDdnGB8f9/f2ngL2RTHZP8VmB8OYXxjzC2N+YcxPkqSN42a51MQmJycB1k6wLxRYmptm/vKn1L79gny5/sDrb3/+EV3PvkT5+Vdp7e2nff9hlm/O3LuPdjb7opjsn2Kzg2HML4z5hTG/MOYnSdLGcbNcamLz8/MAFEqd1K59ydzZk7C6AkBr78DaB+JSJ/nSItmNKyzPTbNw9TwLX39G7yvvUmzrBKBarUZ7D9o69kUx2T/FZgfDmF8Y8wtjfmHMT5KkjeNmudTEuru7AVia/SvSf/JnwNqhPcmRUdr6D1IoFO69ds/R49yZ+Yb00hnqlQnmPnmf9v3PA1Aul7d+eG05+6KY7J9is4NhzC+M+YUxvzDmJ0nSxnGzXGpiw8PDAGT/8p8BsHvk5Yeebl8oFGgfOETbH/4tbl04xcLEOeo3Lq+7j3Y2+6KY7J9is4NhzC+M+YUxvzDmJ0nSxinkeZ7HHkLSj0vTlN7eXlZWVmgfHOFvjv7isU63zxurfH/mF9QrE+zatYu5uTmSJNmCiRWTfVFM9k+x2cEw5hfG/MKYXxjzkyRp4xRjDyDp8SRHRh/rQy9AodhC8sJrmzyRmpl9UUz2T7HZwTDmF8b8wphfGPOTJCmMm+VSExsbG2NlZYXW3gHa+g8+0bVtA4do3dvPysoK4+PjmzShmol9UUz2T7HZwTDmF8b8wphfGPOTJGnj+JvlUhObnJwEWDvB/r6DeRr1GrXrF1m5/R2NpYxiqYNdPfvoeuZFiu1dwL/5PcL9h1m+OXPvPtrZ7Itisn+KzQ6GMb8w5hfG/MKYnyRJG8fNcqmJzc/PA1AodQKwNDfN/OVPqX37Bfly/YHX3/78I7qefYny86/S2ttPsW3tumq1unVDKxr7opjsn2Kzg2HML4z5hTG/MOYnSdLGcbNcamLd3d0A5EuL1K59ydzZk7C6AkBr78Da0yOlTvKlRbIbV1iem2bh6nkWvv6M3lfepXFnEYByuRztPWjr2BfFZP8Umx0MY35hzC+M+YUxP0mSNo6b5VITGx4eBqB2/SLVrz4GoH1whOTIKG39B9f9meWeo8e5M/MN6aUz1CsTzH3yPi279667j3Y2+6KY7J9is4NhzC+M+YUxvzDmJ0nSxinkeZ7HHkLSj0vTlL6+PrIsA2D3yMv0HDvxkyfc541Vbl04xcLEOQA6OjqYnZ0lSZItmVnx2BfFZP8Umx0MY35hzC+M+YUxP0mSNk4x9gCSHi5JEgYHB4G1p0Me9aEXoFBsoefYCdoHRwAYGhryQ+9Twr4oJvun2OxgGPMLY35hzC+M+UmStHHcLJeaWJqmVCoVAJIjo4/80HtXodhC8sJrAExNTZGm6WaNqCZiXxST/VNsdjCM+YUxvzDmF8b8JEnaOG6WS01sbGyMLMto7R2grf/gE13bNnCI1r39ZFnG+Pj4Jk2oZmJfFJP9U2x2MIz5hTG/MOYXxvwkSdo4HvApNbHJyUmAtRPs7zuYp1GvUbt+kZXb39FYyiiWOtjVs4+uZ16k2N4FQKFQoH3/YZZvzty7j3Y2+6KY7J9is4NhzC+M+YUxvzDmJ0nSxnGzXGpi8/PzABRKnQAszU0zf/lTat9+Qb5cf+D1tz//iK5nX6L8/Ku09vZTbFu7rlqtbt3Qisa+KCb7p9jsYBjzC2N+YcwvjPlJkrRx3CyXmlh3dzcA+dIitWtfMnf2JKyuANDaO7D29Eipk3xpkezGFZbnplm4ep6Frz+j95V3adxZBKBcLkd7D9o69kUx2T/FZgfDmF8Y8wtjfmHMT5KkjeNmudTEhoeHAahdv0j1q4+BtRPukyOjtPUfXPdnlnuOHufOzDekl85Qr0ww98n7tOzeu+4+2tnsi2Kyf4rNDoYxvzDmF8b8wpifJEkbp5DneR57CEk/Lk1T+vr6yLIMgN0jL9Nz7MRPnnCfN1a5deEUCxPnAOjo6GB2dpYkSbZkZsVjXxST/VNsdjCM+YUxvzDmF8b8JEnaOMXYA0h6uCRJGBwcBNaeDnnUh16AQrGFnmMnaB8cAWBoaMgPvU8J+6KY7J9is4NhzC+M+YUxvzDmJ0nSxnGzXGpiaZpSqVQASI6MPvJD712FYgvJC68BMDU1RZqmmzWimoh9UUz2T7HZwTDmF8b8wphfGPOTJGnjuFkuNbGxsTGyLKO1d4C2/oNPdG3bwCFa9/aTZRnj4+ObNKGaiX1RTPZPsdnBMOYXxvzCmF8Y85MkaeN4wKfUxCYnJwHWTrC/72CeRr1G7fpFVm5/R2Mpo1jqYFfPPrqeeZFiexcAhUKB9v2HWb45c+8+2tnsi2Kyf4rNDoYxvzDmF8b8wpifJEkbx81yqYnNz88DUCh1ArA0N8385U+pffsF+XL9gdff/vwjup59ifLzr9La20+xbe26arW6dUMrGvuimOyfYrODYcwvjPmFMb8w5idJ0sZxs1xqYt3d3QDkS4vUrn3J3NmTsLoCQGvvwNrTI6VO8qVFshtXWJ6bZuHqeRa+/ozeV96lcWcRgHK5HO09aOvYF8Vk/xSbHQxjfmHML4z5hTE/SZI2jpvlUhMbHh4GoHb9ItWvPgbWTrhPjozS1n9w3Z9Z7jl6nDsz35BeOkO9MsHcJ+/TsnvvuvtoZ7Mvisn+KTY7GMb8wphfGPMLY36SJG2cQp7neewhJP24NE3p6+sjyzIAdo+8TM+xEz95wn3eWOXWhVMsTJwDoKOjg9nZWZIk2ZKZFY99UUz2T7HZwTDmF8b8wphfGPOTJGnjFGMPIOnhkiRhcHAQWHs65FEfegEKxRZ6jp2gfXAEgKGhIT/0PiXsi2Kyf4rNDoYxvzDmF8b8wpifJEkbx81yqYmlaUqlUgEgOTL6yA+9dxWKLSQvvAbA1NQUaZpu1ohqIvZFMdk/xWYHw5hfGPMLY35hzE+SpI3jZrnUxMbGxsiyjNbeAdr6Dz7RtW0Dh2jd20+WZYyPj2/ShGom9kUx2T/FZgfDmF8Y8wtjfmHMT5KkjeMBn1ITm5ycBFg7wf6+g3ka9Rq16xdZuf0djaWMYqmDXT376HrmRYrtXQAUCgXa9x9m+ebMvftoZ7Mvisn+KTY7GMb8wphfGPMLY36SJG0cN8ulJjY/Pw9AodQJwNLcNPOXP6X27Rfky/UHXn/784/oevYlys+/SmtvP8W2teuq1erWDa1o7Itisn+KzQ6GMb8w5hfG/MKYnyRJG8fNcqmJdXd3A5AvLVK79iVzZ0/C6goArb0Da0+PlDrJlxbJblxheW6ahavnWfj6M3pfeZfGnUUAyuVytPegrWNfFJP9U2x2MIz5hTG/MOYXxvwkSdo4bpZLTWx4eBiA2vWLVL/6GFg74T45Mkpb/8F1f2a55+hx7sx8Q3rpDPXKBHOfvE/L7r3r7qOdzb4oJvun2OxgGPMLY35hzC+M+UmStHEKeZ7nsYeQ9OPSNKWvr48sywDYPfIyPcdO/OQJ93ljlVsXTrEwcQ6Ajo4OZmdnSZJkS2ZWPPZFMdk/xWYHw5hfGPMLY35hzE+SpI1TjD2ApIdLkoTBwUFg7emQR33oBSgUW+g5doL2wREAhoaG/ND7lLAvisn+KTY7GMb8wphfGPMLY36SJG0cN8ulJpamKZVKBYDkyOgjP/TeVSi2kLzwGgBTU1OkabpZI6qJ2BfFZP8Umx0MY35hzC+M+YUxP0mSNo6b5VITGxsbI8syWnsHaOs/+ETXtg0conVvP1mWMT4+vkkTqpnYF8Vk/xSbHQxjfmHML4z5hTE/SZI2jgd8Sk1scnISYO0E+/sO5mnUa9SuX2Tl9nc0ljKKpQ529eyj65kXKbZ3AVAoFGjff5jlmzP37qOdzb4oJvun2OxgGPMLY35hzC+M+UmStHHcLJea2Pz8PACFUicAS3PTzF/+lNq3X5Av1x94/e3PP6Lr2ZcoP/8qrb39FNvWrqtWq1s3tKKxL4rJ/ik2OxjG/MKYXxjzC2N+kiRtHDfLpSbW3d0NQL60SO3al8ydPQmrKwC09g6sPT1S6iRfWiS7cYXluWkWrp5n4evP6H3lXRp3FgEol8vR3oO2jn1RTPZPsdnBMOYXxvzCmF8Y85MkaeO4WS41seHhYQBq1y9S/epjYO2E++TIKG39B9f9meWeo8e5M/MN6aUz1CsTzH3yPi279667j3Y2+6KY7J9is4NhzC+M+YUxvzDmJ0nSxinkeZ7HHkLSj0vTlL6+PrIsA2D3yMv0HDvxkyfc541Vbl04xcLEOQA6OjqYnZ0lSZItmVnx2BfFZP8Umx0MY35hzC+M+YUxP0mSNk4x9gCSHi5JEgYHB4G1p0Me9aEXoFBsoefYCdoHRwAYGhryQ+9Twr4oJvun2OxgGPMLY35hzC+M+UmStHHcLJeaWJqmVCoVAJIjo4/80HtXodhC8sJrAExNTZGm6WaNqCZiXxST/VNsdjCM+YUxvzDmF8b8JEnaOG6WS01sbGyMLMto7R2grf/gE13bNnCI1r39ZFnG+Pj4Jk2oZmJfFJP9U2x2MIz5hTG/MOYXxvwkSdo4HvApNbHJyUmAtRPs7zuYp1GvUbt+kZXb39FYyiiWOtjVs4+uZ16k2N4FQKFQoH3/YZZvzty7j3Y2+6KY7J9is4NhzC+M+YUxvzDmJ0nSxnGzXGpi8/PzABRKnQAszU0zf/lTat9+Qb5cf+D1tz//iK5nX6L8/Ku09vZTbFu7rlqtbt3Qisa+KCb7p9jsYBjzC2N+YcwvjPlJkrRx3CyXmlh3dzcA+dIitWtfMnf2JKyuANDaO7D29Eipk3xpkezGFZbnplm4ep6Frz+j95V3adxZBKBcLkd7D9o69kUx2T/FZgfDmF8Y8wtjfmHMT5KkjeNmudTEhoeHAahdv0j1q4+BtRPukyOjtPUfXPdnlnuOHufOzDekl85Qr0ww98n7tOzeu+4+2tnsi2Kyf4rNDoYxvzDmF8b8wpifJEkbp5DneR57CEk/Lk1T+vr6yLIMgN0jL9Nz7MRPnnCfN1a5deEUCxPnAOjo6GB2dpYkSbZkZsVjXxST/VNsdjCM+YUxvzDmF8b8JEnaOMXYA0h6uCRJGBwcBNaeDnnUh16AQrGFnmMnaB8cAWBoaMgPvU8J+6KY7J9is4NhzC+M+YUxvzDmJ0nSxnGzXGpiaZpSqVQASI6MPvJD712FYgvJC68BMDU1RZqmmzWimoh9UUz2T7HZwTDmF8b8wphfGPOTJGnjuFkuNbGxsTGyLKO1d4C2/oNPdG3bwCFa9/aTZRnj4+ObNKGaiX1RTPZPsdnBMOYXxvzCmF8Y85MkaeN4wKfUxCYnJwHWTrC/72CeRr1G7fpFVm5/R2Mpo1jqYFfPPrqeeZFiexcAhUKB9v2HWb45c+8+2tnsi2Kyf4rNDoYxvzDmF8b8wpifJEkbx81yqYnNz88DUCh1ArA0N8385U+pffsF+XL9gdff/vwjup59ifLzr9La20+xbe26arW6dUMrGvuimOyfYrODYcwvjPmFMb8w5idJ0sZxs1xqYt3d3QDkS4vUrn3J3NmTsLoCQGvvwNrTI6VO8qVFshtXWJ6bZuHqeRa+/ozeV96lcWcRgHK5HO09aOvYF8Vk/xSbHQxjfmHML4z5hTE/SZI2jpvlUhMbHh4GoHb9ItWvPgbWTrhPjozS1n9w3Z9Z7jl6nDsz35BeOkO9MsHcJ+/TsnvvuvtoZ7Mvisn+KTY7GMb8wphfGPMLY36SJG2cQp7neewhJP24NE3p6+sjyzIAdo+8TM+xEz95wn3eWOXWhVMsTJwDoKOjg9nZWZIk2ZKZFY99UUz2T7HZwTDmF8b8wphfGPOTJGnjFGMPIOnhkiRhcHAQWHs65FEfegEKxRZ6jp2gfXAEgKGhIT/0PiXsi2Kyf4rNDoYxvzDmF8b8wpifJEkbx81yqYmlaUqlUgEgOTL6yA+9dxWKLSQvvAbA1NQUaZpu1ohqIvZFMdk/xWYHw5hfGPMLY35hzE+SpI3jZrnUxMbGxsiyjNbeAdr6Dz7RtW0Dh2jd20+WZYyPj2/ShGom9kUx2T/FZgfDmF8Y8wtjfmHMT5KkjeMBn1ITm5ycBFg7wf6+g3ka9Rq16xdZuf0djaWMYqmDXT376HrmRYrtXQAUCgXa9x9m+ebMvftoZ7Mvisn+KTY7GMb8wphfGPMLY36SJG0cN8ulJjY/Pw9AodQJwNLcNPOXP6X27Rfky/UHXn/784/oevYlys+/SmtvP8W2teuq1erWDa1o7Itisn+KzQ6GMb8w5hfG/MKYnyRJG8fNcqmJdXd3A5AvLVK79iVzZ0/C6goArb0Da0+PlDrJlxbJblxheW6ahavnWfj6M3pfeZfGnUUAyuVytPegrWNfFJP9U2x2MIz5hTG/MOYXxvwkSdo4bpZLTWx4eBiA2vWLVL/6GFg74T45Mkpb/8F1f2a55+hx7sx8Q3rpDPXKBHOfvE/L7r3r7qOdzb4oJvun2OxgGPMLY35hzC+M+UmStHEKeZ7nsYeQ9OPSNKWvr48sywDYPfIyPcdO/OQJ93ljlVsXTrEwcQ6Ajo4OZmdnSZJkS2ZWPPZFMdk/xWYHw5hfGPMLY35hzE+SpI1TjD2ApIdLkoTBwUFg7emQR33oBSgUW+g5doL2wREAhoaG/ND7lLAvisn+KTY7GMb8wphfGPMLY36SJG0cN8ulJpamKZVKBYDkyOgjP/TeVSi2kLzwGgBTU1OkabpZI6qJ2BfFZP8Umx0MY35hzC+M+YUxP0mSNo6/WS41sbGxMbIso7V3gLb+g/f+eaNeo3b9Iiu3v6OxlFEsdbCrZx9dz7xIsb0LgLaBQ7Tu7Se7OcP4+Dhvv/12rLehLWJfFJP9U2x2MIz5hTG/MA/L73GYn/2TJGkjuVkuNbHJyUmAtRPsCwWW5qaZv/wptW+/IF+uP/D6259/RNezL1F+/lVae/tp33+Y5Zsz9+6jnc2+KCb7p9jsYBjzC2N+YX6Y35MoFArmZ/8kSdowbpZLTWx+fh6AQqmT2rUvmTt7ElZXAGjtHVj7QFzqJF9aJLtxheW5aRaunmfh68/ofeVdim2dAFSr1WjvQVvHvigm+6fY7GAY8wtjfmHuz+/3YX72T5KkjeJmudTEuru7AVia/SvSf/JnwNqhPcmRUdr6D6578mbP0ePcmfmG9NIZ6pUJ5j55n/b9zwNQLpe3fnhtOfuimOyfYrODYcwvjPmFuZtfvrT4e13fuLN23dOen/2TJCmcm+VSExseHgYg+5f/DIDdIy8/9HT7QqFA+8Ah2v7wb3HrwikWJs5Rv3F53X20s9kXxWT/FJsdDGN+YcwvzL38blxhz9HjT/RTLHmeU79xZd19njb2T5KkjVPI8zyPPYSkH5emKb29vaysrNA+OMLfHP3FY51unzdW+f7ML6hXJti1axdzc3MkSbIFEysm+6KY7J9is4NhzC+M+YVJ05R9+/ZRq9X4gz/+Je0Dhx772vpvf8Nf//pP6erq4ne/+91Tm5/9kyRpYxRjDyDp8SRHRh/rQy9AodhC8sJrmzyRmpl9UUz2T7HZwTDmF8b8nlySJLz55psApJfOkDdWH+u6vLFK+pd/DsBbb73lRi/2T5KkUG6WS01sbGyMlZUVWnsHaOs/+ETXtg0conVvPysrK4yPj2/ShGom9kUx2T/FZgfDmF8Y8wv385//nFKpRL0ywa0Lpx65YZ43Vrn1Fx9Sr0xQKpV45513tmjS5mP/JEnaOP5mudTEJicnAdZOsL/vtxsb9Rq16xdZuf0djaWMYqmDXT376HrmRYrtXcC/+T3C/YdZvjlz7z7a2eyLYrJ/is0OhjG/MOYX7sCBA/zqV7/ijTfeYGHiHCu3/xXJC6/RNnBoXaZ5nnNn+mvSv/xz6pUJAE6fPs2BAwdijR6d/ZMkaeO4WS41sfn5eQAKpU4Aluammb/8KbVvvyBfrj/w+tuff0TXsy9Rfv5VWnv7KbatXVetVrduaEVjXxST/VNsdjCM+YUxv43x+uuvA/Czn/2MemWCemWC1r39tO8/TLGtk8adReo3rrB8cwaAUqnE6dOnGR0djTl2dPZPkqSN42a51MS6u7sByJcWqV37krmzJ2F1BYDW3oG1p0dKneRLi2Q3rrA8N83C1fMsfP0Zva+8S+POIgDlcjnae9DWsS+Kyf4pNjsYxvzCmN/Gef3113nuuef44IMPOH36NLWbM/c2x+/q6urirbfe4p133nmqnyi/y/5JkrRx3CyXmtjw8DAAtesXqX71MQDtgyMkR0Zp6z+47s8s9xw9zp2Zb0gvnaFemWDuk/dp2b133X20s9kXxWT/FJsdDGN+YcxvYx04cIAPP/yQ9957j/HxcSYnJ6lWq5TLZYaHh3njjTfc2L2P/ZMkaeMU8jzPYw8h6celaUpfXx9ZlgGwe+Rleo6d+MkT7vPGKrcunGJh4hwAHR0dzM7OkiTJlsyseOyLYrJ/is0OhjG/MOanmOyfJEkbpxh7AEkPlyQJg4ODwNrTIY/60AtQKLbQc+wE7YMjAAwNDfmh9ylhXxST/VNsdjCM+YUxP8Vk/yRJ2jhulktNLE1TKpUKAMmR0Ud+6L2rUGwheeE1AKampkjTdLNGVBOxL4rJ/ik2OxjG/MKYn2Kyf5IkbRw3y6UmNjY2RpZltPYO0NZ/8ImubRs4ROvefrIsY3x8fJMmVDOxL4rJ/ik2OxjG/MKYn2Kyf5IkbRwP+JSa2OTkJMDaCfb3HczTqNeoXb/Iyu3vaCxlFEsd7OrZR9czL1Js7wKgUCjQvv8wyzdn7t1HO5t9UUz2T7HZwTDmF8b8FJP9kyRp47hZLjWx+fl5AAqlTgCW5qaZv/wptW+/IF+uP/D6259/RNezL1F+/lVae/sptq1dV61Wt25oRWNfFJP9U2x2MIz5hTE/xWT/JEnaOG6WS02su7sbgHxpkdq1L5k7exJWVwBo7R1Ye3qk1Em+tEh24wrLc9MsXD3Pwtef0fvKuzTuLAJQLpejvQdtHfuimOyfYrODYcwvjPkpJvsnSdLGcbNcamLDw8MA1K5fpPrVx8DaCffJkVHa+g+u+zPLPUePc2fmG9JLZ6hXJpj75H1adu9ddx/tbPZFMdk/xWYHw5hfGPNTTPZPkqSNU8jzPI89hKQfl6YpfX19ZFkGwO6Rl+k5duInT7jPG6vcunCKhYlzAHR0dDA7O0uSJFsys+KxL4rJ/ik2OxjG/MKYn2Kyf5IkbZxi7AEkPVySJAwODgJrT4c86kMvQKHYQs+xE7QPjgAwNDTkh96nhH1RTPZPsdnBMOYXxvwUk/2TJGnjuFkuNbE0TalUKgAkR0Yf+aH3rkKxheSF1wCYmpoiTdPNGlFNxL4oJvun2OxgGPMLY36Kyf5JkrRx3CyXmtjY2BhZltHaO0Bb/8EnurZt4BCte/vJsozx8fFNmlDNxL4oJvun2OxgGPMLY36Kyf5JkrRxPOBTamKTk5MAayfY33cwT6Neo3b9Iiu3v6OxlFEsdbCrZx9dz7xIsb0LgEKhQPv+wyzfnLl3H+1s9kUx2T/FZgfDmF8Y81NM9k+SpI3jZrnUxObn5wEolDoBWJqbZv7yp9S+/YJ8uf7A629//hFdz75E+flXae3tp9i2dl21Wt26oRWNfVFM9k+x2cEw5hfG/BST/ZMkaeO4WS41se7ubgDypUVq175k7uxJWF0BoLV3YO3pkVIn+dIi2Y0rLM9Ns3D1PAtff0bvK+/SuLMIQLlcjvYetHXsi2Kyf4rNDoYxvzDmp5jsnyRJG8fNcqmJDQ8PA1C7fpHqVx8DayfcJ0dGaes/uO7PLPccPc6dmW9IL52hXplg7pP3adm9d919tLPZF8Vk/xSbHQxjfmHMTzHZP0mSNk4hz/M89hCSflyapvT19ZFlGQC7R16m59iJnzzhPm+scuvCKRYmzgHQ0dHB7OwsSZJsycyKx74oJvun2OxgGPMLY36Kyf5JkrRxirEHkPRwSZIwODgIrD0d8qgPvQCFYgs9x07QPjgCwNDQkB96nxL2RTHZP8VmB8OYXxjzU0z2T5KkjeNmudTE0jSlUqkAkBwZfeSH3rsKxRaSF14DYGpqijRNN2tENRH7opjsn2Kzg2HML4z5KSb7J0nSxnGzXGpiY2NjZFlGa+8Abf0Hn+jatoFDtO7tJ8syxsfHN2lCNRP7opjsn2Kzg2HML4z5KSb7J0nSxvGAT6mJTU5OAqydYH/fwTyNeo3a9Yus3P6OxlJGsdTBrp59dD3zIsX2LgAKhQLt+w+zfHPm3n20s9kXxWT/FJsdDGN+YcxPMdk/SZI2jpvlUhObn58HoFDqBGBpbpr5y59S+/YL8uX6A6+//flHdD37EuXnX6W1t59i29p11Wp164ZWNPZFMdk/xWYHw5hfGPNTTPZPkqSN42a51MS6u7sByJcWqV37krmzJ2F1BYDW3oG1p0dKneRLi2Q3rrA8N83C1fMsfP0Zva+8S+POIgDlcjnae9DWsS+Kyf4pNjsYxvzCmJ9isn+SJG0cN8ulJjY8PAxA7fpFql99DKydcJ8cGaWt/+C6P7Pcc/Q4d2a+Ib10hnplgrlP3qdl995199HOZl8Uk/1TbHYwjPmFMT/FZP8kSdo4hTzP89hDSPpxaZrS19dHlmUA7B55mZ5jJ37yhPu8scqtC6dYmDgHQEdHB7OzsyRJsiUzKx77opjsn2Kzg2HML4z5KSb7J0nSxinGHkDSwyVJwuDgILD2dMijPvQCFIot9Bw7QfvgCABDQ0N+6H1K2BfFZP8Umx0MY35hzE8x2T9JkjaOm+VSE0vTlEqlAkByZPSRH3rvKhRbSF54DYCpqSnSNN2sEdVE7Itisn+KzQ6GMb8w5qeY7J8kSRvHzXKpiY2NjZFlGa29A7T1H3yia9sGDtG6t58syxgfH9+kCdVM7Itisn+KzQ6GMb8w5qeY7J8kSRvHAz6lJjY5OQmwdoL9fQfzNOo1atcvsnL7OxpLGcVSB7t69tH1zIsU27sAKBQKtO8/zPLNmXv30c5mXxST/VNsdjCM+YUxP8Vk/yRJ2jhulktNbH5+HoBCqROApblp5i9/Su3bL8iX6w+8/vbnH9H17EuUn3+V1t5+im1r11Wr1a0bWtHYF8Vk/xSbHQxjfmHMTzHZP0mSNo6b5VIT6+7uBiBfWqR27Uvmzp6E1RUAWnsH1p4eKXWSLy2S3bjC8tw0C1fPs/D1Z/S+8i6NO4sAlMvlaO9BW8e+KCb7p9jsYBjzC2N+isn+SZK0cdwsl5rY8PAwALXrF6l+9TGwdsJ9cmSUtv6D6/7Mcs/R49yZ+Yb00hnqlQnmPnmflt17191HO5t9UUz2T7HZwTDmF8b8FJP9kyRp4xTyPM9jDyHpx6VpSl9fH1mWAbB75GV6jp34yRPu88Yqty6cYmHiHAAdHR3Mzs6SJMmWzKx47Itisn+KzQ6GMb8w5qeY7J8kSRunGHsASQ+XJAmDg4PA2tMhj/rQC1AottBz7ATtgyMADA0N+aH3KWFfFJP9U2x2MIz5hTE/xWT/JEnaOG6WS00sTVMqlQoAyZHRR37ovatQbCF54TUApqamSNN0s0ZUE7Evisn+KTY7GMb8wpifYrJ/kiRtHDfLpSY2NjZGlmW09g7Q1n/wia5tGzhE695+sixjfHx8kyZUM7Evisn+KTY7GMb8wpifYrJ/kiRtHA/41I6QpiljY2NMTk4yPz9Pd3c3/+6/++/y+uuvb9s/J8zznH/+z/85wNoJ9vcdzPM4CoUC7fsPs3xzhn/xL/7FZoy4ZXbi+m6GyclJ4MG+NOo1atcvsnL7OxpLGcVSB7t69tH1zIsU27uA9X25ex/pSdg/xWYHw5hfGPNTTPZPkqSN42a5trVr167xwQcf8H/+n/8ntVrtgf/7u+++y5tvvsnPf/5zDhw48Fj3/Nf/+l/z3/w3/w3T09P843/8j+no6Njose/JsoxKpcKNGze4ceMGU1NT6/5zYWEBgEKp8/e6f7Ft7bqTJ0/yf//f/zf79+9naGho3X/u37+fnp6eJ96MfxL/4B/8A86ePcv777/Pv//v//uPfd1mrO9ONj8/D/z/fVmam2b+8qfUvv2CfLn+wOtvf/4RXc++RPn5V2nt7b/Xl2q1unVDa8ewf4rNDoYxvzDmp5jsnyRJG8fNcm1bY2Nj/L2/9/dYWloCoLV3YO1pilIn+dIi2Y0r1Oam+Yf/8B/yj/7RP+JXv/oVr7/++k/e8+OPP+a//C//S/71v/7XAPzlX/4l/+F/+B/+3jM2Gg2+++67h26Gz87OPtZ98qXF3++//87adXme35vhx3R3d9/bOP/hZvrg4CDt7e2/13//XR988AHff/89/8F/8B/wJ3/yJ/wP/8P/8Mj/J8RmrO9O193dDaz1pXbtS+bOnoTVFeDH81uem2bh6nkWvv6M3lfevdeXcrkc7T1o+7J/is0OhjG/MOanmOyfJEkbx81ybUvj4+P83b/7d4G1E9+TI6O09R9c93T0nqPHuTPzDemlM9QrE7zxxhsAP7qheuvWLd555x3+7M/+bN0/n5qaeuQsaZo+dDO8Uqnc2+x9mPs3qn/4xPeFCxf4r/6r/4rsxhX2HD3+RE9/53lO/cYVAN577z1eeOGFB+a7u2E/Pz/PP//n//zez7780L/9b//bD8x293/u6+ujWHz48QcLCwt8//3392b6n//n/5l//I//Mf/7//6/80d/9Ec/es1Gr+/TYnh4GIDa9YtUv/oYePz85j55n5bde9fdR3oS9k+x2cEw5hfG/BST/ZMkaeMU8jzPYw8hPYlr164xMjLC0tISu0depufYiZ888T1vrHLrwikWJs5RKpW4evXqup/sOHv2LP/Ff/Ff/OhT3v/df/ff8d//9/8909PTD2wy3/2fb9++/ZPz7tq1i4GBgR/dDB8aGvrJn0BJ05R9+/ZRq9X4gz/+Je0Dhx4zJaj/9jf89a//lK6uLn73u9899Le97/4UzI+9t/t/CuZh2traGBwcfOhm+vT0NIcOPTh3sVjkv/1v/1v+/t//+7S1td375xu9vk+TNE3p6+sjyzKAJ84PoKOjg9nZWX8LXk/M/ik2OxjG/MKYn2Kyf5IkbRyfLNe288EHH7C0tET74MgjPwQCFIot9Bw7wcrtf0W9MsEHH3zAhx9+SJqm/Mmf/An/6B/9o4dee/LkSX75y1/SaDR+8r/j3/q3/i2Ghob4d/6df+eBnzH5wz/8Q3bt+v3+VUuShDfffJN/+A//IemlM7T94d965PuFtQ+/6V/+OQBvvfXWT37o7ejo4MCBAz+6wZznOTdv3nxgA/3u/z49Pc2dO3f4F//iXzz0ENHdu3f/6D9vNBr88pe/5P/9f/9f/o//4/9gZGQE2Lj1fRolScLg4CDXr1//vfMbGhryS5J+L/ZPsdnBMOYXxvwUk/2TJGnj+GS5tpWNetL6f/vf/jf+s//sP7v39MWjdHR0/OjveQ8NDTE0NPTQDeGNcP36df723/7bT/ak9V98yMLV85v+pPXKygozMzM/+hM0U1NT9377/VEKhQJvvvkm/+v/+r9u+pP0O9n9TxX9vvn5VJF+X/ZPsdnBMOYXxvwUk/2TJGnjPPyHhqUmNDY2Rq1Wo7V3gLb+g090bdvAIVr39lOr1fj7f//vP9ZG+d/4G3+D2dlZarUa33zzDf/P//P/8L/8L/8L//V//V/zn/6n/ymHDh3a1I1ygAMHDvCrX/0KgIWJc3x/5hfUf/sbfvj/58rznPpvf8P3Z37BwtXzAJw+fXpTf5Jk165dDA0N8Xf+zt/hP//P/3P+x//xf+TXv/41//Sf/lO+//57qtUqf/zHf/zI++R5ztjY2Iat7/j4+O/7lra1sbExsiwLyi/Lsqc2P4Wxf4rNDoYxvzDmp5jsnyRJG8efYdG2Mjk5CbB2ovt9v/PdqNeoXb/Iyu3vaCxlFEsd7OrZR9czL1Js7wLWnl5u33+Y5Zsz/J2/83f423/7b/NP/+k/ZXp6+qH/fbdv32b37t1PdLDmZrh7aOXPfvYz6pUJ6pUJWvf2077/MMW2Thp3FqnfuMLyzRkASqUSp0+fZnR0NObYdHd3Mz8//8jXHD58mD/5kz/h4sWLQPj63u3J02aj/v14WvNTGPun2OxgGPMLY36Kyf5JkrRx3CzXtnJ347VQ6gRgaW6a+cufUvv2C/Ll+gOvv/35R3Q9+xLl51+ltbefYtvadY1GgzNnzpDnOV9//TVjY2P8+te/plKpPHCPqampHz2gcqu9/vrrPPfcc3zwwQecPn2a2s2Ze5vjd3V1dfHWW2/xzjvvNM0hlzdu3Hjgn3V1dfHqq6/yd//u3+U/+o/+I0qlErB22CqEr2+1Wt2st9PUNurfj6c1P4Wxf4rNDoYxvzDmp5jsnyRJG8fNcm0r3d3dAORLi9Sufcnc2ZOwugJAa+/A2tMUpU7ypUWyG1dYnptm4ep5Fr7+jN5X3qVxZxGAcrkMrD1J8dxzz/Hcc8/xD/7BP+Crr77i17/+NePj4/yrf/WvAFhcXIzwTn/cgQMH+PDDD3nvvfcYHx9ncnKSarVKuVxmeHiYN9544957axZ38yuVSvwn/8l/whtvvMErr7xCZ2fnA6/d6PV92pifYrJ/is0OhjG/MOanmOyfJEkbx81ybSvDw8MA1K5fpPrVxwC0D46QHBmlrf/guj873HP0OHdmviG9dIZ6ZYK5T96nZffedfe5X6FQ4I/+6I/4oz/6I/6n/+l/4uLFi9y6dYt/79/797bgnT2ZJEl4++23Y4/xWP6v/+v/4q/+6q/4j//j//iRBwZt5vo+DcxPMdk/xWYHw5hfGPNTTPZPkqSNU8h/eEqg1MTuP+kdYPfIy/QcO0Gh2PLQa/LGKrcunGJh4hyAJ703Mdc3jPkpJvun2OxgGPMLY36Kyf5JkrRxirEHkJ5EkiQMDg4Ca09LPOpDIECh2ELPsRO0D44AMDQ05IfAJuX6hjE/xWT/FJsdDGN+YcxPMdk/SZI2jpvl2lbSNL13CGdyZPSRHwLvKhRbSF54DVg7sDNN080aUQFc3zDmp5jsn2Kzg2HML4z5KSb7J0nSxvE3y7WtjI2NkWUZrb0DtPUfvPfPG/UatesXWbn9HY2ljGKpg109++h65kWK7V0AtA0conVvP9nNGcbHx7fNb34/TVzfMOanmOyfYrODYcwvjPkpJvsnSdLGcbNc28rk5CTA2onuhQJLc9PMX/6U2rdfkC/XH3j97c8/ouvZlyg//yqtvf207z/M8s2Ze/dRc3F9w5ifYrJ/is0OhjG/MOanmOyfJEkbx81ybSvz8/MAFEqd1K59ydzZk7C6AkBr78DaB8RSJ/nSItmNKyzPTbNw9TwLX39G7yvvUmzrBKBarUZ7D3o41zeM+Skm+6fY7GAY8wtjforJ/kmStHHcLNe20t3dDcDS7F+R/pM/A9YOsUmOjNLWf5BCoXDvtXuOHufOzDekl85Qr0ww98n7tO9/HoByubz1w+uRXN8w5qeY7J9is4NhzC+M+Skm+ydJ0sZxs1zbyvDwMADZv/xnAOweefmhp70XCgXaBw7R9od/i1sXTrEwcY76jcvr7qPm4vqGMT/FZP8Umx0MY35hzE8x2T9JkjZOIc/zPPYQ0uNK05Te3l5WVlZoHxzhb47+4rFOe88bq3x/5hfUKxPs2rWLubk5kiTZgon1JFzfMOanmOyfYrODYcwvjPkpJvsnSdLGKcYeQPp9JUdGH+tDIECh2ELywmubPJE2kusbxvwUk/1TbHYwjPmFMT/FZP8kSQrjZrm2lbGxMVZWVmjtHaCt/+ATXds2cIjWvf2srKwwPj6+SRMqhOsbxvwUk/1TbHYwjPmFMT/FZP8kSdo4/ma5tpXJyUmAtRPd7zuoplGvUbt+kZXb39FYyiiWOtjVs4+uZ16k2N4F/Jvf59t/mOWbM/fuo+bi+oYxP8Vk/xSbHQxjfmHMTzHZP0mSNo6b5dpW5ufnASiUOgFYmptm/vKn1L79gny5/sDrb3/+EV3PvkT5+Vdp7e2n2LZ2XbVa3bqh9dhc3zDmp5jsn2Kzg2HML4z5KSb7J0nSxnGzXNtKd3c3APnSIrVrXzJ39iSsrgDQ2juw9jRFqZN8aZHsxhWW56ZZuHqeha8/o/eVd2ncWQSgXC5Hew96ONc3jPkpJvun2OxgGPMLY36Kyf5JkrRx3CzXtjI8PAxA7fpFql99DED74AjJkVHa+g+u+7PDPUePc2fmG9JLZ6hXJpj75H1adu9ddx81F9c3jPkpJvun2OxgGPMLY36Kyf5JkrRxCnme57GHkB5Xmqb09fWRZRkAu0depufYiZ888T1vrHLrwikWJs4B0NHRwezsLEmSbMnMenyubxjzU0z2T7HZwTDmF8b8FJP9kyRp4xRjDyA9iSRJGBwcBNaelnjUh0CAQrGFnmMnaB8cAWBoaMgPgU3K9Q1jforJ/ik2OxjG/MKYn2Kyf5IkbRw3y7WtpGlKpVIBIDky+sgPgXcVii0kL7wGwNTUFGmabtaICuD6hjE/xWT/FJsdDGN+YcxPMdk/SZI2jpvl2lbGxsbIsozW3gHa+g8+0bVtA4do3dtPlmWMj49v0oQK4fqGMT/FZP8Umx0MY35hzE8x2T9JkjaOB3xqW5mcnARYO9H9voNqGvUatesXWbn9HY2ljGKpg109++h65kWK7V0AFAoF2vcfZvnmzL37qLm4vmHMTzHZP8VmB8OYXxjzU0wP69/jsH+SJK3nZrm2lfn5eQAKpU4Aluammb/8KbVvvyBfrj/w+tuff0TXsy9Rfv5VWnv7KbatXVetVrduaD021zeM+Skm+6fY7GAY8wtjforph/17UvZPkqT/n5vl2la6u7sByJcWqV37krmzJ2F1BYDW3oG1pylKneRLi2Q3rrA8N83C1fMsfP0Zva+8S+POIgDlcjnae9DDub5hzE8x2T/FZgfDmF8Y81NM9/fv92H/JEn6/7lZrm1leHgYgNr1i1S/+hhYO/E9OTJKW//BdX92uOfoce7MfEN66Qz1ygRzn7xPy+696+6j5uL6hjE/xWT/FJsdDGN+YcxPMd3tTXbjCnuOHn+in2LJ85z6jSvr7iNJ0tOskOd5HnsI6XGlaUpfXx9ZlgGwe+Rleo6d+MkT3/PGKrcunGJh4hwAHR0dzM7OkiTJlsysx+f6hjE/xWT/FJsdDGN+YcxPMaVpyr59+6jVavzBH/+S9oFDj31t/be/4a9//ad0dXXxu9/9zv5Jkp56xdgDSE8iSRIGBweBtad1HvUlBKBQbKHn2AnaB0cAGBoa8kNgk3J9w5ifYrJ/is0OhjG/MOanmJIk4c033wQgvXSGvLH6WNfljVXSv/xzAN566y37J0kSbpZrm0nTlEqlAkByZPSRX0LuKhRbSF54DYCpqSnSNN2sERXA9Q1jforJ/ik2OxjG/MKYn2L7+c9/TqlUol6Z4NaFU4/cMM8bq9z6iw+pVyYolUq88847WzSpJEnNzc1ybStjY2NkWUZr7wBt/Qef6Nq2gUO07u0nyzLGx8c3aUKFcH3DmJ9isn+KzQ6GMb8w5qfYDhw4wK9+9SsAFibO8f2ZX1D/7W/44a+u5nlO/be/4fszv2Dh6nkATp8+zYEDB7Z8ZkmSmpEHfGpbmZycBKBj/+F1B9c06jVq1y+ycvs7GksZxVIHu3r20fXMixTbuwAoFAq07z/M8s2Ze/dRc3F9w5ifYrJ/is0OhjG/MOanZvD6668D8LOf/Yx6ZYJ6ZYLWvf207z9Msa2Txp1F6jeusHxzBoBSqcTp06cZHR2NObYkSU3FzXJtK/Pz8wAUSp0ALM1NM3/5U2rffkG+XH/g9bc//4iuZ1+i/PyrtPb2U2xbu65arW7d0Hpsrm8Y81NM9k+x2cEw5hfG/NQsXn/9dZ577jk++OADTp8+Te3mzL3N8bu6urp46623eOedd3yiXJKkH3CzXNtKd3c3APnSIrVrXzJ39iSsrgDQ2juw9jRPqZN8aZHsxhWW56ZZuHqeha8/o/eVd2ncWQSgXC5Hew96ONc3jPkpJvun2OxgGPMLY35qJgcOHODDDz/kvffeY3x8nMnJSarVKuVymeHhYd544w27JknSQ7hZrm1leHgYgNr1i1S/+hiA9sERkiOjtPUfXPdnr3uOHufOzDekl85Qr0ww98n7tOzeu+4+ai6ubxjzU0z2T7HZwTDmF8b81IySJOHtt9+OPYYkSdtKIf/hiR9SE0vTlL6+PrIsA2D3yMv0HDtBodjy0Gvyxiq3LpxiYeIcAB0dHczOzpIkyZbMrMfn+oYxP8Vk/xSbHQxjfmHMT5IkaWcoxh5AehJJkjA4OAisPa3zqC8hAIViCz3HTtA+OALA0NCQX0KalOsbxvwUk/1TbHYwjPmFMT9JkqSdwc1ybStpmlKpVABIjow+8kvIXYViC8kLrwEwNTVFmqabNaICuL5hzE8x2T/FZgfDmF8Y85MkSdoZ3CzXtjI2NkaWZbT2DtDWf/CJrm0bOETr3n6yLGN8fHyTJlQI1zeM+Skm+6fY7GAY8wtjfpIkSTuDB3xqW5mcnASgY//hdQclNeo1atcvsnL7OxpLGcVSB7t69tH1zIsU27sAKBQKtO8/zPLNmXv3UXNxfcOYn2Kyf4rNDoYxvzDmJ0mStDO4Wa5tZX5+HoBCqROApblp5i9/Su3bL8iX6w+8/vbnH9H17EuUn3+V1t5+im1r11Wr1a0bWo/N9Q1jforJ/ik2OxjG/MKYnyRJ0s7gZrm2le7ubgDypUVq175k7uxJWF0BoLV3YO1pnlIn+dIi2Y0rLM9Ns3D1PAtff0bvK+/SuLMIQLlcjvYe9HCubxjzU0z2T7HZwTDmF8b8JEmSdgY3y7WtDA8PA1C7fpHqVx8D0D44QnJklLb+g+v+7HXP0ePcmfmG9NIZ6pUJ5j55n5bde9fdR83F9Q1jforJ/ik2OxjG/MKYnyRJ0s5QyPM8jz2E9LjSNKWvr48sywDYPfIyPcdOUCi2PPSavLHKrQunWJg4B0BHRwezs7MkSbIlM+vxub5hzE8x2T/FZgfDmF8Y85MkSdoZirEHkJ5EkiQMDg4Ca0/rPOpLCECh2ELPsRO0D44AMDQ05JeQJuX6hjE/xWT/FJsdDGN+YcxPkiRpZ3CzXNtKmqZUKhUAkiOjj/wScleh2ELywmsATE1NkabpZo2oAK5vGPNTTPZPsdnBMOYXxvwkSZJ2BjfLta2MjY2RZRmtvQO09R98omvbBg7RurefLMsYHx/fpAkVwvUNY36Kyf4pNjsYxvzCmJ8kSdLO4AGf2lYmJycB6Nh/eN1BSY16jdr1i6zc/o7GUkax1MGunn10PfMixfYuAAqFAu37D7N8c+befdRcXN8w5qeY7J9is4NhzC+M+UmSJO0MbpZrW5mfnwegUOoEYGlumvnLn1L79gvy5foDr7/9+Ud0PfsS5edfpbW3n2Lb2nXVanXrhtZjc33DmJ9isn+KzQ6GMb8w5idJkrQzuFmubaW7uxuAfGmR2rUvmTt7ElZXAGjtHVh7mqfUSb60SHbjCstz0yxcPc/C15/R+8q7NO4sAlAul6O9Bz2c6xvG/BST/VNsdjCM+YUxP0mSpJ3BzXJtK8PDwwDUrl+k+tXHALQPjpAcGaWt/+C6P3vdc/Q4d2a+Ib10hnplgrlP3qdl995191FzcX3DmJ9isn+KzQ6GMb8w5idJkrQzFPI8z2MPIT2uNE3p6+sjyzIAdo+8TM+xExSKLQ+9Jm+scuvCKRYmzgHQ0dHB7OwsSZJsycx6fK5vGPNTTPZPsdnBMOYXxvwkSZJ2hmLsAaQnkSQJg4ODwNrTOo/6EgJQKLbQc+wE7YMjAAwNDfklpEm5vmHMTzHZP8VmB8OYXxjzkyRJ2hncLNe2kqYplUoFgOTI6CO/hNxVKLaQvPAaAFNTU6RpulkjKoDrG8b8FJP9U2x2MIz5hTE/SZKkncHNcm0rY2NjZFlGa+8Abf0Hn+jatoFDtO7tJ8syxsfHN2lChXB9w5ifYrJ/is0OhjG/MOYnSZK0M3jAp7aVyclJADr2H153UFKjXqN2/SIrt7+jsZRRLHWwq2cfXc+8SLG9C4BCoUD7/sMs35y5dx81F9c3jPkpJvun2OxgGPMLY36SJEk7g5vl2lbm5+cBKJQ6AViam2b+8qfUvv2CfLn+wOtvf/4RXc++RPn5V2nt7afYtnZdtVrduqH12FzfMOanmOyfYrODYcwvjPlJkiTtDG6Wa1vp7u4GIF9apHbtS+bOnoTVFQBaewfWnuYpdZIvLZLduMLy3DQLV8+z8PVn9L7yLo07iwCUy+Vo70EP5/qGMT/FZP8Umx0MY35hzE+SJGlncLNc28rw8DAAtesXqX71MQDtgyMkR0Zp6z+47s9e9xw9zp2Zb0gvnaFemWDuk/dp2b133X3UXFzfMOanmOyfYrODYcwvjPlJkiTtDIU8z/PYQ0iPK01T+vr6yLIMgN0jL9Nz7ASFYstDr8kbq9y6cIqFiXMAdHR0MDs7S5IkWzKzHp/rG8b8FJP9U2x2MIz5hTE/SZKknaEYewDpSSRJwuDgILD2tM6jvoQAFIot9Bw7QfvgCABDQ0N+CWlSrm8Y81NM9k+x2cEw5hfG/CRJknYGN8u1raRpSqVSASA5MvrILyF3FYotJC+8BsDU1BRpmm7WiArg+oYxP8Vk/xSbHQxjfmHMT5IkaWdws1zbytjYGFmW0do7QFv/wSe6tm3gEK17+8myjPHx8U2aUCFc3zDmp5jsn2Kzg2HML4z5SZIk7Qwe8KltZXJyEoCO/YfXHZTUqNeoXb/Iyu3vaCxlFEsd7OrZR9czL1Js7wKgUCjQvv8wyzdn7t1HzcX1DWN+isn+KTY7GMb8wpifJEnSzuBmubaV+fl5AAqlTgCW5qaZv/wptW+/IF+uP/D6259/RNezL1F+/lVae/sptq1dV61Wt25oPTbXN4z5KSb7p9jsYBjzC2N+kiRJO4Ob5dpWuru7AciXFqld+5K5sydhdQWA1t6Btad5Sp3kS4tkN66wPDfNwtXzLHz9Gb2vvEvjziIA5XI52nvQw7m+YcxPMdk/xWYHw5hfGPOTJEnaGdws17YyPDwMQO36RapffQxA++AIyZFR2voPrvuz1z1Hj3Nn5hvSS2eoVyaY++R9WnbvXXcfNRfXN4z5KSb7p9jsYBjzC2N+kiRJO0Mhz/M89hDS40rTlL6+PrIsA2D3yMv0HDtBodjy0Gvyxiq3LpxiYeIcAB0dHczOzpIkyZbMrMfn+oYxP8Vk/xSbHQxjfmHMT5IkaWcoxh5AehJJkjA4OAisPa3zqC8hAIViCz3HTtA+OALA0NCQX0KalOsbxvwUk/1TbHYwjPmFMT9JkqSdwc1ybStpmlKpVABIjow+8kvIXYViC8kLrwEwNTVFmqabNaICuL5hzE8x2T/FZgfDmF8Y85MkSdoZ3CzXtjI2NkaWZbT2DtDWf/CJrm0bOETr3n6yLGN8fHyTJlQI1zeM+Skm+6fY7GAY8wtjfpIkSTuDB3xqW5mcnASgY//hdQclNeo1atcvsnL7OxpLGcVSB7t69tH1zIsU27sAKBQKtO8/zPLNmXv3UXNxfcOYn2Kyf4rNDoYxvzDmJ0mStDO4Wa5tZX5+HoBCqROApblp5i9/Su3bL8iX6w+8/vbnH9H17EuUn3+V1t5+im1r11Wr1a0bWo/N9Q1jforJ/ik2OxjG/MKYnyRJ0s7gZrm2le7ubgDypUVq175k7uxJWF0BoLV3YO1pnlIn+dIi2Y0rLM9Ns3D1PAtff0bvK+/SuLMIQLlcjvYe9HCubxjzU0z2T7HZwTDmF8b8JEmSdgY3y7WtDA8PA1C7fpHqVx8D0D44QnJklLb+g+v+7HXP0ePcmfmG9NIZ6pUJ5j55n5bde9fdR83F9Q1jforJ/ik2OxjG/MKYnyRJ0s5QyPM8jz2E9LjSNKWvr48sywDYPfIyPcdOUCi2PPSavLHKrQunWJg4B0BHRwezs7MkSbIlM+vxub5hzE8x2T/FZgfDmF8Y85MkSdoZirEHkJ5EkiQMDg4Ca0/rPOpLCECh2ELPsRO0D44AMDQ05JeQJuX6hjE/xWT/FJsdDGN+YcxPkiRpZ3CzXNtKmqZUKhUAkiOjj/wScleh2ELywmsATE1NkabpZo2oAK5vGPNTTPZPsdnBMOYXxvwkSZJ2Bn+zXNvK2NgYWZbR2jtAW//Be/+8Ua9Ru36Rldvf0VjKKJY62NWzj65nXqTY3gVA28AhWvf2k92cYXx8nLfffjvW29BDuL5hzE8x2T/FZgfDmF8Y85MkSdoZ3CzXtjI5OQlAx/7DFAoFluammb/8KbVvvyBfrj/w+tuff0TXsy9Rfv5VWnv7ad9/mOWbM/fuo+bi+oYxP8Vk/xSbHQxjfmHMT5IkaWdws1zbyvz8PACFUie1a18yd/YkrK4A0No7sPYFpdRJvrRIduMKy3PTLFw9z8LXn9H7yrsU2zoBqFar0d6DHs71DWN+isn+KTY7GMb8wpifJEnSzuBmubaV7u5uAJZm/4r0n/wZsHaIUnJklLb+gxQKhXuv3XP0OHdmviG9dIZ6ZYK5T96nff/zAJTL5a0fXo/k+oYxP8Vk/xSbHQxjfmHMT5IkaWdws1zbyvDwMADZv/xnAOweeZmeYyd+9BClQqFA+8Ah2v7wb3HrwikWJs5Rv3F53X3UXFzfMOanmOyfYrODYcwvjPlJkiTtDIU8z/PYQ0iPK01Tent7WVlZoX1whL85+osf/RLyQ3ljle/P/IJ6ZYJdu3YxNzdHkiRbMLGehOsbxvwUk/1TbHYwjPmFMT9JkqSdoRh7AOn3lRwZfawvIQCFYgvJC69t8kTaSK5vGPNTTPZPsdnBMOYXxvwkSZK2LzfLta2MjY2xsrJCa+8Abf0Hn+jatoFDtO7tZ2VlhfHx8U2aUCFc3zDmp5jsn2Kzg2HML4z5SZIk7Qz+Zrm2lcnJSQA69h9ed1BSo16jdv0iK7e/o7GUUSx1sKtnH13PvEixvQv4N78Puf8wyzdn7t1HzcX1DWN+isn+KTY7GMb8wjwsv8dhfpIkSc3DzXJtK/Pz8wAUSp0ALM1NM3/5U2rffkG+XH/g9bc//4iuZ1+i/PyrtPb2U2xbu65arW7d0Hpsrm8Y81NM9k+x2cEw5hfmh/k9qac9P0mSpGbhZrm2le7ubgDypUVq175k7uxJWF0BoLV3YO1pnlIn+dIi2Y0rLM9Ns3D1PAtff0bvK+/SuLMIQLlcjvYe9HCubxjzU0z2T7HZwTDmF+b+/H4fT3t+kiRJzcLNcm0rw8PDANSuX6T61ccAtA+OkBwZpa3/4Lo/e91z9Dh3Zr4hvXSGemWCuU/ep2X33nX3UXNxfcOYn2Kyf4rNDoYxvzB333d24wp7jh5/op9iyfOc+o0r6+4jSZKkOAp5nuexh5AeV5qm9PX1kWUZALtHXqbn2AkKxZaHXpM3Vrl14RQLE+cA6OjoYHZ2liRJtmRmPT7XN4z5KSb7p9jsYBjzC5OmKfv27aNWq/EHf/xL2gcOPfa19d/+hr/+9Z/S1dXF7373u6cyP0mSpGZRjD2A9CSSJGFwcBBYe9rpUV/iAArFFnqOnaB9cASAoaEhv4Q0Kdc3jPkpJvun2OxgGPMLkyQJb775JgDppTPkjdXHui5vrJL+5Z8D8NZbbz21+UmSJDULN8u1raRpSqVSASA5MvrIL3F3FYotJC+8BsDU1BRpmm7WiArg+oYxP8Vk/xSbHQxjfuF+/vOfUyqVqFcmuHXh1CM3zPPGKrf+4kPqlQlKpRLvvPPOFk0qSZKkh3GzXNvK2NgYWZbR2jtAW//BJ7q2beAQrXv7ybKM8fHxTZpQIVzfMOanmOyfYrODYcwv3IEDB/jVr34FwMLEOb4/8wvqv/0NP/zVyzzPqf/2N3x/5hcsXD0PwOnTpzlw4MCWzyxJkqT1POBT28rk5CQAHfsPrzs4qVGvUbt+kZXb39FYyiiWOtjVs4+uZ16k2N4FQKFQoH3/YZZvzty7j5qL6xvG/BST/VNsdjCM+W2M119/HYCf/exn1CsT1CsTtO7tp33/YYptnTTuLFK/cYXlmzMAlEolTp8+zejoaMyxJUmS9G+4Wa5tZX5+HoBCqROApblp5i9/Su3bL8iX6w+8/vbnH9H17EuUn3+V1t5+im1r11Wr1a0bWo/N9Q1jforJ/ik2OxjG/DbO66+/znPPPccHH3zA6dOnqd2cubc5fldXVxdvvfUW77zzjk+US5IkNRE3y7WtdHd3A5AvLVK79iVzZ0/C6goArb0Da09DlTrJlxbJblxheW6ahavnWfj6M3pfeZfGnUUAyuVytPegh3N9w5ifYrJ/is0OhjG/jXXgwAE+/PBD3nvvPcbHx5mcnKRarVIulxkeHuaNN94wK0mSpCbkZrm2leHhYQBq1y9S/epjANoHR0iOjNLWf3Ddnw3vOXqcOzPfkF46Q70ywdwn79Oye++6+6i5uL5hzE8x2T/FZgfDmN/mSJKEt99+O/YYkiRJekyF/IcnzkhNLE1T+vr6yLIMgN0jL9Nz7ASFYstDr8kbq9y6cIqFiXMAdHR0MDs7S5IkWzKzHp/rG8b8FJP9U2x2MIz5SZIkSVCMPYD0JJIkYXBwEFh72ulRX+IACsUWeo6doH1wBIChoSG/xDUp1zeM+Skm+6fY7GAY85MkSZLcLNc2k6YplUoFgOTI6CO/xN1VKLaQvPAaAFNTU6RpulkjKoDrG8b8FJP9U2x2MIz5SZIkSW6Wa5sZGxsjyzJaewdo6z/4RNe2DRyidW8/WZYxPj6+SRMqhOsbxvwUk/1TbHYwjPlJkiRJHvCpbWZychKAjv2H1x001ajXqF2/yMrt72gsZRRLHezq2UfXMy9SbO8CoFAo0L7/MMs3Z+7dR83F9Q1jforJ/ik2OxjmYfk9DvOTJEnSTuFmubaV+fl5AAqlTgCW5qaZv/wptW+/IF+uP/D6259/RNezL1F+/lVae/sptq1dV61Wt25oPTbXN4z5KSb7p9jsYJgf5veknvb8JEmStDO4Wa5tpbu7G4B8aZHatS+ZO3sSVlcAaO0dWHsaqtRJvrRIduMKy3PTLFw9z8LXn9H7yrs07iwCUC6Xo70HPZzrG8b8FJP9U2x2MMz9+f0+nvb8JEmStDO4Wa5tZXh4GIDa9YtUv/oYgPbBEZIjo7T1H1z3Z8N7jh7nzsw3pJfOUK9MMPfJ+7Ts3rvuPmourm8Y81NM9k+x2cEwd993duMKe44ef6KfYsnznPqNK+vuI0mSJG1HhTzP89hDSI8rTVP6+vrIsgyA3SMv03PsBIViy0OvyRur3LpwioWJcwB0dHQwOztLkiRbMrMen+sbxvwUk/1TbHYwTJqm7Nu3j1qtxh/88S9pHzj02NfWf/sb/vrXf0pXVxe/+93vnsr8JEmStDMUYw8gPYkkSRgcHATWnhZ71JdggEKxhZ5jJ2gfHAFgaGjIL3FNyvUNY36Kyf4pNjsYJkkS3nzzTQDSS2fIG6uPdV3eWCX9yz8H4K233npq85MkSdLO4Ga5tpU0TalUKgAkR0Yf+SX4rkKxheSF1wCYmpoiTdPNGlEBXN8w5qeY7J9is4Phfv7zn1MqlahXJrh14dQjN8zzxiq3/uJD6pUJSqUS77zzzhZNKkmSJG0ON8u1rYyNjZFlGa29A7T1H3yia9sGDtG6t58syxgfH9+kCRXC9Q1jforJ/ik2OxjuwIED/OpXvwJgYeIc35/5BfXf/oYf/mpjnufUf/sbvj/zCxaungfg9OnTHDhwYMtnliRJkjaSB3xqW5mcnASgY//hdQdPNeo1atcvsnL7OxpLGcVSB7t69tH1zIsU27sAKBQKtO8/zPLNmXv3UXNxfcOYn2Kyf4rNDm6M119/HYCf/exn1CsT1CsTtO7tp33/YYptnTTuLFK/cYXlmzMAlEolTp8+zejoaMyxJUmSpA3hZrm2lfn5eQAKpU4Aluammb/8KbVvvyBfrj/w+tuff0TXsy9Rfv5VWnv7KbatXVetVrduaD021zeM+Skm+6fY7ODGef3113nuuef44IMPOH36NLWbM/c2x+/q6urirbfe4p133vGJckmSJO0YbpZrW+nu7gYgX1qkdu1L5s6ehNUVAFp7B9aeJit1ki8tkt24wvLcNAtXz7Pw9Wf0vvIujTuLAJTL5WjvQQ/n+oYxP8Vk/xSbHdxYBw4c4MMPP+S9995jfHycyclJqtUq5XKZ4eFh3njjDbOSJEnSjuNmubaV4eFhAGrXL1L96mMA2gdHSI6M0tZ/cN2fXe85epw7M9+QXjpDvTLB3Cfv07J777r7qLm4vmHMTzHZP8VmBzdHkiS8/fbbsceQJEmStkQh/+GJPVITS9OUvr4+siwDYPfIy/QcO0Gh2PLQa/LGKrcunGJh4hwAHR0dzM7OkiTJlsysx+f6hjE/xWT/FJsdlCRJkhSqGHsA6UkkScLg4CCw9rTYo74EAxSKLfQcO0H74AgAQ0NDfgluUq5vGPNTTPZPsdlBSZIkSaHcLNe2kqYplUoFgOTI6CO/BN9VKLaQvPAaAFNTU6RpulkjKoDrG8b8FJP9U2x2UJIkSVIoN8u1rYyNjZFlGa29A7T1H3yia9sGDtG6t58syxgfH9+kCRXC9Q1jforJ/ik2OyhJkiQplAd8aluZnJwEoGP/4XUHdTXqNWrXL7Jy+zsaSxnFUge7evbR9cyLFNu7ACgUCrTvP8zyzZl791FzcX3DmJ9isn+KzQ5KkiRJCuVmubaV+fl5AAqlTgCW5qaZv/wptW+/IF+uP/D6259/RNezL1F+/lVae/sptq1dV61Wt25oPTbXN4z5KSb7p9jsoCRJkqRQbpZrW+nu7gYgX1qkdu1L5s6ehNUVAFp7B9aeJit1ki8tkt24wvLcNAtXz7Pw9Wf0vvIujTuLAJTL5WjvQQ/n+oYxP8Vk/xSbHZQkSZIUys1ybSvDw8MA1K5fpPrVxwC0D46QHBmlrf/guj+73nP0OHdmviG9dIZ6ZYK5T96nZffedfdRc3F9w5ifYrJ/is0OSpIkSQpVyPM8jz2E9LjSNKWvr48sywDYPfIyPcdOUCi2PPSavLHKrQunWJg4B0BHRwezs7MkSbIlM+vxub5hzE8x2T/FZgclSZIkhSrGHkB6EkmSMDg4CKw9LfaoL8EAhWILPcdO0D44AsDQ0JBfgpuU6xvG/BST/VNsdlCSJElSKDfLta2kaUqlUgEgOTL6yC/BdxWKLSQvvAbA1NQUaZpu1ogK4PqGMT/FZP8Umx2UJEmSFMrNcm0rY2NjZFlGa+8Abf0Hn+jatoFDtO7tJ8syxsfHN2lChXB9w5ifYrJ/is0OSpIkSQrlAZ/aViYnJwHo2H943UFdjXqN2vWLrNz+jsZSRrHUwa6efXQ98yLF9i4ACoUC7fsPs3xz5t591Fxc3zDmp5jsn2Kzg5IkSZJCuVmubWV+fh6AQqkTgKW5aeYvf0rt2y/Il+sPvP725x/R9exLlJ9/ldbefopta9dVq9WtG1qPzfUNY36Kyf4pNjsoSZIkKZSb5dpWuru7AciXFqld+5K5sydhdQWA1t6BtafJSp3kS4tkN66wPDfNwtXzLHz9Gb2vvEvjziIA5XI52nvQw7m+YcxPMdk/xWYHJUmSJIVys1zbyvDwMAC16xepfvUxAO2DIyRHRmnrP7juz673HD3OnZlvSC+doV6ZYO6T92nZvXfdfdRcXN8w5qeY7J9is4OSJEmSQhXyPM9jDyE9rjRN6evrI8syAHaPvEzPsRMUii0PvSZvrHLrwikWJs4B0NHRwezsLEmSbMnMenyubxjzU0z2T7HZQUmSJEmhirEHkJ5EkiQMDg4Ca0+LPepLMECh2ELPsRO0D44AMDQ05JfgJuX6hjE/xWT/FJsdlCRJkhTKzXJtK2maUqlUAEiOjD7yS/BdhWILyQuvATA1NUWapps1ogK4vmHMTzHZP8VmByVJkiSFcrNc28rY2BhZltHaO0Bb/8EnurZt4BCte/vJsozx8fFNmlAhXN8w5qeY7J9is4OSJEmSQnnAp7aVyclJADr2H153UFejXqN2/SIrt7+jsZRRLHWwq2cfXc+8SLG9C4BCoUD7/sMs35y5dx81F9c3jPkpJvun2OygJEmSpFBulmtbmZ+fB6BQ6gRgaW6a+cufUvv2C/Ll+gOvv/35R3Q9+xLl51+ltbefYtvaddVqdeuG1mNzfcOYn2Kyf4rNDkqSJEkK5Wa5tpXu7m4A8qVFate+ZO7sSVhdAaC1d2DtabJSJ/nSItmNKyzPTbNw9TwLX39G7yvv0rizCEC5XI72HvRwrm8Y81NM9k+x2UFJkiRJodws17YyPDwMQO36RapffQxA++AIyZFR2voPrvuz6z1Hj3Nn5hvSS2eoVyaY++R9WnbvXXcfNRfXN4z5KSb7p9jsoCRJkqRQhTzP89hDSI8rTVP6+vrIsgyA3SMv03PsBIViy0OvyRur3LpwioWJcwB0dHQwOztLkiRbMrMen+sbxvwUk/1TbHZQkiRJUqhi7AGkJ5EkCYODg8Da02KP+hIMUCi20HPsBO2DIwAMDQ35JbhJub5hzE8x2T/FZgclSZIkhXKzXNtKmqZUKhUAkiOjj/wSfFeh2ELywmsATE1NkabpZo2oAK5vGPNTTPZPsdlBSZIkSaH8zXJtK2NjY2RZRmvvAG39B+/980a9Ru36RVZuf0djKaNY6mBXzz66nnmRYnsXAG0Dh2jd2092c4bx8XHefvvtWG9DD+H6hjE/xWT/FJsdlCRJkhTKzXJtK5OTkwB07D9MoVBgaW6a+cufUvv2C/Ll+gOvv/35R3Q9+xLl51+ltbef9v2HWb45c+8+ai6ubxjzU0z2T7HZQUmSJEmh3CzXtjI/Pw9AodRJ7dqXzJ09CasrALT2Dqx9QS51ki8tkt24wvLcNAtXz7Pw9Wf0vvIuxbZOAKrVarT3oIdzfcOYn2Kyf4rNDkqSJEkK5Wa5tpXu7m4Almb/ivSf/BmwdohXcmSUtv6DFAqFe6/dc/Q4d2a+Ib10hnplgrlP3qd9//MAlMvlrR9ej+T6hjE/xWT/FJsdlCRJkhTKzXJtK8PDwwBk//KfAbB75GV6jp340UO8CoUC7QOHaPvDv8WtC6dYmDhH/cbldfdRc3F9w5ifYrJ/is0OSpIkSQpVyPM8jz2E9LjSNKW3t5eVlRXaB0f4m6O/+NEvwT+UN1b5/swvqFcm2LVrF3NzcyRJsgUT60m4vmHMTzHZP8VmByVJkiSFKsYeQPp9JUdGH+tLMECh2ELywmubPJE2kusbxvwUk/1TbHZQkiRJ0u/DzXJtK2NjY6ysrNDaO0Bb/8EnurZt4BCte/tZWVlhfHx8kyZUCNc3jPkpJvun2OygJEmSpFD+Zrm2lcnJSQA69h9ed1BXo16jdv0iK7e/o7GUUSx1sKtnH13PvEixvQv4N79Puv8wyzdn7t1HzcX1DWN+isn+KTY7KEmSJCmUm+XaVubn5wEolDoBWJqbZv7yp9S+/YJ8uf7A629//hFdz75E+flXae3tp9i2dl21Wt26ofXYXN8w5qeY7J9is4OSJEmSQrlZrm2lu7sbgHxpkdq1L5k7exJWVwBo7R1Ye5qs1Em+tEh24wrLc9MsXD3Pwtef0fvKuzTuLAJQLpejvQc9nOsbxvwUk/1TbHZQkiRJUig3y7WtDA8PA1C7fpHqVx8D0D44QnJklLb+g+v+7HrP0ePcmfmG9NIZ6pUJ5j55n5bde9fdR83F9Q1jforJ/ik2OyhJkiQpVCHP8zz2ENLjStOUvr4+siwDYPfIy/QcO0Gh2PLQa/LGKrcunGJh4hwAHR0dzM7OkiTJlsysx+f6hjE/xWT/FJsdlCRJkhSqGHsA6UkkScLg4CCw9rTYo74EAxSKLfQcO0H74AgAQ0NDfgluUq5vGPNTTPZPsdlBSZIkSaHcLNe2kqYplUoFgOTI6CO/BN9VKLaQvPAaAFNTU6RpulkjKoDrG8b8FJP9U2x2UJIkSVIoN8u1rYyNjZFlGa29A7T1H3yia9sGDtG6t58syxgfH9+kCRXC9Q1jforJ/ik2OyhJkiQplAd8aluZnJwEoGP/4XUHdTXqNWrXL7Jy+zsaSxnFUge7evbR9cyLFNu7ACgUCrTvP8zyzZl791FzcX3DmJ9isn+KzQ5KkiRJCuVmubaV+fl5AAqlTgCW5qaZv/wptW+/IF+uP/D6259/RNezL1F+/lVae/sptq1dV61Wt25oPTbXN4z5KSb7p9jsoCRJkqRQbpZrW+nu7gYgX1qkdu1L5s6ehNUVAFp7B9aeJit1ki8tkt24wvLcNAtXz7Pw9Wf0vvIujTuLAJTL5WjvQQ/n+oYxP8Vk/xSbHZQkSZIUys1ybSvDw8MA1K5fpPrVxwC0D46QHBmlrf/guj+73nP0OHdmviG9dIZ6ZYK5T96nZffedfdRc3F9w5ifYrJ/is0OSpIkSQpVyPM8jz2E9LjSNKWvr48sywDYPfIyPcdOUCi2PPSavLHKrQunWJg4B0BHRwezs7MkSbIlM+vxub5hzE8x2T/FZgclSZIkhSrGHkB6EkmSMDg4CKw9LfaoL8EAhWILPcdO0D44AsDQ0JBfgpuU6xvG/BST/VNsdlCSJElSKDfLta2kaUqlUgEgOTL6yC/BdxWKLSQvvAbA1NQUaZpu1ogK4PqGMT/FZP8Umx2UJEmSFMrNcm0rY2NjZFlGa+8Abf0Hn+jatoFDtO7tJ8syxsfHN2lChXB9w5ifYrJ/is0OSpIkSQrlAZ/aViYnJwHo2H943UFdjXqN2vWLrNz+jsZSRrHUwa6efXQ98yLF9i4ACoUC7fsPs3xz5t591Fxc3zDmp5jsn2Kzg5IkSZJCuVmubWV+fh6AQqkTgKW5aeYvf0rt2y/Il+sPvP725x/R9exLlJ9/ldbefopta9dVq9WtG1qPzfUNY36Kyf4pNjsoSZIkKZSb5dpWuru7AciXFqld+5K5sydhdQWA1t6BtafJSp3kS4tkN66wPDfNwtXzLHz9Gb2vvEvjziIA5XI52nvQw7m+YcxPMdk/xWYHJUmSJIVys1zbyvDwMAC16xepfvUxAO2DIyRHRmnrP7juz673HD3OnZlvSC+doV6ZYO6T92nZvXfdfdRcXN8w5qeY7J9is4OSJEmSQhXyPM9jDyE9rjRN6evrI8syAHaPvEzPsRMUii0PvSZvrHLrwikWJs4B0NHRwezsLEmSbMnMenyubxjzU0z2T7HZQUmSJEmhirEHkJ5EkiQMDg4Ca0+LPepLMECh2ELPsRO0D44AMDQ05JfgJuX6hjE/xWT/FJsdlCRJkhTKzXJtK2maUqlUAEiOjD7yS/BdhWILyQuvATA1NUWapps1ogK4vmHMTzHZP8VmByVJkiSFcrNc28rY2BhZltHaO0Bb/8EnurZt4BCte/vJsozx8fFNmlAhXN8w5qeY7J9is4OSJEmSQnnAp7aVyclJADr2H153UFejXqN2/SIrt7+jsZRRLHWwq2cfXc+8SLG9C4BCoUD7/sMs35y5dx81F9c3jPkpJvun2OygJEmSpFBulmtbmZ+fB6BQ6gRgaW6a+cufUvv2C/Ll+gOvv/35R3Q9+xLl51+ltbefYtvaddVqdeuG1mNzfcOYn2Kyf4rNDkqSJEkK5Wa5tpXu7m4A8qVFate+ZO7sSVhdAaC1d2DtabJSJ/nSItmNKyzPTbNw9TwLX39G7yvv0rizCEC5XI72HvRwrm8Y81NM9k+x2UFJkiRJodws17YyPDwMQO36RapffQxA++AIyZFR2voPrvuz6z1Hj3Nn5hvSS2eoVyaY++R9WnbvXXcfNRfXN4z5KSb7p9jsoCRJkqRQhTzP89hDSI8rTVP6+vrIsgyA3SMv03PsBIViy0OvyRur3LpwioWJcwB0dHQwOztLkiRbMrMen+sbxvwUk/1TbHZQkiRJUqhi7AGkJ5EkCYODg8Da02KP+hIMUCi20HPsBO2DIwAMDQ35JbhJub5hzE8x2T/FZgclSZIkhXKzXNtKmqZUKhUAkiOjj/wSfFeh2ELywmsATE1NkabpZo2oAK5vGPNTTPZPsdlBSZIkSaHcLNe2MjY2RpZltPYO0NZ/8ImubRs4ROvefrIsY3x8fJMmVAjXN4z5KSb7p9jsoCRJkqRQHvCpbWVychKAjv2H1x3U1ajXqF2/yMrt72gsZRRLHezq2UfXMy9SbO8CoFAo0L7/MMs3Z+7dR83F9Q1jforJ/ik2OyhJkiQplJvl2lbm5+cBKJQ6AViam2b+8qfUvv2CfLn+wOtvf/4RXc++RPn5V2nt7afYtnZdtVrduqH12FzfMOanmOyfYrODkiRJkkK5Wa5tpbu7G4B8aZHatS+ZO3sSVlcAaO0dWHuarNRJvrRIduMKy3PTLFw9z8LXn9H7yrs07iwCUC6Xo70HPZzrG8b8FJP9U2x2UJIkSVIoN8u1rQwPDwNQu36R6lcfA9A+OEJyZJS2/oPr/ux6z9Hj3Jn5hvTSGeqVCeY+eZ+W3XvX3UfNxfUNY36Kyf4pNjsoSZIkKVQhz/M89hDS40rTlL6+PrIsA2D3yMv0HDtBodjy0Gvyxiq3LpxiYeIcAB0dHczOzpIkyZbMrMfn+oYxP8Vk/xSbHZQkSZIUqhh7AOlJJEnC4OAgsPa02KO+BAMUii30HDtB++AIAENDQ34JblKubxjzU0z2T7HZQUmSJEmh3CzXtpKmKZVKBYDkyOgjvwTfVSi2kLzwGgBTU1OkabpZIyqA6xvG/BST/VNsdlCSJElSKDfLta2MjY2RZRmtvQO09R98omvbBg7RurefLMsYHx/fpAkVwvUNY36Kyf4pNjsoSZIkKZQHfGpbmZycBKBj/+F1B3U16jVq1y+ycvs7GksZxVIHu3r20fXMixTbuwAoFAq07z/M8s2Ze/dRc3F9w5ifYrJ/is0OSpIkSQrlZrm2lfn5eQAKpU4Aluammb/8KbVvvyBfrj/w+tuff0TXsy9Rfv5VWnv7KbatXVetVrduaD021zeM+Skm+6fY7KAkSZKkUG6Wa1vp7u4GIF9apHbtS+bOnoTVFQBaewfWniYrdZIvLZLduMLy3DQLV8+z8PVn9L7yLo07iwCUy+Vo70EP5/qGMT/FZP8Umx2UJEmSFMrNcm0rw8PDANSuX6T61ccAtA+OkBwZpa3/4Lo/u95z9Dh3Zr4hvXSGemWCuU/ep2X33nX3UXNxfcOYn2Kyf4rNDkqSJEkKVcjzPI89hPS40jSlr6+PLMsA2D3yMj3HTlAotjz0mryxyq0Lp1iYOAdAR0cHs7OzJEmyJTPr8bm+YcxPMdk/xWYHJUmSJIUqxh5AehJJkjA4OAisPS32qC/BAIViCz3HTtA+OALA0NCQX4KblOsbxvwUk/1TbHZQkiRJUig3y7WtpGlKpVIBIDky+sgvwXcVii0kL7wGwNTUFGmabtaICuD6hjE/xWT/FJsdlCRJkhTKzXJtK2NjY2RZRmvvAG39B5/o2raBQ7Tu7SfLMsbHxzdpQoVwfcOYn2Kyf4rNDkqSJEkK5QGf2lYmJycB6Nh/eN1BXY16jdr1i6zc/o7GUkax1MGunn10PfMixfYuAAqFAu37D7N8c+befdRcXN8wD8vvcZifQvnvr2Kzg5IkSZJCuVmubWV+fh6AQqkTgKW5aeYvf0rt2y/Il+sPvP725x/R9exLlJ9/ldbefopta9dVq9WtG1qPzfUN88P8ntTTnp/C+O+vYrODkiRJkkK5Wa5tpbu7G4B8aZHatS+ZO3sSVlf+v/buMLSuO03s//deWdK9knWPK1+maD0SV6Jqk409HUWBJWZD4xfeJWA2r6JkSzIFvwjui2bAW2i7r0KhdEhpDXkTDwQK47YreQohgWDPOmkd03ogG0dm7FhQdS2NxVjbcG33SLo6V1fSPf8Xqv1fjaOVlBPr6Ky+n1eDfX7Hz7nP85zwe+bcewBoLfetPU3W1kHcWCS6fY3l6h0Wrl9k4cYnlE+cprm0CECpVErtGrQx85vMX//8vo29/vkpGftXabMGJUmSJCXlsFyZMjg4CEBt4gpzn38AQKEyRHB0hPbew+u+dn3g2EmWZm4SXj1PfXqc6ofv0LL/4LrzaHcxv8k8vO7o9jUOHDu5rZ9iieOY+u1r684jbYf9q7RZg5IkSZKSysVxHKcdhLRVYRjS09NDFEUA7B96ie7jp8jlWzZcEzdXuX/pLAvjFwAoFovMzs4SBMGOxKytM7/JhGHIoUOHqNVq/N1//G8p9B3Z8tr6r3/F//mzP6Wzs5Pf/OY3e/LzUzL2r9JmDUqSJElKKp92ANJ2BEFApVIB1p4W22wTDJDLt9B9/BSFyhAA/f39boJ3KfObTBAEvP766wCEV88TN1e3tC5urhL+8ucAvPHGG3v281My9q/SZg1KkiRJSsphuTIlDEOmp6cBCI6ObLoJfiiXbyF4/hUApqamCMPwSYWoBMxvcj/+8Y9pa2ujPj3O/UtnNx2Yx81V7v/5e9Snx2lra+Ott97aoUj1t439q7RZg5IkSZKScliuTBkdHSWKIlrLfbT3Ht7W2va+I7Qe7CWKIsbGxp5QhErC/Cb39NNP87Of/QyAhfELfH3+beq//hW//YtbcRxT//Wv+Pr82yxcvwjAuXPnePrpp3c8Zv3tYP8qbdagJEmSpKR8wacyZXJyEoDiwPC6F3U16zVqE1dYeXCXZiMi31ZkX/chOp96gXyhE4BcLkdhYJjlezOPzqPdxfx+N1599VUAfvSjH1GfHqc+PU7rwV4KA8Pk2ztoLi1Sv32N5XszALS1tXHu3DlGRkbSDFsZZ/8qbdagJEmSpKQclitT5ufnAci1dQDQqN5h/ouPqH11mXi5/tjxDz59n85nXqT03Mu0lnvJt6+tm5ub27mgtWXm97vz6quv8oMf/IB3332Xc+fOUbs382g4/lBnZydvvPEGb731lk+UKzH7V2mzBiVJkiQl5bBcmdLV1QVA3Fikduszqh+fgdUVAFrLfWtPk7V1EDcWiW5fY7l6h4XrF1m48QnlE6dpLi0CUCqVUrsGbcz8freefvpp3nvvPX7yk58wNjbG5OQkc3NzlEolBgcHee211/ys9J2xf5U2a1CSJElSUg7LlSmDg4MA1CauMPf5BwAUKkMER0do7z287mvXB46dZGnmJuHV89Snx6l++A4t+w+uO492F/P7ZARBwJtvvpl2GPpbzv5V2qxBSZIkSUnl4t9+65u0i4VhSE9PD1EUAbB/6CW6j58il2/ZcE3cXOX+pbMsjF8AoFgsMjs7SxAEOxKzts78Stll/ypt1qAkSZKkpPJpByBtRxAEVCoVYO1psc02wQC5fAvdx09RqAwB0N/f7yZ4lzK/UnbZv0qbNShJkiQpKYflypQwDJmengYgODqy6Sb4oVy+heD5VwCYmpoiDMMnFaISML9Sdtm/Sps1KEmSJCkpf7NcmTI6OkoURbSW+2jvPfzoz5v1GrWJK6w8uEuzEZFvK7Kv+xCdT71AvtAJQHvfEVoP9hLdm2FsbMzfcN6FzK+UXfav0mYNSpIkSUrKYbkyZXJyEoDiwDC5XI5G9Q7zX3xE7avLxMv1x45/8On7dD7zIqXnXqa13EthYJjlezOPzqPdxfxK2WX/Km3WoCRJkqSkHJYrU+bn5wHItXVQu/UZ1Y/PwOoKAK3lvrUNclsHcWOR6PY1lqt3WLh+kYUbn1A+cZp8ewcAc3NzqV2DNmZ+peyyf5U2a1CSJElSUg7LlSldXV0ANGb/F+H/+M/A2ku8gqMjtPceJpfLPTr2wLGTLM3cJLx6nvr0ONUP36Ew8BwApVJp54PXpsyvlF32r9JmDUqSJElKymG5MmVwcBCA6C//AoD9Qy/RffzUN77EK5fLUeg7Qvv3f5f7l86yMH6B+u0v1p1Hu4v5lbLL/lXarEFJkiRJSeXiOI7TDkLaqjAMKZfLrKysUKgM8b2Rt79xE/zb4uYqX59/m/r0OPv27aNarRIEwQ5ErO0wv1J22b9KmzUoSZIkKal82gFI31ZwdGRLm2CAXL6F4PlXnnBE+i6ZXym77F+lzRqUJEmS9G04LFemjI6OsrKyQmu5j/bew9ta2953hNaDvaysrDA2NvaEIlQS5lfKLvtXabMGJUmSJCXlb5YrUyYnJwEoDgyve1FXs16jNnGFlQd3aTYi8m1F9nUfovOpF8gXOoH/9/ukA8Ms35t5dB7tLuZXyi77V2mzBiVJkiQl5bBcmTI/Pw9Arq0DgEb1DvNffETtq8vEy/XHjn/w6ft0PvMipedeprXcS759bd3c3NzOBa0tM79Sdtm/Sps1KEmSJCkph+XKlK6uLgDixiK1W59R/fgMrK4A0FruW3uarK2DuLFIdPsay9U7LFy/yMKNTyifOE1zaRGAUqmU2jVoY+ZXyi77V2mzBiVJkiQl5bBcmTI4OAhAbeIKc59/AEChMkRwdIT23sPrvnZ94NhJlmZuEl49T316nOqH79Cy/+C682h3Mb9Sdtm/Sps1KEmSJCmpXBzHcdpBSFsVhiE9PT1EUQTA/qGX6D5+eNGVvQAANkpJREFUily+ZcM1cXOV+5fOsjB+AYBiscjs7CxBEOxIzNo68ytll/2rtFmDkiRJkpLKpx2AtB1BEFCpVIC1p8U22wQD5PItdB8/RaEyBEB/f7+b4F3K/ErZZf8qbdagJEmSpKQclitTwjBkenoagODoyKab4Idy+RaC518BYGpqijAMn1SISsD8Stll/ypt1qAkSZKkpByWK1NGR0eJoojWch/tvYe3tba97witB3uJooixsbEnFKGSML9Sdtm/Sps1KEmSJCkpX/CpTJmcnASgODC87kVdzXqN2sQVVh7cpdmIyLcV2dd9iM6nXiBf6AQgl8tRGBhm+d7Mo/NodzG/UnbZv0qbNShJkiQpKYflypT5+XkAcm0dADSqd5j/4iNqX10mXq4/dvyDT9+n85kXKT33Mq3lXvLta+vm5uZ2LmhtmfmVssv+VdqsQUmSJElJOSxXpnR1dQEQNxap3fqM6sdnYHUFgNZy39rTZG0dxI1FotvXWK7eYeH6RRZufEL5xGmaS4sAlEql1K5BGzO/UnbZv0qbNShJkiQpKYflypTBwUEAahNXmPv8AwAKlSGCoyO09x5e97XrA8dOsjRzk/DqeerT41Q/fIeW/QfXnUe7i/mVssv+VdqsQUmSJElJ5eI4jtMOQtqqMAzp6ekhiiIA9g+9RPfxU+TyLRuuiZur3L90loXxCwAUi0VmZ2cJgmBHYtbWmV8pu+xfpc0alCRJkpRUPu0ApO0IgoBKpQKsPS222SYYIJdvofv4KQqVIQD6+/vdBO9S5lfKLvtXabMGJUmSJCXlsFyZEoYh09PTAARHRzbdBD+Uy7cQPP8KAFNTU4Rh+KRCVALmV8ou+1dpswYlSZIkJeWwXJkyOjpKFEW0lvto7z28rbXtfUdoPdhLFEWMjY09oQiVhPmVssv+VdqsQUmSJElJ+YJPZcrk5CQAxYHhdS/qatZr1CausPLgLs1GRL6tyL7uQ3Q+9QL5QicAuVyOwsAwy/dmHp1Hu4v5lbLL/lXarEFJkiRJSTksV6bMz88DkGvrAKBRvcP8Fx9R++oy8XL9seMffPo+nc+8SOm5l2kt95JvX1s3Nze3c0Fry8yvlF32r9JmDUqSJElKymG5MqWrqwuAuLFI7dZnVD8+A6srALSW+9aeJmvrIG4sEt2+xnL1DgvXL7Jw4xPKJ07TXFoEoFQqpXYN2pj5lbLL/lXarEFJkiRJSTksV6YMDg4CUJu4wtznHwBQqAwRHB2hvffwuq9dHzh2kqWZm4RXz1OfHqf64Tu07D+47jzaXcyvlF32r9JmDUqSJElKKhfHcZx2ENJWhWFIT08PURQBsH/oJbqPnyKXb9lwTdxc5f6lsyyMXwCgWCwyOztLEAQ7ErO2zvxK2WX/Km3WoCRJkqSk8mkHIG1HEARUKhVg7WmxzTbBALl8C93HT1GoDAHQ39/vJniXMr9Sdtm/Sps1KEmSJCkph+XKlDAMmZ6eBiA4OrLpJvihXL6F4PlXAJiamiIMwycVohIwv1J22b9KmzUoSZIkKSmH5cqU0dFRoiiitdxHe+/hba1t7ztC68FeoihibGzsCUWoJMyvlF32r9JmDUqSJElKyhd8KlMmJycBKA4Mr3tRV7NeozZxhZUHd2k2IvJtRfZ1H6LzqRfIFzoByOVyFAaGWb438+g82l3Mr5Rd9q/SZg1KkiRJSsphuTJlfn4egFxbBwCN6h3mv/iI2leXiZfrjx3/4NP36XzmRUrPvUxruZd8+9q6ubm5nQtaW2Z+peyyf5U2a1CSJElSUg7LlSldXV0AxI1Farc+o/rxGVhdAaC13Lf2NFlbB3Fjkej2NZard1i4fpGFG59QPnGa5tIiAKVSKbVr0MbMr5Rd9q/SZg1KkiRJSsphuTJlcHAQgNrEFeY+/wCAQmWI4OgI7b2H133t+sCxkyzN3CS8ep769DjVD9+hZf/BdefR7mJ+peyyf5U2a1CSJElSUrk4juO0g5C2KgxDenp6iKIIgP1DL9F9/BS5fMuGa+LmKvcvnWVh/AIAxWKR2dlZgiDYkZi1deZXyi77V2mzBiVJkiQllU87AGk7giCgUqkAa0+LbbYJBsjlW+g+fopCZQiA/v5+N8G7lPmVssv+VdqsQUmSJElJOSxXpoRhyPT0NADB0ZFNN8EP5fItBM+/AsDU1BRhGD6pEJWA+ZWyy/5V2qxBSZIkSUk5LFemjI6OEkURreU+2nsPb2tte98RWg/2EkURY2NjTyhCJWF+peyyf5U2a1CSJElSUr7gU5kyOTkJQHFgeN2Lupr1GrWJK6w8uEuzEZFvK7Kv+xCdT71AvtAJQC6XozAwzPK9mUfn0e5ifqXssn+VNmtQkiRJUlIOy5Up8/PzAOTaOgBoVO8w/8VH1L66TLxcf+z4B5++T+czL1J67mVay73k29fWzc3N7VzQ2jLzK2WX/au0WYOSJEmSknJYrkzp6uoCIG4sUrv1GdWPz8DqCgCt5b61p8naOogbi0S3r7FcvcPC9Yss3PiE8onTNJcWASiVSqldgzZmfqXssn+VNmtQkiRJUlIOy5Upg4ODANQmrjD3+QcAFCpDBEdHaO89vO5r1weOnWRp5ibh1fPUp8epfvgOLfsPrjuPdhfzK2WX/au0WYOSJEmSksrFcRynHYS0VWEY0tPTQxRFAOwfeonu46fI5Vs2XBM3V7l/6SwL4xcAKBaLzM7OEgTBjsSsrTO/UnbZv0qbNShJkiQpqXzaAUjbEQQBlUoFWHtabLNNMEAu30L38VMUKkMA9Pf3uwnepcyvlF32r9JmDUqSJElKymG5MiUMQ6anpwEIjo5sugl+KJdvIXj+FQCmpqYIw/BJhagEzK+UXfav0mYNSpIkSUrKYbkyZXR0lCiKaC330d57eFtr2/uO0HqwlyiKGBsbe0IRKgnzK2WX/au0WYOSJEmSkvIFn8qUyclJAIoDw+te1NWs16hNXGHlwV2ajYh8W5F93YfofOoF8oVOAHK5HIWBYZbvzTw6j3YX8ytll/2rtFmDkiRJkpJyWK5MmZ+fByDX1gFAo3qH+S8+ovbVZeLl+mPHP/j0fTqfeZHScy/TWu4l3762bm5ubueC1paZXym77F+lzRqUJEmSlJTDcmVKV1cXAHFjkdqtz6h+fAZWVwBoLfetPU3W1kHcWCS6fY3l6h0Wrl9k4cYnlE+cprm0CECpVErtGrQx8ytll/2rtFmDkiRJkpJyWK5MGRwcBKA2cYW5zz8AoFAZIjg6Qnvv4XVfuz5w7CRLMzcJr56nPj1O9cN3aNl/cN15tLuYXym77F+lzRqUJEmSlFQujuM47SCkrQrDkJ6eHqIoAmD/0Et0Hz9FLt+y4Zq4ucr9S2dZGL8AQLFYZHZ2liAIdiRmbZ35lbLL/lXarEFJkiRJSeXTDkDajiAIqFQqwNrTYpttggFy+Ra6j5+iUBkCoL+/303wLmV+peyyf5U2a1CSJElSUg7LlSlhGDI9PQ1AcHRk003wQ7l8C8HzrwAwNTVFGIZPKkQlYH6l7LJ/lTZrUJIkSVJSDsuVKaOjo0RRRGu5j/bew9ta2953hNaDvURRxNjY2BOKUEmYXym77F+lzRqUJEmSlJQv+FSmTE5OAlAcGF73oq5mvUZt4gorD+7SbETk24rs6z5E51MvkC90ApDL5SgMDLN8b+bRebS7mF8pu+xfpc0alCRJkpSUw3Jlyvz8PAC5tg4AGtU7zH/xEbWvLhMv1x87/sGn79P5zIuUnnuZ1nIv+fa1dXNzczsXtLbM/ErZZf8qbdagJEmSpKQclitTurq6AIgbi9RufUb14zOwugJAa7lv7Wmytg7ixiLR7WssV++wcP0iCzc+oXziNM2lRQBKpVJq16CNmV8pu+xfpc0alCRJkpSUw3JlyuDgIAC1iSvMff4BAIXKEMHREdp7D6/72vWBYydZmrlJePU89elxqh++Q8v+g+vOo93F/ErZZf8qbdagJEmSpKRycRzHaQchbVUYhvT09BBFEQD7h16i+/gpcvmWDdfEzVXuXzrLwvgFAIrFIrOzswRBsCMxa+vMr5Rd9q/SZg1KkiRJSiqfdgDSdgRBQKVSAdaeFttsEwyQy7fQffwUhcoQAP39/W6CdynzK2WX/au0WYOSJEmSknJYrkwJw5Dp6WkAgqMjm26CH8rlWwiefwWAqakpwjB8UiEqAfMrZZf9q7RZg5IkSZKS8jfLlSmjo6NEUURruY/23sOP/rxZr1GbuMLKg7s0GxH5tiL7ug/R+dQL5AudALT3HaH1YC/RvRnGxsZ4880307oMbcD8Stll/ypt1qAkSZKkpByWK1MmJycBKA4Mk8vlaFTvMP/FR9S+uky8XH/s+Aefvk/nMy9Seu5lWsu9FAaGWb438+g82l3Mr5Rd9q/SZg1KkiRJSsphuTJlfn4egFxbB7Vbn1H9+AysrgDQWu5b2yC3dRA3FoluX2O5eoeF6xdZuPEJ5ROnybd3ADA3N5faNWhj5lfKLvtXabMGJUmSJCXlsFyZ0tXVBUBj9n8R/o//DKy9xCs4OkJ772FyudyjYw8cO8nSzE3Cq+epT49T/fAdCgPPAVAqlXY+eG3K/ErZZf8qbdagJEmSpKQclitTBgcHAYj+8i8A2D/0Et3HT33jS7xyuRyFviO0f/93uX/pLAvjF6jf/mLdebS7mF8pu+xfpc0alCRJkpRULo7jOO0gpK0Kw5ByuczKygqFyhDfG3n7GzfBvy1urvL1+bepT4+zb98+qtUqQRDsQMTaDvMrZZf9q7RZg5IkSZKSyqcdgPRtBUdHtrQJBsjlWwief+UJR6TvkvmVssv+VdqsQUmSJEnfhsNyZcro6CgrKyu0lvto7z28rbXtfUdoPdjLysoKY2NjTyhCJWF+peyyf5U2a1CSJElSUv5muTJlcnISgOLA8LoXdTXrNWoTV1h5cJdmIyLfVmRf9yE6n3qBfKET+H+/TzowzPK9mUfn0e5ifqXssn+VNmtQkiRJUlIOy5Up8/PzAOTaOgBoVO8w/8VH1L66TLxcf+z4B5++T+czL1J67mVay73k29fWzc3N7VzQ2jLzK2WX/au0WYOSJEmSknJYrkzp6uoCIG4sUrv1GdWPz8DqCgCt5b61p8naOogbi0S3r7FcvcPC9Yss3PiE8onTNJcWASiVSqldgzZmfqXssn+VNmtQkiRJUlIOy5Upg4ODANQmrjD3+QcAFCpDBEdHaO89vO5r1weOnWRp5ibh1fPUp8epfvgOLfsPrjuPdhfzK2WX/au0WYOSJEmSksrFcRynHYS0VWEY0tPTQxRFAOwfeonu46fI5Vs2XBM3V7l/6SwL4xcAKBaLzM7OEgTBjsSsrTO/UnbZv0qbNShJkiQpqXzaAUjbEQQBlUoFWHtabLNNMEAu30L38VMUKkMA9Pf3uwnepcyvlF32r9JmDUqSJElKymG5MiUMQ6anpwEIjo5sugl+KJdvIXj+FQCmpqYIw/BJhagEzK+UXfav0mYNSpIkSUrKYbkyZXR0lCiKaC330d57eFtr2/uO0HqwlyiKGBsbe0IRKgnzK2WX/au0WYOSJEmSkvIFn8qUyclJAIoDw+te1NWs16hNXGHlwV2ajYh8W5F93YfofOoF8oVOAHK5HIWBYZbvzTw6j3YX8ytll/2rtFmDkiRJkpJyWK5MmZ+fByDX1gFAo3qH+S8+ovbVZeLl+mPHP/j0fTqfeZHScy/TWu4l3762bm5ubueC1paZXym77F+lzRqUJEmSlJTDcmVKV1cXAHFjkdqtz6h+fAZWVwBoLfetPU3W1kHcWCS6fY3l6h0Wrl9k4cYnlE+cprm0CECpVErtGrQx8ytll/2rtFmDkiRJkpJyWK5MGRwcBKA2cYW5zz8AoFAZIjg6Qnvv4XVfuz5w7CRLMzcJr56nPj1O9cN3aNl/cN15tLuYXym77F+lzRqUJEmSlFQujuM47SCkrQrDkJ6eHqIoAmD/0Et0Hz9FLt+y4Zq4ucr9S2dZGL8AQLFYZHZ2liAIdiRmbZ35lbLL/lXarEFJkiRJSeXTDkDajiAIqFQqwNrTYpttggFy+Ra6j5+iUBkCoL+/303wLmV+peyyf5U2a1CSJElSUg7LlSlhGDI9PQ1AcHRk003wQ7l8C8HzrwAwNTVFGIZPKkQlYH6l7LJ/lTZrUJIkSVJSDsuVKaOjo0RRRGu5j/bew9ta2953hNaDvURRxNjY2BOKUEmYXym77F+lzRqUJEmSlJQv+FSmTE5OAlAcGF73oq5mvUZt4gorD+7SbETk24rs6z5E51MvkC90ApDL5SgMDLN8b+bRebS7mF8pu+xfpc0alCRJkpSUw3Jlyvz8PAC5tg4AGtU7zH/xEbWvLhMv1x87/sGn79P5zIuUnnuZ1nIv+fa1dXNzczsXtLbM/ErZZf8qbdagJEmSpKQclitTurq6AIgbi9RufUb14zOwugJAa7lv7Wmytg7ixiLR7WssV++wcP0iCzc+oXziNM2lRQBKpVJq16CNmV8pu+xfpc0alCRJkpSUw3JlyuDgIAC1iSvMff4BAIXKEMHREdp7D6/72vWBYydZmrlJePU89elxqh++Q8v+g+vOo93F/ErZZf8qbdagJEmSpKRycRzHaQchbVUYhvT09BBFEQD7h16i+/gpcvmWDdfEzVXuXzrLwvgFAIrFIrOzswRBsCMxa+vMr5Rd9q/SZg1KkiRJSiqfdgDSdgRBQKVSAdaeFttsEwyQy7fQffwUhcoQAP39/W6CdynzK2WX/au0WYOSJEmSknJYrkwJw5Dp6WkAgqMjm26CH8rlWwiefwWAqakpwjB8UiEqAfMrZZf9q7RZg5IkSZKScliuTBkdHSWKIlrLfbT3Ht7W2va+I7Qe7CWKIsbGxp5QhErC/ErZZf8qbdagJEmSpKR8wacyZXJyEoDiwPC6F3U16zVqE1dYeXCXZiMi31ZkX/chOp96gXyhE4BcLkdhYJjlezOPzqPdxfxK2WX/Km3WoCRJkqSkHJYrU+bn5wHItXUA0KjeYf6Lj6h9dZl4uf7Y8Q8+fZ/OZ16k9NzLtJZ7ybevrZubm9u5oLVl5lfKLvtXabMGJUmSJCXlsFyZ0tXVBUDcWKR26zOqH5+B1RUAWst9a0+TtXUQNxaJbl9juXqHhesXWbjxCeUTp2kuLQJQKpVSuwZtzPxK2WX/Km3WoCRJkqSkHJYrUwYHBwGoTVxh7vMPAChUhgiOjtDee3jd164PHDvJ0sxNwqvnqU+PU/3wHVr2H1x3Hu0u5lfKLvtXabMGJUmSJCWVi+M4TjsIaavCMKSnp4coigDYP/QS3cdPkcu3bLgmbq5y/9JZFsYvAFAsFpmdnSUIgh2JWVtnfqXssn+VNmtQkiRJUlL5tAOQtiMIAiqVCrD2tNhmm2CAXL6F7uOnKFSGAOjv73cTvEuZXym77F+lzRqUJEmSlJTDcmVKGIZMT08DEBwd2XQT/FAu30Lw/CsATE1NEYbhkwpRCZhfKbvsX6XNGpQkSZKUlMNyZcro6ChRFNFa7qO99/C21rb3HaH1YC9RFDE2NvaEIlQS5lfKLvtXabMGJUmSJCXlCz6VKZOTkwAUB4bXvairWa9Rm7jCyoO7NBsR+bYi+7oP0fnUC+QLnQDkcjkKA8Ms35t5dB7tLuZXyi77V2mzBiVJkiQl5bBcmTI/Pw9Arq0DgEb1DvNffETtq8vEy/XHjn/w6ft0PvMipedeprXcS759bd3c3NzOBa0tM79Sdtm/Sps1KEmSJCkph+XKlK6uLgDixiK1W59R/fgMrK4A0FruW3uarK2DuLFIdPsay9U7LFy/yMKNTyifOE1zaRGAUqmU2jVoY+ZXyi77V2mzBiVJkiQl5bBcmTI4OAhAbeIKc59/AEChMkRwdIT23sPrvnZ94NhJlmZuEl49T316nOqH79Cy/+C682h3Mb9Sdtm/Sps1KEmSJCmpXBzHcdpBSFsVhiE9PT1EUQTA/qGX6D5+ily+ZcM1cXOV+5fOsjB+AYBiscjs7CxBEOxIzNo68ytll/2rtFmDkiRJkpLKpx2AtB1BEFCpVIC1p8U22wQD5PItdB8/RaEyBEB/f7+b4F3K/ErZZf8qbdagJEmSpKQclitTwjBkenoagODoyKab4Idy+RaC518BYGpqijAMn1SISsD8Stll/ypt1qAkSZKkpByWK1NGR0eJoojWch/tvYe3tba97witB3uJooixsbEnFKGSML9Sdtm/Sps1KEmSJCkpX/CpTJmcnASgODC87kVdzXqN2sQVVh7cpdmIyLcV2dd9iM6nXiBf6AQgl8tRGBhm+d7Mo/NodzG/UnbZv0qbNShJkiQpKYflypT5+XkAcm0dADSqd5j/4iNqX10mXq4/dvyDT9+n85kXKT33Mq3lXvLta+vm5uZ2LmhtmfmVssv+VdqsQUmSJElJOSxXpnR1dQEQNxap3fqM6sdnYHUFgNZy39rTZG0dxI1FotvXWK7eYeH6RRZufEL5xGmaS4sAlEql1K5BGzO/UnbZv0qbNShJkiQpKYflypTBwUEAahNXmPv8AwAKlSGCoyO09x5e97XrA8dOsjRzk/DqeerT41Q/fIeW/QfXnUe7i/mVssv+VdqsQUmSJElJ5eI4jtMOQtqqMAzp6ekhiiIA9g+9RPfxU+TyLRuuiZur3L90loXxCwAUi0VmZ2cJgmBHYtbWmV8pu+xfpc0alCRJkpRUPu0ApO0IgoBKpQKsPS222SYYIJdvofv4KQqVIQD6+/vdBO9S5lfKLvtXabMGJUmSJCXlsFyZEoYh09PTAARHRzbdBD+Uy7cQPP8KAFNTU4Rh+KRCVALmV8ou+1dpswYlSZIkJeWwXJkyOjpKFEW0lvto7z28rbXtfUdoPdhLFEWMjY09oQiVhPmVssv+VdqsQUmSJElJ+YJPZcrk5CQAxYHhdS/qatZr1CausPLgLs1GRL6tyL7uQ3Q+9QL5QicAuVyOwsAwy/dmHp1Hu4v5lbLL/lXarEFJkiRJSTksV6bMz88DkGvrAKBRvcP8Fx9R++oy8XL9seMffPo+nc+8SOm5l2kt95JvX1s3Nze3c0Fry8yvlF32r9JmDUqSJElKymG5MqWrqwuAuLFI7dZnVD8+A6srALSW+9aeJmvrIG4sEt2+xnL1DgvXL7Jw4xPKJ07TXFoEoFQqpXYN2pj5lbLL/lXarEFJkiRJSTksV6YMDg4CUJu4wtznHwBQqAwRHB2hvffwuq9dHzh2kqWZm4RXz1OfHqf64Tu07D+47jzaXcyvlF32r9JmDUqSJElKKhfHcZx2ENJWhWFIT08PURQBsH/oJbqPnyKXb9lwTdxc5f6lsyyMXwCgWCwyOztLEAQ7ErO2zvxK2WX/Km3WoCRJkqSk8mkHIG1HEARUKhVg7WmxzTbBALl8C93HT1GoDAHQ39/vJniXMr9Sdtm/Sps1KEmSJCkph+XKlDAMmZ6eBiA4OrLpJvihXL6F4PlXAJiamiIMwycVohIwv1J22b9KmzUoSZIkKSmH5cqU0dFRoiiitdxHe+/hba1t7ztC68FeoihibGzsCUWoJMyvlF32r9JmDUqSJElKyhd8KlMmJycBKA4Mr3tRV7NeozZxhZUHd2k2IvJtRfZ1H6LzqRfIFzoByOVyFAaGWb438+g82l3Mr5Rd9q/SZg1KkiRJSsphuTJlfn4egFxbBwCN6h3mv/iI2leXiZfrjx3/4NP36XzmRUrPvUxruZd8+9q6ubm5nQtaW2Z+peyyf5U2a1CSJElSUg7LlSldXV0AxI1Farc+o/rxGVhdAaC13Lf2NFlbB3Fjkej2NZard1i4fpGFG59QPnGa5tIiAKVSKbVr0MbMr5Rd9q/SZg1KkiRJSsphuTJlcHAQgNrEFeY+/wCAQmWI4OgI7b2H133t+sCxkyzN3CS8ep769DjVD9+hZf/BdefR7mJ+peyyf5U2a1CSJElSUrk4juO0g5C2KgxDenp6iKIIgP1DL9F9/BS5fMuGa+LmKvcvnWVh/AIAxWKR2dlZgiDYkZi1deZXyi77V2mzBiVJkiQllU87AGk7giCgUqkAa0+LbbYJBsjlW+g+fopCZQiA/v5+N8G7lPmVssv+VdqsQUmSJElJOSxXpoRhyPT0NADB0ZFNN8EP5fItBM+/AsDU1BRhGD6pEJWA+ZWyy/5V2qxBSZIkSUn5m+XKlNHRUaIoorXcR3vv4Ud/3qzXqE1cYeXBXZqNiHxbkX3dh+h86gXyhU4A2vuO0Hqwl+jeDGNjY7z55ptpXYY2YH6l7LJ/lTZrUJIkSVJSDsuVKZOTkwAUB4bJ5XI0qneY/+Ijal9dJl6uP3b8g0/fp/OZFyk99zKt5V4KA8Ms35t5dB7tLuZXyi77V2mzBiVJkiQl5bBcmTI/Pw9Arq2D2q3PqH58BlZXAGgt961tkNs6iBuLRLevsVy9w8L1iyzc+ITyidPk2zsAmJubS+0atDHzK2WX/au0WYOSJEmSknJYrkzp6uoCoDH7vwj/x38G1l7iFRwdob33MLlc7tGxB46dZGnmJuHV89Snx6l++A6FgecAKJVKOx+8NmV+peyyf5U2a1CSJElSUg7LlSmDg4MARH/5FwDsH3qJ7uOnvvElXrlcjkLfEdq//7vcv3SWhfEL1G9/se482l3Mr5Rd9q/SZg1KkiRJSioXx3GcdhDSVoVhSLlcZmVlhUJliO+NvP2Nm+DfFjdX+fr829Snx9m3bx/VapUgCHYgYm2H+ZWyy/5V2qxBSZIkSUnl0w5A+raCoyNb2gQD5PItBM+/8oQj0nfJ/ErZZf8qbdagJEmSpG/DYbkyZXR0lJWVFVrLfbT3Ht7W2va+I7Qe7GVlZYWxsbEnFKGSML9Sdtm/Sps1KEmSJCkpf7NcmTI5OQlAcWB43Yu6mvUatYkrrDy4S7MRkW8rsq/7EJ1PvUC+0An8v98nHRhm+d7Mo/NodzG/UnbZv0qbNShJkiQpKYflypT5+XkAcm0dADSqd5j/4iNqX10mXq4/dvyDT9+n85kXKT33Mq3lXvLta+vm5uZ2LmhtmfmVssv+VdqsQUmSJElJOSxXpnR1dQEQNxap3fqM6sdnYHUFgNZy39rTZG0dxI1FotvXWK7eYeH6RRZufEL5xGmaS4sAlEql1K5BGzO/UnbZv0qbNShJkiQpKYflypTBwUEAahNXmPv8AwAKlSGCoyO09x5e97XrA8dOsjRzk/DqeerT41Q/fIeW/QfXnUe7i/mVssv+VdqsQUmSJElJ5eI4jtMOQtqqMAzp6ekhiiIA9g+9RPfxU+TyLRuuiZur3L90loXxCwAUi0VmZ2cJgmBHYtbWmV8pu+xfpc0alCRJkpRUPu0ApO0IgoBKpQKsPS222SYYIJdvofv4KQqVIQD6+/vdBO9S5lfKLvtXabMGJUmSJCXlsFyZEoYh09PTAARHRzbdBD+Uy7cQPP8KAFNTU4Rh+KRCVALmV8ou+1dpswYlSZIkJeWwXJkyOjpKFEW0lvto7z28rbXtfUdoPdhLFEWMjY09oQiVhPmVssv+VdqsQUmSJElJ+YJPZcrk5CQAxYHhdS/qatZr1CausPLgLs1GRL6tyL7uQ3Q+9QL5QicAuVyOwsAwy/dmHp1Hu4v5lbLL/lXarEFJkiRJSTksV6bMz88DkGvrAKBRvcP8Fx9R++oy8XL9seMffPo+nc+8SOm5l2kt95JvX1s3Nze3c0Fry8yvlF32r9JmDUqSJElKymG5MqWrqwuAuLFI7dZnVD8+A6srALSW+9aeJmvrIG4sEt2+xnL1DgvXL7Jw4xPKJ07TXFoEoFQqpXYN2pj5lbLL/lXarEFJkiRJSTksV6YMDg4CUJu4wtznHwBQqAwRHB2hvffwuq9dHzh2kqWZm4RXz1OfHqf64Tu07D+47jzaXcyvlF32r9JmDUqSJElKKhfHcZx2ENJWhWFIT08PURQBsH/oJbqPnyKXb9lwTdxc5f6lsyyMXwCgWCwyOztLEAQ7ErO2zvxK2WX/Km3WoCRJkqSk8mkHIG1HEARUKhVg7WmxzTbBALl8C93HT1GoDAHQ39/vJniXMr9Sdtm/Sps1KEmSJCkph+XKlDAMmZ6eBiA4OrLpJvihXL6F4PlXAJiamiIMwycVohIwv1J22b9KmzUoSZIkKSmH5cqU0dFRoiiitdxHe+/hba1t7ztC68FeoihibGzsCUWoJMyvlF32r9JmDUqSJElKyhd8KlMmJycBKA4Mr3tRV7NeozZxhZUHd2k2IvJtRfZ1H6LzqRfIFzoByOVyFAaGWb438+g82l02yu9WmF8pXd6flTZrUJIkSVJSDsuVKfPz8wDk2joAaFTvMP/FR9S+uky8XH/s+Aefvk/nMy9Seu5lWsu95NvX1s3Nze1c0Nqy387vdplfKT3en5U2a1CSJElSUg7LlSldXV0AxI1Farc+o/rxGVhdAaC13Lf2NFlbB3Fjkej2NZard1i4fpGFG59QPnGa5tIiAKVSKbVr0Mb+en6/DfMrpcf7s9JmDUqSJElKymG5MmVwcBCA2sQV5j7/AIBCZYjg6AjtvYfXfe36wLGTLM3cJLx6nvr0ONUP36Fl/8F159Hu8jAv0e1rHDh2cls/xRLHMfXb19adR9LO8f6stFmDkiRJkpLKxXEcpx2EtFVhGNLT00MURQDsH3qJ7uOnyOVbNlwTN1e5f+ksC+MXACgWi8zOzhIEwY7ErK0Lw5BDhw5Rq9X4u//431LoO7LltfVf/4r/82d/SmdnJ7/5zW/Mr7TDvD8rbdagJEmSpKTyaQcgbUcQBFQqFWDtabHNNsEAuXwL3cdPUagMAdDf3+8meJcKgoDXX38dgPDqeeLm6pbWxc1Vwl/+HIA33njD/Eop8P6stFmDkiRJkpJyWK5MCcOQ6elpAIKjI5tugh/K5VsInn8FgKmpKcIwfFIhKqEf//jHtLW1UZ8e5/6ls5sOzOPmKvf//D3q0+O0tbXx1ltv7VCkkv46789KmzUoSZIkKSmH5cqU0dFRoiiitdxHe+/hba1t7ztC68FeoihibGzsCUWopJ5++ml+9rOfAbAwfoGvz79N/de/4rd/MSqOY+q//hVfn3+bhesXATh37hxPP/30jscsyfuz0mcNSpIkSUrKF3wqUyYnJwEoDgyve1FXs16jNnGFlQd3aTYi8m1F9nUfovOpF8gXOgHI5XIUBoZZvjfz6DzanV599VUAfvSjH1GfHqc+PU7rwV4KA8Pk2ztoLi1Sv32N5XszALS1tXHu3DlGRkbSDFva07w/K23WoCRJkqSkHJYrU+bn5wHItXUA0KjeYf6Lj6h9dZl4uf7Y8Q8+fZ/OZ16k9NzLtJZ7ybevrZubm9u5oPWtvPrqq/zgBz/g3Xff5dy5c9TuzTwajj/U2dnJG2+8wVtvveUT5VLKvD8rbdagJEmSpKQclitTurq6AIgbi9RufUb14zOwugJAa7lv7Wmytg7ixiLR7WssV++wcP0iCzc+oXziNM2lRQBKpVJq16Cte/rpp3nvvff4yU9+wtjYGJOTk8zNzVEqlRgcHOS1114zl9Iu4f1ZabMGJUmSJCXlsFyZMjg4CEBt4gpzn38AQKEyRHB0hPbew+u+dn3g2EmWZm4SXj1PfXqc6ofv0LL/4LrzKBuCIODNN99MOwxJfwPvz0qbNShJkiQpqVz822/Nk3axMAzp6ekhiiIA9g+9RPfxU+TyLRuuiZur3L90loXxCwAUi0VmZ2cJgmBHYpakvcD7s9JmDUqSJElKKp92ANJ2BEFApVIB1p4W22wTDJDLt9B9/BSFyhAA/f39boIl6Tvm/VlpswYlSZIkJeWwXJkShiHT09MABEdHNt0EP5TLtxA8/woAU1NThGH4pEKUpD3J+7PSZg1KkiRJSsphuTJldHSUKIpoLffR3nt4W2vb+47QerCXKIoYGxt7QhFK0t7k/VlpswYlSZIkJeULPrUlYRgyOjrK5OQk8/PzdHV18ff//t/n1Vdf3fbXlf/rf/2v/Mt/+S/5kz/5E/7pP/2n21o7OTkJQHFgeN2LurYil8tRGBhm+d7Mo/Ns1V/8xV/w2muv8cd//Me8/fbb7Nu3vdb5Lj8/SdqNNro/N+s1ahNXWHlwl2YjIt9WZF/3ITqfeoF8oRNIdn+WHrIGJUmSJCXlsFx/o1u3bvHuu+/yn/7Tf6JWqz3296dPn+b111/nxz/+MU8//fTfeK7l5WX+xb/4F5w5cwaAn/70p1selv/f//t/GR8f53/+z/8JQK6tY5tXsibfvrbuxo0b/OY3v+F3fud3tjR0/y//5b9w+/Zt/s2/+Tf88pe/5M/+7M/43ve+t+m67/Lzk6TdbH5+Hvj/78+N6h3mv/iI2leXiZfrjx3/4NP36XzmRUrPvUxruffR/Xlubm7ngtbfKtagJEmSpKQclmtDo6Oj/JN/8k9oNBoAtJb71p7WausgbiwS3b5GrXqHn/70p/zH//gf+dnPfsarr776jee6e/cuIyMjj4bdAF999RX1ep1CobDu2Hv37vHll1/y5Zdfcu3aNb788kv+8i//ct0xcWPxW11Tc2lt3S9+8Qu+//3v873vfY/h4WGeffZZnn32WYaHh+nr63tsgP7ll18++t//7b/9N4aGhvj5z3/O0aNHN/y3vsvPT5J2u66uLmDt/ly79RnVj8/A6grwzfe/5eodFq5fZOHGJ5RPnH50fy6VSqldg7LNGpQkSZKUlMNyfaOxsTH++I//GIBCZYjg6AjtvYfXDZEPHDvJ0sxNwqvnqU+P89prrwE8NvC9fPkyr776Kl9//fW6P19ZWeHKlSusrq6uG4z/+te//saYKpUKf+fv/B3Gx8eJbl/jwLGT2/opljiOqd++BsChQ4f4q7/6K77++msuXLjAhQsXHh138ODBR8PzZ599lqGhIcbHx9ed6+7du/yjf/SP+Pf//t/zz/7ZP3ssju/y85OkLBgcHASgNnGFuc8/ALZ+/6t++A4t+w+uO4+0XdagJEmSpKRycRzHaQeh3eXWrVsMDQ3RaDTYP/QS3cdPkcu3bHh83Fzl/qWzLIxfoK2tjevXr/P0008TxzH/7t/9O/7Vv/pXNJvNbcXw9/7e31v3xPezzz5Ld3c3YRhy6NAharUaf/cf/1sKfUe2fM76r3/F//mzP6Wzs5Pf/OY3tLW18atf/WrdoP7mzZssLy9vK9ZXX32V999/n/379wPf3ecnSVkShiE9PT1EUQSw7fsfQLFYZHZ21nc56FuxBiVJkiQl5ZPlesy7775Lo9GgUBnadJMJkMu30H38FCsP/or69Djvvvsu//pf/2tOnDjB559/vum/9w/+wT9geHj40XB8aGhow01qEAS8/vrr/PSnPyW8ep727//upvHB2mY4/OXPAXjjjTcenf/3fu/3+L3f+71Hxy0tLXHz5s1HA/Rr165x/fp1VlZWNjz32NgYV65c4fz58/z+7//+d/L5vffee5tekyTtJkEQUKlUmJiY+Nb3v/7+foeU+tasQUmSJElJ+WS51vmuntzu6enhf//v/73pmmeffZZr165tK8aJiQl++MMfbu/J7T9/j4XrF7/Vk9t/8id/wn/4D/9h0+P27dtHtVr9zp58d7MuKUv++lO93/b+51O9SsIalCRJkpRUPu0AtLuMjo5Sq9VoLffR3nt4W2vb+47QerCXWq1GX18f+/Zt/sWFmzdvPnoB5lY9/fTT/OxnPwNgYfwCX59/m/qvf8Vv//8+cRxT//Wv+Pr82yxcvwjAuXPntv0TJ9evX9/0mHw+z7PPPvudfX5jY2PbWitJaRsdHSWKokT3vyiKvP/pW7MGJUmSJCXlz7BoncnJSQCKA8PbenkmQC6XozAwzPK9GZ599lkuXbrE+Pg4v/jFL/jFL37B1atXH/s5k0ajwa1bt/jhD3+4rX/r4Uswf/SjH1GfHqc+PU7rwV4KA8Pk2ztoLi1Sv32N5XszALS1tXHu3DlGRka29e/EccyXX375jX93+PBh/vAP/5A//MM/5Pd///cpFov883/+z4Hkn9/DPEhSVnxX//3w/qdvyxqUJEmSlJTDcq0zPz8PQK6t41utz7evrZubmyOfzz/6LfI//dM/ZX5+nv/+3/87v/jFL/jzP//zRz/Tst0nyx969dVX+cEPfsC7777LuXPnqN2beTQcf6izs5M33niDt95661u9NLPZbD56OWm5XOb48eP8wR/8AX/wB3/A7/zO7zx2/Hf5+UlSlnj/U9qsQUmSJElJOSzXOl1dXQDEjcVvtb65tLauVCp947n/6I/+iD/6oz8C4Pbt2zx48IDh4eFvGe3aT7K89957/OQnP2FsbIzJyUnm5uYolUoMDg7y2muvfWMsW9XS0sL4+DhhGPIP/+E/JJ//m3+56El+fpK0m3n/U9qsQUmSJElJOSzXOoODgwBEt69x4NjJbX2NOY5j6revrTvP32RgYODbBfkNgiDgzTff/M7O99dtJ86d/PwkaTfx/qe0WYOSJEmSkvIFn1rntddeo7Ozk+XqHZZmbm5r7dKdGyzfm6Gzs/PRb4rvNX5+kvYq739KmzUoSZIkKSmH5VonCAJef/11AMKr54mbq1taFzdXCX/5cwDeeOMNgiB4YjHuZn5+kvYq739KmzUoSZIkKalcHMdx2kFod5mYmOCHP/whjUaD/UMv0X38FLl8y4bHx81V7v/5eyxcv0hbWxvXr1//Vi/T/NvCz0/SXuX9T2mzBiVJkiQl4bBc32hsbIzXXnsNgEJliOD5V2jvO7Lu9z/jOGbpzg3CX/6c+vT4o3UjIyOpxLyb+PlJ2qu8/ylt1qAkSZKkb8thuTY0NjbGj370IxqNBgCtB3spDAyTb++gubRI/fY1lu/NANDW1sa5c+fcZP41fn6S9irvf0qbNShJkiTp23BYrr/RxMQE7777LufOnaNWqz32952dnbzxxhu89dZbfm35G/j5SdqrvP8pbdagJEmSpO1yWK4tCcOQsbExJicnmZubo1QqMTg4yGuvvUapVEo7vF3Pz0/SXuX9T2mzBiVJkiRtlcNySZIkSZIkSdKel087AEmSJEmSJEmS0uawXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOc5LJckSZIkSZIk7XkOyyVJkiRJkiRJe57DckmSJEmSJEnSnuewXJIkSZIkSZK05zkslyRJkiRJkiTteQ7LJUmSJEmSJEl7nsNySZIkSZIkSdKe57BckiRJkiRJkrTnOSyXJEmSJEmSJO15DsslSZIkSZIkSXuew3JJkiRJkiRJ0p7nsFySJEmSJEmStOf9fzk8tdZ/3zSfAAAAAElFTkSuQmCC",
      "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": 17,
   "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": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-27T19:32:38.110274Z",
     "start_time": "2022-11-27T19:32:38.102358Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "langerin_neighbourhoods['1.1.12'].children"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `\"shrinking\"` protocol on the other hand has 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 a parent will be removed if there is no further split further down the line. Note that this will still keep lone children if there is an actual split downstream."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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": 20,
   "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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",
      "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": 21,
   "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": 22,
   "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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      "text/plain": [
       "<Figure size 1875x900 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] * 2\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": 23,
   "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, though."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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": null,
   "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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",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "langerin.labels = langerin_neighbourhoods.labels[revert_order]\n",
    "draw_evaluate(langerin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "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": 36,
   "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 3661\n",
      "    1 9344\n",
      "    2 4210\n",
      "    3 2774\n",
      "    4 2528\n",
      "    5 2029\n",
      "    6  507\n",
      "    7  322\n",
      "    8  225\n",
      "    9  207\n",
      "   10  203\n",
      "   11  123\n",
      "   12  118\n",
      "   13  113\n",
      "   14   57\n",
      "   15   46\n",
      "   16   26\n",
      "   17   16\n",
      "   18   10\n",
      "   19    9\n"
     ]
    }
   ],
   "source": [
    "print(\"Label Size\")\n",
    "print(\"==========\")\n",
    "print(*(f\"{l:>5} {s:>4}\" for l, s in 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": 37,
   "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": 38,
   "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",
      "6\t1.5\t22\n",
      "8\t1.5\t2\n",
      "9\t1.5\t2\n",
      "10\t1.5\t2\n",
      "12\t1.5\t2\n",
      "13\t1.5\t2\n",
      "14\t1.5\t5\n",
      "15\t1.5\t2\n",
      "16\t1.5\t2\n",
      "17\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\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Automatic hierarchical clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Semi-automatic clustering as demonstrated in the last section works reasonably well in our example. The need to screen potentially a lot of parameter combinations, however, to build a hierarchy from threshold-based slices can be seen as fundamentally flawed. We also offer a more rigorous directly hierarchical clustering procedure as an alternative. This fully hiearchical clustering outperforms semi-automatic clustering in several aspects:\n",
    "\n",
    " - We only need to specify a neighbour search radius *r*\n",
    " - We can be sure that we won't miss relevant threshold values, i.e.\n",
    "   - all splits will be seen in the hierarchy\n",
    "   - clusters as obtained will have their maximum possible extend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select a fast clustering recipe\n",
    "r = 1.5\n",
    "neighbourhoods, sort_order, revert_order = recipes.sorted_neighbourhoods_from_coordinates(langerin.input_data, r=r, sort_by=\"both\")\n",
    "langerin_neighbourhoods = cluster.Clustering(\n",
    "    neighbourhoods, recipe=\"sorted_neighbourhoods_mst\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2025-04-11 12:00:29.918\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mStarted hierarchical CommonNN clustering - HierarchicalFitterExtCommonNNMSTPrim\u001b[0m\n",
      "\u001b[32m2025-04-11 12:07:20.216\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mcommonnn.report\u001b[0m:\u001b[36mwrapper\u001b[0m:\u001b[36m248\u001b[0m - \u001b[1mBuilt MST\u001b[0m\n",
      "\u001b[32m2025-04-11 12:07:20.275\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mComputed Scipy Z matrix\u001b[0m\n",
      "\u001b[32m2025-04-11 12:07:21.435\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mBuilt bundle hierarchy from Scipy Z matrix\u001b[0m\n",
      "\u001b[32m2025-04-11 12:07:21.445\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mConverted all leafs to root labels\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "langerin_neighbourhoods.fit_hierarchical(radius_cutoff=r, member_cutoff=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The present implementation is still experimental. It currently includes by default the construction of a Scipy compatible Z-matrix, which represents a binary tree of bottom-up merges of data points or clusters at decreasing density thresholds:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.0000e+00, 3.0000e+00, 5.3240e+03, 2.0000e+00],\n",
       "       [2.0000e+00, 5.0000e+00, 5.2230e+03, 2.0000e+00],\n",
       "       [1.4000e+01, 2.6529e+04, 5.1540e+03, 3.0000e+00],\n",
       "       ...,\n",
       "       [2.6483e+04, 5.3051e+04, 0.0000e+00, 2.6526e+04],\n",
       "       [2.6482e+04, 5.3052e+04, 0.0000e+00, 2.6527e+04],\n",
       "       [2.6481e+04, 5.3053e+04, 0.0000e+00, 2.6528e+04]])"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Cluster a, cluster b, density threshold, member count\n",
    "langerin_neighbourhoods._hierarchical_fitter._artifacts[\"Z\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From this, a hierarchy of `Bundle` instances is created in a second step. Here we already apply a `member_cutoff` to decide when a split results in two relevant clusters or just represents the shrinking of a parent cluster. In this step, lone child nodes will be already removed as well. Furthermore we resolve binary structure of the tree so that a parent can have more than two children if they arise from a split at the same density threshold. So to some extend, this includes a processing of the hierarchy as shown for the semi-automatic case already. Both the Scipy and bundle hierarchy building step can be suppressed with `scipy_hierarchy=False` and `bundle_hierarchy=False`.\n",
    "\n",
    "It should be noted that for technical reasons the bundles do not carry labels yet, but collect their members in a `bundle.graph` object (currenly just a Python `set`). If `make_labels=True` (default) the leaf nodes of the bundle hierarchy will be used to set labels on the root bundle, though, in the end."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "langerin.labels = langerin_neighbourhoods.labels[revert_order]\n",
    "langerin.root._labels.sort_by_size()\n",
    "draw_evaluate(langerin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1875x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 2.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1] * 2\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",
    "    annotate=True,\n",
    "    annotate_format=\"λ={lambda}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label Size\n",
      "==========\n",
      "    0 5715\n",
      "    1 7606\n",
      "    2 4210\n",
      "    3 2795\n",
      "    4 2532\n",
      "    5 2049\n",
      "    6  523\n",
      "    7  228\n",
      "    8  214\n",
      "    9  208\n",
      "   10  119\n",
      "   11  114\n",
      "   12   57\n",
      "   13   53\n",
      "   14   48\n",
      "   15   29\n",
      "   16   18\n",
      "   17   10\n"
     ]
    }
   ],
   "source": [
    "print(\"Label Size\")\n",
    "print(\"==========\")\n",
    "print(*(f\"{l:>5} {s:>4}\" for l, s in sorted({k: len(v) for k, v in langerin.root._labels.mapping.items()}.items())), sep=\"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The clustering result is largely equivalent to what we obtained in the semi-automatic run before with the difference that this time the clusters are not taken from arbitrary slices of the hierarchy. A semi-automatic clustering would need to use an increment of 1 in $n_\\mathrm{c}$ over the full parameter range to reach the same accuracy. We can also note that the current hierarchy yields an additional split far down at $n_\\mathrm{c}=1098$, a value that we did not include in the semi-automatic parameter range. Before this background, it seems acceptable that the fully hierarchical clustering is by a factor of 5 times slower in this direct comparison (6:51 vs. 1:20 minutes). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's finish here with a another look at the choice of the neighbourhood radius *r*. Since the fully hierarchical approach allows us to play with this parameter without worrying about changing similarity threshold values, it is easy to compare full hierarchies side by side. At smaller radii, the clustering can become orders of maginitude faster. Ideally, the end result is not very sensisitive to the actual choice of *r* at all. At smaller and smaller radii, however, we may cross over from having a representative local density estimate that resolves all density differences nicely to a noisy estimate that creates artifical splits. Below we see additional clusters emerging for a lower radius. Whether this still makes sense, has to be validated in context."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select a fast clustering recipe\n",
    "r = 1.2\n",
    "neighbourhoods, sort_order, revert_order = recipes.sorted_neighbourhoods_from_coordinates(langerin.input_data, r=r, sort_by=\"both\")\n",
    "langerin_neighbourhoods = cluster.Clustering(\n",
    "    neighbourhoods, recipe=\"sorted_neighbourhoods_mst\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2025-04-11 12:54:40.331\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mStarted hierarchical CommonNN clustering - HierarchicalFitterExtCommonNNMSTPrim\u001b[0m\n",
      "\u001b[32m2025-04-11 12:56:03.711\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mcommonnn.report\u001b[0m:\u001b[36mwrapper\u001b[0m:\u001b[36m248\u001b[0m - \u001b[1mBuilt MST\u001b[0m\n",
      "\u001b[32m2025-04-11 12:56:03.764\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mComputed Scipy Z matrix\u001b[0m\n",
      "\u001b[32m2025-04-11 12:56:05.021\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mBuilt bundle hierarchy from Scipy Z matrix\u001b[0m\n",
      "\u001b[32m2025-04-11 12:56:05.029\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36m__main__\u001b[0m:\u001b[36m<module>\u001b[0m:\u001b[36m1\u001b[0m - \u001b[1mConverted all leafs to root labels\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "langerin_neighbourhoods.fit_hierarchical(radius_cutoff=r, member_cutoff=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x225 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "langerin.labels = langerin_neighbourhoods.labels[revert_order]\n",
    "langerin.root._labels.sort_by_size()\n",
    "draw_evaluate(langerin)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1875x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(\n",
    "        mpl.rcParams[\"figure.figsize\"][0] * 2.5,\n",
    "        mpl.rcParams[\"figure.figsize\"][1] * 2\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",
    "    annotate=True,\n",
    "    annotate_format=\"λ={lambda}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label Size\n",
      "==========\n",
      "    0 10596\n",
      "    1 4644\n",
      "    2 3238\n",
      "    3 2851\n",
      "    4 2522\n",
      "    5  707\n",
      "    6  384\n",
      "    7  294\n",
      "    8  225\n",
      "    9  188\n",
      "   10  185\n",
      "   11  162\n",
      "   12  119\n",
      "   13   87\n",
      "   14   57\n",
      "   15   46\n",
      "   16   40\n",
      "   17   37\n",
      "   18   26\n",
      "   19   24\n",
      "   20   17\n",
      "   21   13\n",
      "   22   13\n",
      "   23   12\n",
      "   24   11\n",
      "   25   10\n",
      "   26   10\n",
      "   27   10\n"
     ]
    }
   ],
   "source": [
    "print(\"Label Size\")\n",
    "print(\"==========\")\n",
    "print(*(f\"{l:>5} {s:>4}\" for l, s in sorted({k: len(v) for k, v in langerin.root._labels.mapping.items()}.items())), sep=\"\\n\")"
   ]
  }
 ],
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   "language": "python",
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    "name": "ipython",
    "version": 3
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   "kernels_config": {
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     "varRefreshCmd": "print(var_dic_list())"
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     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
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     "varRefreshCmd": "cat(var_dic_list()) "
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   },
   "types_to_exclude": [
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