{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fba19257",
   "metadata": {},
   "source": [
    "# Plotting with Marsilea\n",
    "\n",
    "[Marsilea](https://github.com/Marsilea-viz/marsilea) builds a figure from separate plots\n",
    "that you place yourself, instead of one function call with many arguments.\n",
    "\n",
    "It can read from an {class}`~anndata.AnnData` directly, so you don't pull arrays out by hand.\n",
    "\n",
    "This page needs anndata 0.13 or newer and [statannotations](https://github.com/trevismd/statannotations) for the significance tests."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "928ea619",
   "metadata": {},
   "source": [
    "Let's first load the PBMC dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "22d7193e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:35:53.069029Z",
     "iopub.status.busy": "2026-08-21T11:35:53.068830Z",
     "iopub.status.idle": "2026-08-21T11:36:12.979998Z",
     "shell.execute_reply": "2026-08-21T11:36:12.979275Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 2638 × 13714\n",
       "    obs: 'n_genes', 'percent_mito', 'n_counts', 'louvain'\n",
       "    var: 'n_cells'\n",
       "    uns: 'draw_graph', 'louvain', 'louvain_colors', 'neighbors', 'pca', 'rank_genes_groups'\n",
       "    obsm: 'X_pca', 'X_tsne', 'X_umap', 'X_draw_graph_fr'\n",
       "    obsp: 'distances', 'connectivities'\n",
       "    layers: None (.X)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from __future__ import annotations\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import scanpy as sc\n",
    "\n",
    "pbmc = sc.datasets.pbmc3k_processed().raw.to_adata()\n",
    "pbmc"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b099a41",
   "metadata": {},
   "source": [
    "Define the cells and markers that we want to draw."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a4917b0b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:12.982948Z",
     "iopub.status.busy": "2026-08-21T11:36:12.982598Z",
     "iopub.status.idle": "2026-08-21T11:36:12.985603Z",
     "shell.execute_reply": "2026-08-21T11:36:12.984862Z"
    }
   },
   "outputs": [],
   "source": [
    "cell_markers = {\n",
    "    \"CD4 T cells\": [\"IL7R\"],\n",
    "    \"CD14+ Monocytes\": [\"CD14\", \"LYZ\"],\n",
    "    \"B cells\": [\"MS4A1\"],\n",
    "    \"CD8 T cells\": [\"CD8A\"],\n",
    "    \"NK cells\": [\"GNLY\", \"NKG7\"],\n",
    "    \"FCGR3A+ Monocytes\": [\"FCGR3A\", \"MS4A7\"],\n",
    "    \"Dendritic cells\": [\"FCER1A\", \"CST3\"],\n",
    "    \"Megakaryocytes\": [\"PPBP\"],\n",
    "}\n",
    "\n",
    "cells, markers = [], []\n",
    "for c, ms in cell_markers.items():\n",
    "    cells += [c] * len(ms)\n",
    "    markers += ms\n",
    "\n",
    "uni_cells = list(cell_markers.keys())\n",
    "cell_colors = [\n",
    "    \"#568564\",\n",
    "    \"#DC6B19\",\n",
    "    \"#F72464\",\n",
    "    \"#005585\",\n",
    "    \"#9876DE\",\n",
    "    \"#405559\",\n",
    "    \"#58DADA\",\n",
    "    \"#F85959\",\n",
    "]\n",
    "cmapper = dict(zip(uni_cells, cell_colors, strict=True))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "250e05b0",
   "metadata": {},
   "source": [
    "Import Marsilea, and `A`, the accessor that names parts of an `AnnData`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8439a48b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:12.987768Z",
     "iopub.status.busy": "2026-08-21T11:36:12.987576Z",
     "iopub.status.idle": "2026-08-21T11:36:14.167684Z",
     "shell.execute_reply": "2026-08-21T11:36:14.166021Z"
    }
   },
   "outputs": [],
   "source": [
    "import marsilea as ma\n",
    "import marsilea.plotter as mp\n",
    "from anndata.acc import A"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6194e4a1",
   "metadata": {},
   "source": [
    "## Heatmap"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b74029ba",
   "metadata": {},
   "source": [
    "The smallest example, a heatmap and nothing else. `height` and `width` set the size of the\n",
    "main plot in inches.\n",
    "\n",
    "Marsilea takes any array, so you can always pass a matrix you built yourself:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bb2c319d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:14.170674Z",
     "iopub.status.busy": "2026-08-21T11:36:14.170463Z",
     "iopub.status.idle": "2026-08-21T11:36:14.304176Z",
     "shell.execute_reply": "2026-08-21T11:36:14.303480Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 340x390 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp = pbmc[:, markers].X.toarray()\n",
    "\n",
    "m = ma.Heatmap(exp, cmap=\"viridis\", height=3.5, width=3)\n",
    "m.render();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20879916",
   "metadata": {},
   "source": [
    "But `exp` is a copy of `pbmc`, and you need to copy more from `pbmc` to add more components to the heatmap. To simplify the syntax, pass the `anndata` object instead, and name what you want with `A`.\n",
    "\n",
    "`A.X[:, markers]` is one reference per gene, stacked into a matrix. No subsetting, no\n",
    "`.toarray()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "58514d23",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:14.306202Z",
     "iopub.status.busy": "2026-08-21T11:36:14.306037Z",
     "iopub.status.idle": "2026-08-21T11:36:14.347989Z",
     "shell.execute_reply": "2026-08-21T11:36:14.347205Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 340x390 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = ma.Heatmap(pbmc, A.X[:, markers], cmap=\"viridis\", height=3.5, width=3)\n",
    "m.render();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a30be7d",
   "metadata": {},
   "source": [
    "To match the scanpy heatmap, first split it by cell type.\n",
    "\n",
    "We use `group_rows` to split the heatmap by categorical group labels `louvain`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e92aaf59",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:14.350220Z",
     "iopub.status.busy": "2026-08-21T11:36:14.350058Z",
     "iopub.status.idle": "2026-08-21T11:36:14.448351Z",
     "shell.execute_reply": "2026-08-21T11:36:14.447603Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 340x390 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.group_rows(A.obs[\"louvain\"])\n",
    "m.render();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b45ff69",
   "metadata": {},
   "source": [
    "Now let's label the cell types and the marker names.\n",
    "\n",
    "`add_left`, `add_top` and the other `add_*` methods attach a plot to one side of the main\n",
    "plot. Such a plot is called a plotter; there are many plotters in Marsilea. `size` and `pad` set how much room it gets and how\n",
    "far it sits from its neighbor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "80b8424e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:14.451659Z",
     "iopub.status.busy": "2026-08-21T11:36:14.451449Z",
     "iopub.status.idle": "2026-08-21T11:36:14.608169Z",
     "shell.execute_reply": "2026-08-21T11:36:14.607488Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 521.111x460.778 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create plotters\n",
    "chunk = mp.Chunk(uni_cells, rotation=0, align=\"center\")\n",
    "colors = mp.Colors(A.obs[\"louvain\"], palette=cmapper)\n",
    "label_markers = mp.Labels(markers)\n",
    "\n",
    "# Add to the heatmap\n",
    "m.add_left(colors, size=0.1, pad=0.1)\n",
    "m.add_left(chunk)\n",
    "m.add_top(label_markers, pad=0.1)\n",
    "m.render();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3df6548c",
   "metadata": {},
   "source": [
    "A dendrogram shows how similar the cell types are. Use `add_dendrogram` and add it to the right."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0a1023c9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:14.610272Z",
     "iopub.status.busy": "2026-08-21T11:36:14.610078Z",
     "iopub.status.idle": "2026-08-21T11:36:14.786759Z",
     "shell.execute_reply": "2026-08-21T11:36:14.785966Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 571.111x460.778 with 26 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.add_dendrogram(\"right\", add_base=False)\n",
    "m.render();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba42e556",
   "metadata": {},
   "source": [
    "`add_legends` collects every legend at once and lays them out for you. `add_title` adds a\n",
    "title."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bb3af31e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:14.788805Z",
     "iopub.status.busy": "2026-08-21T11:36:14.788674Z",
     "iopub.status.idle": "2026-08-21T11:36:15.001085Z",
     "shell.execute_reply": "2026-08-21T11:36:15.000236Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 797.5x489.003 with 28 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.add_legends()\n",
    "m.add_title(\"Expression Profile\")\n",
    "m.render();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d3ea17f",
   "metadata": {},
   "source": [
    "The whole thing in one place. Three things to remember:\n",
    "\n",
    "- Always call `render()` last, or nothing is drawn.\n",
    "- The order of `add_*` calls sets the order of the plotters.\n",
    "- `group_rows` and `group_cols` can be called at any point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b94b1bd2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:15.003168Z",
     "iopub.status.busy": "2026-08-21T11:36:15.003027Z",
     "iopub.status.idle": "2026-08-21T11:36:15.251479Z",
     "shell.execute_reply": "2026-08-21T11:36:15.250734Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 797.5x539.003 with 28 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = ma.Heatmap(pbmc, A.X[:, markers], cmap=\"viridis\", height=4, width=3)\n",
    "m.group_rows(A.obs[\"louvain\"])\n",
    "\n",
    "m.add_left(mp.Colors(A.obs[\"louvain\"], palette=cmapper), size=0.1, pad=0.1)\n",
    "m.add_left(mp.Chunk(uni_cells, rotation=0, align=\"center\"))\n",
    "m.add_top(mp.Labels(markers), pad=0.1)\n",
    "m.add_dendrogram(\"right\", add_base=False)\n",
    "\n",
    "m.add_legends()\n",
    "m.add_title(\"Expression Profile\")\n",
    "m.render();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78cbaba1",
   "metadata": {},
   "source": [
    "That covers the basics. The same pieces can rebuild plots scanpy already has.\n",
    "\n",
    "The next few plots summarise cell types rather than cells, so aggregate first.\n",
    "{func}`~scanpy.get.aggregate` takes a reference for `by`, and writes the group sizes to\n",
    "`n_obs_aggregated` so you do not have to count them.\n",
    "\n",
    "Two more things go in here: the fraction of cells expressing each gene, drawn by the dot\n",
    "plot as dot size, and the lineage of each cell type, used by the significance section."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "605184f6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:15.253814Z",
     "iopub.status.busy": "2026-08-21T11:36:15.253644Z",
     "iopub.status.idle": "2026-08-21T11:36:16.444805Z",
     "shell.execute_reply": "2026-08-21T11:36:16.444232Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 8 × 12\n",
       "    obs: 'louvain', 'n_obs_aggregated', 'lineage'\n",
       "    var: 'n_cells'\n",
       "    layers: 'mean', 'count_nonzero', 'fraction'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lineages = {\n",
    "    \"CD4 T cells\": \"Lymphoid\",\n",
    "    \"CD14+ Monocytes\": \"Myeloid\",\n",
    "    \"B cells\": \"Lymphoid\",\n",
    "    \"CD8 T cells\": \"Lymphoid\",\n",
    "    \"NK cells\": \"Lymphoid\",\n",
    "    \"FCGR3A+ Monocytes\": \"Myeloid\",\n",
    "    \"Dendritic cells\": \"Myeloid\",\n",
    "    \"Megakaryocytes\": \"Myeloid\",\n",
    "}\n",
    "\n",
    "agg = sc.get.aggregate(\n",
    "    pbmc[:, markers], by=A.obs[\"louvain\"], func=[\"mean\", \"count_nonzero\"]\n",
    ")\n",
    "agg.layers[\"fraction\"] = (\n",
    "    agg.layers[\"count_nonzero\"] / agg.obs[\"n_obs_aggregated\"].to_numpy()[:, np.newaxis]\n",
    ")\n",
    "agg.obs[\"lineage\"] = pd.Categorical(\n",
    "    [lineages[c] for c in agg.obs[\"louvain\"]], categories=[\"Lymphoid\", \"Myeloid\"]\n",
    ")\n",
    "agg"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7a0cb0f",
   "metadata": {},
   "source": [
    "## Matrixplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "700c84c3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:16.447035Z",
     "iopub.status.busy": "2026-08-21T11:36:16.446902Z",
     "iopub.status.idle": "2026-08-21T11:36:16.696929Z",
     "shell.execute_reply": "2026-08-21T11:36:16.696050Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 905.333x538.556 with 28 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "h, w = agg.shape\n",
    "\n",
    "m = ma.Heatmap(\n",
    "    agg,\n",
    "    A.layers[\"mean\"][:, :],\n",
    "    height=h / 3,\n",
    "    width=w / 3,\n",
    "    cmap=\"Blues\",\n",
    "    linewidth=0.5,\n",
    "    linecolor=\"lightgray\",\n",
    "    label=\"Expression\",\n",
    ")\n",
    "m.add_right(mp.Labels(A.obs.index, align=\"center\"), pad=0.1)\n",
    "m.add_top(mp.Labels(A.var.index), pad=0.1)\n",
    "# Use 'order=' to control the order of groups\n",
    "m.group_cols(cells, order=uni_cells)\n",
    "m.add_top(mp.Chunk(uni_cells, fill_colors=cell_colors, rotation=90))\n",
    "m.add_left(mp.Numbers(A.obs[\"n_obs_aggregated\"], color=\"#EEB76B\", label=\"Count\"))\n",
    "m.add_dendrogram(\"right\", pad=0.1)\n",
    "m.add_legends()\n",
    "m.render();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd977648",
   "metadata": {},
   "source": [
    "## Dot plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c6c2a3a9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:16.699053Z",
     "iopub.status.busy": "2026-08-21T11:36:16.698905Z",
     "iopub.status.idle": "2026-08-21T11:36:16.918139Z",
     "shell.execute_reply": "2026-08-21T11:36:16.917353Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 913.333x538.556 with 28 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = ma.SizedHeatmap(\n",
    "    agg,\n",
    "    A.layers[\"fraction\"][:, :],\n",
    "    A.layers[\"mean\"][:, :],\n",
    "    cluster_data=A.layers[\"fraction\"][:, :],\n",
    "    height=h / 3,\n",
    "    width=w / 3,\n",
    "    edgecolor=\"lightgray\",\n",
    "    cmap=\"Blues\",\n",
    "    size_legend_kws=dict(\n",
    "        colors=\"#538bbf\",\n",
    "        title=\"Fraction of cells\\nin groups (%)\",\n",
    "        labels=[\"20%\", \"40%\", \"60%\", \"80%\", \"100%\"],\n",
    "        show_at=[0.2, 0.4, 0.6, 0.8, 1.0],\n",
    "    ),\n",
    "    color_legend_kws=dict(title=\"Mean expression\\nin group\"),\n",
    ")\n",
    "\n",
    "m.add_top(mp.Labels(A.var.index), pad=0.1)\n",
    "m.add_top(mp.Chunk(uni_cells, fill_colors=cell_colors, rotation=90))\n",
    "m.group_cols(cells, order=uni_cells)\n",
    "\n",
    "m.add_right(mp.Labels(A.obs.index, align=\"center\"), pad=0.1)\n",
    "m.add_left(\n",
    "    mp.Numbers(A.obs[\"n_obs_aggregated\"], color=\"#EEB76B\", label=\"Count\"),\n",
    "    size=0.5,\n",
    "    pad=0.1,\n",
    ")\n",
    "m.add_dendrogram(\"right\", pad=0.1)\n",
    "m.add_legends()\n",
    "m.render();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "149938d8",
   "metadata": {},
   "source": [
    "## Combining plots: Dot plot + Heatmap"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd34eee8",
   "metadata": {},
   "source": [
    "You may want to combine multiple plots in one figure. `+` puts two boards side by side, `/` stacks them, and `add_legends` on the result gathers the legends from both.\n",
    "\n",
    "Here we show an example of a dot plot sitting next to per-cell-type QC."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "98d32a6f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:16.920235Z",
     "iopub.status.busy": "2026-08-21T11:36:16.920049Z",
     "iopub.status.idle": "2026-08-21T11:36:16.928083Z",
     "shell.execute_reply": "2026-08-21T11:36:16.927417Z"
    }
   },
   "outputs": [],
   "source": [
    "from scipy.cluster.hierarchy import linkage\n",
    "\n",
    "qc_metrics = [\"n_genes\", \"percent_mito\", \"n_counts\"]\n",
    "qc = pbmc.obs.groupby(\"louvain\", observed=True)[qc_metrics].mean()\n",
    "agg.obsm[\"qc\"] = ((qc - qc.mean()) / qc.std()).to_numpy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eae9c945",
   "metadata": {},
   "source": [
    "Each plot clusters its own data, so the two would order their rows differently and stop\n",
    "lining up. We need to compute the linkage once and pass it to both, and only one needs to draw the dendrogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2ce78914",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:16.929923Z",
     "iopub.status.busy": "2026-08-21T11:36:16.929806Z",
     "iopub.status.idle": "2026-08-21T11:36:17.265090Z",
     "shell.execute_reply": "2026-08-21T11:36:17.264301Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PP0T+gQOIHD4c9S+7DJ4CLbfW5ctRtHy5eg2jsdh1ubBQvdcSE4vdlgVBEATBDikhJAgeQEi/CcjbtgjW3PRS6wuPbAHMRfBv0dtlbRMEdyEjMwtmJiOq45izs5Wo9fuvjmzy/PnI3bUL4YMG4eScOcjZvh2egs/jjwPh4cUeK8ePQztyRAncUtsEQRAEoQwicgXBAzCGNYC1ILfcbdbCXBgjigezglCXWbFuA847ZyDqRUWhLkNB69+kCYzBwep9xrp1iLv2WsRecQVixo5F1ubN8AqYWbmgwNWtEARBENwQcVcWBA+gMH4nwobcgIxlUwGLqWS9MbIR/Fv3R9pvr7m0fYLgDgwf2B/RkZH45r23kHAyEYVFRaW2f/PDj/jz73/g7dA92ZaQyZKfj7wDBxDSrZt6bwgMhCk1Fe6OYfx46IKCgKAgGMePL7He2lCuy8ysnJfnsjYKgiAI7ouIXEHwAHL+/hHh596Gxo8tQfbGubBkp8InpilCB1yF/F0rUJSwy9VNFASXs/fgIXz38y8Vbj+RlIS6QGCbNjjyzjtIXrAAefv2Iah16xKrLt+H9esHd0dHN+SQEECvV6+ZbKoEqxXW48dh/eorVzZREARBcGNE5AqCB8DsycffuQSRYx9G6DnXwhAYBnPGCWSumI70xR+6unmC4BZs3PKvWuo6fvXqodHkyUj88UdluW36v/+p9YUnTqAgPh7NBg6Eu2OeNk39b5g0CZZffgFyyw/XEARBEITyEJErCB6CNScNKd8/6upmCILHYDQY6mwiquhRo9Rij19sLNq/9x48CVpx9d26wbpxI2BvzRUEQRCEShCRKwieiMGnVGyuIAjFNI6Lwy1XTUTX9u0REhyEtIwMrNqwEV/MmossxnAKHoWWnQ3jDTcA118P69q1sKxYAe3QIVc3SxAEQXBzROQKgofgU78Voi56HP6t+8EQGA5zVhJytyxA2vzXTystJAh1ESad+vCFZ7Hn4EF8+NU3yMzORoOYGFw84jy88eTjuO3RKbD+l5DJ20hfswYJM2ZUa9+IgQMRd8018AQsM2bAMns29H37wjBkCHyefx5afDysK1bA8uefQHa2q5soCIIguCEicgXBAzCEx6LhA7+g8OhWpP7wDCy5aTBGNkbYoGsRd9csxL82CtCsrm6mILiUkUMGYevu3XjitTdLrV+4YiU+f/NVdO3QHpt37IQ3wpJBMWPGVGvfgKZN4VEUFcG6erVaUK+eErvMvsx4XeumTbAsXAhtzx5Xt1IQBEFwI0TkCoIHENJ3PAoObMTJqdeXWp+9fhYaP74MAa37I3/vny5rnyC4AzGRkdhSjogtKCzEngMHEePF9XMDmjRRi1cTEgJDz57Q9+wJGI1K4LJUks+UKbAsWQLL11+7uoWCIAiCmyAiVxA8AGNYg3JFrFaUh8KjW5SlVxDqOieSktGve3f8sGAhNDu35NDgYHRs2wbzfv/Dpe0TzgCdTiWe0g8ZAn2PHtASE2FdvhwWWnX/c1XWxcXB5+WXYZkzB8jPl24WBEEQROQKgidgTj2GwI7nqZJBtFzY0AdFwL9Fb2Su/Nyl7RMEd+D3FSsxbswF+OjF57Byw0ZkZWWjfkw0Rg4djISTidi223tdWr01JtfnpZegq18f1g0bYHrxxXLdkrWEBGiHDwO+viJyBUEQBIVYcgXBA8haPwthw29GwwfnI3fz/P9ichshpO8EmJIPK1dmQajrZGVn49ZHp+C68ZfhgqFDEB4WiuSUVMxfuhyzf50Pb8ZbY3JZI9e6ZUuV4tX09NNOa5MgCILg/ojIFQQPwJqbhvhXRyFi9P0I6XcFDCFRMKcnIHvtt8hYOtXVzRMEt4Elg96eVvc8G7w1Jte6bp2rmyAIgiB4ICJyBcFDsGQlIeX7R13dDEEQPAhzTg40iwU+YWHwRHQNG8IwbhzM771XKlTDcPnlxaWENmxwafsEQRAE90REriAIguDR3H/zTRg9fGiV+7356XT8vnwl6gK5+/bh6LvvIv/wYUSNGIGm99yDwhMnED99Olo++SQ8BcMVV8C6cmUpgUuYTdn3hRdQJCJXEARBKAcRuYLgIYQNvxWh/SeqTMo6vaHUtpTZjyN7wxyXtU0QXIler4fZYsHqDX9h0/btsFpLCyIb2/fsRV3AkpeHg88/j+gLLkBY//4wpaaq9X6xxVnYM//6C2G9e8MT0DdqBMuJE6dvyMwEAgKAoCAgN9cVTRMEQRDcGBG5guABBHUbg4gL7kPG4g9hSjoAzWottb3o2DaXtU0QXM3Xc+chNSMDo4YMRqd2bbBwxSosXL4SiSkpqIvk7toFv7g4xE6ahJRFi0pELglq3x7ZW7Z4jMjVUlOh69hRZVC2R9eihSovJCWDBEEQhPIQkSsIHoAqE7R0KjIWve/qpgiC25GUmoovZs3BV7Pnok+3rrhg+FB8/c4b+HfXbvy+bAXW/PU3TGYz6gqmrCz4REaWu00zmU6bJHNn6JZsvPVWWPz8YN22DTCZoGvZEsYJE2BZvhzwoO8iCIIgOA8RuYLgAVhy6qZFShBqglXTsH7zFrVEhIViwtgxeOJ/d6lY3AXLVtSZzgxo1gwJX34Ja2EhdLR22rkxpy1bhgZXXglPgYmlzGFhMI4bB+N/7aZQty5bBst337m6eYIgCIKbIiJXEDyAnE2/IfaWz5Hz148wpx93dXMEwW2hqOvVpTNGDx+GAT27Y/P2ndi9/wDqEoHNmyu35D0PPwy/Bg1gzsxEwrffInXJEhiCghBxzjnwJKyLFqFo6VLoGFNsMEA7eRIoLHR1swRBEAQ3RkSu4NUYDUac130w/vh7OTRo6NqiIyYOuRRZedmYvnAGkjNPxaq5M8E9L4YhvAGaPLUGppTDsJoKSm1P//0d5G37w2Xt81R8jQbccl53fPjH3yp568iuLfDipCFIzsrDbdMW4khypqubKFST2Hr1MGrYEBWXy3v9jxWr8MmMb5GYXDe9IJo/+CAS581D2ooVKEpORmFiIsJ69ULcNddA7+MDj8NiUSWDBEEQBKE6iMgVvJpLBlwACwdH0GDQG3DXRTdh3a6/ER4UilvHXIcXZr4FT6Do2FZkLP6owu3m1KNObY+38NilA2AyW5TA9THoMePuizBr3S40CA/CZ7eNwXnPz3R1E4VqcO24y3DVJRdh7T+b8MbUafh76zZoZUrO1DV0RiMaTJigFo8nPByG0aOhb9IE8PGBduIELIsWQTsqzz1BEAShfETkCl5Nj1Zd8MlvX6rX7Zu0RmZuFj7/YyZ8DEZ8dv87SvharBa4O3k7l6tFqF3G9miFGz/+Tb0e1L4JTmbk4q7P/oCfjwFpn9+vhK/JIolt3J16UVEwGo0Y1Ke3WiqiLtXJtRYUqARThsDAU+uKilQ8K12WPQVd06bwefJJaGlp0HbvVu3XN2sGn5degvmTT2Bds8bVTRQEQRDcEBG5glfja/SFTqdXrzs2bYeth3aq1yaLWdXV9DX6IL/I/UXuaRh8AIvJ1a3weAJ8jdD/l5hneKemWLztkHpdaLKgyGyBv68RpvwiF7dSqIr5y5Zjy87ie7sydu7dVyc6U7NYsO/JJ9Fo8mQEtW1bSvjuffxxtH7+efhERMATMFx+Oaxr18L8+ecl6/jE1g8eDOOkSSgSkSsIgiCUg4hcwavZd/wAJg29FGt2bFCxue/8OFWtj42sj4ycTOQXlY5tdWd86rdC1EWPw791PxgCw2HOSkLulgVIm/86rLnprm6eR7Ju73G8NGkoZv65Q8XmTnj7R7W+TWwkTqTnIFsErkewa99+tQjF5OzYoeJu7QUuMYaGqvq4qUuXosG4cR7RXfrGjWGaPfu09dZVq4DrrgNCQoDsbJe0TRAEQXBfik1cguClfL/yJ1g1K64YcgmW//sndhzZo9Zf2HcE5v05H56CITwWDR/4BTq/QKT+8AxOfHIt0he+i4DW/RF31yzgP2u1UDOe+H4lLJqGF64Ygs+X/4sVO46o9Q9e1BcvzPtTulPwSEypqdDbuSnbYwgIgCnFc5JxaTk50MXFnb4hOhowGoECz5moFARBEJyHWHIFr4YxuK/N+eC09Z/+/g08iZC+41FwYCNOTr2+1Prs9bPQ+PFlSuzm7xVRVlMSM3Nx0atzTlt/y9Tfz+p8CYIrCWjeHEc//hhFSUnwrVevZL3VZELaqlWoN3YsPAXL6tUw3nSTqpXLmFyYzSpO1zBuHKwbNwImCdsQBEEQTkdEriB4AMawBuWKWK0oD4VHtyhLryAIAglo1gyhPXpg9733ImrECPjFxsKUkYG05cXJ6yKHDvWoGrkWHx8YJ0yA7r+EWZrZDOvy5TDPlOzngiAIQvmIyBW8jqeuehDhwaHV2vfZGa8jM9f947nMqccQ2PE8ZK6YDlXv5j/0QRHwb9EbmStPJWURKmf501ehQXhwtbppyDMzkJSZK10qeBzNHngAiXPnIm3lSuW+bAwORmjPnohlnVx/f3gSlvnzYVmwAIiJgY4lhJKSxIIrCIIgVIqIXMHrWLl1Lfx9/aq1b0FRITyBrPWzEDb8ZjR8cD5yN8+HJTcNxshGCOk7Aabkw8qVWageX67YimB/32rtm1MgmZUFz4SJp2InTVKLJ2O8/XZYt24tdk1OSkLdrn4sCIIgVBcRuYLXsXLbWngb1tw0xL86ChGj70dIvytgCImCOT0B2Wu/RcbS4ozRQvX4auU26ao6wMDevZCckoq9h4rLQgmeiZadDeMNNwDXX69KCVlWrIAm51QQBEGoAhG5guAhWLKSkPL9o65uhiB4BP17dMfOfftE5Ho4lhkzYJk9G/q+fWEYMgQ+zz8PLT4e1hUrYPnzTykfJAiCIJSLiFzB6/DGmFyh9pCYXEHwMIqKYF29Wi2oV0+JXcP48TBMmgTrpk2wLFwIbU9xeThBEARBICJyBa/Dm2Jyoye+itD+VcfUJX/3MLLXf++UNnk6EpMrCB5KSAgMPXtC37OnqpFLgctEfD5TpsCyZAksX3/t6hYKgiAIboKIXMHr8KaYXJ3eAM1iQu6/vyN/zxpAs5a7X8HBv5zeNk9FYnK9k0tHjUDvrl1K3rdo2gTtWrbAOb17layb9/sf+Htr3YjJthYUQLNaYQgMPLWuqAiayQTDf6V4PAKdDvpu3aAfMgT6Hj2gJSaq8kGsn4vsYi8cXVwcfF5+GZY5c4D8fFe3WBAEQXADROQKdQIddIgMjUBadjo0uxI87k7672/DnJmI0H5XwL9lH2Svn4Xsdd/DnH7c1U3zKnQ6oFFkKI6nZcPqQdeHcIojxxOg1+tL3oeGhCAxOUXF5dpISUurE12mWSzY9+STaDR5MoLati0lfPc+/jhaP/88fCIi4An4vPQSdPXrw7phA0wvvliuW7KWkADt8GHA11dEriAIgqAQkSt4NTqdDlcOvQyjeg2Hr48vbn//YSV0rzl3ArYe3IF/D+2AO0Mxmz7/daQveBOBHYYhpP8kNH5qNQr2b0DWuu+Qu3UhYJYyN2eKXqfDy1cOxd0X9EKArw8a3fa+ErpvXnsu/vj3IBb9K5l5PYVN27arxUbzxo2VwF2wbAXqGjk7dqgSQvYClxhDQxHWuzdSly5Fg3Hj4AlYfvkF1i1bqhSvpqefdlqbBEEQBPfn1LS3IHghY3qfh+6tOuOV2e8jPSejZP3q7etwxZBL4DFoVuTtWIrE6ZNx9Kk+KIzfgfrXf4SQ3p4xUHVX7h3TG6O7t8KYl2fjRHpOyfpvVm3HC1cMcWnbBOFMMaWmQm/npmyPISAAppQUj+lcZlVm/K0gCIIg1AQRuYJX07ddT3z+x0zsOLIbFuupeNYjifFoGN0AAX4B8Bh0OgS0H4ro8S8ibOiNyN/7JwqPbHZ1qzyacf3a4a7P/8DyHUdgtpy6Pv49koj2jaIRGlC9BGaC4E4ENG+O7K1bUZSUVGq91WRC2qpVCGjWDJ4C4211ISGuboYgCILgYcj0qODVhAaGID0ns/iNXawl3ZgNeoNyV3V3jFFNENLvChWXy3ji7A2zkfrT8zCnxbu6aR5PTGhgiQVXw6nrg9eFj0EPvd79rw+hfGb98hty62gSIorY0B49sPveexE1YgT8YmNhyshA2vLlanvk0KHwFOiqrB84sDiplCAIgiBUExG5gldzNDkeXVt0xIm0RDsJAwzvNgipWenILciDOxNxwf0IH3EX8rYtQtLMB5G/e2UpsS6cHVuPJGNktxbYeyKtVLdOPrcbjqVmISO3QLrYQzl24gTqMs0eeACJc+cibeVK5b5sDA5GaM+eiL3mGuj9/eExmM0wXHwx9B06QDtyBFpR6RwElh9/lGRTgiAIwmmIyBW8mnl/zsdTVz6ABhH14O/jh6FdBqBJvUbo264HPvj5M7g7xog46Ay+COo6Wi0VIXVyz4wX5/2JZU9fiVYNIhDs74Prh3ZBl6b1MK5vO1z9/s9nfN4E98Lfzw/DB/RHQlIStuzYiboAE0/FTpqkFk9GFxUFbVtx2SdmWS7rW2GReF1BEAShHETkCl7NoZNH8ey3b2DcORfCqllxYd8ROJaSgDd/+Bh/790Cdydr7Uzk76u67m/BoX+c0h5vY9Ohkxj6zLd4evw5sFg1PHRRX+w4loLL3vwBP/+119XNE86S9q1bYfTwoUrgkuff/UD61MMwf/yxq5sgCIKHwJCu3Nxc9TogIAAGgwHuitVqRX5+vgqfC6wgUaCj+kTzoH46G0TkCl7P4cRjeOOHj+CJFB7epBbBcWw5nIhLX/9ButhLYH3cEYPPwehhQ9G8SWP8tWWrErf/bN0Gk9kMbyV9zRokzJiBiIEDVeIpvq4I7hN3zTVObZ8gCJ6PvTgqC8VaUFCQU9rBNrAtvr6+arGxZ88etG/fXr3+9ddfMXbsWLgb27Ztw+TJk7Fp0yYlLps2bara7Sj2lNMnntBPtYGIXKFOJJ/KyssutS4kIBg5BcUPSaFuw+RTyVmlY7OjQgKQnlMAqwddH3Et/GEqsiI5vggGow6DLo1CdJwv9m7KwdbVWfBmOLjq2bmTstoO7N0Lx44n4JfFS9C1Q3v89e9WrN/k/VnI/Zs0QcyYMQho2hTG8HD1uiK4j6eha9wYupiY08oJWTdvBkwml7VLEOoS9uKI4tLHx6dkW3BwME6ePOmUdlAYpqamYsqUKXjhhRdK1uv1+hKhbXTTUIaHH34YGzduxNChQ7Fs2TL1+yU4Bve8AgShlujRqotKMvXG3A9LrT+3+2D4+fhi1sqfpK/rMGN7tsLk4d1wyetzS62/5bzuCPT1wZOzVsIT8AvQY9BlUfjxg+JkSx36h6B+U3/s/Scb3YeFI+lYIU4eLoS3cvcN1+GCYUOwfO063PvM89i1b79a38qDSuWcLQFNmqiF5B89qoRsSJcup+3HbeaMUzXD3Z6wMPg89BB0FOYcDJrN0P1nudHy8lD04IOAJ30fQfASnnzySTzxxBOnrS/PFdZisaiFwjgn51RN+rKW2PIwmUwlYrqsJZnbbMejyG7dunWJ0OZnl0dhYSH8/Pyq1W66FFM415SKPoNtPXjwYIlQ5+dRjPtXIxmgfT+cyfaaYDab3XaSoCZInVzBq7mw3wj8tmHRaesXbFyCET2GQndaGhOhLvHghf3wxq8bTlv/zvyNuGNkDzWm9gTqN/VDeqIJRQXFtX6bdwzCxj/SsHl5JravzULjNo6L93EHcvPy1I97RFg4IsPDz2hQ4k3k7tqFtBUrarzNHTGOHw8tORlFN90EpKej6P77UXjffbBu3w4Lv4cIXEFwO2tvSEiIWh577DH06dMHMTExePHFF5GZmYkGDRqopX79+koI1qtXD7fffnsp8Xr8+HFcd911iI6OVvu0bNkSn3/+OQ4dOqT+llZc8vbbb5ccj39v/9m///57yfH4dxMmTEBoaKiKf+X/EydOxLFjx8pt91NPPYXBgwcrqzDf33HHHUrwVkZVn2H77vv27VPvv/32W/X+hhtuqPCYFfWDDR77yiuvRFhYmBLmcXFxuO2225CSklLj88bv98gjjyA2Nla1n+fl8ssvx4YNp4+RPIW6PRIQvJ6I4HDkF55eBsZkNsHHaERQgHcP/oXKiYsIRnb+6RbOApMZ/j5GRASVPxPsbhh9dLDN1xh9dYhu6Ivj+4uv+6JCKwzc7sV89v1sTH7wERxLSMCDt07GrI/ex00TJyAyPMzVTXM7ipKSYAwJgaega9UKlp9+Alg6iOEDTJCSmAjTu+/CMGxY8XtBEJxOUVGRskzaloKC08dac+bMwddff420tDQ8++yzSozZ9qcoTUpKQps2bfDJJ58oN15CAdu/f3/1d3Tp5XsKrQMHDqBhw4bqb6OiotS+/Bvb8SqKB05OTsbAgQNVWx544AHk5eXh7rvvxqxZs9T69PT00/5m7ty5avvChQvVsT/++GPMnj27wr6ozmfYvju/L6F45fvvvvuu3GNW1g+0FPP9gAED1N+//PLLqv+vv/56TJ06FYMGDSr3fFTG9OnT8dprr6Fr166qXRTj11xzjTo3noqIXMGrOZIUjyFdijOr2jOgQ29VIzcnv/wECkLd4N8jSbhu6OkunRMHdEB6bgHScvLhCSQdK0KjVgHo0C8EAy+KQnJ8IYryi2ed6zXyQ/Ix73VVtnE4/jg++noGxt96Jz786mu0bdECfbp3w0Xnn4dLRp6P6MhIeDvpa9di5x134MS33yLjv9f2y/bJk3FyzhxVL9dT0AUFQcsuzqnA/3Xh4cUbaPWhZcWBWUkFQaiYV199tcSKWpFF8p577kG7du0qdImlxXDEiBHq/c8/F5fto6iihZLush999BEiIiKUJZOW4PJcgKuCxztx4oRyCaYo5jFoseTx+TkUd2Wh5ZYWzSFDhpSI561bt9bqZ1Sn3ZX1A7fHx8cri/i1116rRC0TWpHdu3eX9Gd12bFjh/r/6NGjWL9+vYoVvuSSS/DFF1/AU/F8h2tBqISf/lyA5659BHGRDbD10A6YLGa0im2Oczr1xfSF33pk3wV2GQVz+nEUHSuuHSmcOS/9+Cf+fP5atI2NxKKth1BosqBPq1hcPagTbpu20GO6NifDjLW/paHr4FAUFWhYOTdZrQ+NNCI8xgcHt9edyRyzxYIV6zaopX50NEYNG4IrLhqr4nZfeO9DFbfrrfg3bIjokSORu3u3sthGDB5cars+IABBbdt6ZOIpoh04AMOYMbDMng19t27FIvc/ASwIgnvE5NrTokWL04Qtxd/333+PhIQEJXK5zuaaS5fZf/4pLolIqy1dZs8WZjEmdOW1xenSlZgu1BSmm5m8rgzN7PI5UFDS6kzLdW1+RlVU1Q+27bQic5LBhk2Ux8fH1+jz+vbtq/7ftWuXEveEScYo2mkh9kRE5ApezaHEo3hmxuu4/JwLcenAMTDoDYhPTsC7P03Dxj2eWZonqNN5KDi0SURuLbD5UCIGPz0DT487B09cNhBGgx47jiVj4rs/Yd4Gx6X0dwS7N2arxZ6sNDN+eC8BdZXElBR8NecHfD13Hnp16YycCkpfeAsUr1wK+/SBOTMTQRVYUDwJy6pVwH9ud+afflJJqHzfeANaQQHMU6e6unmCIFRC2fqrr7/+Ot566y0lACmmaOWlq+3jjz+uttsnemKiqtrAdryy1TRs78vL4WDf7upkPz6Tz6juMSvqB9v2Vq1a1UoJoiuvvFK5WX/zzTdKtNNlmefopptuUm7Tbdu2hachIlfweg6cOIzX5rzv6mYIbsrfB07gwlfnuLoZgoPgQIADJ5YSqiv4xcaqxRuwzJ1bHItL0tJgeuwxmkiK3ZUJM4B6cf1jQfAmbNbHzp07l7gx29xkbVBQ/fDDD8rSS2tko0aNKhSh1SkD2a9fP8ybN09ZirOzs1UiKcYI0wJq2362OOIzquoHHpPbGaNLazHdq8+WyZMnq4X9unTpUpx//vnq93P//v0icgVBEATn0LxzIHqPiKjWvge35eLvRd5dZmVgr564ZNQIpGdm4oMvv0GrZk3x0K03o0G9GOw5cBCvfPixitv1VtLXrEHCjBmIGDgQAc2bq9cVwX3irrkGnoDx+uth/uqrYtdkG1lZKuGU8d57YWa8WFqaK5soCEI16dWrlxJmjG/lQvHG9/bccsstKoaVcaU33ngj3n//fSW0XnnlFXz66afKfZjuxExa9e+//6qkToyFrahkEI/Hv6NQo3v1gw8+qKzHtJDSHbey7MbVxRGfUVU/2D6TCaL4+t1331Wfx4mEDz/8EDNmzFBliqoLM1XzfDBDNLM4M7mVzf25e/fu8ETEkisIbk7okBsR2L44PoL4xnWAX5OuCOo6smRd5orPkb/bM2q6wtcIwxWDYZmxXFlo9IM6wnj/pdDSsmF+aga048WlAYTKYcmgHWuzqr2vN9MotgGefeBerPnrb9SLisL/brwePTp3xLI/12HfocMYPrA/ptxzJ25+uNglzhvxb9IEMWPGKHdlY3i4el0RnhSTq2vUCMZbboHZPsMnBe5990EXE8PCk65sniDUOc8YW8xnRfVt7fcpW2v1/vvvR2JiorJ6MuEUswYzORVFmc01mFbQtWvX4qWXXsL8+fNVBmG6yk6ZMqUk8RQFGY+1bt06NG7cGB06dMDGjRvL/WxmNebxnnvuOSxYsEBlK2as7P/+9z9VKsi2f0XtZv1dJnWqLOlVdT+D8DWXqmrjVtUPXPj9mYiK5ZI4gUBrbs+ePVWW5Kb/PefL+17lrWMZp6+++krFTFNY8/hjxoxRZaAYa+yJ6LTq2PoFwY244qWbXfbZsx6fVur9gbscf+MHtB0E39hTsRDBPS+CKe04Cg8Vu/2QvN2rYDq5F86i5Qel4zwLWlf/nBjvvhCa2QLLxwsAHwP81rwOy4K/oYsJBUICYbrurRq1xX9f6XOim/ASXIU2u7SImvrIIdRFbn21ean3wyZc6dDPu+rSi9E4LhavfFgshD5/41UcOHIUL77/YYlr28z338GTb7yFvQedd06Wz55Z6v2k/+ojOhr1s65p0LlJveDvWrcu9b7wyhpcDyEh8Hn6aVi3bIGF1mk7gWt68cViq24N8JtZ+pwIgiAI3olYcgXBzcnfs1otNnzj2qnEU9nrPHOwph/WBabHvix+3as1tJQsmJ+dqSy8fn+/o4QvTLWTcEKoG7Ae7u79B0ve03q7a/+Bkvd04dq5bx/i6tdzqsh1FamLF6sMy03vuQceT3Y2TC+/DN9nngHy86Fr3hy66GiYXnhBMisLgiAIFSIiV/BKnrnmYbw97xNk5tZsll9wAv6+9JVRL/X92sH6587i9UXmYnHr5+Nwkbvq2Wsw/q15SMz03Gy7EpN7iuMnE1E/OqrkfUZWFrLLuLHStS4vvzhLr7fjEx4Oc4YXxWCnpiqhS4uulp5ebMGV0kGCIAhCJYjIFbySemHRqlyQ4H5YNx9QMbiWXzfAMHEwTPcUlwHRNa8PLTkTyHG8EGleL0yVC/JkJCb3FKx9++aTU/DZ97NVndyPvyldA9vXxweNY2OxY69z3IVdTUiXLjj+5ZfI/OcfhPXsCU/D+NBD0IWFnb6BWZR9feHzyCMlq0yvvVZjl2VBEATB+xGRKwgeRsaSj2EtKF0P1ZMwv/0TfF68Fj73XQLL3D9h/a8ereGmETB/NN/VzfMYMpJMahGA9MwsvPv5lwhl2YZyLJhd2rfDdz//gty8vDrRXVmMX83NxYGnn4ZPVBR8Ikpn4Q7r1w+xEyfCXbFu3gxdBZlST6OoyNHNEQRBEDwQEbmC19Iythliwk65MJbH/oRDsFg9K/7TlHQq1tAjScmC6dYPTlttfuIbpzajd8tYNIspx1pkx8b9CTBZ7EqXeAC+/nrQiaEg17Pafbb8u3NXhdv+3roNdQnf+vURM3ZshdtZYsidsS5Z4uomCIIgCB6OiFzBa3lw3B1V7nP7+w8jLTsdnoZ/iz6w5KR6vuB1IT8+NK7KfRrd9j6Op3mG1Ty6oS+GjotGVJwfdm3MxqofUhAaaUT/sZH44+sk1HVi69VDYEAADhw5Am8nsHlztQiCINQmq1atwmWXXaZer1ixAp06dZIOPgNYMunpp5/GVVddperbniknTpxQJYNY5oj1cVl2SDiFiFzBa3lmxutVJp7KyMmEJxLSb4LKsOwpItd3xoNAdGi19i266nUg1fHCcsjTM6pMPHUywzNqcPr46jDquvrYuSEbh3bkISis+NGelWZW/zdpF4Cju/Ph7YSFhKBedBQSTiYiN7/4+9KF+drLL8WF55+Lt6d9XidErtcRHg59nz6qbJDOx6fUJvPs2UAdcUMXBFdTVFSE1NTiWvZmxsgLNSY9PR1PPvkkMjIycMcdxcaYzMxMPPjgg1i2bJmqr/vMM89g1KhRJX+zfPlyTJgwAb/++iv69etXsp51cbnfF198oerpvvzyy3JG7BCRK3gtienJHmmltSdq3PMI6XO6xVHv44/gXpci6tIn1fuUOU8g568f4K5Y5q0FAisupF6KvEI4gwOJ6R5jpa2K+s38kZliwqalGWjbO7hE5JKTRwrRsJX3i9z7br4RF51/nnqdX1CA1z+ZhpzcXEy55071/q1PP8OiVadKcXkbaatWIeHL4tJcVRExeDAaXn89PAGWDPJ54glox45B16wZtH37oKtXTwle6549JZnaBUFwPEOGDEFycrJ6HVEm1l+oHp999pkSuoMGDULbtm3Vuvvvvx8zZ87EypUr8cEHH+DSSy/FbpaBa9oU+fn5uOWWWzB27NhSAtfGTTfdpETuJ598gieeeAJBQUFyKv5Dfh0EwY3R6fTQTPnIWPQ+0he8WbIUxm9D7rZFp94fc++YQ4pcy4zl1VqQL4lkakpAkB552f/FlmultxmMOuh08Gr6du+GcwcOUJba+599AfN+/wP33Hgdnrr3bvy4cBGuvfdB/LFyFTStTOd4EYEtWyL2yitLFp/oaGgWCyKGDEH98eMRNXIkDMHB0MxmhPXpA0/BcCkzsf8KE+vksmbuxx+j6N57Yf71V2i04JYpFSUIguNYt24d2rVrp5Zdu3aVuDBHR0er5ZtvvsG4cePQsmVLdO/eHZ9//nmVx9ywYYMSzxR0I0eOxA8//FByvK+++uq0z6BIvOiii9C8eXP1mhw/fhx33nkn2rdvj7i4OOXC+8ILL6Cw8NSk+Y8//lhyjGPHjql1SUlJJevmzp172mdRPF5yySXqs3r37q0sqfb112k57dWrFxo3bowBAwbgqaeeKpkEqAj2Ebn44otL1i1YsEC1uU+fPpg0aRIKCgqwdOlStY1W3aysLLz55pvlHm/gwIGqrbQM27dPEEuu4KUcOnkEJovnZ55N/ekF6Gi17XkxEr+8E6bE/Wq9b1w75a6cvW6mq5vokWw6dBKFDq7F60xSTxShzwWRStCWdWNu0yMY/yzxbI+GqujUtg1++mMxfllcnLBo846d6NimNY4cT8BXc9zXw6E28W/YUC2k8ORJnJg5E+3ffx/G0FNhAg3GjcP+p56C6T93Q09A17AhLN9/X/zGaoXO11dNVlhmz4bvtGkA3ZdNnv+sFwRPdVe2X/fKK6/g+++/V6Lt0UcfxeTJk5XY5VIeCQkJOO+885CTk4MpU6bg6quvxq233lpyPFoxy34G3XIpfim0GYvKY1CAMj6VlsxrrrlGWUbpEkw338WLF0Ov1yvBazuGbcLTarWWrKOwLO/7zJkzR8W70mJKC+v69euVsH377bfx+OOPK8FNYU5x+8cff+CBBx7A119/Xe73pQV327ZiowQFrQ2TyQSjsdgDy+e/kAyu27JlC9566y3MmDEDkZGRFZ4XHot9zjjpiW6cOd/ZiLuy4JW8PvdDeAO04ibPfECJ3Lh75iB94TvIWl08s+lJuFtM7sWvFc/YegtpJ01IPFKAi++IRVaqGQHBevQ6PxxteoWgKN+KA1srjz32dMLDQrF7f+n49ITEROw/dBh1kbz9+xHYpk0pgUt0BgNCe/VC7t69iBg0CJ6AErX/DT41loeqVw84efLUDr6+InIFwU147LHH0LlzZ2VNpcilmNy4cWOFIpdCkQKXAo4WSwo9JmQ699xzK/wMWkvPOeeckvdvvPGGEri2WFaDwaCE8Pz581WM62+//aaEqD0UvdWBcbJdunRRC92B+V147Hnz5imxa7Po+vv7K+HLpTKPoSNHjpRsb/jfpCSh6zLbSnG9ZMkS1T66JnOSgNbtVq1aqT45cOCA+ox33nkHjRo1Kvl79rft+MIpROQKggeQ88/PKDi8GfVv+BiBHYcri4Yn4Y4xud7Gsu+S0WVwGFr3CEZwmBEhkT44uisPfy1Kh4dVyaoxuv/+lTdwsV/HWfu6gN7PD3l79qhauQa7+CwOrrK3bFEC2BOxbtkC41VXwVKvHvQdO0KjtSXXuydwBMGTsMWYBgYGlqyzWWPLg5ZK0oaTcv9ZMjt06FDpZ5Tdvnbt2pLPpsAldFu2d7EuK3Kri/1n8ZgUubY22z6DYrpBgwaoX7++ch1++OGH0bdv33KPZ/8bZGsroWhlpmUKXwrm9957T4ldxuXSKjx8+HAldPlZI0aMUC7Nq1evPu1YFNzCKUTkCoKHYE49iuNvXYyoix5D2PBbkbttMTxK5AoOhb+dW1ZkqqUu8sCtk9Viz+jhw0qte/2TT7Fg2Qp4O6Hdu8MQGord996LyHPPhW9MDMxZWchYuxaFx4+jyV13wVMwM+Yuu9izw/Lbb0BICAwjRgBpaTCfRekNQRBqH5urra6aiSDokltW8Nm/ruwzbNiEnf3fcXKTC0VlZVmgqxKF5bWL7syElmrGwdJVmZbkxMREZeGlizQtquWV87FZXAn3Zxwy4f9r1qxRLtMUuYcOHVLlmeguzbjhkydP4pFHHkHHjh2VezeFL+N0Q//z1uGxylqHBRG5guBZWM1I/el5pM1/A5rFwxM08UewQQTTYANW700I5CyMPsUJpkxFp/qSMboGI1BU4N39O3/ZcmzZubPK/Xbu3Ye6gM5oRJuXX0bijz8ifc0amJKTYQwPR3CnTmj+8MNK9HqS9bYEkwmWr7+G2CoEwTugNZQZhe3dbA8ePFijY3Tt2hV///13qb87fPhwidW0W7dup4ljW/zt0aNHKz02j2nLaEzhaWszYRbj999/Xy2MC2aSKsYEM+6WbsW2z7WHFt8WLVqo4zLO1z4ul1Dgkttuu025SDOZFkUzKS9m1waPRWhJFk4h2ZWFOsWADn3ga/SFN8TqeqwPql4H48OXw2/rB/Bf9SpQL1ytNj42AfpzOrq0aY2jQtGqQYTHZSPW6YExkxsgvF7pGW6jrw4X3RaHgODKZ8Y9nV379mPJ6j+rXBISk1BXMAQGIu6qq9Dhgw/QddYsdJw6FU3vvtujBK4gCN7NPffcoyyk8fHxmDVrlhJuFWURrggmeqJ7NDMmf/vtt8o6yzhdmyBltmfbaxt0BaZF1rZfRbCcT25uroq/tbkH33vvver/119/XSXAYhytLaOzTfwyu3RFXHHFFep/JooqD1ppKWynT5+urNGMZ6ZVmNmWmTyLFl9adKOiotT+O3bsUN/dz89PZYIWTiEiV6hTXD18HIIDvKuGWORFjyOox5nFm7gCw/XnQT+kM0w3vw8tKaNkveXndTDe55wHdEiAL3544HKkfX4fvvvfJfA1GjD9ttE4+vFd2Pfe7djzzm1o3zAankJsM39YzBqS40tb9wvzrCout03PYJe1TRDOBp9nn4Xvu++Wu/i8+SZ8pkyBftgw6WRB8EAoPClMGc/KrMCMzaWAs2GzXlbHGjxs2DBcf/31CAgIUNmIGeNKsUjxZ4uvZckfCsbbb79dJchiEqfK4DG5D8sDUUi/9tprGDNmjNo2fvx4ZUHmcXjMCy+8UO37yy+/lOuqbOOOO+5QFtuFCxcqN2d7mKGZmaHpCm3rByblYtkhllricTkpYCtDRGhBJswqzVJCwikkJlfwSt64+VlEhhRbCO0J8PPHmzc/U1JK9IFPn0J6jmfHMBqCI6H38xwRYxjVE+ZnZ8K6cS9gOZWEQdsVD13LBkBwAJBTcaKK2mDKZQPRoVE0nvthDcb2aI0591+K1g0iMeblWcjKL8ITlw3ER5NHYtiz38ITCAw1oKiw/KRKXB8c5t2WXHLrVZOwYPlKHEtIUO/vnXwjLhg6uGT7z4uX4KOvZqCukLFhA07OmoXCEyeglSmxE3XuuWh8++3wBCxr1sB4zTWw/vMPtH371HfRN2kC/cCB0NatU7VyVTKq4GBVT1eoPiyNwnhCumxSZLBWKQf/NlEgCGXhNWKrAxsREVHhOoo42zqW+akMWjYnTJigElRRSG7evFllSSasT1vRZ9hDccnsxIy/peWVsarlxQVTPHLhZ1EMMxnfzTffrLaVJ0wpZF988UW1v6+vb6kY3WbNmpW4K+fl5anvXJ2szcyKTCHLLM20BrNEkA22m8mmyn5H1tTlYovZtUEr8tSpU1UfP/fcc1V+dl1DRK7glfgYjDiWfBwbdhfHKdgYN+giLNi4BHmFeep9XmFxXIa7EtLvCvi3Ko4HqQj/Fr1UzVyPITIEWvJ/Ewv2qfb1Op644v8dzHmdm+HWT3/Hql1H8dmyf5Hy2X244KVZWLa9uOTMFe/8iMRp/4NBr4PFA+KFWSf3nEujERxuQE7GKTd2vQFo1S0YO9ZmwZtpHBuLPt27Yuq335WsMxoMWLF+A7bv2QuDXo/rJ4zD59/PQUGh92fvZp3cQ6+8gpjRo1H/0ktVjK49vvXrw1PQt2ih6uRa7Fz7OJ2jo/i96SaYH35YCWCf++4TkVsDaPWhyB07dqyyUqWkpOCFF17Al19+qbLV2mfHFQQbjActay0sbx2prlXx7rvvVrVxabmkkGUZIsLat0OHDq30M8pCy29YWFiV+1HgEgrh6hzXtn9F1PR+efbZZ3HfffedZqnmBFNlk0z2AtcmihkrTAFuS0IlnEJEruCVvPT9O/jfJbegWf0m+GLRd8gvKhazY/uOxLJ/1yAtOx2egF+zHkrEmtOKrVPloff1rMGItice+kEdYTmUiBKTOi28EwZBO5EOZBVPQDiS0AA/JKQXZ2zNzi9CTkER4lNPCcHMvELkFZoQEuCHjFz3nggh6YkmxO/Nw2V3N8Tuv7KRlWpScbgsJ0T2bc6BN9O7Wxf8s237aev/3bmrJJvy0P790L5VS2zeUXWCKk+HdXBDunRBo/8sFJ6MjiK3HAuttmcPdJGRHPVB272bqU850gTyHP/88HRoKWPtUJZCadeuXcl6ZmtlvU7GGdKiKwjOgO6/N9xwg7JgsmYukzNR+NIyWVWmZU+F4rY2XIurK/7rKiJyBa8kMSMZT379Cq4cdhleuelJfPjL59h7/AA8jbwdy2AMa4CTU6+rcJ+YKytPnOBumD+aD99vHoCuaT1VO9dw2QDo2zaCflQPmB78zCltOJiYgYt6tcZbv23EoPaN4Wc04OLebfD6L8XF3bmOM7yeIHBtLPs+Gd2GhqNVtyAEhRlVPO6xPcV1cs0m97dGnw0N6sXgZFKxK5uN3fsPlEo0lZiSgmiKojqAT3j4adZbj6WoCPrOnWH5zw3dhq5VK47wWANECV31vwjcarF9+3ace+65pQQuoSWIFl5uFwRnMWrUKLUwqRLdjZm4yZVU5RoteA5e8isoCKdjsVrwzdI52HZ4F+6//DYs3bIaeie4wtYmedsXI/ryZ2EIj4Mlo2Jrrieh7TiKoqvfgPGuC1VxV+PkEdD2JcB058ewLrErF+JA3l/4N35+eBzuHtUL9cODcN2Hv+Hz28coN+bsgiKM7t5SCWBPgsm2Ny3NUEtdQwcdQsvEff22dFmp9/5+fpXWS/Qmgtq2RVFiInJ27ECwXRIXT4Ruysbbb1cWXeu+fYDZDF3jxjAMGQLL4sWqrJBhzBhYFi1ydVM9Biay2bdvnyqxUjaGcOfOnVJrU3AJVbnqOguxjnoPInIFr2fLge149LMXcNfFNyEi+PRkVG6NZkXC++OhFVXsgpc880F4GtrOYzDd8ZHLPn/+pv0497mZGNKhCZZtP4I1u4/heFo2HrywL/x9jHjk2+X4YOHfLmufUDOOHj+O4QMHVLjdx2hEp7Zt8eXsH+pE12Zt3gxzdjb2Pvoo/Bo0gKGMZSSsXz/ETpwIT8C6bh1MmZkwjh0L48UX088PWmIizF99Bet/JT0sv/2mxK9QPZgxNi0tDZdeein+97//oWnTpiom97vvvlOZbjdt8qAcD4IgCBUgIleoE2TkZuKFmW/Bz8cPhSbPSjxjTj0GryMyBEgrjoktISIYyMwFnJToaeXOo2qxsXZPPC7bE++UzxZql1Ub/sLt116NiRdfiFm//KYyZtoI8PfH/266Hqnp6Th0zAvvpXJgYqmYsWMr3B7wX8ZST0HbuROmnZXEUovArRFMkrN48WLceeedym3ZRtu2bVWsrn0JF0EQBE9FRK7g9VDY1guPgl6nR2p2useJ3BJ0evjENIPONwjW3DSY04/DE9EP7wLD+EEw3f5hqfWGKwZDF+AL89s/ObU9QX4+aFYvXGVSjk/NRpqDyxcJtU9mdjbemvYZHr3jNlwwdIiKx03PykT96Gh0ad8eRqMB9z/7Qp3p+sDmzdXiVbAcCGOq09JKZ2UXakx6erqKv126dCkyMjJUCaF69eqphD/clpCQgLi4OOlZQRA8GhG5gtdC1+QbR05Cj1ZdYDQUX+pWzYp98QfxxeLvcOjkKSueW6M3IHLMQwgdfD0MAadSxJvS4pE+/3Vkb5gDT8J40wiY3v75tPWWL5fAb/VrML/zs1MGsXERwXj/xpG4sGcr+BiLMzharRrW7Y3HPV8sxqZDJ+Hu+PrrUVRQfn1ce+Ja+iPhgOck0ToTlqz+E8dPnMT4saPRpUM7BAUEKqG7asMGfPfTr0hKTUVdxJyTA81igU81ymq4JTodDBMnwjByJHS+vii86y4ldA1XXw3r1q3Qtm51dQs9DtbGXb9+PaZPn47w8HC1lLdNEATBkxGRK3glfj6+ePrq4ljVmcvnqZq5FqsV9cOjMbTLQDxz9UN45LPncTL9VPZVdyVm0usI7jYGmWu+RsHBv2AtyIYhJAZBHYcj5qq3AJ0B2eu/h8dQLxwoL2txoQnwMwJhgfQvd2gTAv18sOKZq9Vrxt9uP5YMs8WKFvXDccPQLlj57NXo/vBn2H/SvUtNNe8cCINBh53ry7h+2zH4siglFLxd5JJd+w/guXfed3Uz3ILcfftw9N13kX/4MKJGjEDTe+5B4YkTiJ8+HS2ffBKeguGCC6Dv1g2m116Dz513lqxnPK5x8mSYROTWKtnZ2Qguk8RNEATBExGRK3glQ7oMgMlswhNfvYxCU1HJ+h1HoOrksobupQPH4OPfvoA7Y4xuhuCeF+P4mxei6HjpmLTcTb8gf/8GRI59CNkbZqskVZ6Atjsehkv7w7yrdHykfmxvFqh1uMAl1w/tggKTGf2mfKXq4dpYvuMIPlv2L76/9xJMuWwgbvjoN7gzmckmjL05VpULOrD19H4755IotOoWjAWfu79V+mxp2bSpirvNyDpV79hGo9gGMJstOPlfWQhvx5KXh4PPP4/oCy5AWP/+MP1nxfaLjVX/Z/71F8J694YnoO/bF+Yvv4S2a5fKxm5DO3oUuoYNgYAAIF9CDKrDunXrVGIpZlBOTEzEXbSK25Gfn69ict94w7PK0gmCIJRH6dzxguAldG3eEb+uX1RK4Noze9XP6NbC/ZNrBLYfgtytC08TuDay130HzVwE37j28BTMHy+AYdIQ+Ey7B4brz4XhyiEwvnI9fF69AeZ3f3FKG0Z2ba5q4toLXHuemrUKo7q1gLtz8nAhVv+UgmFXxKBR64BS2wZeFIk2PYOx8MtEtZ83ExgQgOcevA8mU/nnMyQoCFPuvgN1hdxdu+AXF4fYSZPgGxNTaltQ+/bI3uKcUl21gS4kBMj4ryyWfRgDY3QNBqBMCRyhYnJzcxEfH6/ibm2v7ZeioiI8/fTTuPLKK6UbBUHweMSSK3gl9SPq4cDJwxVuP5GWqBJSuXu2ZZ/opig8+m+l+xQe3aoSUhUd3wFPQNt5FEVXvg7j3RfCePsYwGgorpN73zRY/3BO6YqW9SPw94GKrZt7T6SphFRccisQwu7Cnr9y4B9owIhr6uG3aSeRdKwQ/cdGol2fECVwEw56v5vykH59sGnbduRWYNGjG3NAQACaNmyII8c9M2FbTTBlZcGHSZrKQTOZoNlZRN0d69Gj0HfpAsuJE6VErn7YMIAW6lzHe354C+edd55a1qxZgwMHDuC6665zdZMEL6CgoEAlMGMdcqPRqGK8/f39z+qYhw8fVmWuWrVqpZKklUdqaqqq9xwbG6vKYJWFZbE4ecNs4ax9a8+ePXvUb0KTJk3Oqp2CeyMiV/BKAnz9kF9Y+eA+rzAfAb7+bi1y9f7BsJ7MqXQfxuhyP09C23YYpltcFzsZEuCLrPzKz3tmXqHaz91FLvl3ZSb8A/W44Ib6OLIrDy27BmHR10k4vt/7BS5pEheHo8cTKt3nWMIJNGkYVydEbkCzZkj48ktYCwuho8XTzo05bdkyNPAgS53l55/hM2UKUL8+4O8Pw+DB0DVpAn2fPjB/5Lpa257MOeecoxZBOBusViuOxccjOysL+SYN6fkWRAQYlLgMCQ1F40aNoK+hp8VPP/2Exx9/HHl5eYiMjFRi9N5778WLL75Yar9XX30VzzzzDFq3bq0mbC644ALMnDkTvr6+Jce58cYbVcZwrlu1alWJWE5OTsaIESOwcuVKuQC8HBG5glei0+mh1+lU2aDKqOkD2Omw/XqdyrBcyU4q+ZRQfXhtsGQQl8owuPv18d8lQjb+kY6AYIOKwV38bRLi9+eXbFMGMC+uuuLrW3qWviJ8fOrGTx7LB9Etec/DD8OvQQOYMzOR8O23SF2yBIagIER4kMDRDh2C6fnnYbj8chWTaxg7Flp8PMzvvAPr33+7unkew59//olvvvlGidvmzZur1xXBfa6+ujgxnyBUBAVuekYmftuRg20JhbBogEEHdI7zw9iOxT84TWtoKT1+/Dh+/PFHVbOZrF27FkOHDkXnzp0xceJEtW7FihV47LHHVK1n1nmmtbZXr1546aWXlPAlDz30EL7++muMHTsWo0aNwmeffYb77rtPbbvnnnuUcG7WrJmcXC+nbvziC3WSD+96Fd5AvUmvq6UyCg7947T2eAtHPiqddMUTadc7GEPGlY65JKOuq1/q/a6N2Vj1Qwq8FVpx+/XojjnzF5S73cdoROd2bfDtj86twexKmj/4IBLnzUPaihUoSk5GYWIiwnr1Qtw110BfxnXP3dGOHIH5rbdc3QyPdymlhS0nJ6fkdUVwH0Go6nqiBZcCd8vxU15RFLq295d01qn9auK6fKddBnUyYMAA5W5MsWsTuZ9//jn69eunBC5p1KiRcr3/4osvlMhlbDmtu4MGDVLbKZK3b9+uXi9YsEBtmzFjhpzgOoCIXMEr+WLRd6qMUFXk5Lt3PFfW2pnI37e2yv1E5NaMuz9fhCD/qgf6aTnunbWVZYGWfV91GazMVDO8mVUbNuLWq6/E+DGj8cOC32G1i90M8PfHPTdeh4ysbOw/fAR1BZ3RiAYTJqhFECgIbKKA2L8WhJrCGFy6KNOCWx5cP7JdsNqPLsNnCuNy9+/fr1yPbWzevFkJV3t69uyJ1157Te0fERGhhDVfh4WFlfzPyRtacVkLOjMzE0eOHFEC2ubiLHgfInIFr+SvvZvhDRQe3qQWoXb56a+9XtGlWWlmtdR10jOz8Pa0z/HIHbfiwvPPxa59+5GelYn60dHo2qG9Ckt44LnSMV11gcKkJFiysqAPCFBuyzpmI/YQfN99F6ggeZY9RffcA6S7dz1rQfA2mGSKMbi03JYH12fkWxBrPvPfJ03TMHnyZERFRZVKksbs4IzXtSc6OrrUtosuuggPP/wwJkyYgC+//FIJ2ylTpqj3jMnlJA8TVvF7MBEbP0PwPkTkCl5L52btsf3IbvWgLEvbRi1xODHerZNO2fBt2BGWzJOw5BTXurTHp14LaBYTzKmla84KVXNu52ZYvv1IKaufjQFtG+Hfw4lun3QqNNKI+k39qmXJTTrq/tf62bB49RqVXGrChaPRpUM7BAUEKqG7Yt0GfP/zr0j6r1ZsXSBl0SKc+O47mOzqAjMWN2bsWMReeaVniF3Gw2dnw7J6NbTKkoVJduUzgoP733//XVnJCgtLPxu6du2qEvkIQkUwizKTTDEGtzyhy/XhAQa135lC12UmjGIMrn2GZVpeWdPZHiaqsm0jn376qSqHxbrQ77//vlr/xx9/YMuWLcoF+oMPPlDuz+PHj8dHH32EJ598Uk62FyIiV/BKujTvgNG9z8O2w7vK3d65WQd0bNoO8/6cD3dG5x+MBjdPR/wrI8rdrg8IQ9RlzyDh7YvhCejaN4a+WwtYdxyBtvUw9IM6wnjbBUBwAKx/7oT5nZ+BIsdbJs/v0hz3ju6NpdvKLzN1XudmGN6pKV744U+4Mw2a+2PQpZXPQBt99Com19tFLtl94ACee8d1WbvdgZSFC3H0o48QOXw4wnr2hDEsDJb8fOTs2IGkX36BKSMDTe++G+6O6b33YBg+HIbzz4d27Bgsy5fDun49gwFd3TSPh3GSgwcPxo4dO9CyZcvT3DUpgEXkCpXBMkGM62aSKfuYXBtcH+CjU/udCXfffTdmz56NpUuXolOnTqW2sVwQE1TZw/e8jmmdJRTFb7/9tnrN+ulMTPXJJ58oN2Ze97Z43SFDhmD16tVysr0UEbmCVzK82yAs+7fiB9fSLavwwnWPub3IDe42Fvl7VqsyQeVReGQz9P5B8GnQGqaT++DO6M/pCJ9P7yrO8mvUw/zMTBgfGw/r6p3AiXQYJg4G/Hxhfv47h7dl8rndMH1ZxfWHpy3dgvUvXuf2InfvPzlqKY8GzfzQd3QkYhr6ITneuwXugJ49kJyWhn2HiictfH18VHkLs8WCuoRmsagsyk3/9z9ElYm5DO/bF5GDB6uMyw3Gj1fuy+6Mtm8fzPv2AV99Bf2AATCcey6M116rhK5lxQpoe70j5MAVUDjQrZNZaRm/KAg1hWKRZYJsWZTLZle+sGOw2n4m9XIZN8tyQLxO6VVQlvPPP18JWPukViwZxDjd8izHLDfUp0+fkjheCmDG6TZs2LAkXlfwTkTkCl5JXFQDHE89WeH29JxMBPoFqORUhaYiuCs+9VuhKHF/pfuYEg/At34rtxe5huvOheXzxTC/+SP053WDzzs3w/zCLFi+K65Vp+vQBL7fPuQUkdsuLgq7j1fsvnoiPQdhgX4I9PNBnpu7LJclvJ4P+o6KQJP2gTiwJRdLv0tGTrp3x+0O6NUTO/ftKxG599x4vXq/YNkK1CXyDx2C3s/vNIFrI7BVK4T364esTZsQM3o0PIKCAliXLVOLrnFjGK+6Cr7PPIPCu+5iVhpXt84jyc7OVpYtEbjC2cA6uLYsyirJVL5FuSjTgmurk1tTGDf74Ycf4s0331RJq+iqTGJiYlSSKHLHHXdg2rRpuOSSS3DrrbeqfZYvX65cm8vCOrssH8RkVTYuvvhiVYv3+uuvx9SpUzF9+vSz6AXBnRGRK3glPoZqlMjQ6WA0GN1a5Op8/Kq3n7F6+7kSXdN6ML88WxVttS7eDBSYYF17yp1c23kUMJmB8CAgw7FZr/19qo5J1EEHX6PBY0RuYIgBvUZEoG3PYBw/kI957yUg9YT7XttC7VN48qQSspXB7YUnTnhW9/v7Q9+vHwzDhimha1m5UmJxzwK6KlNMZGVllYp1FISawIR+rINLiyoFKZNM0ZJKF+UzseASukDTlZiWWS426Fb87LPPqtc8/rp161Q2Zbog00WZyaM4cVMWlgp69913S7lN8z2PxTq6rK0rrvnei4hcwStJSD2hEk8dTyl/MNcythmKTEXILShOVuCumBL3I7Djuchc9mn5Oxh94d+yD9IXuX8coi7AF1qendtsXiG0sgKS7/0ZH+ZYkbs7IVUlntp1vPxakb1bxiKvyISMXPeP//P116HrkHB0PicU6YkmzP/spCotJNQ9LHl5MAQGVroPE1AVJiTAE9C1bQvD0KHQ9+0LLT5euSlb160DyiSdEWpGXFwc/ve//6Fz584qC21Zd02KBVrJBKE6UNCeTZkge2hZrQ78vLeqUTv7+eefP21dUFCQEsiC9yMiV/BKVm9fj5svuAZHkuKx62jp2K36ETG4dfS1WLV9Pdyd3C3zEXXJkwgbfgsyl08HNGvJNp1fEKLHv6CyLhfFFxc6d3v0OsCgr/i9k/hm1XZMveUCbD2ShFW7jpba1rJ+BKbdOlrt4+4w7nbEtfVRlG/FyjkpOLDVves+OxK9Tq8sC0SnK/3eBuN0vRpmCtc0FZtb2T6aB/SDzzPPQNegASxr1sD01FNK5Aq1A61ujFNkhtp//vnntMRTEqMoCII3ICJX8ErW7/4H3Vt1wTNXP4Rdx/YhPjkBJosJDSLqqczLhxOPYe7qX+DuWLJTkPz9I6h39dsIPecaFB7apEStMSIOAa0HqDIbCe9NgKfgv/LVSt87i7nrd2NMj1ZY+ezVWL3rGHbEJ6PQZEGrBhEq8/KWw4l4Zo77Z1wMj/FBQJABfgF6DJ8Yo5by2P13NlbP8+4SOg/cOlktNkYPH1bqPXn9k0+9Pk43dfFitVRG1Ijys7W7EzrWrQwOhmHkSLVUhNTJrTmLFy9GSEgI9u7dq6xagiAI3oiIXMFr+fi3L7Dt0E4M63oOerfppqw6yRmpmLXyZ/z+91KYzJ4Ra5nz1w8wJR1A+PDb4N+6P/T+wbBkpyJn06/IWPIRzOmV1JB0I0zPfQcElLYYlIuD43Ft3PDRb1iy7RBuHNYVl/RuA6Nej0NJGXhy1kq8t+BvFDA+2M2hW/Ky75OqVSfXm5m/bDm27NxZ5X4797p3crazJaRLFzR94IEq9/P/r8yGO2P+6ivArxq5BqRObo2h5bZbt24icAVB8GpE5ApezZodG9Ti6RQe2YLEL26DJ6OSTbkZ367eoRZPJSvNrJa6zq59+9VS1/GLjVWLN2D9+29XN8Fr6d27tyrTkpqaiihazAVBELwQEbmCIAiCIAh1BNbHZdxtp06dMHbs2NNicPv27Yvx48e7rH2CIAi1gYhcQRAEQRCEOkJ6errKsMzl2LFjarGn0RnUNxUEQXA3ROQKgiAIgiDUEUaOHKmWqsjMzFQZmGurPExZVq1ahdzcXFWn1GKx4MYbb8Ty5cuVdfm9995TNVcFQRDOFOfX7hAEQRAEQRDcmjlz5uCJJ55wyLELCwtxww03oHv37ur9zJkzsWLFCjz66KNYunQpZsyY4ZDPFQSh7iDTZIIgCIIgCILT2L59O2JiYkqsxL/++iseeeQR3HHHHQgICMCyZctw/fXXyxkRBOGMEZEreByzHp8Gd6HlBwmuboJb4L/Pfc6JNvtxuAu3vtrc1U1wC5bPnunqJrgF37Vu7eomuAV+M+V6qOuYzWYUFBSo13RVppvy888/r95T5BYVFbm4hYIgeDririwIgiAIguCkpE+vv/56yfuvvvoKzZs3x5AhQ3Do0KE6cw6Y2fno0aOYMmWKst5GR0ejbdu2atv69esxYMAAVzdREAQPR0SuIAiC4NZomqYsPffff7+rmyIIZ8Vjjz2GiIgI9TotLQ233347brrpJuW2e/fdd9eZ3g0KCsLs2bNV8qldu3bhm2++KemTtWvXYvLkya5uoiAIHo64KwuCIAhuSUJCAr788kt8/vnnyso1ZswYVzdJEM6KP/74oySZ05IlS9CvXz/1Pjs7G7GxsXWmdw8ePIjk5GSsXr261PrIyEh8//33+PnnnzFp0iSXtU8QBM9HLLmCIAiCW8XqcYB70UUXoUmTJnj55ZdVxtUTJ07gl19+QV1GLNreFYu6ePFinHvuueq1r6+vOr+MT3WGyzQnkGq6rTbZu3evctWuaNvXX3/t8DYIguDdiMgVBEEQXM6+ffuUmG3cuLFy32zZsiUWLlyIsLAw5bpYr1491FUoOl566SW0bt0a5513Hvbv3+/qJglnyKBBg3DXXXfh3XffxXfffYeLL75Yrf/rr7/Qs2dPGAwGh/ftDz/8gKeeeqrKbRMnTsSrr74KZ7Nnzx4Voyt4BiaTCRkZGUhNTVX/870guAPiriwIgiC4FFpp27Rpo1w333jjDYwbNw5+fn6Ij4+v0xa/+fPn47PPPsOCBQtUxtm3335bWbjrsuD3dN566y3cc889yg2fXgpMwEQ++eQTPP30065unnKbDg4OVq/5v+11bcFauFdffbWqk8vPatSoUantzKpMsTR37txa/Vyh9snPz0diUpI6jzoAVk2DXqeDBiA0JEQ9p/jcEgRXodPoHyMIgiAILoKD2i5duiAvL08NgG+++Wb1niKXwrcuiV1atCls6cpJi8g111yjYpFZM7Qu9YNQ+6xbtw7ffvstdu7cicTERAwbNuw00fLbb7+piSZed47g+PHjyk1727ZtWLRoER544IHTElLx3rdlWhbck6ysLBw5ehTpeRasO5SPrScKUWjW4G/UoXOsH/o3D0BEoAFNmzRBaGjoGX8OJ0N0Op1y5y8Pq9UKvb5ip1RKHP59eZOIxGgUW583I2dXEARBcClRUVGqnAgtlhR4dNvkYnPlrCuIRbtuiQQmX6Kgq2yQXpvk5uaqiRLG3dpe2xMSEqKsyVdeeaXD2tCwYUM1YcOkU1dccQX69OnjsM8SHAMnQyhwdycWYu6WbFjsTGUFZg1/HSvApvgCjOsWAuAoWrVseUYWXYarjB49Wnn57N69+7QEbvfdd59ybafFmJMlDz74YMn2f//9V13HTFjIBGaffvppSSgAhXP37t0xffp0KVXl5YglVxAEQXArTp48qSyZFLyHDx9Wg+FLLrkEo0aNUpYeb0Us2t4PxeWtt96qLKr27sG0nN5www0YPny4w9uwZs0aHDhwANdddx3cgfISblH4O0v8CzXj8JEjOJqYgQ9Xp5cSuGUx6IA7B0Wgaf1wNG3atMYTfn379kXnzp3VtWovcilsu3btimeeeUaV3Vq5ciUuv/xyfPzxx2oChfTv31+FvTCfA+PgH3rooRLvhCeffFKVqvrwww/l1Hs58gQRBEEQ3ArWDH3kkUdUllW6NtLdjAMUW/yit1u0mVn22LFjyppNd21bDVHB8+HAnOd469atpSZsKHyfffZZp7ThnHPOcQuB+/vvvyux4u/vDx8fn1ILLXiC+8EQCk7M0EW5MoFLuH3d4XxkZWfXKBkVXZAZtsK66BS5ZaE4bdasmUpUyHuI18pVV12lchbYXJGZyI3XOBMXjh8/Hn/++afatmPHDjXB9Morr9T0qwseiLgrC4IgCG7LkCFD1PL+++8rd2ZHWJE4AKso5svZ0KXuwgsvVIu9RTspKUkJ/bpg0fZmWB7rxx9/RMeOHUvFCvbq1UvFzNKi6YwMy0eOHMFHH32kMnXTfdOekSNHKguZI6EljeKD8ffM4EyhW7ZeruCengi8ahmDWx22JRRiTIdg9Xfh4eHV+hsmZOM98L///Q+PPfbYadt5n/A3wR7Gl7OeOj+H1xLvLYpl+7hd/k/L7jvvvKNc8yuK1xW8B7HkCoLgNmVSOPAThLKxi4wB44w8Y6sckQiHx6aAXLVqlVt1fl21aHszFHe02BP7ATZr53IQ7oxBN9tAV9AlS5agfv36aNWqVanFGdm7mfyKsZa0vnHSZujQoaUWxioL7gcnYZhFmUmmqgNjdK01qP+8du1aNaHJyb2K7gUmTYuJiSm1jtcsRSsnAymQ6a7MSRx6xHz//fcYPHgwPvjgA1Wirl27diomNzAwUMXtMqO34J2IyBUEwS3gAC8zM9PVzRBcGI/Kupwc3LKcCoXt2LFjlQDlQsuSbWa+tuFgav369co6wAEQs8syMY47wbbRjZmxaqyZK3gmdEGnNZfYD+Jff/119O7d2ylxqJzMYQKov//+WwkBWrbsF8bAO5q4uDiH3c+C46CAZJkgP2P1JmOYbZn7V8c7gVZYTmRy4iMiIkJN/FAcU7zaJoFslL12bO9t9xQTTTE5Fe8peibYytO99957qk71pZdeqp7xTExFTxnBOxF3ZUEQnCJgbrrppkr34Y+YUHdhTOKuXbvUgISxiatXr1bW/VmzZqnBCJOFDBgwwCHWXLpG0lrKBCYc8Dz11FOYMmWKyu5Md8rzzjvPbdzaHGXRFpzD888/r64nxgzSgsTYQF7rtGBxUO4MWDaldevWLr2mW7RooaxvdDG98cYbXdYOoWYwTII23C6xfiqLclV0jvNT+1cnvIIWWi5MwMbFFl9LAUtXZ7r5X3DBBYiNjVUWW3v4ntezzQuBk5V0a7bBCVNmDqd3DO81imAmfJswYYJ6f/vtt8ul4IWIJVcQBIfDHyrWX+TgqqLFGXFognvCQQyvDw7y33rrLZUlc+bMmWpQw0HInXfeqSxdtGQ6Cg6Q6CbJJE+0ltKixRIvI0aMQMuWLVW73AFx6/dsWDKHSXDoqUBr6owZM9QAntZVZ2RWJnRV3rRpk5p8dBUU9qyVy8lPfv+yLtMifN0TJgVjPCvr4DJ7cmVwe/9mAQgNCVF/V52JD0522y8sC0S3dr6mwLUlTluxYkWpv126dGmJC3JZ6K7MGuy2iXZbfC5xVoiA4BrEkisIgsNh3BcTq7CWHWNlyoM1G+lSJNQ9MjIy1Kx6o0aN1HtmXGXMlX3ZCVpx6W7mLGspZ/a5sN4irbuMEWO2T1cjbv2eDzPG2koIuQK6aPIaZ2z3mDFjTksIRBHMpFCOhNlxaVmriCZNmjj084Uzp369eirDMuvglq2Tay9wuT0i0FDrMd6c9Jw6darKrszkVBS8nBTlhFF58efcjzkNbFAkMySGf8u/4fEE70REriAIToGCgT8sFYlczq5y4CXUPeguTEs+Y7J5DXA2vkOHDqX24aCKcVrOhoKbcVzVTZxyNohbf93CFm9oD71aHE16erpKfsWFk4tc7LFNNjkSJgC67bbbHP45Qu0TEBCApmoS4ijuHGRUZYKYRZlJphiDSxdlWnApcLkf9z9TaAH28/M7zeJLrx/WvqXXD92XWVaIXj9lefzxx9XYg+75NpiAivV0OXF52WWXuUU5LcEx6LSyT1hBEAQHuSwzk21Ni8ILdYMnnnhCzfjfc889FZaV4M8VBy21nb2ZVgEOmFwN49HowsoyQRVBN1dal8sKE8EzYLZXWo4Y/81rryyczKFXgyC4O3wWMRaWdXDp8MssykwyRVFBF2U+z89G4ArC2SIiVxAEQXA5HPBv3bpVuZKV56LLUjrPPPOM19eHpcs+s4tW5dYvItczYf1juuffe++9JaWE7Bk0aFCdyE/AGMrLL7+8wu1MzjV37lyntkk4M1hnnJmRbTWe+YyuTgyuIDgaEbmCILgcWugYV/Prr7+6PMGPO7VFcD3Ovh7oQrds2TL1f0WJp84//3zs2LHD4W0Rah9bdle6XLoSuixz0ogJr3g9vfbaayrR2rx581SyH2d4LTD5lD2FhYVYs2aNyqhOgeusRFyCIHgnEpMrCC4gJydHJR5h2ZS6DAfsX375pSojwWQoTIIibXGeeOMMvK+vLzwBDoA5+L322mu9+tq86qqrVJbnyuqLisD1XNyhPiw/f9SoUQgNDVWlVpich1B4z5kzR4lexqI7OhnhuHHjyr3+6eK6ZcsWEbmCIJwVUkJIEFwA3dVYL7Guxub+/PPPuOiii1QGTcZaMvshy7b88ssvdbYtzobx0UzydM011yhrjrtM/rC24YYNG0qEAMU4J4Q4GH/uuee8/npg4iGJW/deOLHJuHJe666C9xhjfxcuXKjcgu1hySwKXVcycOBAbNy40aVtEATB8xGRKwgOhHFzrMFWdmFmSYoM23tnZLN0Nfv27VOCgd+d9epYe5SDLAqtyZMn13qZAU9piyvhtbd+/XoMGTJEiUiW6ElOTnZJWyi0mzdvrkoFMea0Z8+e6v7hoPuGG27A6NGjlZtnXb8eaNF2ZL3giuKlmWRGOHuYBZYikvG4tJyWrQ/Lep6Ohp4JrCnK+MmyNUJ5zdOV2VVwcmvBggWSaV8QhLNG3JUFwYEw9T0TMEyaNAnDhg0rWc9BBC25thg/b0+mQ0sYC7pTvFBI0U2NfeOK5Dnu1BZOdDChEksalK1V6azSPXv37lWZXlkL9qmnnsKUKVNw8cUX4+abb1ZWnrKDYEdx9913q89jQh5auR5++GH06dNHCc9t27ahbdu2Xn892OD353dmWa3evXur/2nRZi1IZqGmOHGE2zZLGDHz786dO3HHHXeo0hqslzp//nz1HKMV8t1331XtEc4M1uZkmEBFOCN8gBm8t2/frl6Xvb8pMOnJ4Gg4ucZ73R5e40ePHlXX/59//unwNgiC4N2IyBUEBxITE6OsT1deeaWKQXrhhRfUIIYD6DfffFPVaqsL8DszFm337t1qcNO5c2d06dKlzreFVhOKGfbHF198cZrroDPgIJcxoFwotimkKHhpQaVl9a677sL999/v0DYUFBRgz549yk3Z399frWNtWraJGZejo6PrxLVps2gz62xKSop6361bN5X0itZsTkZw8uHpp592yGdTxO7atQsjR47Es88+qxIDMTaZsdC08D/55JPK0s5JO2eKfV4TnTp18oqMrfQUcDWDBw9WgpL1Q2lRZj8vX74c77//voqF5fl2NPSOGDt2bKl1nDxhYi7Gv/P3UhAE4axgnVxBEBxLVlaWduWVV2rdu3fXdu7cqR07dkxr2LBhnep2s9ms/fLLL9rFF1+sGY1GrW/fvtpLL73kkn5wp7YUFhZqjz32mGrH3XffreXl5Tnlc6u6Brds2aLa06VLF4e3JT4+/rS2sH2xsbFaXbse2N8TJ07U1q9fry1ZskTr0aOH6oc+ffpou3fvdtjnWiwWzc/PT/U7+fHHH1nuUjt8+HDJPtOnT9dGjRqlOYO1a9dq9erVU23g0rlzZy0hIUHzFjIzM7XNmzerfncFPM8jRowo6V8u7dq1U9edIAiCNyAlhATBiTBTK91Tb7vtNmW5q6u1Lk+ePKlKpNBiePjwYVxxxRW45JJLVMZPZ7tuu0tbaEWkCyqtGbT22LsRhoSE1Hom7urWW7XVPnQkbANdk2m1tXcjpkXRfh3bERER4bXXAy3adFtnYjqbRZtum7Rosz8cadFmhl26bdssyIzb7Nu3L5KSkkr2oZX3sssuU/87GsZk05OA5WyYJIn/s4YsvQ08GdYT5b3MZGqE3y04OFglgKO13tllc2ihP3bsmLruXFnWiO2gZ4unZHsXBMEDcLXKFoS6xq5du7Ru3bppTZs2dXVT3IIVK1Zo11xzjRYQEKA1a9aszrbFarVqr732mrKohIaGamFhYSVLhw4dHGJJ4ue5A7Qq2VuUKlqcbVl19vXgaos2LacZGRnq9cmTJ7UhQ4aU2r5hwwatf//+Dm9HQUGBsirn5uaWrFu1apWyans6Dz74oDZo0CBt69atWlBQkJadna3Wr169Whs8eLBWl0hNTdVuv/12LTg4WN3fer1e69mzp7Z06VJXN00QBC9ALLlCncTZNTeFqsnMzFRJT5wV7+dObaEl88Ybb1RlM5jYhwl/6hK0YC5ZsqTK/Vg/89xzz4W3Xg+utmgzqRVjJe+5555yt7OkEmM5WQLH0QnZaEW29zLg6/79+yuroydDa/mPP/6Ijh07Kg8Nnl9acnkPsG4ts1g72nOCMNb+0ksvLXU/sY/pZTRv3jynWFQZG8xkZ/fdd59KLMf7jCW86EmxZs0adS8IgiCcKSJyBa+lOhlK9+/f7+pmoq6fI7rt1bYrbk3KVdgyxTLj6aZNm9SAk+V0nDHQJPz+HHCypMeXX36p6rPaw2uWA9/AwECntIeDbRt0mWam4bqIK65Nigxmk65OdlxHhDqwVBDF9DnnnFPuvcJQi2eeecbhbtuuFvuOhC7nzGzMBEsUtUzsxWcOXdS5raioyOHZq//991+V9HDz5s2nbWMyqh49eqgEZ46EGbzpfs7f4LLnkKKXbt2ffvqpQ9sgCIJ3I3UABK/ElTU3awoHOZzVr4twYMdSSs6GA2VaDijgGOvHOESKTF4rzOJKi5Ez6sXSYsU6rMyWu3Tp0tMErm0fWn8cAbMZP/TQQyXveY/QWmpbKGZcaTmj4LYt9L7w9muTIoeZlKtaaOlyBBRd5QlcQuH1+uuvOy1OnaKW2eltCzNel13HTNieBn+LaK0k9nH37FvbZKyj4eRvRc+U1q1bq+2OhrHvfAaXN0nB53BiYqLD2yAIgncjJYQEr8RVNTfPBFpI6KblzVRlobIN9hxloSoLrXMdOnTAo48+qtyDadHg+++++05Zs1gr9KWXXsLbb7/t0HbQXZHW4/bt28MVvPbaa6e57LN27ocffqhe//TTT5g6daoqfeVoKLjnzp2rBvvlXTO02jEZUnUsnZ56bTLZVNmyKs6iPEupq7CJ/argRIynwYkT/jb99ddfymr7yiuvqFJNnHT9448/nNIGTqYx0R09RMr24bJlyyqc6KhNKKZpUWbpMPvfY3quMJSI2wVBEM4GEbmC1+HKmptlYbxRVXUR7d1DvRVaTFnjkjGNw4YNK1mfnp6uBn1vvfWWeu8MKxEtgqwFyXNDF2AOppjRlG2xfT6FLy28joaWMy6ugtZjukjbw0HvxIkTS4QdJwK8WXC707VpNptx5MgRtGzZstLrd926dep5VpswizYzLLsDrhT7joaTrcyYTXHL+2vGjBno2rWr8j6iB4kzGDhwoMpkfMEFF+Cxxx5T1xstp9OmTVPt4H3maDixxPrxtF7z3uNzmJO9v/32m/IeeeeddxzeBuHs4fOIz43cvDyYLVYYDXoEBQaqZ3ddDXUR3AcRuYLXQfFCIWsTuKRp06bKvc2ZAtc2aOWPNkuQVISzYj9dCfuelgoOaurXr6+EChOb0DL25ptvqvgwZ8FYLwo5W4wr28bX9iKGyXdY2sOboYjjtUdrsg1bKRMbHITTwufNgtudrk26cA4ZMqTEYsxQhvPPPx87duwo2Ydu9FdffXWdLT/mDdDN2lZCyBXwvufvEq9tlsayQYvq77//ru41Z8CYW1qNv/nmG5V4jq7LFOBTpkxBbGysU9ognBn0AjiecAIF+XnIN2nYl1yIQrMGP6MOrWPy1DgsICAQcXGxHulxIXgHInIFr4PuTnQBttV7tA3oif06ZyQt4aC5V69eeOCBByqcpbfVK61taCGmcKCVsqIfGWcm12E//PPPPyp7J78vP9deYDkLzjAz7o2ugXTPZCIyXjPMnstYbUK35VatWjm8LbxOq7Ke2a7d2oZ9QMsJZ+JtM+6slckMujboum0/WeStgttdrk1XhzLwmUHx4w4ZrnlP/vDDDyoxEa26jJXnBAQnQmh557VBK6R9XKtQPXjP8zlI12ROrDDun++Zx8KZ8Nwxk3xdyybv6XAC+MiRo0jKMWPVgVzsOlkEC4tA/YdBl4P2DXwxuKVFieFmzZqq57kgOBsRuYJXYktQUhb7dc6K/2S2yk8++aRCkUuxQdex2oaCnoNDZsqkq2d5cYe25DrOyiBL4UAB8fnnn6vyERQVroDJlmjBYL/zx/eLL75Q1nZm++QPOAWPM+LjaKmrbjbd2obfPS4uDsuXLy9lzbFn4cKFTknu4w6C212uTVdC68uFF15Y6T7Oem6yTNGrr76qJiIpbpnZma7r48ePV5Nzzz33nJpErCocxN1o1KiRan950IOgWbNmSsAzL4CjklDxOqf3wvTp01WWZy6ugM9aLnwO2aAoordCeUn4BNfD80OBuz+lELM2ZcFkPX0fCt7tJ4qwJ7EIV/RgOA5DMFpU26LLCS5ONM+ePVtdH3SrZ34Vo/GUZDl69Kh6LjBLN63+LHvG328bnDzmJNiBAwdw1VVXqYSj9vA9Fz7rBe9FRK7gdbhb0hI+YCuLn+MPvL07Ym3CeE+KB1qqaBVxRkKR6sCasMx8zVgs+x8uZ8EBM7O17tu3D5dffrkauDPpEa26tGYw+RHdRr39WqW74h133KHqdjIu0J5ffvlFDSJ43TgadxLcrr42XQkHi0yEVhnOCq/46KOPsHjxYmU1fvHFF1XpIiYNZHkvwgEt41k9TeTSq4fuuLz3GJ/L/mTiOwpOxqQzdOKpp55SSam4r6POMyfYXA2fvUwKaS9yec9NmDBBTQx369bNpe0TTich4YSy4FYkcO3hdu5384AIBCScUEK3OnDSnb8/TP5oc6HnhBfvG5uApdGAtbR5r6xYsUI9J+yTpt1yyy3qXrr//vvVM50ha/RqI3xucKJOBK73I3VyBcFLsblBM9nWFVdcgZUrV+L9998vZbW17SPxfXUTuqfSZXvNmjVq0MAENLSmcnacgoIDBMalOgMOVjj4qEhwM2aWgpvt9VbK1octL+Mx19GyUdv3rDs9C2hRZiIimyv/3r17VaymfVkvujGzb2ip8STGjBmjYqo5iWIPQ0s4+fb3338rLxI+pw8fPuyQNvAe57nm59li3p3Nrl27MG7cuHIneBmry8zLtqRzgvv8XvC+m/tvlrLUVpfOsX64vGuIuqerSka1aNEidV/T08De+83ey4deHJwEY4Iyhi6Qiy66SOXb4H1ESzAnhvncoEcAczmw7UxmRg83lvHihGqLFtUT3YLnUremqYU6AR9wJpNJuX65GxyQ2R7MfOAzwZGjYawVrWB00aULJq0GFLu2HwdXwh8uWjJptWBZDWf0hzucExv8UaardFXQpdoRCZDo/suEL5999pkSkMz6SssS6zZzFt2ZGW7pnsqJGLrXVyS4nSlwXXVtlhdqUfa9sxIDudIl0pYYjvB12cExr11n106uDWxW27LQc4SCj1muaZWipZWvHWE556QRJzMotG+++Wbl9m0PLam8/x0JJywqEjz87XYHS7Nweu4EJpliDG5N2HmyEKM7BKtJq6oSitmyjZcN77K/VihkmZDPfgzDMAt6JXHsxzEgn9u2ygUMfaE4J3R7ZolJEbh1AxG5gtfBJBoUK5wl5g+4O7ik0I2GMVa7d+8utZ7uMxzwODrhBwdKLIVC9y9aCCgc6J7r7D7g4MpWGoI/QrTOMP6V8MePIstZyU9cfU5scaZVlcThzDNj5mpb5Obl5anBALNKc/KjohhUxnNXlh3cGwS3u1ybrnRfZ//bl1ByNfbJAzm4riiZoKfBgffPP/982v3G64/nldc84w1pgXKUazjd/pmLoSKcUbebbeCzlxY7hgfYoEjh87eisAXBdbBMELMo2yeZqg7cf39yISJC86vcl2MTWlppqWVMLid4OcnI32qbqOX9UTZZJ13eWc2Ck4S8d9q0aaPE8GWXXaZ+V2jppYcEPQg++OADJXT5WXSZpzgWvBMRuYJXwqyNLHbPWUHGdEyePFllcCwvGZWjodsV3Qs580hBw4Eyf8i3b9+u6rFyYElLlTOyuTLmizFtfPAzTpcPe2fBQZX9wIrJT/gjw0EOf5DowkchTitzXTknFE/MbloeHAAycQYHxLasz7UJZ9UZq8RsuhV5PXCwSdcwZ4hcwkFMZYLb269NV9aHpcBmKZeyiEW7dnniiSdUwhvGG9vH5M6ZM0fVziVvv/22ilV1FPwNsMU2uwomFGMtck4q0qLcoUMHNXHBCS5ecyI83A/WwWWZoDOBf0fPhCr3KyxUE/D0cmIIC+s3061+w4YNKhkV4W91WS8A28QftxGG2fC5zbh2eiowZIvxuhTO9ApiQiveY4zdZTI4imDB+5CYXMHrsMWW0QWV7o82yxAfsBdffLGy7nJm0FmlJ/hw5ez9tGnTTtvGOBHOYtNKx+yAzoqxo7Ci0N24caOyEjo6Do8/PFFRUSWlYghjwSiuvv76a/V+9erVatDDHzNvPSfVgW56TLLDLL8U20y4QRfe2oaDCFpTevfurQYPZTO50o2ak0PvvfeemkV3NLw2/vrrL4wYMeK0bbx3aVHmrLu3X5uu6oeKLNq8F5xt0eY9SOtLVTirnFFtw8kTClm6J9NCzYmUu+66q9xz7kjoyUGrGGFiHlfAe4y/0YcOHVJWO4reJ5988jQXasH17D9wABsPpGPe1vKzg1fG5V2C0btlJFpVkXyKSTo5wcsxiS3xHyeA6EJPTw4+q+nOTMFqH7NN8crfdT4/6Z5MmMWcYx26JvP5zUlU/p7yGHymc2KFk9yMfS8vhEDwfByTn14Q3ACKWD4waZ2gCwsHbgcPHlQDCcb70TLjDOgyw3jDiiw3fPhyVr+24bHtU+rbQ2HLjIS05FUVI1Nbgornw979jpZ2uoTaYDuqqhnr6eekKtdlWnnoak9RwYySbIMjBC6hmzKPz4kgDrDLDjwpcHmPOEPgEma03rJlS7nbeN3QK6M6rryefm26qh8IrdkM8yjPos0BJgeXznhu2izafH5zQMoYZMZjc5394okCl3DigAN39i0H9JxYKCtw2c82q5QjWLVqlRr8s2SRzYuB+QnY5xS/zoLeRXwGUWyzP+hdZC9wKX4pYATXExQYiNYxfjDU0D7A/VvF+CEosOowC3qY8Z63z2xvux5Y8pDwN5ETgfZwApKTbzaBSzhpwnr3zBg/f/58NXlse+bbx+tWVNJL8HxE5Ap1ApYoYb1aZq7kAJIDpK+++sopwoVxIpVZPrp3767EtyPcD23uPeVBSxWzWJb9sXAE/CHhLCpnT23uwkeOHCkVA8g+cEYyCFeek/KgtYzWUk688HzRuszrlK7UjoafyTgllk6ia5hN2HDygzPe//vf/+AsvvzySxVSUBG0rHMfb742XdkPFFScXLFP+MJrg6KX6zjw5MQQvT+cwbp169T1SUHIQS3j9DhZWVfg/eioxFoUCzyv9913n7rPbbC/+btBbwF3Yc+ePcqrRXA9TGIZ4KND+wY1S+rZoYGf+jv+fVWwJBiTRNnq1PO59PHHH6tr0/YM5gQsfyNtk318PtsmZsvC33quZ4yvzaW5U6dOaqKbcKKX5QQF70RErlDnoDWCoqKqepC1AWcIOZtYGYz7ZHyIIxJwMSbFNvvpamgt5OQC4ztplWFCMLrp2aDlkhkSvfmclIXnhrFxdM/jgJMTDrZSCGynbWGSKEfeDxwsvPHGG+p6ocCiZYfWbGfBvuZ3rMxFkdcKB7zefG26sh/czaLNc0JPFIpdlhVh21gvVzh7aJnnfc9wDE5e2MPao7SsCkJZGAcbEBCIwS2D4FNN9cD9BrUMVH9XVfkgW9IzGiBYMo75VJhQismi5s2bVxJixmcSc2cwrITil3/D0lzlxbHTM4aTZPZeH6+99pqKy6Vo5oQmDSCCdyKJpwSvg24o1bFAOSpzpT2MtyqbFbQstsyhjrBeM3kS4y4ZX8k4ZFfy9NNPq5lczqDSimCzHNpiDVlSoqpMw55+TspCAUt3PMJC97Zi92Whu2Ztx03z+9kECwcJnOmmBZcDX8at2/qH9wmTxDgSzrbzGqCbZEWx8tyHizdfm67sB3uLNsWlKy3atGAyXpVtsZUSohsry38IZw/ve5u4LXud2SY7BKE84uJiVYmvK3qEYtamLJislQtc7lcv2Kj+rrpQvF566aXKosvfHgrdsjA7MhO48feTk4IVlXjj5CRd8u1h3Dfd45n/giK5bD4KwXsQkSt4pchlTdjK4CCybC1GZ9a9LIsj6l7SWknLIONQmEmYs5V0TXNE+ZHqwIETBVR5yZxssYbOwlXnxJ1KxvAHvnHjxqet5ww5F0cK7LJwIEPrOZMaMaFIebDWM8sJefO16ep+sFm0KWxpxXWVRZsTLLw37J/PDC9ISkpy+GfXBej6TU8Nhm7YC9rU1FTlGkzrlyBU9FvUtGkTFvLBzQMisPpAnqqDa19WiDG4dFGmBZcCt1mzpjX+DaPVt6rnHMc4nMSvDLomV5STgvkvBO9GRK5QJ6Erb0WZh71FxNjiblljlC6wTPBBtz/GvNgPbDioZu1cR8JJBVoIqoIzqo6eeHD1OXGnkjHu0g+Es/K8NmfNmqXqOdvDxDwsZcRt3nxturIf3MmizXNSXl1ctsF+nTO8DLwRm3snM6szMQ/FLb2fGJtPy5ajsncL3gHHDC1btkBAwgnUCzZgdIdgVQeXZYL8jDqVZIoxuHRRpgXXVRPrgiAlhIQ6SWXldbwRDhoZc8mYFVq67UUuLXV0DXQk7OfyrIZlcYbV0BNgCRUbPFfViWXyhu/MeNg1a9aoe5ODb5vbKusXM4aKtQ+9/dp0VT+4E+52TlwBrVQsf1JV/oAzhZMIU6dOVV4KLLdHd3UKX4ZMOOozzwR6LrAyAv8X3A8+m+j+npuXryahOPHELMqcLKsLv1uCeyOWXEHw4rqXhINAxloyK2pVmVsdDZMssS0VuQk5a8bX1eekbOmDuXPnlrgIlh3gc9DAuKPqDPprAq2XjNWuCg54mdHXGVZt1ka11bWmyy7LSNBl7eWXX3a4xdtdrk1X9oO73Bfu5mXgCpjx1ZF5I+iZwBAWd0+6w0lZWpcF94RC1hllCAXhTBBLrlAncaYll2U3OEteXuY/wgQLHFw7ItaN5WAYZ8eSOBS4TZowlsb5scn8HNblZcH1H3/8UbnJ0SWTLpHOcAF1p3NSFooGupJffPHF6j2vSWY+tRW6p7CgNa+23UQZl8zrojLoGsqayt5qLXPHa9OVuNN9YUvMxuR5FP6MrWNiLG/ClmTMHvv6oI6GMbnMpExLLhP38DexUaNGcDbsA/ZFWREuCYEEQTgrNEHwMiwWi5acnFzpsnXrVq1hw4ZOaU9sbKx28uTJCrf/9NNP2mWXXVbrnxsfH6/5+/trb7/9tma1Wsvd59ixY07rBxtpaWnae++9p3Xt2lULDQ3VbrnlFm3jxo1ObYOrzkl5hIWFaVlZWRWek1WrVmkDBgzQnMmuXbu0Sy65RNPpdNrNN9/s8M/LyMjQnn766ZL3ZrNZ9YOzcfW16ep+cKf7Yu3atVq9evWoANXSuXNnLSEhQfN0jh49ql144YXq+rJ9N/slOzvbKe345ptvtMjISM3Hx0dr1KiRFhAQoPn6+mqPP/645iwWLFigdenSRX1u2X4YOXKk09ohCIJ3IiJX8Do4KCxv8FB2cYa4o3ihiKmMnTt3ah07dqz1z87MzFTHrgxXiFx71q1bp7Vp08apbXDlOSkLRRUHmvakp6drjz76aMn7AwcOaM2bN9ecwfHjx5WoNRgM2nnnnaf9888/Tvncstehq69LV12bruwHd7ovSI8ePbTLL79cnYdFixYpMXTnnXdqns7YsWO1c845R5s7d662fPny0xZObDgaPlMoLN944w2toKBAreNE6M8//6zE95w5cxzehtTUVC0oKEi79957td9///20fvj3338d3gZBELwbickVvA53iudyZd1LxjJxcUd2796tSlV8/fXXKuaTyXSchatrstpDd7zMzEyVvMOWpIPuooy9tHcppLumI+FnvPbaa3j77bdVbCpLxZx//vmoi7jy2nQl7nRfeHOdXMY8r1271in1hiti3bp1GDp0KB544IGSdTznzMLPPqYLM931HcnOnTtVeSo+cwRBEByBiFzB63BlWRZ3q3vpTjC+bvbs2UpAbNq0ScWifv/99xgyZEiFg2pvPydhYWGq0P3y5csxatSoCttSVS3AM6WoqAiffPIJnn/+eTUhMm3aNEyaNMmp58MdcJdr05W4033hzXVyeb8zs7Gr21DZde2MGuHu0A+CIHg3InIFr4M/nExpXxXOqrHoqrqX1ekHZlN1BqyvScsFk5owcQ2/LwUesa9RWhdqkZaFmYvvuOMOlfSICafKtoUJp5hlt7bJyMhAjx49VI3MRx55BLfddpuqq1y2Zqyzzol9XVRel2XrpDrqnnW3a9NV/eBO94U318llTXIm+OKEiqtK9TDBFGvFv/vuu+q+pxcJ+3zBggWqXUzE5mh4zzHZFT+P950gCEJtI9mVBa/D3WosSv1POSfVvT769++vymXQXZPufMwsWxfqw7qyLdIP7lej153OiSNKA/G+5oQS2182g/DWrVsdPpkyZ84cVTqIE1xsB8UmJ0Tz8vKU8K5fv37JvhMmTMBLL71U622gKzqPzVrAnFSi5d6ewYMHKwEsCIJwpojIFbwODtRYZ7I6MbnnnnuuU9pkMplK6l6y5qmt7iUtJ45yrXanfnCntrjynFS3LbRQsS20cMj14djrw52uTXdoizvcF+7QD46Cfcs+rojJkyc7vIwQ486ra61t3769ctuvbVi2aP78+RVuZ7m70aNH1/rnCoJQdxCRKwiCIAiCIAiCIHgNEpMrCIIgCIIgCEK1YYw8qwOkpKaiqMgETbNCp9PD19cH0VFRyg2dXkmC4CrEkisIgiAIgiAIQpUwKVxiYiJSU9NUwrK9yUU4lmFCkVmDr1GHxuE+aBPjqzJ4R0VFqhjvsrHnguAMxJIrCIIgCIIgCEKlsE72wUOHkZefj7WH8vH3sQJkFZQtBZWPMH89ejb2xwCrFdk5uWjRvJnDY80FoSxiyRUEQRAEQRAEoVIL7v4DB5GZk4+v/8rAiSxLlb0VG2rAtb3DERYcgFYtW4hFV3AqInIFQRAEQRAEQaiQEydOIDE5BZ+tr57AtRe6N/ULR/2YaMTGxla5P12hWY+bGbgjIyMxZswYVXrLnqKiIsyYMUOV2uMxr7nmGlUKy16Qf/XVVzhw4AAuv/xydO/evdTff/TRR+jZsyf69u0rZ9yLESd5QRAEQRAEQRAqTDLFGFy6KNdE4BLuz7/j3/M4lcE60azPvWjRIiVaDx8+rMSofc1kCtxhw4bhjTfeQGhoKP744w907txZlTyz8fDDD+OTTz5RlmPuy7JZNtauXYsPPvgA3bp1k7Pt5YiDvCAIgiAIgiAI5cIsykwy9c+xgjPqIf7doBaB6ji0zlZWR7px48b49ddfVeIqwv/fe+89VTeefPHFF/j3339x8OBBJYQpnPv3748pU6Zg5syZap/p06fjzz//VDW+U1JSlFX35ZdfVgL5lltuwdSpU+Hn5ydn28sRS64gCIIgCIIgCOXCMkHMopx5WpKp6sG/49/zOJXRoEED5OXlwWQylazLyMgo5eb8888/Y8SIESXuySxTNGnSJPzyyy9KiBcUFCgxTbFMmjZtipMnT6rXL730Es455xwMGjRIznQdQCy5giAIgiAIgiCUC+vgskzQ2RCfYULb+pUf47777lOClLGydFNmTG1gYCCmTZtWss++fftw0UUXlfq7Fi1aIDc3V8UNx8XFqbJFjNft168fduzYoVygd+3apSy6W7Zswbfffqu28zgSl+u9iCVXEARBEARBEIRy0TSrqoN7NhSaNXWcyqBIXblypbLotmnTBi1btlSilALVRn5+PkJCQkr9HWNzCa3AtpjcK664Qi2M2b3hhhtw880346233lKuz4zn9fX1xQUXXIBNmzbJWfdSxJIreBTMmJeQkKAecLZ4DWdBN5js7Gw1S8hkBq5siytxp36Qtrgf7nROXIn0g/v1Q9m2CIJQPXQ6PXyNZ3e/+hl16jiVcf/99yMsLAy///57ybqnnnoKV111lbLw8r4NDg5WLsz2pKenlxK7PA4ttExG9e677+KHH35Q1t1LL70Ud999t3rP7bT+Msa3R48eZ/XdBPdERK7gUXBwZIuzcBVMa9+oUSO3aIsrcad+kLa4H+50TlyJ9IP79YOtLbXB9u3ba+U4Qu3QqVMn6UoH4Ovrg8bhPrSjnvExGoX7KOtpZezduxcjR44stY5uy8nJyUhLS0N0dLRKJmVv2SV8HxUVVaqM0MCBA9Vy/PhxvPrqq9iwYUNJiSL7eN0VK1ac8XcS3BsRuYJHYXNR4SDFNmPnLLKystSD0dYGV7bFlbhTP0hb3A93OieuRPrB/fqhbFtqi4arZ8CVHB90NU6Mv86lbYid8xVa7PgVLkdErkOIjopCm4JChPnrzyj5FP+uTYwvoqMqzqxMWApo2bJlKvGUjw9FNbBw4ULlvkyBS+iCfPXVV6uyQO3atUNOTg6+/vprtb487rjjDjzxxBMlyasobBmPS48Oxus2b968xt9H8AxE5Aoehc29jYMjVw2Y7dPau7otrsSd+kHa4n640zlxJdIP7tcPdcltXhBqA7oQJyScQM/G/li2rzjutSbw73jf8TiV8corr2D48OHKIk8rLJNMsXYuE0XZGD9+vMqkzAzJzLL8999/q3JAzz333GnHmzNnjnJtZjyuDcbrXnfddRg8eDCWLFmC9evX1/j7CJ6BiFxBEARBEARBEMqFZXqioiIxwGrFrsRCnMiyVLunYkMNGNA8QP09j1MZzZo1w549e5QL8dGjR3HxxRerkj90RbZBsTxjxgysXbtWWWJZPohityJX6C+//LLUxBbr5Hbt2lW5Rr/++uu1FroguB8icgVBEARBEARBqBAmbsrOycW1vYGv/8qoltClwL22dziCAgLU31cHuimff/75Ve43YMAAtVQGrb7lwaRTUjrI+5H0goIgCIIgCIIgVCwY9Hq0aN4MYcEBuKlfOIa3DlSxtuXB9dzO/bh/8+bNJKO54HTEkisIdQBb6QwuFotFlfGg2xDdeyIiIqrMeCgIzqSgoKDca5XxXFL6xfGYzWaVpIn1KPPyC2C1avDxMSIwwB9BQUGqhIfEtQpC3cNoNKJVyxYqQ/FgfRoGtQjE3uQixGeYVB1clgliFmUmmeIzgi7KtODKc1twBSJyBcHLB6usH5eckgqrxYzUAg0ZhRpMViDQR4cGgTokJSerQSuzJ8rgVXDlRAyFVUpqKvLz8mDWgHyLDhYr4GsAAvQajiecQFRkBCIjI1WiEUe0gXUTmaiE9w7FndFogL+/v5oMsmX79FaY0ZS1KDMyM2HVNCRkWnAovQgmi4aIAANaRfsi1E8PvcGI2Ab1ER4eLmJXEOoYFKzMVMxyPZmZmfDzT0Xb+iZomrW4nq6vjxpPcFKyqhhcQXAkInIFwUvhYP3Q4SOwWK3YmmLBX8lWJORqpfbx0QOdIvXo1yAbuTk5CA4JQZPGjWXWVXAqRUVFOHj4MMxFRTiZD/ybrsPBbMCKU8lCQnyAjmFWdLKkIjU1FTExMWqQVRsWRVqLWYMxNTUNJlMRLDojTJoBmk4HvWaCb1Y2kpKSEBIaipjoaAQGBsLb4ATDkWPxyCkw44ft2VhxIBc5RaWfF6R1lA/Gtg/GQIsZaekZaNqksbLuCIJQt6CA5YQjF0FwR+SXSRC8ELp6Hj5yBEezrZi134w8c/n70aK7OcWqlnbhOoxrmQ2z+RBaNG8uQldwCoWFhdh/4CCyiixYEK9DSmH5ojXbpMP6FB02pmroHgH0Q7KyPDZs2PCshC4ttkeOHEFefj4KdP7I1UfCBB9Af+qYOs2KAC0fluw8ZGcdVPUVvWlgR8v1sWPx2HgsHx+vz0BOUcV1MPelmvD2mnQsP5CHewdZYTIdVO6LInQFQRAEjxa5TO399NNPn7Z+yJAhuP3220vep6Sk4Pvvv1f1rUjr1q1VoeYmTZqU+jvOns+aNQv//vuvms1n+nAei0t5n1ns4x+FHj16qGLQZWMJ+bksCs204tzvoosuUunHy+OFF15Q+3388cfK7ao2sbWZM/7Tp08vJRg4Y37rrbcq17iPPvrI4wZLrEn2wQcfqLTsgvvBOLojR49if6YV3+8zw3K6MaZcdmdo+HK3Cde3A44eO4amTZqIK2IdFJz0AOCzia65dF93ZCwVBebBQ4eQXmDBvKM65Z5cFVZNh3/SgBwzcB4yVDurm7WzLIz5PXToMPILi5BGcasrPzZd0+mRpwtCnhaIUGQjISFBrfe0Z3dFz4tj8fFYfiBXCdxqPi6w5UQhHl+YjJdGxeDI0WMqIY3E6QqCIAjuQo1HL8nJyUqU9u/fH5dccknJQtFpY/78+WjZsiV+++03dOnSRaXppnsZ61ixgLP9fi1atMC8efPQvn17VZiZgysWdGZtrPI+k+v5NxSQPB7dzGzs3LlTHYMB8RS2/ME977zz8Oabb5b7Pfg5v//+O2bOnFktYffQQw/VuJ8o9JcuXVpqGz+P/cDteXk1L6rtauLj4zF37lxXN0OogIQTJ5CSb8Wc/dUXuDbiczXMPWBCTnY2cnJypI/rCBQ6hw8fxr59+5SAO3HihKpRyMk6Pk/tn7O1CY+dV2TGL8eqJ3Dt2ZOlw/pknXrWUpyfCcePH0dBYSFS9REVCtxS6HTI0oUgVxeo+skTn9/28PeWAjU+w4xPN1Zf4NpIyDLj3TVpyM/LVbH/giAIguDx7spjxoxBq1atTlt/8OBBVZfq7rvvxquvvnqa5ZQDEnLgwAG131133YXXXnvttONwwFXZZ3bu3FmJ3L/++quk1hVdyP755x8EBASU/A2FLq2lDzzwQKlj0dpLYT1x4kRlab3jjjuqFHYUxCwcXRPGjRuHzz77rFTNL34e17MN9nCQ8OmnnyqxHh0drSzV3bt3L9m+bt06fPHFF5gyZQq++uorNQjt1q0bbrvttlKuYlUdh3BQyGLaPCYTqlx77bWqT2nFufnmm/H444+jU6dOpc4r1/G8ctKAf8++IxdeeCGuuuoqtY7ficdkwoFRo0Zh5MiRpT73p59+wpIlS9Tgavjw4bj88svhaPhZFGxMkMDBOhPW0ALjiiQytBzRe8G+LfQ4oMWstrLSMmnPyuMWVOJxWKVFNzFPQ1BqKkJCQmqlXYL7Xqu85/m81Rt9EBLZAH6BIdDp9TCbilCQk6Ge2RTB9MKpTasu74X0jAz8m6ZDtvnM3I23pAPdo4o9gpgIpSbQc4heNZm6UJh1NehfCl2EwA9FSE5JUR4Pngq/P8/zB+vSYD7D58XmhEL8eTgPgwxJ6rdErLmCIAiCO1DrfmgUlBSZTz311GnbKMRsAxHbfs8880y5x6HbcmXQUmybibdBl2N7gUs4eCvrIk0oPCnmbrzxRmzfvh2bNm2CI+Dxf/75ZzUII3TfpnVkwoQJpfbjwLZXr1749ddflcWag0qK90WLFpXsw7gxiluKR35PCldOENx55501Og4HtYMGDVKCvUOHDuqcsJ27d+9W5SGYYIUu3PZQmFM0t23bVh2PCQdsVvyOHTuqz6EVnZZrbm/UqBFuuukmNbFhg+KYgpzntmvXrpgzZ06F57+2oFDgZAD7LjcvH0VmC1JSUrF37141wHMmjB/k5E5iUhL0Rl/4BQajoLBIXaO0aNUGnOAosAA708/O8rY+0aKuJQoBR4k5hhbQcrhr1y51fngNuRK2iYurcMW1SqHJzzT6+iOiflP4B4cpgUuMPr4IjqiHsHqNkJOTWzJBWZtxoMxevCPjzI9h0XTYng6kpqXX2NrMZ7IGHfJ1pX8zqoVOh1wEIDsrS93XnkpKahr2pRThQOrZfYffdueo7O2O9P7g+eU1w+eGq58VgiAIghdbcu+9995S1idabZs2bYqNGzcqiyDFUmXY9jvTLJULFixQVgWKpbI8+eSTSrBx8EyBS4ulPWvXrlXCghZOCmNaIil67V2uawtanin6vv32W2UFnTZtmrKAlu2ft956Sw2W6NpsK43BGfH77rtPxQ3boOj45ptvlJAlzDB6/fXXY+rUqdU+DvfhQJoCIzQ0VK2jRd02cJg8ebKybFOUsnQGB8K00D744IPKMkxX8E8++aTEkktefvllNQhZvHhxibVnwIABKraax2Y/0339f//7nzoOueWWW5SgdiQ8PgdeMbGNERBUXNvRarEgNSkBx44dQ5s2bZxm0eWEDDMdxzVpCR8f31NlUzJSkZycVFJ/8kzhsTjY/yvJUmM35bJsT7PigibFovlM4x2r6gsOWINDwhAY7Iuc7CzlLcBQhLITVc6A3/PEyZPq2uAzqXHjxk639LviWqXFmPd3WP3YEnFbFl//IASEhCtRyOdNbVlzKbAO5QB5NXRTLsuODB16RFrVd6ElsfrZlNORS4F7hkmrKI5DtRx17TDLs6Ph/V2bVlIej+7Wa4+cvWDcl2JCVqFVTaA6wvuDv3uHDh1Sv23sA7adv0UNGjSo9c8SBEEQ6rjIpfut/eCX7qm2rK4cqFYFB3Nl9/vuu++U1dMGhZvtuPbCmvFitIhSaNksuvZQWHFASIFL8UpBTKutvVWSrtK2ZFMUWxRsb7zxRskAm1YLilL7QTldlu2FHa2h9lbUiqBFk4KRbaDYZXvoVmrPmjVrlNi2r/3IRF20eHMQZRu88fvbBK5NRFOc2vapznFo1b300ktLBC5hAi9bEi9uozD98ccfMWnSJPzxxx+qPzgpUBELFy5U55RuzzaLGAfPHJRwsoFWZU5I0N2aScjOPfdc1RZHDg45kOV3Dg6LQGDwqYGX3mBAVP04xB/cpwbujhBx5Q3S2D9R9eJKBC7hgC00PAq52Zkqbv1sRC6T+ECz4lj22cdPMuvyyTwNMQ6w5NKtnQI3ql4DhIVHqXVhEdE4fvSgEnqcLHMmHOjz/qbg9g8MQnpqkhKV1XmOefq1SndhiliDsXLx7B8cjvzsdHUN2z83zgZTURES8s5etNHVOd9afI9Vl+IauBYU6s+81i6TURXB57RneW3DtnJSlp/D88+Jhtq6D3XQcDCtdu5xWoQbRDrGwlocF66hUbNW6vmZkZaClJQkNT5wxaSYIAiOn4gTBLeLyeXMKt3fqqK8/ej2yhuEmZZfeeUVvPPOO6VELoU1RREtkFu2bKnQTYzJpsg111yD5s2b45577lFijQKCg7TZs2crK7JNsPLGpBXghx9+KBFytObQFdc+8RQHGvbrqnKptsH4WwpmxtLSNbhfv35YsWJFqX3ogmWLLbZhy9zJbTaRay9eic2qQkFZ3eMogRFVLC7Kg5/BvqMgZb/xf2ap5sx5RXAATlfmsWPHllpPwWwTC3StpoB599131fEp1t9+++1Sor22B4fsl4DA04WjXm+AX0CAwweoNmyfQxFVFl7zbGNBXvZZfYbNXZPuyrVBnlmD+b/rqjaxJesJCQ0vdR0Hh4QiK6PYrd+Z0PrEz68X20idC/5EJycmqP50ZGZhd7hWzSYTjAFVW97ougzoas01t/ha1VBorZ0BUaHl1DOwOtj21c4yYseq0xdPLjkQPq957oOCQ5TY43O4NgaStj7ILKidpGLp+ZzUdExfKAtxaDh8fYt//8Ijo5GRlqzWi8gVBNdgM7Bk5+SiqIiTZnym0mjih5DgIDXelPtT8Ko6uUw09PDDD6vYw/KsrDaYNOrRRx9VLkgUooSZmLnQwkqRW5mwpqWWQolxoPYJksrCmFMOEDg4oMiltZgCm26z9nAbLbw2kUvXUXurLd12aa20X1ddeJNTLNJNuLxMz4Tij+6a9rAPOZih62R1qc5xaOHmREFl0GWZ54KxyswEzYRRNsobYPHYHOxV1j+0FNNtmgsnGzj5wP33798PR1AyAVDOIFRZms1m+Ps6xwrAGGZbW4zlWM3MZtNZCyrbeTHWki7jcQwOEHm2JGm05Pn5n+p/vrf1kzNheyi6CgvyVXvy84tFrzNnpF11rep0emjViGUt3qf2ZumVyyn7vpa6mMepSdtO7Xt2fv06TXP4RAh/e0huTraagKzNc0B87OoBnw08jqP6gvdoUdGpSR6TqUjdF1KbVzhTaER57733HN6BNNRs3rwZ3gS9QI7FH0dBfh5yi6zYl1yEk1lmFJo1+Bl1aBBagNYx+cr44R8QiMaNGp5moBEEjxS5FEd0jaWLLi2j9hZDZj6mSxldV+m6y+RGdG9lSR17IVedchAURx9++KEq68Osx4RZeynMbC6wnKn+/PPP0bBhwxKrq81VuawYYxKndu3aKfFHd9rahpmJ6UbNpFEVfZ8bbrhBJZmhgGcfUBTTcmwb5FSH6hyHfU4xzyzIPBeE7t90Q7T1E63qtAizr+gex0kJGzyntMZxscVU8zPpFs1zccEFF5T0P+OHGTNM6KrNbMpsBycVGANN121HwQEQJysY8xoYElpqAJafmwNTUSHCYp0T08V+YnvYluj6DUsNVDlgy8/NPmvXbZtADPO1zaeeHRF+OoeITp57xpbSWhrToKFyP8zJykBOdqZLYuw4COGPMd2leY1Q8PKZ4UyR66prNTg4CBmZmdC0epV+38L/vAyqyrVQXfhZynrvQ/F8dv2shwZ/Q80Ej21fo2auXumg8qDI0llgNDp2ooz3C5/LnKytzXrutkFnozAjDqWfvYW+eaQPAvwdM5Cl9ZrhQiePH4Gvnz+ys4rrI9eW67xQ92D4GxdH48ywF2dAzxIK3Kx8C37flYO9yUWwljPc4NxZmxhfXNDeivz8/Uro1ubzSxBcInL5g7x8+XIlcmlVZPIh/pjSWsfBJEvb2O/HeFi6udIay4y8jP1ktuPbb7+9yhuCya4GDhyIZcuWqXI0ZOjQoco9lwtdmvk5zOLLwTqPy4RX5c3esQ1cKIqZRKm2oYivzMpJgcjYV7ru8jsxAzP7jSKxJlTnONyHLuHssz59+pS4nTAjc9kJC55HCnR7scNj88HNc8uJAVsJISb7uuyyy1RZI547Jrqi+7JN5NLdmxMItK5TALP8k6NnUimaaNk+eeyQin01+BhRkJuD7Mx0dW3UVume6gzqGU/H2M8UQLWFFt38vBzldsdBt82t/EzhOeKsafeYXGxOOTsXxLhAHaL8dQ5JIsO+oDfBkaNHcfzIgZL1vGYqc6N3FBRb9CbhjzevSwq5M02I52nXKq85CnyWCgoIiajQipuXnab6pTZn48NCQ9GhKAMbUzSV5fhMaRFCKyJqdK3aJhVMefnIx5mdax+YlEi2D6lxFI44/3xe6A1GtK/vh9WHzy6WNshXh4ZhRoe5JtrGAgy54YRYcFCQep46K5xAEIT/BO6xeGxNKMBvO3NgqiRChMJ3dxIzt6dhbIdgQItX60XoCm4tcilqbC6/FUErCF17GXO7bds2NailuClrIeV+8+fPVwN/WhJp5aUYpAXS/ge9os+kyGLGXpt1gbG4FLZ0saVY5kCall2bhYLusixxYxN2ZWF5nopKdfTu3VslpqppP1U0aKfQK7udApuu3rb6tvx+9tYJvmd2Zns4w8/j2M9oV3Uc8tJLL6mkWbSu01JL4Vo2cyvbyL6jldYeWmJ5XmkJZj9zcsCW1ZqTE5xI4ACKYtc+UQ5jkrmd8c08Li25jhY1HHRRkJ88eVJlqSVsGz+XllNnWutscdV0nT8Zf+o647XOe6E2rKYx0VHKhSjGX4fkgjO35vaup1cDYEfVyeV5adumjXJbp5s7RaUr3Zk4WD7bSQZPvFZ5L/O6TE9PKkkwZf85FrMJ2aknYDWb0KBJ9cMmqgO/FwdNTYOAw7lnfpwuEZqa3KmJx4vt83Nzj8JHM8FUkzq5/xGk5alnprMmyhxBVGQEhjQ34et/MlFgPvPnxbAWgdDrdA4V/BwcywBZEFzrokyB+9O2nGr7ilEIc3+F7rj6nRPXZcFtRS5FU3XjUikyy6tRWxYO8LmcyWcyTtceClkmdioPimcuFVE2YVNN2liTNhMOWsvbTnHMpbr9yR/9mh6nut+J2avpplxegjE+qGzW87Lfe/To0RUek0LC3vXZGbCttNTZkvtwYOoqCwAFBc8ZE6bQLZYP+9p84FOU6vQG9KlvwfwjZ5Y0KsAAdI4yIDoq0qGTADy2o0S0p+KKazUuLk79T6Gbl5UK3wBeQ3pYTIUoys9VQpuTabVtpVODHX9/dIss+E/k1vxai/bTEBtQPLlTU3jtGYxGhFiykYaIGpUS8tGK4K8VICqqgUdnE+XzKCk5GZd1CsHMLWdWiznYV4/LO4cqgSsxsoLgnVDgZuZblAW3ptNh3J9/1yzSVx2nVcuqXbgZnrBq1SplbKHBpDxoyOHChK4MvSvvt7KqfehxyNxALI1ZdhLtzz//VGPW9u3b1/AbC+6C+PoIpzF37lwVOzxr1iy8+OKLXtNDHIBRULraxY2DYlp/aH2v7RlNlSU4Jhq9YgzoEFHzwbdBB0xsbYTR4HrLZl3Gmdcqr0dOdnEyKzwsDNaiPJjys2GAVQlgTgzWVixuWerXq4eGgUCvM3DoCDBoGN1IU5mfz2SyRCXja9QIfloRwrRMFWNbHYyaCZHWDAQGBHj8PcJJYZ6DSzoGo329mscm8wlzW79wBPsZECs1awXBK2E4Gz3EFu6q3EW5Mvh3C3fnqOPweBVx5MgRVZWD4Xb0/KP3ZXmwYgkNWvRcZAgeS3qW9cSsah+WGGU5S4bNscQlPRNtMLzuyiuvdEkIlVB7iMgVToMWYCYGY4xtz549pYc8DFrTw8JCcXlLnxoJXcY1UuA2CdGjebOmYpWpY9Dd1yZq27Vtq7LjU8Q5MuM1J3ro1dI3WkPvKIrM6gnNYKOGy5poCPU1oEXzZmc8GcDJJuaCCNQKEKmlKwFbIZqGAGseoq1pCPDzVTknXD1hVhswXCUwMAhThkejfYxvjSbEbu0Xjr6NA9CkcaPTwl0EQfAOWCYop9CqkkydDXuSilQ2Zh6vIrKzs1XlFFYFqaiyCCt+0NNw5cqVKnkpw+cSEhLw7LPP1mifZ555RhlzFi1apMIY7cMBKbCfe+65s04IKrgWz/+FFmodJgFjFmQO4gTPgxYqDtwjwkIxvqUPxjQ1qBjdygarnSL1uKWDD1qHG9CsaVOHWe4EoTyRxYFEn2gNFzfW0CyIaajKF7uBBg29ojRMbKYhKtCIli2aK2vk2UAXNbpjBxqsiLGmItqaqsQsXZIZr+urFSLEmoUG1iSEa1kICw1BixbNvWYSiM8LTmqFhwTh2RHRuKpbKPyrqO3UMtIHr4+ph3NbBaFRo4ZOSb4lCIJrYB3c/SnlZ1GuCfx7lhvKyc2tdPzJBKaVPV9ZqYPlQ1kVxRZ2cd1116n11d2HMcZ0ibZtZ14aWznLGTNmqJAh7i94Nt7xKy0IQiloYeIsaEBACvoYUtC7ngVHczRsSrYgq0iD2Qr4G4BGwXr0rmdAgBEICAxEXGysFG8XnC6yKHJpSfZLSkKjwALkmoFdmRqyTTpYNMBPD8QGamgRzNIUOjVg4d/UlvWQFl1ar2lFSE1Ng09uVimjsl5vQGRUlLJsn62odkdoreeEAd31LtHpMLpdMFYezMOupEIcyzSjyKIh3F+PFlG+GNA0AG2ifZWbeNMmfMY4p9a4IAiuoaioUNXBrQ1UPd1qlAmtDFplzz///FLrOnfurJJ68hnGidPq7MPn/okTJ5RHEa28dE1mBncmSWX1F1YnYTlOJm8Vt2XPRESuIHixeOCDnA9nDt79U1LRJDiv7E6IjIhQg/eaZqcVhNqEAw0ujNdKTU1FkG+WKl9UbFPUwejri5ioKGV5dYQLNe8XWxs4i89F0zT1WbQqeINrcnUmG9i/dCcc6ZeOEW1KD2yp+5kJPToqSvWTJyfdEgShavgM5F1eeBbZ1+3hcXS2457h8yMzM7OkWoUNW34EbuO4pzr7sPQl3ZJZBvPrr79Wwva+++5TsbysAsL/WQXktttuw4YNG5SHnOBZiMgVBC+Hg3O6E3Jhxl4uzOxsG7zLQFVwJ2gZ5GCi0X8DIS7OFpi8L7zFHfmMklHVr68WCn2W9rOJfSZDk+eFINQdeL9T3vpVEcJQXXgcHu9sniP8jWD5QXs4kW/bVt193n//fZV0ivG/P//8s7LyMhPzl19+qay+TFjFCi433XQTPv74Y69KxFpXqJu/4oJQR+FA1ZGJhAShNuFASESV66jLYl8QhGJ8ff3QILSgVrqjQWhx5YCzgfXkmYXZHr6neGWpoOruw3CXBx54QL3Oy8tTGZZnz56txkiMz7XF69KaywRWgufh3f5XgiAIgiAIgiCcESHBQWgd4wv9WRpz+fc8TvBZJrakdZUZkTMyMtR7epowSzJLX9q8fqqzjz1PPPGEKl1kE7Z0bWa8LrHF6wqeh0zRCoIgCIIgCIJwGoxtTUtLQ5sYX+xOOvMyQm3r+SLIV39arKw9BQUFmDt3bkns7I4dO1S2Y8bQjhw5Uq2/5ZZb8MUXX6jEUtdee62ysm7fvh3r1q0rOU519rHB+Nv58+djy5YtJeuuvvpq3HPPPZgwYQKmTp2q3JkFz0MsuYIgCIIgCIIgnAZdfP0DAnFB+2D4nGG0E/9uVLtgdZzKMrIz8/LChQvVMmTIEJVLhK/txSn/fs2aNZg0aZISpu3atVP/t2/fvkb72GDCqenTp5dq16uvvoorrrhCZVf+7rvvMHDgQLkyPBCx5AqCIAiCIAiCUC6NGzVEfv5+jO0QjJ+25VRQybx86OXMvwsNMKjjVAZFLS23VcHyP/fff/9Z70Meeuih09YxLpeWXMGzEZErCIIgCIJwhhwfdLXL+y52zleubgIOdrzQ1U1AJ1c3wEthsiglULV49f63nTkwWapnwaXA7RLnr/7+bJNOCUJNEJErCIIgCIJwhpz0q+/SvmtQmIgOgbWT/fZM2ZnnjyR/1/aD4FhYQ1uhO45mkb5YuDsHe5KKYNXKTzLFGFy6KNssuCV/LwhOQkSuIAiCIAiCIAiVQqHK2NVj8cdxRXc9cous2JdchJNZZhSaNVUHl2WCmEWZSaYCAgLRSCy4gosQkSsIgiAIgiAIQpXQ5bhVyxbIz89Heno6wkNyUVRYqGJvtf+2s0wQsyhXlmRKEByNiFxBEARBEARBEKoNBay9iGUtWp3uLIvpCkItIiWEBEEQBEEQBEE4Y0TgCu6GWHIFoY5gNpuVe1FRUZGacWWKfH9/f7XIj5MgCPZYLBYUFBSoupXE9rzw9fWV54UgCILg9ojIFQQvhmI2OzsbySmpyM/LVetMFissFg1+Pno1WNWgQ0x0FKKiouDj4+PqJguC4EJycnKQkpqqnhs2x0NmT2W2VKLTG9TzIjIyEkajDCEEQRAE90R+oQTBiZhMJmRkZKj/rVarso4EBgYiNDS01q0j/Iz448eRm5ODXfFZmLP2GDYfTMfxtHxoGuDvo0ebhiEY3qk+LulrQnJKChrGxalkEWLZFYS65+mRcOIEsjIzcTLXilVHC7Ev3YwTuVYlcoN8dGgSakC3ekb0M1uQlJyCRg3jpCyIIAiC4JaIyBUEJ5Cbm4uUlBRlHQHFrJ4WUx2gWZCamgqD0YioyEhlTaXwPVvoYrj/wEFk5BTgxTk7sXx70mn7FJis2Ho4Uy3TlhzEfRe2wcV9oFwUY2NjRegKQh2BE2J8XuQWFOH7XfnYeMJ02j65Jg27Us1q+XV/ISa2DwC0ePWsqVevnjwvBKGCyaMWLVrUat+EhYVh8+bN0t+C4GqRyxucN+PJkyfVwLl9+/YICgoq2b569WokJiaq14z14SC/U6dO6iauiG3btmHPnj0YMmQIYmJiKtyPn7lmzRq0bt0aXbt2rbXvZGtzr1690KxZs1LbduzYgV27dqF58+bo2bMnPI0lS5agSZMmaNOmjaub4jVQxJ44cUIJW6t/JDTfIPr8ndrBUgRrUTaSkpKVlZfXFO+Fs4ml44D1WHIObvnoLyRnFcfUVUZugfn/7d0FmGvV1QbgFc+437Hrirs7F6dAKW4FSoHSAsWKFmiLlLZQChT4geJQKrhbkUJxt4tcrsu4T5KJ/8+3hjNkLJPMxOd7nydwZ5LJOTk5Odlrr7X3liseXCRfrOqSiw5eT8sQ0XAlotyGipJvly6TNpdPrn23V1o9oTH/ptcflts/dcvu3XY5SFr0eoHvbiIaDJ+NpUuXJvSwJDpoJspVSZ1d+e6775b6+no56qij5LbbbpNTTz1VFixYIL/73e8GHoN/n3POOfLPf/5T7rzzTjn77LM1GD7wwANlxYoVg57vlVdekR122EHvO/TQQzWgjNbQx2Ow7bvuumvMwG7NmjUxvy7sM57717/+9bD7TjzxRL3v//7v/yQb/epXv5Innngi3buRM9rb2zXADdmLJFhYK2FH0eAAFyx2CedV6P2+QEiWLVumnUPjhe25+3zyi1vfjynAjfTo22vkjv8slaamZp2kimiywXcHqi6WL1+un8XVq1drJQbGt+cidAZ7vT65/r3YAtxI/1nuk5dXeLXM2ZigioiIKKczuQhwf/rTn8q9994rRx999MDv0Vj4+9//PuixO+64o9x///2DGun4G/z+448/1gkuAItOX3XVVZolnTZtWtTt//a3v5WpU6f2l4fGENhdfPHFcsghh8T8+hBsP/roo5p5Ky0t1d8tWrRIs8ybbbbZsMejBPStt97S148MLwL5SC+88ILMmTNHXyteMxbT3nLLLYdNBDTW8xg98x9++KE0NzfLpptuOvCY999/Xxsi22+//aDHv/fee1quhsZdV1eXvoaHHnpI7/vRj36k5bN4Tvw9Gn/I8s6dO3fYdpHBRqMQ7w8y9pkGjVRjHbdUjDnFsV67dq0GuGFnWX+ZcjQWmwQLqkV6G7XTZcaMGXFvE4EpzslrH/9aGjr6xrXft/9nqSzcsFry8ht0wXdKPcyAjc8cMvpmc2pWesO5g6qD7u7u/m07HFJeVqbXpFTtQyR09Bj7guthYWFh0j+3+Ozgs4frhD2vQF+31+XW32M9SFS55NLkbLhGtbW3y2PfeKTJHV+Aa3h8cZ9sPMWm39tDK5uIiIhyKshFwHT++efLscceOyjABZQqn3zyyVH/HkHZgw8+qI38m2++WQNQOOigg/T/6FmPBhlfBM0ok95ll10kGZCRhgceeEB+8Ytf6L//9re/yWGHHTasNOWDDz6Q/fffX4NhlIC+++67GoSfd955A4/55S9/qQ2ob7/9Vp8bgWZ1dbWWWxuLbcfyPPh7BKbIIKLsG2XduB/7iCD0zDPP1MALjUZAA/Lggw/W32NWTXQk4LghiIb99ttPM+oHHHCABsEIYLEfe+yxh9xzzz0DAfARRxwhr776qgbmeH+QwX/kkUd0yYl0w/mI8nIE8Gi84rVXVlbqcUxmoxnvAbK2MQW4BrNVQs4S6elp10An3rJlbLO91ydPvr92/MFFMCx3vrRULj+qQBvBxrlCqQk0NRPvduvPCLIwERiuBckMNBFMrly5SseGF5SU6+fa2+fRLF9nV5fMmjkzIWPFY4HPaEtLi976O6XMEg73B/y4RibrmoLrA65dzoJiKSqbosfC2B9fn1u6Whs0u4tSwVQdi2TD9aIvEJbXVvvG/Rz+kMhzS/vkqDzzuK5Z8TI6KomIiKJJSqsJQRKyiAiexgvje5BxROAUD2QaEVyjRNnIsCbLCSecIHfccYf+G1/uCKzxu0gIAH/yk59oUIjyarwelGZfeOGF8sknnwx6LBpQyMA+++yzmhVeuXLlQNY7lufBlz86AhCILlmyRJ5//nlZvHjxQNYbmWo8z+OPPz6wzRdffFEbsj/+8Y/l0ksv1Z54HD9kcnFDgIPyawTXCJKfeeYZ+eabb+Sdd96RW2+9VZ8DGd7HHntM9/npp5/W/UHQnAnla8gGIbvc3dMjJWWVUlldLxarXbM1aEQnC44zOgxCtsLYA9zvhG0Ys2vSv4/r78Jhae/okiffWyNBTIc6AS992iRef0iDn2TB60MnDM4bvEf4DKUT3jN0iKSrLBVVGjgOWOKpsqZeaqbOlMKScs20jdWxNxF4zatWrZK8gkKpmT5HSsqrdLsV1fUyZeos8Xm9/WPKUwTZZHx/FJVWSP2s+TJ19gKprp8pYTFPuJR/NHjPGxoaxZFfKCWVtQMBLiCgcuQVSHn1NL2mxfu5zGQdnV3yzlqfBMaXxB3wfqNfZ2COpXJqIucFvoPw/Yfvt0z4fiEiokmWyUXQBOMptxya0UXQF09D5bjjjpNjjjkmagYXQRkCysge/LfffnvQY/bZZ59BE2SNBFnbM844Q4M6NNYRmKOMOdLnn38+UP5r9D4jK7rhhhvKv//970ETYmG/jcAcS8pgYquvvvoq5udBhhWPQXbZyHagtA4BKiAjjMw6xj5j3wH/RrZ2tAm8UDqN9wDjqRHIGiW/yDa/9NJLmiFGIIwsL44BMqSw5557SqZkKtCIr5sxV2y2/gxDYXGptLc2apCbrLUekRVH0BS2F8b/xyazhGwF0tnZpRm8WKHxb5KQfLaiSybKHwzLN2t7pKoiOR1FCJ7R0VBQVCwOh1O6Ozu0YgAl++kojUXjHIEe3jN87nHtSvV+4HzEGqQIbo1tO/LyxWa3S1vTWs3yGlUdiWQEbWVVw2fUtjucUlRaKV0dLVJTU5P0dVFx/FtaWqWguFRKK76f+AzHYUrddFm7YrF+phM9KRre/0DALyVV9aNmCa12h2Z5sX1c61OVTcT1Fp23COqw3USdA7hmh4IBWdYZnPBzeYMiTa6QVCRpHD/OUXS0FJWU6jnZ3dGu3+EYNpMrWXUiIkqspLRYjOAQPa8TDRTGCjQjIdh74403NFg0xpQigEUJL35GZhkNE2QhUdIc+QWKv4sMfBGsjrVt3H/44YdrNhfB6NAsLhjPOXQ2PHw5R24PjLHHBgSPyO7E+jzGRF1GKfVITjrpJB0zjAY99h9Z3YcffnjUxyNzAsjgRkIQbYy7RYCNybiMYHnhwoU6Hhuly+mGxmt+QfFAgGsoLq2Q7o42PceSkfEfyDaZx/kRM1sl4OsvWY0VgnlY3Rrf341meXOvbNaXnGwJPnMauNRO1c+kM79A1q5cpoFcPJ/5REEWD43nktJyaWpYrWMwh34eU3GuFpUOH/9aUFQiHS2Nen8yglx8Bpz5hWIeJVjIKyqWrvZmLaFG51sy4XoXDAa0I2ooZFfzCop0fxMd5OK8M1usYnNEL4VGprerpX+ccKqCK3QIYbgFXj9eO67viQiwjetFS5yTTY2moTcgc5JUjaFjovMLpKqmXn/Gv1cvX6LnZFFRUVK2SURE2S0pQS4mO0IDAGNGxzsmFo0I/P2+++4b899g2aHdd999UNBmlESitBelvGgcICuJm2GTTTbRGZ7jmXjKgGBur7320sYZJtkaylhWAV/SRpYTjDGzsYrleYxll9C5gKzLSBCQ4v3BeFo8Hs+79957j7pdowFx7bXX6ni40WDc9AUXXKDZZHQobLvttvLaa6/JdtttJ+k02vgtjPPLbFhDd3x/mahi2wlWPI/5vpgjJgAzArt0lQpjzKfFYhfrd5MKpWs/Rj0vTabk7lOUoMmEczHFRt1mEo+DKY7HpPL8wHchWCxWzTYnivEaEvVSknlI9Dpu/r5TwZTm6wVlv+uuu05uuOGGCT0H16ulbPHRRx/Jueeeq//GUENUzU0GSWnpIwOCsuE//elPI47limW5nr/85S/6uLEmqYqEYM0YS2rcMMb0Bz/4gf47GeWH22yzjU66hABvpMAS5cTIfmAm5shybsyQPHSW42hieZ6tt95ag9LImapHyqgjm4vZr1GqjPG3kRkJzGAaOdYJrw/bxRJQkdC4MNY3RikdMpcoZcQ+XH311foBGloCng54PW5Xt2aHIvV295doJitrOHBMw+MsBQwFxGKNL1NklJLWlCUm2ze1Il+cjuRMIoNzyuN2SVtLk/R2d0lzwxrd/2RkKmOBsnBXb4+sWblMKyiSPZ5/JDgXXT39k6NF8rh7JRQM6rmcDDjmXrdLwt8FU0N5XP3jLFMxiRy2geu0q3f4WPBQKCh9rp6kfGb7h1wEJOCPXrng9bj1PE1liSwa0jqswmKWaVP7Kx8SwZglujwvMc83pcAi9iTNPI3rhbu3RzraWvRz2rx2tb4H+fn5Sdke5T7MG4JJQidyQ6XgZIMqQCSTjBuW4IyENmnk/ZjDhdKvra1Nhxjilsy5EzJN0gZYXX/99fphQNYQgeo666yjk4lguRpcHPBBMGCCJQShGCOEwA2lsZhVGGXAkcvxoBwXf6+z1orIf//7Xw2w1ltvPb2lizEB02hfzldccYWO3UXAj8Y0eg9RymuMi41FLM+DAPevf/2rBrEoYcaYXoynRYkbAloD1g5G5hqTd6DEOxKWJfrHP/6hYxLR4MRMzVjz9/jjj9dOh5133lnfIwTbGI+LzgyMScZ+oXQb5dTIwOOxyHCnGzLVyOY3rlomxeWVYrXaxePqlu7Odm04Jms5EGO5E5OvV8LOOAMmZDn9Likui+/v8FrCYpL1pxXLm1+1ykSYTSLrTi1OWtCJGYPRMdLcjMm/wjojKzqk0jW+DkEtGswo4cRrTse4YJT6L126TJrXrpTS8iqx2GzicfVKZ2uT7luyGvT4HOALECXJJRXVg4KogN8vPR2tem1J9qy5gOOOzyzGJ2OIAcbmYn+wH+3NazVbmIwyclxfce65utp14qmRBAN+6XN16fuUytl9cUzq6uoS/rwI1pEdnVlilY+aJjaZl9UkUldoSdr1AucEPpttrc3927PZ9Dsq2WPEiWgwrLyBQMmATlkEs4Y//vGPg+5P5uSVFLvNNttMJ5qFkZYAzVVJ+4ZAIx9rv2KGX9yeeuopnUjqhz/84aBZl3faaSf59NNPtZwYjSg0YFA2jFmFI8tyjfGheBzgOTDJEm4I8kYLcjEb8frrrx91X/EYrKkbK+xztDFhCAQj1689/fTTdW1ZLKmDXq1TTjlFTjzxxEENJQSEQ088lPoaZcqxPg+CTrxeHD+MO0ZmFUFvJDRYd9ttN+0smDdv3qD7Lr/8cg2gn3vuOS3BxjhbBMUbbbSRZojxIUHjAoGv0QGB50LQe9999+nfoawZwTX2Nd0Q+CHwxrJJmLwH0JjF+zfaZFuJgG0gA9PZ3SNBR0lcMyyb/G6RcCjuxjzOg5LiItlvizpd63YilXw7rFsl+Q5L0sa7YV+N9wDlmGjIp3tZEFx/UhHIjQZB7IwZ0/VcbVy9fFAAhiW5knV8kMXE9QqdZz5vnxQUler4VCyb4+ru0HM5GUHWaHBeIKBpb2mQzvZmLdP1+7xiNlv0+CTjPcL5h+3iGOC1F5ZUDJTEQsDnlc6WNXosUj1WO5lKS4pl67qArnU7keEJm1TbxGru/95PBpz7OEfx3YTOcA3QuYwQUdq9/PLL2g5HtSESJ08++eSoj8V1He1IZH8R/GIlEFRCRg5rQ4IG7drI7yc8Du1Q43GRpbdXXnmltkvxO3xXIqmG4XLRjLUfCNzxPIg5kKhDdaKRvMPrw3bQ3kU73NiPyy67TGMeJH0Qu5x99tkD89ZE7i+W/cTjcMyQPEJMFMtxAay8guGYqKLEqinoXMDfG8mBaPevWLFC/vCHPwwk5oxrNSo3MdQS7yMqE3CdRXILbX/DRI93OpnCHNQy6WCSFTSa8YHF0kHZBBcABI/4MMY7CQ4uJAioEPiOJ1M3dNtj7QuOMy76IUephJ3946XHFAqKxdUo+U6HzJ49a1y9rLgwn3fvJ/LKZ/1Zj3ih7XjHqVvJZvOmyIL5gztBxnMckikX9wWXZEyog8Y8qilSFXijhAmVMcYa2cYaveiIiCdjlqjjgE42/I1xHPAcyc70I4OMBgICakd+kR4Dv69PA35cN1BtEOu60Zl0bo7GuEbd87lb3lnrH3fVx4XbFMqcKUUyd87giREz7TgkY9tY+aDREfss+MlQ422S9fL7J6lMl0VupzQ703scYOHc5HVeD4UOdFQmTvQxydhusmCSVSN4w5w7WM7SWE4TiZgbb7xRdt1114HJXVF9iapCXGuQUMIkr3g85ttBYIgkF5avxOSlgO8fo9IT7TXMqXPRRRfp7xHEISGEYBDPBbgm43mwPSwdiu8KLDM2dJJWQ6z7gfuRsML3D1YWQfIGSSO0IzHcDwmlyP1AogwBIBI8aFvjOoPVSbB/kY9DEInXg+pW3JDIimV/kLjCpLqo3vz1r3+t31VIIOL7CAHyWPf/J2IfEKBiLiIcU7xXeI8wZxGqMVExigAclZo33XSTPn4ixzvdWOszyTz44IOadUXjFT1Fk0mySpNHg9I9BAi42IQwYY6jeOwA190sZlNY6uvrxp0NLCgolIsOXk8+XNIhXe74G66HbDtNNpxRIvV1I5dtUnIhQ5WOGaaRtcdNl5b5bvbgdJRtG/DlmYpxwJHweUXwgyoXDPMIfNcpVlVfr42WdB6PZF2jiotL5PB1wvJVW0C6vPGnc/eY6ZC6IovU1Y482SER5SbM6YJgDMtWYl4aBH/47kL1YOQKJsZEXwjkUAn4t7/9Ta+luNZiuUkEVnguzOWCv48sf8b92Mbtt98u11xzzbBhcMgwIlmDikIEXegcxVDG0YKuWPcDc91ceOGF+ruf//znA0MmUDmKAHcoDNnD3+KG4BKdAaiMRPAf6fzzz5fTTjtt4Oerrroqpv154oknBiaPRXYWkPE2hm+Odf9ocx8hwEVWF4Ewvg8QhKNa9eabb9bs+dC5g+I93unGIHeS+de//qUNOfSIpTrom4xQAmmscxkOeCRkLxaxOgeXL4eCOnbX7OsRi1niyhaNFCBNnVovvS6XXP/TTeXU2z4QFxaxjNEO61bKOT9coCWZySo9pMyG4HYyrz1qlG9PFnV1tdLT2yunb14gf3nPJS5/7IHu5jU2OWCuU6oqKzkJFNEkg6AI5aoog91nn320YxArlyCJMhQCP8BjEMABKpYAnaoItowZfzG8EUHb6tWrxefzDUxetXjx4mHPi3JiiJwsMtqEYPHsx29+8xstLcY8MxjKghLg0ebgiVwyE3PbIMhF8DrUVlttNa79MYZIItjH8UEwiwDUGI441v0jMcboYoUWYz6FyNeB+4cGufEe73RjkDvJGOsHU2og6MSs28hItbS0itfdrGvghs02CWNiqnBITIG+/vG0JSV6oZpoeSo6L+ZoqfMyuffMbeSSBz6TRauiT/5gMZvkJwtnyYl7zJaS4uJJ1cgnmsxQio7rRXjpUrlo20K5+zO3LO6I3jFmM4vsN9cpu8/ATOQlOlaWiCYfZCWRYcWwB7RjkNHEv4cyJqBCxg9Z36GMuXNuueUWzZyizYTnxbrgKJvFRLbIGg5lBGexVtnEuh/GtRFBH4JcwBw2xlKdo+0HGJNEYsnPaI+LZ39wH8qfMSkvJn/FDQEysueLFi0a8/6RGLMsR+4TOnlxLBFgjzQLc7zHO90Y5BKlAHq9cHHEeBBc+NA7GQqFdbbn/PxSvT+RM4XiIjtv7hyx21fJXadvJS9/2iyPvL1aPl3RKV7/90vFVJc4ZJcNpsiRO86QuvI8mTKlSgNtTupCNHmgQTl/7lxZuWqVnLWlWb5o9ctrq3zybUdAPN9NvIzak6p8s2xabZNdpjuk2GGSmupqnWSF1wuiyQnzuxx66KG6KgcmK0IgOFKQi99jLCiq2iLLkYdC6TNgbCqywmOtYBKvWPfDyGSibBcBHYI/TM6EMccYezwUJowc+u9YSnhj3R8c59dff13njPjggw/0eKPEGGOzMW4Zk8NGu38kmOwW247cd/y9sTZ7LszCzCCXKEXQEEzmUjAjNlznzdUxGXtabbL7xtUaWDd3ecUbCElZoV2K86w6CzPGgCDATdc6tUSUXqggmTN7tnbC2eytsn5l/5rBvb6wBMIi+VYRu8UkKGYuKy3VYS/jHVZBRLnjz3/+s06ahImURoOAFZWEmBgTgSzGewKWFkUgiUmWjMkOActQGkuMYnhdosS6H1hWD7MfY7gZltzEMDJkrc877zwdjzp0RRfMtnzggQfqfhvjkXFMErU/WFkGxxcTRqEDANV2CGKNmefHur+5efhEpJhcCttGEPzOO+/oxFqYaRnQeYmJqLIdg1yiHIYLHCZMwBhblPogk1xV5dULN8ZdIqhF0M31JokI1ws0MlFZgmoTXC+wxETk9QK3yTxmm4gGQxA11hAnTGaEIO6ss87SiYsQGGMcKq4xGDdqVINgsqb3339fgy4sS4RrD5arRJYyEWLdD4w1RoYTgSP2CR16mLQVawAfffTRun+R8HcYB4sgF2NqEaz+5Cc/Sdj+YPbmX/7ylxoMI+DGjMZITmA8NDocx7p/JJgdG8E5ljtauHChvlaUPGOM7j333JMTy+UxyCWaBHChNBqoRERjXS/QqGOmlogiYSkdY8IiBKEjwThW4zEYU2tAZvCQQw6RL7/8UivMMJETZhWOHN+Jsttvv/1Wl+YCBI5YOxcZXeN6hKDXeH6jpBaVKCNtcyRj7QcSAhgXjNv8+fMHZvlHCTDWwYWh41UvvvhiDS4x4RSyoJGlviPtbzz7AzvssIO89tprmpHF8cHEoHguozJwrPs3G2UfELBj+wiKUcVTV1enJdSRJnq804lBLhERERERRYWgaayxrKgeG+0xqAJBpjAadMZHzvKLQBM3AzKMQ58fAeFY+xXrfiCoHem5kBGNtg1UwGyzzTbDfj/S/sazP5EwZ4oxk3I895dH2QdU8qEzYTSJON7pkh3TYxERERERERHFgJlcIiIiIiKiGI1VhkzpxyCXiIiIiIgoRrGUIVN6sVyZiIiIiIiIcgYzuURERETjVONtSvuxW+TunwE2nab0pf84iIy8XEoyBAIBmT17dtTHlJSUSC5ZtGiR/OlPf9J/X3bZZTrbMlGmYpBLRERENE5Pbf2jtB67/d55VH7+bEta9+H/9qmSGzfcT9LtlvDylG0Ls9IuXbpUJhOsHYs1VOHMM89kkEsZjUEuERERERFFtf7668tdd92l/2YWlzIdg1wiIiIiIoqqo6NDXn31Vf33woULdfKlyBLmCy+8UN566y356KOPpLi4WI4//niZM2dO1Ofs6emRW265RZYvXy7rrLOO/OhHP5KLL75Y7zvuuONk1113HbSN8847T/73v//JZ599JgceeKDstttuEg6H5bnnnpOXX35Zurq6pLa2Vu/bdNNNB7bzzjvvyP/93//pv6+55hqprKzUx55xxhn6u5/97Gey7bbbDtrW+eefL2+88YZ88skn+ng8pqamhmdJluDEU0REREREFFO5Mm7t7e3DfrfvvvtKQ0ODLFmyRK644gpdZgc/j8br9cr222+vgSuCVvy8zz77DDzf119/PWwbe+yxh5aJb7755lJfXy9+v1/2339/3TYCWQTKeBzu//3vfz+wrWXLlg08h8vl0t95PJ6B32Gfh25r7733lubmZmlqapLf/va3+pz4N2UHZnKJiIhoGGRHMLkO/m+xWPRGRDSaU045Rc4991xZuXKlzJgxQ7q7u3Ut2WOPPXbEx992220a3Nrtdnnsscc0M4xM6Y9//ONRt3HqqafKRRddNPDzddddJ08//bQ4HA558skndbKv9dZbT4PlX//61xr8brLJJoOew2yOLcd3wgkn6LZCoZC8++67smLFCg2cr7/+ep4EWYBBLtEkgN5R9Lq2tXdIOBTq/6XJJA6HXaoqK/VLIdaLPhGlBoJLn8+ngSYaWQgy0RjEhDfJgu10dnZKe0enZjlMEh64z2S2SklxoTZE8/Pzk7YPRJSdUO4LKO01GBnfkbz00ksDY31xXYGddtop6jaG3o/AFjbaaKOB2awjH/PUU08NC3JNJlNMr2fHHXfU/6N9tN1222mQa+wzZT4GuUQ5rLe3V5qamsXjcUuPyytPv/GNNLX1itcXkKICh2y6oFa22dArq9eskcqKCqmqqkpqA5qIxhYMBnWsWGtrm/h83iH3mqSkpFgqKiokLy8v5sZaLAE1trlq9RqRcEjeXdwh7y/pkKXNLvEHQlJWaJd164tk4UZTZEpnp+TlF8i0qfUadBMRQWFhof4/1k5zlAJDUVHRwO8i/x1tG0OD6Mi/QyccOgVxLY0WZI9lpP0y9pkyH1uzRDkIDda2tjYdC/PV8lZ54LlP5aV3l2hjdaj6KcVy8ML15ODd1peOzk6ZM3u2lv0QUeqhQYbPbQifYb9F1voc4g6ZJRQWsZpEyq1BmRbq0YDU4cyTGdOnTTjQxPVi1arV0t3dJS9+0iQ3PrtEGjr6hj3umQ8b5S9PLZad16uS83+0QNxut8yaOWNYo5OIKBYoacZEVa2trQO/i3fMK2Z5/vjjjwcFn2j/IMA17ofIDkFUxxiPiybyOY1/Y58pO7A+MYrTTz9d7rzzzjEP4oknnih///vfJ/yYZBu6D5mwT5Qc+MJobGyUu5/8SI77zcPy3JuLRwxwYU1zt9zwz7flqIv+LasaOmTxt0u0RJImH7zvCJ5QrooqAJSuUuqgcYdJT9Z4LfJWd5585nZKW8AqnpBZvGGzuEJmWeWzyZs9TvnE5ZBuT598u2SJ9PUND0jjCXBXrlqlHVy/fuALvY0U4BoQbL/yRYscfM1b8vY3rbJs2fKBSVyIiOJx5JFH6v+//PJLWbx4sf774Ycfjus5MG4Wvvjii4GJqoznKCgokMMOO0z/XVdXN/A33377rf7/0UcfjfrcjzzyyMCs0q+88or++4gjjohr/yh9MjKTe9ZZZ8l7772n/0YPNcqyNt54Yz2x5s6dm7L9wGB4bHss6EGK3K+f/OQnstdeew36IAx9TDoM3YdM2KdkQwMO48rQW+dyuyUcCovNZpXS0lK9paM0F4EEAgjsm81m0yxIIsfDYqIHNJbveOwDueXh/s9RLNa09MgJv3tU7r38ELFYlsmC+fM4TneSQJCCjhEs5RDJYrFKeXmZjq/ipEPJhWtUS0uLLOmzyUqvTcuSR2eS9oBV3u8xy6aFXlm2fLnMnTNHryfxQuOtp7tbLnrgc3n5s5aY/87VF5Rz7v5UbjppUzGZV8i66yzgOUJEcTnggAN0maG7775bdt55Z529OLLTLJbhGD/84Q91yZ9LL71Un2PrrbeWF154Qaqrq+W+++4bCG4xphZjdV977TVdmggzP4/VQYjAe88999SZmdEBvMsuu+jEV5QdMjLIRXCJ3pdLLrlESwpQuvXMM8/obGl/+MMf5Oyzz5ZMcscddwwKhrE+GAbRR3sMJR+yUKtXowSvWyxWmzjyi8RkNkvA59UsZ1Nzs0ybOlXXcktVcIssDQJchYv3d7OWIojAbaLj6xA4r21olPe+WBNXgGto7/bIWX9+Rh648lA9bugIoNRPEIZgE+cvOvnKysqSOjEYgpw1a9aI1WaXwvJqceQVislklmDAJ55ejAtt1XNh1qxZKe0UwrmMclgcB5TPp2rsZzreA+N7brXXKiu9sb9OX9gsH/c6ZMuiPu3Ymjp1atzbXbO2QZ54b21cAa7BHwzLJf/8Qh48ZxvdfmSmhIhyD9q2d91116Ay4JF+hw4343dbbbVV1OfE437xi19oIDlv3jxtkxkJGMwTMto2ImFG55/+9Kda+oxKpDPPPFOD2sihV2hrIRv7+uuva+kxYorZs2fLv/71L70fjx/qhhtuEKfTKZ9//rm24RFEc5LO7JGRQa5xYu+www6DShqwIDRO4i233HJgxjN4/vnndT0rNMbmz58v55xzjjbIDEcffbSuoYWAByc3TvqTTjpJ19oyoDFz44036jTkCDaM8oZIxvNgfa7//ve/un8IxP/617/qvuF+ZKFRBnHTTTfpdOiA6dMjH2NAT9O9996rHzb0PGHR6Whjm8Z6/FjHYSwo9cAHGhca/N1pp50mG264oWSj/jFmqzSgLK6sE2dB0aAAMhQMSHdbo05zP3PmzKSPKUPDeenSZRrYllTWiLOgWC+Ufp9X3N0d2kBEEIxG4kQCXWStA36f3P/sJ+N+jsUr2+SDL9eK3eFMepCLRjbGzSCQSNQEOtkKvcS4RiHAzC8sFrPFIt4+jwagCLpwniY6m4rPB57fWVCiAW7ke2C1O6Wo3Cl5RaXS1bxKlq9YoeO1U/E+IfDGZ8IYNwX4jOLzkcxgN/I9yMN7YLaIz9v/HrS1t8usJLwHxutFYfiyOAJcA8qYV3mtYuvsktra2rj2D9sNBIM6Bne8mjq9cu9/V8jJu1s0c8KMP1HuwjUGmdexfofrwNDfjQZtZWR00bYHZGQBsy0vXLhw1G0Mhcf/4Ac/iPoYtLsQqEYa63mx7i5ulH2yakwu6u7nzJkzaJwsAlP8HkHvr371K80Ao7R5+fLlA4/54IMPdPwpGk3oLcLJigWekTE2IFi9/PLL5fDDD5eDDjpIP2RYEysSngdBNrKA2BYea5T9IqAC3I8PIz5oyDrjhqA68jGANbZQYrFgwQINjNFTFK0EYqzHx3IcokFgjKAdM9KhR2ybbbbRYzbWoPxMhcY7MjEIcNFYHdowN1usUlJVLzZnvqxd26BBcTJh9mIxm6SibobkF5UO9ATa7A4NenHTssEh5aLxwvuF2ZPf/vT7c208/vXCZ+Lz9mnQnAwIbNHB8NVXX2k5EMbR4PWnE86BdI1BRckUJv5BZ0ztjHlSVlUrJeVTZErdDJlSP0u8Xt+g60eioJoBwezQADeS1eaQ4sp66fN4Jnx+xnoOI6h0OAukZuosqZ85Tyqm1Elfn1c74CID36S8B/lFUjN9rpRW1khxeZVU1k6XqrqZ4kvSe4DzrrWtTRp9VgmEx9eBsNZnk7CE4/4Mtba1y38+bZZOl18m4rF31ur2kfHP1c8oESXHG2+8oe3yQw45RNueaIujrY+lf1hNRjmZyR0N6vUXLVo00Ot+wQUX6AcBdfKA2nk0mq+99lrNShqQgb366qv13xgvi3W1nnjiCc1UIkvyl7/8Re6//34NcI3tjDReFb1Kkc871AYbbKABJrIukZnoSGiIXHjhhbqA9c9+9jP9HRatRmneeB4fz3EYDUoxENDg8UZj95hjjsna7BreU6vdIY780TO0eG2FJRXS0bRKx4AkK5uL4+pxu6V0Sr2OcRwJAl93T5c28MdbPo0GYGdnlzzyyiKdmXUiXvtwuXS7vNpoxTIliYYA1+Ppk8optRro93R9VzJrtY65fEAyIHhDBg/BN86DadOmpTQjhU4mi9UqFVPqh33mMIMuAq725jUaiKGDKxHwXDgv0RE01ufc5sjTYHgi52csEMCgM7KwuFQDWwN+duYXyNqVS/RY1dTUJOk9sEjZlOHHw+7Mk5LKauloXpvQ9wBw7QkGArLWN/7n9IdN0uKziKOjY9D6lNHgXA/4/fLetxPvXGrt8cnqNo9UVni0tDsXP6NElBxom6O8+P3339frKwJcjJdNV1nwWKXRlD2yLshF48IYKI5MKxoIyMLiyw6NfNzQ2z+0R3nomACcuMjIAjK6CEQQGBoQpKLkd6jRAtd4YL+xvYMPPnjQ75FFHc/j4zkOo0Gwj+Ac2WmUbuB1pmqsaqLhtaNBVFg2ZezGuzNfs7rI/CYryMW+4GLtjBJwQ35RiXS1NmojbjyNNwQIeLmrmrpkooKhsGaEZ0wNJKV0G+frlNqpUljUv3C7My9f/H6fBlGpDnJxvJGhQzBZUFgsbS1NOiQAFRmpgs8pOlxGO19RvtzZ2qgdWokKsPon9zCJPS+28x5j2l2dLfr5SlbnlzEOtrhseKBmtdr0fEFHTjKCXLwHBSXlo762vIJi6TI3JfQ9ACMz7QpOrEHXGzKL3x/75xXDI/BSv234bo6ACVq0qlvmTfXk7GeUiJKnvr5eb5kgltJoyg5ZF+Tii874YjNK5377298OW9cTk4REGjrrJBoyRokqGjcIQoZmrEZqbCMQnChj5rhYG/NjPT6e4zAaDKjHhFm33Xablop88sknmtW+/fbbE9qgSwXjfcWYxrHgPMDjklkCp8GnxTJmYIBg23j8eIJc43V7vYkJTF19/qQcF2N5IjRYDTg2+NnrSf1SJAgy8DpLyyslv6BIXL3dKV1CySjBRCZ3NDg+uD+R74eel2ZTzAErxqca+5usINcI+BDQjgSTYwWDgeS9BxbbGNeKxL4HYDzfRJ81FMZ3Wiju7Xr8/WtJTlSfPyTBYCgnP6OUe1AZF0uVWzSxtq+IKD2yKsjFzLRvvvmmXHnllfozShoAE5FMJMOK2dXwBYoJozDm1fhSXbJkfJNxjFViYZRBo0QYZdFjGevxiToOyG5fccUVeluxYoVsuummOv06JunKJmiMYhbloN8XU+M2GPAntewNJbghbaQFBwKFkQT8Xv3/ePfFOO8K8hIzMU9xgSMpx8XoNHH1dGujFfD5c7t6pGCUaoZkQgcYbi1NDeLM6xKP25WUTOFYASwmIRtNSEtLfQmd3VirPkKhMc9LA4JLDfSSWEJmTCqF8eCRnSAGTMSVjImnvn8PoqwPGwrqjNOJnmHa+IzhvxMJNy2mcFzvjbHd4rz4lx0aSUm+VWxWS05+Rin3oDwWNyLKXVkz8RQWisbESygjNsalYmKl7bffXidiMkqPjUHsGJ8aT/39FltsoZlQlEUBxqaOd9KlKVOm6PjC0Wy00UY6uB4TRGGqc0C5LGZOHs/jE3Ec0HmAccqRPZRoVGTjmCc0WEuKi6Wvt2vMCaW87h5t6CezRxZl37peb2939OVSejontEwJ/i4sJlkwM7YxedHkO21SV1U0rnU3x4LnxLi99tYmaW5cI53tLbJm5VIdl2gsF5BKOG64rjgddgn4+vTzm+rlvspKS8XV0zlqlrK3u0PPkUROwmFUhnhdYw9pwLa9rq6kD2HAkAGcH51tzcOykn0et7h7u5M25hPvgbu3a9T3wNXdmfD3AIygvcQ6sYxqmTUkDrsjru3i8rigLjHDNDaYXiL5+Ykfv58pn1EiIsouGRvkYrkcZCW33XZbXc4GQR4yi1gCKHLs5MMPP6wNY2RjN9lkE+3dveiii+JaOgdQlougEOsMYizuo48+qmtojQcynyj7ReCM1zDSDLUPPfSQBtSYPAP7jWxttAzFWI+f6HFAFhfHAJOWYBp3NCiwaHbkkkfZBA0gNFbdXe1Rs2O9na06tjmZJdl4nxAc9HS0iN87PFOEhnN3e5ME/f4JN9yqKivkwF3WFYdtYp0T+2w/T58jWTMbYikYLDfi7XNLZ3urOOw2PVfTVRqPMn+c8/hcoQGd6gnX8L6bTSZpWbtSs5gGBHo9Xe3S1d6syyMkstMBz4VA19PToVnKaLzubq14SHZggeOOcVk4LxpWLZPuznYNbNuaG6R57Qr9rOI4JPM9aGtYOSiji/egt6tdupPwHgDOeSzXNdU+/jLsfHNISq1BqagojytwdDidsssGE+9YmlNdIFXFjlHnlciFzygREWUXa6aOlTAylggQ0LBA8DZShgsN5WeffVYzmBivO2PGDP0CjPTAAw8Mm6DiqquuGjR+FdlQlCdjEioEegj68O/IDN9IzwN33HHHoMYfJojCLMx4PkyShe0MfQwacq+99pqWBWMm4HXXXTdqA3+sx8dyHIbuQ+TPCO4ff/xxzV5j2SH8jOfMVhhfjaC/paVF18TNLykXy3fj/BBU+vrc0tvehEhX6utnJH1/8P4tW75c2hpWiLOwWPIK+jO2aEy7uzv1/wj8JtpIRJYLs8Tusc1ceer1r8f9PEfsuZEUFRUnJZMLaKDi/UlH5jYT4TgjyMfnu2n1Ug16dI1WX592xuB9TcYkO+gMw3Wqu3m1FFfVD4wLN+hnxdMrPe1Nei1MxkzbQ6ETE8cCn92O1v7KFJQS47qM8yVZ5dKR70Hz6mViszt1vD46ptAJkKz3AJ+Fyopy8XrXitMUkr5w/K+vzu4Xk9kSd6YdnWJbze2TGZX5sqJ15Nn9Y3HodlNFTOa0zIxORESUNUEuluEZT2NttDE6mIp8KASJIzVyIh+LGYfHeh4jQB4KDSJkcqM9BhCM4harsR4f7TgM3YeR9glBb66UgSHIR7l1U1OzuHs6dBkUY6wuslLoJJg2c8awybqSAfsxe9YsDUDRSeHp6RrUqK+vm5mQ2Z3xWvLzC+S4/TaVF99ZIl5f/NmhnTefKTPrSqWyMjfOg2yB8xFVJJgIDzcEmIUFZXotSdY5amTHtPNs7VJx5BfrbMuYkAqVBX2uTgn4vBo8oaMmVdkzdPbgOoex2sZEbKnY9kjvQVGS3wNAxURDY6Osk++TT1wOHXYQq2JLUKY6AlJZEX8HADou1jY0yq8PWUd+duuHWr4cr/WnFcuPtq6T6inJ64AgIiLKiSCXKGEZkspKbaCiMgCzVKPRanUWaqMSDelUlryhAYjAG9koLKODxrsxoUoi1dbW6Gv9/am7y3k3vBDXjKfrzqqSK3+xuxQUFiZkJnEax3jykpKUztqJz8G8efO086W9vUP6XIM7YMprqjVDl47yUHxmUh04peM9wGucMX26hJcvl/XyvfKl2yGhGAJdBLgbF3j1PRxPVUT/dqdJOBSUk3efJbe+uCyuv68otMtVR28gDocz5vV5iSh75W32y5Rty/PhxGa/JmKQSzkPWaBMylCjEZ3MsacoKZ05E9n+sNxw7r5y3vUviMsz9kzT2244Tf505l5SVFigDW6OeZs8MGOw0QFjLNeC32XjxHPZCh0KGCYjK1dJXmGfLO+zSVvAMmJW124KSZ09IDOcfsnH533GjHF3BmC7GJpy4u4i+Q6L3PTcUvEFxu4Ym1dbKFcfu5HUlufLrJkzeL0gmgximImfKFMwyCXKQci89U86ZpJn//pjefy/X8nDL30hy9f2j3U3WC1m2XXLWXLEnhvKRvNqJL+gP8Bl2eHkhI6NZI3DprGhLHz27Fmydm2DFFk84gubZI3XKp6QSdfBtZrCUmELSqUtqO9VeVm5Dk+Z6OfVGOt85A4iO6xbKTc9t0T++0WrBEPD65erSxw6BveYnaaL3eGQObNmJmVZJyLKQAxyKYswyCXKUcjQrLPOAi1DPXxPuwayi5a1yNqWbvH5glJU4JCN5lVLSaFTnE5M1FWpjWxmcInSB6XHc+fO0Vn5MRGgo2vwUmg2u10qK6bokItEZtpR6YIhCs68NfLHY/Kl2xOQj5Z2yJIml/gDISkrtMsG04tlnfr+0vUp300cxw4xokmEQS5lEQa5RDkMWTmUIqIxiol0MM7Q7/dLIBgSu82qk+lgzHK6lu4hotGHHWCWe9xQPo5AFwFlMjuhcB2YN3eOrgqAeQyqy4vF3deHkQ8aUBcV5msgjOsIS9mJJiEu3UVZhEEu0SSAxjEyP8la95aIkifV2VIEu6PN0k9EkxgzuZRFGOQSEREREVF0DHIpizDIJSIiIiKi6MwMGyh78GwlIiIiIqLouKwcZREGuUREREREFB3LlSmLMMglIiIiIqLoOLsyZREGuURERETjtN87j6b92P3fPlXp3gU57bOn0r0LlGzM5FIWYZBLRERENE57X/VOWo/dcxduLTNmz0nrPqxYukROfKxR0u3tDTZI9y7kNga5lEUY5BIRERERUXQMcimLMMglIiIiIqLouIQQZREGuUREREREFB0zuZRFGOQSEREREVF0DHIpizDIJSIioowUCASku7tbPB6PuNweCYfDYrNZJT8vTwoKCqSwsFBMXNaEKDX4WaMswiCXiIiIMorf75fGxkbp7OySUDgsy5td8s2aLvEFQlJZ7JD1p5dKaYFdTGaL1NXWSGlpKYNdoiQzm808xpQ1GOQSERHRoOxpZ2entLd3iN/v0+yp2WyRgoJ8qaio0AxqMrOnyNyuWLlKut0+ufPFb+Wp99ZIt9s/7HHrTy+Ro3aeJXtuGpT2jg6ZMX26WK1s1hAli8mcvM89UaLx22AI9Bz/85//lFNPPVVsNlvCDzhROhuuHR0d0tfXp41Wi8UiRUVFemO5HxGFQiFpaGiQjs5OkXBY/OZ8CVmKJSwmMUlIAr0e6elZLjabXerqavXakWgIrletWi2vfNYov//359I1QnBr+GJll/z6vo/lqfdWyxXHbCI+3xKZN3cOA12iJGEml7JJWuoOent75brrrpPrr79eG95D3XbbbXr/2rVrU75vy5cvl7POOku8Xq/koo8++kjuv//+dO8GpRA+Y6tWrZKvvvpKmpqbpdvtlR6PXzq7e2XlypXy9TffaPBLZAQ6wWBQO0Jo8sB7vmz5cuno6BSvpUh6HbXitZeL31okAWuh+K3F4rZPEbe9SvqCJlmxYkXCrxsYd4sA98l3V8sF93wUNcCN9NZXrXLCDW9JR7dbVqxcyXOXKImZ3FTdiLIyk4ueWgSS6BGaMWOGHHjggYOCsJ///Ofa0Npiiy2krq4uHbuYs/773//K7bffLsccc0y6d4VSNK5t6dJlEggGxVJQIWZHoY5hAwQx4YBXQp4uWbNmjfh8Pqmurub7MgnhXECJaFtbm7jdbv0drs9lZWVSXl4uDocj3btISX7/0RHmcXvEba+UkHmU99tkkpDJIR5bpTgCnXrdQHlwIjK62AeUKC9t6pWrHvocieS4rGh2ySX3fyzXn7ylBt84b4kosZjJpWyS1nLlPffcU+68885BQe7f/vY32WuvveTZZ58d9vhvv/1WXnvtNbHb7bLtttvKnDlzhn1Jvvjii9rDPH/+fNlkk03krrvukhNOOEGKi4u1TPOWW27Rx6IUeebMmbLbbruJ0+mMup8IvLFdBIb48nzqqaf09xiXtO6668oOO+ww6PHvv/++LF68WPbdd1957rnnpKmpSQ455BD597//LSeffLLk5+cPyhw//vjjGtjjdaE3/YUXXpBly5bJ1KlT9ViM1MB89913db/q6+tljz320MegzOxf//rXqNvYddddNchFQxaZcsDvNt54Y/33W2+9JZ9++qlUVVXJzjvvrGOvIiET+Pbbb0teXp7eX1NTI9kCGYKuri49vtj/kpISLdfNZfg8LF++QgLBkFhL6sRkGVx+jxJlk80pZptTgu5OaWlp0XMQgQ1NnnPVCHAQ5NoceVJUXi0ms1kCPq9m9drb27UzErPYUm7q6enRCiuPrWL0ADeSySRea6mYwwFZu7ZB5s+f+AzHOP8Cfp9c9o9PJRAcXxXBm1+1yosfNcieZotexzgMgyix+JmibJLWadKOP/54ef755zU4Mxp3DzzwgAalQ11xxRWy1VZbycsvv6x/s/nmm8tNN9006DGHHXaYHHXUUfK///1PLrroIg2ikTFGIw3QaETAh9sXX3whl156qWy44YY6Dnc0//nPf2SXXXbRxiaCPpfLNfAc77zzjhx55JFywAEHDCqPwt+cc845ur+PPvqoLF26VHuVr7zySnnwwQcHPT+CTYwBRnCBhsY222yj44ERKJ9//vkagCJINqCMev/999cAGoE3Srt33HFH3S/sX7RtIKuHY4H/G68B20QGD68BQfx7770nd9xxhwbvb7zxxsBz3Hjjjfp60ImAIB/BMYLxTIf3BdmGJUuWaAcFlqBAGfw333wzkLFKNRz/5uZm3Q8EM8kqC0Wj0evtE0vRlGEB7lCW/FIxOwqkqak5ZaV+qToO2bIv6TpXcX3BuVJcWSdlNdMlr6hUnAXFUlhWJRX1s8XmyNeOw1QP4Ujne5IJ50MqtbW1S8hsl6AlL/Y/0kC3WCemQoA8Ua2tbfL5ik5ZtKprQs/zwGvLJRwKJmSfiGgwlitTNklrJhdZSGRS7733Xg3oHnroIc0YoEw5EoK5a665Rj755BO938hkIrhDcDZt2jTN/D722GPy2WefyTrrrKONksMPP1wfZ0Dm1chgGhAs/uEPfxj2e0Cw+NOf/lSDvkMPPVR/h6Az8rFoAGF7yJRGZqQRuGPs68KFCwd+9+Mf/1gz18cdd5z+jODy73//u/z+97/Xn//4xz9qlhUZWmRvEPQjY33xxRdrhtsI9hGI4nXW1tbq75B9xetFoBxtG+gY+NGPfjQokwuXXXaZBvpffvmlPgf86U9/kpNOOkkWLVqkP99www3y5z//WX8HCKqRrc50COq1dK2qRgpL+nv2A36/tDauHsj4pzKji2AFnQtoM6PMD/uHUr/p06cnvIcUDVeTtT9TGwuzs0QCXWu1cZiMCWXSdRyyZV/Sca6i4w/Xg/ySCnEWDH/PkdEtqaqTtjVLdf+Ma07q3pOwWKy2lL4n6dx2OqDzwuXqFZ8t/gqOkMkuIdP3x2i8cKxx3P/zcX+H90QgUO50+aTS5Ur6dYxossm0cmVUaKL9j/Yoqgv3228/DlWgAWk/WxFEIigDjBXFz0P94x//0LG5Tz75pPz1r3/VgAtls2iQIuMJRnYRASegMXLKKaeM2EOPTLAxuRWeA0HlULfeequceOKJ8sgjjwwEuAY0RPF7ZJJRDo2yqKHPgcA7MsAFBIivv/66ll3DE088oV/sCMaNnxGcIsAFZI9/9rOf6e8NKEfGfkU2NjfaaKOBUsKxtjESHF88H46JcXzR8EXQa0wsUllZKa+++qq0trYOdBigHDyToeGkDfiiYikqLR9ooFptNqmsmaoNfIwPTyV0flhtdpk+e75MmzVPquumaTYdmbREwmtzu11idsZeYmqyOjTjm+h9SedxyJZ9Sde5amQp8wpLR30MAl1nYYleC1KV0cR7YrHapWb6PKmeNkfKq6em7D0xzoeps+ZL/cy5UlWbvnPTgGNvjJtPNKNKIGCOI4trMJnEb8kTl8s94UAbp/yXqxNzjBHout2ehDwXEWVmJveDDz7QdijasPj+vO+++7QzEsPyiDIiyEUmFl/gCHSRdR1pQqTVq1fr/xG4oZQP5b+4IaAzgj2UlSEzHGnoz3jMggUL5Fe/+pUGyeitRyPPKGeOhOwmMrO77777oN+jXBfZZASDyCzjOfAFPfQ5pkyZMuw5UQKMzCwCY8BrxlhdjBcGjIvDONyhwTLK5oxSQTTAMJZ4NGNtYyQ4vsgaRx5fbO+MM87QxrXxPHifsD+bbbaZHp9MLwdDgxyNwrz84b35CB7sDqf2AqYKJlPDcS4uKRvIyBUUFutyHMiMJ5LxvpnMsRdraGBlto4443m2Hods2Zd0navo9DNbrGIZY21Rq92hxwq3VL0nBcWlYv7uPckrKNLAM9nvibFtZNKNbecXpmbb0T7LCHBx/cV3QaL1v6cmXCzG9fdhMUso1H+9mej1qqM3MUF8a7dXfP7kXseIJmsmN1W3sZSWlsqbb76p892gEhLtcwwvRMUjUUask4sJoFBii3GoP/zhD7XMYGiPOcaa4gt+pJLiyKBy6JJDmEgn0s0336yzx+JDYWRKLrzwQs0QD/X000/r/mBsr1FODL/73e90kih8oAwYmxtrhgNZ2EsuuUSzzBjTijHGBpRaDN1nNGqQKTYmn8KxiDaGeKxtjATPifG20S4MyJA/88wz2gBELxk6CjARFcZQZyqdWMlkkmBg+DIUeL+CgUBKS5WxL9iez/f92MZQMKhBJSoKEr0tFXfmLZz0cqRUHods2Zd0nat4r8OhkG4jWikuHmPsZ7JhGwgw/ZHvSSioxyDZ74lxPgzadjA12472HmFyRHRyoIIm0frf03D/tWIc768Jq+hO8Lww/t5mTcy1x25FIzn3SsspcdCeRNVaJkNV30iVhumUSeXKQyefBVynM2kfaZIHuYCgET25CHZHy/YiG4ngdLvtthv4PTKOyOSirBelwZiwCkGhkUXFZEuRkLVFQGd8oSJgQw8Q/n4olEBgAilkcvF4TOhkPAdmHzZgAiuUTGO8ayxQNnzmmWfKscceK7NmzZKddtpp4D5sC2UXCCDxQUXDE+UXGLdswKRTd999t5x99tkDMygju4seLeN1RNsGMrpDJ7HB8UWmFpNlRc6s+/nnn8sGG2ww6N/Yxt57762vGWOoMxneN7zenq52KSwpFYvl+9O9t6tDgsHAQGl4qvYH55+RjUF2rqezXduViZ7RGOcPGushv0cnlIoFJmvBkkIOx+hZ/2w7DtmyL+k6VzHMARNP+TwuceSPXtre5+rW600qGg84FpUD74lJbHa7uHo6U/KeDD0fbHaHHv90nJuR+4TGHL4jkxFoo6MZzGG/jrGNlznkH3iO8TI6cWdXF8o3ayZesrygvljy82Kbi4AmJ7SRcMtks2fPloyTgX1H11577cB8NmjfGkMgiTIiyJ07d27ULO1BBx2ky+IgCMSYVZQhI+jChEvGkjYYN4sS4u23316OPvpoHYSOoBiMhtkRRxyhpQzIdKLsFhNLoXd8pCAXNt10Uw10EWSioYFMJ8qpL7/8cv1AocwLAefQpXaiQUMRMzJjzK8ROBuQfUVGFUHpPvvsoxlTBNFY2seAMmFMxIV9w2vGWLFXXnlFZ5Q2Xke0baCTAJPYIEjG2AWMY8brwXHEpFr4O0w+hW0iq45OAMAxQ+fBlltuqdvE+F38XaZD5r53yRJpWLlUikrKxWq1icfdK66eLm20jvbeJws6SNB5gfL27s523T7KzyfaSBwK5yvev5bWNgkXYIzn2MFJyNur2ZxUNOZTdRyyaV/Sca7iOZ15eeLqbBWbM0/M362hHMnr7hG/1yM106ZJqt+TtvZ2cXX3L6U0LUXvSeT5YCzjNDVN52bk5zlZmWR0dKBTxRZ0idccZ5AbDoot5Jaysomtr40OOQyt2HROmTz34eCKrHgV5VllZnVhyq/tRJNBpmZJ++chcWulI67dGdlBQJMjyMWMhxjvOXTMrAEZjaH3Y31bBLgIOjFe9OCDD9Ys50AvtNms92GmZoyTxfJBmLQJ67kaGRAEwJiZGDMhYyza1VdfrQEhAjwDMsPYtjHLMILJl156Se655x6daRizQK+//voaQON1oBwYWU1kUg0IBI2/HwnWvsUkW8YMyAYEkQjcMRsy1slF1haZ3cjMMRq7eA3IouKxmHH1N7/5zbAxt6NtA2XHWBoIk28h2EXAiuODoBaTVOG1oHGAGZ3RIWDA/Sjhxrhp7AOO9dBZsDMR3gdkQZCt6mpv0cYrMkN4nxEEpqOximAG7zX2JZlfGHifUP4edLWLpeD7CoaRhIN+CXk69TxKRWM+lcchW/YlXefq1Pp6rYrpbFwlBaWVYs8r+K50OiCe3k5xd7XpeRFtXH8uvSeZcj6kSn/2ulyam1vEay2Ja2wuAmOkuRPRMVZZUSb7bl4v1z/xlbi94x/ju9+WU8VsMqW0SodosqgudcqU4pGrJJq7+6S5O76l5qYUO0Z9vlghaWPA5LVYShRL7xGZwjm0ACAmbkKG1oCAFAEtxo5mEmSDEVxi37J5G+mA8dpovKBsPN5GN051ZN/RaB3PGLKh257IvqQKejQxVt3sLBbLKBndUMArwe4msVr6yyLHyhhl0nHI1X2Z6LkaL1S0rF6zRvo8Hp1NGedJKBgYKN9F0BfrfmTSe5JO2XQc0On7zeLF4heb9NkqYxqbaw55Jd/XKmVlpaN2WMdzHDDx2tdffyP3vLxEbnp6fA3UknybPHThTjK9tkqmTx9eeZCM9wBVZXtf9Y6k03MXbi0zZg8fn5hKK5YukRMfiz5fSCq8ffHgyUKzGbKR6ICM9fep8Jdnv5az9lkw6n3XPRvfZ/fMfeaP+nzjgaU7MfQRwxExlwFNbhlRrpwomETKmGEYtflYO2vouNx0QtYXGVCUSaO8OFu3ka2MSWUmEyMDiEAX5chmR6GY7RjLbZJwKCAhb4+E/X06Jg6zhqdrch1K77mKxsDcOXO0YYDOMc0i22waEEy2z8xkhPd6xvTpWgXl9LdKn60iakbXEuyTPH+bVv0kau1kVDJUV0+RYxeG5c0vW+Sjpf3L18UKcfmFh24gJQUOqa2tScg+EdFg/3hrlbz0xcizvCOLG2/lS7Tne+pXO0b92w8//FDnz4ncJiZIRWc9A1yCnGrRYnws1q9FGS/KlP/0pz9lVF0+1phF4xWlwihpztZtUPYFuhh3hxnKkdkN9H0/sQvK9StqpmlWIxUZQ8psCFo4lnFywjUCY9FXrFwpVm+D+C354rcUSMhk648gwyGxhjxiD7rEHPJJQUGhZksTWc6NoTnd3T1y/clbyi9vfU8+XhZboGsxm+SCQ9aXhRtVy/RpU9M6fpool7X2+vQ2mljWt43n+aLBvDUoT95mm220LYPEDjrq/vWvf43r+Sj35FSQiyzUYYcdprdMhHECuGX7Nij79GdJ+scZYnkcZOqQoWOWjogiA9358+Zph1hbW7vYfMbawN8tM4R1pAsKpKKiRuekSHTHGJ5v1qyZIsuWy62nbS33vbxU7vzPkqhjdNedWiyXHrmRzKkpkqlT6zkWlyiJMmlprrPOOksOPPBArV7EUAQMUcSkreyopZwMcolo7EYksxxENBpcH9AZhqxqb2+vjtfF+HB0iCFbYiz3kyzYzpw5s3XSvGMXmuTwHWfK0++vkY+XdsjSxh7xBkJSUeSQdaYWy+6b1MqGM0rFYrXJzBnT2bglSrJMq/jCMpknnXRSuneDMhSDXCIiIhrWmEW2Nl3bRqCNVQuQVT7EaZeDt5s+6DGYMjMvP1+qKis43IJoEmZyicbCIJeIiIgydpgFbhhmgRmYjaEWyChnWlaJKNdZLPzMUfZgkEtEREQZP+cGZ38nSi9mcimbMMglIiIiIqKoGORSNmGQS0REREREUTHIpWzCIJeIiIiIiKLiOHjKJgxyiYiIiIgoKmZyKZswyCUiIiIap+cu3Drtx27F0iXp3gW5/cCadO8CJRmDXMomDHKJiIiIxilcMS2tx87Utkpu+iqY1n04dR2L/G1xWNLt+g3SvQe5jUEuZRMGuUREREREFBWDXMomDHKJiIiIiCgqBrmUTRjkEhERERFRVAxyKZswyCUiIiIioqi4hBBlEwa5REQZJBAISDAYlHA4LGazWaxWq/4/Fdv1eDzi8/l02xaLRZxOp97YsCEiImZyKZswyCUiSrNQKCTd3d3S0tom3j7PoPvCYpKK8jIpLy/XgDOREMz29PTodj1ul/4uEAxLICzisPT32mP7VZUVUlFRITabTVIBwXZXV5cG3kbA7XA4pLS0VP9NRESpxyCXsgmDXCKiNEEA19bWJo1NzSLhkHzZ4pNXl3mkzR0UfygseTazrFNpk93nBKW9vV2ceXkytb4+IcGu3++X1WvWiKu3V75p7pMnPu2Qz9Z4pKHLL1gIxGk1yZwqp+wwp1D23SCogXB9Xa2UlZUlJbNrBPqtbW3S5/FI2GSWoFg0yDZLSCzhgDQ2Nur2kxHwExFRdBZz4q/9RMnCIDfDNDc3S15enhQVFY34M1EiggmjFJZlqOmD92DNmjXS2dkpLy1xy/PfumVtz/C1Lj9v8smji1yyRb1DDt0gKJ6+JTJ75kwpKCgY97a9Xq98u2SpdLl98peXGuV/S3qHPaYvEJYvGjx6u+/dNjllxyrZR8LS19cntbW1CT13UJ69fMUK8bjd4jPZxWMpE5/JgVTywGPM4aA4Q24JdnRqwF9XV6fBLhERpQYzuZRNJl2Q29raqo20mpoaHesWWR6HhlN9ff3A41AWh6xBpKamJm2QoYGVDPvuu68ccsghcsEFF4z4M9F44Jzt6OjQcxxjLg3FxcUaKCBgYsCb2gB37dq10t7RKbe91yX/W9kX9fHBsMg7q73yaaNPzt6+VCS8XObOma0dYOM5F75dukzWdvTJWQ+tlDZXYMy/cftCcu1LTfJ1U5+cuVD02jllypS4tz3a/ixZulS8Xr90WiokYLaP+LiQySJuS5G4w4VSGOrW44fjiDJqIiJKPmZyKZskfzaTDHPEEUfItGnT5Lrrrhv0+8cff1xmzJgx6HGnn376oMdce+21Mn36dHnllVdStr9EE9Xb2ytff/21lnqKxSGF5TVSWFEr+SWV4nL3yfLly2XFihUabFBqIHuLToc7P+geM8CN5AmE5Zr/dcjKTr8sXbZcs/LxamhoEE+fT859JLYAN9LTn3fJ/e+2SlNTs3YMThSC1JUrV4nX65MOa/moAe4gJpP0movFbS7Q14IxxZQcyPijnL6lpUXHSI/nfCOi3IHimlTdiCZq0gW5Rvbqqquu0oZmrC666CK55JJL5NFHH5Wjjz56zLFuyJiNBpm0aPfH0jDE3+P/FBu8J0ZjDY3iyXLsXC6XloFa7E4pq5stRZW14igoFkd+keQVl0tJzQwpqqgTl8stK1auZCM2BXDuNbW0yieNXnl1efyBojcocuPbnRIOBXUMazwQmOK6d/NrzdLUE1+Aa/j7u22yssMna9c2yES53W5xuXql21IqQVMck1qZTOIyF4nfZNfqGkr89RKdX4sXL5aGxkZpaWmVVatWyVdff61VTpPl+klEg1lMppTdiCZqUga5P/rRj6SyslID3bGg5/rkk0+WW265RV588UUtH46WMTvhhBOkpKREZs2aJfPmzRuU9UXA8ZOf/ERnCJ07d65UVVXJjTfeGNe+//nPf9YSajw3yvR+97vfMQM3VkDR1KSZTGR9EOQia/nNN98kJBOV6a991arVYrM7paiyXsyW4aMTUKJszy+Uoso6cbtcE+p8yfZGPc4NnCPIWCWzEY/zLuDzyvOL3eN+jobeoCxq9klzS2tcf4f3t9MdlOcXdY1724GQyAPvtYrH49ZM30Rgf4ImS//423iZTJrNxfCTXP8spxJmtF66dKl4PH1SVlUndTPmS+3M+VI9bY7kFRRpRQjmiiCiyTkmN1U3oomalEEuxpNdeeWVcsMNN2jvdLSM6+GHHy5PPfWU/Pe//5Xtttsu6vMeddRR8v7778snn3yiDeXnnntO3nvvvYH7jz32WM0mYpto3L3wwguaHX7yySdj2u+vvvpKzj33XHn++ef1eVauXKmTB6HskUaGrAOCl5LyKpk6a4FMnb2OVE+dJSazRTMVCG5yFTLWgYBf8kurxhxva3Pmiz2/SNpSWCGA8xadD4sWLUrre4HjhE4PNNy7urv187ls2bKkdR7hs4vZkz9r+n5s9Hi88K1bfN7YAzy8rx2dXfL8ok4JTfAtfv3bXvEFwnFnkocGU7hOekz5465NQ3CMsbo4ppQY/fNOhKSyfqbkF5WI6bs1mq02u5RW1kpxWZVeU9G5QESTb0xuqm5EEzXpJp4yYDKnq6++Wi699FK56667RnzMQw89pA3Dd999VzbccMOoz4dGMoLVV199VbOsMGfOHDnvvPP03+gZf+SRR+Ttt9/WxjwyRtXV1XLAAQfIv//9b9l///3H3Gc05LBOJZ4XCgsLNUim0bPwCHILS8o0yDU4nHlSVTdd1i5frIFWoibQiRXOKWMCNFQUjGfyoFigI8Vqd+otFs7CUuluXqUVBzi3kgnBEWYWLigqFofDKd2dHRro4txGx00qz5HVq1eLM79AptRMFbPFouvFNq1Zoe8RPqOJ1tXTK2+u7NNleibiwwavBEJhfb9iOYcQVGKZokWNEw9O/MGwfNvSJ5Xl48+gYr+hzzyB899kkj6TU3p6hs8OnQ2f0VigsxUVGT6fV6t3knm9QscOytkLSyvEah25fLywtFx6u9r12olZtlN9LFA9gOsTJ8qjXIdr9uzZs4f9HtWC6cIMK2WTSRvkwp/+9CdZuHChnHPOOSPev9tuu2lD/MQTT5T//Oc/Wl48GmSjYMsttxzx/s8++0z/f/DBBw+7b5tttolpf/G4PfbYQ+bPny/77bef7vuBBx6o5c80HBqoaLQVFg0/PhaLVUvvkMVLdZCL7BWyJWhEulwrZMGCBUlpsPl8frHaY2+cG8Fw5OzLyYIGMjobptRO1deOIHPtymWalZzI0jjjCbRwjpRX1WiAC3n5BVJQVKLvUzKC3DDWg/VOfAIfZGM9/nDMGWcjU762MzHv76oOn2zs9U2oAYdAPzzBgqKQWCQYCmblZzQWqDDAZzK/sEj/jeXkkhV045qJAB/XxtGYTGZx5heKyz3+cvvxdkgtWbJEz3d8Fyfjs0mUaVWHSJBkEo6VpWwyqYPcnXfeWfbee29dnueYY44Zdj++RP/+979rsLvrrrvKyy+/PGpAZCxHpI2R/Pxh92M5Ivj44481MzAeeA6UTn/++efy0ksvyZ133qnly2+99ZaO8aXBBspuR2mcotEaSsMEKsYMpXg//f5kBpSZOznM0HV6jextqie0MbY3NIDB/iRzXxL1zKF0bhvHJwNOMd2FcLZ+RmPbF5PZNJBZTc1nZIyAHp+XNHxWjfeFszzTRGGFDQxZywTIzH700UeSDTKpggKd5XgPH3vsMa2ORBUl2sSokCSSyR7kwh/+8AfZZJNNdFmhkSCoxeRRu+++u+yyyy4a6GKN3aG22GILDXQxzvawww4b+D2+jNFgNu7HhxGZ4UjGY8ZiPG6DDTbQ2y9/+Ust73ziiSfk7LPPHtfrz2VOp1OPl7u3W+wO57Bj6XH1DFsHORWQecekLl4v1muelrQvDZS2+/yxTwwU/O6x+LtUzHCOdU7bmhs1o9vZ3qKfj1SXhfavD2yWzrYWqayu0/fC7/NKb3eXlJUlp0ICYxwL7RN/z/EM+VbTQAfaWIyOuOoim6xon3jgVldiF6dj/OcK9huvwSRhCY8VVEVhlpCYLeas/IzGAt9BKOXvaGuR0tKypH5GHA5MAGYSr8clNrtj1GDT6+mVoiQPaRjpfEHpJqo9WL1EE3XmmWfqLROMVJKcqTJprOwVV1yhbQkkfDB04sEHH9SJZbEkKKodiSZ9kIuxtsji3n777aOeDci8IrhFqTACXQS9Q8ciIfBF0HnaaadpNhdB7YcffqgTVt166616/69+9SstjUa5FbLImKXy4Ycf1izsGWecMebZiOWLMK73+OOP14sixgojUNh00015Jo/SKCovL9exdZg0BSWoaKxiMqb25gZtrGGMW6oh8K6vr0v6dhDAY7xp0O8Ti23s9Uf7ers0EEr2eFxj31Cuigls8D7Y7XaZOXNmzAFbomB7dZpTupcAAEvpSURBVHW1Oiyhz+3S86TP4xa73RZ1eMJEFObny5b1Xnnoi/4xqeO13hS72CymmIMedF4gmFxQ45R3V0xs22jnzK92TijgMipeHOE+6cPkU+MRDosz3CcFhQVZ+RmNtbMO5dJG9UMy4fNfXFykY27zC0sGSvgjuXu6JBgIpOXaifMtneOjiSa7TBqTi9VGIp1++umaSHrggQcY5NLkDHLRcEXgE+nyyy/XYDTa4/BvlAgfdNBBuk4ugs2hvcnXXHONZlZvuukmnfRn6623HrRMEf69zjrr6ERXGA88Y8YMOfTQQ+Wkk04aVCKNnqmRfsa2EUBjwizM/jp9+nS5//77tZSaRobjp+sWN6+VzrYmsVhs4vf1aWMRxw/BVa7CeYMgzt3VKoUVtVGzUVjSxufu1vM+FVkrbAMZKmwPWfVUB7dDA24EEih9QuBdWlKtv0vWPlVUlEt9b4/Mq7DJ4rbxzyi9x5w8DcpHGh4x2jEvKS6WPdf1yf3vtE2ownfrmQWSZzPr+NDxwmcPHSoBl0v6THnjmmHZFvaJJRyQiiHX9FyD9y5V2WRcM5csXSqtDSukpKJG7M68/qEdwaC4ejqkux0Z5VIGm0STUCZlckeb1BJLeBJNyiD3H//4x7DfIdhBOdhYj8MXOzK6o0FD4Be/+IXeRnPcccfpbTRPP/30qD/j+Y888ki9UWxwzFCKjmw8JpNBQOVwlOl7mc7AKhUQyNfV1emSOK6OJikom6KluUMFfH3S07pGg45UZ2fw/mTC+5DKDBECO7PVJnvOyZfFbeNbr7Y8zyyb1TmkqrIiruAHAXZNd5dsP6dQ/rdkfDMSY2tHbFGh5awTPWY433p7V4gt7Be/Kf4Op7yQS8/bVE5WlutQsjx71ixZuWqVBroWq02vJQG/T7PJ6PBN9azKRJQZMnniKbTbP/jgg2EZXpq8Jl2QS5PTZC1zw4QWaJiibNnncYmjoFjszv5xqMGgX7yuLvH3uTWTicqCTAg4cx2C0uqqStnG75c3Vnnk44b4xseiI/2kLUrEbLbEPTYRWd+CgkI5c2GNfLJmqfT0xT911QEblcp6tXlSX1ebkIDf4XRKsbdTOkwVuuZtrPKCLnGEvTJlSv8M3ZQ4uB7MmztXZx/HDPS4hthspXq+pWLMPhFlprJ8m5Q4Rw4duvoCeosHnmu054vH//73P53vBpWZO+2004Sfj3IDg1yiHGeUFqKEHiW5fT0dA/c58/JkSn29BsOpXJ92skM2DGu7nrFNWK55o1O+aI4t0LWYRH62ZYlsUG2XmTOmx90pgWBw6tR6Xf7l9wdMk/MfWyVuXyiuMuWf7zRF9z8RY7exPzNnzNClYcqCbdJpKZegaYyvJSxxE3JJYahHKzQ4CVFy4L3Be5yKMfpElB12nlMu+6038nwVTy1qkae/bEnY88UKK4zsu+++OgHrr3/96wk9F+UWBrlEk6QEESWGxhhlYxxsLo9JzvQAYvr0aRJavkLO31Hkwc975ZVlHun1jT5Sdm65TY7cqFDmV9pl+rRp4w4+kImbPWumhMPL5OYjZshVzzfI1019Uf8GkxcfuUWFHLNVhY7rTWS5qu7P7Nk6ZKTM1yp9Jqf0WQokYBqSMQyHxRH2SH7ILdawX8dzp3qNayKiyex/yzvks8aeEe9DFjfeoppoz3fhwtkxBbh77bWXTjqFLC5RJAa5RJMIsrX9y4RQJrwXs2bN1PX9DtvQJAevXyhvruyT15Z7pNUdFH9QJN9ukgWVdtlrbr5MK7GK2WKV6dOmTji7hrLleXPniH3lKrnhMJu8/m2vPP1Zpyxq9Ig38H2gXVVo1fG7B21SLjXFNpkypT+wTHR5MDpbMGlfW1ubtLW3S16gVYPcgCBTbRKThMQe9uv/CwoLpbKibkKTXhERUfxc3qDeEjVmd6zniwYrjOy99966sgmWEyIaikEuEVGaIFjE5GAIHFFKvrOtTXaaOXjseDgsUliEwK5Cg9tEBZgYdzl/3lwtY9/V1io7zyuSUDgsrb1B8QVDUppnlUKHWbePmboR4CZzXDsqC4wZtzEOFBPF+QMBCWvVgU2cziKd9ZqdNERE6ZFJsytjxRLMpnzdddfpzbDVVltFnSSWJg8GuUREaYb1SRHcYYxpX1+frqUdWVKerMl+EDBjhmOMscV2PR6PVHm9OtEQto2gFllf7F+qYJ8QVEcupUZEROmXSUEuZlPGsn9DcQJNMjDIJSLKEAjw0jELuLHdyTgDORERxQbzM2QKVCMRRcMgl4iIiIiIogcNXK6NsgiDXCIiIiIiiooxLmUTBrlERERERJQ1Y3KJxsIgl4iIiIiIogcNDHIpizDIJSIiIiKirJl4imgsDHKJiIiIxsnUtirtx+7UdSzp3gU5aR5LWXOdhYNyKYswyCUiIiIap0Wh8rQeu/XM7bKOf3Va9+Er21R5vbdQ0m2DdO9AjuOYXMomDHKJiIiIiCgqDsmlbMIgl4iIiIiIomIml7IJg1wiIiIiIoqKE09RNmGQS0REREREUXHiKcomDHKJiEg8Ho90d3dLIBCQcDgsFotF7Ha7lJaW6r+JiGhy4zq5lE0Y5BIRTVKhUEi6urqkta1NvH194guZxBUQCYRFHGaRImtYGhobpay0VMrLyyUvLy/du0xERGnCMbmUTRjk0qSAzFQwGNRGPbJSzExRJJwXkRlMqzX3L41+v1+WLlsufp9X1npM8mW3RVa5TRKW79e6zLOEZUFRSNYNdEpHR4dUV1dLZWWlmLhWIhHRpGPhUsiURXK/JZfjTjzxRNl1113l6KOPHvHnyQ4N+fb2dmnv6JBgIDDw+4KCAs1MFRcXT5oGu8/n02PR19enQR0CObx+3Mxms0xGXq9XjwkCOBwTg9OZJxUV5VJSUpKTxwbnwrdLlkqvLygvNlql3TfyZ8ATNMnHnRb5pDMsG5eGZFNp0s6A2tralO8zERGl12RpL1FusOZKIPPPf/5TnnvuOWlsbNQG2NZbby0nnHCCBjNw1llnyXvvvaf/xjiziooK2XjjjeWII46QuXPnDno+ZPzuu+8+eeaZZ7TxO336dA0et91222HbXrlypRx11FFR9+/kk0+WY489VpLh448/HrT/Q3+ezBC8rF27FldlMTuKxJqfJyaTWcLBgHi8PbJq1SpxOBwyY8YMPSdyFYKSNWvWSE9Pj75+qwPHwSK+Pp90d6/WzCUydAj6JwtkbFtbW6WpqUlMZrPY8krE4sgT+e788Hu69Zg1N7fIzJkz9DxJZflwb2+v7qPNZtMxsYksE8b1bdnyFRrgPrnGIu7g2I0WZHcR7HpDIttI28A1lIiIJg9OPEXZxJoLgczee++tweiZZ54p66yzjjQ3N2tAu9NOO8kHH3ygj/vss8804L3kkku00d/Q0KBB7HrrrSd/+MMf5Oyzzx54zvPPP1/uuusu/f3MmTM1eN5xxx3lpZdekp133nnQ9quqqvRxhltuuUVeffVVDboNCKIotdra2vQ9NjuLxVpQoYFMJEtesYT8feLrbpKlS5fJnDmzNaDINTjXly5dKv5AUPLLqsWRVzToWAT9XvH0dGhnAB47ZcoUmQxaWlr0OmEvKBN7UbkG/5FseUUSDPikr6NBj9+cOXOS3hGCaxjOWS2ptzk04A71uvVczs/Pl2nTpiXkHMV2kMF+rsEaU4AbCSXNJdgFU2NSJ6TC/uF1o2MGxwPHvqysTLeZi5n1TIVj73a79f/o6ElVZw8RZSYzE7mURbI+yP35z3+uDfQvvvhCSwsNRx55pDaQhgakO+yww6DHoLT3pz/9qWy55ZYayMIjjzwiv/jFL+Skk07Sn/fYYw95/vnn5YknnhgW5CLDEvmcTz31lDidzkG/i+aFF16Qe++9VxvcyD4jwC4sLBy4H9u95557NOs0f/58Oeecc2TWrFkxHx8clxtuuEGWLVumf3faaafJhhtuKLkM5bgIFizIziHAHaW8xmxziq20XvydqzVrhw6NXINsNQLc4qppYrEND9IQTBWUVYvZYtVzEOdzUVGR5PoswhrgFpaLo2j0bKTFape88nrxtK2W1atXy+zZs5O2Twg8cQ5anUXiLCwXs9X2/Vhyr0s83a0DnTETGS+sGey2NlnhNkmXf3ytlc86zbJOUUAzzsnI/nd2durxNpstkldYLBaLVbx9br3Oo1MTn9PJMGY6nXCe4Fjjc4LMvwGdLfX19Qx2iRIIHcwjfb9EtmkzBTO5lE2yukscX8APPvignHfeeSNeDGJprKOkGVmaO++8c+B3m222mWaAceEBNLhw23zzzRO6/9dff7388Ic/lAULFmg5NYLjU089deD+G2+8UfcPwfevfvUrzUSjxHr58uUxPT8CYwTbaJice+65ss0222jZNTIkuQyNM5PZEjXANZgsVrEUlGt5KLJHuRbMuVwuKSidMmKAa8AxyiuuEKvdqedMquB4I3BBII5zEg3rVMC2ENQjyB2LPq6oQrNZ6DxJBlxncBysecXiKJkyEOAa743VWajBdiAY0GveROB8CPj98mX3+C/9rqBJVnlM0tKa+PcM5yyutXmFJVIzY66UVtZIUVmlVNZOl6r6WeLz+fV8odRUwjgLiqRm2mypnzVfKqrrxecPaIcphggRUWKg0w4VQ0NvH330UcYdYjOGf6XoRjRRWd0d/sknn2gja9NNN53Q8yB4XbRo0cDPd999twaDKA9Er/WSJUvkqquuGnPsbbyZmwsvvFCuu+46+dnPfqa/22effbQxDciSXHDBBZoZ3mWXXfR3e+65pyxevFiuvfZazc6O5fPPP9dGIx5vBHvHHHNMTk8cgLK6js5OMTtLYn6dZkehSG+bvic1NTUpy5IgyEMJZrKWZcE2zBaL2PK+rwwYDY6Vo7BUXO2Nul/JLktEwIgvcR0Pa7NLV1eDBmD4zCXz/ERAic+WrbA85u0gyESnCY5nXV1dUjKXiBURdI9adWC1iTWvZGCG4/GWCWNbPQGTNPVN7Bh/3W2W6flePVfQOZco6GSxWG1SVlU77FjYHU4praqR9qY1el1L5nJGOD/XrFkr/oBfSktK9Jin87qJqiQca3TmJntYBTK36EwpLCmX8qrvr4cFRSXizCuQhpVL9H1K9eRjqbpuEtHomMmlbJLVQS4aOoko6UAjLTJLc9ttt8nLL78sv/vd7zTLi5JijOVFJnSiAbXh3Xff1f0/+OCDB/0eWVfjfjT6sV00aPEFjxt60bu7u2PaBsqSkf09/PDD5fjjj9esLmbSzWVoAIVDITHb+49jLDAe02zPG+hgSNV4UIvVqkHHvHnzktJwxeuxIUCLsXFuzysU13d/l+wgV1+/xSr1M2ZrIN7T3SktDf3Bi/EZSNr5EQ6L1dE/IV0sNJvqKBC3u/96k2jdPT1iceRr1jgaW16x+F0del0Y7+cYQX6HFixMLGAzSp2NapdEwPuCa1tR6ehLFDnzi/R8QUdFMoOclStX6f7kFxRpQIcxwemamA2v1cheI8OK60UyxyUb46CLy4aX8uOaVVBcotetVAe5qbpuEtHocjlJQrknq4NcZH0Agd9GG2007udBA8L4wkbZKjKsKBU2xuQig4pM78UXXyxPP/10QvYdDdVoJdXGeOLf/va3wwKOWIN6zH6KchcE7Zdffrlmvg866CC5/fbbE5p9ySQDy8AMmUhoTJjkJ5S4Bns0COQcWKKmqlrWrlquy7kko7GmExjF0Rjun3zJNGgpnWRBcOTIy9OABfLz+7PNyS6DNF7b0ImmYjo/gsk5LqFgUEzmsSe1QjZZHz+B9ycYDIk/ARXGge+eI5HnitGRh0xutAYWOkeSeY5iH3w+r1RMqZGS0gpx9/ZnUdMFnU7o6Cwtr5K2lkb97CRzEjQ8v3bsjPI+WG0OzfbiOKWywZuq6yZNDqiii6UiLhq0xTKxpDiZOPEUZZOsDnIR2CLQxXI/GNs6HhgL9+abb8qVV145EFziy3Pq1KmDHoefP/30U0kUY5kflBSPNNYXGWRAYybWSaxGguWPrrjiCr2tWLFCM9E4XkYAn2sGyjhD30+WEpNQUCy21AxRxxcjxh2ioYb3N1kdDgggEUDFKqTHLJy0GXMjoeOmq6tbfN4+sdkd0tXRP0482Rlk47WF9bXG3kAOhwJitZiTNh7L7xs7uA8F+x8zkUmXrFaL2BPwMmzfxTaJPFcQMOGc9ftQVTNyRx6CW4wpTubEU9gPVMB0tDZLb3eXBAL+QZMBphquFyjTRYCL/Up2YIdrkgb63j4tER/K1+fWfUh1RidV102aHLAaB24TkczJCDMVy5Upm2T1xFNoYKE3DrMhY9xpZOkc1r9EYBfNl19+qcExZus0xsUio4sL19/+9jcNdo1M75NPPjmhYHOkAB3lz5hQCqVXRhYZMy0DJpjafvvtdUIqrP1reOONN3ScbiwQvGO/DcZ4rlQEMemCIAkN4KB38Mza0SDgCfk8KWvIYhkUnGPoOMH/k/V+FBcVid/Tq+XbsfC5+svgU3EcMMbRZrPK6uVLZPniL6WzvVV/l+yGK55fA6m++M6PgNeVtOOC8yHo80go0H+9GY3f3dVfLvrd2t/jgeCgyol8/cTSuZWO/r9PZMCFoKmstFTcPV2jds64ezB+OaTHLJnQOYhxnw67TTtS0znjOMr3MbM+ZsfHd1Wyg0u8VlxDO9uah00s5uvziLu3Oy2l26m6bhJRdk08hUnyMJcOlu8kypkgF1B+i6V9EJRijc+tttpKGwJYEmjoFzHG1iJQ3XbbbbXBYIyxff311wc1YP/1r39pAIwvU8y0jNmP8ViUDifSQw89pGVfaERtsskmmt2NLEN7+OGHddkjfKHjfkyKdNFFF8W8hBAaaihNrqys1OOB44K1g48++mjJVWgA4n0PeRHcxZbFDPZ1C66naNSmsuGKRlsyM1J4PQgIvK6uMR/b/7hO7QhJxfIs2AaqFfAZQ3CLcxznerJhLGN5WZkE3N0xB/9+Tw8OUNIa9hhfiwa7txtBxcj7FPC6JeDplory2CfMGu2ccJrDMj1/YkHu+iUhyc8vSHjZLIZY4OW1Nq4Uv+/7EmEEW67uDulqa9LXkOw1i/F+oMMT19BMWMYDnQno3EhF9hTbwISLfe5eaVy9THq7OsTj6pGOlkZpWrNcO4rwPqVDKq6bRBQ9k5uq21gwX8Khhx6q7X5M1Ir2LlGknPim2G+//fS2cuVKzXqicYLGc2SDABlfI2NqTCKChvVIE3hsscUWur4sng8TfcyYMUMDxVjX7cWHLhZoSLz22mtaRoxytHXXXXdQJguN/2effVZfE7LJ2A8E8pHuuOOOQQ2OyJ9xDB5//HF9DVh2yAgoch0awbj4BbqbxFoyfJbWSCG/R4KuDikry72GE85zHIuOjhadnRcTS40EgVVvW6OEgoGYz/NEwGcv2Rm5keCzj89EX1ejOEujnx9Bf5/4etqSOqstjgOCKXxGsSavraCsf0Znk0lLlP3ubvG7OqWgsHDC7w+uL868PFmvpE9WuMfXx1luD2smt7KyIinnLDrjcE1sXr1U7I7+cdsoncX5ifMlGTNc0/BsLjpTMdFTe0vDQOCP7xZ0RiVz4isiylyZtLQP5ko47LDD5IEHHpD9998/3btDGSinWvVoKOI2kg022CCu58KXOBpbuMUDgShuifwbZHBHW9oGZc3RfgY0TNLV854OCEZwHqCh7O9aK1asl2t1DApmENiF+nok4GqT/Py8lM8Umip4XSjj72lbK46CEr1hPVzjGPjcPdLX26mlsqgomAzLciCQwmtFJ5anY604iirFYhs8FhjHJuDpFW93izgc9qQHVsjSodMNZVfuribxdjXr+Yr9wLUIASU6uBIRXFRWVEifZ7VMzQvJak98z4cy5y3LgzoTdLJKeHEOojwXMy3jhnG4BaUl/VlojsNMGZyTCHRRbYT3AJ2AnFmVaHLLpDG5SBTFmlSiySmnglwiA8rP0UBDBtzfuUaDXLMtD7V4OolQyOvCYEvN0OFCmauZCSNLiMw2spfdri4NUPqzhAEtA8WxmjKtPqlL92QalAijYwkT2bhbV4rFnicWe37/cQkFJODp0XJ3BHKogEjF+D8Edwh0sZwZZl9HYIEOG+xDIrePc76zq0sWhnvkuQaRZq855gB3+8qg1OaFZfq0wZUyycrypyPTT4Ph3OP4VyKCDIpxicbEIJdyljFhC2bMRjl4n9cl4VBYrBaLFFeUa9lqssf2ZQIEIygxRKkrjgWW4tClWnAciouTPqNxpkLwiPH2OCboAPB6OiWE42K2SFlpiZ4f6cgcaklxEreL82H6tGmybNly2afWLW+1iXzbY5JQlLVzC61h2bYiKPX5YZk2dWpaZxsmIqL0yKRMLtFYGORSTkODHoEcbpMdj8XIGUNkNjNhcqFUv+5Zs2bKmjVrZHtTl2xRbpKvuk2yuMcsvQEsJIXGjEitMyzrFoekPi8sZotZpk+bntaZhomIKH0cVrPYrSNX//gCIfEH45vU0GYxjfp8RBPFIJeIaBJCoIuxycjyd3R0iMPSLhuX9i/DFgpjgpH+x2Gt1KrKCu0IyNWyfiIiGltdqVOmlY9cabSqvU9Wt2Od88Q8H9FEMcglIprEUBqNCcowsRXGAhsTDaGcHaXsuJ8TDhERUXO3Vzpc/hEPhD8YinvMbrTn22gaq4ZoYhjkEhHRwBhtIiKikQRDuIUStsTQWM83ljvvvFM7ZTGJZFdXl66Vi5nhjzzyyHE/J+UOBrlERERERBRVpk079c4772j10TbbbKM/v/322zppJINcAga5REREREQUVaYNXbn11lvTvQuUwRjkEhERERFRVMaEhETZgEEuERERERFlVSaXKBoGuUREREREFBUzuZRNGOQSERERjdN65va0H7uvbFPTvQuyY2FvuneBkoyZXMomDHKJiIiIxukNV3rX89y+oEc2+/G1ad2HD+87W5ZbqiTdNkj3DuQ4VitTNmGQS0REREREUTHIpWzCIJeIiIiIiKIyM8qlLMIgl4iIiIiIomKMS9mEQS4REREREUXFTC5lEwa5REREREQUFTO5lE0Y5BIRERERUVTM5FI2YZBLOS0YDEpnZ6e0d3SI3++XcCgsZotZCvLzpaKiQvLz87nuGxEREcUlEAjI7NmzJ3zUSkpKsubIm9K9A0RxYJCb5f7xj3/IvHnzZIstthjx58kqHA5LY2OjtLe367/Fli9iw1qGJgmGQ9Ld65bu7mVidzikrrZWCgsLJZfhGHR3d+vx6PN6JRwKicVikeLiYikvLxeHw5HuXSQiIsoaVqtVli5dKpOJifXKlEVyJshta2uT1157TQOb2tpa2XzzzWXatGkD9z/yyCOycuVK/bfdbtcs3sYbbyzrrLNO1OddvHixPP3007LpppvKzjvvPOz+jo4Oueeee6I+x3bbbSdbbbWVJMOf//xnOeSQQwaC2qE/T0ahUEhWrFghLpdLxFEi4igSMQ851Z2lIoE+8Xk7Zfny5XquZFNvajx6enpk9Zo1EgwExGJ3isVZrF9UoVBA2js69bNTVFQkU6dO1cCXiIiIaCgzU7mURXIiyL3yyivl97//vQaSCFr/85//yLnnniu77bab3HLLLfqYm2++WdasWSN77bWXlpg0NDTIL37xC5k1a5bcfvvtsskmmwx73r6+Pjn44INlyZIlctJJJ40Y5KIEFkGS4Y033tDA+Pjjjx/43frrr5+0107DM5arV68Wl8stUlAtYssb+RChNxL3WZ0i7lZZtWqVBni5ltHt6urS12Z15EtBWZ1YbIMztuHiSvF7eqW3q0WWLl0ms2fPYqBLRAPDPdBZiI5DdA7n5eUxk0M0iTGTS9kk64Pca665Ri677DJ5/vnnZZdddhn4Pb6UkYGNhOzuddddN/Cz2+2Wn/zkJxoMf/bZZ1JXVzfo8WeeeaYGtmazedTtT5kyZdBzXnDBBZrdjfxdNGhAvPjii9Lc3KxB+tBgu7e3V1544QVpbW2V+fPn6/7Ec5HBcXjppZdk2bJlGtDvuuuuWmKTq3C8UJYr+VWjB7iRcCzzK0VcAVnb0CDz5s7NmYs4OmkQ8FvzCiWvtGbE12UymcWeX6zBr7t1tT5+xowZMhn5fD5t1KN0O9pnPhXQEYd9sdlsKdsXdBAh64+OEWzb6XRqKTuCG5pccC40NTVJG4Z7hEIDv8dnA9+TBQUFad0/IkoPZnIpm1izvRF/xRVXyCmnnDIowAU0DPfff/+of49Jh+68804t07zxxhs1G2x4+OGH5fXXX5f3339ftt1226TsP577gAMOkOrqatlss83k1ltvlR/+8Idy6aWX6v0fffSR/OAHP5B1111X5syZI3/5y1+kpqZGnnvuuZjGUKLRvnDhQi1H3WmnneTxxx+XSy65RIPeXG2kYMypWOz9Y3BjheDPUSo+V5N2fOTKscH7Liaz5JVWjxm4I8h1lFRJT2eTfq4Q4KQCKiEQUCGQSldg6fV6Ze3atf3l7d9dOyorK6WqqirlHR74zGJf0FkDqC7AfmB4RTL3JbLE3+5wisVq088SOtdwfSwtLZV0BFqRHQ8spU/dcUf1BzoLi8oqpKCoTI+9t88t3R2tWrk0c+bMnLlOElHsciUJQJNDVge5H3zwgWYd9tlnn3E/B76ot99+e3nzzTcHfofGHkqZkR1GeVayMjWHHXaY7LnnnhpoGw38t956S/+Phh3uP++88zSjbAQEW265pVx//fX6+1iC6Pfee08bq0aD5JNPPumfiCkHoUGMTJTkVcS/mBvKls02DQyT3XgzJoHC/mLip2RM+mTMKm0vLNNsbSxseYXi7W7VSgSMa0/2McCQAe2UQDBntcqM6dO14ymVcJyW6XADk1RW14vVZhd3b7dWVhiVGqmCQBMBRDAUlooptWKz28XV063zDAAC72RB1g4dPFPqpktefuHA/rS3NGh2H+9LKjO6xrADXN8B10eMm8fY8VRtH58DXHPxGU3W90CssB+4paJcGB0duD6VV9dLfmHxwO+d+YXiyCuQlrUrtCNmbhqqXtAhhesmrtHprrYgmowY41I2yeogF1kGQKZhItB4NCalQvB55JFH6pjekcbpJsq7776rJcQoRY78sjayxghQv/32W/F4PJplRqMLt7KyMh33Gwtkf/B6nnrqKR1bjDJlTLaVq3CsVDxZ3EFjdPPF5e7P5iUTAgqcu2ggtrS0aJY+0YEuGqo4X2x53zdSx4Jg2JZXpA3cZAe5CCAQ4JZXVYvTmSdtLU2yYuVKWTB/fkobr+gICPj9Uj9znths/UGcM6///MF7hGtDqvYHAR0a8PUz5uqs32AEnDhPUDqcjH1BMIv3o6i0YmB7gG2VV9WKx9Wj7xWqSFIFnU04HlU1dWJ35El7a5NmFxcsWJCSjO6aNWuls7NDzBaLngdYJiRdgS6y+uh4xecZnQ3IoibznMR7bbM7JK9geIcCrlnFZZXS2rBKr7ep7JQy5hcAXC9x3WSgS5RaLFembJLVXaFGCZ2R6ZhIQxe99fD3v/9dFi1apA0pjKvFDQ1MlA7j34nKgiKLBWiwjARZDOO1IdjF5FeYqh5BKsYQxwINQkyq9Zvf/EYD3v32208ee+wxyVXIyqkYM5fDmMwSMp4jiRBQlJRVyKx56wxkdZN1LEyW+PqxTGbL98cxiZA1dDjzpLS8Upz5BVJRVaOzPyPISyU01LEfRoBrQAYLwR8yR6mCY4JSYSPANRQUFet7gkxeMuCY47VGBrgGBBHI3qGEPZVwLPLyC6SopEwcTqdUVFXrPqZqP7q6OqWsokpmzl4gJrM5KZ/RuIJOm12m1NTrcUn2McD5YHeOnjF2OPsD21R+NozjgA6oumkzdNvG8AIiSh1cF1J1I5rUmVyMY8XYQSwdtPvuu4/rOdBwRIkwsreA3mHMjIye88gvfTRyUEqIoCQRHz4EnUYQO1Im2rj/9NNP17Kw8cLEWrhhZumHHnpIDj30UJ2QC2XSuWbi7wve2+T3+6Ds0+3q6d8isq02W/KOBTpl4jouqTkG6ETy+339yxpZreLt68/Cp3rcJbYXCPiHfa4Dfl/K9+f7fQkNeg+QaU7mvhjPGwyMHETj9zZHaiefwj653R4JhYJiNmM8aF9K3w98Jl29+IyatOMrGZ/ReK4XGIbR2dFf/ZHsfUFQH62zz+gES3UWFcehs6tL2ltb9Od0vieU/ZC0uOGGG0a9H0sKIrlBgzGTS9kkqzO5GJ912mmn6YRMX3311bD7P/7446h/j4bthRdeqGVQGIMLO+yww0AG17jV19frrMb4d6K+2LfZZhudUOamm24a9HtkbI37MR4Qs0dHQg82MruxQAm2kYHAazjjjDN05lxkqnPRQKMnOM4MQ9CXkoYT3guL2SK93Z3amZGM9XmN8ueAzx3X3wW8yGwmfozwUDqRkoisWv6trFmxVNpaGrUUP9UNV1SDINDubG8eqNJAgNvV3pLycajYFwQX7S1NGuiCz+eVzrYWXdoqWbOi45jjtXZ3tg1s1+Bxu8Tn7Uv5xFMoE0eAu3rZEmlYtVxaGtckbfz6SHSN9XBIOttb9LXj3EwXfA/g8+J0OPT6nezPSElxsXjcvfq5GImrp1M7YVK93BrK5UtLSsRiNun7k6rJ8Sg3Ya4TVMeNdjPmA6DBmMmlbJLVmVzAjMgYM4XlgQ4//HBdJxeTxmDCJXwJRy4jhEAYgSp6opFBffbZZ/VvH330UV2eJ5XwBX3XXXfJIYccIl9++aVsscUW8uGHH2oA9Ne//lXvv//+++Wggw7SwBdBNvYZawDjNceS3UX2FrMro7wZY8owDhil2ZjBORdhMhI0AP3env6JpOIRCoj43VKe5LGogPd27tw5Sd0Gxg9irKvf1SU2Z2yN0aDfK0GfRyqqp0myIXhE1QTGXuLzWFFelpZAAscJQQSuGeh0sFptmlVGQInPYirhvMBYaAxl6O3p0n1BgIlzeujyZomGGd5RqdK4erkUl1bo7Mp97l4NfPG5StWETwZjzCWuz5hXAPuHwDdVJWw4L1L9nTAadKymcjw0gnoM0WlrWi0V1VO10gLQCYTx2T0drRp0p6PqItWfSSIajJlcyiZZH+SiAYhg8ZxzztFJnBAI4osQweF222038DhMvPT1119rQw4NbHxJX3311RoAjpWtOfroo2MuGUYmONYGIZYHQuCNMmKMN0KZNJYUMuyxxx6yePFivR8Tbqy33npy/vnn92cZvnPUUUcNmkwq8mdMYvXOO+/ockiY5Aol3bfddttAKXSuQQMYk/M0NTWLhIIi5jgaYd4e/ft0LJWSLBUV5drREehzidUZfcZoNGC93W3akExVQIPPXbInuIoFgly8Zp2EKhCQ8rJSPQ/SsWQNPpsIKrEvCP4rK8p1X5JdGoptYn4AnRStac33E0+Vl2uAmY7xUQh0GdSkHjp4kDHGkJ2Gld/qWG2zxSq+Prf4fV7NqKcy6CaizGHmWFnKIlkf5Bo22GADvY3m5z//+bifGzMtxwqTO+EWKzQmEKCPBo0JlGSP5uyzz476MxrNJ598skwWyAa2tLRKyN0sUlAT23hUv0fE2yXlachOJBOCI5RcuToaJK+sdtRAFwFuX2eTBLwuPR8n44ylyNyle5mYyIxuOoIIBLqo+MiEtYspvVC+Pm/ePJ0kD0NeAgGf5DkdUl9Xq+cJJ4UhokyA5cwwuSpWJEGnLNq7qOokyqkgl+j7LMT0/rVPXU0i+VWjZ3QxBtPvFnG3asMNGatcgoYosv6oAuhtXytWR77YCkrEas/X4D8cDIjf0y0+d7eEQ8GUrkNKmV0dw0l9CNdSzBuBGxFRpmVysTrCLrvsokNbMInY559/Lj/+8Y+1o/aYY45J9+5RBmCQSzkHAeusmTNlxYqVEupe3b9urqNIxPLdpDWYXAfBra9HJ5tCYIcALxezVshMIzuL8te2tnbxtPcvXWUwSrR1YhtO5EJERERZMCb3vvvu0058ZHExjGLHHXfUIYDI7DLIJWCQSzkb6M6f319u19beLoHe4WspFxYVSUV5rU5Qlsvld3htKOPGDT2fmKEba44iU4PjlEsl2kRERJQcmdRWeuWVV3TuHQS4kXPdIKuL1UWmT5+e1v2j9GOQSzlfbodZWV0ul5awYPwpMrapXh4mU2TS2FMiIiLKHpmUyUUWFxMmRjLms1i9ejWDXGKQS5Oj5zHVazoSERER5ZJMyuQaEyRGMtZSx0oJRMzkEhERERFRVIhxRwtzw+M8duMNmzGXCNZSj2T8nKtLZVJ8GOQSEREREVFUzgyKGrbccku55ZZbdI4RY+LQN998U8fozp8/P927Rxkg96aTJSIiIiKinHXcccfp5KJ/+ctfBsbh/vWvf5UTTjiBy+CRYpBLRERERERZA5NO/fvf/5arr75aJxidPXu2zrZ81VVXpXvXKENkUOEBERERERHR2A444ABdNggzLZeWluqNyMAgl4iIiIiIso7FYhm2lBARMMglIiIiGqftC3rSfuw+vO/sdO+CzAy2pHsXRKQ6Ic+CJWhQ/hpNSUlJQrZFRMnBIJeIiIhonH7/oSetx+6izfLEWzI1rfvg6Fotf1s83kVkEuf6DRLzPFarVZYuXZqYJyOitODEU0RERERERJQzGOQSERERERFRzmCQS0RERERERDmDQS4RERERERHlDAa5RERERERElDM4uzIRpVQ4HJbe3l7p7u7WZRpCoZCuc+d0OqWsrExsNhvfESIiIiIaNwa5RJQSwWBQOjo6pK2tXfx+n4RMVgma+i9BJgmIpbtHmpubpaioSCorK6WgoIDvDBER0ST24Ycfyr333ivrr7++nHTSSTIZNDQ0yB//+EcpLy+XSy+9NN27k7UY5KZRX1+ftLW1SX19/Yg/EyUji4rMKf6P7KnJZErJQfb5fLJ8+Qrx+bziM+eJz1YpQZNdJHL74ZDYQ24J9bqkp2eZTJkyRaqqqlK2j0RERDQ2tCFeeeUVefvtt7XzurS0VLbaaivZbbfdxGw2jxqs/ve//5XGxkax2+36Hb/JJpvIjjvuGHU7P/vZz+T999+XRx55ZNK8NbW1tfLWW2/Ju+++K+utt54ccsgh6d6lrDTpx+Si8b169eqBW2tra8oO/n/+8x+ZM2fOqD8TJQrKgnFuf7N4sXz55Zfy1VdfyRdffCErV67U0mF8kSSL3++XpUuXSp8/ID22KeKxlUvQ7Bgc4ILJLD5LoT6mz1KsWd2mpqak7RcRERHFZ/HixbLppptqQPu///1PK68Q7O65556y8cYby9dffz0sK7nHHnvI5ptvLrfddpvk5eVpZddTTz0lBx54YNRt4TEIcKdNmzbmY3PNaaedpv//7W9/m+5dyVqTPpOLXhL0ItXU1Ghmy+PxaOCLkohrrrlm1B4pomyBIBbBLDK4trwiyS8r1wAzFAyIy9Ul3d3LpbCwUL9E8BlIJATPyOD6g2HptVVJ2BTD85tM4rUWSVhMGpg7HA4dq0tERETp43K5NJhdvny5/OhHPxrIrp5//vly2GGHyYMPPih77bWXfP7559quQHsaP3/22WcaGL/xxhsa5BrQ4R7Nrbfeqv/HcxtVXffff78GviP505/+pFni0Sxbtkwef/xx7UBHmweB+oIFCwY95uOPP5YXXnhB2tvbNWg/9NBDxWr9PlxChvXll1+Wrq4uzbgecMABgxJU33zzjdx888367zPOOEPee+89ff04DjvssIP+Hr9DYgtzk8yaNUv2339/fa5IBx10kJx44omakMBx23777aMeKxqOEdx3Xn/9dc3kolz4xRdflJtuuknuvPNOiUVnZ6d4vd5R78cHJdr9Y0EZMy4sNHHJzFhmaoCLLyOzzSnFNbOloLxW7PnFYs8rEmdhmRROmSEF5XXicrllxYoVGggnEi7gXm+fuKzlsQW4EXzWQi1tbmpunnTvG1EmVH+gmuLbb7/VRhuuDz09PfwsEk1iGBuLNgX88pe/HHTfmWeeqf/HteLuu+8eCEgR4MEll1wyKMCFddZZZ9RtIUBGSTTstNNOA7/HMKaZM2fqDQmqW265Ra6//nq94W9Gg8B03rx5+jgE4LiuHXzwwXLeeefp/WhnnHzyyRqM//nPf9YkF2IDBLGA9tHRRx8t2223nQb3mCwTQTWCZMQMBiQVjP3ZZZdddLsVFRU63wi2ccIJJ2hp97PPPqvP8Zvf/Ebmz58vf//73wftL+Yl2WyzzfTfzz33XNT3hUY26TO5I9lmm21k6tSp+uUezTPPPCPnnHOOlmLig4uepuuuu07y8/P1fpzA6MVBqQY+HPhg/O1vf9MPZixwITnmmGPkgw8+0A8CLgbo1dpoo41i+nv6vrHW0tIiHR2dEgoF9VjiIllSUpLThwgXU3TcWB15UlBRP+LYVvzOllcoBeZ66W1dpR0yKD1KlLb2dgma7XobD5Qv2/0tGqzjC2IyQBkXOgfwf1xLcG1J1bhkfFbQO43/Y9toCEzWMdE4/jgOyApMtmOAiiZ8/+B7K6+gSKwWq/R5+jvCcN3E9+NkOyZE1J8QMgxti0b+/Nprr2m57UsvvTTwu2233TauQ4i2tdvt1n8jODUgI4oboI1sJJGqq6u18ms0d911l17XMb7117/+9UA76dNPP9V/33777dpGx7UNmVxkcWHNmjX6f5RaP/DAA7oCxPPPP69tJZRgo4waAf+uu+6q42cjHXfccXLZZZcN/Iznx36gDYrnwPf7BhtsoPuErO3uu++ur8OA141ScGTGKX4Mcr+DgfAIfpA1RXC6du3agd6b0cqcf/jDH8of/vAHPbnxQbnnnntkyZIlsuGGG+oAewS9//jHP2S//fbT3iV84FH2gL+NpYFwwQUX6MB8DOrHvqE8AyULDHJjhwsaylMwLrSwpEysVru4XT2yatUqbcCidy1XIeuC11hYVjfm+YZAGKXMqGTAMUlEAxZfPG6XS7zW8ZcaB002vWG/kh3kYn9xnuBLJ9Fl27HCFzoCCZy3JpNZwuGQFBcXa1lVsoOK78vaMSmZWTuG0JM8Y8aMtAzbwHuBcnUcC+wHJjZJRWCFwA4dk7juAho0dXV1k6aTBa9/xYqVYrbYpHrqdLF8V6aH7zh3b7e0N68Z6CgkosnFuC4CrsmR0CmK6yWu3fjOHvr4eDvQ0dlrGOn6e/XVVw9kP9EZ+fDDD+v2kUVGyXFkcH344YcPlBwjw4r7EcSiBPgHP/iB/v6hhx7S/2MWZyPABWMyWKM0G21w47Wg3Nm4bqIMemiQi6A1krENXEMvvPBC/TeSC4D4A2OckV0e+rrR+UzxY5D7HQSfaNgiGMWHExlaZHRHg4wtauvxOEPk1Oa4f++995YttthCG0xoICDIxQcHvVOxTDCF/cCHCR8GwHPhRrHDBdbr9Und9Nlid/Qfx6KSMmlvadAxGbhIpyOgQUCBbAnGmkaO9UgkXDgtdqdY7f2veyyOwlLpbVmlpfH4skrEawS/eXB5UlxMJi1Z7u3t1s9QsoIcfNbwOQV8Sc6ePTvl6/UOZN5tdqmfPlUsVpv09nRJS+MafS+T2SFjbNvuyJMptVPFjPkJXL3S1LBKj02qAxoEtrhOBjGO3GbXISFoOKHTL9mMqo/yqmqxOxzS1d6mwT/KydK1hnMqrheG/vWr/VIz7fsAF/DZKygqEa/HpecEGnmpzOaiEwrvA76jy8rKpba2htlkohSLDFSHfjcgEMN1GoxsZOQ1G8kkVIHECsvnGPAdEPm3yLQaQSLceOONA2NWMVkVAt7I6yeC3LPOOkuzp/iux3hY3FCWjLY8Zn3G8AwY7fsO3w0QWQWIthLakPjOMu6PhE7qSMY28HujqhP/N8qS11133UGPN4LbyGNBsWOQG1GCMXfuXP03Mn/onUHPDCafGsmiRYsGyiVGgjEIaKQNDUrRI4TgKpYg99xzz9XgG9lbDPRHb9PWW28dx9tLaLDlFRQOBLiAhllxWaX0dHVoQDf0IpRs6K0zxrRg+7GWr8cLjUGrrb90PhYWW/8xijamJR646IdN5uGzKMfJGMuLz2MyOiQQ4OHLF50fJaXlsnbVcv3yxlifVJ8XOPa1U2dqoAtFxaXi6unSL7pkBrk4D5H1n1L3fWCTX1gkBYXFuu1UB7n43KKxNG32PA1yW5saNKubiiAXjani0lIpLe9vzDmd+bJiyde6T+mo/EjV9cKAbdjsTrHZRy77yy8sEVdP/zwURgdsKuAzik6PkrJyaW9vk+LiooR0xhFR7JCZxDhbwFA6JHMM77zzzsC/jTG0++67r1Y5AsamHnvssTFvCxMyoX2Gay9WhUBZL2Ao4RFHHKFtDPj5z38+KMn0k5/8ZGCCJzD+DkkjtMvRpsa+I/P65ptvavYUE2AhiEaG1yhPHgrtd9xvZKmN7wtjP2JZ/tPYRuQY5mgQawCWWqL4ceKpUT5YGFyOuvnRoDc92mRSaIz/+Mc/HrQ8kXHD2NxYILDFhw29VfggIahGTxTFZ7SxqJCOCY2+36Yp4RM9DdqObiJ94+b6X2fmj9vDfhrrBlutNj030nleDD1f+8uWU7M/w7ed3mNhlEkjs5yq3eivGIj4akzjtSKV14vI7UW7bKRrLC5eu9mMz2h/BxAno6OJQLUdKnZGu+X6nB3jdeSRRw4Mmbv22msHrkkI9DAJE+D4YawsYKwpJl+Cyy+/fNgynQh8R4PvZCOZhEyrAZNDGWXQCKZRfhwJCSEEkMbNKBnGOGFUxCCJhcmmMMY2sizYCMAxIZUx4RUgIAbjNSGJhWFF8OSTT+r/MRY4lrVsERcAZkxGgG3A8UMpc+Q1Hq/RmLTLKKmm+DCTOwqUN0SbhhylzCh16P/i/b5BZPyM+zG2F5mZyOcZ+vho8Fj0VGPsL24Y4H766afLX/7yl9jf4UkOxw8lJCi/QwBjQBZXy+8KClK+TxjziR4/XGyTmRlCaaXPH/us3qFAfwY3USWZ+IIyhUNojU4o2DZJ/0U/WeNC8bwowcKXb2d7q/6cjiWLcF6g86yjrUWq66Zqg77P49Ix5MnOYGKSKWyvs61FqmoxSZm5f1bsnm6prEx99hINDpw/a1csE7vTqfuRqnItZA46OjvE4czTCpDO9hYNqNI1JjdV14vIcwGdqgG/X6wjXAvcrm59b6J9PyYDyh/RsGxtbtD3gllcmggjAKL44HOPkl9MkvT0009ruxRjXrGsDjKUmJMGwZrx+cT3KQJBHGtkdFGOi3lqUKnz0UcfaSIH15vRnHrqqbos0b///W/tmMB3pDGG1ciMouoxliWEUA2C/UYlJSpikNEFDCXEvBe4YZIoBOPYR0wohUomvJZ//vOfmj1G0PnHP/5Rdt55Z709+uij+p2BccCYv2IsmKsHAe7vf/972WeffXQbiDdwLLbccstB43HxmlFhhXgCMz5T/BjkDpl4CkEpJoa644475JRTThn1wOFDhUml0LNjZFcxjTn+Bicq1gzDCYp1xC666CId+4neoL/+9a+6PlYsUOaBya+wji96efB8Rt0+xQYNY1wQG1ct0xJlNNrcvT3S292hgU2yx7eNBkFUsgOpstJS/QIJBnxi+S77EY3X1SkWizVhgX//84TFGuqTgGX843LtIY/k5ecnNYOEBjS+yHSCsu8mz0g1vD4EMxh3uGLpN3pu+n0+DTqSHdygIVJfX6cTsvUtden54vN69JqYyNm2Y4Xjj4oajF/SMuopU1JWMo1zAd8DzQ2r9WcE/Hhfos3amQvXCwMyWI2NTdLRslYqaqYN6lxCp4uru0PPx1RPRobPAZbqwHchPhuc3ZkoPTCUB+NeMdEq2stoZyDIw2cSS+lg/oJI+E7FzMVXXnmlBpZob+MzjIBurDJcBJJ77LGHLu2JMunjjz9e298jjX+FaNcFBJhIGGEfUPKMtjWC9Mh1crHMETLFr776qmZSkbWOrL7Ea0A7H1lhBOcIUhcuXDgo84/nM5JRI5Uw/+53v9PnQHYa7VME1xhTHLlOLpJcRoYaATGNz6QPctFwwUmIHhpADxBOOJzIqPMfDXpsMP4AJytKm9EAQw8RAlzAcyCYxfNgrAB6vjE+97777hvUQx85kH7oz7goYPZmBM/44GKMwaWXXjrOt3pywoUUpTOYaACTTQHGHOIincszKwMuug0NjdLX3Sr5ZbVRL/5Bv1f8bmTtKhPWeMX5jCAp4HONO8g1h/xiCfmksuL7KfWTAccmEzJDyFBhyQDNpAUC2lGAXuJUNOhxvuB6aGy7sqJMO+fSMbMy4NyZPn16yreLazV6+TEWFschnbNtpwNe6/Tp0zRr2rjyW8kvKtHOL2+fWzyuHj0nUzE2eiQ4F9N1PhLRYMiIGvPL4FqNdjSCSMxxgxmKR+pAPOigg+I+jP/3f/+n2WBj/hS0uccL33EISnEbDfYTE1WNBu37aPuA+8eqEkBAa8QdI0FlGYJtJGqwNBGNz6QPchGUYpzseGCiqsigdaRAOLLmfyiMC4hci3fozwh40btDE4OOC7wXyADghizRZMgCRGbnPKYmySudMnis4XcCvj5xt6/V45TorB06EvrWrNFgNWSOPztqD/Zqo3uyLN8CeB/SFUQgsEz1hFuZKpWTKmUadPjg+w0Nre5urC8e0pmm0TBDRpmBJhENzZKibYXOMUyWNFKQO14IpCdbaTnaAJPtNSfDpA9yafJAsDSZMjJGdg4NVJQT+ftcYs8vEZuzQMfIhoJ+8bm6JOB1i8PplJkzZiT8+GD7Tc3NUhBolx5blcgIQfZobEG3OEJuqayuZqOaKE1VTrHMGEpEhOF5RJmEQS5RjkPmBePZMPZD1w3ubR+Uraqur9dgNBnZGTwngmdM21/obxWXrWJgSaCxAtz8QIfuVzrGhBIRERFR9mKQSzRJsjIoNTQm1TGWzEnFDKkIpDGJ0PLlK8TsbxavOV98lgIJm4ZcfsKYpMor9lCv2EJeHQ+KLNJkKC0nIiKi2PX09MjNN98sjz32mM67gvksfvWrXw0sO0TEIJdoEkFmNR1jDTF5z9y5c3SMX3tHhzh9vRIwOySIS5DJpEsN2cJeMYWDWjpdWVGvQS4DXCIiIhoKMyGjbYH1etGJj6WGsCrJM888w0CXFINcIkoJTEqBLyJMqIC153DzBwISDiGrjOC7SGcSxJcWg1siIiIaDZbpiWwrYGkhBLj33nsvg1xSDHKJKKVQJo1gFjciIiKieI3UGe7x9K/vTgQMcomIiIiIKKpTTDNTdoRuCS+P6/EPP/ywvPvuu/L73/8+aftE2YVBLhERERERRVVZN0WKa0dex727oVm6G1viOoLFNVWjPl883nnnHTn++OPl4osvloULF074+Sg3MMglIiIiIqKodvjZUbL3pWeOeN9zl10nz192fcKeL1bvv/++jsE95ZRT5LLLLpvQc1FuYZBLRERERERRvX/7P+Trp14a8b6exmaxm00Je74z3n1yzL//4IMPZI899pCf/vSncvXVV8e1bcp9DHKJiIiIiCgqb3Or3kYTb5A71vNF89FHHw0EuNdcc824noNyG4NcyirhcFj/393dnfJtG9s09iGd+5JOmXQcuC+ZJ5Pek3Ticci84zB0X4goPrYRZjROF5Qmd3R0yN133603wxZbbCHPPfdcWveNMgODXMoqPT09+v9p06aldR9KSkoyYl/SKZOOA/cl82TSe5JOPA6ZdxyMfUmEDTbYQB7YICFPld2mlcr1PA45L95MbTJhPVyv1zvs9zabLS37Q5nHFGaXJmWRUCgka9eulaKiohHXSEsmfFTQOKqrqxOz2ZzWfUmnTDoO3JfMk0nvSTrxOGTecRi6L0QUn2uL5qfskJ3d803KtkW5iUEuERERERFFdWPJgpQdodO6vk7Ztig3sVyZiIiIiIiiskyiahzKfgxyiYiIiIgoKjur/CmLMMglIiIiIqKsmXiKaCwMcomIiIiIKCoGuZRNGOQSEREREVFUDHIpmzDIJSIiIiKiqGxceouyCINcIiIiIiKKymThmFzKHgxyiYiIiIgoKovdwiNEWYNBLhERERERRWXhGkKURRjkEhERERFRVBYbM7mUPRjkEhERERFRVGaWK1MWYZBLRERERERRWWxmHiHKGgxyiYiIiIgoKk48RdmEQS4REREREUXFJYQomzDIJSIiIiKiqJjJpWzCIJeIiIiIiKLi7MqUTRjkEhERERFRVFwnl7IJg1wiIiIiIoqK5cqUTRjkEhERERFRVCxXpmzCIJeIiIiIiKLi7MqUTRjkEhERERFRVGYbwwbKHjxbiYiIiIgoKoudYQNlD56tREREREQUFTO5lE0Y5BIRERERUVRmu41HiLIGg1wiIiIiIorKwjG5lEUY5BIRERERUVQmizkjj5DH4xGz2SwOhyPdu0IZJDPPViIiIiIiyqgxuam6jSUQCMjDDz8su+++uxQUFMhPf/rTlBwDyh7M5BIRERERUdbMrvz111/LAw88IOeff75YLJZ07w5loMw5W4mIiIiIKCNl0uzK66+/vmZy4c9//nO6d4cyUOacrURERERElJEyKcglGgvPViIiIiIiisrCJYQoizDIJSIiIiKiqCzFpWLKLxrxvrC7R8Ke3riOoCmvcNTnI5ooBrlERERERBSVfd2txLHxLiPe5/3kVfF98mrCno9oohjkEhERERFRVMGlH4un4dsR70MWN94xu9GeL2/vE/lu0IQwyCUiIiIiougCPgn3tI96t8lqT+jzjcXlckk4HJZgMKjr5vb29orZbJb8/PxxPyflDga5REREREQUlclmy6gjVF9fr8GtoaamRn+HNXSJGOQSEREREVF08WZqk6yzszPdu0AZjEEuERERERFFZbJmViaXKBoGuUREREREFJ3ZwiNEWYNBLhERERERRcVMLmUTBrlERERERBSVyZZZY3KJomGQS0RERERE0XFMLmURBrlERERERBQVy5UpmzDIJSIiIiKiqEwZtoQQUTQMcomIiIiIKDqzmUeIsgaDXCIiIiIiiooTT1E2YZBLRERERERRcUwuZRMGuUREREREFJ3FxiNEWYNBLhERERERRRU2M2yg7MGzlYiIiIiIojNbeIQoazDIJSIiIiKiqMIWhg2UPXi2EhERERFRdCYuIUTZg0EuERERERFFxzG5lEUY5BIRERERUVSceIqyCYNcIiIiIiKKjhNPURZhkEtERERERFFx4inKJgxyiYiIiIgoOo7JpSzCIJeIiIiIiKLj7MqURRjkEhERERFRVJx4irIJg1wiIiIiIoqOE09RFmGQS0REREREUTGTS9mEQS4REREREUUVEhOPEGUNBrlERERERBRVMBzmEaKswSCXiIiIiIiiCoYY5FL2YJBLRERERERRZWKMGwgEZMWKFVJaWioVFRXp3h3KIOZ07wAREREREWW2YDh1t1g89thjUltbK9tvv73U1dXJoYceKh6PJ9mHgbIEg1wiIiIiIhpzTG6qbmNZtmyZHHHEEXLxxRdLY2Oj/vzee+/JBRdcwHeRFINcIiIiIiKKKhhK3W0sd999t5SVlckvf/lL/RmZ3NNOO03uuusu8fv9fCeJY3KJiIiIiCh7Zlf+4IMPZKutthKT6ftljbbbbjvp6emRb775RtZff/207h+lHyeeIiIiIiKirJldua2tTdZdd91BvzMmnmptbU3TXlEmYZBLRERERERRmU0msZi/z5wODYDjzfRaojzfWKxWq/h8vkG/83q9+n+bzTau56TcwiCXiIiIiIiiKnTapKLAMeJ9bS6vtLsGB51jKSkY/fnGMm3aNGloaBj0O+Nn3EfEIJeIiIiIiKJqd/uku2/kSZ0C48jkRnu+WRWFUf921113ldNPP126urqkpKREf/f000/LnDlzGOSSMoXDGTSKnIiIiIiIMs4XDd0p29b6tcVR78d6uJtssonMmDFDLrroIvnss8/k7LPPlnvvvVeOPPLIlO0nZS4GuUREREREFNWna7tSdoQ2quvPzkaD8uTf/e538v7770t5ebmcfPLJcsghh6Rk/yjzMcglIiIiIqKoPljVmbIjtPm00pRti3ITx+QSEREREVFUIY5wpCzCIJeIiIiIiKLyh0I8QpQ1GOQSEREREVFU/iDnqqXswSCXiIiIiIii8ocY5FL2YJBLRERERERR+YMsV6bswSCXiIiIiIiiYiaXsgmDXCIiIiIiioqZXMomDHKJiIiIiCgqzjtF2YRBLhERERERRRXgmFzKIgxyiYiIiIgoKo7JpWzCIJeIiIiIiKLimFzKJgxyiYiIiIgoKmZyKZswyCUiIiIioqh8HJNLWYRBLhERERERRRUMhXmEKGswyCUiIiIioqh8gRCPEGUNBrlERERERBQVg1zKJgxyiYiIiIgoKga5lE0Y5BIRERERUVQMcimbMMglIiIiIqKovByTS1mEQS4REREREUXF2ZUpmzDIJSIiIiKiqLhOLmUTBrlERERERBQVx+RSNmGQS0REREREUfkCQR4hyhoMcomIiIiIKCpOPEXZhEEuERERERFFxXJlyiYMcomIiIiIKCoGuZRNGOQSEREREVFUXEKIsgmDXCIiIiIiiioYCGX9EXK5XPL6669LTU2NbLLJJuneHUoiBrlERERERBRVKJi9QW5nZ6dccskl8vDDD0tfX5/su+++cv/996d7tyiJGOQSEREREVFUwUA4a49QV1eXzJ8/X7788ks5/PDD0707lAIMcomIiIiIKKpgFmdyZ8yYIaeffnq6d4NSiEEuERERERFFFcqBMbk0eTDIJSIiIiKiqELhzClX7ujokDfeeCPqY+bOnSvrrLNOyvaJMguDXCIiIiIiiqrcaZPKIseI97X2eKW11xvXEawsdIz6fGNpaGiQW265JepjDj30UAa5kxiDXCIiIiIiiupHW0yVU3abN+J9t7y0WG+Jer6xrLfeevLUU0+N629pcmCQS0REREREUf3rzRXy8ueNI97X0u2Ne/blaM/37zN25LtBE8Igl4iIiIiIomru8OgtU59vLM8884yEQiFpaWkRr9ermeC8vDzZbbfdUrYPlDoMcomIiIiIKGeXEIJbb71VgsGg1NbW6s8Y01tZWckgN0cxyCUiIiIioqiCWb6E0OOPP57uXaAUYpBLRERERERRhTNoCSGisTDIJSIiIiKinM7k0uTCIJeIiIiIiKIKBXw8QpQ1GOQSEREREVFUIT+DXMoeDHKJiIiIiCgqZnIpmzDIJSIiIiKiqBjkUjZhkEtERERERFGFQ0EeIcoaDHKJiIiIiCiqICeeoizCIJeIiIiIiKLixFOUTRjkEhERERFRVByTS9mEQS4REREREUUVCvh5hChrMMglIiIiIqKomMmlbMIgl4iIiIiIogpxdmXKIgxyiYiIiIgoKk48RdmEQS4REREREUXFcmXKJqZwOBxO904QERERERERJYI5Ic9CRERERERElAEY5BIREREREVHOYJBLREREREREOYNBLhEREREREeUMBrlERERERESUMxjkEhERERERUc5gkEtEREREREQ5g0EuERERERER5QwGuURERERERJQzGOQSERERERFRzmCQS0RERERERDmDQS4RERERERHlDAa5RERERERElDMY5BIREREREVHOYJBLREREREREOYNBLhEREREREeUMBrlERERERESUMxjkEhERERERUc5gkEtEREREREQ5g0EuERERERER5QwGuURERERERJQzGOQSERERERFRzmCQS0RERERERDmDQS4RERERERHlDAa5RERERERElDMY5BIREREREVHOYJBLREREREREOYNBLhEREREREeUMBrlERERERESUMxjkEhERERERUc5gkEtEREREREQ5g0EuERERERER5QwGuURERERERJQzGOQSERERERFRzmCQS0RERERERDmDQS4RERERERHlDAa5REREREREJLni/wF9zdNTc8J9KgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 933.333x498.556 with 29 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "row_linkage = linkage(agg.layers[\"mean\"], method=\"average\")\n",
    "\n",
    "dots = ma.SizedHeatmap(\n",
    "    agg,\n",
    "    A.layers[\"fraction\"][:, :],\n",
    "    A.layers[\"mean\"][:, :],\n",
    "    height=h / 3,\n",
    "    width=w / 3,\n",
    "    edgecolor=\"lightgray\",\n",
    "    cmap=\"Blues\",\n",
    "    size_legend_kws=dict(\n",
    "        colors=\"#538bbf\",\n",
    "        title=\"Fraction of cells\\nin groups (%)\",\n",
    "        labels=[\"20%\", \"40%\", \"60%\", \"80%\", \"100%\"],\n",
    "        show_at=[0.2, 0.4, 0.6, 0.8, 1.0],\n",
    "    ),\n",
    "    color_legend_kws=dict(title=\"Mean expression\\nin group\"),\n",
    ")\n",
    "dots.add_left(mp.Labels(A.obs.index, align=\"center\"), pad=0.1)\n",
    "dots.add_top(mp.Labels(A.var.index), pad=0.1)\n",
    "dots.group_cols(cells, order=uni_cells)\n",
    "dots.add_top(mp.Chunk(uni_cells, fill_colors=cell_colors, rotation=90))\n",
    "dots.add_dendrogram(\"left\", linkage=row_linkage, show=False)\n",
    "\n",
    "qc_panel = ma.Heatmap(\n",
    "    agg,\n",
    "    [A.obsm[\"qc\"][:, i] for i in range(len(qc_metrics))],\n",
    "    height=h / 3,\n",
    "    width=len(qc_metrics) / 3,\n",
    "    cmap=\"RdBu_r\",\n",
    "    linewidth=0.5,\n",
    "    linecolor=\"lightgray\",\n",
    "    label=\"QC (z-score)\",\n",
    ")\n",
    "qc_panel.add_top(mp.Labels(qc_metrics), pad=0.1)\n",
    "qc_panel.add_dendrogram(\"right\", linkage=row_linkage, pad=0.1)\n",
    "\n",
    "# 0.2 is the padding between the two plots\n",
    "comp = dots + 0.2 + qc_panel\n",
    "comp.add_legends()\n",
    "comp.render();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "283cf28b",
   "metadata": {},
   "source": [
    "## Significance annotation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6bb53e6",
   "metadata": {},
   "source": [
    "Every seaborn-backed plotter can test pairs of categories and draw the result: `Bar`,\n",
    "`Box`, `Boxen`, `Violin`, `Point`, `Strip` and `Swarm`. The tests come from\n",
    "[statannotations](https://github.com/trevismd/statannotations).\n",
    "\n",
    "These plotters read wide data, one column per category. Cell types have different sizes, so\n",
    "the short columns need `NaN` padding. Marsilea drops that padding before testing, and warns\n",
    "if a bracket ends up with no label."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8830d418",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:17.267490Z",
     "iopub.status.busy": "2026-08-21T11:36:17.267379Z",
     "iopub.status.idle": "2026-08-21T11:36:17.291155Z",
     "shell.execute_reply": "2026-08-21T11:36:17.290578Z"
    }
   },
   "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>CD4 T cells</th>\n",
       "      <th>CD14+ Monocytes</th>\n",
       "      <th>B cells</th>\n",
       "      <th>CD8 T cells</th>\n",
       "      <th>NK cells</th>\n",
       "      <th>FCGR3A+ Monocytes</th>\n",
       "      <th>Dendritic cells</th>\n",
       "      <th>Megakaryocytes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.693147</td>\n",
       "      <td>3.218876</td>\n",
       "      <td>1.386294</td>\n",
       "      <td>0.693147</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.386294</td>\n",
       "      <td>3.951244</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.098612</td>\n",
       "      <td>4.025352</td>\n",
       "      <td>0.693147</td>\n",
       "      <td>0.693147</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.791759</td>\n",
       "      <td>4.532599</td>\n",
       "      <td>2.484907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.871201</td>\n",
       "      <td>0.693147</td>\n",
       "      <td>0.693147</td>\n",
       "      <td>0.693147</td>\n",
       "      <td>2.639057</td>\n",
       "      <td>3.761200</td>\n",
       "      <td>2.397895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.158883</td>\n",
       "      <td>0.693147</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.397895</td>\n",
       "      <td>4.634729</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CD4 T cells  CD14+ Monocytes   B cells  CD8 T cells  NK cells  \\\n",
       "0     0.693147         3.218876  1.386294     0.693147  0.000000   \n",
       "1     1.098612         4.025352  0.693147     0.693147  0.000000   \n",
       "2     0.000000         3.871201  0.693147     0.693147  0.693147   \n",
       "3     0.000000         4.158883  0.693147     0.000000  0.000000   \n",
       "\n",
       "   FCGR3A+ Monocytes  Dendritic cells  Megakaryocytes  \n",
       "0           1.386294         3.951244        0.000000  \n",
       "1           1.791759         4.532599        2.484907  \n",
       "2           2.639057         3.761200        2.397895  \n",
       "3           2.397895         4.634729        0.000000  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def by_cell_type(gene):\n",
    "    \"\"\"Expression of one gene, one column per cell type, NaN-padded to equal length.\"\"\"\n",
    "    values = pbmc[:, gene].X.toarray().ravel()\n",
    "    louvain = pbmc.obs[\"louvain\"]\n",
    "    return pd.DataFrame({\n",
    "        cell_type: pd.Series(values[(louvain == cell_type).to_numpy()])\n",
    "        for cell_type in louvain.cat.categories\n",
    "    })\n",
    "\n",
    "\n",
    "by_cell_type(\"LYZ\").iloc[:4]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7899020f",
   "metadata": {},
   "source": [
    "We use `annotate_stats` to add significance annotations. `pairs=\"all\"` compares every pair. `ref=` keeps only the ones against a single category.\n",
    "\n",
    "The correction is done across every bracket at once, not once per group.\n",
    "\n",
    "Instead of transposing the adata, we can simply set `obs_axis=\"col\"` to put the observations on the columns and genes on the rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "05e689ee",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:17.293080Z",
     "iopub.status.busy": "2026-08-21T11:36:17.292896Z",
     "iopub.status.idle": "2026-08-21T11:36:17.616397Z",
     "shell.execute_reply": "2026-08-21T11:36:17.615899Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 520x838.225 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lyz = mp.Box(by_cell_type(\"LYZ\"), color=\"#8FB9AA\", label=\"LYZ\")\n",
    "lyz.annotate_stats(\n",
    "    pairs=\"all\",\n",
    "    ref=\"CD14+ Monocytes\",\n",
    "    test=\"Mann-Whitney\",\n",
    "    text_format=\"star\",\n",
    "    comparisons_correction=\"Benjamini-Hochberg\",\n",
    ")\n",
    "\n",
    "m = ma.Heatmap(\n",
    "    agg,\n",
    "    A.layers[\"mean\"][:, :],\n",
    "    obs_axis=\"col\",\n",
    "    height=w / 3,\n",
    "    width=h / 3,\n",
    "    cmap=\"Blues\",\n",
    "    linewidth=0.5,\n",
    "    linecolor=\"lightgray\",\n",
    "    label=\"Expression\",\n",
    ")\n",
    "m.group_cols(A.obs[\"lineage\"])\n",
    "m.add_top(lyz, size=2, pad=0.1)\n",
    "m.add_left(mp.Labels(A.var.index), pad=0.1)\n",
    "m.add_bottom(mp.Labels(A.obs.index), pad=0.1)\n",
    "m.add_bottom(mp.Chunk([\"Lymphoid\", \"Myeloid\"], [\"#33A6B8\", \"#B481BB\"]))\n",
    "m.add_legends()\n",
    "m.render();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e7db751",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-warning\" role=\"alert\">\n",
    "One caveat: This test here is only for demonstration purposes. It treats every cell as an independent sample, and with a few thousand cells almost anything clears any threshold, so the stars track sample size more than effect size. If you already have p-values from differential expression analysis, pass them with `pvalues=` for Marsilea to draw instead of running a test.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b67017c9",
   "metadata": {},
   "source": [
    "## Tracksplot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bb1f623",
   "metadata": {},
   "source": [
    "A tracksplot has no main heatmap. It is a stack of side plots on a shared axis, which you\n",
    "can start with `height=0` and `init_main=False`. Grouping, clustering and `add_*` still work.\n",
    "\n",
    "Each track is one gene across all cells. Use `A.X[:, gene]` as a single reference, and\n",
    "`label=` to name it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "48f1dff4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:17.619024Z",
     "iopub.status.busy": "2026-08-21T11:36:17.618881Z",
     "iopub.status.idle": "2026-08-21T11:36:18.135336Z",
     "shell.execute_reply": "2026-08-21T11:36:18.134561Z"
    }
   },
   "outputs": [
    {
     "data": {
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LC7vbQR322C/52mz8vHFFqjloVTZVU2VTTcJ5s9pW9WdG7SC8z++jhvbQ8c3hB1bdXEcur5taLKEQDi+HlyerU8yzprVe3F7RmHpLh7rwcpXzUa4rr5fH5xVhi57G7RosDitZHdFyunWtqT3PG8P7UTkv3qdmhzWtfZOoqkO7zRzzmHLARVT16CSeL4ciWL1mG/oCrtah1RvHBgAAAAD0IptmUJ8rN8arjMfBCP4eo75dtIEIlobbYqRItI1QzFtqV7Ta6OYBZcniJEnZzlSEJdTtDyQegE91NeQgB29PChUjJKem1YJyrLGnBtP7q0BQVD6I97jq35DGPs3U7u+Dj2Pc/QOZCUbU1dXRXXfdRZdccgndf//91N7e3i330dPS1k7t5tS/WG5tj5YHajOrvywzW9TzkcuWcmDCbI3/xUtbh1msR3NbG3l9PrI74pdw0dPU2kodZovuILS8vq2d3D8DWdBtI8kX+48nYI794svfXksBWysFzKEvvPzmRrG//dZm8rfXidsj01r0vzjj+4j5W/S/CA3wvDrqSPJ7RehBLNPeJlpScKgiOp/6hOuaabze8bYpHl9HHVF4O+Lh7Q3Nv6Fz6xW+f+RvxT7SnT68r/xx9n/Ky7U0dWm9ASAxWzBIyrerHZoQYneT2tpI0vx/zySHNVqmrLkm+sHGYQmkdD95OocltF8ciqDFQMHtRWTydg5Ede3RQaXqVqv44YoRSjVtlpjp28JfPNQr7p/qspTLVP7eqOndmWx9lb/3lqpWC1mcHnJxuUoFDm/U9uD6yRUj+sp+6Q56x89A1mEL/Q/gwW6t9gS3ifvaLaKqQjzR+8fvxau9jVtviOvtHapLXg4vT3k/uZoCV3/gH4vTlvLgfLxtS/Z3T2gPh1TkbQ+tR0dKbULirX+ixyB2Hh1Jb1fuf2ULks5SLlM+JvsSDg9p8TEHAAAAAINYkpabcssAqcnMSeK0Zs1tL5SVFqgtvft3hWiDoa1KoW3DIFpppDm4ze1xU2ml4dIEIyA98U5i4cdQeUyBmiW9cerBLq0jqbq6mmbPnk3r16+nQw89lH744Qc68MADEwYdOnOfeDjM4PF6yeFMLf2iDBhowwbK0ARTVoloibNuvGyny0UdVis1has6aOeTjKheEQiQ1R77pba8junOczCIFyrQGzgP8GB4MCAqOYT+DleNCPhCgQbFIHm8+fJ9xPx1bg96HKLahN/WEhnw5xCGHKJQBS+Uv3fz4LwU8FPQ2UFBh5mkQOpn7XJYRFzG2RdBVzSUEm+apMvQbDsHVxJVqJDDHZ1dXnQ+sY8JAGSONgjhCAbJl6DqUiaJ1xAOOXo8JIUrVmSacqC/RRmMUAQmEt1Pns7W4U8pUNEfKbcp2X7pz+oUZzdUt1mpyewQZ+XbFR/YqhRfFMiD0vJAvNnpIU+c1Hu6wQi7x5e02kGN4kuH6tbUQ8XdhVuPsHrFfuT9wfunxeqkYA/1vOTlyV/9DNTgwGALRnBViPjBiPBt1tjPVh6fR5zlz5UI9N6T8mdD+Sz7Vkvy8IRMrhogX8+D5KKyjsMqlsfLlW+XS7ny7xya4GXKwYpkItumCB8or4/3d0+QwybKgAD/nqxqKQcVYoMRHWmHDXhak9EU93ZeBq+jNoTSlRCJ8r69EUZJRj4ulZRBHQAAAAAYhJIEI6gl9L2CtK2GyJ/e9z1SbasqeCDxvHpqULu+PfnZ9KJiRLrfQxhIClehTMg9cKup9gin/vdd4jFMdswOYhK30oCUpfVqdO+999KECRNo/vz5dPXVV9OCBQvI4/HQk08+mdH7xOMNf6GcanCApzOGnyza+8QLPySav3x9IBCghubmpPPRcrnd5HJ74i6juTV01gYqRsTSDRUYTTED50GfW1SXYNwuQ76vPB0HGkRwIknlAnl5cmhAd138XvI2bBe/BuztkXmp5q/8vZsH50VVB/EPXYpUeEj5foowiJayAoW/PX654YTL0M476KegPf5zJ1Kxo4vBCPn+qBgB0D3adSpEmAM9NDjOAcPwsqSO7hn44YF+fhvBJ7m2NXjFJY/sJKuMEK0YoQ5EDMSKEcptGsgVI2oUoYeqFgt5wl8KxKvkwBUlGFdJkDWkUOlBzDMcIkhU9SHZoLe8fO3vvYFDD83hLyGU6y3vjwDfrj17o5u0212RyolcrWIgkvdxT1bi6E3yWe96AQB5gJrbJMS7LRAMkN0Ve/xZnNHARCpVJWTcukPcJxym4Nt5/rwc5fS8vvJ1HMCQ75fqoHq8Shnade2NYITeY8IBFq7MmAgHRbTrK7ciSSdswPOIF8Dm7wa4ooX+MdH5fSW3cgmFO/reSQ4uT+wXuHzMef340hYAAABg0OJhsxTCAdL2NFuwcYsOpqjaIPHJG704qK0dNJZcnWytmaRiBLdaF6EL6DQpbsUIZ59sYdFnoJVG9wUjvv76azrjjDPIZAqdgZGfn08nn3wyffXVVxm9TzKtKQ6AtLS1UVCSxJcs2gBDW4J5tMUNRsR+gZJoPomm1bsft+cQy+mmAZ7+LKY9BJc+5bYV2koEiiBC9IoJZEMAAQAASURBVL5NuteL27iNhN718oC6zu3KMIancn3oFylInppiRdsPT6TNRtxtyDBVCCPO9sarfpG4rUhD2vPVXTdNudpE+0NuQZKpVhocXBFvTACg24MRPdVOQxWG6OZghPy2Wwp/vnPaEoc/nOGwgN3sJykokdsRmt45ACsqKLeJt3egUlZg0BuEtrk85PT6VdPzICBXldBOmwxXpNBWV9AO4iebV4OizUezxZGwSlN3a7M7yR/+H1zfoR/26KnqBq3hL0NMRsOAraggHzfV4bN7BrpIZQads9/lwWq9YIPqDP/wdKr72qLzs8SpKhGaTv3/x+v3isBDqy1aNUE5/0RhjdDtqf0/i8xHU82iTVMdI95yupP8WCj3YSrrwftNu/2Reek8RvFwCCNeSxKDwSgeM7M99vmRzjL0Hg8ORfBy+1rFCK8vdEzqMXdhmwEAAACgnxPnV3bDdwV6LfR6+YSNmDYDnanqIEnJK0agWkTXKU4wUu1+fgwxvqOPv7tGxYi0ZKU6ocvlooaGBpo6darq+mnTptHcuXMzdh/GFSX4R2a1ql84f1iylEwp9ChdV7xFXPIXWT/+sox2nTYtchv/Hc8PvyylqZMmxlz/49JlutNOGDuWUrFhy1bVNuRkZ6tur20IDRQvXr6S/nDE4dTfDSsooJnT1I99PJ6aTRR0xT9zz776E/UV4S+7XCWLyFUafVxc5Stj77v2M/K1VOjOlys+KO8vc6z/IhKMcJUuDUcow/NbE10X848v6v5uW/NpTBCAwxnO7b+IL+S6g2PTgug6rv6EJG/y0k6+5p2K+3xK2aOizxHlvGRBexs5t/1MBmPKLx2hefD+0HxByfsx6NQv4eoW+5zIWfyD7uOT1nJZMCAeU9OwMZ2eF8BAY8jKobwZB6Y0bb3XS2adwMNSW+zA4i82G/k7+cGKz+TcPS8vUl48EWl7qGIPCyxdmmCmRjLsvntK87S0+lRVD8o32lXvufllTApfP3X3/Ljz2bk59IGrtc5L5Zt5UDp0fdkGO42emEMDyY710f/dLbVeqi8PnfXcG4YUmmj4mNT27/LSWvL4Ug+qlDboD+q9u2SLOG63cw9LhZ1NZpq/qlQ97S9byKftc6m7bqFQ5serttGiLVXi93krtsXMK94x7fL6yaY4+8HtC9Bnq0tp+NA86g0bKptU+2v88ALx+4fLS1TXK9e5u6zZ2RipYvH+0q108K6x7/f7O/lY2VTdHDl++oth+Tn06xkTUpq2urlWVFowO0LvJZdtXU2zd91PNc2KkjWRgfLiym2q58wvW6KfGX4pXkH2mfuq7rt2x4bI776An9aUbqAheUNi1mPNjo0x163evoGaOlrE78u3raH83LyY5VY26Vdh49vzcpI/V9eWhZa7tXo7bamK/j9sMoeWK6torFbd3t18AV+k+sWyklW09/Q9Io9XKlaXboisLw/my+1M+PH91Yx9UpoHP9bx8DwXbvxFBFi0fileSRNHpXb8aS3buioSxlhXtqlH93kyiQIfS4pX0h5TZvXo+gAAAABA1w3Jzaddxqc27hIXfz/RHcEInbYbwZXbe7ViROD79URFQyN/S+vLOzGTIAUXb6YAb0s8vR0AGQB4H+sN8gcXbY6euQZqkk74BxIySCmeQtbR0UEjR46kjz76iM4666zI9c8++yzdfPPN5Nbp792Z+7C7776b7rnnnpjrjzztLMrShAmgb/vpw/eSTmP+4UVqm39fj6wPAABEFcw+hcZd9lLSXXL+jh09tttm5ObSA5pApR7PBRekPE/D3ntTzu23J53u5Vv0Q3TQf1z1yC5Jpznrvx/Tx4k+yAJAr3n4gt/TLacdlnS6cx+8okfWBwAAAAAAoC+6/PgL6bhf/y7pdO5Z+OwEMNCZrv0jZV9/am+vRr+R8mnfBQUFZDQaqV3bkqKtjYYPH56x+7DbbruNbrzxRlXFiClTptAVF5xHRUWF1NTSmtI681lB++y+G9kcDqqsiT1LZeqkSTRm5IjI37WNjZSbk0vVdfH7Jo0dPZoCgQB5vF4aUVRINfXplfofUVREubm51NjcHHNbVlYW7TJlCu2oGBgDMyMTPMZKRUdfSVLQT0FX4kRd9tiZJPk9ZBo6kqRggIy5Q8hdsTamEoGpYDQZc4eS39ZM2aOnk7c+dEZi1sgpJPncYllZhWPJkJUrbpMC+qWTcifvQ97GUtESQytr5GSS/D4KWJsoe8x0CjqtFHC0U/a4WaIyRNAd2hZj3jAxrcGUJapT6M0rk7KGh85y0rYYScSYXygqKfia4ycleRuyR08j98414jHojJwJu5OpMFRdhfdrvPYmgsFEuZP3Jk9tcczj25nl+tvrKOgZmL3EAbpSMWL4cdelNO2VY8dSo0//tXJiTg55g0Ean5NDDV4vtXWhlQbX0zl5RPT/ciJZf/sbSVY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      "text/plain": [
       "<Figure size 2040x921.111 with 113 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tp = ma.ClusterBoard(\n",
    "    pbmc, A.X[:, markers], obs_axis=\"col\", width=20, height=0, init_main=False\n",
    ")\n",
    "\n",
    "tp.group_cols(A.obs[\"louvain\"], spacing=0.005)\n",
    "tp.add_dendrogram(\"top\", add_base=False, size=1)\n",
    "for gene in markers:\n",
    "    tp.add_bottom(\n",
    "        mp.Area(\n",
    "            A.X[:, gene],\n",
    "            add_outline=False,\n",
    "            alpha=1,\n",
    "            group_kws={\"color\": cell_colors},\n",
    "            label=gene,\n",
    "            label_loc=\"right\",\n",
    "        ),\n",
    "        size=0.4,\n",
    "        pad=0.1,\n",
    "    )\n",
    "tp.add_bottom(mp.Colors(A.obs[\"louvain\"], palette=cmapper), size=0.1, pad=0.1)\n",
    "tp.add_bottom(mp.Chunk(uni_cells, rotation=90))\n",
    "tp.render();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d07cbf5",
   "metadata": {},
   "source": [
    "## Stacked Violin"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b70105e8",
   "metadata": {},
   "source": [
    "Same board as the tracksplot, one violin per gene, named by the same `label=` and\n",
    "`label_loc=`.\n",
    "\n",
    "Like `sc.pl.stacked_violin`, each violin is colored by its cell type's median. That color\n",
    "comes from a `ScalarMappable`, not from the plotter, so no plotter can draw a legend for\n",
    "it. `custom_legend` takes a function returning a legend artist and adds it to the rest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "65c1de7a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:18.137885Z",
     "iopub.status.busy": "2026-08-21T11:36:18.137749Z",
     "iopub.status.idle": "2026-08-21T11:36:18.558550Z",
     "shell.execute_reply": "2026-08-21T11:36:18.557909Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 575.556x542.778 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from legendkit import ColorArt\n",
    "from matplotlib.cm import ScalarMappable\n",
    "from matplotlib.colors import Normalize\n",
    "\n",
    "sv_genes = markers[:5]\n",
    "medians = pd.DataFrame({gene: by_cell_type(gene).median() for gene in sv_genes}).T\n",
    "sm = ScalarMappable(\n",
    "    norm=Normalize(medians.to_numpy().min(), medians.to_numpy().max()), cmap=\"Blues\"\n",
    ")\n",
    "\n",
    "sv = ma.ClusterBoard(\n",
    "    agg, A.layers[\"mean\"][:, :], obs_axis=\"col\", width=3, height=0, init_main=False\n",
    ")\n",
    "\n",
    "for gene in sv_genes:\n",
    "    pdata = by_cell_type(gene)\n",
    "    sv.add_bottom(\n",
    "        mp.Violin(\n",
    "            pdata,\n",
    "            inner=None,\n",
    "            linecolor=\".7\",\n",
    "            linewidth=0.5,\n",
    "            density_norm=\"width\",\n",
    "            palette=sm.to_rgba(pdata.median()).tolist(),\n",
    "            label=gene,\n",
    "            label_loc=\"right\",\n",
    "        ),\n",
    "        size=0.5,\n",
    "        pad=0.1,\n",
    "        legend=False,\n",
    "    )\n",
    "\n",
    "sv.add_bottom(mp.Labels(A.obs.index))\n",
    "sv.add_dendrogram(\"top\")\n",
    "\n",
    "sv.custom_legend(lambda: ColorArt(sm, title=\"Median expression\\nin group\"))\n",
    "sv.add_legends(pad=0.3)\n",
    "sv.render();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f04c7d10",
   "metadata": {},
   "source": [
    "## More information\n",
    "\n",
    "You can also write your own plotter.\n",
    "{doc}`Marsilea's documentation shows how <marsilea:tutorial/new_renderplan>`.\n",
    "\n",
    "The same references work on a {class}`~mudata.MuData`: import `A` from\n",
    "`mudata.acc` and reach into a modality with `A.mod[\"rna\"].X[:, :]`. Modalities share the\n",
    "`obs` axis, so plots from different modalities line up on the rows with no reindexing.\n",
    "Marsilea's {doc}`marsilea:tutorial/anndata` tutorial covers both."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "92856dda",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-21T11:36:18.560535Z",
     "iopub.status.busy": "2026-08-21T11:36:18.560381Z",
     "iopub.status.idle": "2026-08-21T11:36:21.289111Z",
     "shell.execute_reply": "2026-08-21T11:36:21.288231Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=table>\n",
       "            <thead style=\"position: sticky; top: 0; background-color: var(--jp-layout-color0, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\">\n",
       "        <tr><th>Package</th><th>Version</th></tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td><strong>pandas</strong></td><td>3.0.5</td></tr>\n",
       "        <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td><strong>anndata</strong></td><td>0.13.2</td></tr>\n",
       "        <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td><strong>numpy</strong></td><td>2.5.2</td></tr>\n",
       "        <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td><strong>scanpy</strong></td><td>1.14.0.dev31+g532d7b14c</td></tr>\n",
       "        <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td><strong>marsilea</strong></td><td>0.8.1</td></tr>\n",
       "        <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td><strong>scipy</strong></td><td>1.18.0</td></tr>\n",
       "        <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td><strong>legendkit</strong></td><td>0.5.1</td></tr>\n",
       "        <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td><strong>matplotlib</strong></td><td>3.11.1</td></tr>\n",
       "    </tbody>\n",
       "    <thead style=\"position: sticky; top: 0; background-color: var(--jp-layout-color0, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\">\n",
       "        <tr><th>Component</th><th>Info</th></tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>Python</td><td>3.13.1 (main, Jan 14 2025, 23:31:50) [Clang 19.1.6 ]</td></tr>\n",
       "        <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>OS</td><td>macOS-26.5.2-arm64-arm-64bit-Mach-O</td></tr>\n",
       "        <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>CPU</td><td>14/14 logical CPU cores, arm</td></tr>\n",
       "        <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>GPU</td><td>No GPU found</td></tr>\n",
       "        <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>Updated</td><td>2026-08-21 11:36</td></tr>\n",
       "    </tbody>\n",
       "        </table>\n",
       "\n",
       "        <details>\n",
       "        <summary>Dependencies</summary>\n",
       "                <div style=\"max-height: min(500px, 80vh); overflow-y: auto;\">\n",
       "    <table class=table>\n",
       "            <thead style=\"position: sticky; top: 0; background-color: var(--jp-layout-color0, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\">\n",
       "    <tr><th>Dependency</th><th>Version</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>charset-normalizer</td><td>3.5.1</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>statsmodels</td><td>0.14.6</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>python-dateutil</td><td>2.9.0.post0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>pyparsing</td><td>3.3.2</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>numcodecs</td><td>0.16.5</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>annotated-types</td><td>0.8.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>executing</td><td>2.2.1</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>scverse-misc</td><td>0.1.3</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>tornado</td><td>6.5.8</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>debugpy</td><td>1.8.21</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>traitlets</td><td>5.16.1</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>pyzmq</td><td>27.2.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>pyarrow</td><td>25.0.1</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>packaging</td><td>26.3</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>stack-data</td><td>0.6.3</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>donfig</td><td>0.8.1.post1</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>h5py</td><td>3.16.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>kiwisolver</td><td>1.5.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>typing-inspection</td><td>0.4.4</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>matplotlib-inline</td><td>0.2.2</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>six</td><td>1.17.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>pydantic-settings</td><td>2.15.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>pydantic_core</td><td>2.46.4</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>defusedxml</td><td>0.7.1</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>seaborn</td><td>0.13.2</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>jupyter_client</td><td>8.9.1</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>legacy-api-wrap</td><td>1.5</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>pydantic</td><td>2.13.4</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>zarr</td><td>3.3.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>platformdirs</td><td>4.11.3</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>fonttools</td><td>4.63.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>typing_extensions</td><td>4.16.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>appnope</td><td>0.1.4</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>psutil</td><td>7.2.2</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>jupyter_core</td><td>5.9.1</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>session-info2</td><td>0.4.2</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>prompt_toolkit</td><td>3.0.53</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>python-dotenv</td><td>1.2.3</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>PyYAML</td><td>6.0.3</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>asttokens</td><td>3.0.2</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>statannotations</td><td>0.7.2</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>ipywidgets</td><td>8.1.9</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>fast-array-utils</td><td>1.5</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>llvmlite</td><td>0.49.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>natsort</td><td>8.4.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>scikit-learn</td><td>1.9.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>ipython</td><td>9.16.1</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>patsy</td><td>1.0.2</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>cycler</td><td>0.12.1</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>Pygments</td><td>2.21.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>fastcluster</td><td>1.3.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>comm</td><td>0.2.3</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>numba</td><td>0.67.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>pure_eval</td><td>0.2.3</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>ipykernel</td><td>7.3.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>google-crc32c</td><td>1.8.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>joblib</td><td>1.5.3</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>pillow</td><td>12.3.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>wcwidth</td><td>0.8.2</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color2, var(--vscode-tree-tableOddRowsBackground, #f1f3f4)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>narwhals</td><td>2.25.0</td></tr>\n",
       "    <tr style=\"background-color: var(--jp-layout-color1, var(--vscode-editor-background, #f8f9fa)); color: var(--jp-ui-font-color1, var(--vscode-editor-foreground, #212529));\"><td>threadpoolctl</td><td>3.6.0</td></tr>\n",
       "</tbody>\n",
       "    </table>\n",
       "</div>\n",
       "    </details>\n",
       "        <details>\n",
       "            <summary>Copyable Markdown</summary>\n",
       "            <pre>| Package    | Version                 |\n",
       "| ---------- | ----------------------- |\n",
       "| pandas     | 3.0.5                   |\n",
       "| anndata    | 0.13.2                  |\n",
       "| numpy      | 2.5.2                   |\n",
       "| scanpy     | 1.14.0.dev31+g532d7b14c |\n",
       "| marsilea   | 0.8.1                   |\n",
       "| scipy      | 1.18.0                  |\n",
       "| legendkit  | 0.5.1                   |\n",
       "| matplotlib | 3.11.1                  |\n",
       "\n",
       "| Dependency         | Version     |\n",
       "| ------------------ | ----------- |\n",
       "| charset-normalizer | 3.5.1       |\n",
       "| statsmodels        | 0.14.6      |\n",
       "| python-dateutil    | 2.9.0.post0 |\n",
       "| pyparsing          | 3.3.2       |\n",
       "| numcodecs          | 0.16.5      |\n",
       "| annotated-types    | 0.8.0       |\n",
       "| executing          | 2.2.1       |\n",
       "| scverse-misc       | 0.1.3       |\n",
       "| tornado            | 6.5.8       |\n",
       "| debugpy            | 1.8.21      |\n",
       "| traitlets          | 5.16.1      |\n",
       "| pyzmq              | 27.2.0      |\n",
       "| pyarrow            | 25.0.1      |\n",
       "| packaging          | 26.3        |\n",
       "| stack-data         | 0.6.3       |\n",
       "| donfig             | 0.8.1.post1 |\n",
       "| h5py               | 3.16.0      |\n",
       "| kiwisolver         | 1.5.0       |\n",
       "| typing-inspection  | 0.4.4       |\n",
       "| matplotlib-inline  | 0.2.2       |\n",
       "| six                | 1.17.0      |\n",
       "| pydantic-settings  | 2.15.0      |\n",
       "| pydantic_core      | 2.46.4      |\n",
       "| defusedxml         | 0.7.1       |\n",
       "| seaborn            | 0.13.2      |\n",
       "| jupyter_client     | 8.9.1       |\n",
       "| legacy-api-wrap    | 1.5         |\n",
       "| pydantic           | 2.13.4      |\n",
       "| zarr               | 3.3.0       |\n",
       "| platformdirs       | 4.11.3      |\n",
       "| fonttools          | 4.63.0      |\n",
       "| typing_extensions  | 4.16.0      |\n",
       "| appnope            | 0.1.4       |\n",
       "| psutil             | 7.2.2       |\n",
       "| jupyter_core       | 5.9.1       |\n",
       "| session-info2      | 0.4.2       |\n",
       "| prompt_toolkit     | 3.0.53      |\n",
       "| python-dotenv      | 1.2.3       |\n",
       "| PyYAML             | 6.0.3       |\n",
       "| asttokens          | 3.0.2       |\n",
       "| statannotations    | 0.7.2       |\n",
       "| ipywidgets         | 8.1.9       |\n",
       "| fast-array-utils   | 1.5         |\n",
       "| llvmlite           | 0.49.0      |\n",
       "| natsort            | 8.4.0       |\n",
       "| scikit-learn       | 1.9.0       |\n",
       "| ipython            | 9.16.1      |\n",
       "| patsy              | 1.0.2       |\n",
       "| cycler             | 0.12.1      |\n",
       "| Pygments           | 2.21.0      |\n",
       "| fastcluster        | 1.3.0       |\n",
       "| comm               | 0.2.3       |\n",
       "| numba              | 0.67.0      |\n",
       "| pure_eval          | 0.2.3       |\n",
       "| ipykernel          | 7.3.0       |\n",
       "| google-crc32c      | 1.8.0       |\n",
       "| joblib             | 1.5.3       |\n",
       "| pillow             | 12.3.0      |\n",
       "| wcwidth            | 0.8.2       |\n",
       "| narwhals           | 2.25.0      |\n",
       "| threadpoolctl      | 3.6.0       |\n",
       "\n",
       "| Component | Info                                                 |\n",
       "| --------- | ---------------------------------------------------- |\n",
       "| Python    | 3.13.1 (main, Jan 14 2025, 23:31:50) [Clang 19.1.6 ] |\n",
       "| OS        | macOS-26.5.2-arm64-arm-64bit-Mach-O                  |\n",
       "| CPU       | 14/14 logical CPU cores, arm                         |\n",
       "| GPU       | No GPU found                                         |\n",
       "| Updated   | 2026-08-21 11:36                                     |</pre>\n",
       "        </details>"
      ],
      "text/markdown": [
       "| Package    | Version                 |\n",
       "| ---------- | ----------------------- |\n",
       "| pandas     | 3.0.5                   |\n",
       "| anndata    | 0.13.2                  |\n",
       "| numpy      | 2.5.2                   |\n",
       "| scanpy     | 1.14.0.dev31+g532d7b14c |\n",
       "| marsilea   | 0.8.1                   |\n",
       "| scipy      | 1.18.0                  |\n",
       "| legendkit  | 0.5.1                   |\n",
       "| matplotlib | 3.11.1                  |\n",
       "\n",
       "| Dependency         | Version     |\n",
       "| ------------------ | ----------- |\n",
       "| charset-normalizer | 3.5.1       |\n",
       "| statsmodels        | 0.14.6      |\n",
       "| python-dateutil    | 2.9.0.post0 |\n",
       "| pyparsing          | 3.3.2       |\n",
       "| numcodecs          | 0.16.5      |\n",
       "| annotated-types    | 0.8.0       |\n",
       "| executing          | 2.2.1       |\n",
       "| scverse-misc       | 0.1.3       |\n",
       "| tornado            | 6.5.8       |\n",
       "| debugpy            | 1.8.21      |\n",
       "| traitlets          | 5.16.1      |\n",
       "| pyzmq              | 27.2.0      |\n",
       "| pyarrow            | 25.0.1      |\n",
       "| packaging          | 26.3        |\n",
       "| stack-data         | 0.6.3       |\n",
       "| donfig             | 0.8.1.post1 |\n",
       "| h5py               | 3.16.0      |\n",
       "| kiwisolver         | 1.5.0       |\n",
       "| typing-inspection  | 0.4.4       |\n",
       "| matplotlib-inline  | 0.2.2       |\n",
       "| six                | 1.17.0      |\n",
       "| pydantic-settings  | 2.15.0      |\n",
       "| pydantic_core      | 2.46.4      |\n",
       "| defusedxml         | 0.7.1       |\n",
       "| seaborn            | 0.13.2      |\n",
       "| jupyter_client     | 8.9.1       |\n",
       "| legacy-api-wrap    | 1.5         |\n",
       "| pydantic           | 2.13.4      |\n",
       "| zarr               | 3.3.0       |\n",
       "| platformdirs       | 4.11.3      |\n",
       "| fonttools          | 4.63.0      |\n",
       "| typing_extensions  | 4.16.0      |\n",
       "| appnope            | 0.1.4       |\n",
       "| psutil             | 7.2.2       |\n",
       "| jupyter_core       | 5.9.1       |\n",
       "| session-info2      | 0.4.2       |\n",
       "| prompt_toolkit     | 3.0.53      |\n",
       "| python-dotenv      | 1.2.3       |\n",
       "| PyYAML             | 6.0.3       |\n",
       "| asttokens          | 3.0.2       |\n",
       "| statannotations    | 0.7.2       |\n",
       "| ipywidgets         | 8.1.9       |\n",
       "| fast-array-utils   | 1.5         |\n",
       "| llvmlite           | 0.49.0      |\n",
       "| natsort            | 8.4.0       |\n",
       "| scikit-learn       | 1.9.0       |\n",
       "| ipython            | 9.16.1      |\n",
       "| patsy              | 1.0.2       |\n",
       "| cycler             | 0.12.1      |\n",
       "| Pygments           | 2.21.0      |\n",
       "| fastcluster        | 1.3.0       |\n",
       "| comm               | 0.2.3       |\n",
       "| numba              | 0.67.0      |\n",
       "| pure_eval          | 0.2.3       |\n",
       "| ipykernel          | 7.3.0       |\n",
       "| google-crc32c      | 1.8.0       |\n",
       "| joblib             | 1.5.3       |\n",
       "| pillow             | 12.3.0      |\n",
       "| wcwidth            | 0.8.2       |\n",
       "| narwhals           | 2.25.0      |\n",
       "| threadpoolctl      | 3.6.0       |\n",
       "\n",
       "| Component | Info                                                 |\n",
       "| --------- | ---------------------------------------------------- |\n",
       "| Python    | 3.13.1 (main, Jan 14 2025, 23:31:50) [Clang 19.1.6 ] |\n",
       "| OS        | macOS-26.5.2-arm64-arm-64bit-Mach-O                  |\n",
       "| CPU       | 14/14 logical CPU cores, arm                         |\n",
       "| GPU       | No GPU found                                         |\n",
       "| Updated   | 2026-08-21 11:36                                     |"
      ],
      "text/plain": [
       "pandas\t3.0.5\n",
       "anndata\t0.13.2\n",
       "numpy\t2.5.2\n",
       "scanpy\t1.14.0.dev31+g532d7b14c\n",
       "marsilea\t0.8.1\n",
       "scipy\t1.18.0\n",
       "legendkit\t0.5.1\n",
       "matplotlib\t3.11.1\n",
       "----\t----\n",
       "charset-normalizer\t3.5.1\n",
       "statsmodels\t0.14.6\n",
       "python-dateutil\t2.9.0.post0\n",
       "pyparsing\t3.3.2\n",
       "numcodecs\t0.16.5\n",
       "annotated-types\t0.8.0\n",
       "executing\t2.2.1\n",
       "scverse-misc\t0.1.3\n",
       "tornado\t6.5.8\n",
       "debugpy\t1.8.21\n",
       "traitlets\t5.16.1\n",
       "pyzmq\t27.2.0\n",
       "pyarrow\t25.0.1\n",
       "packaging\t26.3\n",
       "stack-data\t0.6.3\n",
       "donfig\t0.8.1.post1\n",
       "h5py\t3.16.0\n",
       "kiwisolver\t1.5.0\n",
       "typing-inspection\t0.4.4\n",
       "matplotlib-inline\t0.2.2\n",
       "six\t1.17.0\n",
       "pydantic-settings\t2.15.0\n",
       "pydantic_core\t2.46.4\n",
       "defusedxml\t0.7.1\n",
       "seaborn\t0.13.2\n",
       "jupyter_client\t8.9.1\n",
       "legacy-api-wrap\t1.5\n",
       "pydantic\t2.13.4\n",
       "zarr\t3.3.0\n",
       "platformdirs\t4.11.3\n",
       "fonttools\t4.63.0\n",
       "typing_extensions\t4.16.0\n",
       "appnope\t0.1.4\n",
       "psutil\t7.2.2\n",
       "jupyter_core\t5.9.1\n",
       "session-info2\t0.4.2\n",
       "prompt_toolkit\t3.0.53\n",
       "python-dotenv\t1.2.3\n",
       "PyYAML\t6.0.3\n",
       "asttokens\t3.0.2\n",
       "statannotations\t0.7.2\n",
       "ipywidgets\t8.1.9\n",
       "fast-array-utils\t1.5\n",
       "llvmlite\t0.49.0\n",
       "natsort\t8.4.0\n",
       "scikit-learn\t1.9.0\n",
       "ipython\t9.16.1\n",
       "patsy\t1.0.2\n",
       "cycler\t0.12.1\n",
       "Pygments\t2.21.0\n",
       "fastcluster\t1.3.0\n",
       "comm\t0.2.3\n",
       "numba\t0.67.0\n",
       "pure_eval\t0.2.3\n",
       "ipykernel\t7.3.0\n",
       "google-crc32c\t1.8.0\n",
       "joblib\t1.5.3\n",
       "pillow\t12.3.0\n",
       "wcwidth\t0.8.2\n",
       "narwhals\t2.25.0\n",
       "threadpoolctl\t3.6.0\n",
       "----\t----\n",
       "Python\t3.13.1 (main, Jan 14 2025, 23:31:50) [Clang 19.1.6 ]\n",
       "OS\tmacOS-26.5.2-arm64-arm-64bit-Mach-O\n",
       "CPU\t14/14 logical CPU cores, arm\n",
       "GPU\tNo GPU found\n",
       "Updated\t2026-08-21 11:36"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sc.logging.print_header()"
   ]
  }
 ],
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