{ "cells": [ { "cell_type": "markdown", "id": "48dcc399", "metadata": {}, "source": [ "# GenMol Skill Demonstration\n", "\n", "In this section, we will demonstrate how to use the GenMol skill from the `bionemo-agent-toolkit` package. This skill enables the generation of novel drug-like molecules, alongside capabilities for scaffold decoration, motif extension, lead optimization, SAFE notation processing, and QED or LogP ranking. Please refer to the [detailed documentation](https://github.com/NVIDIA-BioNeMo/bionemo-agent-toolkit/blob/main/nim-skills/genmol-nim/SKILL.md) for further information. \n", "\n", "Before getting started, we must configure the GenMol skill for JupyDeep. Please consult the [\"How-to Skill\"](../../howto_skill.html) guide for general setup instructions, and ensure you have a properly configured Conda environment ready, alongside a valid NVIDIA NGC_API_KEY. Below is our configuration for the GenMol skill. Make sure the skill name and the base_dir suffix are identical.\n", "\n", "![genmol_skill_setting](_images/genmol_skill_setting.png)\n", "\n", "Subsequently, we modified the prompt derived from the package's [eval case: id-1](https://github.com/NVIDIA-BioNeMo/bionemo-agent-toolkit/blob/main/nim-skills/genmol-nim/evals/evals.json) and integrated it into the JupyterLab-JupyDeep context, with a primary focus on optimizing data processing and visualization.\n", "\n", "> *I want to generate 20 novel, drug-like molecules from scratch using GenMol. Do not use a scaffold—perform pure de novo generation and rank the results by drug-likeness. Use the hosted NVIDIA API (my NGC_API_KEY is already set in the environment). Generate a Jupyter notebook for this task, and visualize the generated molecular structures using RDKit.*" ] }, { "cell_type": "markdown", "id": "cc4ee832-94e9-4cc2-82e1-916b89ad7d01", "metadata": {}, "source": [ "---\n", "\n", "Paste the prompt above into the chat input box. The content below demonstrates the subsequent output generated by JupyDeep via OpenAI GPT-5.2 and the GenMol skill. For the complete example, please refer to this case in the [JupyDeep gallery](https://github.com/yezhenqing/jupydeep-gallery/tree/main/BioNeMo_Agent_Toolkit/genmol-nim).\n", "\n", "---" ] }, { "cell_type": "markdown", "id": "a07dbd30-3191-44a0-9203-5e8ad8fbc168", "metadata": {}, "source": [ "## GenMol de novo molecule generation (hosted NVIDIA API)\n", "\n", "This notebook:\n", "- Generates **20 novel, drug-like molecules** using **GenMol** in **pure de novo** mode (no scaffold).\n", "- Uses the **hosted NVIDIA API** (`NGC_API_KEY` must be set in the environment).\n", "- Requests extra molecules to compensate for invalid/duplicate filtering.\n", "- Ranks results by **QED** (drug-likeness) and visualizes structures with **RDKit**.\n", "\n", "> Note: GenMol expects **SAFE notation** in the `smiles` field. For de novo generation we use a mask like `[*{20-30}]`." ] }, { "cell_type": "code", "execution_count": 1, "id": "a0e44674-9ff8-4f55-a1fe-4fb03e9e7f38", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ready.\n" ] } ], "source": [ "# --- Environment & dependencies ---\n", "import os\n", "import sys\n", "import importlib\n", "\n", "\n", "def _ensure_pkg(import_name: str, pip_name: str | None = None):\n", " \"\"\"Import a package; if missing, install it via pip then import.\"\"\"\n", " try:\n", " return importlib.import_module(import_name)\n", " except Exception:\n", " pkg = pip_name or import_name\n", " print(f\"Installing missing dependency: {pkg}\")\n", " # Use pip inside notebook kernel\n", " import subprocess\n", "\n", " subprocess.check_call([sys.executable, \"-m\", \"pip\", \"install\", \"-q\", pkg])\n", " return importlib.import_module(import_name)\n", "\n", "\n", "requests = _ensure_pkg(\"requests\")\n", "pd = _ensure_pkg(\"pandas\")\n", "_ensure_pkg(\"tqdm\")\n", "\n", "# RDKit: prefer conda-forge, but in many notebook envs `rdkit-pypi` works.\n", "try:\n", " from rdkit import Chem\n", " from rdkit.Chem import QED, Descriptors, Draw\n", "except Exception:\n", " _ensure_pkg(\"rdkit\", pip_name=\"rdkit-pypi\")\n", " from rdkit import Chem\n", " from rdkit.Chem import QED, Descriptors, Draw\n", "\n", "# Optional: nicer rendering in notebooks\n", "try:\n", " from rdkit.Chem.Draw import IPythonConsole # noqa: F401\n", "except Exception:\n", " pass\n", "\n", "# Confirm API key is present (do not print it)\n", "assert os.environ.get(\"NGC_API_KEY\"), \"NGC_API_KEY is not set in the environment\"\n", "\n", "print(\"Ready.\")" ] }, { "cell_type": "markdown", "id": "663a851d", "metadata": {}, "source": [ "## 1) De novo generation request (GenMol hosted API)\n", "\n", "We use a **SAFE mask** as the input pattern:\n", "\n", "- `[*{20-30}]` asks GenMol to generate molecules with roughly 20–30 tokens worth of structure.\n", "\n", "We request **more than 20** molecules with `unique=True` because the service may filter invalid/duplicate candidates." ] }, { "cell_type": "code", "execution_count": 3, "id": "c93570d3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GenMol returned 120 candidates\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " smiles genmol_qed\n", "0 C[C@H]1CN(C)CCN1C(=O)Nc1ccccc1Oc1ccccc1 0.937\n", "1 O=C(O)Cc1ccccc1-c1ccc(Br)cc1 0.935\n", "2 C[C@@H](Nc1ccc(N2CCCC2=O)cc1)c1ccncc1 0.934\n", "3 Cc1ccccc1C(=O)NC1CC(c2nccs2)C1 0.932\n", "4 Cn1nnc2cc(CNC(=O)[C@@]3(C)CC3(C)C)ccc21 0.930\n", "5 Brc1ccc(C2CNCCN2Cc2ccccc2)cc1 0.925\n", "6 CN1CCC(NCc2ccc(-c3ccccc3)cc2)CC1 0.921\n", "7 N#Cc1ccccc1CNC(=O)C1(F)CCCCC1 0.908\n", "8 CCc1ccc(NC(=O)NC2CCN(c3cccs3)C2)cc1 0.903\n", "9 c1cc2ccc([C@@H]3CCC[C@@H]([NH2+][C@@H]4CCCOC4)... 0.899" ] } ], "source": [ "from __future__ import annotations\n", "\n", "from typing import Any\n", "\n", "import pandas as pd\n", "import requests\n", "\n", "HOSTED_URL = \"https://health.api.nvidia.com/v1/biology/nvidia/genmol/generate\"\n", "\n", "\n", "def genmol_denovo_qed(\n", " num_molecules: int = 80,\n", " safe_input: str = \"[*{20-30}]\",\n", " temperature: str = \"1.0\",\n", " noise: str = \"1.0\",\n", " step_size: int = 1,\n", " unique: bool = True,\n", " timeout_s: int = 180,\n", ") -> dict[str, Any]:\n", " \"\"\"Call hosted GenMol for *de novo* generation with QED scoring.\"\"\"\n", " headers = {\n", " \"Content-Type\": \"application/json\",\n", " \"Authorization\": f\"Bearer {os.environ['NGC_API_KEY']}\",\n", " }\n", " payload = {\n", " \"smiles\": safe_input, # SAFE notation (not plain SMILES)\n", " \"num_molecules\": int(num_molecules),\n", " \"temperature\": str(temperature), # must be string\n", " \"noise\": str(noise), # must be string\n", " \"step_size\": int(step_size),\n", " \"scoring\": \"QED\",\n", " \"unique\": bool(unique),\n", " }\n", "\n", " resp = requests.post(HOSTED_URL, headers=headers, json=payload, timeout=timeout_s)\n", " resp.raise_for_status()\n", " out = resp.json()\n", " if out.get(\"status\") != \"success\":\n", " raise RuntimeError(out.get(\"error\", f\"GenMol failed: {out}\"))\n", " return out\n", "\n", "\n", "# --- Make the API call ---\n", "# If your environment cannot reach NVIDIA endpoints (e.g., DNS / outbound network blocked),\n", "# this cell will warn and leave `df_raw` empty. Re-run in a network-enabled environment.\n", "result: dict[str, Any] | None = None\n", "try:\n", " result = genmol_denovo_qed(num_molecules=120, safe_input=\"[*{20-30}]\", unique=True)\n", " mols = result.get(\"molecules\", [])\n", " print(f\"GenMol returned {len(mols)} candidates\")\n", "except requests.exceptions.RequestException as e:\n", " print(\"WARNING: Could not reach hosted GenMol API.\\n\"\n", " \"Reason:\", repr(e), \"\\n\\n\"\n", " \"If you are running in a restricted environment, re-run this notebook where outbound HTTPS to\\n\"\n", " \"https://health.api.nvidia.com is allowed.\")\n", " mols = []\n", "\n", "# Tabulate raw outputs\n", "rows = [{\"smiles\": m.get(\"smiles\"), \"genmol_qed\": m.get(\"score\")} for m in mols]\n", "df_raw = pd.DataFrame(rows).dropna().drop_duplicates(subset=[\"smiles\"]).sort_values(\"genmol_qed\", ascending=False)\n", "df_raw.head(10)" ] }, { "cell_type": "markdown", "id": "e9206786", "metadata": {}, "source": [ "## 2) Clean up, enforce uniqueness, and select top-20 by QED\n", "\n", "GenMol returns a `score` field for each molecule when `scoring=\"QED\"`.\n", "\n", "Below we:\n", "- Canonicalize SMILES with RDKit\n", "- Drop invalid molecules\n", "- Enforce uniqueness by canonical SMILES\n", "- Select the **top 20** by QED" ] }, { "cell_type": "code", "execution_count": 4, "id": "def35777", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Valid unique molecules available: 120\n", "Selected top 20 molecules\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " canon_smiles genmol_qed rdkit_qed\n", "0 C[C@H]1CN(C)CCN1C(=O)Nc1ccccc1Oc1ccccc1 0.937 0.936756\n", "1 O=C(O)Cc1ccccc1-c1ccc(Br)cc1 0.935 0.934892\n", "2 C[C@@H](Nc1ccc(N2CCCC2=O)cc1)c1ccncc1 0.934 0.934079\n", "3 Cc1ccccc1C(=O)NC1CC(c2nccs2)C1 0.932 0.932407\n", "4 Cn1nnc2cc(CNC(=O)[C@@]3(C)CC3(C)C)ccc21 0.930 0.929593\n", "5 Brc1ccc(C2CNCCN2Cc2ccccc2)cc1 0.925 0.924558\n", "6 CN1CCC(NCc2ccc(-c3ccccc3)cc2)CC1 0.921 0.921313\n", "7 N#Cc1ccccc1CNC(=O)C1(F)CCCCC1 0.908 0.908134\n", "8 CCc1ccc(NC(=O)NC2CCN(c3cccs3)C2)cc1 0.903 0.903117\n", "9 c1cc2ccc([C@@H]3CCC[C@@H]([NH2+][C@@H]4CCCOC4)... 0.899 0.898758\n", "10 Brc1ccc(C2CCCNC2)cc1OC1CCCC1 0.898 0.897941\n", "11 Cc1nc(C2CC2)ccc1C(=O)NC[C@H]1C[C@H](c2ccccc2)C1 0.897 0.897250\n", "12 NS(=O)(=O)c1ccc(N2CCOC3CCCCC32)cc1 0.897 0.896998\n", "13 Cc1c(C(=O)N2CC[NH+](C[C@H]3CC[C@@H](C)C3)CC2)[... 0.884 0.883982\n", "14 Cc1ccc(N)cc1CN1CCN(Cc2ccccc2)CC1 0.880 0.880404\n", "15 CCS(=O)(=O)C(Cc1ccc(Cl)cc1)NC 0.880 0.880192\n", "16 O=S(=O)(c1ccc(F)cc1)N1CCN(c2cccs2)CC1 0.870 0.869524\n", "17 CCC(C)CNS(=O)(=O)c1ccc(C)s1 0.868 0.868048\n", "18 C[C@@H]1CCCCN1C(=O)CNC(=O)[C@@H]1C[C@@H]1C1CCCCC1 0.868 0.867963\n", "19 CC[C@H]1CCCN(S(=O)(=O)c2oc3cc(F)ccc3c2C)C1 0.865 0.864554" ] } ], "source": [ "from rdkit import Chem\n", "from rdkit.Chem import QED\n", "\n", "\n", "def canonicalize_smiles(smiles: str) -> str | None:\n", " m = Chem.MolFromSmiles(smiles)\n", " if m is None:\n", " return None\n", " return Chem.MolToSmiles(m, canonical=True)\n", "\n", "\n", "def compute_qed(smiles: str) -> float | None:\n", " m = Chem.MolFromSmiles(smiles)\n", " if m is None:\n", " return None\n", " return float(QED.qed(m))\n", "\n", "\n", "if df_raw.empty:\n", " raise RuntimeError(\"No molecules available. Re-run the API call cell after network access is enabled.\")\n", "\n", "# Canonicalize + validate\n", "_df = df_raw.copy()\n", "_df[\"canon_smiles\"] = _df[\"smiles\"].map(canonicalize_smiles)\n", "_df = _df.dropna(subset=[\"canon_smiles\"]).drop_duplicates(subset=[\"canon_smiles\"]).copy()\n", "\n", "# Recompute QED with RDKit for verification / consistent ranking\n", "_df[\"rdkit_qed\"] = _df[\"canon_smiles\"].map(compute_qed)\n", "_df = _df.dropna(subset=[\"rdkit_qed\"]).sort_values([\"rdkit_qed\"], ascending=False)\n", "\n", "# Select top-20\n", "TOP_N = 20\n", "\n", "df_top20 = _df.head(TOP_N).reset_index(drop=True)\n", "print(f\"Valid unique molecules available: {len(_df)}\")\n", "print(f\"Selected top {len(df_top20)} molecules\")\n", "\n", "df_top20[[\"canon_smiles\", \"genmol_qed\", \"rdkit_qed\"]].head(20)" ] }, { "cell_type": "markdown", "id": "bc12548e", "metadata": {}, "source": [ "## 3) Save results + visualize top-20 with RDKit\n", "\n", "We save a TSV/SMI and render a grid image of the top molecules." ] }, { "cell_type": "code", "execution_count": 5, "id": "9be149d6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wrote:\n", " - outputs/genmol_denovo_top20_qed.tsv\n", " - outputs/genmol_denovo_top20_qed.smi\n" ] }, { "data": { "image/png": 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jx7Mtz549++abbz5lDADvJj6e+valX3+l16/p9WvaupUGDuQ7ps/dgQMH5HI5G08tFPJ2iYURTESkVCrXrFnTv39/vgOBt8hwc0tu3bowLy9LX/9K+/YX+O6Od//+fSJycHDgNwyoOvSUgS9AtUzKKBSKkJCQ1atXa2trHzp0qGfPnh/pQIMHDyaiCxcufKT6q4cbN8jT86/H2trUqhV9hK5DO3bscHd3T0xMbNas2fXr199poQpbW9uoqChVlxlHR8ev/EoUylL1jvnpp5+ys7Pp0yZlLl++3LRp0/DwcLlcbmJiolAoiGjhwoX16tX7ZDEAvBuOo7ZtydCQTEzom2/IwoIq7rcIKn379mW5mKKiIh7D6NGjh4aGxpkzZ77OrnlKpXLjxo1ubm5Tpkw5ffp0XFwc3xFBZVo+e2Z9+XJqfv5Lbe3WZ88Ov36dx2DY0ktisbhBgwY8hgHvBD1l4AtQ/ZIyCoUiODh406ZNOjo6Bw8e/KhzvnTs2JGI/vzzz493iM+dUkky2f/0V9fUpOJi+vFH+s9/6EP0IZLL5eHh4QMGDMjPzx88ePDFixft7OzetRLVLDMdO3ZMT0/v06cPusyAOtY7JjY2NjQ0dN26dUT0aabxLiwsDA8P9/DwuH//ft26daOiolatWiUSiZ4+fbp///5JkyYR0YMHD9hXzaekUChu3779iQ8K1UlCAr16RVIpmZvT6dPUvz+NGcN3TNWAra2tp6enQqH4448/eAzDyMioQ4cOCoXi8OHDPIbBl4KCgiVLlkRHRxcXF7969WrhwoV8RwSV0dXVJaL8/Hw9PT0iyuN1Tpn4+Hi29JImJjWvPjBLIHwBqllSRqFQBAUFbd26VVdX9/Dhw15eXh/1cE2bNpVKpYmJic8+zoCdakAopPr16c6dv55yHN28SQ4OtGwZTZtGTZqQuTkNGUK7d1N29ntUn5GR4ePjExERoampuXz58q1bt2pra793sHZ2dqdOnVKfZWb//v3vXRt8DOnp6YWFhZ/4oHK5fPPmzUKhUKFQCIVCNixu165dY8aM+aipmXPnzjk7O0dERAgEgvHjx7OkIduVmJj43XffGRsbE9G8efO6du3Ktn/su+sKheLChQuDBw/W1NR0dXVNSEj4qIeDauzKFSKi1q2JiK5eJSJq2ZLPeKqPz2To0GcSBi/09PQmT57MfuoT0fXr1wsKCvgNCSqhSsqoHvAYDCaUqV6USuXu3bv79etnZmYWHx8fEBCQnp7Od1AA74WrPoqLi9lFhqGh4eXLlz/NQf38/Ihoy5Ytn+Zwn6PISK5FC+76de7pU276dK5nT06p5Hbt4oYN4ywsOKK//onFXLt23L//zd28ySmVVan4+vXrNjY2RFSrVq0P+x/6+PHjDh06sE+4v79/ZmbmB6wc3o9SqRw3bpyGhoZEIhk7dmxBQcGnOe6dO3dcXV1VH4bU1NQnT56EhoaKxWIi0tDQCA0NTU5O/rAHzc7ODg0NZdkfJyen69evV1QyNTXVxsYmLy+P47jr1683a9bsw0bCFBUVHTp0aNiwYSwNpDJmzJiPcTj4EowZwxFxEREcx3GtWnFE3MmTfMdUPaSlpQmFQi0trZycHH7DEIlEmpqa/IbBozZt2rAvOpFItHTpUr7DgQp16tSJiKKiotjMIGKxmMdg2Ipp3333HY8xQBUdP36crcpCRLa2tlpaWkRkZGS0atUquVzOd3Sf1OrVq318fH755Re+A4H3V22SMkVFRSw/IpVKr169+smOu2zZMiIaNmzYJzvi56KggFuyhGNfaidPcsOHc337ckuXciUl/y2jVHK3bnGLFnHt23MSiSpB802nTkFBQTt27Hj16lVF1a9fv57NyNWuXbvU1NQPHr5SqVy/fj2762Jubv7rr79+8ENA1SUmJnqqZiYiYpm4NWvWFBcXf7yDFhYWzpkzh33MbG1tT5w4ob738ePHoaGhIpFIlZpJSUn5IMfdt4/z9f2FiLS0tBYuXCiTySovr8pPde3ade3atezxixcv/nkkhYWFBw8eHDx4sPoqZg4ODmFhYUFBQUTUpUuXf34U+DK5uHBE3JkzXFERp6nJCYVcdjbfMVUb7u7uRLR7925+w2BZicjISH7D4Mvdu3ctLS3Z9567uzvf4UCF2OX9/v37OY5jp+yioiK+gmErh+zYsYOvAKAqYmNju3fvzlq3tbX1+vXrFQpFYmKir68v29i0adNLly7xHeanEB8f7+/vT0RsOrPu3bsnJSV94hjkcvn06dObN2++YsWKT3zoL0n1SMrk5+ezmV/NzMxu3779KQ9969YtIrKxsfmUB+VfXh7XsSNHxE2eXNWXvHnD/f47Fxqa17ChaiCuUCh0cXEJCws7efKk6qdpYWFhcHAwKxAaGlqinuX50OLj49nFMRF17NgxPz//4x0LyqVQKNiAMpZRnTNnzpYt/8/emcdFVXZx/MwMOwiyKKKoLOKCu+CKuCJu4A5ZhpoVvlqh2atjmg2Wy2hpaKmhafGaLZQbai6QmqCoIAiyCCKbIvsm+8DMef84eJ1QEWHuvajz/fDpAzE85xm43vs8v+ec3wlgUlc6d+7s5+fHxvLr8uXLvXr1gkd+Q2VlZU99WVxc3Jw5cyilRV9fXyqNzc9vftDcXPT0RAAUCBRvvfVJYmLiC/34mTNnSKU6f/587969FU3LOHuSyspK0mLI3pjRYiQSSUJCAr2mqKhIU1NTU1NTnUem5ilUVqKmJopEWFaG4eEIgH36cBP5uSLmS8FXX30FAG+99Ra/0/j6668B4M033+R3GjxC6jMdnnN5nqfmhaBGhIcOHUJEY2NjAODxwUT+vrGxsXxNQE3j3Lt3jzlRMzY2lkqlVVVViCiXy+kFQUFBVlZWtPzz8vLKy8vjdb4skpubu3TpUrI31tXVtbW1JQsIjnOFgoODqVsxwYsqlJGR4eTkZGtr6+fnx3FoFfISiDLl5eV0xm5ubs79XVIul5uZmQFAWloax6F5g1FkOnTAuLhmDBAXF/f111+7uLgo26SZmZm9+eabfn5+Dg4OAGBgYPDbb7+pfO5PolAoFi5cSAmxnJXMqCGSk5NHjx5NF4CHh4fyozE4OHjQoEH0ra5du/r7+6tqM1ZRUSEWi+mB3a1bt4sXLz73R+Li4jw8PMzN++vpob4+isXYjAVhYCCamSEA6umhVIoteRr+8ssvhw8fRkSFQhEZGdnEnyouLg4MDPTy8mKcFBgtJikp6cnXk9L9WtdmqnkWly4hAFIx3TffIAC+9x4HYSUSiaampqGh4Ycffnjw4ME7d+5wEJQN0tLSAKBNmza0W+BxGgKBgPdp8MjDhw979uxJN8M5c+bwPR01T+e9994DgL179yKipaUlAGRmZvIyk+rqag0NDQ0NDR5TddQ8i7KyMolEQrqDpqamt7c3rSopVeS///0v88rKykqJREJ7EGNjYz8/P0ayeTWoqKiQSqWUBC0UCr28vCjXu0Gu0OXLl1mdRkREBGOVaG1t3a9fP6ogMzIy2rlzJzeqUE1Njb+/P23VeVSFVEJrF2WysrLoF92pU6fbt2/zMgcysjlw4AAv0bmmpKTePqBzZ2zxgriysjI4OFgsFtvb29M/FYFAIBKJbG1tudTX9u3bR/tzziKqqa2tlUql9ES0sLAgiYHYv39/cHAwIioUiqCgoAEDBtC1YWVl1XJp5uLFi9RnWkNDQywWv9C6KiqqZOrU+iI8IyOUSJparvHgAc6YUf+Do0djcnIzJ/8kERERDg4OjafMFBYWBgQEuLm5UdY3PaGdnJykUmlKSkojP0hdqKZNm6ay6ap5VSgP9a/xdKpb9wki4ty5CID79rEdNDQ0lLRUZYyMjFxcXCQSSVBQUCP1sK0QurP99ddfrWEap06d4ncaPLJjxw7axdna2paWlvI9HTVPYdmyZQDwzTff4KNElRfNM1UVMTExANCzZ09eoqt5FjKZzN/f39zcnPYRHh4etLzJyclZsmQJWQSamZk1SIdPTk6eOHEiPUocHBxejVw5uVweGBjYtWtXel8uLi5P7qc4yBXKzMz09vamgikTExOpVErr7Xv37s2ZM4fm1r9/f1ZVIYVCcejQIXqnFM7Z2ZkS842MjPz8/F66xNvWLspQjoOmpiaPJ2Y7d+4EAC8vL74mwB1FRThkCAJg167Y6HauGSQnJ+/cudPCwgIADh48qNrBG+ftt99mnvdqOODmzZuUD0XPA+U85IKCAqqpGTFiREhICD56wNA6DABsbGz8/f2boa8XFxcz3rr9+/dveoJJA65eRTe3eoWlTRsUixuTZhQK9PdHQ0MEwLZt0d+/iSbXLwA95+rq6v78809ldSY/P5+0GM1HHetFIpGTk5Ofn18TzXEYH1D1RkVNA+7enR0ZCQUFPyFi9m+Tyj4eI0++xWrEW7duUdnCmDFj/vjjDz8/Py8vL2bdyWBjY+Pl5eXn5xcaGspq6WvLWb9+PQC8//77/E6DXEtHjRrF7zR4RKFQkLeOQCBYv34939NR8xTWrl0LAMOHD+/RowdtvBtxx2cVOquYNWsWL9HVPJWgoCA6bKOLhPb5lCpiaGhIh3De3t7PsqcMCgqipiKUUfJyifsNCA4OZoyNBw8e3EgmeEVFxZo1a+isztTUdP/+n1SVKlRUVCQWiykjRktLy8fHp7i4uMFrgoKCrK2tWVWFrly5wthT2NvbM9Zp9+7dI4cdDlQhldPaRZnPP/8cACZMmMDjHG7dugUAlpaWPM6BC/LysH9/BEBra2StVouMk6dPn87S+E8il8vbt2/P48HLawV565JMYG1tHfxEuxZ6jjJ5huPGjQsLC8NH0oydnR1zhw0ICGh6umlQUFCnTp0AQEdHRyKRtHy3duXKY2nG1BQlEiwtxQ8/xKCg+hccOYI//4yjRtW/ZtYsZMGu+jFyufzs2bOIeO/evUWLFtna2tIBBQBoa2tPmTJl//79zVhqUHGZ2tFQTQNiYy0jI6GqKrG2NjcyEqKj2ygULOYhZ2Zmdu7cGQBmzJjRQJDNysoKCgoSi8VOTk6U78BgYGDg5OTk4+MTGBiYk5PD3vSaR2xsLB3e8ntY9+WXXwKArq7u69aLRJno6Gja6g8ePJjvubRq+CrxoEwZZXx9fZvtqtY88vPzJRKJvr6+jY2NnZ3da9uzrFVx9epVZ2dnuiR69uxJG2+5XB4QEMB4eD81VaQB5eXlTNuHDh06BAQEcHx1tZzIyEhqUgYAXbp0aeJbuHPnDuUKjRnj6+CALUwVqq7GHTvKaEslFArnz5/fSJnhkxVkqnoGJSYmMrJLp06dlM9x79y5Qz4VHKhCbNDaRZmkpCQAaN++PY//fhQKBT3O+a1vr6qq2rlzZ2BgICu/iuxstLdHAOzVC1XUg+ap5Obmkr0oZ/9CIiIiAMDKyoqbcK8zYWFhVL0vFAob8dZFxPLycqlUyrRndnJyIr2fpBnmSKRPnz7PveBzcnK8vLyYcVQrvV24gM7O9bLLRx+hrS127450JLBxI27ZgiNHork5cunKQsfvJD+5ubkFBASUtKAnDqUBqq0W1Cgjk2VFRkJ0dFtEeXHxschISEoaz164/Px8um+MHTu2urq6oKDg0qVLT31lbW1tXFycv7+/l5eXvb09pcUxWFhYuLm5SaXS0NDQVmKhQgmA//zzD18TyMrKoq1Ljx49XrpEbtVCCbMGBgZ///0333NpjdTW1k6fPt3Q0PDNN9/Mb4nd/QtSXV29bt06Oshp3779mDFjaMsHACNGjLhw4QIHc8jNzf3kk0/Ii00gEFD5w5gxY9StIXiEbGLoJt+uXTumFEXZU7bxVJEnuX37NtMGdNSoUbdusZv+qSqeVSjUdAIDj1hbVwGgSIQffdScPooKBQYGoo0NAuCoUR+4uLhERUU15Qfv3LkzadIk+p23vIIsLy/Px8eHqtUMDAwkEomyVWhtbW2/fv0sLS2p7yF7qhB7tHZRBhHpADw+Pp7HOZAmRyZkvFBTU0MHifTc8vDwCAgIKCoqUsng2dnZrkOHlvfqxbYiQ1ATu507d7IdiKBzwiVLlnAT7vWEvHXpmdG7d++rV6825afKysqkUmnbtm2Z447r168jokwmCwgIsLGxof/ft2/fZ0kzgYGBlHSjp6cnlUpZOuU7dw5HjcK0NLS1xY0bcelSRMSNG3HrVkxPb44lcEu4cOECAGhoaKhk3Xz//n2BQKCnp1deXt7y0dSwh3Jy4Z9/4v/+96/v5uWhiws+6qyFYjE+zdm5qRQV/REZCcnJkxDx/v1PIyMhK2tt84drlIqKiuHDhwNAv379iouL6Uttbe1vQOb5AAAgAElEQVSmeKDk5OQcP358zZo1Y8eOVW40BgCamppt27bl3Qlu1apVALB8+XJeopeUlJChTP/+/XNzc3mZQ+uhtLSUNDK1i9aT3Lx5c/DgwSRJ0G5HLBY/WZKgckJDQ5kmiUylM9l2dujQgTlrYU/WpOwYKoGhRUhERER6ejoVTjo7O6ufjNyTn58vFospq0VfX18sFlPWUmRkJOMp2/RUkQYoFIqAgAAS/jQ0NHx8fFpzSlRTCoWaSHk5SiSopVXfxCUg4AVq7c+fR0fH+uPJfv3w7NkXTkVveQUZHeXSg548np9Mj83IyGBqu6ZPn079eZRVoUGDBjVxe8IXL4EoM2/ePAD47rvveJzDrl27gL/2ltXV1SRkCAQC5b4qZCHx5ZdfRkRENHs7mp6ebmtrCwBzxoxBTo5HAgMDgcMsYiomP378ODfhXkNOnz5Nd1tNTc0X9dZFxIcPHzIe8rQqIjsYWpmRJgsAQ4cODWJqhxCzsrKmTZtG35o0aVJ6erqK39XTsLXFoiLs3x+vXasXZXhBtc6dtCVWdmJW0woxMHj8+ddfo0Tyr+9mZqKxMY4ZU7/McnXFlhgy3Lv338hIyMqSIGJS0tjISCgpCXreDzUHmUxGmdW2trbZ2dkymWzKlCkAYG1t3URfJIa6urq4uLiAgAAfHx8HBwfaW2pra/PbcSM8PBwALC0tuU/1rayspLR/e3t7ddt74uuvv9bV1e3SpcvLksrOAXSYzJR1vP/++0xdgImJiUQiYWnLWlJS4uPjQwc53bp1O3/+fIMX0B6MfKZoYdDEk/kmkpeXJxaL9fT0lOUY5rvJycmUYjZhwoRWknb3OkB/9CdtYlqeKtKA4uJiHx8f8pXv2LFjK+xBScbG7dq1g0fGxqmpqS0f9vZtdHGpl1ecnfG5qUKJiejhUf/6Tp3Q37/5fUWVK8jMzc2brqnV1tYqq7Rubm7Jz+6mUVtb6+fnR5eQrq6uRCKhS+Vl8RV6CUSZH374AQBmz57N4xwSEhIAwMLCgvvQlZWVrq6ulHxF7ht379719/d3c3Nr0HDaw8PD398/Kyur6YOnpaVRPoKDgwNn12hVVRU9aDlIHSwqKtLQ0NDS0mrNWvjLC3nr0hU4YMCAGzduNHuogoIC5sBKIBC4ubnRCoykGfKHBoDhw4cfP37c39+f9PK2bdv6+/tztuGxtcWHDzE0FAcPxg0beBNlKPlr0aJFKhnt66+/5lFxVtNEnivKODrivHn400+ILRZlbt8eGRkJpaWnFYq6qCiDyEiQyVTv2KJQKObPnw8A7du3T05OVigU77zzDj3LWt5pMSMjgwxoKPmOLxQKBaW4Ntt3vHnU1dXNmjWL9KCMjAwuQ7dmFArF0KFDAWDlypV8z6VVcOnSJeWKY2aZFB4ezrhXtGvXTiqVqlaYOHz4KD3TtbW1mV3TU6EzG2Zh4OHhkdSSJEBEfLYcI5PJ9u3b9/PPP9PLkpKSaJKurq5qXYYDNm3aRGUplOZApegqTBV5kqioqGHDhlHEsWPH3rx5U1UjtwSFQhEYGEiH5QAwfvx41cqRCgUGBKC5OQKghgb6+GBpKR4+jIxSHRWFGRmYl4c+PqihgQBoYIASCSrVCTWf27dvu7i40FtzdnZ+7jYwODi4b9++zNHss0qbG5Cdne3l5UVnM926dTt9+jQiVlRUMKqQqakpl3uHpvMSiDJ3796l3yC/R16kmnPclruiooIu3/bt25ORVW1tLWMhUVFRQQ2n6bFKCIVCBwcHsVgcHBzcuN1pUlKSpaUlADg5OXHcfmXx4sUAsHr1arYD/f777wAwbtw4tgO9hgQFBdE/Cl1dXalUqpJaTUpbpdWSUCj08PCgB3NFRcXWrVsZe2DCw8ODY3dPEmUQccECtLfnTZQhpy1TU1OVmESkpaUJBII2bdqo152tGS0tHDOm/sPW9umizP37aGODBQX1oszJkxgfjy/62FQoZFFRepGRgtragsrKm5GRcOuWrerex2OWL18OAIaGhrTi/OSTTwCgTZs2qtIvli5dCgCfffaZSkZrNh988AEArF3LVv3XkygUinfffZduEQlMSZsaRES8evWqubn5gAED+F1P8o5ys8I+ffqEh4c/+ZrQ0FDGY7VLly7+/v4tf+I8eIBz5uCYMaEAMGLEiLi4uKb8FC0MSGalhcHdu3ebEV1ZjqGzH0aOCQgIIDM7CwsLxqXi9u3bdD4/adKkFqZmqHkuVAdgaWlJNjF0IKfyVJEGyOXyPXv2kL+hQCBYuHChykO8EMHBwUxHoV69ejEdhVROcTEuXYoiEQLg2rWor4+envXf+ugj3LED9fURADU18aOPULWZhVRBRlatjVSQXb9+nTpRAED37t2bYah68eLF3r17M/k1dD7RQBV6rkU0x7wEogwiUnlnTEwMj3OYO3cuAOzZs4eziOXl5VQ/2aFDB+bRdeHCBZFIRLJLaGgos7Cg9BkPDw+yKCNMTEwofebevXsNBk9MTKQdtbOzM/dZJGFhYQDQqVMntl2XFi1aBABb+do9v6JkZmbOnj2brrGRI0eqXKmklZPyCowOx8rKyjZs2KCnp6etrc1LuQ0jyhQUoKkpb6IMItrb2wPAk82tmsegQYMA4MSJEyoZTQ0bGBhgWVn9x6ZNTxdlEHHbNlyyBF1d8do1NDCob+vu5IQ+PhgY2KSllUJRV1p6Ljd3JyLm5++PjITUVNVnUVG2l5aWFl3DUqmUvjxz5kxLhpXL5d9///3s2bNra2uDg4MBwN7eXkVTbiYhISG0puQs4urVqwFAT0/v5WoFyhlz587V0dE5duwY3xPhjQbNCmtqahp5cXBw8MCBAwGgbVtjR8eigIBm1i/I5bh7NxoaIgCameG+fb+9qC527949Hx8fyhDX0tLy9vZuepHjk3IMib/Kcgw8avuovC6NjY2l06ApU6aodRlWob8sKS8nT560srKiP8qECROio6NZDV1YWEgbdZFIxGqgRiguLu7Tpw+9ZUtLywMHDnAgHEdGors7lpaiuTlOnoynTyMifvQR/vwzurujmxs+u06opTRSQZaRkcHkuZiamrakWk0mk/n5+VFmvb6+PnO7CwwMVFaFOM5LaISXQ5RZsGABAPj5+fE4B39/fwDwZLRElikpKSGvh86dOyt3fdqzZw/Z1BPm5uYLFiz49ddfmeKjyspKSp9xcHBQTiuwsbHx8fEJDg6uqamJj4+ntMzRo0c30iKHVbp3767CXeVTUSgUtPJobVLoS83mzZupstfIyOj7779nL/3v3r17S5YsoVRDDQ0NyaNtKMmOvNxD//oLmZPCiAjkNm3uX3z++ecA8J///Eclo23cuBEAeD8jUtMITSlfQsTaWhw4EK2tMSQEPT2xS5f6anDmw84OFyyQ5+burqiIVCienkopk2UXFPyUn7+/ujq1ujq5qkrFF/revXtp+UstEg4ePCgQCIRC4e+//97ywSlv9Pz587W1tbSbUm1Hthelrq6Oy2mQ/52mpuZff/3FQbiXkaKiIjs7u4kTJ/I9ER7IysqaOXMmc6DSxEQquVx+6NCh2bMP0D1kwAB8UQE/ORnHjq2/Bbm54bO76D6f9PR0b29v2svp6en5+Pg0bmLdbDmG4ebNm6ampgAwa9asxtPP1bQEKlKjpd2xY8foj8JeqkgDsrOzAUBbW5ubcE9y6dKltm3bCgSCRYsWcb8vMzfHxETs2RMrK+tFmUalWpURFRVFW10AGDt2bHh4uFgsJnlOT09PLBa3pLsow/3795kmrT169KCNp7IqZGFh0Up8hV4OUebHH38EgBkzZvA4h+TkZOCqOXdRUdGQIUMAoGvXrikpKQ2+S1VLPj4+lEBEKFctMSmmKSkpu3btcnNzU7YHNjQ0pC+nTJnCY8ECdfadP38+eyFu3rxJ+TitsG7w5YVc662trTNbsrBqMpmZmXQ4xlR6U4bX/fv3OYjeAGVTqX37kMfCiJiYGNJkVZJrRje3tm3bNn5kqoZHnhRl5HJcswaXLcNdux6LMogYFoYCwWNPmexsDApCiQTd3LBtWwRAV9e4yEiIjIQbNzQTEhwyM30KCgIqK+uTMWWyrNhYq+zsLdnZm/Pydqv8jRw/flxDQ0MgEFA3wxMnTpCPgKoOXT799FMA+Oijj/DRcc6mTZtUMnKzWbhwIQBs3LiR7UC//PKLUCgUCAQ//vgj27FeajZt2mRqasrLQ4Qv5HI548VmZGTk5+f3oufwtbUYEFDfExcAhw7FkJDn/5RMhlIpams/7vmiEhISEph+ydQr6snNW+NyDOPZ0YgcwxAdHU0VLnPmzHnNW8uzBxnHMLuS48ePc5AqsnHjRm9v7/T09Ly8PABo164d2xGfxY0bNwBgwIABvEQ3N0dEFIvxs8/qRRnOoPxW+vdFm1ORSLRo0SKV35///vtvOrOhXm/kfhAdHc2oQsOGDVNVA41m83KIMunpmc7OB8eNy+C3Cpib5tx5eXnU08va2vq5JZSM6S/dzghTU1OqWmKu6dra2tDQUEqfEQgEXbt2tbe359dCIj09nZpJsVc8RSnx7777Lkvjv57Qv4KjR49yGTQ1NZVZM1FbU168Etq0edxEcPdu5Ncskn4PquoVSnmzZ8+eVcloalSOck5hWhreuYNyOVLy/owZWFWF1649fsGVK/jUTLLaWoyOxosXE9PSFsTF9YyMFJA6Qx8xMZ0yM32Kiv5ISZn+lB9WBRcvXqRH1YYNGxDx6tWrtAiTNMj8aQHXr19ntHg6buWs09+zOH78OAA4MrIZO4SEhNAB47Zt21gN9Aogl8v79u27ZMkSvifCEbGxsYyhqZub25P17E2npgb9/dHCol6acXLCRh5Bly9j794IgAIBenmhyptJxMbGMr2iqMyB7GByc3OZCmiSY6gLQQM5pnfv3s+VYxiioqKoQ4Wnp6dal2EDyllg29OgAf369QOAmJiY+/fvA0DHjh25jK4MteobOnQoL9FJlCkvx+7dcdo0TkUZIi8vb/jw4bq6ut27d2evuKGmpkYqldIipG3btn5+fnV1dSRYUzacUChUbvPKPS+HKIOI1tYIgCq1oH5hOGjOnZOTQ0bTPXr0eCGZkKlaIrMJBnt7e0qfYc7ADxw4QJmr7LyDF2DUqFEA8BP1C2GBMWPGAABlyKtRFRMmTAAAsn544403pk6dyrFj4uDBgwHg6tWrXAYlWpUoQ84RPj4+KhlNIpEAgLe3t0pGU8MZt2/jsmXN/Nm6utKystDsbOmdO243b5pFRkJq6ts1NWkxMeaZmT6VldQWQVFV1dJ2J0RsbCztamgzHBcXR4djixcvVsn4hEKhoM6X165dq6qqatOmjUAg4LcDUXV1NWUosGFUSVy/fp3qOjmwz381uHTpkrGx8Su/u66qqmIajlhYWPz5558qGba8HDdtQmPjemnG3R3PnEGAx7kzI0bgt9+iUIgA2KNHY8JNy/nnn39GjhxJK95OnTpNmjSJMaSbM2cObfBaIscwhIeHU4nNggULXnOjaJUjl8vpT8Zx3F69etEhX1paGgBYWVlxPAGGS5cuAYCzszMv0UmUQcQjR1Ag4EGUQcTNmzdz8wi7e/fulClT6FYwYMCAK1euIGJWVhZl1XHmUvJUXhpRZtEiBEB+T4DYbs6dnZ1NkkqvXr2abmD2JMnJyTt37pwyZQrT849EQXIpLikpEYlEWlpa5eXlqpt7c9i3bx8AjB8/no3BHz58qKWlJRKJCgsL2Rj/tYUsfknqolNujo2ix48fDyy7ET2LNm3Q0bH+o2tXnkWZiIgIFVbn3bp1CwDMzMxe+V3Kq8TNm7hyJarIfVJRVZVI9jEyWXZOzte3btllZUmqqhIjIyE62vD2baf798UlJUG1tc05705NTSUjs7lz58rl8nv37pF0Mn36dJUfjfr4+DBruzlz5gDAjh07VBviRaHzfJZ88e7cuUNVpW+//ba6VrfpuLq6thIfAZYIDQ2lPadAIPD29la5EdvDhyiVoqEhikR46hTa2GC/fvW3oxEjMCoKe/VCsRi5yckODg52dHQk7Uk5O6ampqblcgzDlStXSGBduHChWpdRIVVVVQCgo6PDcVy6MFJSUqippZ2dHccTYCBLeL56xb733uPPV67E0FAe5vDFF18AwLp16xBx5cqVTIsPljhy5AgtQkxNTSsqKhDxzTffBIAtW7awF/S5vDSizMGD9Q5hPJKYmAgAenp6vr6+V69eVe0dOSMjgyzHBgwYkJ+fr5Ixq6qqlE1/mYY1lGtw7tw5lURpNqWlpXp6ekKhkA13kqNHj/KoOr/CkD/C/v37EZF2WVlZWVxOYMaMGcoXM5e0qkwZRLS2tgaAp3YzbQZUbXvhwgWVjKaGbQoLcfRoXLkS16xhZXyZ7EF0tNHDh3/HxHRUrnKKjBTGxdmnpb2Tn+9fWRmjUDx/e5OXl0fVduPGjauurs7Pz6eLbcyYMWxU0V64cIFZXh86dIgCqTzKC/HLL7+w9DzKysqiNiVubm5qRfWFyM/Pt7a2njRp0qFDh+7evfsq7bHJw5Is+e3s7Fi9q+fl4W+/YUICjh6NYjGuX4+IOGIEJiRw5BXKoFAoyMaYSSDdvXt3586dSY7p16/fn3/+2XLVMiwsjLLSFi1a9CpdM/zy8OFDAGjTpg3HcWlbnpGRERcXR5odxxNgOH36NABMmjSJrwlcu4ZicX0DJl5Yt24dAHzxxReISAJrBOONxw7l5eWrV68mezt8ZELHryObEF4Sxo0DAAgNBbmcnwlUVVV9/PHHAoGgpqbG19d32LBh7du39/T03Lt3b1ZWVgsHz8jIGDt2bEpKioODQ0hICDVraDk6OjouLi5SqTQyMjItLW3SpEn0/6nT9sWLF1USpdkYGhpOnz5doVD8/PPPKh/8zJkzADBx4kSVj/yaQ+m7ZWVlzOf0NOVlAq85jD6lktFmzZqlwtHUsI2JCVy8CFu3wsaNqhy2qiqurOx8bW1OaekJHZ2ebdqM69cvq2/fDBub383NPzYwGCEUalVXJxQW/piRsTghof+nn04ZO3bsmjVrjh8/npOT8+SAZWVlkydPTkpKcnR0PHbsmFwunz59+u3bt/v27Xv06FFlNzRV4ezs3K5duzt37sTHx0+dOlVLSys0NDQ/P1/lgZrOyJEjNTQ0YmJiOnbs6O7uvmXLlrCwsOrq6hYOW1paOmXKlPT09GHDhv32229kmaymiWzZsiUtLe3MmTPz5s2ztbXV1dXt3bu3p6enr6/vH3/8ER8fr1Ao+J5jczh27Fjfvn137twpEonEYvGtW7eolJsl2rWDN96o//yzz+DgQUhJqf9SS4u9sE9BIBDQKpdZkxw/fvzevXt9+vQJCAiIioqaPXs2eQO3BCcnp9OnTxsYGBw4cIBKL1s6bzUAMpkMALQ4vmKU4tbW1gKAcnNbXmbC4wQiImDLFjh5kq/4/7oGuLke9PX1N2/e/P7779OXdA1wfxEq89KIMh07gp0dlJZCdDQP0SsrK6dNm3bmzBkzM7MdO3Z88MEHtra2hYWFf/zxx+LFizt37uzo6PjZZ5+FhYXV1dW96ODJyckjR45MTU0dMWLE+fPnyW1I5VhZWTHVTPSEpuNEfqEuZT/99JPKRz537hwATJ48WeUjv+YoCzGUx8uxPkJBOVaCWidUSkY2ASocjcetiFQqtbOzc3FxoVYIariFLDlFJSXHMjLeq6yMtbEJpG9oaXUxNva0tNzeo8flAQMe9ux5rXPnnSYm87S1bS9fzr148eLmzZtnzJhhYWGhLDpUVVXJZLI5c+bcuHGjW7duJ0+e1NHRmT179pUrV2xsbM6dO9e2bVs23oZIJJo2bRoAHDlyxMjIaPz48XK5/MSJE2zEagpVVVXz5s2rq6urqanJzs4+efLk6tWrnZ2djY2NnZycVqxYERgYmJmZ2Yxh3dzcYmJievfuferUKeUei2qei1wuJx/oDh06uLq6WlpaymSyhISEP/74Y/369Z6enn369DE0NBw8ePDChQu3bt166tSptLS0Vr4Dz8nJsbGxmTlz5v37952dnWNjY6VSKdk/c4OBAWzeDCtWcBawIZSRR/0EAWDz5s2HDx+OjY2dP38++ciqhJEjRx49elRXV/eHH35Yvny5qoZ9neFLE2Hi8qUKNZgJrxMAAOBPFPrXNcDL9cC7LgYAL035EiK+/z4C4NatXMctLy8fN24cAJibm9+6dYv5/9T5yMPDg3aJhL6+vpubm7+/fxOdBRMTE6nFr7OzM2feHGVlZZqamhoaGhy7gTxJXV0dlcBcU+4d0mISEhIAoF27durkUpWzZcsWAFi5ciUi0r+LkKY0xlQd1PKWg/6yT6Jckl9Tw1GpfCPI5XK6e0SpyALdxsYGAC5fvqyS0V6I4uJib29v5kZqYmIikUie7HKqhj2qquKjo43T0xchokz2oK6uuCk/lZeXFxQUtHbt2vHjx5Niy6CtrU23944dO6alpSkUCkoPbteuHau14oh48uRJABg4cCAi7t27FwDceCp+rquroxw0S0vL1NTUuLi4gIAAHx8fBwcHqi5h6NChg5ubm0QiCQoKKi5+zi+/rq6OKjUsLS3ZqP995QkICAAAKysrpgdCaWlpZGRkQECAWCx2c3OzsbF5MqtCS0vL3t7ew8NDIpEEBgbGxcW1qjXG3r17zczMBALBpk2bOJ4YlS8REyeioSHy0SARHzx4AABmZmYcxDp79iwl+i1fvpyDcK82GRkZANClSxeO4zKHfGFhYQDg5OTE8QQYqMR17ty5fE1gyxYEwFWr+IqPH374IQB8++23qOT1w+UEpk+fDgDHjh3jMmgDXqZk17FjYd8+uHABVq7kLmhpaenkyZPDw8M7d+78999/29nZMd+ysbHx9vb29vaurq4OCwsLCQkJCQmJioo6efIkrQhtbGzc3Nzc3d2dnZ2feliRkJDg4uKSnZ09evTokydPUp0qBxgYGDg4OFy9evXy5ctMTRMviESit956a9u2bQcPHhwyZIiqhqXizMmTJzdY9appOcqJKjxmyvBSvqS85eQ1w7EeoVA4c+bMXbt2HT58eODAgS0fsFu3bqmpqcuWLSMXYc44ceLEkiVLsrKytLW17e3t5XJ5bGzs+vXrd+/evWrVqqVLlyp7lqthifLycLm8WC6vAIDs7I35+bu7dNndrt1/Gv+pdu3aubu7u7u705epqalhYWE3bty4fPlydHR0eXm5vr7+4cOHraysDhw4EBAQYGhoePbs2e7du7P6XlxcXAwNDaOjo1NTU6dPn75kyZLg4OCHDx82kI3YBhEXL1585MgRU1PTc+fOkQlU796958+fDwBlZWUxMTGXL18OCwu7du1aTk4Os3gQiUQ9evRwcHAYOXKkk5NTr169lJ9liOjt7X306FEzM7Pg4GDGNUNNE6mtrSVTyS+++II5mjY0NHRwcCADPqKkpCQhISE+Pp7+Gx8f/+DBg4SEBDr1IQwMDHr16lVTUzNu3Lj169dzfIE1oFOnTgUFBWPHjqWjC7747jvo25ef0BYWFoaGhgUFBYWFhSxlnTO4uroeO3ZsxowZfn5+QqFw27Ztyt9FxJKSksrKyurq6pKSkqqqqurq6uLi4urq6qqqqpKSkurq6srKytLS0urq6oqKiocPH1ZVVSUlJcnl8nXr1pFb+euDOlNGnSmjzpQBeKkyZR48QIEADQxQJuMoYnFx8dChQwGga9euTVTssrOzAwICPDw8jIyMmF+ynp4eebskJiYyr4yKiiLvmEmTJlVWVrL2Jp4OPbNX8SiKPoLstUxMTKpV1EQEEV1dXQHgl19+UdWAahjIAOitt95CRKo+47iBxbfffgsAS5cu5TJoq+X8+fMA0L1795YMEhcXJ5FIqPUbAGhpaSmnBLJKTk4OXUUAMGLECOYOGRoaStZXANCuXTupVMr9TfJ1Iz39/chIyMnZjogJCQ6RkfDw4cWWDFhaWjpo0CAA+O233xCxrq7ugw8+OH/+vGqm+zzmzp0LANu2bUPEUaNGMdPgEupbr6en15Tss6ysrMDAQB8fHycnpwanOIaGhk5OTmKxOCgoKD8/f+XKlTQs9fJU86Ls2bMHAHr06PGi1sglJSWNZNP88MMPLE24iZBR4KhRo/iaQEUFJiYit8fbDSFZjbN/GsePH6eNdLdu3Xr27GllZWVsbNzCkjENDQ1Vtft4WSChs1evXhzHJbG7rq7u7NmzAODq6srxBBh++eXO6NHha9bc4GsCEgkCoK8vX/HxnXfeAYADBw4gYocOHQAgOzubywm4uLgAT61dGV4mUQYRe/ZEAFRRs5HnUFRURP7PVlZWqampL/rjNTU158+fX7VqVb9+/ZTvtj179ly+fPm3335rYmICAFOnTmWj/cRzIcuVwYMHcx/6SQYMGAAAR44cUclolZWVurq6QqEwLy9PJQOqUeb48ePwqBZg6dKlAPDdd99xOQFKO/fy8uIyaKulrq6OuuHGxcW90A8qFIqrV6+uXLmSSpYIExOTnj17rl+/3sLCokOHDrt371Z5u2JlAgMDSZjW09OTSqVMvv3Vq1epR0ZoaChtpwGgffv2UqmUl7vla0J8fN/ISCgvvyKXV964oXnjhkguL2vhmNu3bweAN954QyUzfCF+//13ABg5ciQifvPNN9xPY9euXQCgqan5119/vejPVlRUXLp06auvvpo9e3anTp2UlxACgUAoFGppaZ09e5aNab/yVFVVWVpawiM3rhZSVFQUEhLSrl07APjkk09aPmBLiIyMBIBBgwbxNYHTpxEAJ07kKz4i4ltvvQUAP/30E2cR33vvvafmchobG1tYWNjY2AwaNGjEiBEuLi6zZ8+eN2+et7f3ypUr161bJ5VKd+/efeDAgcDAwNOnT1+4cCEoKIj6AS1atIiz+bcGYmJiAKBfv35cBgpOk6wAACAASURBVCUPUKFQiIhkOjZ16lQuJ6DM7t0IgEuW8BUfP/0UAXDTJt4m8PbbbwPAwYMHEZHS3AoKCricAK02L15s0VlUC3nJRJnAQDx2DDkwQsnNze3bty8A9OjR4/79+y0fLTAw0MvLy9jYmG7WlB81Z84cGWdpP/+moqJCW1tbJBI9t3adAyjtc+bMmSoZ7cCBAwAwdOhQlYympgHkDz169Gh8dA68idu7+JEjRwBg+vTpXAZtzZB1vG/TDjjkcnloaKhYLKaSXcLMzMzLyysoKIi5HSkUColEoqurq6+v/8EHH6j80ZiVlUVWrAAwadKk9PR05ltxcXFCobBPnz6BgYEkzQQHBw8ePJhe3LlzZz8/PxVm1akh6uoe3rghunFDUy6vLCu7FBkJCQkDWz5senq6QCAwMDDgXk0rKyvT0dERCoUPHjzgfhq//PKLUCgUCAQq6a+ZlZUVFBQkkUhcXFy0tLQMDAw8PT1bPuzrCa03HBwcWt4dmUEqlQLAihUrVDVg80hMTKRVK18TuHQJAXDkSL7iIyJKJBIAWLNmDTfhKisrSTbdvn17QkJCampqUVFR8+4z9PxNSkrS0dERCAT8nthzDFVMOzo6chm0qqoKAHR0dPDRwlJV25BmsGMHAuCjZu488N//IgB+9RVvE/D09IRHCa1kU1Cq7OPIPsOHDwcOk+yeSiv1lJHJYPRoCA+v/3LXLtDVhVGj4NNP4ehRIF/dOXNg61ZQOuVVGTk5OS4uLvHx8b169QoJCSErzZbQvn17Dw8PDw+Purq6a9eunTp1atu2bQKB4NtvvyV1Jjc319zcXBVzbyp6enqDBw8OCwu7fPny1KlTuQz9JG+//bZYLD558uSdO3e6dOlSWVlZUVEhk8lKSkpqa2vLysqoCresrKyurq64uLi2tra8vJxqdB8+fFhbW1taWiqTySoqKioqKsh4X7l8TI0K4d1TRt0SuwGzZ8/et2/f4cOHaTH6VORyeXh4+B9//PHnn3+SFSIAdO7ceebMme7u7mPGjGnQTFcgEPj6+i5btmzmzJnff//93r17x40bt2HDBkoebAmIuG/fvv/+979lZWVt27bdsmXL+++/r1wCkJWV1bFjx7i4OE9PT0dHx/Xr10+ZMsXFxSUkJEQsFkdFRS1fvnz79u1r165dtGiRugewqqisjECU6+s7CIW6FRVXAUBff1jLh+3atevAgQOjoqJCQkLc3NxaPmDTMTAwmDBhwokTJ4KCghYvXszlNIKDqz/5RKpQKLZv375w4cKWD9ixY0dqawUAx44dmzlzZgrTdljNi1BeXk5e9Rs2bGh5d2QG8khKSkpS1YDNgzpwVVRU8DcBAAD+4gM80YCJbXbu3JmVleXo6Lh8+XKBQJCUlJSamkomMg28Y6qqqhqYyFRXV5eXlzOf+Pj47Nixo3v37mvXrl23bt3SpUtjYmJ0dXW5eSP8wruHCO9+IjIZAK9mhbxPQNlVhxeHHd6vAYDW6ilTVYXK7um+vvjVVxgfjx074siRSEnuw4fj7duqD52ZmdmtWzcAGDBgAHv1L9S25vDhw4hI1gm32XgzjfLZZ59BK0i4JSidWIWcOHGC7/f0akJrnW7duiHizp07AeDDDz/kcgLXr18Hzk9UWjMymYxqIZ+8h9TV1YWGhvr4+ChrvlZWVj4+PqGhoU08KA4PD7eystLV1dXR0Rk0aFBL7F1SUlIYpxg3N7dnJSHW1NT4+/szVRtDhw4NCgpCRIVCERQURNWO9Eb8/f1f1BVCzVPJzt4YGQmZmT6IePfu7MhIKChQTf7/l19+CTxl41PW5MSJE7mcxrVraGCAVlY1vr7fsjF+dXU1CdPNqKpWQ/6+Ku+xEh8fDwB2dnaqHfZFKSws6d/fx9mZN1uI27cRAFtmcdZSbtyI7dfvA0/P3zmIVVJSQnUWTFYLmXk3j//85z80SG1tLT3mPv30Uw7eRWuA7JBGMx28OKGgoAAATE1NEfHgwYMA8Pbbb3M5AWU2bUIA5PEPvmQJAuDu3bxNgPIDaO/GeP1wOQEyG4mJieEyaANesmPGHj2ga1f44QdQ6p2qSjIyMsaPH3/37t1BgwadO3eOPfP2sWPHnj9//sKFC7NmzSJLiIsXL5LAzxljx47dsGEDVaPwzieffPLxxx8DgKampoGBgZ6enra2tpGRkYaGhpGRkba2tp6enr6+vpaWVtu2bTU1Ndu0aaOjo6Orq9umTRsNDQ1jY2P6QV1d3cLCQmtr6wZ1+GpUhXKmDO0N6HNeJqAGADQ1Nd3d3QMCAo4cOUIG3tXV1cHBwSdPnjx69Gh+fj69jJrBeXh4ODk5vdAR8bBhw+7evfvNN99IpdLk5GRfX9/9+/ePGDHC19fXysqqiYPU1dXt2rVrzZo1lZWV5ubm33333Zw5c571Yi0tLW9v74ULF/7000++vr7Xrl2bNm3a8OHDP/30U3d396lTpx4+fPjzzz+/ffv24sWLpVLp6tWr3333XZFI1PQ3paYB2tceGOhY6lsPAYDycpVlygDArFmz1q1bd/z4cX9/f44zm6ZNm6ahoXH+/Pni4mJuppGSAu7uUF4OM2Zoff75h2yE0NbWnjx58u+//37s2DF6aKppIiUlJeQutGHDBtWO3K1bN5FIlJaWJpPJeOyfYmBgFBOzg8eDXuogWl7O2wQAwM6u761b3925AwoFsN1+c/v27YWFhc7OzmQRCgB9+/Y1MTExMjLS0dHR19c3NDSkKmBDQ0MdHR0DAwNau7Zp04b5xMDAQEdHR7lvl4aGhr+//4gRI7766isPDw+VtFZs5agzZXhPVGnbNmPQIFpfm/AyASY7Ri6XKxQKoVDI8aKO92sAoBVnymhooKNj/UfHjvWZMmPHYnY2Wltjbm59pkxsrMqaMaWmppLI7ejoWFhYqJpBn0FYWBgA9OnTBxG///574MMKsaqqikrui4qKOA79JHK5PDc3l+9ZqHk+lBqtq6uLiIcPHwbOq3CzsrIAwMLCgsugrZygoCAA6N69+59//unl5aW8vLO3t5dIJPHx8S2PUlhYOH/+fENDQ5JNzc3NnZycfv311+dm3MTExDB1Tx4eHi/kUFNRUeHn50dW/ADg5OT0999/I6JcLg8MDGQ6K9vb2wcEBHB8rvJKYW6OAJiSosi+X7p6zL3fRyCqzHGjZ8+eAMBZ3yVlKCmVvAPZnkZWFlpZIQC6uSGr+Vu//fYbADg7O7MY41WETNBYarBCjuncpzw3QFMTAbhrUdqA4mIEQCMjfqIzWFggACo5lbFCfn4+PWr/+ecfNsb/6KOPAGDw4MGvw3Pt1KlTADB58mQug2ZkZABAly5d8NFGbPHixVxOQJm1axEAN2zgKz7Onz8fOO+mqgylUZ8/f17Z64dLyGmxia2WWYJlGbkFtG0LERH1H8p5MR06wIoVsHYtAEBNDQwbBsbGMGEC7NgBGRnND5eUlOTs7JyWljZy5Mi///6bygHYY8iQIfr6+vHx8bm5uXQhXrhwARFZDdoAHR2doUOHKhSKS5cucRn3qQiFQsoYUtPK0dPT09DQqKqqkslk6kyZVoKLi4tQKExOTp4zZ87BgwfLysqGDBmyZcuWlJSU+Ph4X19fpt11SzAxMQkICDh8+LC9vb1cLq+srLxx48aiRYscHBxWrlxZVFT05I/U1tZu2bJl8ODBkZGRVlZWZ8+eDQwMfKEMRD09vWXLlqWkpPj5+bVv3/7y5cvjx48fOXJkaGioh4dHYmJiYGBgt27dEhISFixY0L9//z/++IPjG+mrQGoq5OZC+/ZgaysICzeUXrT80RBAZY4bM2fOBICjR4+qasDmhWZ1GqWlMGUKpKfDsGHw22/AakrQ1KlTdXR0Ll++nJ2dzWKYV4v8/Hzqh0UVTCqn1djKAPDn6tIaPGUAgLR6tl1lpFLpw4cPp06dyrQIVC2bN2+2traOiIj49ttv2Ri/VcGLh4hyeg4vqTr/ngwAAI9ZGrznidAEtLS0+JoJ778BAGi9okwjLFkCN2/C3buQkwM2NlBRASEhsHw5WFlB797wyScQHAw1NS8wYGJi4tixY7OyskaPHn369Gnlc2aW0NTUHDFiBCJeunSpe/funTp1ysvLI+d8LmH0II7jqnmpIVmkvLycF6NfAwMDoVBYWVkpl8u5jNua0dXVHTdunEAgMDc3l0gkycnJ165dW7VqlXKLJVXh4uJy+fLl1atXm5mZ1dXVaWlpJSUlff3114MGDXJ3d79x4wbzyvDw8P79+69evbq2ttbb2zs2NtbV1bV5QfX19ZctW3b37l2pVGpsbHz58uUxY8ZMmDDhxo0bHh4eCQkJ33//fefOnePj4z09PQ0MDM6dO6eit/t6cPUqAMCwYQAA164BAAwdqsLhSQ05cuQI93rZjBkzBAJBWloaIrI3jaoqcHODmBjo3RtOnarfmrKHgYGBi4uLQqGgNq5qmsKGDRvKyspmzpw5VKXXNgPH/rLPgq49vgqINDVBUxPq6uprMfiCnABY/VNkZ2fv2bNHIBCQWRUb6Ovrk4y4du3a1NRUlqK0EnjZDzMqQIPPeYH38iVedLEnJ6CpqcnXTHj/DcBLKsqIRLB7NxQUQNeucOsWZGbC3r0wezYYGUFCAmzfDq6uYGICbm7w00+hd+/ebXy0mzdvjho1Kjs7e9KkSadPnzagolj2URZExowZA3yIIxSXHLbUqGkiTK4KL5ky1NoWEcv5rVxvZXz//feZmZk5OTm+vr5kVc4eGhoavr6+ly9fpkY2MpmsTZs2eXl5J0+enDBhwvDhw7/66qtVq1Y5OzsnJiZ269bt/Pnz/v7+dNm0BAMDA7FYnJGRIZVKjYyMQkJChgwZMmHChNjY2MWLF6ekpPj7++vo6FRWVq5YsUIVb/S1QVmIURZoVISjo2OXLl2ysrKo7ymXWFpa3rlzJyoqSiAQDBgwwNDQsKKiwsLCwt3dfcuWLWFhYdXV1S0MIZfDvHkQFgaWlnD6NLCcZVsPj8lHLyOZmZn+/v5CobCRFnUtxM7ODlqNKMNjrgrvEwAAOzsAlkWZL7/8srKykm3Dl8mTJ3t6elZWVn7wwQfsRWkNqDNl1JkyjC7G19+C998AQGv1lFEoMCnp8Zf5+VhQgDU1+ODB4/+ZmdmwbrauDiMjUSpFJycUChEArazsAMDGxsbb2zswMPDhw4cNAkVGRlIu/ZQpU6qqqth7R08SHh4OAD179kTEffv2AcCcOXO4nAAi1tTU6OnpCQSC/Px8jkOreXnp06cPAMTGxt67dw8AOnXqxPEEyMU5MzOT47hqnuTEiRP9+/cXiURaWlr6+vo6OjoAQEbCmpqaa9eura6uZiNuQUGBWCymFrACgWD27NlJSUmIuGfPHgCwtbVlI+gry9ChCIAhISiToZ4eCgSoalc18kdYvXq1aodtOgqFYtGiRQDQ4NxFW1t7+PDhy5cv//XXX9Ob5UKxZg0CYLt2rLSDfBYFBQUaGhqampqtwRKu9fPuu+8CwLx589gLERwcDJy3j3mSgQMRAG/c4G0ClpYIgPw+nIOCEAAnTWJr/LS0NC0tLZFIlJCQwFaMR+Tk5BgbGwPAL7/8wnYsHvnxxx8BYMGCBfTlmTNnDh061MQGkc2GDgmolSdVNa5bt47ViI3g748eHvioixcPTJo0CQBOnz7N1wR69+4NAHFxccpeP1zCnDdzHFeZVirKtJzsbDx4sGru3LnK/gU6Ojqurq7bt29PTExExPPnz9NRv7u7O0s7h0aora2l6FlZWSkpKQBgamoqp3bfHKLcnFuNmqYwfPhwAAgLCystLQWANm3asB3xwYMHs2fPDgsLoy979eoFACoxr1XTcqqrq5cvX965c2dQOumytbWNiIhgO3R+fr5YLNbT0wOAS5cu4aNl1qBBg9gO/epQXY3a2igUYmkpRkQgAPbsqfIg58+fB157BovFYgDQ09MLDQ2NjY3du3fvokWLevfuLfx3gxYnpw+nT8fNm/HiRSwre8o4xcX4xx+PfXyDgzEtDceMwevXuXw3iIiTXF0nOzqm/Pkn14FfNpKTkzU0NEQiEasuvLSR4NeBPicHHzzAoiKsrcXy8scXMMuNK/6Fg8M4kUiL1th8QZ25bWzYGp8sURcuXMhWgH/zww8/AICZmVleXh43Ebln9+7dAPDOO+8gYmVlJTV2HDt2LKvLvKioKBsbm9mzZyPiunXrAOCLL75gL9yziI7GjRuREaDWr+d+CoiPNoMhISH8hEdkkg1pR8z90RqdKXKcn9GAV1aUYairqwsPD//888+HDBmivPwyNzen49y5c+fWstop4dlMnjyZ0b+7du1K2Qccz4EKYj/88EOO46p5eZk4cSIJ6nK5XCAQCAQC9sREhUJx4MABOikaOnQo/U8yBQgPD2cpqJpmkJmZOXPmTEpDEAqFXD7YsrOzd+/eTZ+T0SaPm/+XjytXEAD79kVE/PZbBEAWNht1dXXt2rXjS0v97rvvKHXrr7/+avCtsrKy0NBQPz8/Dw+P9u3bjx59DADpQyRCe3v08kI/P4yMRLrJRUejQIDffFP/4w4OmJrK7Zt5hIL+WLNn8xP+5eHNN98EAG9vb1ajKBQKUodLS0tZDdQIBgaPP9+69fHubsUK7uYwaNAgAIiMjOQu5BPIZKipiUIhsvEUSkpKoiS1u3fvqn70p6FQKKjlNpNI8urh6ekJACYmJtXV1QqFIiAggFp/aGpq+vj4cJC8QK3ZNm/ezHagJ/n5Z9TSwh9/rP/SxIT7KSAiOjs7M4dbvEBKXFpaWkJCAgD06tWL4wmQRMB9bsS/5vCMqqZXB5FINGzYsPXr11+7di0vLy8wMNDb27tTp07UgNnOzu7gwYMarHZKeDbKli6jR48GPmxl1F6/al4UJsdPKBQ6OzuPHz++5oWMtZtMenr6pEmTFi1aVFxcPHny5MDAQACIjo5OS0szNTVduXJlVFQUG3HVNIPOnTsfOXJk586dACASiXR0dLKzsw8ePHjmzBm2Q3fo0GHJkiX0ubo51wtjaQlbtgD9Allw+SVEIpG7uzsAHDlyROWDN86vv/7q4+MjEAj27dtHByHKGBgYjBw5ctmyZYGBgbm5ufv3Tzx4ED78EBwdQSiEhAQ4eBCWLwdHRzA1hUmToLAQnJzg++/h/n2O30dDBDNngkAAp0/z3+2mFRMXF/f777/r6Oh89tlnrAYSCARk5sW7rYwyhYWweTNcvw67dnEUkUpKK3i9JjU1wcoKFAp4nqVkc1i7dm1dXd37779PTdA5QCAQ7N69W1dXNyAggKrkXj1oJ1JUVDR48OArV67Mnz8/KSnJx8dHoVDs3LmzZ8+e//vf/9iLXlJS8vfffwPA1atX6+rq2Av0LObOhU2boLCQ+8iP4d1RhZkAL54ycrlcoVCIRKIGybNcw6MgxCNyufzEiRN79uzhK0eGuH79Ojw61KWKyhkzZnAT+ty5c1SxJZPJ9PX1BQJBTk4ON6HVvOyQNcMPP/zAXgiFQsFYwxobG/v7+yNiRUXFihUrRCIRAFCeoVAofOONNzio61bTdKiCqaamJiQkBADGjRvHZXSyf9bT0+My6EvPnTv499+Yno737+Pvv2NGBhtBqFUQx5VlISEh2traALBt27YX/VmZDCMj0c8PvbzQ3h4BUE8PIyNx4kQ8eBBnzULkNVMG8ZEZ0NGj/M2gtTNt2jQAWL58OQex5syZAwCHDh3iINZT0dfHjIz6jzVrHmfKrFnD3RxI9zx16hR3IZ+GlxeOGKF6b52YmBihUKijo3Pv3j0VD/08Nm3aBABWVlbl5eUch+aGjRs3UsWAQCDw8vKig/OoqKhhj1znx40bp/KyuJqamm+++YZsLtq2bQsA/fr1YyrlueHnn3HFCtyxA999F5G/TBnKcbvBnx8V5dLm5eUlJyc7OTm9/fbbHAS9c+cOfVJVVUU7Cw6CNsJrKsq0Eurq6ugukJGRQQXJJiYmHKRO7d+/XygUTps2jWJR0tqiRYtSUlLYDq3mZae2tnbkyJEA4OrqWlxczEaIO3fuUBIZAHh4eFAdNTWPBwANDQ0fH5/09HSxWKyrq0vSjIeHB6t+AWqajomJCQDk5+dfu3YNHrnocQaddQAAv4L7S0NtLU6ZghMmoFiMw4cjm+nx1dXVZKOWypWMcf36daqn+/TTT1s+2v37eOECRkfjxImoUODo0fjXX3yLMlIpAuD8+fzNoFUTEREhEAj09fW5OXNau3YtAEgkEg5iPRVNTZw1q/6jb19+zClImQoMDOQmXEQEKhdEBgQgIoaE4OXL9f/n3j1UoUvGlClTAGDlypUqG7HJ1NbWUqenVatWcR+dGyorKyUSCR25tW3b1s/Pr66uTi6XBwQEmJmZwaNqJpXIUgqFIjAw0NbWllF89uzZ07NnzwaqEAeQKFNbiwMHYng4P6LMnj17NDQ0tLS0Lly4wEN4RESk9Txnv/aMjAxvb2+RSEQaHFlkGhoachP9WahFGZ6hnrIHDx5ERGtrawCIiopiNSI1hgSAL7/8EhETEhJMTU07duxIN6ZGOlWpURMdHU1qOomJbdq0EYvFKpRmZDLcsAHHjw8CgE6dOh0/fhwRS0pKfHx86KLt27fvdSVHzdzcXLFYzGTNeHh4JCcnq2oyapoHFQanpqYmJiYCQI8ePTieAF2c6q40TeL773Hu3PrP5XIcPRqPH2cv2htvvAEA27dvZy8EQ3JyMrkSeHl5qbCLB4kyiBgXh337Yr9+vIoyyckIgG3bYk0Nf5NovZB15RquEkV++uknAHjzzTe5Cfckz/KU4ZIFCxYAwI+MQwbLrF6N3377+Ev6DbzxBrZvj9RT9OzZx3e4FhIWFgYABgYGnO0bG3D9+nWRSKShocFjOgMHpKSkkPgFAAMHDiT3wMLCQmYdaGNjc/LkyZaECA8Pd3JyohC9evViNMSnqkIqeEtPo6wMfX3x44/rRRlEvHIFhw9HY2OUyfDTT5Gbq+z69evkngEAZmZmPNZM0B93zpw5NSw/zgoLCz/++GPK6dbV1d2/fz8iZmZmAoC+vj6roZ+LWpThmW3btlGWCj6qCmF1wbp7925yZv3mm28QMTo6mhLGBg4c6OHh8dROVeraEDWIKJPJpFIp3cWsrKz8/PxIT6T0LolE0nJ3wxs3sH//+hqBZcs2lJSUIOKpU6eorY+mpqZYLH7qzTozM9PHx4eKFDQ1Nb28vNQ5XzzSt29fALh582ZWVhbw0Y6ELpjmtTd+7fD0/Ffxy65duGwZe9F+++03AHB2dmYvBHH//n3KhHdzc1NtzhQjyiDiypUoEPAqyiBinz4IgOfO8TqJ1oifnx+tuTnTZ8PDwwHAwcGBm3BP0hpEmaVLlwLAd999x024Z4ky8+fjO+8gqlSUId8THjOhEHH58uUA0L9/f5lMxuM0OCAoKIju4UKh0MvLKz8/HxGvX7/u6OhIK083N7e0tLQXHfb27dseHh40QseOHf39/Z+UXZ6qCqmQ2lr098cOHRAANTRwx47HVtzvvot6erh1KwKgsTHu3o3s1U5QqghJIaampitWrOD3MH7UqFH0O+/bty9LfsM1NTV+fn50bkfnuHQJ3b9/n6rktLW12YjbdNSiDM+QU6m1tTUikpGVu7s7S7G++uorSszbuXMnIt64cYNUmMmTJ1OrFOpUJZFIhg4dqux1ZGtrE7RrdWL46ZrKp/UIVfOqc+XKFXt7e7p4vL29mRt3WFjY+PHjGYldKpVWVFQ0Y/yqKpRIUEsLAdDaGoODERHz8vD999fS4MOHD39u0xZ6wJBpN0kznFVJqFGGDqBCQ0PJbZf7k4fevXsDwK1btziO+1Li6vqv5P6ff2a1FqasrExHR0coFGZnZ9P/yc3Nbd5NoxFKSkr69+8PAMOGDVO5/0JaGm7YUP95WRnOm8fReeYzWbcOAXDJEl4n0RqhtCxNTU3mYmOboqIiSiBVYWbWC2Ft/fjzXbvw6695mMOqVasAQCqVchNu9Wp84w3cvbv+gxFl/v4bhwzBf/6pF2WysvDOHWxJ0sO5c+cAwNjYmKWq7SZSUVFBBsNf8/LX5ZaKigqJRELnbSYmJn5+fnK5vLa21s/PjyphdXV1JRIJ+WM+l/z8fB8fH1oi6uvri8XixjUIRhWiaiZShVpOcDD261ff4I8u0ehoZPJ+8vPxs88wJQWnTKl/DdU0qZbCwkImx1xXV1csFtMhKO8cOnRIuYJMhWk7VK3GmHO7uLhER0cjYmlp6dq1a6lxHgC89957qorYPNSiDM/I5XJSRtLT0+lg2cjIiI18OalUShf6rl27EDEiIoKsH9zc3J56RysoKGA6VQ1xGODrZuHrZrF+mqX/8okXDn394E6M8rJDXlcbefpg5OmDN0N+L87NVPnk1fBFRUWFWCwmk45u3bo9tdw0ODh4xIgRdEezsLDYsWNHdfULJB9evow9eyIACoXo7Y1lZYiIgYHYrh0OHpyjq6srlUqb/i8iLS2NkWa0tLS8vb2zsrKaPhk1LYcxelQoFEKhUCAQsJcA/FToxOMyYyqgphH+8x981E0cEXHtWvziC1YDUoYdWXcj4sKFC0Uikb29vZeXl7+/f1xcXAs3tJWVlWR61adPH1ZTJOi0c+5cFk8ym0RUFAKguTnf82h1JCUlkVV8v379VLWhei7kfPHgwQNuwjXgf/9DJnXg+nXko/s8rl+/HgDWrVvHTbjVq3HePNy/v/6DEWUuXMDr17FvXzx1CufORV9fBEBNTbS3Rw8PlEgwMBDj4l5ApqHHypYtW9h7L03k9OnTlMx+8eJFvufCBUlJSRMmTKAVpqOjY0REBCI+ePDAy8tLIBAAgJ2d3ZkzZxoZoaKiQiqVko6joaHh7e3dRKH2qapQs99IRASOGVMvtXTtigEB2PizLigIu3ZFABQI0MsLVXIPe1aqDc+6aAAAIABJREFUSOuhpqZGKpWqtoIsJCSEjBcAwN7e/sSJE4gok8n8/f07dOjAJF6xbR7SFNSiDP/MmDEDAH766SdEpJaKdNNRIRKJBABEIhFFCQ0NpduTp6fnc3MgFQpFSmLMpd/9Dqya/sX0zqTO+LpZbFsw8PiOFfFhJ6rKS2VVFdK5PeNDg64e3/fNosF5mUmqnb8aXvjnn3/s7OzoMSYWiymd6lkEBwcPGTIEAMzNLbp2rZRKsdGXIyJWVKBYjEIhAqCdHdIC4949dHOrf265uGBqanOOoVNTU8nBi5Fm+Folv4Z4enoCwK+//oqIdJ/h+BDG1dUVABpfpampJyYGu3VDMsmOiMCuXfH+fVYD7t+/HwAmTZpEX86ZM4ckVAZTU9MpU6asX7/+zJkzL3rl1NXVzZw5EwA6d+6cmcn68YC1NQLglStsx3keNjYIgNx2DHkpyMvLo7y5/v37FxQUcBCRzif4Mss0N8fx4+t3emvW/Etu5Qx3d3cAmM+V+fSzypfoL/Cf/+C0aTh3Lm7ejFZW9esK5Q8dHRw4EOfNw61bvzl+/HhKSspTd93Hjh2jMyeVp/U1naKiImZutNbq2bMnX5PhnqCgIEtLS3jU6oHq5UNCQiixAgDmzp37pPZKJsEWFhZMfkQzUmiTkpJoUUGqkLKtYRPJyEBv7/q1rqkpSqXYtOQerKhAiQS1tREATUzQz6/52vuzUkVaJw0qyK409ymbkJDAVKtZWloy1WrBwcF9+vSh/z9s2LDQ0FCVTr/5qEUZ/qHK5wULFiDi+++/DwBbt25V4fjUEUAkEpGd8D///EMNKebOnfuixfZV5aXxYSeO71ixbcFARp35Ynrn5Osh2+YPoNcEffvfG2cPZcRfS4sJO39wS0b8NRW+FzXcUFJS4u3tTacQ/fr1a7pKGBQU9Oabf9Byp0sX3LsXGxH9Tp2qP7xatw6rq1GhwIAANDFBADQyQn//5xwjPJf4+HgvLy8qxNPX1/fx8VH3feeA9957DwD27t2LiJ06dQIADrbHysyePRs4bP/x0nPhArq6oqMjursj+ydFBQUFGhoaIpGIMf0pLy8PDQ318/Pz8vIit3tlbGxsvLy8/Pz8QkNDG/f/UygU5MtmZmam8s6pT+XjjxEA+ejE8m/+9z/89df6JEM1/yY3N5dqbwcMGFBYWMh2uHfeeUc5EYxjzM3Rywv/9z9EPkSZ4uJib29v+mdLPokc0LgoU1SE7ds/9pSprsa4OAwMRIkEPTzQ3r5+n2xkVMzccLS0tOzt7T08PCQSSWBgYFxcnEwmo3JIzoxynsqMGTP69u178+ZNRJw6dSr8n737DGgieRsAPknoHelSpIkVFKOgIEWNDTg7KArKiYCegqegiA3riZ4FsYHlFAsqdlQ8BRuIYm/YwYL0Lj2kzPthzv3nTQBBgVie36dkd7M7USa7++wzz3yue/DrIHM+kCC+jo5OdHQ0n8+vq6sLDw9XUFDQ1tYWGlmWkJBgYWFB/lutrKyuX7/+LUevNyr0RaSm7KBBKQhhWVkcEoK/ovris2d4wID/woh2drzHj5td6LPeVJHv37eMIMvKyqIezSooKISGhlZXV2OMb9++TRWv6dSp0/d2oQhBGfF7/PgxebKHMY6JiUEIDR8+vEX2zOfzSVUwKSmpEydOYIwvXLhAZh3z9vb+xrm3S3Lfp57ZtX+x2+pxJuVFeWvczG4c23p5f9i+heMqSwtund4ZNXvIq9uXPhXC4JEfzNmzZ8m5R0ZGJjQ09CsKoSck4F69/pelGRWFG4r+LVuGHz/GGOO3b/GgQf99xNkZf/z4bd9BwNOnT11dXUmAiQwkboNL81/ZnDlz0OcR7126dEEIfbEeUMsi90Wkoj74DqmqqpKzkouLS1hYWHJyMrlaIrKzs+Pi4kJDQ1ksFjlbUeTl5W1tbQMCAqKjo0ULOQcFBSGE5OTkvvqpWnMlJf1XBkvMKipwcDC2t8dOTritZr35geTl5ZEfIktLy9Yu+vvXX38hhAIDA1v1KA3R0sJZWdjEBBcXt3VQ5siRI1paWgghaWnpwYMHN55X24KOH8eXL//v7R9/YIzxzp341ed07bNn8a5dDX68vBzfvo0PHMgPCgoaOnSogYEBEkFGr+jp6ZFrodra2vj4+Fb8SvURnNy9qKiIpKDuauSL/bwePXpEjZd3cHBIS0vDGL9//15wMNfdu3cdHR3JNh06dCDhm28/dGVlZXBwsFBUqKGNa2pq1q1bRwYKKSnp+vnVfeNlbVwc1tfHdna7mhUVaihV5EfxFSPIKisrw8LCyNhVSUlJX19fMl3a+/fvqSFv6urq4eHhLTsJQIuAoIz48fl8Mg45IyMjJydHWlra2dm5RXY7a9Yscu17+vRpjPH58+fJOD1fX99vjMgI4rBrqOFLDy7F7A50eXEz/tbpndcOb2ipQ4C2kZeX5+npSX6+bWxsvmXiLT4fx8Xhnj3/i7MYGv4XmmGz8b17/8vAfPUKV1TgqCisoIARwpqaODq6Zb6LkCdPnlChGQUFhZadyRsIIoMlyRQVJMu6xScvaFxAQABCiEwwB75DW7ZskZSUFLrt6du37+zZs2NiYgSHuNfV1d2+fTsiImLSpEkmJiZCN0vbBW46t2zZQq7A2nLYGo/33wwaJLIsNo6O+O+/cVUVzs7GQ4bg8HCxtuZ79PHjR/L307dv32+fKLARR48eRQjZ2tq23iEaoaWF+Xy8fj2ePr3tgjLZ2dljxowhXbJ///4/+nydnz59unfvXnR0dHBwsIuLi7GxMY1G09DQ6NSpE5fLZbPZ5ubmDAbj9u02zQEnRVVCQkIwxvPmzWvBZ7c/Ij6fHx0drampSX7zAwICKj7nCQrNKBQWFtbEMsBNV29USKh5rTRQqKwMBweHkqhQ+/btY2JiGtk4Ozu73lSRH9Hr16+bMoJMtEzMmzdvMMZFRUXBwcEksiMnJxccHNyqZ4FvAUGZ7wLJt9+9ezfGuEWeMPB4PJLILSsre/HiRYxxXFwc+YucMWNGi08NUFdTRQ1fenEz/uhf3hCU+eHExsaS4KCcnFyzaus2gsfDhw7hTp3+C8107ozPnMEI4R07/ttg0CC8adN/az08cGuP+k9NTaV+2X19fVv3YL+q9evXI4Tmzp2LMWaxWAihS207X+/ixYsRQitauWAt+BY8Hu/JkyfR0dEBAQFMJlNwsj+EkIqKCovFCg0NjYuLE0xtKCsrS0hICA0NdXFxadeu3Y3PVVQOHjxISkpHt1JMt2G+vhghLM5Jcu/fxz17/u9tejo2NBRfa75fmZmZ5DbJxsamlWZ+ra2tJRVVZGRkWmP/jYiPx3z+f0EZDgf37IldXPD27XjxYjx/fmudWPl8flRUFHkirays/I1lUL9b2dnZJHd48+bN+PP0Uubm5m02KXVycjL5Fy4uLs7JyZGTk6PRaG0cFfoOlZSUBAQEkKCDrq7u9u3b22xGIdGoEPWT0gYDhb4YFWooVeRHFxcXp6+vjxoYQVZZWUkVGLKzs0tNTcUYV1dXh4WFKSsro89zq3/n9SUhKPNd2LhxYws+XeFyuVOmTCF31wkJCRjjo0ePkieT81pn+HtdTdW6Sd1z3jz+kJZ6YMmEW6d3QlDmB5KdnT1y5EjyWzZ06FDRcQHfiMfDsbHYzAxLS+Nbt3CXLrhzZ0yK3w8ahO/fx76++Pz5lj1mY5KTkwcPHkwi6KDFRUVFoc8zC5Kqq8ePH2/LBqxdu7b1futAa6ioqCBlZVxdXcmVLoWamyk8PPzevXvUXR+PxyOvz507R85uYsmNunABI4QtLNr+yJ/FxuKJE//fEjk53Pwxp7+CDx8+kKJFtra2FS1agqe2tnbr1q3k1p3cPzs5OT1ukwSqd+/w0KEYIfzPP/8FZTDGSUmYRsPr12M5OYwQVlLCy5Z9TTGLRjx9+pRMSESeSH9swSHH35/z588jhOTl5d++fVtdXU1m5Pjrr7/a5ugODg4IoZUrV2KMZ86ciRAaN25c2xz6+5eamkqCIOSpM51O9/Lyapu/RsGokI6OjqenZ5sNFGooKtRQqshPQ3AEmba2ttAIskmTJlFlYng8XmxsrKGhIZWv1DY/yN8IgjLfhTNnzpC/m27duoWFhd27d++rk1m4XK6Hhwc5f1y5cgVjHBMTQ/6Cg4ODW7TVAgetY5/dOu/s1nn/7gp9lhzH5/PePkp+fSehlQ4HWorgky4VFZWoqKgWz6KicDj45k38/j22ssJ79vx3H0GCMuBncvjwYYTQ+PHjMcYkOvzPP/+0ZQN27NiBEPLz82vLg4IWRMrKBAcH29rakiefFEVFRVJWJjY2Nj8///jx4/Ly8gihxYsXi6WpdXVYVRUj9L8aFm3t33/xb7/9721tLVZU/NYa6T+v9+/fk8t0Ozu7ysrKb98hm82OioqiwjHdu3dfuHAhl8s9ceKEurp69+7d9+/f30r5I1wu3rABy8v/N6XL4cM4KOh///MbNuBr1/CTJ9jV9b9cVDLty7dPH1RXVxcWFkbugXV0dNo45i4u48aNQ58HDV29epVGo0lLS7dBQfH4+HiEkLq6enl5+fv376WlpRkMRhuXafvOcblcEqvS1tZu+xvv27dvM5lMwTTPsLCwthkoJJQr5OTkRMUgqFSRn9KjR49sbW1Fc4VKS0tJmZiEhISePXuSDZhMJrkX/iFAUOa7wOPx+vTpI3jpqaenN23atOPHjzcrAY/NZpNH08rKyqTY4a5du0hm+LJly1qt+eCHlJ6ePmDAACqgntXKU+ESJCjD4+F+/XBiIgRlfkLnzp2jLl79/f3R56zvNnPw4EGEkLu7e1seFLSSmpqalJSUjRs3urm51VuGEyE0derU1osmf9GkSRgh/PffYjp8YSHW1cVU8fIjR3BL1KT7ib1584bMCsdisb7l3kk0HBMdHS0Yf2Gz2fPmzVNTU+vateusWbNadk7ux4+xldV/0RZXV9z46ISbN/HAgf9trKGBw8LwV4+ST05OJlWTaTSar6/vd1uaocXl5uaSCuVHjhzBn583ODg4tOovD5/PJ3XZNm7ciDH28vJCbTjd+A/k7NmzCKEWKcf5Fbhc7vjx45WVlUeNGtWsGYJaxP37962trUmXRJ9nFBLjCbFtNJQr9OzZMxcXF/KbrK+vHxUV9WONqYSgzHckNzc3Li7O19eXjJojGAwGk8kMDg5OTk7+4t8WyZ1r167dvXv3MMaRkZEkIrNq1ao2+Qbge1RdXZ2fn5+RkXHv3r2rV6+ePXs2JibG39+fPILW1tYmM3O1DRKUwRg/eIB79MAODhCU+dkkJSUhhPr3748xXrhwIfqcd91m4uLiSJyxLQ8K2kZOTg6Zm8nFxYWMWjIyMvqKGeJa0PHjGCHMYrVW/YIv27sXW1jgVavwnDnY2Bj/4JVW28Dr16/bt2+PEBoyZMhXVPETCseYm5s3chf08uXLAQMGyMrK6uvru7i4fHvJz+pqHBqKpaQwQrh9e3zyZFM/ePEi7tPnf6X39+3jNGt4BZmQmFxSduzY8Qd6+NxSdu7cSZJWCgsLi4uLyQ1hq07zd+zYMYRQ+/btq6urX716JSEhISkpmZ6e3npH/EGdPHkSITR69GgxtkGMN/9cLjcwMFBfX9/d3f07nFGo9RQXF/v5+ZEfJWVlZR0dHfK6Xbt269evb/Eaz20AgjLfqYyMjPDwcBaLJSUlRQVoNDQ0XF1do6KicklBDhFJSUmGhoaPHj3CGG/bto1Go9FoNJiF5OdQW1ubn59/7dq11NTU69evnz9//siRI1FRUevWrVu6dOmcOXN8fHxcXV2HDh1qY2NjYWFhZGSkqqpKRq6JIrNXurq6tuzjuy+igjIYY39/LCkJQZmfzcOHDxFCFhYWGOM1a9YghObPn9+WDbh69SpCyN7evi0PCtpeTU1NcnJym02+25CKCn7fvs6SkpJtXUEwP/9/0z5lZeHTp/Hly7glhuT8Cl6+fKmjo4MQGjZsWNOv3ZsVjhEUFRVlZmaGEFJVVbWxsdmzZ8/X3Ttdv/5f4Xw6Hfv64q8oWJyQ8N+siPb22zt37iyU3dOQuLg48q0lJSWDg4N/xLudb8fn8wcNGoQQ+v333zHGhw4dIreC2dnZrXE4LpfbtWtXhFBkZCTG2M3NDSE0ffr01jjWj+7IkSMIITc3N3E3BIjB/fv3e/ToQeUx+Pr6FhQUiLtRXwmCMt+7ysrKhISEgICADh06UHfUdDqdpM8kJCQIndrJM0NS6pJGo23ZskVMDQctjExq8xWkpaXV1dWNjY0tLS3t7e2dnJxIEZnly5e3/bfIycFU7m1ZGbazw60/KBu0qYyMDISQoaEhxnjbtm0IoRkzZrRlA+7fv48QsrS0bMuDgl/ZqFGj0P+forvVlZdjJhMrK+Oft3BAa3vx4gWpiDl8+PAvRhlIOIaMe2pWOIZSWlo6ceJENTU1hJCUlFT37t2bNaapuLjYy8urX79jpLD0t8y9w+Phgwdx374O5LtYWlqeO3euoY1zcnLI9KAIIVtb21+8msnr169lZGRoNBqZQ4NMtkUKqLW46OhociZls9lPnjyh0+kyMjI/d0Hlr3bgwAGEkIeHh7gbAsSDzWZPnz59+PDhycnJ4m7LN4GgzI8kIyMjKirKxcVFsPahmpoaSZ+haoKEhYWRwE2r5lWCNsblckm6rKKiYv/+/YcPH+7q6urr6xsYGBgaGrp+/fqoqKjY2Nj4+Pjk5OSHDx9mZGQUFxeLJvb/888/CKGOHTv+UlmOoM0UFhaS3yWM8f79+xFCkyZNau2DVlZWbt26ldwjvX79GiFkYmLS2gcFgCC3T4MHD26j47HZeMgQjBA2NcV5eW100J/R48ePSZRkzJgxDc1w/O3hGEGJiYl9+vQhI+8QQrq6usOHD//imKaYmBhy9jcwMFqzhtMiczHX1dVFR0eT6agQQn379k1MTBTcgMwDoKSkhH7qGa+ba9WqVQghIyOjysrKDx8+KCgoIIROnz7dskepq6szMTFBCO3fvx9jTMpkBAYGtuxRfhp79uyhMpgA+HFBUOaHVFlZefbs2T/++IP8alPpM926dVNXVycZXAcPHhR3M0ELu3DhgpSUFI1GE7p4arq6ujpjY2OEEPx5gFZSW1uLEJKUlMQYnz59GiE0YsSIVj3i9evXO3bsiD4P78/NzaWiQgC0gdLSUikpKUlJyWKq4G7r4fGwm9t/BUXevWv1w/3sHj58SOIyY8eOFc07FgzHWFhYtEgFTQ6Hs2jRIsHSgY2MacrOziazNyCE7OzsWny6H/IdqTl0bW1tk5KSMMavX78WnAcgMzOzZY/74+JwOGRilwULFmCMN23ahBBq3759sybl+CIyh2CnTp04HM7t27dpNJqCgkJ+4/Wcf2GRkZEIplwEPz4IyvzwSPqMq6srGZNCkFLt4OcTGhpK8ly+btoIUqnOzMysWRX+AGgWUgmrpqbm8uXLCCFHR8dWOlBZWZmvry+ZdMDCwuLu3bv480QMCMHZDbQdFouFEIqOjm71I82ejRHCysr4m0vGAuLBgwft2rVDCLm6upKwSCuFYwR9/PjRycmJ5KEQQmOaeDxeVFQUua5TUVFp1USVioqKVatWqaioIIRoNJqOjg6ZZ7d9+/Ynm15J+Jdx+/ZtBoMhISHx4MEDHo/Xr18/hJC/v39L7b+mpoZU8CGTMAwcOBAhtGTJkpba/88nIiICITRr1ixxNwSAbwKXrT+P6urq8PDwkSNH7t27V9xtAa2FzWZ3794dfVXx1Lq6OpKrfPTo0dZoGwAEydcrKCioqakpKipqaFzANzp79iy5cpWRkQkNDWWz2STfXlZWFiGkpKQEyfagzZDySaNGjWrdw4SGYoSwrCxOSmrdA/1i7t+/TyY8trOzW7p0aauGYwRFR0d37dqVhJUpurq6/fv3Jyd6kqhCDU5vVeXl5WFhYUpKSmSA/Lhx49oi8+vHFBAQgBDq06cPl8t98uSJpKQknU5PSUlpkZ2TAoJMJpPP5ycmJpKoXElJSYvs/Ke0YcMGhNDcuXPF3RAAvgkEZQD4wZCnNAwG486dO836ILlt6NatG9ysglYlJyeHEDp06FAr7T8/P9/T05PcsdjY2Dx//hxj/ObNGweH/0pX9unTp8Xz/AFoRG5uLp1Ol5WVrWy9+Y8iIzFCmMHAJ0601iF+YSkpKdLS0lRkpHfv3mfPnm29cAylvLzc09OTlIwRoqOjc6LN/6/fvXvn6+vbFjlfP7LKykryiIukpYeEhCCEunfvLlrFr7kqKirIH8OFCxcwxiQNZ82aNS3Q6J8XmecxODhY3A0B4JtAUAaAH09gYCBCyNzcvOlXALW1tYIJsQC0HgMDA4SQhIREQEBAbm5uy+48NjaWZOLIycmFhYVxuVwOhxMWFkZuqLS1teEvHIgFuX06fvx4a+z86qlTfDU1TKNhqN/farZu3SotLa2oqNj26cZ3797t168fVQCYRqP5+/uXf8WU16CtxMfHk9NQRkZGbW1t586dEUIrV678xt2uWLGCFPfBGJ85cwYhpKGhUVFR0RJN/mmRfzQY4QV+dBCUAeDHU1VVZWpqihBasWJFEz+yefNmhJClpWUbPPoDv7ikpCR9fX2Sk6+goBASEtIiafDZ2dlk7mGEkIODw5s3bzDGjx49YjKZ5DbG09MT8u2BuKxbtw4hNGzYsBaf2O7KlSvS0tIjTU1r1q9v2T0DIW0zUKheXC538eLFSkpKXbp0uXXrlriaAZpu/PjxpMtjjK9du0aj0aSlpUnm5tcpLS0lw+iuXr3K5/NJReGIiIiWa/LPacmSJc26Hgbg+wRBGQB+SOQKQEpKKi0t7Ysb19TUkEHycXFxbdA2ADDGT58+dXV1pUIzwcHBXz0qXnByVhUVlaioKD6fX1NTExoaSp4tGxkZJSQktGz7AWiWFy9ekIF7srKytra2wcHBcXFxBQUF37jbx48fkwqsM2fObJF2gu/Z27dvW6kIF2hxhYWFJG2TjNWdOnUqQsje3v6rH30tWrQIITRkyBCM8eHDhxFCBgYGtbW1Ldnon1FwcDAM8gI/AQjKAPCj8vX1RQhZW1t/cSolwbpxbdM2AIjHjx+7urqS9BZFRcXg4ODS0tJm7SE9PZ1MPyFY8/LGjRskXZxOp/v6+kJ2N/geeHh4kGlrBJmZmXl6em7duvXevXvNTaJJT08n0xW7u7tDLTAAvjd79uxBCKmrqxcUFJSUlJDe+tVTVhUUFMyZM+fu3btcLpec4Hbv3t2yDf4pzZ07FyG0YcMGcTcEgG8CQRkAflSfPn3S19dHCG3atKmRzSorK7W0tBBC8fHxbdY2AATdunXLxcWF3KO2a9cuNDS0rKzsi5/icDjh4eHy8vIIIS0tLVJ7sqqqKjg4mE6nk6rVqamprd98AJohJycnLi4uNDTUxcWFJLlQJCUlmUxmQEBAdHR0RkZG4/spKCgwMzNDCA0aNAielgPwHeLz+SwWCyE0ZcoUjPHJkyd37dr17U+/du/ejRDq2LFji4+F/CnNmjULxnmBnwANYyxa8h0A8EOIj493dnaWk5N78uSJiYlJvdusXbt2wYIF/fr1u3nzZhs3DwBBN2/eXLp06eXLlxFCampqs2bNCgwMVFRUrHfjp0+fent73717FyHk6uq6fft2dXX1f//918/PLzMzU1JScu7cucuXLxecMAWA7w2Px3v58uX9+/dTUlJu3Ljx8uVLPp9PrdXR0WEymUwms3///jY2NmT0E1FeXu7o6Pjw4cM+ffpcuXJFQUFBHM0HAHxBenq6hYVFTU3NxYsXhwwZ8u07rKioMDExKSwsPHz48IQJE759hz+96dOnR0VFRUZG+vn5ibstAHw9CMoA8GObOHHi4cOHBwwYcPnyZVK/Q1BlZaWxsXFhYWFCQgJ5ngOAeN24cWPp0qVXr15FCGloaAQGBgYEBMjKygpuk5CQ4OzszOFwOnToEBUVNXTo0LKysuDg4J07dyKEevbsuWfPnl69eonnCwDwtcrLy588eUICNKmpqUVFRdQqCQkJMzMzEqAxNDRcv359QkJCx44db9y4Ue98yQCA70RYWFhISIi2tvaTJ080NDRqampqa2trampKS0ub/oJ6W1BQwOPxlJWVS0pKSE4oaNzUqVP37t27Z88eUtYHgB8UBGUA+LEVFxd37dq1oKBg165d06ZNE1q7atWqJUuW2Nra3rhxQyzNA6BeN27cWLRoUVJSEkJIU1Nz7ty5s2fPlpGRIWvZbDaTybS1tV2/fr2iouLZs2enT5+ek5MjKysbGhoaFBQkWrkDgB8LxvjVq1e3b99OTU1NTU1NS0vjcrnUWhqNpqurm5KSQiaYBwB8t7hcrr6+fl5eHo3WMndVNBotIiKCjMoBX+Tp6Xnw4MEDBw54eHiIuy0AfD0IygDwwzt8+PDEiROVlZXT0tL09PSo5Z8+fTI2Ni4pKbl69aqjo6P4GghA/RITExcuXEjGKOnr6wcGBk6fPp2MSKqpqZGVlc3Ly5s1a9aJEycQQv3799+9e3enTp3E3GgAWkFVVdW9e/dSU1OvXLly+fJlOTm5hIQEa2trcbcLAPBlMTExnp6eZHCijIyMrKysjIyMqqpqQy8a2UBaWrpdu3aiic+gIePHj4+NjT1y5AiZpByAHxQEZQD4GYwePfr06dPOzs7nzp2jFi5btmz58uUDBw4kVTwA+D4lJiYGBwc/ePAAIWRgYLBo0aKpU6dKSEgcO3ZsxowZxcXFSkpKK1as8Pf3h1xu8IuoqqoiJa4BAD+EkpISPp9PJskGbWnMmDGnTp06efLk6NGjxd0WAL4eBGUA+Bnk5OR069atrKyMelZQVlZmZGRUVlZ2/fp1e3t7cTcQgMZgjE+cOLFs2bJnz54hhNq1a8fj8T59+oQQcnZ2joyMFEwBAwBDQwvTAAAgAElEQVQAAABACLm4uJw/f/7s2bPUJI8A/IjgqSMAP4P27duvXbsWITRr1qyCggKE0Pr168vKyoYOHQoRGfD9o9Fo48aNe/LkSWxsrKmpaUlJyadPn6SlpaOios6dOwcRGQAAAACI4nA4CCEpKSlxNwSAbwJBGQB+Ej4+PiwWq6ioKDAwsLi4OCIiAiG0bNkycbcLgKai0+murq7Pnj0LCAgYP378o0ePfH19xd0oAAAAAHynSFBGUlJS3A0B4JtIiLsBAICWQaPRdu7caWFhcfDgwaqqqoqKCmdn5759+4q7XQA0j5SU1ObNm8XdCgAAAAB87+rq6hBkyoAfH2TKAPDzMDIyIqkxp06dQgiFhoaKuUEAAAAAAAC0DktLSxaLpaKiIu6GAPBNoNAvAD8VHo+nrKxcVVWlra2dm5sr7uYAAAAAAAAAAGgQZMoA8FNhMBjJycmysrLnz58Xd1sAAAAAAAAAADQGMmUA+AnduHGjf//+4m4FAAAAAAAAAIDGQFAGAAAAAAAAAAAAQAxg+BIAAAAAAAAAAACAGEBQBgAAAAAAAAAAAEAMICgDAAAAAAAAAAAAIAYQlAEAAAAAAAAAAAAQAwjKAAAAAAAAAAAAAIgBBGUAAAAAAAAAAAAAxACCMgAAAAAAAAAAAABiAEEZAAAAAAAAAAAAADGAoAwAAAAAAAAAAACAGEBQBgAAAAAAAAAAAEAMICgDAAAAAAAAAAAAIAYQlAEAAAAAAAAAAAAQAwjKAAAAAAAAAAAAAIgBBGUAAAAAAAAAAAAAxACCMgAAAAAAAAAAAABiAEEZAAAAAAAAAAAAADGAoAwAAAAAAAAAAACAGEB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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pathlib import Path\n", "\n", "from rdkit import Chem\n", "from rdkit.Chem import Draw\n", "\n", "OUTDIR = Path(\"outputs\")\n", "OUTDIR.mkdir(exist_ok=True, parents=True)\n", "\n", "# Save as TSV\n", "out_tsv = OUTDIR / \"genmol_denovo_top20_qed.tsv\"\n", "df_top20.to_csv(out_tsv, sep=\"\\t\", index=False)\n", "\n", "# Save as .smi (SMILES + score)\n", "out_smi = OUTDIR / \"genmol_denovo_top20_qed.smi\"\n", "with out_smi.open(\"w\", encoding=\"utf-8\") as f:\n", " f.write(\"smiles\\trdkit_qed\\n\")\n", " for _, r in df_top20.iterrows():\n", " f.write(f\"{r['canon_smiles']}\\t{r['rdkit_qed']:.4f}\\n\")\n", "\n", "print(\"Wrote:\")\n", "print(\" -\", out_tsv)\n", "print(\" -\", out_smi)\n", "\n", "# Visualize\n", "mols = [Chem.MolFromSmiles(s) for s in df_top20[\"canon_smiles\"].tolist()]\n", "legends = [f\"#{i+1} QED={q:.3f}\" for i, q in enumerate(df_top20[\"rdkit_qed\"].tolist())]\n", "\n", "img = Draw.MolsToGridImage(\n", " mols,\n", " molsPerRow=5,\n", " subImgSize=(300, 240),\n", " legends=legends,\n", " useSVG=False,\n", ")\n", "img" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.13" } }, "nbformat": 4, "nbformat_minor": 5 }