{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d411ad5e",
   "metadata": {},
   "source": [
    "# UPMaBoSS: population dynamics of the cell fate model\n",
    "\n",
    "This notebook reproduces the analyses of the UPMaBoSS article\n",
    "([Stoll et al., 2022](https://doi.org/10.3389/fmolb.2022.800152)) on the cell fate model of the\n",
    "[MaBoSS website](https://maboss.curie.fr).\n",
    "\n",
    "UPMaBoSS simulates the dynamics of a population of cells, taking into account both their intracellular and\n",
    "intercellular regulations. The logical model of an individual cell is a MaBoSS model. At regular intervals,\n",
    "the simulation is stopped, and the population is updated according to the nodes representing cell death and\n",
    "cell division, and to the nodes accounting for signals coming from other cells. The simulation then continues\n",
    "with the updated conditions, until the maximum time is reached.\n",
    "\n",
    "The model is a modified version of the cell fate model of\n",
    "[Calzone et al. (2010)](https://doi.org/10.1371/journal.pcbi.1000702): it accounts for the activation of TNFα by\n",
    "NFκB, and includes two output nodes, `Division` and `Death`.\n",
    "\n",
    "**Requirements:** [pyMaBoSS](https://pymaboss.readthedocs.io/) and [SciPy](https://scipy.org/), and the files\n",
    "`CellFateModel_uppmaboss.bnd`, `CellFateModel_uppmaboss.cfg` and `CellFateModel_uppmaboss.upp`, in the same\n",
    "folder as this notebook. The last section (the study of all the mutants) takes about half an hour."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3a0b0545",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-07T23:25:24.845307Z",
     "iopub.status.busy": "2026-10-07T23:25:24.845005Z",
     "iopub.status.idle": "2026-10-07T23:25:26.170577Z",
     "shell.execute_reply": "2026-10-07T23:25:26.170051Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ipylab module is not installed, menus and toolbar are disabled.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import maboss\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Common style for the figures of the MaBoSS website notebooks\n",
    "COLORS = [\"#FF7F00\", \"#1F77B4\", \"#2CA02C\", \"#D62728\", \"#9467BD\",\n",
    "          \"#8C564B\", \"#E377C2\", \"#17BECF\", \"#BCBD22\", \"#7F7F7F\"]\n",
    "mpl.rcParams.update({\n",
    "    \"figure.figsize\": (7, 4),\n",
    "    \"figure.dpi\": 100,\n",
    "    \"savefig.dpi\": 150,\n",
    "    \"savefig.bbox\": \"tight\",\n",
    "    \"axes.prop_cycle\": mpl.cycler(color=COLORS),\n",
    "    \"axes.spines.top\": False,\n",
    "    \"axes.spines.right\": False,\n",
    "    \"axes.grid\": True,\n",
    "    \"grid.alpha\": 0.3,\n",
    "    \"font.size\": 11,\n",
    "    \"axes.titlesize\": 12,\n",
    "    \"axes.titleweight\": \"bold\",\n",
    "    \"legend.frameon\": False,\n",
    "    \"lines.linewidth\": 2,\n",
    "})\n",
    "\n",
    "FIG_DIR = \"figures\"\n",
    "os.makedirs(FIG_DIR, exist_ok=True)\n",
    "\n",
    "def save(fig, name):\n",
    "    \"\"\"Save a figure in the figures folder.\"\"\"\n",
    "    fig.savefig(os.path.join(FIG_DIR, name + \".png\"))\n",
    "\n",
    "def state_label(state):\n",
    "    \"\"\"Readable label for a MaBoSS state.\"\"\"\n",
    "    return \"none active\" if state == \"<nil>\" else state.replace(\" -- \", \", \")\n",
    "\n",
    "def pie(probas, ax, title=None, min_proba=0.01, labels=None):\n",
    "    \"\"\"Pie chart of a distribution; probabilities below min_proba are grouped as 'others'.\"\"\"\n",
    "    probas = pd.Series(probas).sort_values(ascending=False)\n",
    "    small = probas[probas < min_proba]\n",
    "    probas = probas[probas >= min_proba]\n",
    "    if len(small) > 0:\n",
    "        probas[\"others\"] = small.sum()\n",
    "    names = [labels.get(s, state_label(s)) if labels else state_label(s) for s in probas.index]\n",
    "    colors = [COLORS[i % len(COLORS)] if s != \"others\" else \"#D9D9D9\" for i, s in enumerate(probas.index)]\n",
    "    wedges, _ = ax.pie(probas.values, colors=colors, startangle=90, counterclock=False,\n",
    "                       wedgeprops={\"linewidth\": 1, \"edgecolor\": \"white\"})\n",
    "    ax.legend(wedges, [f\"{n} ({p:.1%})\" for n, p in zip(names, probas.values)],\n",
    "              loc=\"center left\", bbox_to_anchor=(1, 0.5))\n",
    "    ax.set_aspect(\"equal\")\n",
    "    if title:\n",
    "        ax.set_title(title)\n",
    "\n",
    "def set_refstate_all(sim, value=0):\n",
    "    \"\"\"Give a reference state to every node.\n",
    "\n",
    "    With MaBoSS 2.6.6, the states of the stationary distributions only include the nodes\n",
    "    having a reference state; this makes them include all the nodes, as in previous versions.\n",
    "    \"\"\"\n",
    "    for node in sim.network:\n",
    "        if node not in sim.refstate:\n",
    "            sim.refstate[node] = value"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adfe0e27",
   "metadata": {},
   "source": [
    "## The model\n",
    "\n",
    "Three files are needed:\n",
    "* the model, `CellFateModel_uppmaboss.bnd`;\n",
    "* the configuration file, `CellFateModel_uppmaboss.cfg`, with the transition rates, the simulation parameters and\n",
    "  the initial conditions;\n",
    "* the update file, `CellFateModel_uppmaboss.upp`, which describes the population updates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9b9c0eb9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-07T23:25:26.172731Z",
     "iopub.status.busy": "2026-10-07T23:25:26.172520Z",
     "iopub.status.idle": "2026-10-07T23:25:26.240854Z",
     "shell.execute_reply": "2026-10-07T23:25:26.240163Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "death = Death;\n",
      "division = Division ;\n",
      "$TNF_induc u= $ProdTNF_NFkB*p[(NFkB,Death) = (1,0)];\n",
      "steps = 48;\n",
      "MaBoSS = MaBoSS\n",
      "\n"
     ]
    }
   ],
   "source": [
    "bnd_file = \"CellFateModel_uppmaboss.bnd\"\n",
    "cfg_file = \"CellFateModel_uppmaboss.cfg\"\n",
    "upp_file = \"CellFateModel_uppmaboss.upp\"\n",
    "\n",
    "model_WT = maboss.load(bnd_file, cfg_file)\n",
    "print(open(upp_file).read())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b78ae2c7",
   "metadata": {},
   "source": [
    "In the update file:\n",
    "* `death` and `division` give the nodes representing cell death and cell division;\n",
    "* `$TNF_induc` is updated at each step with the proportion of living cells in which NFκB is active,\n",
    "  multiplied by `$ProdTNF_NFkB`: this represents the production of TNFα by the cells in which NFκB is active,\n",
    "  which then acts on the other cells;\n",
    "* `steps` is the number of updates. With a duration of 1 hour for each step (`max_time = 1` in the\n",
    "  configuration file), the population is simulated for 48 hours.\n",
    "\n",
    "## MaBoSS simulation of the wild type\n",
    "\n",
    "Before running UPMaBoSS, we run a MaBoSS simulation of the wild type model over 48 hours, without taking into\n",
    "account cell death and division. It shows the behaviour of a single cell, and helps choosing the duration\n",
    "of each step of UPMaBoSS: it should be smaller than the first transient effect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "92a9d3f7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-07T23:25:26.242554Z",
     "iopub.status.busy": "2026-10-07T23:25:26.242439Z",
     "iopub.status.idle": "2026-10-07T23:25:27.440377Z",
     "shell.execute_reply": "2026-10-07T23:25:27.439125Z"
    }
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_48h = maboss.copy_and_update_parameters(model_WT, {\"max_time\": 48})\n",
    "model_48h.network.set_output((\"Death\", \"Division\", \"NFkB\"))\n",
    "run_48h = model_48h.run()\n",
    "\n",
    "nodes = run_48h.get_nodes_probtraj()\n",
    "fig, ax = plt.subplots()\n",
    "for node in [\"Death\", \"Division\", \"NFkB\"]:\n",
    "    ax.plot(nodes.index, nodes[node], label=node)\n",
    "ax.set_xlabel(\"Time (hours)\")\n",
    "ax.set_ylabel(\"Probability\")\n",
    "ax.set_title(\"MaBoSS simulation of a single cell\")\n",
    "ax.legend()\n",
    "save(fig, \"upmaboss_maboss_48h\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58eef775",
   "metadata": {},
   "source": [
    "The first transient effects occur during the first hours: steps of 1 hour capture them.\n",
    "\n",
    "## Population dynamics, with and without the paracrine feedback\n",
    "\n",
    "We compare two conditions, after a pulse of TNFα at t = 0: with the paracrine feedback (NFκB activates TNFα,\n",
    "which acts on the other cells), and without it (`$ProdTNF_NFkB = 0`). We follow the population ratio: the size of\n",
    "the population relative to the initial one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f3819694",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-07T23:25:27.442425Z",
     "iopub.status.busy": "2026-10-07T23:25:27.442122Z",
     "iopub.status.idle": "2026-10-07T23:25:54.422070Z",
     "shell.execute_reply": "2026-10-07T23:25:54.421230Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def population_ratios(run, name):\n",
    "    \"\"\"Population ratios of an UPMaBoSS run, indexed by time (in hours).\"\"\"\n",
    "    ratios = run.get_population_ratios(name)\n",
    "    ratios.index = ratios.index.astype(float)\n",
    "    return ratios\n",
    "\n",
    "run_WT = maboss.UpdatePopulation(model_WT, upp_file).run(\"WT\")\n",
    "ratios_WT = population_ratios(run_WT, \"With feedback\")\n",
    "\n",
    "model_NoFB = maboss.copy_and_update_parameters(model_WT, {\"$ProdTNF_NFkB\": 0})\n",
    "run_NoFB = maboss.UpdatePopulation(model_NoFB, upp_file).run(\"NoFB\")\n",
    "ratios_NoFB = population_ratios(run_NoFB, \"Without feedback\")\n",
    "\n",
    "def plot_ratios(series, title):\n",
    "    fig, ax = plt.subplots(figsize=(8, 4))\n",
    "    for i, s in enumerate(series):\n",
    "        ax.plot(s.index, s.values, marker=\"o\", markersize=3, label=s.name)\n",
    "    ax.set_xlabel(\"Time (hours)\")\n",
    "    ax.set_ylabel(\"Population ratio\")\n",
    "    ax.set_ylim(0, None)\n",
    "    ax.set_title(title)\n",
    "    ax.legend()\n",
    "    return fig\n",
    "\n",
    "fig = plot_ratios([ratios_WT, ratios_NoFB], \"Pulse of TNF, with and without the paracrine feedback\")\n",
    "save(fig, \"upmaboss_feedback\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7fcc054",
   "metadata": {},
   "source": [
    "The paracrine TNF loop leads to a significant decrease of the population size.\n",
    "\n",
    "## Successive TNF treatments\n",
    "\n",
    "We now simulate two successive treatments. During the first 48 hours, the cells receive a pulse of TNF at\n",
    "t = 0, or no TNF. During the next 48 hours, the cells receive a constant TNF treatment (`$TNF_induc = 20`).\n",
    "The second simulations start from the population at the end of the first ones (`previous_run`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2bce3c52",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-07T23:25:54.423862Z",
     "iopub.status.busy": "2026-10-07T23:25:54.423726Z",
     "iopub.status.idle": "2026-10-07T23:26:29.358471Z",
     "shell.execute_reply": "2026-10-07T23:26:29.357662Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_noTNF = model_WT.copy()\n",
    "model_noTNF.network.set_istate(\"TNF\", [1, 0])\n",
    "run_noTNF = maboss.UpdatePopulation(model_noTNF, upp_file).run(\"noTNF\")\n",
    "ratios_noTNF = population_ratios(run_noTNF, \"No pulse of TNF\")\n",
    "\n",
    "model_TNF = maboss.copy_and_update_parameters(model_WT, {\"$TNF_induc\": 20})\n",
    "run_reTNF = maboss.UpdatePopulation(model_TNF, upp_file, previous_run=run_WT).run(\"reTNF\")\n",
    "ratios_reTNF = population_ratios(run_reTNF, \"Pulse of TNF, then TNF\")\n",
    "run_noTNF_reTNF = maboss.UpdatePopulation(model_TNF, upp_file, previous_run=run_noTNF).run(\"noTNF_reTNF\")\n",
    "ratios_noTNF_reTNF = population_ratios(run_noTNF_reTNF, \"No pulse of TNF, then TNF\")\n",
    "\n",
    "ratios_WT.name = \"Pulse of TNF\"\n",
    "fig = plot_ratios([ratios_WT, ratios_noTNF, ratios_reTNF, ratios_noTNF_reTNF], \"Successive TNF treatments\")\n",
    "ax = fig.axes[0]\n",
    "ax.axvline(48, color=\"#7F7F7F\", linestyle=\"--\", linewidth=1)\n",
    "save(fig, \"upmaboss_treatments\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e8fe036",
   "metadata": {},
   "source": [
    "The population that received an initial pulse of TNF is resistant to the second treatment: its population\n",
    "ratio does not decrease, while the population which did not receive the initial pulse is strongly reduced.\n",
    "\n",
    "## TNF resistance of the mutants\n",
    "\n",
    "We study the conditions of TNF resistance by simulating the deletion of each internal node of the model.\n",
    "For each mutant, four protocols are simulated, combining the initial and the second treatments: no pulse of\n",
    "TNF or a pulse of TNF, followed by no TNF or by TNF. We collect the population ratio at the end of the 96 hours.\n",
    "\n",
    "*This section takes about half an hour.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a0ce16f9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-07T23:26:29.360590Z",
     "iopub.status.busy": "2026-10-07T23:26:29.360467Z",
     "iopub.status.idle": "2026-10-07T23:49:28.704758Z",
     "shell.execute_reply": "2026-10-07T23:49:28.704184Z"
    }
   },
   "outputs": [],
   "source": [
    "workdir = \"TNF_sensitivity\"\n",
    "\n",
    "def tnf_effect(model, name):\n",
    "    \"\"\"Final population ratios of a model variant, for the four protocols.\"\"\"\n",
    "    model_pulse = model\n",
    "    model_nopulse = model.copy()\n",
    "    model_nopulse.network.set_istate(\"TNF\", [1, 0])\n",
    "    model_tnf = maboss.copy_and_update_parameters(model, {\"$TNF_induc\": 20})\n",
    "    model_notnf = model\n",
    "\n",
    "    results = {}\n",
    "    for first, first_model in [(\"No pulse TNF\", model_nopulse), (\"Pulse TNF\", model_pulse)]:\n",
    "        first_run = maboss.UpdatePopulation(first_model, upp_file).run(\n",
    "            os.path.join(workdir, name, first.replace(\" \", \"_\")))\n",
    "        for second, second_model in [(\"no TNF\", model_notnf), (\"TNF\", model_tnf)]:\n",
    "            second_run = maboss.UpdatePopulation(second_model, upp_file, previous_run=first_run).run(\n",
    "                os.path.join(workdir, name, f\"{first}_{second}\".replace(\" \", \"_\")))\n",
    "            results[f\"{first}, {second}\"] = second_run.get_population_ratios().iloc[-1]\n",
    "    return pd.Series(results, name=name)\n",
    "\n",
    "excluded = {\"NonACD\", \"Apoptosis\", \"Survival\", \"Division\", \"Death\", \"TNF\", \"apoptosome\"}\n",
    "mutants = sorted(n for n in model_WT.network.names if n not in excluded)\n",
    "\n",
    "ratios = [tnf_effect(model_WT, \"WT\")]\n",
    "for node in mutants:\n",
    "    ratios.append(tnf_effect(maboss.copy_and_mutate(model_WT, [node], \"OFF\"), node))\n",
    "ratios = pd.DataFrame(ratios)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1960af71",
   "metadata": {},
   "source": [
    "Final population ratios for the wild type and each mutant:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2e77b001",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-07T23:49:28.706336Z",
     "iopub.status.busy": "2026-10-07T23:49:28.706212Z",
     "iopub.status.idle": "2026-10-07T23:49:29.178541Z",
     "shell.execute_reply": "2026-10-07T23:49:29.177625Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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awcnJCWKxuNbrvYiIiOjlwJGvOuDn54cuXbpAJBKVO3fo0CGIxWJ06tSpwuuDg4Mxbdq0+uwiERERd7hvIBh81QETE5MKd6dv165dldfb2dnBzs6ujntFREREDRGDUCIiIiIN4sgXERGRjuCC+4aBI19EREREGsTgi4iIiEiDOO1IRESkI7T9iR/OOpZi8PUSaLb0DJqZNdN2N4jqjaBpP213gYioznDakYiIiEiDOPJFRESkI/i2Y8PAkS8iIiIiDeLIFxERkY7ggvuGgSNfRERERBrE4IuIiIhIgzjtWEu3bt1CkyZN4ODgAADIzs5GZmZmpdcYGxvD0dERt27dgkwmAwAIhULY29vDwIB/JUREVD/0BKVJm+0Tg69auXz5Mtzd3WFmZoaHDx/C2NgYu3btwqpVqxRlMjIy8PTpUzg5OSny3N3d8fPPP6Nbt24QCoWwsrKCRCJBeno6/P398e2338LS0lIbt0RERET1jNOOtbB582a0b98eEokEu3btAgBMmTIFSUlJijRu3Di0aNFCKe/nn39W1FFWPiUlBefOnUNcXBxmzpyprVsiIiKiesbgq4YKCwuxbds2TJ06FUOGDEFkZGSt63Rzc8P48eOxZ88exXQkERFRXRE0gEQMvmps3759yM7OxtixYzFx4kQcP34cKSkpta7XxsYGEokEubm5te8kERERNTgMvmooMjISPj4+aN26NYYOHQpzc3NER0fXut5Lly7BwsIC5ubm5c5JpVKIxWKlREREVF1lO9xrMxGDrxp58OABDh48iAkTJgAAjIyMMHr0aERFRUEul6tVV3Z2NpKSknDp0iWEhYVhz549+Pjjj1WWDQ8Ph0gkUiR7e/ta3wsRERFpFoOvGvjxxx8hEAjwyiuvKBbR9+zZEykpKfjjjz/UqmvXrl3w9fVFYGAgTp8+jZiYGCxYsEBl2eDgYOTm5ipSampqHdwNERERaRK3mqiBqKgoWFpaKka+yjRv3hyRkZHo27dvteuaMmUKli9fXq2yQqEQQqFQrb4SERGV0faid846lmLwpabTp0/jxo0bOH36NHr06KF0LiIiAvPmzcN3330HMzMzLfWQiIiIGjJOO6pp8+bNcHBwgKenZ7lzfn5+kEgk2L59uxZ6RkRERI0Bgy81lJSU4PLly5gyZQoEKl7ZsLGxwbvvvou//vpLkdeyZUt06NBBZX2dOnWCtbV1vfWXiIjoeQKBHHpaTAKBei+lvawEcnVfz6MGQywWQyQSIfdBMszMmmm7O0REVBsmLeqt6rLfixVd9GCsr72VVwUlcnxyVYbc3FydXp7DkS8iIiIiDeKCeyIiIh3Btx0bBo58EREREWkQR76IiIh0BEe+GgaOfBERERFpEIMvIiIiIg3itONL4OniHhAYMY7WFNNZm7TdBd3z7LG2e6B7Soq03QOdo/fa5HpvQyAoTdqizbYbEv5iExEREWkQgy8iIiIiDeK0IxERkY7g244NA0e+iIiIiDSII19EREQ6Qk9QmrTZPnHki4iIiEijOPJVTStWrEBhYSEAQCAQwNraGp6enujatavK8vfv30dkZCRcXV0xYsQIpXNJSUnYuXMnxo0bh7Zt2yqdi4uLw9WrVxEUFAQDA/71EBERvWw48lVNy5Ytw4EDByCRSPDs2TP88ccf6NGjB+bMmaOy/MaNGxESEoIPP/wQxcXFSufat2+PnTt3YtKkSZDL5Yr8W7du4d1330VRUREDLyIiqnOCBpCIwZdavL29ERoais8//xxbt27Ft99+i6+//hpXr15VKieXyxEdHY1x48YhIyMDBw8eVDpvaGiIqKgonDp1Ct999x0AoKSkBIGBgejSpQsWLFigsXsiIiIizWLwVQs9evQAUDpi9bzjx48jJSUFixYtQp8+fRAZGVnuWnd3dwQHByM4OBjJycn44osvcPnyZWzZsgX6+voa6T8RERFpHue2auHixYsAgE6dOinlR0ZGonv37ujcuTMmTpyIDz/8EFlZWWjRooVSuZCQEOzZswfvvPMOrl+/jpUrV5ari4iIqK7w80INA4MvNZw6dQqhoaGQy+W4d+8e4uLiEBYWhldeeUVRRiwWY/fu3QgPDwcA+Pv7Y+bMmdi6dSs++ugjpfoMDQ2xfv169OrVC56enpg1a1al7UulUkilUqW2iIiIqHHhtKMaSkpKIJFIIJVKYWhoiCZNmuDGjRvIz89XlNm+fTsKCwsREBAAADAzM8OIESNUTj0CQGxsLADg+vXruHfvXqXth4eHQyQSKZK9vX0d3RkRERFpCke+1FC24L5MVlYWnJyc0LJlS6xYsQJA6ZSjjY0NNmzYoChXWFiIy5cv4+LFi3j11VcV+adOncLKlSsRERGBb7/9FlOmTMHhw4crbD84OBhBQUGKY7FYzACMiIiqTdtvHHLWsRRHvmqhRYsW6NixI06dOgUAuHnzJhISEjBs2DBIJBJFcnZ2Rps2bZRGv/Lz8xEYGIhhw4bhww8/RGRkJH7//Xds3LixwvaEQiHMzMyUEhERETUuHPmqhZycHPzzzz+KTVTLRr3Wrl0LPT3luNbIyAhr1qzBl19+CSMjI3z88cd48uSJItjy9PREUFAQ5s2bh0GDBnFEi4iI6hw/L9QwMPhSQ9mCe6A08NqzZw9EIhGWLVuGkpIS/Pjjj/Dz8ysXeAHAu+++i8WLF2Pv3r0wMzPDunXrsHPnTlhbWyvKLFu2DHv37sXUqVNx4MABjd0XERERaQ6Dr2qaP38+pFIpJBIJAKBly5ZYtWoVhg4dCkNDQ6Snp+O9995TLLR/kbOzM8LDw6Gvr4/k5GR8//338PPzUyrTpEkT/PTTT9i1axfS0tLQunXrer8vIiIi0iyB/Pnv21CjIhaLIRKJkDbVCmZGXL6nKaazNmm7C7rn2WNt90D3lBRpuwc6R++1yfVWd9nvxVp3PRjra2/ur6BEjumXZMjNzdXpdcv8xSYiIiLSIAZfRERERBrENV9EREQ6gp8Xahg48kVERESkQRz5IiIi0hHc4b5h4MgXERERkQZx5ItITQLzdtrugs6RFxVouwu6x0Cm7R4QvbQYfBEREekILrhvGDjtSERERKRBDL6IiIiINIjTjkRERDpCAO2OunDWsRRHvoiIiIg0iCNfREREOoIL7hsGBl//Z86cOTh+/Lji2MzMDM7Ozvjvf/8LZ2dnpbKFhYWIjo7GgQMHkJ6eDktLSzg7O2PKlCno1KkTAKBXr14ICAjA7NmzVbZ38+ZNbNiwARcuXIBQKETPnj0xZ84cnf7KOxERkS7gtOP/uXPnDoqKihAVFYWoqCgsWbIEmZmZ8PDwQFJSkqJceno6unfvji+//BKDBw/G119/jVmzZiE9PR0uLi44f/48ACAxMRHp6ekq2zpz5gycnZ1x//59hISEYMaMGdi7dy/c3d3x5MkTTdwuERERaQlHvp5jbGwMd3d3xXGvXr3QvHlzbNu2DcuWLQMAjBkzBiUlJTh37hyaNWumKDto0CD4+PhAIpFU2Y5EIsHXX3+tNCrWrVs3tG7dGlu2bKlwtIyIiKg2+HmhhoHBVyWaNGkCU1NT5OTkAABOnTqFEydOYPv27UqBV5mpU6eiuLi4ynp79+6NN954QynP1tYWxsbGePToUd10noiIiBokBl+V2LFjB7Kzs/HWW28BAOLj4wEAffv2rfAaA4OqH6mqMvv370dBQQFee+21Cq+TSqWQSqWKY7FYXGVbRERE1LAw+HrO9evXFdOOOTk5SE9Px6pVqzBs2DAAQGZmJgQCAVq0aFGn7WZkZGDatGnw8PDA22+/XWG58PBwLF26tE7bJiIi3aEHQE+Lc39caF6Kwddz2rZti6ioKADAs2fP8Ndff2HRokWwsbHBuHHjYGJiArlcDolEAmNj4zppUywWY8iQIRAIBNi1axf09fUrLBscHIygoCCla+3t7eukH0RERKQZDL6eo2rBfVJSEj766COMGzcObm5uAIDLly/Dy8ur1u0VFBTg7bffRnp6Ok6cOFFlICUUCiEUCmvdLhEREWkPRwCr0KJFC+Tk5EAqlWLo0KGwsLBARESEyrJ37txR2paiMoWFhfDz88ONGzdw7NgxdOjQoS67TUREVI6gASRi8FWptLQ07NixA7169YJQKETTpk2xceNGbN26FQsXLkR+fr6i7JEjR9CnTx9kZWVVWW9JSQnGjRuHM2fO4MiRI3BxcanP2yAiIqIGhNOOz3l+wX1BQQFSUlLw5ptvYt26dYoyfn5+OHr0KIKDg/HVV1+hTZs2yMnJQUlJCaZMmaKYmgSAyMhIHDx4UKkNBwcHTJ48GTt37oSVlRUCAwOVzg8fPlyxpxgREVFd0hNoecE9h74AMPhSWL16NXJzcxXHxsbGaN26NUxNTcuV9fHxQUJCAnJycvDw4UNYWlrC2tpaqUxCQgJKSkrKXSsUCmFra4uLFy+q7IeFhUUt74SIiIgaMgZf/6dt27ZqX2Nubg5zc3OV51xdXSu99vmF/URERKQ7GHwRERHpCD1od7E3F5qX4nMgIiIi0iAGX0REREQaxGlHIiIiHSEQlCZttk8c+SIiIiLSKI58EalJ/uSutrugewz4WS2NkxVruwdUD7jgvmHgcyAiIiLSIAZfRERERBrEaUciIiIdwQX3DQNHvoiIiIg0iMEXERERkQZx2pGIiEhH6Ank0NPi1J+eQK69xhsQnQm+nj17hszMTFhaWqJZs2YqyxQWFiI5ORnm5uawsbGpsK68vDzk5OTAzs4OenrlBw9v3boFmUwGABAKhbC3t4eBgUGFZapqj4iIiF4eL/2045kzZ9C/f39YWlrCx8cHDg4OaN26Nf73v/8hLy9Pqey2bdvg7OyMYcOGqaxr3759cHNzg7W1Nby9vSESiTB69GgkJiYqlevWrRt69+4NX19f9O3bFyYmJhg7diweP36sKDNmzBj4+vrC19cXLi4usLa2xvfff1/3D4CIiIgalJc6+IqLi0OfPn3g5uaG9PR0pKSkIDs7G2vXrsXatWtx6dIlpfKRkZFwdnbGuXPncPXqVaVzV69exciRIzFo0CDk5OQgJSUFjx8/xujRoxEfH1+u7SlTpiApKQkpKSk4d+4c4uLiMHPmTMX58+fPIykpCUlJSXj8+DE+//xzzJw5E7GxsfXyLIiIiPQaQKKX+DkUFBTgvffeg7+/P1avXg1zc3MAgEAgwPDhwxEfHw8LCwtF+du3b+PPP//E6tWr0a5dO0RGRirVd/LkSZSUlGDOnDkQCkt32zYyMoKfnx9mzZpVaV/c3Nwwfvx47NmzRzHV+KIpU6bAwcEB+/fvr81tExERUQP30gZf+/fvR2ZmJmbMmKHyfMeOHeHi4qI4joqKQsuWLfHmm29i/PjxiImJQVFRkeJ8WdnVq1cjNzdX7f7Y2NhAIpFUeG1xcTHy8/PRvHlztesmIiKqjrJ9vrSZ6CUOvsqmFN3d3assK5PJEB0djTFjxkBfXx8TJkxAZmYm4uLiFGW8vb2xcuVKrF+/HpaWlnB1dcX06dORkJBQ7f5YWFgoRuAAIDc3F0lJSTh58iQmTpwIkUiE//73vxXWIZVKIRaLlRIRERE1Li9t8JWfnw+BQAATE5Mqyx47dgypqamYMGECAMDJyQk9e/YsN/U4b948PHr0CMePH8d7772H8+fPo3fv3lixYkW5OrOzs5GUlIRLly4hLCwMe/bswccff6xU5siRI4pF97GxsZgzZw5atWpVYT/Dw8MhEokUyd7evjqPgoiIiBoQgVwufyk33QgLC8PChQvx6NEjtGjRotKyY8eOxalTp3Dw4EFF3pYtW7By5Urcv38f1tbWKq+Ty+WYMGECtm/fjgcPHijaadq0KYRCIaysrCAUCuHo6IgxY8ZgzJgxFfbhjz/+wPDhwzFz5kyEhYWpLCOVSiGVShXHYrEY9vb2SJtqBTOjlzaObnBMZ0dpuwu6R1ZUdRmqW7JibfdA5+g5j6y3usViMUQiEXZ5CWBqoL25v/xiOd45LUdubi7MzMy01g9te2l/sb29vQFA5ZuIZWQyGZ48eYJff/0VABSjUL6+vti9ezcMDAwQExMDACgpKSl3vUAgwMiRI1FcXIybN28qnSt72/Hy5cvYu3dvpYEXAPj4+MDf3x8///xzhWWEQiHMzMyUEhERETUuL3Xw1aNHDyxbtgz5+fnlzm/ZsgWnT5/Gzz//DLlcjsTERMXWD2Vp4sSJiqnHbdu2Yffu3eXquXHjBgBUOl34oucX8j/v/v37EIlE1a6HiIiIGp+XNvgCgO3bt6OgoAA9e/ZETEwMLl++jD/++AOTJ0/GpEmTYGhoiM2bN2PgwIEqR5H8/f1x9epVnD17FgKBAP7+/vjPf/6D+Ph4nD17Fl9++SXCwsIQEBCAdu3aVbtff/31FwYPHowdO3bg4sWLOH78OKZMmYKjR49i4cKFdfkIiIiIFLT9piPfdiz1Un9eyNHRERcvXsQPP/yArVu3Ij09HZaWlnjllVdw6dIlmJub4+nTp5g/f77K6/v27YvXXnsNx44dw4IFC9ChQwds2bIFISEhKCgogL29PTZt2oRRo0YpXdepU6cK14mV1WtoaIj169fj+vXraNasGVxcXHDx4kW4ubnV6TMgIiKihuWlXXCvC8oWUHLBvWZxwb0WcMG95nHBvcZpYsH9np7aX3Dvm8AF9/zFJiIiItIgBl9EREREGvRSr/kiIiKi/09PUJq02T5x5IuIiIhIoxh8EREREWkQpx2JiIh0hLb32uI+X6UYfBGpi6/ga17cl9rugc6Rl/DfucbV41YT1LAw+CIiItIRetDueiOudSrF50BERESkQQy+iIiIiDSI045EREQ6ojEvuC8qKoKhoWGNri0uLoaBQcMJeTjyRURERA3W/v374ezsDFNTU5ibm2PevHkoLq7eCyFffvkl2rRpAxMTEzRv3hwBAQFIS0ur5x5XjcEXERERNUjnz5/HyJEj8f7770MikeDEiROIiYnB/Pnzq7x27dq1WLBgAVatWoWCggJcvHgRN27cgK+vb/13vAoNZwyuHmVkZODYsWNIT0+HpaUlnJ2d4eXlVa7c/fv3ERkZCVdXV4wYMUJlXUlJSTh9+jRycnLQvn179O3bF82aNVMqs2LFChQWFgIAhEIh2rZtiwEDBkAkEimVS0tLw++//46srCy0adMGQ4YMQZMmTeroromIiJQ1trcdV6xYgS5dumDu3LkAAFdXVwQHB+OTTz7BZ599Vu539XmxsbHw9vbGO++8AwBo27YtPvnkE4wfPx6pqamwt7ev6W3U2ks98iWTybBw4UK0adMG0dHRePjwIU6ePIlhw4aha9euSElJUSq/ceNGhISE4MMPPyw3pCmXy/Gf//wH3bp1Q1xcHO7fv4/o6Gi4uroiMjJSqeyyZctw4MABSCQSZGRkYNmyZejQoQMSEhIUZbZt24YOHTrgl19+QWpqKj777DN07NixXJ+IiIh01e+//47+/fsr5fXv3x+FhYX466+/Kr22SZMmKCoqUsorLCyEQCDQ+kDHSz3ytWDBAkRERODIkSN4/fXXFflfffUVxo8fj7S0NLRp0wZAaXAVHR2NcePGYdu2bTh48CCGDRumuCYuLg6RkZGIi4vD4MGDFflisRhXr14t17a3tzdCQ0MBlC4SfPXVVzF9+nRcvHgRMpkM06ZNw8SJE7F+/XoAgEQigbOzMz799FNs27atPh4HERFRgyAWi5WOhUIhhEKhUl5eXh6ysrLg4OCglF92XNVgxbx58/DWW29h7dq1eOedd5CcnIzPP/8c06dPh5WVVe1vohZe2pGve/fuYfXq1fj000+VAi8AMDMzw44dO9ChQwdF3vHjx5GSkoJFixahT58+5UazHj58CABwcXEpV1evXr0q7YuhoSGGDx+OxMREFBQUICMjA2KxWKlfTZo0gYeHB27evFmj+yUiIqqKnkD7CQDs7e0hEokUKTw8vFxfCwoKAKDcKFXZcdn5inh7e+N///sfPvroI9jZ2aFXr15o06YNli5dWgdPsnZe2uBr//79KC4uhr+/v8rzQqEQNjY2iuPIyEh0794dnTt3xsSJE7Fv3z5kZWUpzvfv3x+mpqbw8/NDVFQUbt68CZlMVu3+6OnpQS6XQy6Xw8bGBq1bt8bp06cV5wsLC3HhwgV4enrW4G6JiIgaj9TUVOTm5ipScHBwuTKmpqYAgGfPninllx2Xna/IvHnz8MUXX+CPP/5AYWEhHjx4AFNTU3h4eJQbedO0lzb4Sk5OBgC0a9euyrJisRi7d+/GhAkTAAD+/v4wMDDA1q1bFWXatGmD06dPw8XFBfPnz0fnzp1ha2uLefPmIT8/v9L6S0pKsH//fri4uMDExAR6enrYtWsX/vzzT/j7++PTTz9Fr1694O7urjL6LyOVSiEWi5USERFRdQkaQAJKZ42eTy9OOQKAiYkJWrZsiTt37ijll003tm/fvsL7LCkpwbfffotp06ahd+/e0NPTQ8uWLbF69WrcuXMHe/fure4jqxcvbfClju3bt6OwsBABAQEASv9RjBgxotzUY5cuXfDjjz8iIyMDd+/eRVBQECIiIlS+tnrq1CmEhoZi0aJF8PLywp07d/D9998rzt+6dQtisRh6enqQSCQwMDDA/fv3kZ6eXmE/w8PDlYZptfmmBhERUX0bOHAgDh8+DLlcrsg7ePAgTExM0Lt3b0VeUVER8vLyFMd6enowMjJS7DxQRiqVAig/lalpL23wVbaQvjpvD0ZGRsLGxgYbNmxAaGgoQkNDUVhYiMuXL+PixYsqr3FwcMAnn3yCkJAQHD16FP/884/S+ZKSEkgkEgiFQsyaNQv//vsv3njjDQDAtWvXEBgYiMWLF+OXX37BV199hdOnT6NFixbw8/OrsJ/BwcFKw7SpqanVexhERESNUHBwMO7evYsFCxYgMzMTR44cwRdffIEFCxYoTTuuWrUKzZo1UywXEggEGDduHNauXYtdu3bh0aNHuHTpEj744APY2tqiX79+2rolAC/x245DhgyBvr4+du/ejY8//rjc+aKiIjx58gTZ2dlISEjABx98AIlEojjv7OyMNm3aIDIyEq+++ipSU1PRunVrCF74NoKTkxOA0r3Enl/A//zbji8qe+Pxxb/8/v3747fffkNeXh6aNm1a7jpVb4MQERFV1/OL3rXVvjo6d+6Mo0ePIjg4GM7OzmjRogU+/fRTzJs3T6mckZERTE1NlX6j16xZgzZt2uDzzz/Hhx9+iObNm8PLywubNm2ChYVFXdxOjb20wVfbtm0xffp0hIaGwsfHBx4eHopz+fn5mDRpEj766CP89ttvsLGxwdq1a6GnpzwQaGRkhDVr1uDLL7/EoUOHEB8fj3Xr1ilF27t374axsTG6dOlS7b517twZAHDixAnFOjMAiI+PR+vWrVUGXkRERLqoZ8+e+OOPPyotExQUhKCgIKU8oVCIBQsWYMGCBfXYu5p5aYMvoHQ/L4FAAG9vbwwaNAiurq7IycnB7t27IRKJYGNjgx9//BF+fn7lAi8AePfdd7F48WLs3bsXzs7OCA0NhZOTE/z9/WFiYoL4+Hhcu3YNERERaN68ebX71b17d8ycORNTpkzBkSNHYG9vj7/++gvnzp3Dzz//XIdPgIiIiBqal3bNFwAYGBhgzZo1uHXrFt5++20YGRnBxcUFP/30E65fvw5TU1O89957mD59usrrnZ2dER4eDn19ffTu3RvJycmKnektLCwwe/Zs3Lt3D4GBgUrXzZ8/v8r55G+//RanT5+Gl5cXTExM8N577+HOnTt4++236+z+iYiIXqTtNx0JEMiff4WAGhWxWAyRSIS0qVYwM3qp4+gGxXTmD9rugu6JW6ntHugceUlx1YWoTunPO1lvdZf9XhzrI0BTA+2FQXnFcvQ/IUdubi7MzMy01g9te6mnHYmIiOj/a2wL7l9WHC4hIiIi0iAGX0REREQaxGlHIiIiHaEnkGt52pHLzAGOfBERERFpFIMvIiIiIg3itCORuvT4fzYaN6T8J8KofglkRdruAtUDbe+3xZcdS3Hki4iIiEiDGHwRERERaRDnT4iIiHQEN1ltGDjyRURERKRBHPkiIiLSEVxw3zBw5IuIiIhIg3R+5KuwsBDR0dE4cOAA0tPTYWlpCWdnZ0yZMgWdOnXSdveIiIjoJaPTI1/p6eno3r07vvzySwwePBhff/01Zs2ahfT0dLi4uOD8+fPVqqewsBDu7u44evRoPfeYiIio5soW3GszkY6PfI0ZMwYlJSU4d+4cmjVrpsgfNGgQfHx8IJFIqlWPTCbD5cuX8eTJk3rqKREREb0sdHbk69SpUzhx4gQWL16sFHiVmTp1Knr06IGxY8diyZIl5c6HhYXB19cXJSUl6NGjBwDg448/hru7O9zd3fH48eNq9UMmk2Hz5s0YPnw4evbsiQ8//BCpqam1ujciIiJquHQ2+IqPjwcA9O3bt8IyBgYG6N27N1avXo38/HxFvkQiwapVq9CjRw/o6+tj48aNAIAZM2YgKioKUVFREIlE1erH6NGj8cknn+Ctt97CypUr0a1bN0ycOFFlWalUCrFYrJSIiIiqS68BJNLh55CZmQmBQIAWLVpUWm7ixImQy+XYunWrIm/79u3Iy8vD5MmTAQBubm4AgDZt2ihGvgwMqp7RPXjwIHbu3ImdO3dixowZeP311zF16lQcPHhQZfnw8HCIRCJFsre3r+7tEhERUQOhs8GXiYkJ5HJ5leu6mjVrhokTJyIiIkKRFxERAT8/P1hbW9eqD3/88QcsLS3h4+OjlC8UClWWDw4ORm5uriJxepKIiNQhEGg/kQ4HX2WjVZcvX66y7IwZM3Dp0iWcPn0aFy9exJkzZzBt2rRa96GgoABNmzatdnmhUAgzMzOlRERERI2LzgZfQ4cOhYWFhdKI1vPu3LmDpKQkAICzszP69euHiIgIREREwMXFBX369FGU1dMrfYxyuVytPjg7OyM1NRWZmZk1vAsiIiJqbHQ2+GratCk2btyIrVu3YuHChUoL6o8cOYI+ffogKytLkTdjxgz88ssv2LZtW7lRLyMjI1haWiIlJUWtPowZMwYtW7bE5MmTFdtU5OXl4YsvvqjxfREREVVE23t8cZ+vUjobfAGAn58fjh49it9//x0tWrSAs7MzWrZsibFjx2LChAmKqUkAGDFiBKysrAAAEyZMKFfXwoUL8dlnn8HFxaXaW02IRCIcO3YMjx8/ho2NDTp06IA2bdqoNRVJREREjYtOb7IKAD4+PkhISEBOTg4ePnwIS0tLlQvp9fX10axZMwwaNEjlNhJz5szB+++/j7S0NEil0mpvNdG5c2ecOnUKmZmZePLkCdq3bw99ff1a3xcRERE1TDoffJUxNzeHubl5hed//fVXJCUlYdeuXRWWadasGZydnWvUvrW1da3fniQiIqqM4P+SNtsnBl9VunTpEiZMmIBbt25h8eLF6Ny5s7a7RERERI0Yg68qdOjQATExMWjZsiVsbGyqfd3KlSuVNmZ90Y8//ghXV9e66CIRERE1Igy+qmBqaoquXbuqfd3YsWMxYMCACs+3b9++Nt0iIiJSmwACCLS402lpy+pty/QyYvBVT+zs7GBnZ6ftbhAREVEDw+CLiIhIV2j7Ez9ccQ+AwReR2gQiB213QefIM69quwu6Ry7Tdg+IXlo6vckqERERkaZx5IuIiEhXCLQ87ygAuOCeI19EREREGsXgi4iIiEiDOO1IRESkI7Q+68i3HQFw5IuIiIhIo7Q+8vXo0SM8fvwYAKCnpwczMzNYW1tDT091XPjo0SM8efIEHTp0UMovKSlBeno6zM3N0bRp00rblMlkePjwIeRyOWxtbdXa7ff5/j7P1NQU9vb2iuPCwkIkJyfD3Ny80s8S5eXlIScnB3Z2dhXeMxERUV0QCLS8wz1HvgA0gJGvL774Aq+88gp8fX0xfPhwdOvWDWZmZhg0aBCOHDmisryHh4fi+MGDBxg/fjxMTU3Rs2dPODo6wtXVFZs2bSp37dOnTxEUFARra2t07doVPXv2RNOmTfHOO+/g4sWLavf3+bR48WKlctu2bYOzszOGDRumsp59+/bBzc0N1tbW8Pb2hkgkwujRo5GYmFitfhAREVHjpPXgCwCaNWuGpKQkJCUlIT09HcnJyejatSveeustrF69utJrAwICcO7cOVy/fh1paWl4/PgxduzYgTNnzqCkpERRLi8vD97e3jh69CgOHDiAR48e4d69e7h+/TpkMhlWrVpVo/6Wpc2bNyuViYyMhLOzM86dO4erV5U3iLx69SpGjhyJQYMGIScnBykpKXj8+DFGjx6N+Pj4aveDiIiIGh+tTzuqYm1tjS+++AISiQTz58/HO++8AweH8ruKy+Vy/PXXX1i0aBHatWunyO/cuTM2bNigVHbp0qW4ffs2bt68CVtbW0W+o6Mjdu/ejb1799ZZ/2/fvo0///wTBw4cwPTp0xEZGakU3J08eRIlJSWYM2cOhEIhAMDIyAh+fn511gciIqIXcdqxYWgQI18VmTVrFoqKivDrr7+qPC8QCNC5c2fs3r270uk6uVyOqKgojBw5Uinwer6eESNG1Fm/o6Ki0LJlS7z55psYP348YmJiUFRUpDjv4uICAFi9ejVyc3PrrF0iIiJq+Bp08OXk5ARjY2PcuHGjwjJbt26FkZERunbtipYtW+Ltt9/Gxo0bIZVKFWXu37+PrKwsuLu710m/ZDJZuWnHZ8+eKc5FR0djzJgx0NfXx4QJE5CZmYm4uDjF9d7e3li5ciXWr18PS0tLuLq6Yvr06UhISKi0XalUCrFYrJSIiIiocWnQwRcAmJiYKAIbVdzd3XH+/Hn8+++/WLlyJaysrDBr1ix4enoiLy8PAJCfnw+g9I3EupCfn19uwf3ly5cBAMeOHUNqaiomTJgAoDSA7NmzJyIjI5XqmDdvHh49eoTjx4/jvffew/nz59G7d2+sWLGiwnbDw8MhEokU6fm3K4mIiKqk1wASNezHUFRUhNzcXFhaWlZZtn379pgwYQI2b96Mw4cPIzExEd999x0AwMrKCkDpNhF1QdWC+549ewIoXWjv6OiIJk2aKM75+Phg//79yMzMVKrHyMgI3t7eCAoKwunTpzF27FgsXLgQWVlZKtsNDg5Gbm6uIqWmptbJ/RAREZHmNOjg69SpUyguLoanp2eFZZ5/o7FMnz590KJFC1y7dg0AYGFhARcXl0rfJJTJZLXu75MnTxTr054fFdu9ezcMDAwQExNTYZ8FAgFGjhyJ4uJi3Lx5U2X9QqEQZmZmSomIiKi6yhbcazNRAw6+pFIpQkJCYGdnh5EjR1ZYbsKECZBIJEp5mZmZyM7ORqtWrRR5H3/8MY4dO4bDhw+Xq+PBgwf43//+V+s+//zzz5DL5UhMTCw3MjZx4kTF1OO2bduwe/fucteXrW17vt9ERET0cmkQW02ULWAHSjdCvXTpEr777jtkZWVh7969aNKkSYXX7t27F927d8eCBQvQpUsXpKSkIDQ0FM2bN8e0adMU5SZNmoSLFy/C19cXQUFBGDJkCJo0aYJTp07h888/x5AhQ2p9H5s3b8bAgQNVjkj5+/tjw4YNOHv2LAQCAfz9/TFp0iQEBgbCxMQE8fHxCAsLQ0BAgNK2GURERPRy0XrwZW1tDVtbW/j6+kJPTw/NmjVDmzZtMG3aNIwdO7ZcIGNtbY2OHTsqju/evYvIyEj88ssvWLVqFaysrDBw4EDMmjWr3AjSmjVrMHLkSERFReGjjz4CALRr1w4rVqxAQEBAtfv7fPtlUlNT8fTpU8yfP1/ldX379sVrr72GY8eOYcGCBejQoQO2bNmCkJAQFBQUwN7eHps2bcKoUaOq1Q8iIiJ18cPaDYNALpfLtd0JqhmxWAyRSIS0qVYwM2qwM8gvnaYhv2u7CzpHnnm16kJUt+S1XwdL6tFzrd4gQE2U/V5cedsQzQy1FwE9LZLDdV/py3S6vG6Zv9hEREREGqT1aceGorCwEMnJyRWeF4lEXAhPRESNmrbfOOS0YykGX//n/v378PX1rfD8yJEjER4errkOERER0UuJwdf/adu2reKNSyIiIqL6wuCLiIhIVwj+L2mzfeKCeyIiIiJN4sgXkZrkORW/mEH15Mj32u6BzpGXFGu7C7qnHreaKMMF9w0DR76IiIiINIjBFxEREZEGcdqRiIhIR/DzQg0DR76IiIiINIjBFxEREZEGcdqRiIhIR/Btx4ZBq8HXihUrUFhYCAAQCoWwsLBAly5d4OHhAT298oNyK1asgIeHB/r27avIS0pKwunTp5GTk4P27dujb9++aNasmcr2MjIycOzYMaSnp8PS0hLOzs7w8vKqsp+nTp3C77//XmmZ1q1bY9KkSYp7+uCDD2BlZaU4//TpU6xZswb+/v7o3Llzuft/3vNliIiI6OWi1WnHZcuW4cCBA5BIJHj8+DH+/PNPjBo1Cm3atMHOnTtVlj906BAAQC6X4z//+Q+6deuGuLg43L9/H9HR0XB1dUVkZKTSdTKZDAsXLkSbNm0QHR2Nhw8f4uTJkxg2bBi6du2KlJSUSvtZUlICiUSiSLGxsVi+fLlSnlQqVfQxJCQEn3/+uVIdubm5CAkJwdWrV1Xe//OppKSkJo+TiIiocmUr7rWZSPvTjt7e3ggNDVUcl5SUYOHChRg1ahRiY2Px9ttvq7wuLi4OkZGRiIuLw+DBgxX5YrFYKcABgAULFiAiIgJHjhzB66+/rsj/6quvMH78eKSlpaFNmzaV9tHb21tx/OTJE6Smpir1+3mOjo5Yt24dgoKC4ODgoNb9ExER0cutwS2419fXx/Lly9G9e3cEBwdXWO7hw4cAABcXF6V8MzMz9OrVS3F87949rF69Gp9++qlS4FVWdseOHejQoUMd3gEQGBgIW1tbLF26tE7rJSIiosavwQVfZfz8/HDt2jWkp6erPN+/f3+YmprCz88PUVFRuHnzJmQyWbly+/fvR3FxMfz9/VXWIxQKYWNjU6d9NzQ0xNKlSxEdHY2kpKQ6rZuIiKimtD3jyFnHUg02+CqbBkxLS6vw/OnTp+Hi4oL58+ejc+fOsLW1xbx585Cfn68ol5xc+h2+du3a1Xufnzdu3Dh07twZISEhlZY7deoUQkNDFWnt2rUVlpVKpRCLxUqJiIiIGpcGG3xVR5cuXfDjjz8iIyMDd+/eRVBQECIiIuDr66vtrkFPTw+hoaHYtWsXLly4UGG5Fxfzly3cVyU8PBwikUiR7O3t66PrREREVI+0vuC+Infv3gVQuoVDdTg4OOCTTz6BTCZDcHAw/vnnH3To0EExgpaSkoL27dvXV3dV8vX1haenJz799FP88MMPKsuos+A+ODgYQUFBimOxWMwAjIiIqo37fDUMDXbk69dff4WLiwtsbW1Vnk9NTYVcLi+X7+TkBKB0Ty8AGDJkCPT19bF7926V9RQVFeHRo0d11OvywsLCcOjQIcTHx9e6LqFQCDMzM6VEREREjUuDC77kcjmWLFmCv//+G2FhYRWWO3ToECZOnKi0vgsAdu/eDWNjY3Tp0gUA0LZtW0yfPh2hoaE4e/asUtn8/HyMHTsWN2/erPsb+T/9+vVD//798dlnn9VbG0RERNR4aH3asWzBeUlJCR4+fIijR4/i6dOn2Lp1K0aMGFHhdc7OzggNDYWTkxP8/f1hYmKC+Ph4XLt2DREREWjevLmi7FdffQWBQABvb28MGjQIrq6uyMnJwe7duyESiSocXasrYWFh6NGjR722QUREVBVtv3HIacdSWg2+5s+fD6lUColEAiMjI7i4uCAgIAC9evWCoaGhyvJlQUzv3r2RnJyM+Ph4XLlyBQUFBZg9ezYGDx4Mc3NzpesMDAywZs0azJ07F0eOHEF6ejpcXFzw7rvvok+fPmrPfw8aNKjCtVbz589X2pAVADw9PfH9998jPT0dzs7OKu+HiIiIdINArmrhFDUKYrEYIpEIaVOtYGbU4GaQX1qmM1W/PEH1KG6ltnugc+Qlxdrugs7Rn3ey3uou+724NcoUzYy0N/z0tFCOjr/kIzc3V6fXLfMXm4iIiEiDtL7mqyE4cuQIzpw5U+H59957D3Z2dhrsEREREb2sGHyhdLsJiURS4XnOzBIR0cuAC+4bBgZfKN0LbMiQIdruBhEREekArvkiIiIi0iCOfBEREekIfl6oYWDwRUQNH/8/tubxmRPVGwZfREREOoIjXw0D13wRERERaRCDLyIiIiIN4rQjERGRjuA+Xw0DR76IiIiINIjBFxEREZEG6ey04+rVqxEdHV0u38vLC+vWrVMcnzp1CtOnT8cbb7yBNWvWlCvfq1cvPHv2DAAgFAphYWGBLl26wM/PDz179qx1eSIiojqj9XlH7TXdkOhs8HX//n3cvn0bf/75p1J+s2bNlI43btyIf/75B0lJSVi8eDEsLCyUzicmJmLUqFGYPXs2iouL8fDhQxw5cgR9+/aFn58ftmzZAgMDgxqXJyIiopeLTv/K6+vrw93dvcLzeXl52LFjB0JDQ/HZZ59h27ZtmDlzZrly1tbWSvUMGzYM/v7+6NevH5ycnLBs2bJalSciIqoLWh/44sgXAK75qtQvv/yC4uJiTJo0CX5+foiMjKz2td7e3njnnXfw3XffQSaT1Xl5IiIiqn8ymQyxsbGQy+UAgAsXLsDX1xfTpk2DWCyuUZ0MvioRGRmJoUOHwtzcHBMmTMCFCxeQmJhY7evfeOMN5OTk4J9//qmT8lKpFGKxWCkRERFR/Vm/fj2OHTsGgUAAmUwGf39/ZGdnIz4+HrNmzapRnTodfD19+hTu7u5K6cyZMwCAf//9F3/99RcmTJgAAOjXrx/s7OzUGv2ysrICADx+/LhOyoeHh0MkEimSvb19tftCRESE//u8kLZSY5x33Lp1K8aNGwcAOH/+PIqKinD8+HEcO3YMu3btqlGdOr3my8TEBFFRUUp5Tk5OAEpHvSwsLDBkyBAAgJ6eHsaNG4fNmzdjxYoVMDQ0rLL+srcajY2Nq9WfqsoHBwcjKChIcSwWixmAERER1aP79+/DxsYGAPDXX3/hzTffhL6+Plq1agUDAwPk5uZCJBKpVadOB18VLbiXyWTYsmULCgsL4enpqcjPzc1FVlYWfvvtN4wcObLK+q9cuQIDAwN06NChWv2pqrxQKIRQKKxWXURERFR7Dg4OOHLkCCZPnozt27dj2rRpAIAnT55AT09P7cAL0PHgqyJHjhxBWloaDhw4gJYtWyqdmzt3LiIjI6sMvsRiMbZu3YohQ4agadOmVbapbnkiIiJ1aXvmrxHOOmLGjBkYO3YsgoODYWhoCF9fXwDAjh07MHr06BrVyeBLhcjISLi7u2PQoEHlzo0bNw4ffPABHj58WC4wK3Pp0iVMnz4dxcXF+Oqrr6psT93yREREpBmjRo2Co6Mjrl69ikGDBilGuvT09LBo0aIa1anTC+5VycnJwZ49e/Duu++qPF8W8cbExCjyyoI1V1dXWFlZYcCAAXB1dcWlS5fQvn37cnWoW56IiIi0o2fPnmjfvj0mT54MOzs7Rf6Lx+rQ2ZGvoKAgBAYGlss3NDTE6dOnKwyCLCwskJiYqFgUn5CQgJKSEgCAkZERzM3N0apVqwrbVbc8ERFRndH6vKP2mq6px48f48mTJ2jRokWd1amzwZetrS1sbW3L5Tdt2rTSXe8BwNnZWfFnV1dXtdpVtzwRERFpj4+PD2JjYzF37tw6q1Nngy8iIiJdo9hvS2vta63pGnNxccHHH3+MCxcuoHv37uW2gwoMDKz2llJlGHwRERERVeDbb7+FUChEbGwsYmNjy5338/Nj8EVERERUV27fvl3ndTL4IiIi0hFaX2/fCKcd6wO3miAiIiLSII58EalJYN5O213QOfI3p2u7CzpHIJdpuwtEDYKPjw+ysrIqPB8fHw9LS0u16mTwRUREpCNKpx21+bajXGtt19TgwYPx9OlTxbFcLkdycjJ27tyJgICAGn1zmcEXERERUQXmz5+vMt/f3x+bN2+u0feYueaLiIhIVwgaQHpJ+Pn5KX21Rh0MvoiIiIjUlJeXh7y8PEilUrWv5bQjERERUQUOHjwIiUSilCcWi7Fp0yZ07doVJiYmatfJ4IuIiEhHCPT0INDT3qSXoBHOt02aNAkZGRlKeU2aNIGXlxd+/PHHGtXJ4OsFjx49wuPHj8vlm5qawt7eXnFcWFiI5ORkmJubw8bGpsL68vLykJOTAzs7O+ip+Ad/69YtmJubw8rKqm5ugIiIiOrM3bt3IZcrv6UpFApr9dZoI4xB69cXX3yBV155Bb6+vkpp8eLFSuW2bdsGZ2dnDBs2TGU9+/btg5ubG6ytreHt7Q2RSITRo0cjMTFRqVy3bt2watWqersfIiIiqjmhUIgmTZookpGRUa2362DwpUKzZs2QlJSklDZv3qxUJjIyEs7Ozjh37hyuXr2qdO7q1asYOXIkBg0ahJycHKSkpODx48cYPXo04uPjNXkrRERE/1/Z94W0mRqh+Ph4vP7662jatCmMjY3h5uaGmJiYGtfH4KsGbt++jT///BOrV69Gu3btEBkZqXT+5MmTKCkpwZw5cxSbrxkZGcHPzw+zZs3SRpeJiIioBo4cOYJ+/frBxMQEixYtwvLly9GlSxdMmjSpxjNXDL5qICoqCi1btsSbb76J8ePHIyYmBkVFRYrzLi4uAIDVq1cjNzdXW90kIiKiWlqxYgXmz5+Pw4cPY8GCBZgzZw62bduGbdu24Ysvvii3Hqw6GHypIJPJyk07Pnv2THEuOjoaY8aMgb6+PiZMmIDMzEzExcUprvf29sbKlSuxfv16WFpawtXVFdOnT0dCQkKt+iWVSiEWi5USERFRtWl7yrERTjvevHkTgYGB5fL9/f2Rl5eHJ0+eqF0ngy8V8vPzyy24v3z5MgDg2LFjSE1NxYQJEwAATk5O6NmzZ7mpx3nz5uHRo0c4fvw43nvvPZw/fx69e/fGihUratyv8PBwiEQiRXr+7UsiIiKqeyKRCCkpKeXyMzIyUFRUVKN9vhh8qaBqwX3Pnj0BlC60d3R0RJMmTRTnfHx8sH//fmRmZirVY2RkBG9vbwQFBeH06dMYO3YsFi5cWOnX0SsTHByM3NxcRUpNTa31vRIRke4QQA8CgRZTIww7hg8fjg8//BBHjx5FUVERZDIZLly4AD8/PwwcOJAf1q5vT548wa+//gobGxv4+voqnTMwMEBMTAyCgoJQUlICfX19pfMCgQAjR47E1q1bcfPmTbRo0ULt9oVCYY3+komIiBqz+Ph4XLlyBVZWVhg8eDDMzMyqfe3Tp09x+PBhZGZmwtPTE6+99ppabS9atAg3btzAgAEDoKenB319fRQVFcHDwwPr1q1T91YAMPhSy88//wy5XI7ExMRyf/EffPABIiMjERQUhG3btsHU1BR+fn5KZW7cuAEAaNWqlcb6TERE1FiVlJRg1KhROHnyJPz8/JCYmIg5c+bg6NGjipfbKnPkyBGMHTsWrq6ueOWVV7Bt2za4u7vj22+/rXYfjI2NsXv3bpw9exYXL15EYWEhnJ2d0bdvX5Wbp1cHgy81bN68GQMHDlQZcfv7+2PDhg04e/YsBAIB/P39MWnSJAQGBsLExATx8fEICwtDQEAA2rVrp3RtdnY2kpKSlPKMjIzKlSMiIqoVbS96V7Pt9evXIy4uDteuXUO7du0gl8sxePBgvPfeezhz5kyl196+fRu+vr5Yvny50jZPp06dqlHXPTw84OHhUaNrX8Tg6wXW1tbo2LFjufzU1FQ8ffoU8+fPV3ld37598dprr+HYsWNYsGABOnTogC1btiAkJAQFBQWwt7fHpk2bMGrUKKXrOnXqhBMnTuDEiRNK+Y6Ojjh06FDd3RgREVEjEx0djSFDhigGIwQCAaZPn44RI0YgKSkJnTt3rvDaFStWwN7evtz+mr169arXPlcHg68XfPLJJ/jkk0/K5dvb2yumDVUxMDDAuXPnFMc9evRAjx49qmzv/PnzNesoERHRS6ykpASXLl3C22+/rZTfrVs3AKW/n5UFX4cOHcKwYcNw584dHD58GCYmJvDy8kKHDh3U6kdeXh5CQkJw6NAhPHr0qNy+XtevX4e1tbVadTL4IiIi0hUNZNrxxX0qVb1Qlpubi8LCwnIvqFlaWgIAHj16VGEzcrkcqampSExMRO/evfHWW28hNzcX77//PpYsWYLg4OBqd/nTTz/Fzp07MXnyZNjY2JQ737Rp02rXVYbBFxEREWnUi/tULl68GEuWLFFZ9sWPWJcdV7azvFwuh0wmQ0JCAi5cuABXV1cAQEREBGbOnIkhQ4aga9eu1errkSNHsHXrVvTt27da5auDwRcREZGOEAgE5YIZTbcPlK6jfv7lNVXbKJmZmcHAwADZ2dlK+WXHZSNgqujp6cHc3Bzt27dXBF4AMGHCBEyfPh0nTpyodvBlZGRU55uaN77dzoiIiKhRMzMzU0qqgi8DAwN06dIFV65cUcovO64qeHr11VfL7bmpr68PgUAAmUxW7b726dMHBw4cqHb56uDIFxERETVIY8eOxbJly/Dw4UO0bNkSAPDDDz/glVdeUQq+/v77b5w4cQIzZsyAsbExgNJRrg8//BApKSlo06YNAGDPnj0ASr/BXJktW7Yovulsa2uLefPm4dq1a3B1dS0X0AUGBirarC4GX0RERLpCoFeatNa+esVnzZqFffv2oU+fPhg/fjwuX76MI0eO4PDhw0rlfv/9dwQHB2PSpEmKQGjixInYt28fevfujcDAQOTm5iIyMhIhISGKNyYrsnTpUmRkZCiODQ0NERMTo7Ksn58fgy+i+iYveqbtLuge6VNt90DnCNr6aLsLRGjSpAl+//137Ny5E1euXMHrr7+Ob775BnZ2dkrlevTogblz5yp95FpPTw+7du3C/v37cebMGbRv3x5//vlntT4vdPv27Tq/l+cJ5JW9LkANmlgshkgkQtpUK5gZcfmeppgu+E3bXdA9Dy9ruwc6h8GX5gks2tdb3WW/F+kzWsNMqL3fC7FUBtvv05Cbm6vW9xlfNhz5IiIi0hECPQEEelp821GLbTckHC4hIiIi0iCOfBEREemKBrLDva7jyBcRERGRBjH4IiIiItIgBl+1tGLFChw/frzC4zI//PADli9frviYaHXLERER1Zmyfb60mRqxBw8e4K+//sK9e/dqVU/jfgoNwLJly3Do0KEKj+VyOaZNm4YZM2agQ4cOildrq1uOiIiINEssFmPx4sWKj3cXFhZi0qRJsLW1hbe3NxwdHfH222/jyZMnNaqfwVc9KikpwcSJExEdHY3Y2Fi88847tSpHRERE9W/JkiWwtrZWfAj8yy+/RFxcHL777jucOHECMTEx+PfffzFv3rwa1c+3HetJYWEhAgICcOzYMRw8eBB9+vSpVTkiIqLaEggEioBCW+03BnFxcdi3b5/iODY2Fhs2bICvr68ir1evXujatSt++OEHtetn8FUPCgoKMHz4cJw7dw7Hjh1D9+7da1WOiIiINMfQ0BDZ2dmK48zMTHTp0kWpTNu2bSGTyZCbmwuRSKRW/Qy+6sH3338PmUyGM2fOVBpQVbdcGalUCqlUqjjmonwiIqK6N3jwYCxduhSxsbEwNDSEp6cndu/ejU8++URR5vDhw2jatGmN1mhzzVc96NOnD0xMTBAcHIyCgoJalysTHh4OkUikSPb29nXZbSIietmVbbKqzdQIBAcHIzk5Ga6urli+fDmGDBmCJUuW4O2338bChQsxYcIEvP322wgJCanRVCqDr3rg6emJuLg4nD59GiNGjIBEIqlVuTLBwcHIzc1VpNTU1ProPhERkU4zNzfHqVOn8MYbb+B///sfJk2ahIKCAvz2228ICwvDhQsXEBkZiRkzZtSofgZf9aRPnz747bffcPLkSfj6+ipNF9akHAAIhUKYmZkpJSIiomoTQMsjX9p+ANVnYWGB9evXIycnB5cuXcLx48eRkJCABw8e4Nq1axg7dmyN62bwVY98fHzw22+/4cSJE/Dz86swsKpuOSIiItIsIyMjdO3aFT4+PvDy8kLLli1rXSeDr3rWt29f7Nu3D8ePH8c777yDwsLCWpUjIiIizZHJZEhLS0NSUhLu37+v2Hi1Nhh81dL8+fPRr1+/Co8BoH///jh48CDc3d2RkJCgVjkiIqK6IhDoaT01FteuXcO7774LMzMz2Nvbw9nZGa1bt4alpSWmT5+OR48e1bhugbwuQjjSCrFYDJFIhLSpVjAzajz/oBs70wW/absLuufhZW33QOcI2vpouws6R2DRvt7qLvu9yJjrBDOhfr21U2U/pCWwWfUvcnNzG/S65fPnz+ONN96Aq6sr3NzccO/ePRw+fBiffvopZDIZfvnlF0gkEvz1119wdHRUu37+YhMRERE9Z/Hixfjoo4+QkJCA9evX48CBA/j5558RFxeHzz//HDdu3EDfvn0xZ86cGtXP4IuIiEhXaHuPr0ayz9fVq1cRGBiolOfv74+kpCSIxWIYGBhgzZo1OHDgAIqLi9Wun8EXERER0XNatmyJO3fuKOU9fPgQMpkMpqamAEr3AjM2Nq5yj05VGHwRERHpCIGeQOupMXj77bcxdepUbN++HTdu3MChQ4cwYsQI9OvXD/r6pWvmLl++jI4dO6Jp06Zq189vOxIRERE9Z968ebhw4QICAgIUea6urvjuu+8Ux4cOHVI6VgeDLyIiIqLnCIVC7Nq1C1euXMHNmzdha2sLDw8PGBoaKso8/5FtdTH4IlJX7l1t90D3SMTa7oHOkV/Zpe0u6BzBGzX/Ma9+I3qlSVsEjWt3K1dXV7i6utZ5vVzzRURERKRBDL6IiIiINIjTjkRERLpC23ttNZJ9vuobR76IiIiINIjBFxEREVEFLl++XOEu9pWdqwyDLyIiIh0hgAACgRYTGt+041tvvYWsrCy1z1VGJ4KvXr16wd3dHbt37y53Lj4+Hu7u7nB3d8fTp0+Vzj179gxff/01hgwZAk9PTwwdOhTffPMNCgoK6qSNsmvc3d3Ro0cPBAQEYO/evXVwx0RERFTfCgoKYGJiovZ1OrHgPjExETKZDBEREfDz81M6t3HjRty6dQsFBQUoKSlR5N+7dw8DBgyAUChEcHAw2rdvj3/++QdhYWFYv349jhw5Altb21q1kZiYiFGjRmH27NmQSCT47bff4Ovri6+++gr//e9/6+dhEBGR7uKC+2rbuHEj8vPz8ezZM2zcuBHNmjVTnJPJZLh27RpMTU1hZmamdt06EXwBgK+vL7Zv3460tDS0bt0aAPD06VP8+uuv8PX1xU8//aRUfsyYMSgpKcHJkycVD9zT0xPDhg2Dq6srJkyYgGPHjtWqDQCwtraGu7s7AMDLywtXr15FWFgYgy8iIiIt+vrrr5GRkYG8vDx8/fXXEDwXOBoYGMDBwQGbN2+uUd06Me0IAC4uLujWrRtiYmIUeTt37kSLFi3Qt29fpbInT57EqVOn8OmnnypFugAgEokwf/58/P777zh//nyN26jIa6+9hkePHuHJkydq3iERERHVlWvXriErKwtdunRBUlISsrKyFOnhw4f4+++/MWjQoBrVrTPBFwAEBgYiOjpacRwdHY3x48crRbMAcOLECQCAj4+PynrK8v/8888at1GRR48eQSgUlgv6AEAqlUIsFislIiKiaiv7vJA2UyOTmJgIKyurOq1TZ6YdgdKpxKCgIJw9exbW1tY4ceIE1q9fXy6IyszMBADY29urrMfBwUGpXE3aUOXmzZvYunUrhg4dCn19/XLnw8PDsXTp0irrISIiorqTm5uLffv2ITk5GYWFhUrnFixYgKZNm6pVn04FX5aWlhg6dCiio6NhY2MDDw8PdOrUqVxgVPbmQk5ODqytrcvVk52drVSuJm2UiYyMxMGDByGRSJCcnIzBgwdj7dq1KssGBwcjKChIcSwWiysMEImIiKj2bt26hT59+kAulyM7OxutW7fG/fv3UVRUBCcnJ8yZM4fBV1UCAwPx/vvvo3nz5kqBzPPc3NwAADdu3FAZfN24cQMAKvzSeXXaKDN06FDMnj0bQqEQjo6Olb6yKhQKIRQKK62PiIioImX7bWmz/cZmyZIlGD58ONavX49WrVohISEBhoaGCAwMhIODAywtLdWus/FNvtbS0KFDIRAIkJqaioCAgArLmJubY82aNSrPr1mzBlZWVhg4cGCN2yhT9rajs7NzjfYKISIiovpz6dIlzJo1SxG4FhUVwdLSElFRUYiJiVHaQqq6dC74MjQ0xJkzZ5CYmAgLCwuVZZo2bYq1a9ciNjYWoaGhivldqVSKzz77DEeOHMH69ethbGxc4zaIiIg0Tk+g/dTIZGdnKxbcW1pa4tGjRwCAFi1aAECNXn7TuWlHAGjXrl2VZQICAhTbSqxcuRJ2dnZIS0tD+/btceDAAQwYMKDWbRAREVHj0aVLF0RFRaFr167Yu3cvZDIZmjdvrnY9OhF8JSQkqFy7VcbPzw/du3cvt73D4MGDMXjwYGRkZCArKwtWVlYV1lOTNhISEhSRMxERETU8Xbp0gaGhIQBg7ty56NevHyIiIlBcXIxly5bVaB2bTgRfFS2ML2NhYVHp9KCNjQ1sbGzqvI2qriEiIqpLAoEeBFrca0sgkGut7Zo6evSo4s8eHh64du0aTp48CUdHR/Tq1atGdepE8EVERERUFxwcHBT7fdaUzi24JyIiItImjnwRERHpCoGgNGmzfeLIFxEREZEmMfgiIiIi0iBOOxKp69JebfdA52Ts36XtLugcubzxvZXW2Nm+8Un9N8Jpx1qTyWTQ06vd2BVHvoiIiIgqER8fj9dffx1NmzaFsbEx3NzcEBMTU+P6OPJFRESkI0oHvrT5YW2tNV1jR44cwaBBg9C/f38sWrQIQqEQZ8+exaRJk5CRkYG5c+eqXSeDLyIiIqIKrFixAvPnz0dYWJhSvq+vL2bOnImgoCC1A1pOOxIRERFV4ObNmwgMDCyX7+/vj7y8PDx58kTtOhl8ERER6QqBnvZTIyMSiZCSklIuPyMjA0VFRTAxMVG7zsb3FIiIiIg0ZPjw4fjwww9x9OhRFBUVQSaT4cKFC/Dz88PAgQMhFArVrpNrvqrh1q1bkMlksLe3h6mpqdI5qVSKO3fuAAA6duyoeP207BoAEAqFsLe3h4FB6ePOzs5GZmZmpW0aGxvD0dGxrm+FiIiI1LBo0SLcuHEDAwYMgJ6eHvT19VFUVAQPDw+sW7euRnUy+KqGbt26IT8/H8uWLUNISIjSuejoaHzwwQcAgJycHDRv3lxxjVAohJWVFSQSCdLT0+Hv749vv/0Wu3fvxqpVqxR1ZGRk4OnTp3ByclLkubu74+eff67/myMiIt3Bfb7UZmxsjN27d+Ps2bO4ePEiCgsL4ezsjL59+9Z4vy8GX9Vkb2+PLVu2qAy+HBwccO/evXLXTJkyBcuXLwcAJCYmok+fPpDL5fjpp58wZcoURbmZM2di586dSEpKqt+bICIiohrx8PCAh4dHndTF4Kua3n33XXz//fc4deoUevXqBQC4ffs2EhISsGDBAoSHh1d6vZubG8aPH49NmzbVye64RERE6hIIBFre56txjHxFREQgPz8f06dPR3R0NPLz8yssO336dLUX3TP4qiZzc3MMHz4c0dHRiuArOjoavXv3Rrt27apVh42NDSQSCXJzc2Fubl6f3SUiIqIaioiIQGZmJgIDAxV/rkhgYCCDr/o0ceJETJgwAWvWrIFQKERMTAyCg4Orff2lS5dgYWFR48BLKpVCKpUqjsVicY3qISIiooolJiaq/HNd4dyXGgYNGgShUIi9e/fixIkTePDgAUaNGlVh+ezsbCQlJeHSpUsICwvDnj178PHHH9e4/fDwcIhEIkWyt7evcV1ERKSD9PS0nxqZy5cvo7i4WO1zleHIlxoMDAwwduxYbNmyBTY2NhgxYgREIlGF5Xft2oUTJ05AKBTC0dERMTExGDNmTI3bDw4ORlBQkOJYLBYzACMiIqpHb731Fi5duoSWLVuqda4yDL7UFBgYiO7du6NJkybYvn17pWWff9uxLgiFwhpt5kZERER1r6CgoEY73DP4UlPXrl0xYMAAPH78GG+99Za2u0NERFR93Oer2jZu3Ij8/Hw8e/YMGzduRLNmzRTnZDIZrl27BlNTU5iZmaldN4OvGoiLi9N2F4iIiKgeff3118jIyEBeXh6+/vprpW0yDAwM4ODggM2bN9eobgZf1dCpUye0aNGiwvPNmzdHp06doK+vr3SNtbV1tepv2bIlOnToUOt+EhERVUrbH7duRB/WvnbtGoDSfTqPHTsGKyurOqtbIJfL5XVWG2mUWCyGSCRC2lQrmBk1nn/QjZ1pT043a1rG/l3a7oLO4U+D5tluq3gjz9oq+73IWf46zJpob9xFLCmG+YK/kJubW6PpupcFR76IiIiIKpGbm4t9+/YhOTkZhYWFSucWLFiApk2bqlUfgy8iIiJdwQX3art165bi28zZ2dlo3bo17t+/j6KiIjg5OWHOnDlqB1+cqyIiIiKqwJIlSzB8+HA8fPgQlpaWSEhIwIMHDzB06FAMGDAAlpaWatfJ4IuIiIioApcuXcKsWbMUHyUvKiqCpaUloqKiEBMTg5KSErXrZPBFRESkM/T+/xuP2kiNMOzIzs5WvOloaWmJR48eAYBiF4SafGe58T0FIiIiIi3o0qULoqKiUFJSgl9//RUymQzNmzdXux4uuCdS1xuztN0DnWPT2UfbXdA5gjZ9tN0FogahS5cuMDQ0BADMnTsX/fr1Q0REBIqLi7Fs2TKlzVeri8EXERGRruDbjmo7evSo4s8eHh64du0aTp48CUdHR/Tq1atGdTL4IiIiIqpAz549sW/fPsUaLwcHBzg4ONSqTgZfREREuoKfF1Lb48eP8eTJk0o/M6iuxvcUiIiIiDTEx8cHsbGxdVonR76IiIiIKuDi4oKPP/4YFy5cQPfu3WFsbKx0PjAwsFxeVRh8ERER6QouuFfbt99+C6FQiNjYWJUjYH5+fgy+amLFihUoLCzEBx98oNhIDQCePn2KNWvWwN/fH507d1Yq+6KyMlKpFCtXrkRAQACcnJyqbBMABAIBrK2t4enpia5du9bx3REREVFN3b59u87r5JovAMuWLUNISAg+//xzpfzc3FyEhITg6tWrSmUPHDgAiUSilMo+L1BQUICQkBAkJSVV2WZZPc+ePcMff/yBHj16YM6cOXV/g0RERNRgcOTr/zg6OmLdunUICgqq8hVSb29vhIaG1rrNF+vx8fHB1KlTMXnyZHTp0qXW9RMRESkRCLT8tmPjm3asDxz5+j+BgYGwtbXF0qVL67zuwsJCrF69GjExMZWW69GjBwDg1q1bdd4HIiIiahgYfP0fQ0NDLF26FNHR0VVOGaojOzsbb775JrZt24Y333yz0rIXL14EAHTq1KnO2iciIlIoW3CvzUScdnzeuHHj8MUXXyAkJAQ7duyosNypU6eUpgstLCwwffr0cuX+/fdfDB06FM7Ozti2bRtMTExU1iOXy3Hv3j3ExcUhLCwMr7zyisp2pVIppFKp4rgmX1InIiIi7eLI13P09PQQGhqKXbt24cKFCxWWKykpUVps/3xAVObkyZPw8vLC4MGDsXv37nKB1/P1SKVSGBoaokmTJrhx4wby8/NVthseHg6RSKRI9vb2Nb9ZIiIi0gqOfL3A19cXnp6e+PTTT/HDDz+oLFOdBfc//PAD9PX18cknn0BPT3WM+2I9WVlZcHJyQsuWLbFixYpy5YODgxEUFKQ4FovFDMCIiKj6tD31x2lHABz5UiksLAyHDh1CfHx8jetYu3YtXnvtNbz++utITk6u1jUtWrRAx44dcerUKZXnhUIhzMzMlBIRERHVn7y8PMyZMwcuLi6wsrJCixYtlFJmZqbadXLkS4V+/fqhf//++Oyzz2pch7GxMWJjYzF+/Hh4e3vj8OHDFa7lKpOTk4N//vkHI0aMqHG7REREVHc+/fRT7Ny5E5MnT4aNjU25802bNlW7TgZfFQgLC1Ns/VBThoaG+Omnn/DBBx/gjTfewIEDB+Dh4aE4//zC/ZycHOzZswcikQjLli2rVbtEREQqCfS0vM9X45twO3LkCLZu3Yq+ffvWWZ0MvgDMnz8f3t7eSnmenp74/vvvkZ6eDmdnZ6WylQVlTZo0wcKFC9GhQwcApYv4N27ciG7duuH48eNwd3eHoaEh5s+fD6lUColEAgBo2bIlVq1ahaFDh8LQ0LAe7pKIiIjUZWRkVOfrqwVyuVxepzWSxojFYohEIqRNtYKZUeP7r4nGynTBb9rugu7JuKLtHugcQZs+2u6CzhFYtK+3ust+L3K+HgQzY+39B764oAjm/z2I3NzcRrNuedasWejYsSNmzZpVZ3Vy5IuIiEhX8G1HtTk5OWHevHm4du0aXF1doa+vr3Q+MDAQxsbGatXJ4IuIiIioAt988w0MDQ0r/ESgn58fgy8iIiKqABfcq+327dt1XmfjewpEREREWiKTyWpdB4MvIiIiokrEx8fj9ddfR9OmTWFsbAw3N7cKpyGrg9OOREREuoIL7tV25MgRDBo0CP3798eiRYsgFApx9uxZTJo0CRkZGZg7d67adTL4IlLXX+u03QPdU1ig7R7oHPmjul/nQpUTvFX5N4NJO1asWIH58+cjLCxMKd/X1xczZ85EUFAQBGoGlZx2JCIiIqrAzZs3ERgYWC7f398feXl5ePLkidp1MvgiIiLSFWVvO2ozNTIikQgpKSnl8jMyMlBUVAQTExO162x8T4GIiIhIQ4YPH44PP/wQR48eRVFREWQyGS5cuAA/Pz8MHDgQQqFQ7Tq55ouIiEhXcMG92hYtWoQbN25gwIAB0NPTg76+PoqKiuDh4YF162q2BpjBFxEREVEFjI2NsXv3bpw9exYXL15EYWEhnJ2d0bdvX+jp1WwCkcEXERERURU8PDzg4eFRJ3Ux+KpEr1698OzZMwCAkZER7OzsMGTIEEyaNAmGhoZK5QICAjB79uxy1wmFQrRt2xZjx47F8OHDFdcUFxfj4MGDiIqKwr///osvv/wSb775pgbvjoiIdI62F703kgX3ERERyM/Px/Tp0xEdHY38/PwKy06fPl3tRfcMviqRmJiIUaNGYfbs2SgsLMTp06cxe/ZsnD9/XmmeNzExEX369FF5nUQiwW+//QZfX1989dVX+O9//wsAGDZsGAwMDNC/f3/s2rWrRq+qEhERUd2LiIhAZmYmAgMDFX+uSGBgIIOvumZtbQ13d3cAgKenJ5KSkrB582Z8//330NfXr9Z1Xl5euHr1KsLCwhTB165du2Bqaop///0XQUFB9XwXREREVF2JiYkq/1xXGsf4XwPSokULSKVSPH36VK3rXnvtNTx69EgxwmVqaloPvSMiIqpE2duO2kyNzOXLl1FcXKz2ucow+FJDZmYmfvnlF3Tv3h3NmzdX69pHjx5BKBSiWbNmNW5fKpVCLBYrJSIiIqo/b731FrKystQ+VxkGX1WIjIyEu7s7XFxc4OjoCDs7O+zZs0etOm7evImtW7di6NChlU5VViU8PBwikUiR7O3ta1wXERHpIG3vbt9IFtxXV0FBQY12uOearyoMHToUs2fPRl5eHtavX4+9e/ciKysLdnZ2lV4XGRmJgwcPQiKRIDk5GYMHD8batWtr1Zfg4GCl9WFisZgBGBERUT3YuHEj8vPz8ezZM2zcuFFp5komk+HatWswNTWFmZmZ2nUz+KrC8wvne/fujV69euG9997D+fPnK/2KeVnQJhQK4ejoWKPI+EVCobBGnzEgIiIi9Xz99dfIyMhAXl4evv76a6XffAMDAzg4OGDz5s01qpvBlxoEAgFCQ0Px5ptvIjY2Fr6+vhWWfT5oIyIiahC0vei9ES24v3btGgDAzc0Nx44dg5WVVZ3V/XJNvmpA//798dprr+GLL77QdleIiIioniUmJtZp4AVw5KtGPvnkE4wePRonTpxQ2lxVHStXrsTWrVtRWFgIAPj4448RGhoKLy+vGn+ok4iIiOpebm4u9u3bh+TkZMXvdpkFCxagadOmatXH4KsSCQkJaNGiRbl8f39/XLx4ES1btlRZrqLrnjd27FgMGDCgXH5ttqIgIiKqlECg5c8LNZ5pxzK3bt1Cnz59IJfLkZ2djdatW+P+/fsoKiqCk5MT5syZw+CrLrm6uqrM19PTU1rP9WK5iq57np2dXZVvTBIREZF2LVmyBMOHD8f69evRqlUrJCQkwNDQEIGBgXBwcIClpaXadXLNFxEREVEFLl26hFmzZkEgEEAgEKCoqAiWlpaIiopCTEwMSkpK1K6TwRcREZHO0PanhRrftGN2drZiwb2lpSUePXoEAIrlRTX52gyDLyIiIqJq6NKlC6KiolBSUoJff/0VMplM7c8NAlzzRUREpDu0/YmfRvh5oS5dusDQ0BAAMHfuXPTr1w8REREoLi7GsmXLKt1wvSIMvoiIiIgqcPToUcWfPTw8cO3aNZw8eRKOjo7o1atXjepk8EWkrpIibfdA52QeitV2F3SOTCbXdhd0ju1bodruQoP0zz//YNmyZbhy5QqsrKwwefJkBAQEqFVHeno6hgwZAolEgrNnz9ZqWycHBwc4ODjU+HqAwRcREZHuaGSfF0pNTUXPnj0xZMgQbN68GZcvX8Z7772HnJwcTJs2rdr1TJ48GY8fP0ZaWlq13k6MiIhAfn5+teqePn262t9vZvBFREREDVJ4eDiaNWuGzZs3w8DAAN26dcPt27excOFCTJ48GUZGRlXWsW7dOty+fRtBQUEICgqqVrsRERHIzMysVtnAwEAGX0RERPRy2L9/P4YNGwYDg/8frgwfPhyff/45Tp06BR8fn0qvv337Nj755BP89ttvuH79erXbTUxMrGmXq6XxvXZARERENVP2tqM2E0r3xno+SaXScl2VSCS4d+8enJyclPLLjm/dulXprcpkMgQGBmL8+PE1/g5zfWHwRURERBplb28PkUikSOHh4eXKPH36FADKfTex7LiqzU1XrlyJe/fu4YsvvqijXtcdTjsSERHpigay4D41NRVmZmaKbKFQWK5okyZNAACFhYVK+WWjZGXnVblx4wYWL16MX3/9tVZvNgKAj48PsrKyKjwfHx+v9vcddTL4unXrFmQyGQDAyMgItra2Kv8Sb926BXNzc8VnBZ6/TigUwt7eXmke+nlisRjp6emws7NT+Rf/Yt1lHjx4gNzcXDg4OKi9gI+IiKgxMDMzUwq+VGnWrBlEIhHu37+vlJ+eng6gdPSsIpcvX0ZxcTHmzJmDOXPmAACePHkCAPD09MQ777yjcrRNlcGDBytG4QBALpcjOTkZO3fuREBAgMrAsSo6GXx169YNQqEQVlZWKCwsRFpaGry9vbFu3Tp06NBBqdzMmTOxfPnyctdJJBKkp6fD398f3377rSLq/euvv7Bu3TrExcUhJycHO3bsgL+/v8o+PF83ABw4cADvvPMO/P39ERkZWc9PgYiIqGHz9vbGiRMnlPJOnDgBfX39Sjc4HTp0KK5evaqUt337dixZsgRbt25F69atq92H+fPnq8z39/fH5s2by02LVofOrvmaMmUKkpKSkJycjDt37uDevXsYN25cta9LSUnBuXPnEBcXh5kzZyrOx8bGYtCgQYiPj1erPzt37sSIESMwadIkREdHQ19fX+17IiIiqpS2F9ur+XmhoKAgnDp1Ctu3bwdQOju0fPlyTJgwQWnmaOPGjejcubNidKtZs2bo3LmzUrKxsQEAdOjQAa1atar1o/Tz80NCQkK19g17kc4GX8+zs7PDmDFjcO7cOeTl5VX7Ojc3N4wfPx579uxRTEeuXLkS48ePh7GxcbXriY6ORkBAAIKCgrB27doafSeKiIjoZdO3b19s2LAB06ZNg4ODA5ycnNC9e3d89913SuUeP36Mmzdvori4WGN9y8vLQ15enso3Nauik9OOquTk5EBfX1/x8czqsrGxgUQiQW5uLszNzdVu9/vvv8esWbPwv//9DwsXLlT7eiIiopfZ+++/j8DAQKSlpcHCwgIikahcmalTp8LX17fS3+GAgAD4+PhUudbsRQcPHoREIlHKE4vF2LRpE7p27Vqj9dk6G3xlZ2cjKSkJhYWFOH36NDZt2oQZM2aovXDu0qVLsLCwqFHg9csvvyAlJQXffPON0tRlRaRSqVKEXdVrtkREREr0BKVJm+3XgKGhIdq2bVvheQsLC1hYWFRaR/PmzdG8eXO12540aRIyMjKU8po0aQIvLy/8+OOPatcH6HDwtWvXLpw4cQJ5eXm4f/8+fH19sXr16iqvKwvaJBIJ4uLisGfPHnz++ec16oNEIoFcLi/3Gm1FwsPDsXTp0hq1RUREROq7e/cu5HLlD80LhcJaLRHS2eBrypQpijcN9+3bBz8/P2zYsAEffPBBpdeVBW1CoRCOjo6IiYnBmDFjatSHiRMnQk9PD3PnzoWenh7++9//Vlo+ODhY6btUYrG40ldtiYiIqHZqspVEVXQ2+Hre22+/jcmTJyM4OBijR4+udFjy+aCtLoSFhUEmk2HOnDnQ19fHrFmzKiwrFArr5R8BERHpiAayyWpjlJKSgitXrkAqlcLZ2RmvvPJKjevi247/Jzg4GE+fPkVERITG216+fDk+/vhjzJ49G2vXrtV4+0RERKSaVCrF5MmT0b59ewwfPhzvvvsuunTpgkGDBpVbC1ZdDL7+j6OjI0aPHo01a9bU6LXRMpmZmYr9w4DSnXiTkpKQmppa6XUrVqxAUFAQZs6ciXXr1tW4fSIiogppe48vNff5aghCQkJw8OBB/PTTT3j48CGys7Nx9OhRZGRkIDAwsEZ16uS0Y6dOnWBtbV0uf/78+Th37hwOHTqE4cOHlytX0XXP27RpE6KjoxXl165di7Vr16JXr17YvHlzpXWtWrUKBgYG+Oabb9C+fXsMGDCgNrdJREREtbRnzx6sX78ew4YNU+T1798fe/fuRZs2bZCfnw9TU1O16hTIX1zCT42GWCyGSCRC2lQrmBk1vv+aaKxMe76l7S7onMy4Xdrugs6RyfjToGm22/Lrre6y34ucHyfDzMSo3tqpsh/PCmE+YRNyc3PV3m9LW9zc3LBz50507NhRKV8ul6N58+Z49OgRjIzUe6b8xSYiItIVZQvutZkaGS8vL8TExJTL//XXX9G5c2e1Ay9AR6cdiYiIiKrD2dkZc+fOxZkzZ/DGG2/AyMgI58+fx86dOzFlyhSlddqBgYHV+rwggy8iIiKiCnz33XcwMTHByZMncfLkSUW+UCjEli1blMr6+fkx+CIiIqLnaPuNw0b4tuPt27frvM7G9xSIiIiItEQmk9W6DgZfREREukIg0PI+X41vwT0AxMfH4/XXX0fTpk1hbGwMNzc3lYvwq4vTjkTqeqPiT0BR/bDu1EfbXdA5grY+2u4CUYNw5MgRDBo0CP3798eiRYsgFApx9uxZTJo0CRkZGZg7d67adTL4IiIiIqrAihUrMH/+fISFhSnl+/r6YubMmQgKCoJAzRE9TjsSERHpCm1/WqgRLri/efOmys8I+fv7Iy8vD0+ePFG7zsb3FIiIiIg0RCQSISUlpVx+RkYGioqKYGJionadDL6IiIiIKjB8+HB8+OGHOHr0KIqKiiCTyXDhwgX4+flh4MCBEAqFatfJNV9ERES6Qtuf+GmEbzsuWrQIN27cwIABA6Cnpwd9fX0UFRXBw8NDaXd7dTD4IiIiIqqAsbExdu/ejbNnz+LixYsoLCyEs7Mz+vbtCz29mk0gvlTB14oVK1BYWAgAMDIygp2dHfr164dWrVqVK+fh4YG+ffuWu04oFKJt27YYMGAARCKR0nUSiQR79uzBv//+C39/f3Tu3LlG/ZRKpVi5ciUCAgLg5ORUozqIiIjUpu1F741owf2VK1ewdu1aJCcnw9bWFgEBAZg6dWqd1N14nkI1LFu2DAcOHIBEIkFWVhbWr1+Pdu3aYfv27eXKHTp0SOV1GRkZWLZsGTp06ICEhASlMm3btkVkZCRCQkJw9erVGvezoKAAISEhSEpKqnEdREREVD/Onj2L1157DTExMUhLS8PevXsxaNAgREVF1Un9L9XIFwB4e3sjNDRUcTxkyBDMmjULo0ePrvZ1RUVFePXVVzF9+nRcvHgRAODh4YHZs2cjKysLHTp0qL8bICIiIq0KDw+Hr68vIiMjYWpqipKSEnz22WdYtmwZJk2aVOv6X6qRL1W8vLzw6NEj5OTkVPsaQ0NDDB8+HImJiSgoKAAADB48GM2bN6/0upycHISGhuLBgwdK+fv27cNPP/2k8prTp09j7dq1iIiIQHp6erX7SEREpDZt7/HVSKYdr1+/js8++wympqYAAH19fSxduhQPHjxQxAW10TieQi2cPXsWVlZW5dZvVUVPTw9yuRxyubza1zx+/BghISG4f/++Uv6uXbsQHR1drnxISAjef/99JCUlYevWrejcubPSVCcRERFp3pMnT9CiRQulPAMDA4hEIuTm5ta6/pdu2vHUqVMIDQ1FYWEhTp8+jbNnzyIqKkqtNxJKSkqwf/9+uLi41GjztOqSyWQ4d+4cmjRpArlcDn9/f3z44Ye4dOmSyk8VSKVSSKVSxbFYLK63vhEREemya9eu4eHDh0p5xcXF5fK7dOkCAwP1wqmXLvgqKSmBRCJBXl4ebt68ia5du6Jfv35VXlcWtEkkEhw6dAh37txBbGxsvfZ18uTJaNKkCQBAIBBg+vTpePPNN5GSkoK2bduWKx8eHo6lS5fWa5+IiOglxn2+qu3NN9+sVv6DBw/QsmVLtep+6YKv5xfOBwcHw83NDR999BE2b95c6XVlQZtQKMSsWbMwZMiQckOOdc3Ozk7lcWpqqsrgKzg4GEFBQYpjsVgMe3v7eu0jERGRromJiYFEIqlWWXNzc7Xrf+mCr+fZ2NggJCQEH330EebNmwcXF5cKy774lmRNGBoaAigdlnze06dPVZZ/cWF+2fGLQVkZoVBYo88YEBERUfVVNOpVV176BfeTJ0+GpaUlVqxYUe9t2dnZwcjICBcuXFDkZWZm4o8//lBZPjIyUrG5KwCsX78eLi4uKke9iIiIak3bbzo2krcd69tLPfIFlH4WYNasWfjf//6H0NBQtG7dukb1HDlyBGfOnEF2djaA0jcYk5KS0LZtW4wbNw5A6ZsQ8+bNw8cff4zr16/D0NAQ+/fvr3CLColEAi8vLwwYMADnzp1DQkIC4uLiavy5AiIiImr4Xqrga/78+ejRo0e5/BkzZkAqleLevXto3bp1uXIVXfe8oqIiSCQSmJiYYOHChQBKg6eioiKlcp9//jn69u2L8+fPw9LSEnPmzMG5c+eQl5enKNOkSRMsXLgQEyZMQHp6Oi5evIihQ4di06ZNaNOmTS2eABERUWW0PfrEwQUAEMjV2ciKGhSxWAyRSIS0qVYwM+I/aE0xXfCbtrugex5e1nYPdI6grY+2u6BzBBbt663ust+LnJ1zYWaqvbXD4nwpzP1XITc3F2ZmZlrrh7bxF5uIiIhIg16qaUciIiKqhLYXvXPBPQCOfBERERFpFIMvIiIiIg3itCMREZGu4OeFGgSOfBERERFpEEe+iNQV/622e6BzMuN2absLOkcm4y5Emma7Lb/+G+GC+waBT4GIiIhIgxh8EREREWkQpx2JiIh0hUCg5WlHLrgHOPJFREREpFEMvoiIiIg0iNOOREREukJPrzRps31i8FWVXr164dmzZwAAIyMj2NnZYciQIZg0aRIMDQ2Vyj579gwbNmzA4cOHkZWVBSsrK7z11luYMmUKjI2Nlcrm5OQgIiICp06dQk5ODtq3b4+RI0dixIgR0OM/TiIiopcWg68qJCYmYtSoUZg9ezYKCwtx+vRpzJ49G+fPn8e6desU5e7du4cBAwZAKBQiODgY7du3xz///IOwsDCsX78eR44cga2tLQDgyZMnePXVV2FhYYEFCxbAwcEBd+7cwU8//YQTJ05g9erV2rpdIiIiqmcMvqrB2toa7u7uAABPT08kJSVh8+bN+P7776Gvrw8AGDNmDEpKSnDy5Ek0a9ZMUXbYsGFwdXXFhAkTcOzYMQBAbGws7t69i6NHj8LJyQkA4OXlhTFjxqCgoEDzN0hERLqBnxdqEDi/VQMtWrSAVCrF06dPAQAnT57EqVOn8OmnnyoCrzIikQjz58/H77//jvPnzwMAmjRpAgBIS0srV/eL05NERET0cuHIl5oyMzPxyy+/oHv37mjevDkA4MSJEwAAHx8fldeU5f/555947bXXMHz4cHh6emLgwIEYOHAgevbsCW9vb/Tu3VsxkqaKVCqFVCpVHIvF4jq5JyIi0hH8vFCDwKdQDZGRkXB3d4eLiwscHR1hZ2eHPXv2KM5nZmYCAOzt7VVe7+DgoFTO2NgYCQkJ2LFjBxwdHREbGwsfHx907NgRf//9d4X9CA8Ph0gkUqSK2iMiIqKGi8FXNQwdOhRRUVHYsGED/P39ce7cOWRlZSnOm5iYACh9g1GV7OxspXIAoKenhxEjRuD777/H33//jX/++QdCoRDvvPMOJBKJynqCg4ORm5urSKmpqXV1i0RERKQhDL6qoWzB/euvv44tW7bAxcUF7733HuRyOQDAzc0NAHDjxg2V15flu7q6VthG+/btERwcjLS0NFy/fl1lGaFQCDMzM6VERERUbWXTjtpMxOBLXQKBAKGhobh48SJiY2MBlI6MmZubY82aNSqvWbNmDaysrDBw4EAApWvEHj58WK5cSUkJACiCOiIiInr5MPiqgf79++O1117DF198AQBo2rQp1q5di9jYWISGhqKwsBBA6QL5zz77DEeOHMH69esVbzLeunULXl5eOHz4sKLOlJQUrFixAu3atUPXrl01f1NERESkEQy+auiTTz7B6dOnFW86BgQE4LfffsMvv/wCKysruLi4wMrKCvv27cOBAwcwcuRIxbVDhgzByJEjMXbsWNja2qJ9+/bo2LEjOnTogIMHD8LAgC+hEhFRPSjb50ubibjVRFUSEhLQokWLcvn+/v64ePEiWrZsqcgbPHgwBg8ejIyMDMXnhaytrctda2tri9WrV2P16tVIT09HQUEBWrduDaFQWK/3QkRERNrH4KsKFS2S19PTU+x6/yIbGxvY2NhUq/6yTw4RERHVO20veueCewCcdiQiIiLSKAZfRERERBrEaUciIiJdwWnHBoFPgYiIiEiDGHwRERERaRCnHYnUJOj/sba7oHOsXxmg7S7oHrlM2z2g+sBpxwaBT4GIiIhIgxh8EREREWkQpx2JiIh0hbY/8cPPCwHgyBcRERGRRnHki4iISFcIBFpecM+RL4AjX0REREQapdPBV2FhIe7duweJRKLy/P3795GUlIRHjx6pPP/vv/8iKSkJT58+VXn+9u3buHPnTpX9ePbsGVJSUiqsh4iIiF4eOhl83bhxA0OHDkWzZs3g7e0NGxsb9OrVC7GxsUrlZsyYAWdnZ/j7+5er4/bt2+jQoQOcnZ1x6NChcufv3buHjh07olOnThUGb2fOnEH//v1haWkJHx8fODg4oHXr1vjf//6HvLy8urlZIiKiMmX7fGkzke4FX8XFxRg8eDDy8/ORmpqKu3fv4smTJ1izZg3++OOPcuXt7e3x559/lhvB2rJlCxwcHCpsJzo6Gi1btoSJiQm2bt1a7nxcXBz69OkDNzc3pKenIyUlBdnZ2Vi7di3Wrl2LS5cu1fZWiYiIqAHSueDr7t27uHv3LiZPngxra2sAgEAggIeHB1avXl2ufLt27dCzZ0/8+OOPijy5XI6YmBiMHz9eZRtyuRxRUVEYN24c3n33XURGRiqdLygowHvvvQd/f3+sXr0a5ubmin4MHz4c8fHxsLCwqKtbJiIiogZE54Kv1q1bw8zMDNHR0dVajwUAgYGB2LJli+L4zz//RHp6OkaNGqWy/IkTJ5CcnIzx48dj4sSJSExMxIULFxTn9+/fj8zMTMyYMUPl9R07doSLi4sad0VERFQNZft8aTOR7gVfQqEQO3fuREpKCtq1awdHR0eMHj0a27dvh1wuV3nNqFGjcP/+fZw8eRJA6ZTj8OHDIRKJVJaPjIyEm5sb3Nzc8Prrr6Nt27ZKo19lU4ru7u5q9V0qlUIsFislIiIialx0LvgCgAEDBuDff//FlStXEBISAplMhrFjx2LIkCGQycp/TLZ58+YYPnw4oqOjUVBQgB07diAwMFBl3Xl5edi5cycmTJgAoHQqcfz48di2bRukUikAID8/HwKBACYmJmr1Ozw8HCKRSJHs7e3VvHMiItJt2l5sr5NhRzk6/RS6dOmC999/Hzt27MAPP/yAgwcPYvfu3SrLBgYG4pdffsHPP/8MY2NjDBw4UGW5X375Bfn5+ejWrRuSkpKQlJQET09PZGdnY+/evQAAKysryOVyZGVlqdXf4OBg5ObmKlJqaqp6N0xERERap3PBV0lJicp8Pz8/AMC1a9dUnn/rrbdgbGyMoKAgjB07FgYGqj8OEBkZiRYtWmD69Onw9fWFr68v5s2bB0tLS8XUo7e3NwAgPj6+wn6qGoETCoUwMzNTSkRERNS46FzwlZqainnz5pULbm7cuAEAaNWqlcrr9PX1MWPGDNjY2GDSpEkqy/zzzz/466+/EBUVpRj1KksRERE4fPgw7t+/D29vb/To0QPLli1Dfn5+uXq2bNmC06dP1+5GiYiIXqTtPb64zxcAHQy+DA0N8fXXX+ONN97Anj17cOnSJWzbtg3jxo1Du3btEBAQUOG1ixYtQlJSEtzc3FSej4yMRPPmzTFgwIBy54YMGQKhUKh4a3L79u0oKChAz549ERMTg8uXL+OPP/7A5MmTMWnSJBgaGtbNDRMREVGDonMf1razs0NycjI2bdqEdevWISMjA61atcKUKVMwbdo0pam8sm0pKmJoaIhOnTopyvz999/4z3/+AyMjo3JlTU1NMXHiRCQkJAAAHB0dcfHiRfzwww/YunUr0tPTYWlpiVdeeQWXLl2qMMAjIiKixk0gr2h/BWrwxGIxRCIR0qZawcxI5wYxtabpoqPa7oLOkT+8pO0u6B55+XWnVL/03CfWW91lvxc5x7+BWVPjemunyn7kFcC872zk5ubq9Lpl/mITERERaZDOTTsSERHpLD1BadJm+8SRLyIiIiJNYvBFREREpEGcdiQiItIV2t5ri/t8AeDIFxEREZFGceSLSE15oW9quwtE9BJq9m39bTVBDQuDLyIiIl3BaccGgU+BiIiISIMYfBERERFpEKcdiYiIdAWnHRsEPgUiIiIiDeLIFxERka4QCEqTNtsn3Q6+Tp06hd9//73SMq1bt8akSZOwYsUKFBYW4oMPPoCVlZXi/NOnT7FmzRr4+/ujc+fOAKAo+6KKyhgZGcHOzg79+vVDq1at6ur2iIiIqAHS6WnHkpISSCQSRYqNjcXy5cuV8qRSKQBg2bJlCAkJweeff65UR25uLkJCQnD16lVF3rJly3DgwAGleiQSCUpKSlSWycrKwvr169GuXTts375dMzdPREREWqHTI1/e3t7w9vZWHD958gSpqakIDQ1VWd7R0RHr1q1DUFAQHBwcqqy7onoqKjNkyBDMmjULo0ePVuMuiIiI1MGpP23T6ZEvdQUGBsLW1hZLly6tl/q9vLzw6NEj5OTk1Ev9REREpH0MvtRgaGiIpUuXIjo6GklJSXVe/9mzZ2FlZQWRSFTndRMREVHDoNPTjjUxbtw4fPHFFwgJCcGOHTsqLHfq1CmlKUULCwtMnz5dZZnCwkKcPn0aZ8+eRVRUFPT0VMfEUqlUsQYNAMRicS3vhoiIdAr3+WoQ+BTUpKenh9DQUOzatQsXLlyosNyLi/mfD5peLCMWi3Hz5k107doV/fr1q7DO8PBwiEQiRbK3t6+TeyIiIiLN4chXDfj6+sLT0xOffvopfvjhB5Vl1F1wHxwcDDc3N3z00UfYvHmzyvLBwcEICgpSHIvFYgZgRERUfdznq0HgyFcNhYWF4dChQ4iPj6+T+mxsbBASEoLo6Ghcv35dZRmhUAgzMzOlRERERI0Lg68a6tevH/r374/PPvuszuqcPHkyLC0tsWLFijqrk4iIiBoWBl+1EBYWhuTk5Dqrz9jYGLNmzcK2bduQlpZWZ/USERGV0msAibjm6zmDBg2qcA3V/PnzlTZkBQBPT098//33SE9Ph7Ozs1LZHj16VNpWRWVmzJgBqVSKe/fuoXXr1jW4CyIiImrIBHK5XK7tTlDNiMViiEQipE21gpkR/2uCiKgxa/btw3qru+z3IichEmZNTeqtnSr7kfcM5j3fQ25urk6vW+bIFxERka7g244NAodLiIiIiDSIwRcRERGRBnHakYiISFdw2rFB4MgXERERkQZx5IuIiEhnaHuvLY75AAy+iNTWNOR3bXdB58gzr2q7CzqIuxAR1ReGoEREREQaxJEvIiIiXcEF9w0CR76IiIiINIjBFxEREZEGcdqRiIhIV3DasUHgyBcRERGRBjH4qsCVK1fw6quvYu/eveXOzZgxA8OHD0dxcTEAoFevXvjmm2/KlTt16hTc3d3x0UcfqWyjV69ecHd3h7u7O3r06IGAgACV7REREdUNvQaQiE+hAq6urnj11VcxdepUZGdnK/J37NiBiIgIfPTRRzAwKJ21TUxMRHp6erk6Nm7ciH/++Qfr169XqqNMYmIiunXrhqioKKxZswZOTk7w9fXF119/XW/3RURERNrF4KsSq1evhoGBAWbNmgUAePjwIaZNm4aZM2eif//+lV6bl5eHHTt2IDQ0FIaGhti2bZvKctbW1nB3d4eXlxdCQ0MxfPhwhIWF1fm9EBERNVY5OTk4ffo0bt++rdZ1crkcKSkpuHDhAnL/X3t3HhZV1ccB/DvDMogsiiAo7gqCiSK55ZYrJa6576ZFmhW9LqmYpuGCmntpZSWCZknlkrstpqYouYWmYi4oiKK4ALIvv/cPX+ZtAsQF7gwz38/zzPM0595z7++ezsP8POfce5OSSim6J8fk6xHs7e2xevVqbNiwAVu3boW/vz8qVaqE+fPnF1s3PDwcOTk5ePXVV9GnTx+EhIQ81jmff/553L59G/fv33/G6ImIiP4lf8G9Pj9PKDg4GK6urggICEDLli3Rvn37QmeT/u3TTz9F3bp10apVK/j7+6NKlSoYM2YM0tPTn6blShSTr2L4+flhxIgRGDx4MHbt2oXQ0FBYW1sXWy8kJATdunVDxYoVMXz4cJw4cQJRUVHF1rt9+zY0Gg1sbW0LbMvMzERycrLOh4iIyFj9+OOPmD59OrZv347IyEhcunQJd+/exeuvv15s3Xnz5uHtt99GbGwsjh8/jsjISHz77beYNm2aApE/GpOvxzB+/Hikp6ejbdu2aNmyZbH7X7x4Eb///juGDx8OAOjYsSNcXV2LHf2Kjo7G119/jW7dusHMzKzA9uDgYNjb22s/1atXf7oLIiIiKgM++eQTdOjQAR07dgQA2NnZYdKkSdiyZQuuX7/+yLpr1qzBhAkTtL+nDRs2RM+ePbFt27ZSj7s4TL6KISIYP348qlatit9++w07d+4stk5ISAgcHBzg5+cHAFCr1Rg6dCjWr1+P7OzsAvt6e3vDw8MDXl5eaNOmDVatWlXocQMDA5GUlKT9xMbGPvsFEhGR6VCp9f95TCKCiIgItGrVSqe8devWEBEcOXLkkfW7dOlSoCwxMREODg6PHUNp4UNWi7Fs2TIcPnwYf/zxBxYsWIA33ngDf/31F+zt7QvdPy8vD2FhYcjKykLz5s215UlJSUhMTMT27dvxyiuvaMu7deuGgIAAaDQa1KxZ85FTmhqNBhqNpuQujoiISA/+vWymsN+3pKQkPHjwAC4uLjrl+d+LG/n6t8OHD2Pv3r2YNWvWkwdcwph8PcK5c+cwbdo0BAUFoVGjRlixYgWee+45TJw4EV9++WWhdX766SfExcVh165dBTrMxIkTERISopN85d/tSEREVPpU//vo8/wosGxm5syZBZKi/Gdp5j/WKV/+93/PJD1KXFwcBgwYgCZNmmDy5MlPGnSJY/JVhJycHIwYMQI+Pj547733AACVKlXCqlWr0LdvXwwYMAC+vr4F6uVPI7788ssFtg0dOhRjxozBzZs3CyRmREREpiI2NhZ2dnba74XN6tja2kKlUiElJUWnPP97UTNQ/5aYmAhfX1/Y2Nhg586dBjGDxDVfRZgzZw7OnTuH0NBQqNX/b6Y+ffpgwIAB8Pf3L9Ah7t27hy1btqB///6FHrN3794AgPXr15da3ERERIbOzs5O51NYQqTRaFCnTh1ER0frlF+4cAEA4OnpWex5kpKS4Ovri8zMTPzyyy+oXLlyyVzAM+LIVxH69++PkSNHonbt2gW2ffXVV7h48SLy8vIAABEREXB0dISFhQWOHDmCunXrFnpMBwcHREVFoVy5cjr1iIiIFFHGXqzdu3dvbNiwARkZGbCysgLw8DmaLi4uaNGihXa/a9eu4fLly2jdujUsLCwAAGlpaejWrRvu3LmDAwcOwNXVteSu4xkx+SrCc889V+Q2GxsbnXVaXl5e2v8ubv3WPzP1f9YjIiIiXVOmTEF4eDj69u2Lt956C3/++SdWrVqFsLAwnbVgGzZsQGBgIG7fvq0d1OjTpw8iIyOxatUqXLlyBVeuXAHw8AkE7dq108v15GPyRURERAbJyckJkZGRWLRoEZYvXw5HR0fs3r1b+9yvfDVq1MCLL76oHfUCHi7Ib9WqVYGlPpaWlti7d68i8ReFyRcREZHJUD3Rs7ZK5fxPyMXFBYsWLXrkPkOGDMGQIUN0yn755ZcnPpdSuOCeiIiISEFMvoiIiIgUxGlHIiIiE6FSqaDS492O+jy3IeHIFxEREZGCOPJFRERkMtTQ77gLx3wAtgIRERGRoph8ERERESmI045ERESmooy9XshYceSLiIiISEFMvoiIiIgUxGnHx3ThwgXk5eUVKHd1dYWtra12n4oVK8LJyanIY/xz+z+PqdFoUL16dZ0XhRIREZUoTjsaBP7SPyYfHx9oNJoCidWKFSvg6+ur3eftt9/G/PnzizzGP7f/85gZGRmIj49Hv3798PHHH6NSpUqle0FERESkF0y+noC/v3+RiVVJHDMqKgrt2rWDiOCbb74p0fMQERHxOV+Gga3wLykpKbh69WqhU4ylrVGjRhg2bBi2bNmil/MTERFR6WPy9T+XLl2Cr68vHBwc0Lp1azg7O+OLL75QPA5nZ2dkZGQgKSlJ8XMTERFR6eO0Ix6OdnXo0AH169fH9evXUblyZdy7dw8ff/yxzn53797F+fPntd8tLS1Rp06dEo3l1KlTcHBwQMWKFQtsy8zMRGZmpvZ7cnJyiZ6biIiMHBfcGwQmXwC++eYbXL9+HUePHkXlypUBABUrVsQHH3ygs98PP/yAAwcOaL/XrFkTe/bseaZz5yd0GRkZ2LlzJ7Zs2YK5c+cWum9wcDA+/PDDZzofERER6ReTLwB//fUXqlWrhipVqjxyv9JYcJ+f0Gk0GtSsWRPr16/H4MGDC903MDAQEyZM0H5PTk5G9erVSzQeIiIiKl1MvgBYWVkhLS1NL+d+koROo9FAo9GUckRERGS0OO1oELjgHsCLL76IxMREHD58WKc8JydHTxERERGRseLIF4CuXbuiR48e6NevH+bMmYPGjRvjr7/+QlhYGH7++ecnOta/F+UDpbMwn4iIiMomJl8AVCoVNm3ahFWrVmH9+vX45JNP4O3tjdWrV2v3qV+/vnYxflHq16+PAwcO6CzKB/6/MP/fx3icYxIREZUcPmTVEKhERPQdBD2d5ORk2NvbI+4NJ9hZskMrxWbGr/oOweTIrTP6DsEE8adBaeqGA0vt2Pm/F/dP74adbflSO0+xcaSkooLXy0hKSoKdnZ3e4tA3jnwRERGZCi64NwgcLiEiIiJSEJMvIiIiIgVx2pGIiMhUqNQPP/o8P3Hki4iIiEhJTL6IiIiIFMRpR6InJNn6eRWVSctM0XcEJkdVu72+Q6BSofrfR5/nJ458ERERESmII19ERESmgs/5Mggc+SIiIiJSEJMvIiIiIgVx2pGIiMhUqFR6fs4Xpx0BjnwRERERKYojXyVg4cKFaNasGTp06KBTfv36dYSEhMDLywu9evUqtF5WVhYAQKPRoHbt2ujSpQvs7e0ViZuIiIiUx5GvEhAUFIQ9e/YUKP/iiy8wY8YMjB07Fjk5OYXW27VrFzIyMpCQkICgoCC4ubkhIiJCibCJiMjU5N/tqM8PMfkqLSKC0NBQDB06FAkJCdi9e3eh+7Vt2xZz5szBokWLcPz4cVSuXBnjxo1TOFoiIiJSCpOvx5SQkICwsDAsXrwYP//8c7H779u3DzExMZg+fTratWuHkJCQYutYWFigZ8+eiIqKQnp6ekmETURERAaGyddjCAsLQ61atRASEoLY2FgsXLgQffr0eWSdkJAQNG3aFB4eHhgxYgS2bduGxMTEYs+lVqshIhCRkgqfiIjof1QG8CEmX8W4cOECXnvtNUyfPh379u3DsmXLsHfvXkybNq3IOsnJydi0aROGDx8OAOjXrx/Mzc3x9ddfP/Jcubm52LFjBxo0aABra+sC2zMzM5GcnKzzISIiorKFyVcxvv/+e5ibm2Py5Mk65U2bNi2yzsaNG5GVlYVBgwYBAOzs7NCrV69Cpx4PHz6MOXPmYPr06WjZsiWuXLmClStXFnrc4OBg2Nvbaz/Vq1d/hisjIiKTo1Lr/0N81ERxbty4AVdXV1hYWDx2nZCQEDg7O2P16tXasqysLPz55584efIkmjRpoi3Pzc1FRkYGNBoN3nnnHfj5+cHR0bHQ4wYGBmLChAna78nJyUzAiIiIyhgmX8VwdnZGfHw8cnNzYWZmVuz+0dHRiIiIwJgxY5CRkaEt9/T01K4b+2fylX+34+PQaDTQaDRPfhFERERkMJh8FaNv376YNWsWli9frjPqFBUVhUaNGhXYP3/Ua9WqVVCrdYdXLS0tsXz5cixatAiWlpalHjsREZEufS9654J7gGu+iuXp6YlPP/0UU6dOhZ+fHwIDA9GzZ0+8//77BfbNzc3FunXr0KdPnwKJFwD0798fd+/exY8//qhE6ERERGSAOPL1GPz9/eHr64sdO3bg/v37GDt2LLp27ardPmXKFLRo0QIJCQkYNWqUdqH9v3l6eiI4OFg7fZlfj4iIiEyHSvhAqTIrOTkZ9vb2iHvDCXaWHMRUSvmp2/Udgum5+ae+IzA5qtrt9R2CyVE51C21Y+f/Xty/8DvsbG1K7TzFxpHyABXc2yApKQl2dnZ6i0Pf+ItNREREpCBOOxIREZkMLrg3BBz5IiIiIlIQky8iIiIiBXHakYiIyFSoVA8/+jw/ceSLiIiISEkc+TIG+v6XjKnZ/7G+IzA5t3b+oO8QTE5eHp9CpLSqG1L1HQIphCNfRERERApi8kVERESkIE47EhERmQp9L1PhEhkAHPkiIiIiUhSTLyIiIiIFcdqRiIjIZPD1QoaAyVcxWrVqhbS0NACApaUlXF1d4efnh1dffRUWFhY6+6alpWH16tXYu3cvEhMT4eTkhJdeegn+/v4oV66czr737t3Dp59+isOHD+PevXuoW7cuXnnlFfTq1QtqNQckiYiIjBWTr2JERUVhwIABCAgIQFZWFo4cOYKAgAAcP34cn332mXa/a9euoUuXLtBoNAgMDETdunXx999/Y968efj888/x008/oWrVqgCA+/fvo0mTJnBwcMDUqVNRo0YNXLlyBd988w0OHDiApUuX6utyiYiIqJQx+XoMlStXhre3NwCgefPmOH/+PNasWYOVK1fCzMwMADB48GDk5ubi0KFDsLW11e7bvXt3eHl5Yfjw4fjll18AAFu3bsXVq1fx888/o169egCAli1bYvDgwUhPT1f+AomIyDTwbkeDYPTzWykpKfD29kZ4eDgmTZqETp06oWPHjvjiiy+Qm5uLTz75BF26dEG7du0QFBSErKysYo/p6OiIzMxMpKSkAAAOHTqEw4cPY9q0adrEK5+9vT2mTJmCX3/9FcePHwcAWFlZAQDi4uIKHPvf05NERERkXIw++crNzcWff/6J119/Hc7OzggKCsKLL76IN954A82aNcORI0cwbdo0vPPOO1ixYgVmz579yOPdunUL4eHhaNq0KSpUqAAAOHDgAACgffv2hdbJLz948CAAoGfPnmjevDl8fX3RvXt3zJ07FwcOHEBubu4jz52ZmYnk5GSdDxEREZUtRp985Xv77bfx3nvvoXXr1pg5cybc3NyQlZWFsLAwdOjQAf3798eoUaOwZcuWAnVDQkLg7e2NBg0aoGbNmnB1ddXZ79atWwCA6tWrF3ruGjVq6OxXrlw5RERE4LvvvkPNmjWxdetWtG/fHu7u7oiMjCzyGoKDg2Fvb6/9FHU+IiKiwqkM4EMmk3w1a9ZM53vVqlXx/PPP69xZ6Orqips3bxao261bN6xduxarV69Gv379cOzYMSQmJmq3W1tbA3h4B2Nh7t69q7MfAKjVavTq1QsrV65EZGQk/v77b2g0GvTt2xcZGRmFHicwMBBJSUnaT2xs7GNePRERERkKk0m+/v1YiKLKRKRAWf6C+zZt2iAsLAwNGjTAqFGjtPs2atQIAHDu3LlCz51f7uXlVWR8devWRWBgIOLi4nD27NlC99FoNLCzs9P5EBERPbb8Bff6/JDpJF8lRaVSYc6cOTh58iS2bt0K4OHIWMWKFbF8+fJC6yxfvhxOTk7w9fUF8HCNWGEjbPlrvgpLAImIiMg4MPl6Cp06dcLzzz+PBQsWAABsbGywatUqbN26FXPmzNHeMZmZmYkPPvgAP/30Ez7//HPtnYwXLlxAy5YtsXfvXu0xY2JisHDhQtSpUweNGzdW/qKIiIhIEUy+ntLkyZNx5MgR7Z2OgwYNwvbt2xEeHg4nJyc0aNAATk5O2LZtG3bt2oVXXnlFW9fPzw+vvPIKhgwZgqpVq6Ju3bpwd3eHm5sbdu/eDXNzPn6NiIhKg74X23PaEQBUYuRzXLm5uTh9+jTq1Kmjs0bq4sWL0Gg0OncM3r59GwkJCWjYsKG27PTp03B0dESVKlV0jpuXl4eoqCi4uLjAxcVFZ1tCQoL29UKVK1d+ZHzx8fFIT09HtWrVoNFonujakpOTYW9vj7gxlWFnyTxaKeVb+uo7BJNza+cP+g7B5OTlGfVPg0GquiG11I6d/3tx//Ix2NnalNp5io0j5QEq1GmKpKQkk163bPRDLGZmZtqn0/9T/pPl/8nJyQlOTk46ZUUtkler1YUeFwCcnZ3h7Oz8WPHlv3KIiIiITIPRJ19ERET0P/q+45B3OwLgmi8iIiIiRXHki4iIyGToe9E7R74AjnwRERERKYrJFxEREZGCOO1oDEQefkgRqs5T9B2CyancqJu+QzBB/JtitLjoXe848kVERESkICZfRERERAritCMREZHJ4N2OhoAjX0REREQKYvJFREREpCAmX0REREQK4pqvIty7dw8JCQmoU6cOLC0tdbbduXMHt2/fRr169WBubo4LFy6gYsWKBV7KnZWVhcuXL6NixYqFvmj7woULyMvLAwBoNBpUr14d5ub8X0JERGTMOPJVhNTUVLRs2RLvv/++Tnl6ejpatWqFSZMmaRMlHx8fLF68uMAxNmzYAE9PT3Tv3r3Qc/j4+KB169bo3bs3OnToAGtrawwZMgR37twp+QsiIiKTp1Kp9P4hJl9FqlatGhYvXowlS5bgyJEj2vIpU6YgMTERX3zxRbHHCAkJgaenJ44dO4YzZ84Uuo+/vz/Onz+PmJgYHDt2DDt37sTbb79dYtdBREREhsWok6+8vDycP38eqampAIDbt28jISFBZ5/ExETEx8cXWv+1115D586dMWrUKGRkZODXX3/FJ598glWrVqFKlSqPPPelS5dw8OBBLF26FHXq1EFISEix8TZq1AjDhg3Dli1btNORREREZFyMOvlKTk6Gp6cnAgICULNmTfj4+KBatWro1KkToqKi0KZNGzRs2BAeHh5o0KABLl26VOAYX375JeLj4zFx4kSMGjUKAwcOxMCBA4s999q1a+Hi4oLOnTtj2LBhWL9+PbKzs4ut5+zsjIyMDCQlJT3VNRMRERVNZQAfMurkK9+BAwewf/9+xMbG4tSpU/j999/RrFkzTJ48GTdv3sTNmzdRvnx5BAYGFqhbvXp1fPTRR1i1ahWys7OxcuXKYs+Xl5eH0NBQDB48GGZmZhg+fDhu3bqFnTt3Flv31KlTcHBwQMWKFQtsy8zMRHJyss6HiIiIyhaTSL4mTJiAWrVqAQCee+45eHl5oUOHDujZsycAwNraGr169cIff/xRaP38OxUrVqwIGxubYs/3yy+/IDY2FsOHDwcA1KtXDy+88EKhU493797F+fPncerUKcybNw9btmzBe++9V+hxg4ODYW9vr/1Ur1692FiIiIjIsJhE8vXvJMXGxgbVqlUrUJaSklKgbmJiIsaMGYPevXvj2rVrCAoKKvZ8ISEhqFmzJqysrHD+/HmcP38e7du3x44dO3Dr1i2dfX/44Qf07t0bI0eOxJEjR7B+/XpMnTq10OMGBgYiKSlJ+4mNjS02FiIiIi2VSv8f4nO+ijNmzBhYW1tj3bp1CA0NxX/+8x/06dMHPj4+he5///59bN68Gc7Ozujdu7fONnNzc6xfvx4TJkzQlvn7+2P+/PmPFYtGo4FGo3nqayEiIiL9M4mRr6e1bt06bNmyBaGhobCxscG4cePQunVrjBo1qsjF899++y1EBFFRUdpRr/zPiBEjHuuuRyIiotKh78X2HPkCmHwVKS4uDgEBAZgwYQLatm0L4OHD6dasWYOLFy9i7ty5hdZbs2YNfH19YWdnV2Bbv379cObMmSLXlhEREZHxM+rky8zMDPXr1y+wSL5GjRoFntPl4OAANzc37feFCxfCx8cHc+bM0dmvTp06WLx4MTZt2qRdc1W/fn1UrlwZsbGxSElJwciRIwuNp0OHDnj++efxyy+/6NQjIiIi06ESEdF3EPR0kpOTYW9vj7g3nGBnadR5tEGxmfGrvkMwOXKr8DdEUGniT4PS1A2Lf4bk08r/vUi6dgZ2draldp7i40iBfY2GSEpKKnSGyFTwF5uIiIhIQUy+iIiIiBTER00QERGZDH3fcci7HQGOfBEREREpiiNfREREpkLfT5nnE+4BcOSLiIiISFEc+SJ6UmYW+o7A9JR30ncEpodPISIqNUy+iIiITAYX3BsCTjsSERERKYjJFxEREZGCOO1IRERkKni3o0HgyBcRERGRgph8ERERESmI044lYOHChWjWrBk6dOigU379+nWEhITAy8sLvXr1KrReVlYWAECj0aB27dro0qUL7O3tFYmbiIhMDe92NAQc+SoBQUFB2LNnT4HyL774AjNmzMDYsWORk5NTaL1du3YhIyMDCQkJCAoKgpubGyIiIpQIm4iIiPSAyVcpERGEhoZi6NChSEhIwO7duwvdr23btpgzZw4WLVqE48ePo3Llyhg3bpzC0RIRkUlQGcCHTGPaMTMzEx999BEGDRqExMREnDx5EiKCHj16oHr16rh69Sp2796NzMxMtG/fHo0aNSpwjISEBOzZswe3b99G48aN0blz50eec9++fYiJicGuXbsQFxeHkJAQdO/e/ZF1LCws0LNnTyxYsADp6ekoV67cM103ERERGR6TGPlKT0/HjBkz0L17d4wfPx4XLlxASEgIGjRogKCgIHTo0AFRUVE4dOgQmjZtih9//FGnflhYGGrVqoWQkBDExsZi4cKF6NOnzyPPGRISgqZNm8LDwwMjRozAtm3bkJiYWGysarUaIgLhqz2IiIiMkkmMfOXz8PDA5s2boVKpkJGRgWrVqmHFihU4d+4cnJwevjtu2LBhWLhwIXr27AkAuHDhAl577TXMmjUL77//vvZYx44dK/I8ycnJ2LRpE4KDgwEA/fr1w9tvv42vv/4a7777bpH1cnNzsWPHDjRo0ADW1tYFtmdmZiIzM1PnPERERI9P33N/nHcETGTkK9/AgQOh+t8D3qysrODh4YFOnTppEy8A8Pb2xqVLl7Tfv//+e5ibm2Py5Mk6x2ratGmR59m4cSOysrIwaNAgAICdnR169eqFkJCQAvsePnwYc+bMwfTp09GyZUtcuXIFK1euLPS4wcHBsLe3136qV6/++BdPREREBsGkRr5sbW11vpubmxdalp2drf1+48YNuLq6wsLC4rHPExISAmdnZ6xevVpblpWVhT///BMnT55EkyZNtOW5ubnIyMiARqPBO++8Az8/Pzg6OhZ63MDAQEyYMEH7PTk5mQkYERFRGWNSydfTcHZ2Rnx8PHJzc2FmZlbs/tHR0YiIiMCYMWOQkZGhLff09NSuG/tn8pV/t+Pj0Gg00Gg0T34RREREAF8vZCCYfBWjb9++mDVrFpYvX64z6hQVFVXoXZH5o16rVq2CWq07q2tpaYnly5dj0aJFsLS0LPXYiYiIyPCY1Jqvp+Hp6YlPP/0UU6dOhZ+fHwIDA9GzZ0+dxff5cnNzsW7dOvTp06dA4gUA/fv3x927dwvcTUlERKQMfT/kiyNfgImMfFlZWeH999+Hm5ubTvnw4cNRqVIlnbIWLVpg4sSJOmX+/v7w9fXFjh07cP/+fYwdOxZdu3bVbp8yZQpatGiBhIQEjBo1SrvQ/t88PT0RHBysnb7Mr0dERESmQyV8oFSZlZycDHt7e8S94QQ7Sw5iKsVm1kF9h2ByJDlO3yGYHv40KE5dp2OpHTv/9yIp/iLs7GyLr1BqcaTAvmo9JCUlwc7OTm9x6JtJjHwRERERyuSC+wcPHuDzzz/H6dOn4eTkhBEjRsDLy6vU65YmDpcQERGRQUpOTkbLli3x3XffoV27dsjKykLTpk2LfF9ySdUtbRz5IiIiIoO0aNEi3Lx5E5cvX9ZOU6ampuLNN9/EpUuXCr25rSTqljaOfBEREZkMfd/p+GTTjt9//z169Oihsz5s2LBhiImJwfHjx0utbmlj8kVEREQGJzs7G9HR0fD09NQpz/9+5syZUqmrBE47lmH5N6qmZOXpORLTkpfyQN8hmBxJSdV3CKaHdzsqTp2cDFtbW+07iEtDckpKqR37Sc6fnJysU17YG1ySk5ORl5cHe3t7nfIKFSoAAO7evVv0eZ6hrhKYfJVhKf/rxJ5r7+g5EhOz2kffERCRkSqtRzBYWlrCxcUF1d0bl/ixn5SNjU2B9xLPnDkTs2bN0inLX5OVl6c7wJCbmwvg4buYi/IsdZXA5KsMq1q1KmJjY0v9X0qlIf+l4LGxsSb9rBclsc2VxzZXXllvc1vb0nkGl5WVFa5cuYKsrKxSOf6TEJECv1mFvbfY3t4e5cqVw61bt3TK87+7uLgUeY5nqasEJl9lmFqtRrVq1fQdxjOxs7Mrk38gyzK2ufLY5spjmxdkZWUFKysrfYfx2NRqNZo1a4bIyEid8vzvzZs3L5W6SuCCeyIiIjJI/v7+2Lt3L06cOAEAyMrKwtKlS9G5c2fUrl1bu9+PP/6IQYMGaZfjPEldfeDIFxERERmkYcOGITIyEu3atUPHjh1x7tw5WFpaIjw8XGe/s2fPYuPGjfjkk0+0U7ePW1cfmHyRXmg0GsycObPQeX4qHWxz5bHNlcc2Nz4rVqxAQEAATp8+DUdHR7Rq1QpmZmY6+/Tq1Qu1atUqMNX8OHX1gS/WJiIiIlIQ13wRERERKYjJFxEREZGCmHwRERERKYjJF5W469evY+/evfoOw6SwzZXHNlce25yMBZMvKjEZGRmYM2cOGjdujJMnT+o7HJPANlce21x5bHMyNnzUBJWI8PBwTJ48GU2bNsUff/yh9wfYmQK2ufLY5spjm5MxYvJFz0RE8NJLL+HEiRP44Ycf8OKLL+o7JKPHNlce21x5bHMyZpx2pKeS/3g4lUqFpk2b4u7du7C2ttZzVMaNba48trny2OZkCph80RPbtGkTvL29kZGRAQCYNm0aqlSpgoCAAO0fzuzsbCxZsgS9evXSZ6hGg22uPLa58tjmZDKE6AmdPn1azMzMZPbs2dqy0NBQASDr1q2Tbdu2iZubm3Tt2lXOnTunx0iNB9tceWxz5bHNyVQw+aKn8uabb0r58uUlLi5ORETy8vKkefPmYmFhIR4eHrJjxw49R2h82ObKY5srj21OpoDJFxXp7t27EhAQID169JCYmBidbYmJiVKxYkUZOnSotiwiIkJUKpVMnz5d6VCNBttceWxz5bHNydQx+aICcnJy5MaNG7Jx40YBICqVSsqXLy+LFy+WnJwc7X7Lli0TlUolhw8f1pYNGzZMrKysCvxBpUdjmyuPba48tjnRQ0y+SMfPP/8sDRs2lPHjx4uISJs2bcTV1VUmT54slpaW4uPjI8eOHRMRkezsbPH09JRmzZpJXl6eiIjExcVJ+fLlpV+/fnq7hrKGba48trny2OZE/8fki0RE5NKlS9K7d2+pU6eO/PDDD9ry48ePi1qtlvnz58vZs2elTZs2YmZmJuPHj5cHDx7I7t27BYCsXbtWW2f27NkCQH777Td9XEqZwTZXHttceWxzooKYfJm4lJQUCQwMFI1GI127dpWMjIwC+4wePVpsbW3lxo0bkpeXJ6tXr5aKFStKjRo1ZPv27dKtWzepUqWKpKSkiIhIenq6NGzYUOePJv0f21x5bHPlsc2Jisbky0Tl5eVJaGiouLq6ytChQ+Xll18We3t7SUhIKLDvzZs3xc7OTkaOHKlTNmjQIAEg3t7eAkCmTp2q3Z6bm6vEZZQpbHPlsc2VxzYnKh6TLxM1Z84cadasmURERIiIyMWLF0Wj0cjrr79e6P4LFy4UlUolkZGROuW7du2SWrVqCQBp166ddn0GFcQ2Vx7bXHlsc6LiMfkyUampqQX+mE2ZMkXUarWcOHGiwP6ZmZlSr149eeGFFwrUS01Nle3bt/OPYzHY5spjmyuPbU5UPCZfpJWSkiJVqlSRtm3bFrp969at2idNU8lgmyuPba48tjmRLiZfpCMkJEQAyLffflvodl9fX3F1dS108Sw9Hba58tjmymObE/2fSuR/byslAiAiaNGiBRISEnD+/HmUK1dOZ3t0dDTi4+PRoUMHPUVofNjmymObK49tTvR/an0HQIZFpVJh+fLliI2NxcKFCwtsr1+/Pv84/suz/vuFba48tvmTYz8nKjkc+aJCDRs2DJs3b0Z0dDSqVaum73AMUnZ2NlauXIm1a9fi+PHjMDMze6bjsc2VxzYvHvs5UcnjyJcRO3jwIDp37gxra2vUrVsXn3zyyWPXXbBgAV566SXk5uaWYoRl165du9CoUSPs2rULGzZseOYfJIBt/rTYz0sP+zlRKdHXYjMqXWvXrhUHBwf58ssvJSIiQsaNGycAZPbs2foOrUw7f/68+Pn5ibu7u2zbtk3f4Zg89vPSwX5OVLqYfBmhlJQUsbGxkfDwcJ3yd999V8zNzeXixYt6iqzse/PNNwWAREVF6TsUk8d+XnrYz4lKF6cdjdDZs2fx4MEDNGrUSKf8ww8/hEajQVhYmJ4iK3vy8vKwYcMG5OTkAACCgoJQoUIFTJkypcB+O3bs0EeIJov9vOSwnxMpi8lXGXfjxg0cO3YM2dnZ2rIqVaoAAI4cOaKzr729PZ5//nlcu3ZN0RjLslOnTmHYsGFYuXIlAMDR0REzZ87Erl27sHPnTgDA/v374ePjgwULFuDBgwcFjrF//37ExsYqGrexYT8vXeznRArT99AbPZ3U1FR59dVXpVy5cqJWq8XDw0Nu3Lih3d62bVtxd3eXBw8e6NSrU6eOfPTRR0qHW6YNHTpUKlasKImJiSIikpWVJR4eHuLm5iZ9+/aVmjVrFvngyJs3b4pGo5FXX31VyZCNBvu5ctjPiZTDka8yJi0tDcePH8fo0aOh0WiQkJCAa9euQUQwZMgQ7X4rVqzAtWvX0LNnT5w9exbXr1/HmDFjYGFhgTFjxujxCgxXWloafvrppwLlCxYsQFZWFmbMmAEAsLCwwNKlS/H3338jNTUV586dw8CBAws9prOzM0aPHo0TJ06UauzGhv289LCfExkAfWd/9GQmTpwoDg4O4u7uLrm5udryI0eOiEqlko0bN2rL9u3bJ25ubgJANBqNjBw5Um7fvq2PsA3exYsXxdXVVQCIr6+vXLp0SWd7UFCQmJmZ6SxA9vPzkwoVKsitW7ceeeyff/5ZnJycSiVuY8V+XjrYz4kMA5OvMiYhIUHs7e2lZcuWBbYNHz5catasKWlpaQXqpKenKxVimXL06FGZNGmS5Obmire3t1haWoq7u7uUK1dO5s+fL9nZ2SIikp6eLjVr1pSOHTtq60ZHR4uFhYW88cYbjzxHVlaWdOnSpVSvw9iwn5cs9nMiw8LkqwxatGiRqNVqOX/+vE759evXxcbGRj788EM9RVZ2xMfHy8iRI6Vq1aqyZs0aERHZv3+/AJBly5ZJUFCQaDQaadSokRw9elRERMLDwwWAbNq0SXuc8ePHi1qtllOnTunlOowZ+/mzYz8nMkxMvvQoLy/vqeplZWWJu7u7+Pn5Fdg2d+5ccXBwkNTU1GcNzyhlZGRIcHCwODo6ypQpUyQ5OVlne//+/aVSpUpy9+5diY6Olg4dOoharZa3335bkpKSpF27dlKnTh3JyMgQEZH79++Lk5OT+Pr66uNyygT2c+WxnxMZNiZferJlyxapX7++xMTEPFX97du3CwDZtWuXTnlGRoZcvny5JEI0Olu2bJG6deuKg4ODODk5yf379wvsExMTI1ZWVvLOO+9oy0JCQqRSpUpSrVo1mTlzpqjVapk3b552+969ewusnaGH2M+Vx35OZPiYfCns9OnT0qlTJ2nQoIHs2bPnmY718ssvi4eHh3a9BhXu0qVL0rlzZ/H09JQ9e/ZIVFSUmJmZyYQJEwrdf/r06WJubi5//fWXtuzWrVsybNgwASAqlUpsbGx0HnlAutjPlcd+TlR2MPlSSGJioowbN04qV64sK1asKJEfknPnzomLiwvXYRTj6tWrsnz5cp02f/PNN8XCwkKio6ML7P/gwQNxdXUtdIrlp59+kqZNm5bY/0Njw36uP+znRGUHky+FhIaGCgD54osvSvS4WVlZJXo8U5GYmCgVK1YsdD2RiMi6desEgGzdulXhyMo29nPDwn5OZJhUIiLKP13MNOzZswdeXl6oWrUqRAQtWrTAjRs3EB0dDWtra+1+P//8M1q1aqVTRqVvxYoVePfdd7Fz50507dpVZ5uIoHXr1rh9+zb++usvWFpa6ilKw8d+btjYz4kMkD4zP2OWlJQkFSpUkGHDhmnLDh8+LCqVSmbMmCEiIhcuXJAePXpI3bp1ddZd5Pv7778lIiJCsZhNTXZ2tjRo0EA8PDwKHVmJjIwUNze3Qqds6CH2c8PHfk5keJh8laKlS5eKSqWSI0eOaMuGDBkiVlZW8tZbb0mlSpVk/vz52tu5/ykvL088PDzEw8NDyZBNzp49ewSALFmypNDt/3y6OhWO/dzwsZ8TGRZOO5aAvLw87N27F506dYKFhYW2PCcnB15eXrC3t0dERARUKhWuX7+O+vXrw9HREUePHoWzs3ORxw0LC8PIkSORlpaGcuXKKXEpJqlnz544ePAg/v77bzg6Ouo7HIPFfl62sZ8TGQ6+WPsZZWZmonnz5ujatSuaNGmCQ4cOabeZm5tj6dKlOHr0KNatWwcAcHV1xZQpU3D16lVcuHDhkcfu2bMnzM3NcePGjVK9BmNx6tQpBAcHY/ny5YiPj3/sekuWLEFaWhpCQkJKMbqyjf3ccLCfExkBfQ+9lVVXr16VsWPHyoMHD2TUqFECQLy8vESlUsmYMWN0Hmzo5+cnVatWlZSUFBH5//vTmjRpUuxw/4gRI+Tq1aulei1lXV5enkycOFGqVKkir776qnh7e0v58uWf6A6ukydPll6AZRj7ueFgPycyHky+nlBaWprMnDlTKlWqJB988IGkpaXJzZs3xdbWVkaPHi3r1q0TJycnqVKlioSHh4vI/19MO23aNO1xNm7cKABk9erV+roUo7Fs2TKpXr263Lx5U0Qerl956623xMrKqtAF3lQ89nPDw35OZDyYfD2Bb7/9VmrUqCEDBgwo8K/0BQsWiFqtlmPHjsmdO3fk1VdfFQDSvXt3uXr1qowfP16srKx0XonSrl07qVy5sqSnpyt9KUbF09NTJk+erFMWGhoqKpVKZs+eraeoyi72c8PEfk5kPJh8PYYTJ05I27ZtxcHBQfvD82+ZmZlSr149ad26tbbs119/FXd3d7GxsZGZM2eKg4OD9OnTR7v99OnTcvDgQUWuwVikp6dLTEyMzi3zDg4O2leoHDt2TFq1aiXe3t7y22+/ya1bt7TTYPRo7OeGg/2cyLgx+XqE5ORkef3118XZ2Vk+++wzSUpKkqpVq+r88PzTli1bBIB8/fXX2rKMjAyZMWOGWFpaikqlEgCyb98+ha6g7Ll586Zs2bKlQHlaWpoEBASIra2tNG3aVJYvX67d1rlzZ6lXr56MHj1aXFxcZPXq1do1RkOHDpUff/xRsfjLIvZz5bGfE5k2Jl+PkJWVJbNnz5Z79+5py/Jfn7Jhw4ZC63Tu3FmqVasmqampOuVnz56Vjh07yqRJkyQpKak0wy7T5s2bJ+XKldOZ7srKypIXXnhBBg4cKImJiQXq5D/DqFOnTtoF4JmZmfLmm29Kly5dJC8vT7H4yyL2c+WxnxOZNiZfTygvL09atGgh1atXL/DDIyJy5swZMTMz0z7dm55Menq61KpVSwYMGKAt+/HHH8Xe3l7nBb95eXk6a4iCgoLE0tJShg8fLmPGjJEqVarI8OHDJS0tTdH4jQX7eeliPycybUy+nsKRI0dEpVLJBx98UOj2t956S8qVKycxMTEKR2YcwsPDBYB2ndChQ4cEgHz22Weydu1aGTJkiDg5OQkA6dOnj3bq5dSpU7JgwQJZsmSJnD59Wp+XYBTYz0sX+zmR6eIT7p/SiBEj8P333+P8+fOoUaOGzra7d++iRYsW+Pjjj/Hyyy/rKcKyrX379khJScEff/wBtVqNmTNn4ttvv0WtWrXQtWtXdOrUCZcuXcIrr7yCo0ePonnz5voO2Sixn5cu9nMiE6Xv7K+sun79utjY2OhMG/wT35X2+HJycuSzzz6T+Ph4bdnJkydFrVbLF198UWS96OhoMTMzk9jYWCXCNEns5yWH/ZyI8jH5egZz587VmTagp5OWliY1a9aUESNG6JT7+/tL5cqVCyzczs7Oli1btkjt2rVl6dKlCkZqmtjPSwb7ORHl47QjgLi4OHz33XfIzMxEt27d4OXl9Vj1MjMz4enpiSZNmuCHH34o5SiNW3h4OAYNGoQjR45op1Zu374NNzc3+Pv746OPPsL9+/fRvn17xMfHo2HDhpg6dSp8fX31HHnZwX6uf+znRASA046hoaHi6OgogwcPli5duohKpZI5c+Y8dv1z585JRkZGKUZofD788ENZs2ZNgfJ27dpJy5YtdW6ZX7x4sVhaWsqFCxdERNjWT4n9vHQkJyfLhx9+KA0aNBBXV1d55513tHcesp8TUVFMOvk6fPiwWFhYSGRkpLZs7dq1BR4gSSXr3XffFUdHR53nSon8f/1LWFiYtiwrK0vc3d2lZ8+eCkdpPNjPS15ubq589dVXUqVKFRk0aJB8/fXXMnbsWAEg/fr1ExH2cyIqmkknX6NGjZJ27drplB06dEgcHR2lW7dueorK+N27d08cHR3lP//5T4FtPXv2lKpVq8qDBw+0ZQcPHpSjR48qGaJRYT8veYMGDRIzMzM5fPiwTnlAQIAAkN9//539nIiKpNbvpKdycnNzcfXqVaSmpmrLEhISkJOTA+DhepihQ4eif//+WLRoEbZu3YqrV6/qK1yjcPPmTQQGBqJXr16YNWsW7t69CwCoUKECZs+ejZUrVyI6OlqnTr169RAfH4958+Zpy9q0acNb7B8T+7kyRowYgdzcXBw9elSnfNq0aVCpVNi9ezf7OREVyWiSr4yMDISFhRUoFxEsW7YMLi4u6NGjB9577z3tNh8fHxw9ehTTpk1D48aNUbNmTURHR2PkyJH49NNPsXr1aiUvwaicOnUKTZo0QUJCAurXr49Vq1bBx8cHsbGxAAB/f380aNAA48aNQ15eHgAgMTERmzdvxvjx41GuXDl9hm+w2M8NQ9euXeHn54cPP/wQiYmJ2nIHBweYm5vD1tYWAPs5ERVB30NvJeXXX38VAAVeLjt27Fhp1qyZdiHrP12/fl1sbW2levXqcvnyZW35p59+KnXq1CmwVoOKt3//fvHz85MWLVrI2rVrteXx8fFStWpV6dixo7bs+PHjYmVlJb6+vjJt2jSpUaOGLF68WB9hlxns54bj/PnzYmFhIWPGjNGWzZgxQ5ydnSUhIUFbxn5ORP9mNMmXyMN1FG5ubpKZmSkiD3/wAcjZs2d19ktPT9feabR161axtraWl19+WQICAuS5556Tli1bSlxcnOLxG4OzZ8+Kubm5AJCUlBSdbfmvUzl+/Li27MiRIzJ48GAZPXq0REREKB1umcR+bjjGjx8varVa1q1bJ23btpVmzZpJdHR0gf3Yz4non4zqOV+XLl1CgwYNMHfuXEyaNAnJyclwdnbGW2+9hRYtWmDfvn3YvXs3rly5gsaNG+PXX3+Fg4MD4uLisHnzZqSmpqJly5Zo3769vi+lTHv33XexYsUKnDp1Co0bN9aW5+TkoEKFCli4cCHGjRunxwjLNvZzw5GUlAQ3NzfcvXsXn3/+OUaNGgW12mhWcxBRadF39lfSJk+eLHZ2dtph/w0bNshzzz0nrVq1kpkzZ8qRI0fkxIkTYmdnJytXrtRztMYp/y6v4cOH65Tn5uZKxYoVZd26dXqKzHiwnxuOzz//XADId999p+9QiKiMKPPJ144dO+TQoUPa78nJyeLs7CyvvfZakXVSU1PF2dlZtm3bpkSIJmnVqlUCQD7++GNt2aJFi8TBwUHu3Lmjx8jKJvZzw5Wbmyve3t5Sq1YtSU9P13c4RFQGlPlpRz8/P1y/fh0nTpyAmZkZAGDNmjXw9/fHH3/8AR8fH539IyIiMGnSJNSpUwfr1q3TR8hlVlxcHLZt24bMzEz4+fnB3d29yH1zc3Ph4+ODqKgouLm5AQCsrKwQEhKC559/XqmQjQb7uWHbv38/2rdvj9mzZ2P69On6DoeIDJ2+s79nlX/H0apVq7RleXl50rRpU2nTpo22rEePHlK1alVp3LixrF69Wh+hGrz79+/Lpk2bCt22cOFCqVChgvj6+krt2rXF3Ny82Oms/DvzZs2aJWfOnNF5nQo9GfZzw+fv7y+ff/65vsMgojKgTCVf33zzjUyZMqVA+fjx48XR0VHu3r2rLfv9998FgHz77bciIpKZmckf/2LMmzdPzM3N5cyZMzrla9euFRcXF7l48aKIPHwVymuvvSZqtbrAE77/rU+fPlK7dm2+q+5fcnJy5Msvv5QWLVqIi4uLvPLKKxIbGysi7OdERMauTCVf69atE7VaLSdOnNApv3//vjg5OUlAQIBO+aBBg6RGjRpch/GY0tLSpHr16tKlSxed8hdeeKHAK1IyMzPF3d1dXn755Uce8/Lly2JlZSVz584t8XjLql9++UW8vLykXbt2smbNGgkKChJra2upX7++pKamsp8TERm5MpV85eXlyQsvvCBt27YtsC0oKEjMzc11nnV07do1CQ8PVzLEMuPKlSty8uTJAuXffPONAJCtW7dqyxo2bKjzIMl88+fPF41GU+xIy7Rp08TLy0tyc3OfOe6ybtmyZQJAVqxYoVO+YcMGASCLFi1iPyciMnIGmXylp6fLokWLpHfv3vL222/rPLU7MjJSVCqVbNy4UadO/o/XSy+9pHS4Zc63334rVlZWYmZmJhMnTtR5ua+ISJs2baRevXrah3iOHTtWKlWqVOChqV999ZXY2NgUe760tDROO/5PbGysWFtby8CBAwtsq1u3rnTu3FlE2M+JiIyZwT0N8M6dO2jRogV+/vlnNGzYEPv27YO3tzd+++03AECzZs0wYsQITJo0Cffu3QMAZGdn46uvvsI777yDypUrIzMzU49XYPiaN28OEUHVqlXx5ZdfomHDhti1a5d2+7Jly3D58mUsW7YMADBx4kQ8ePAAY8aMQW5uLoCHbb5+/XoMHDiw2POVK1cOGo2mVK6lrKlWrRqmTp2KjRs34vfff9fZ5uTkpH0nIPs5EZER03f2ly8mJkY6deokAwYMkLFjx2rLMzMz5cUXXxQXFxdJTk4WEZHbt29LjRo1pGHDhjJr1ixp0qSJDBs2jAuNn0BgYKBYWFjIvn37pH///gJABg4cKDdv3hQRkdGjR4utra32e2hoqJiZmYm3t7cEBASIl5eXdO7cWfv/hB5fWlqa1KxZU3x8fLRTsdu2bRNLS0s5ePCgdj/2cyIi42Qwz/lKS0uDh4cHYmNj8dNPP6Fz587abTExMahXrx5WrFihfS1NTEwMgoODkZycjIEDB6J37956irxsevDgAdzd3dGkSRPs2LEDO3bswLhx45CcnIyFCxeie/fuqF+/Pvr374+vvvoKAPDnn39i/fr1yMzMRJcuXdC9e3eoVCo9X0nZFB4ejoEDB2Lu3Lk4f/48fvvtN6xZs0an3wPs50RExshgki8A+OabbzBkyBB89tlnGDNmjM629u3bo0aNGggLC9NTdMYnNDQUr776Knbs2AE/Pz+kpqZixowZWLFiBVq1aoW6desiLCwMkZGRfDBqKXjxxRdx4MABjB8/HrNnz0b58uX1HRIRESnAoNZ8DR48GK1bt8bHH3+M7OxsnW0ajQZ2dnZ6isw4jRgxAs2bN8eECROQnZ2N8uXLY8mSJYiMjERqaipCQ0ORl5eH//znP/oO1SgtX74carUaarWaiRcRkQkxqOQLAFasWIFz585hzJgxyMrKAgDs27cPBw4cwNChQ/UcnXFRqVRYvnw5Lly4gI8//lhb7uPjg8jISCxevBjNmzfHrFmz9BekEfP29sbo0aOxYsUKXLhwQd/hEBGRQhSZdkxJScHmzZuRkJCAVq1aoXXr1o/c/7XXXsOaNWtQpUoVuLi4ICEhAUuXLsWAAQNKO1STNGzYMGzfvh1///03nJyc9B2OSbl16xbc3d3Rpk0bbN++Xd/hEBGRAkpk5CsnJwdff/11odt27NgBNzc3fPXVV/jmm2/Qpk0b+Pv741E537x582BnZ4c2bdpg9erViImJYeJVihYsWICcnBy8//77+g7F5FSuXBlBQUFwd3fXPsaDiIiMW4kkX/v27cOwYcMKJGCnT59G3759sW7dOuzfvx8nTpzAqlWr8OWXX+pMc/2bs7Mzpk+fjq1bt6JChQqwsLAoiTCpCK6urpg6dSpiY2OZAOhBQEAAlixZAjMzM32HQkRECiixaceuXbvizJkziI6OhrW1NQBgwoQJiIiIQEREhM6+gwcPxi+//IL4+HiYm5sXerysrCw0bNgQHh4e+PHHH0siRHqEvLw8qNUGtwSQiIjI6Dzxr21SUhL27dtXoHzJkiW4efMm5s+fry1LSUlBenp6gX3Hjh2L27dvIyoqqsjzWFpaYvHixThw4ADi4uKeNEx6Qky8iIiIlPFEv7gnT56Em5sbOnbsiL59+yI+Pl67zdPTE+PGjcOiRYtw9epVAECbNm3w559/4uTJkzrHyV/UbWlp+cjz9ejRAzExMahWrdqThElERERksJ5o2jEzMxOenp64ffs2nJyccOfOHQQHB2Ps2LFQq9W4d+8e3N3d0aFDB4SHhyMzMxMNGjSAjY0NDhw4AHt7ewDAe++9h927dyMqKopPSCciIiKT8sRrvjZt2oS+ffti7dq1+Ouvv7B06VI0a9YMq1evRsOGDfHpp59i3LhxOHDgANq2bYvjx4+jS5cuKF++PHr16oXz58/j6tWr2LlzJ9zc3ErruoiIiIgM0lMtuO/YsSMuX76Mc+fO4cKFC3jjjTdw8uRJTJo0CdOmTUOrVq1gbm6OY8eOQa1WIz4+Hl999RXi4+PRrFkzDBkyBFZWVqVxPUREREQG7amSr6ioKPj4+OCDDz7ABx98gLy8PKxcuRLvv/8+nJ2d0b9/fwQHB2P16tXw9/cvjbiJiIiIyqSnftTEm2++ibCwMERHR2sXxMfFxeGdd97Bli1bADx8gOTff//NdzISERER/c9TP19g9uzZsLS0xOTJk7Vl1apVw+bNm7F582b4+Phg/vz5sLW1LZFAiYiIiIzBMz1kddmyZRg/fjwOHTqEVq1alWRcREREREbpmZKvnJwcNGrUCNbW1vjjjz/42AgiIiKiYjzTY83Nzc2xZMkSZGRk4MaNGyUVExEREZHRKpF3O/K9gERERESPp8RerE1ERERExeNwFREREZGCmHwRERERKYjJFxEREZGCmHwRERERKYjJFxEREZGCmHwRERERKYjJFxEREZGCmHwRERERKYjJFxEREZGCmHwRERERKYjJFxEREZGCmHwRERERKei/FK8EX2EO1L8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x900 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 9))\n",
    "image = ax.imshow(ratios.values, cmap=\"Oranges\", vmin=0, vmax=1, aspect=\"auto\")\n",
    "ax.set_xticks(range(len(ratios.columns)), ratios.columns, rotation=30, ha=\"right\")\n",
    "ax.set_yticks(range(len(ratios.index)), ratios.index)\n",
    "ax.grid(False)\n",
    "fig.colorbar(image, ax=ax, label=\"Population ratio at 96 hours\")\n",
    "ax.set_title(\"Final population ratios\")\n",
    "save(fig, \"upmaboss_mutants_ratios\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd91e4a6",
   "metadata": {},
   "source": [
    "To summarize these results, we compute the relative effect of the TNF treatment: the population ratio with\n",
    "the second TNF treatment, divided by the population ratio without it, for the cells that received a pulse of TNF\n",
    "or not. The treatment has an effect when this relative change is below 1 (in blue). The mutants are ordered\n",
    "by hierarchical clustering."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "91826fb5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-07T23:49:29.180537Z",
     "iopub.status.busy": "2026-10-07T23:49:29.180368Z",
     "iopub.status.idle": "2026-10-07T23:49:29.909766Z",
     "shell.execute_reply": "2026-10-07T23:49:29.908877Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x900 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.cluster.hierarchy import leaves_list, linkage\n",
    "\n",
    "relative = pd.DataFrame({\n",
    "    \"Pulse TNF\": ratios[\"Pulse TNF, TNF\"] / ratios[\"Pulse TNF, no TNF\"],\n",
    "    \"No pulse TNF\": ratios[\"No pulse TNF, TNF\"] / ratios[\"No pulse TNF, no TNF\"],\n",
    "})\n",
    "relative = relative.iloc[leaves_list(linkage(relative.values, method=\"average\"))]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(4.5, 9))\n",
    "image = ax.imshow(relative.values, cmap=\"RdBu_r\", norm=mpl.colors.TwoSlopeNorm(vcenter=1, vmin=0, vmax=2),\n",
    "                  aspect=\"auto\")\n",
    "for (i, j), value in np.ndenumerate(relative.values):\n",
    "    ax.text(j, i, f\"{value:.2f}\", ha=\"center\", va=\"center\", fontsize=8)\n",
    "ax.set_xticks(range(len(relative.columns)), relative.columns)\n",
    "ax.set_yticks(range(len(relative.index)), relative.index)\n",
    "ax.get_yticklabels()[list(relative.index).index(\"WT\")].set_fontweight(\"bold\")\n",
    "ax.grid(False)\n",
    "fig.colorbar(image, ax=ax, label=\"Relative change with TNF\")\n",
    "ax.set_title(\"Effect of the TNF treatment\")\n",
    "save(fig, \"upmaboss_mutants_effect\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e177e12",
   "metadata": {},
   "source": [
    "The relative change is the population ratio with the constant TNF treatment divided by the one without TNF.\n",
    "\n",
    "* For a first group of mutants (the deletions of IKK, NFκB, cIAP or RIP1ub), there is no resistance: the TNF\n",
    "  treatment reduces the population size, whether the cells received a pulse of TNF or not.\n",
    "* For a second group, including the wild type (and for instance the BCL2 or XIAP deletions), the TNF treatment\n",
    "  reduces the population size, but this effect disappears when the cells received a pulse of TNF: this indicates\n",
    "  a resistance.\n",
    "* Finally, the deletion of TNFR leads to insensitive cells, as expected (as does the deletion of ATP, but because\n",
    "  all the cells die, whatever the treatment)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
