{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# New Keynesian 3-Equation (NK3E)\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model ready: NK3E with 50 timesteps\n" ] } ], "source": [ "import os\n", "import sys\n", "import math\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# Optional plotting\n", "try:\n", " import matplotlib.pyplot as plt\n", " HAVE_PLT = True\n", "except Exception:\n", " HAVE_PLT = False\n", "\n", "# Ensure src is on path if running notebook directly\n", "root = os.path.abspath(os.path.join(os.getcwd()))\n", "src_path = os.path.join(root, \"src\")\n", "if os.path.isdir(src_path) and src_path not in sys.path:\n", " sys.path.insert(0, src_path)\n", "\n", "from macrostat.models.NK3E import (\n", " NK3E,\n", " ParametersNK3E,\n", " VariablesNK3E,\n", " ScenariosNK3E,\n", ")\n", "\n", "# Configure a short horizon and ensure no tqdm\n", "params = ParametersNK3E(\n", " hyperparameters={\n", " \"timesteps\": 50,\n", " \"timesteps_initialization\": 1,\n", " \"use_tqdm\": False,\n", " }\n", ")\n", "variables = VariablesNK3E(parameters=params)\n", "scenarios = ScenariosNK3E(parameters=params)\n", "model = NK3E(parameters=params, variables=variables, scenarios=scenarios)\n", "\n", "print(\"Model ready: NK3E with\", params[\"timesteps\"], \"timesteps\")\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " y pi r r_s\n", "45 5.0 2.0 16.666666 16.666666\n", "46 5.0 2.0 16.666666 16.666666\n", "47 5.0 2.0 16.666666 16.666666\n", "48 5.0 2.0 16.666666 16.666666\n", "49 5.0 2.0 16.666666 16.666666" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Baseline simulation\n", "model.simulate()\n", "ts = model.variables.timeseries\n", "\n", "# Tensor to numpy helper\n", "_to_np = lambda x: x.detach().cpu().squeeze().numpy() if hasattr(x, \"detach\") else np.asarray(x)\n", "\n", "# Collect into a DataFrame for convenience\n", "baseline_df = pd.DataFrame({\n", " \"y\": _to_np(ts[\"y\"]),\n", " \"pi\": _to_np(ts[\"pi\"]),\n", " \"r\": _to_np(ts[\"r\"]),\n", " \"r_s\": _to_np(ts[\"r_s\"]),\n", "})\n", "\n", "baseline_df.tail()\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Scenario.1: Rise in A': y pi r r_s\n", " 49 5.0 2.0 23.333332 23.333332,\n", " 'Scenario.2: Higher pi_T': y pi r r_s\n", " 49 5.0 3.0 16.666666 16.666666,\n", " 'Scenario.3: Rise in y_e': y pi r r_s\n", " 49 7.0 1.999999 9.999999 10.0}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Scenario runs\n", "scenario_names = [\n", " \"Scenario.1: Rise in A\",\n", " \"Scenario.2: Higher pi_T\",\n", " \"Scenario.3: Rise in y_e\",\n", "]\n", "\n", "scenario_dfs = {}\n", "for name in scenario_names:\n", " model.simulate(scenario=name)\n", " ts = model.variables.timeseries\n", " scenario_dfs[name] = pd.DataFrame({\n", " \"y\": _to_np(ts[\"y\"]),\n", " \"pi\": _to_np(ts[\"pi\"]),\n", " \"r\": _to_np(ts[\"r\"]),\n", " \"r_s\": _to_np(ts[\"r_s\"]),\n", " })\n", "\n", "{ k: v.tail(1) for k, v in scenario_dfs.items() }\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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u7wMAQDr59ttvtXz5cl177bVauHChzjzzTJ144olxt2l1078OHTpUn3zySbPjH3/8sfO8l9p6HwGAZB1IW1dffbVycnL04x//OGarFqlheNyll16q3NxcZ9sWqWGIWXl5eUxFfuvWrXruueea3b9bt25xE3vbokWLYh7/5je/kSRNmTJFkpSXl6d+/fpp1apVMef99re/jftaUvPEvjVTpkxRv3799Ktf/UorV66kqg4A2CPYFe3dK9h33XVXs3Pd9K/f/e539eabb2rNmjXOsaqqKt1///0aNmyY5/u/t/U+AgBbtwFpa7/99tPDDz+s8847T4cccoguuugiDR8+XJs3b9YDDzyg7du36/HHH4/Zcu373/++fvazn+nMM8/UT37yE1VXV2vx4sXaf//9my1IM2bMGL366qu64447NHDgQA0fPlzjxo1znt+0aZNOP/10nXzyyVqzZo3++Mc/6gc/+IFGjx7tnHPxxRfr5ptv1sUXX6wjjjhCq1at0n/+859mP8uYMWMkSf/v//0/ff/731dWVpZOO+00501GPFlZWfr+97+ve+65RxkZGZo2bVrSsQQAIF3k5eXp2GOP1S233KK6ujoNGjRIr7zyijZt2tTsXDf967XXXqvHH39cU6ZM0U9+8hP16dNHDz/8sDZt2qQ//elPCgS8rfEl8j4C2NNRWQfS2Nlnn61169ZpwoQJeuCBB3TppZfqd7/7nY477jitW7dO3/ve92LO79u3r5577jnl5ubqmmuu0cMPP6zi4mKddtppze59xx13aMyYMbruuus0bdo0LV68OOb5J598UsFgUNdee62ef/55zZ49Ww888EDMOddff70uuugiPfPMM7rmmmsUjUb14osvNnutI488UjfeeKPeffddXXDBBZo2bVrcfWV3N336dEnSxIkTNWDAgDbPBwCgK3jsscc0efJkLVq0SPPmzVNWVla7+9f+/ftr9erVOvHEE/Wb3/xG8+bNU3Z2tv76178222PdC4m8jwD2dIaV7CoQAPZICxYs0MKFC1VWVqZ+/fqltC3vvvuuDj30UP3hD3/Q+eefn9K2AACAtvnpfQTgd1TWAaSt3/3ud+revXuzEQQAAABAumPOOoC089e//lUfffSR7r//fs2ePbvVue0AAABAOiJZB5B2rrjiCm3btk3f/e53tXDhwlQ3BwAAAPAcc9YBAAAAAPAZ5qwDAAAAAOAzJOsAAAAAAPhMl5izbpqmvvrqK/Xo0UOGYaS6OQAAdArLslRZWamBAwcqEEivz9/puwEAeyI3fXeXSNa/+uorDRkyJNXNAAAgJb744gsNHjw41c1whb4bALAnS6Tv7hLJeo8ePSQ1/MB5eXme3NM0TZWVlSk/Pz/tqhV+Qyy9Qyy9Qyy9Qyy94zaWFRUVGjJkiNMPphP6bn8jlt4hlt4hlt4hlt7pyL67SyTr9vC5vLw8Tzv8cDisvLw8foHbiVh6h1h6h1h6h1h6J9lYpuMwcvpufyOW3iGW3iGW3iGW3unIvpt/GQAAAAAAfIZkHQAAAAAAnyFZBwAAAADAZ3yRrC9YsECGYcR8jRw5MtXNAgBgj1BcXKwjjzxSPXr0UEFBgaZOnapPPvmkzeuefvppjRw5UqFQSIcccoheeOGFTmgtAAB7Bl8k65J00EEHaevWrc7X66+/nuomAQCwR1i5cqVmzZqlN954Q8uWLVNdXZ1OOukkVVVVtXjN6tWrNW3aNF100UV65513NHXqVE2dOlUffPBBJ7YcAICuyzerwWdmZqqwsDDVzQAAYI/z0ksvxTxesmSJCgoKtG7dOh177LFxr7n77rt18skn6+qrr5Yk3XjjjVq2bJnuuece3XvvvR3eZgAAujrfJOsbNmzQwIEDFQqFVFRUpOLiYu21114pacuXO2r05JtbZNXV6H+nFCR1j+07I3pq7RcK10Y9bl36sSxLVdXV6pa7Iy23F/ITYukdYukdYuneRcfsrZ45WaluRovKy8slSX369GnxnDVr1mju3LkxxyZPnqylS5d2ZNNa9ulrMja/ruzu+0sFZyd3jy/XSf95WbIsb9uWhgzLUvfqKhm53ST+rtuFWHqHWHqHWLrUo7905MWd/rK+SNbHjRunJUuWaMSIEdq6dasWLlyoY445Rh988EHczeIjkYgikYjzuKKiQlLDHnemaba7PdvKa/Trv29UYY9sXTk5ufvdv/JT3f+PTe1uCwCg6zn7iMHqEcxodtw0TVmWlXBf5kWfF++ec+bM0VFHHaWDDz64xfNKSkrUv3//mGP9+/dXSUlJ3PM7uu82Plsh4593KXjwdJlj/ie5e/xppoxvPm13W7oCQ1L3VDeiiyCW3iGW3iGW7liFo2SN+VHc5zqy7/ZFsj5lyhTn+1GjRmncuHEaOnSonnrqKV100UXNzi8uLtbChQubHS8rK1M4HG53e2oqaxr+W1ev0tJSV5vb2/67vaEqMWpgN+2fn9vuNqU1y1KktlbB7Gw+uWsvYukdYukdYuladcW3Kq2tbHbcNE2Vl5fLsqyE+p7Kyub3aK9Zs2bpgw8+8HztmI7uu7vVWuohqba6XOVJ9t0FO7fJkFSz/xkys5sXC/YklmWpNhJRdjDIiJl2IpbeIZbeIZbumN36q6q0NP5zHdh3+yJZ312vXr20//77a+PGjXGfnzdvXszQu4qKCg0ZMkT5+fnKy8tr9+uHM6slSZF6qaCgIKkO3wz8V5L0vTFDNb1oaLvblM5M01RZWZny8/OTiiV2IZbeIZbeIZbeMU1ThmEkHMtQKOTp68+ePVt/+9vftGrVKg0ePLjVcwsLC7Vt27aYY9u2bWtx/ZmO7rvVK1+SFApE1SOZvtuyZNQ1fFgf/O5NUt7A9rcpjZmmqcqyMuXxd91uxNI7xNI7xNK9bi0c78i+25fJ+s6dO/Xpp5/q/PPPj/t8MBhUMBhsdjwQCHjyy9Yt2DCPMFzfEPhk7hmubxjekBvM5A9AcuJILNqPWHqHWHqHWHrHTSy9irdlWbriiiv03HPPacWKFRo+fHib1xQVFWn58uWaM2eOc2zZsmUqKiqKe35H990KNryNMurDyd2zvlayGtaZCQS7Sfwu83ftIWLpHWLpHWLpnY7qu33xL3PVVVdp5cqV2rx5s1avXq0zzzxTGRkZmjZtWkrak5O9ax5hpD65eXTVjQvL5WY3n5MIAICfzJo1S3/84x/12GOPqUePHiopKVFJSYlqamqcc6ZPn6558+Y5j6+88kq99NJLuv322/Xxxx9rwYIFWrt2rWbPnp2KH0HKaphyZtQnOaS+rsk2dVkt1U8AAOg8vkjW//vf/2ratGkaMWKEzjnnHPXt21dvvPGG8vPzU9KenKxdCXZ1kqu5h+uize4FAIAfLV68WOXl5ZowYYIGDBjgfD355JPOOVu2bNHWrVudx+PHj9djjz2m+++/X6NHj9YzzzyjpUuXtrooXYdykvXq5K5vHAIvI0PK8O9K/QCAPYcvhsE/8cQTqW5CjIyAoezMgGrrTdXUJZes1zQm+TlU1gEAPmclsFXZihUrmh07++yzdfbZSW6T5rV2V9Ybk/VstjECAPiDLyrrfmRXxGuSrKzbFXkq6wAAdIKsHEmSUZdkZb22KuY+AACkGsl6C+y55slW1u1h8LnZvhi8AABA15btUWU9aw/fbhUA4Bsk6y0IUVkHACB9OMPga9o4sQX2AnMk6wAAnyBZb0F7KuuWZTnXhbIJMQAAHa7dybpdWWcYPADAH8gkW9Ceynq4btd2bwyDBwCgE9jJerRWMpMYFVfbONc9m8o6AMAfSNZb0J7KetNrGAYPAEAnaJpkJ7PInH0Nw+ABAD5Bst6C9qwGbyfr2ZkBZQTY/gUAgA6XGdr1fV0SQ+FZYA4A4DMk6y0IZTWEpjqZynptvSSq6gAAdBrDkGUn2klV1llgDgDgLyTrLbDnmoeTqazXmo33IFkHAKDTtCtZb6ysM2cdAOATJOstaE9lvZrKOgAAnc9eyb02iWTdvobV4AEAPkGy3oJ2VdbtbdtI1gEA6DzZ3Rr+m9ScdRaYAwD4C8l6C3IaK+tJrQbfmOAzDB4AgE5kV8VZDR4A0AWQrLcgpzHRrm5HZT2HZB0AgM7TrjnrDIMHAPgLyXoL7Pnm4Xbss86cdQAAOpFTWW/H1m32UHoAAFKMZL0FdqKd3NZtVNYBAOh0TmW9yv21LDAHAPAZkvUW2Il2clu3MWcdAIBO5yTr7Vlgjso6AMAfSNZb0J7KejWrwQMA0Pkaq+JGMlu3MWcdAOAzJOstsCvrNe2orDNnHQCATmRXxZNaYK6xGs9q8AAAnyBZb0G7FphjGDwAAJ3ProrXJzEMvrZxnns2yToAwB9I1luQ68HWbQyDBwCg81h2op3UMHi7ss4weACAP5CstyDkwdZtudmZnrYJAAC0ItkF5kxzVzWeBeYAAD5Bst4Ce856bdRSfdR0de2urdsILwAAncbZZ93l1m1Nh81TWQcA+ATZZAtymwxhr3FZXbfPz8misg4AQKdJtrLe9HwWmAMA+ATJeguyMwMyGr93uyJ8tVNZZ846AACdxq6Ku52zbi8ulxmSArw1AgD4Az1SCwzDUE5WQ3jcVtbDdWzdBgBAp7Pnm9e7TNZZXA4A4EMk660IJpmsV9fWS2LrNgAAOpUzZ93tMPjGyjqLywEAfIRkvRU5mQ3hcbt9mz1snq3bAADoRMlu3UZlHQDgQyTrrQg1VtbDLpP1cF3D6vFU1gEA6ETtXWAum8XlAAD+QbLeilASlfX6qKnaxq3emLMOAEAncpL1KsmyEr/OXmCOleABAD5Cst6KUBJz1puey2rwAAB0osZh7IZlStHaxK9zhsGTrAMA/MOXyfrNN98swzA0Z86clLbDrqy72brNPtcwpGCmL8MLAEDX1DTZtqvliXAWmGPOOgDAP3yXTb711lu67777NGrUqFQ3xRnGnkxlPScrQ4ZhtHE2AADwTEaWrEBWw/du5q1TWQcA+JCvkvWdO3fqvPPO0+9+9zv17t071c1xKuNuknV7fjuLywEA0PmszFDDN26SdXv1eBaYAwD4SGaqG9DUrFmzdMopp2jSpEn65S9/2eJ5kUhEkUjEeVxRUSFJMk1Tpml60hbTNBXKaqiMV0XqE75vdaROUsO2bV61Jd2ZpinLsoiHB4ild4ild4ild9zGkpg3Z2XmSLWVu4a2J6KuMVmnsg4A8BHfJOtPPPGE3n77bb311lttnltcXKyFCxc2O15WVqZwOOxJe0zTlBFtSLy/Ka9UaWlpQtdtLWv44CA7YCV8TVdnmqbKy8tlWZYCAV8N5kg7xNI7xNI7xNI7bmNZWVnZCa1KL1Zm47xzhsEDANKcL5L1L774QldeeaWWLVumUCjU5vnz5s3T3LlznccVFRUaMmSI8vPzlZeX50mbTNNUr+5bJZVLmUEVFBQkdF3w64atYrrnJH5NV2eapgzDUH5+Pm/k24lYeodYeodYesdtLBPpM/c0lr1IHAvMAQDSnC+S9XXr1qm0tFSHH364cywajWrVqlW65557FIlElJGxaw54MBhUMBhsdp9AIODpG8VQ4wJz4Toz4fuG6xuS9dzsDN60NmEYhuf/PnsqYukdYukdYukdN7Ek3s21q7Ke3c37BgEAkCRfJOsTJ07U+++/H3Pswgsv1MiRI/Wzn/0sJlHvTM7WbXX1CV9jb91mryQPAAA6z64F5qoTv8heYI7KOgDAR3yRrPfo0UMHH3xwzLFu3bqpb9++zY53ppysJPZZt7duYzV4AAA6nTMM3k2yzgJzAAAfYvxcK9qzdVtOli8+BwEAYI+S3DB4knUAgP/4NllfsWKF7rrrrpS2oX2Vdd+GFgCAGKtWrdJpp52mgQMHyjAMLV26tNXzV6xYIcMwmn2VlJR0ToNb4STrrhaYs1eDZxg8AMA/yChbEcpyX1kPN56bm01lHQCQHqqqqjR69GgtWrTI1XWffPKJtm7d6nz5YReUdlXWWWAOAOAjZJStCGU2zDuvdlFZr65tWIwuxAJzAIA0MWXKFE2ZMsX1dQUFBerVq5f3DWqHpOass8AcAMCHqKy3wq6sh11U1mtqTUkNW7cBANCVHXrooRowYIBOPPFE/fOf/0x1cyQluRq8MwyeyjoAwD+orLfC3rrNTWXd3uaNrdsAAF3VgAEDdO+99+qII45QJBLR73//e02YMEH/+te/dPjhh8e9JhKJKBKJOI8rKiokSaZpyjRNT9plmqasjIZk3aqtkpXgfY26KhmSzMyg5FFb0p1pmrIsy7N/mz0ZsfQOsfQOsfSO21i6iTnJeitymsxZtyxLhmG0eQ37rAMAuroRI0ZoxIgRzuPx48fr008/1Z133qlHHnkk7jXFxcVauHBhs+NlZWUKh8OetMs0TRl1Up6kyM4d2lFa2vZF0ToVmg0ftJftqJIVTuCaPYBpmiovL5dlWQoEGIjZHsTSO8TSO8TSO25jWVlZmfC9SdZbYVfWLUuK1JsJzUN3tm5jGDwAYA8yduxYvf766y0+P2/ePM2dO9d5XFFRoSFDhig/P195eXmetME0Te3M6yNJCgbMxBa8C5c73+YPHCplBj1pS7ozTVOGYSg/P5838u1ELL1DLL1DLL3jNpahUCjhe5OstyKYtSvYNbXRhJJ1e347lXUAwJ5k/fr1GjBgQIvPB4NBBYPNE+FAIODpG0Wrca90o65aRiL3rW+s6hsBBbJCUgKj6PYUhmF4/u+zpyKW3iGW3iGW3nETSzfxJllvRWbAUHaGodqopZq6qHoncE2Ns3UbyToAID3s3LlTGzdudB5v2rRJ69evV58+fbTXXntp3rx5+vLLL/WHP/xBknTXXXdp+PDhOuiggxQOh/X73/9ef//73/XKK6+k6kdwuF5gzj4vqxuJOgDAV0jW25CTnanamrqEF5mzzwuRrAMA0sTatWt1/PHHO4/t4eozZszQkiVLtHXrVm3ZssV5vra2Vj/96U/15ZdfKjc3V6NGjdKrr74ac49UsTIbKuvOdmxtqWPbNgCAP5GstyEnK6DymsS3bwtTWQcApJkJEybIsqwWn1+yZEnM42uuuUbXXHNNB7cqObsq6zWJXWCfl53bMQ0CACBJTFBogz1P3W1lnTnrAAB0PiuzsUJeV5XYBbWN52WRrAMA/IVkvQ12hbwmgcq6ZVnOeSTrAAB0Pssezu62ss4weACAz5Cst8FOumtq69s8N1Jvyh5FyNZtAAB0PqeyXh+WzARGxTlz1qmsAwD8hWS9DTkuKus1TYbKU1kHAKDzOcm6lFh1nWQdAOBTJOtt2FVZN9s8107oszMCyswgtAAAdLrMJnu5J5Sss8AcAMCfyCjbYFfWqxMYBu9s25ZFWAEASAkjIMuukieyyBwLzAEAfIqssg12ZT2Rrdt2bdvGjngAAKSMm0XmnAXmSNYBAP5Cst6GXZX1tpN1Z9s2FpcDACB17MS7trrtc50566wGDwDwF5L1Njhz1hNZYK7OHgZPsg4AQMo4w+DdJOtU1gEA/kKy3oZdC8wlshp8w7z2XCrrAACkjjMMPoFk3a6+s8AcAMBnSNbb4GrrtsZz2LYNAIAUorIOAOgCSNbb4K6y3rC9G3PWAQBIIRaYAwB0ASTrbch1UVm3t3ejsg4AQApld2v4b20CW7exwBwAwKdI1tsQclFZ37V1G8k6AAAp46qybs9Z79Zx7QEAIAkk623ITWLrNlaDBwAghdzMWa+lsg4A8CeS9TbYiXfYzQJzVNYBAEgdVwvMMWcdAOBPJOttyHFRWbeHyudSWQcAIHXsKnltIsl647x2knUAgM+QrLfBTrxdbd1GZR0AgJSxnMq6m9XgGQYPAPAXkvU2hNzss15Lsg4AQMolOgzeslhgDgDgWyTrbbAXmKutNxU1rVbPdSrrDIMHACB1shNM1ptW3qmsAwB8xhfJ+uLFizVq1Cjl5eUpLy9PRUVFevHFF1PdLEmxiXdb1XVnzjqVdQAAUsfZus1Nss6cdQCAv/giWR88eLBuvvlmrVu3TmvXrtUJJ5ygM844Qx9++GGqm6ZgZkCG0fB9dW19q+eydRsAAD5gJ95tLTBnLy6XEZQC9N0AAH/JTHUDJOm0006Lefx///d/Wrx4sd544w0ddNBBKWpVA8MwlJOVoeraqMK1ZqvnhhkGDwBA6iW6wByLywEAfMwXyXpT0WhUTz/9tKqqqlRUVBT3nEgkokgk4jyuqKiQJJmmKdNsPaFOlGmasixLpmk6yfrOSF2r97cr76GsgGft6AqaxhLtQyy9Qyy9Qyy94zaWxLwFzjD4qtbPq218nsXlAAA+5Jtk/f3331dRUZHC4bC6d++u5557TgceeGDcc4uLi7Vw4cJmx8vKyhQOhz1pj2maKi8vl2VZsqegf7Vtu/oEWv6UvjrSkKxXV+5QaWmkxfP2NE1jGQj4YuZF2iKW3iGW3iGW3nEby8rKyk5oVRqisg4A6AJ8k6yPGDFC69evV3l5uZ555hnNmDFDK1eujJuwz5s3T3PnznUeV1RUaMiQIcrPz1deXp4n7TFNU4ZhKD8/X91DG6SKWuV0z1NBQd8WrwlHG1aLH1xYoIJedPy2prHkjXz7EEvvEEvvEEvvuI1lKBTqhFalIdfJOovLAQD8xzfJenZ2tvbdd19J0pgxY/TWW2/p7rvv1n333dfs3GAwqGAw2Ox4IBDw9I2iYRgKBALO6u7herPF+0dNS7X1DcMRuwWzeMO6GzuWxKX9iKV3iKV3iKV33MSSeLfA3rqttqphL3V7pdjd2cPkSdYBAD7k217eNM2YeempZK/u3trWbU2fY+s2AABSyE6+ragUrWv5PLuynk2yDgDwH19U1ufNm6cpU6Zor732UmVlpR577DGtWLFCL7/8cqqbJmlX8m1vzRZP023dgpm+/QwEAICur2mlvK5KysyOf14tlXUAgH/5IlkvLS3V9OnTtXXrVvXs2VOjRo3Syy+/rBNPPDHVTZMk5djD4FuprNvbuuVkZchoabgdAADoeBlZUiBTMusbquc5veOfxwJzAAAf80Wy/sADD6S6Ca2yh8G3Wlmva6isMwQeAAAfyMqVIhVSbXXL59RV7zoXAACfYbx2AuwEvKaVZN1+zk7sAQBACjkrwpOsAwDSE8l6AnKy2h4GbyfrVNYBAPABe2h7a9u32VV3FpgDAPgQyXoCcrIbZgu0NgzeXg0+h2QdAIDUy+7W8F97e7Z4nMo6c9YBAP5Dsp6AHBdbt+UwDB4AgNRLpLLuLDDXrePbAwCASyTrCUhkzrpddaeyDgCAD9jz0BNaYI7KOgDAf0jWE5BIZT1MZR0AAP9ggTkAQJojWU+AXS2vrq1v8Rwq6wAA+Eh2Ask6C8wBAHyMZD0BuyrrZovn2EPkqawDAOADzpz11irrNbHnAgDgIyTrCbCr5eEEVoNn6zYAAHzAGQbf2gJzjSvFs8AcAMCHSNYT4AyDr2t5GDyVdQBAulq1apVOO+00DRw4UIZhaOnSpW1es2LFCh1++OEKBoPad999tWTJkg5vpysJLTBHZR0A4F8k6wlwhsHXtjIM3tlnPbNT2gQAgFeqqqo0evRoLVq0KKHzN23apFNOOUXHH3+81q9frzlz5ujiiy/Wyy+/3MEtdcHNAnPZVNYBAP5DZpmAXVu3JVJZ5/MPAEB6mTJliqZMmZLw+ffee6+GDx+u22+/XZJ0wAEH6PXXX9edd96pyZMnd1Qz3XGzwByVdQCAD5FZJqDp1m2WZcU9Z1dlnWHwAICubc2aNZo0aVLMscmTJ2vNmjUpalEcbS0wF62TzLrGc1kNHgDgP1TWE2An4KYlRepNheLMS7e3dWMYPACgqyspKVH//v1jjvXv318VFRWqqalRTk7zSnUkElEkEnEeV1RUSJJM05RptjzNzA3TNGVZVsP9MnMVkGTVVsuKd//ITqdiYWaGJI/a0FXExBLtQiy9Qyy9Qyy94zaWbmJOZpmApsl5uC4aN1m3t3VjgTkAAJorLi7WwoULmx0vKytTOBz25DVM01R5ebksy1JOda16S6qrLtc3paXNzg1UlapAkiVDpV+XS0aFJ23oKprGMhBgIGZ7EEvvEEvvEEvvuI1lZWVlwvcmWU9AVkZAWRmG6qKWauqi6hXnHHs+O1u3AQC6usLCQm3bti3m2LZt25SXlxe3qi5J8+bN09y5c53HFRUVGjJkiPLz85WXl+dJu0zTlGEYys/PV6CyUJKUpXoVFBQ0P/mbnQ3/ze6mgt1GCWC3WPJGvl2IpXeIpXeIpXfcxjIUCiV8b5L1BOVkZaguWq/qFvZat+esx6u6AwDQlRQVFemFF16IObZs2TIVFRW1eE0wGFQwGGx2PBAIePpG0TCMhnsGuzc8rquWEe/+9Q3VfCMrJ/7z2BVL4tNuxNI7xNI7xNI7bmLpJt78yyQox1kRvoVkvXFbNyrrAIB0s3PnTq1fv17r16+X1LA12/r167VlyxZJDVXx6dOnO+dfeuml+uyzz3TNNdfo448/1m9/+1s99dRT+t///d9UND8+Z4G5mvjPO3uss7gcAMCfSNYTlNu4cJxdQd+dPQyeOesAgHSzdu1aHXbYYTrssMMkSXPnztVhhx2m66+/XpK0detWJ3GXpOHDh+v555/XsmXLNHr0aN1+++36/e9/759t2yQpq3Hv9Nqq+M/XNR4nWQcA+BTD4BNkD2+PV1m3LIut2wAAaWvChAktbk0qSUuWLIl7zTvvvNOBrWqnhCvr7LEOAPAnKusJsoe3x5uzHqk3ZTa+xyFZBwDAB7IbK+v1NfG3ZbMr7vZ5AAD4DMl6guzh7eE4w+CbHmMYPAAAPtC0Yl4fp7pOZR0A4HMk6wlyhsHHSdbtantWhqGsDEIKAEDKZTZJwuMNha+rbvgvc9YBAD5FZpmg1obBs20bAAA+EwjsStjjLTJHsg4A8DmS9QS1NgzeXnSObdsAAPCR1haZs49lk6wDAPyJZD1BOU5lvb7Zc85K8FTWAQDwD3vxuLo4lXW72s6cdQCAT5GsJ8hO1mtqm68oa1fWc7LZCQ8AAN9IpLKexWrwAAB/IllPUK6zwFzzyro9jz0ni3ACAOAb9nz02urmzzlz1qmsAwD8iewyQbsq6y1v3cYe6wAA+IidrNe1lqwzZx0A4E++SNaLi4t15JFHqkePHiooKNDUqVP1ySefpLpZMRLZui0ni2HwAAD4RmvD4O1qOwvMAQB8yhfJ+sqVKzVr1iy98cYbWrZsmerq6nTSSSepqirOgjApksjWbVTWAQDwETsRj7fAnDNnnWHwAAB/8kUp+KWXXop5vGTJEhUUFGjdunU69thjU9SqWK1t3WYfy2U1eAAA/MMZBh9vgTl7GDwLzAEA/MkXlfXdlZeXS5L69OmT4pbsktNKZd3ezo3KOgAAPsICcwCANOaLynpTpmlqzpw5Ouqoo3TwwQfHPScSiSgSiTiPKyoqnGtNs/nWasm2w7Is536hzIbPNWpqo81ew07gQ1kBz16/K9k9lkgesfQOsfQOsfSO21gS8zYkssBcNpV1AIA/+S5ZnzVrlj744AO9/vrrLZ5TXFyshQsXNjteVlamcDjsSTtM01R5ebksy1IgEFB4Z8N8t53hWpWWlsac+035zoZrasPNnkPzWCJ5xNI7xNI7xNI7bmNZWVnZCa1KY9mtJOu1VNYBAP7mq2R99uzZ+tvf/qZVq1Zp8ODBLZ43b948zZ0713lcUVGhIUOGKD8/X3l5eZ60xTRNGYah/Px8BQIBVWinpI9VG5UKCgpiT87cKknq1yuv+XNoFkskj1h6h1h6h1h6x20sQ6FQJ7QqjTmrwcerrLPAHADA33yRrFuWpSuuuELPPfecVqxYoeHDh7d6fjAYVDAYbHY8EAh4+kbRMAznnt1CWZIaVn7f/TXsvddzg5m8UW1B01iifYild4ild4ild9zEkni3wV48bvcF5iyLBeYAAL7ni2R91qxZeuyxx/TnP/9ZPXr0UElJiSSpZ8+eysnxxyfe9mrwkXpTUdNSRsBwnnO2bmM1eAAA/MOumu++wFx9WJIVew4AAD7ji4/kFy9erPLyck2YMEEDBgxwvp588slUN83RNBHfffs2Z+s2VoMHAMA/Wlpgrmml3T4HAACf8UVl3bKsVDehTaGsXZ9rVNdG1S2YGfNYkkIk6wAA+EdLC8zVNiwaq4xsKcMXb4UAAGjGF5X1dGAYhlNd372ybg+Dz2UYPAAA/uEsMLfbnHVncTmq6gAA/yJZd8Ee5m5X0m32AnM5VNYBAPAPe/E4u5Juq2t8TLIOAPAxknUXQo2V85oWKussMAcAgI+0WVlncTkAgH+RrLuwq7JeH3O8mso6AAD+k21v3bb7nPXGx9lU1gEA/kWy7oKdjDedsx41LdXWmw3PU1kHAMA/nMr67qvB23usk6wDAPyLZN0FZxh8rekca5q452azoiwAAL5hJ+tmvRSt23WcBeYAAGmAZN2FeMPgmy42F8wknAAA+Ia9wJwUu8gcC8wBANIA2aUL8bZuCzdZXC4QMFLSLgAAEEdGlmQ0TlFrusic/T1z1gEAPkay7kJOnK3bWFwOAACfMoz4i8zZC8yxGjwAwMdI1l3IibN1G9u2AQDgY/EWmWOBOQBAGiBZd8Ges14TU1lvmL9OZR0AAB+yE/JaknUAQHohWXchXmU9TGUdAAD/shNyKusAgDRDsu5CKE5l3d7Gjco6AAA+5AyDZ4E5AEB6IVl3Ibexel5dF2cYPJV1AAD8JztOZZ0F5gAAaYBk3QW7eh6ubT4MPpfKOgAA/tPqMPhuzc8HAMAnSNZdyMnOlNTC1m1U1gEA8J9WF5ijsg4A8C+SdRda27otRGUdAAD/YYE5AECaIll3Id7Wbfb3uVTWAQDwn9bmrLPAHADAx0jWXQi1UllnNXgAAHyotdXgGQYPAPAxknUX4g6DryVZBwDAt1hgDgCQpkjWXYg3DN7exo0F5gAA6WzRokUaNmyYQqGQxo0bpzfffLPFc5csWSLDMGK+QqFQJ7bWBRaYAwCkKZJ1F+zqeU1dVJZlSdq1jRtbtwEA0tWTTz6puXPnav78+Xr77bc1evRoTZ48WaWlpS1ek5eXp61btzpfn3/+eSe22AVnGHxjgh6tl6K1Dd9nU1kHAPgXyboLdrIeNS3VRk1Ju7ZuC1FZBwCkqTvuuEMzZ87UhRdeqAMPPFD33nuvcnNz9eCDD7Z4jWEYKiwsdL769+/fiS12wU7I7WS96XB4KusAAB8jWXeh6VD3cG1Dsl7DMHgAQBqrra3VunXrNGnSJOdYIBDQpEmTtGbNmhav27lzp4YOHaohQ4bojDPO0IcfftgZzXVv9wXmnIXmDCnTp0P3AQCQlJnqBqSTrIyAsjIM1UUtVdfVq6eydm3dlk0oAQDpZ/v27YpGo80q4/3799fHH38c95oRI0bowQcf1KhRo1ReXq7bbrtN48eP14cffqjBgwfHvSYSiSgSiTiPKyoqJEmmaco0TU9+FtM0ZVlW7P0ycxSQZNVWyTJNKbKz4XFWbsOUtsZpbYgVN5ZICrH0DrH0DrH0jttYuok5GaZLoawM1UXrnSR919ZtDFIAAOwZioqKVFRU5DweP368DjjgAN1333268cYb415TXFyshQsXNjteVlamcDjsSbtM01R5ebksy1Ig0NAvZ++MqI+kaLhS20tLlfn1f9VPkpkRVFkrc/L3dPFiieQQS+8QS+8QS++4jWVlZWXC9yZZdyk3O0OV4XonSd81DJ5QAgDST79+/ZSRkaFt27bFHN+2bZsKCwsTukdWVpYOO+wwbdy4scVz5s2bp7lz5zqPKyoqNGTIEOXn5ysvLy+5xu/GNE0ZhqH8/Pxdb5jqBkmSMsxaFRQUSLVbJEmBUPeGx4grbiyRFGLpHWLpHWLpHbexdLN7ChmmS85e63ZlnX3WAQBpLDs7W2PGjNHy5cs1depUSQ1vPJYvX67Zs2cndI9oNKr3339f3/3ud1s8JxgMKhgMNjseCAQ8faNoGEbsPYMNC8wZddUyAgGpvmHOupGV2/AYLWoWSySNWHqHWHqHWHrHTSzdxJtk3SV71Xd7+za7ss7WbQCAdDV37lzNmDFDRxxxhMaOHau77rpLVVVVuvDCCyVJ06dP16BBg1RcXCxJuuGGG/Sd73xH++67r3bs2KFbb71Vn3/+uS6++OJU/hjxtbTAnL3/OgAAPkWy7pKdlFfXRlUbNRU1GxamYes2AEC6Ovfcc1VWVqbrr79eJSUlOvTQQ/XSSy85i85t2bIlphLw7bffaubMmSopKVHv3r01ZswYrV69WgceeGCqfoSWZTXZus00pbqqxuMk6wAAf/NFsr5q1SrdeuutWrdunbZu3arnnnvOGYrnN/Zw93Bd1Nm+TWLrNgBAeps9e3aLw95XrFgR8/jOO+/UnXfe2Qmt8kDTvdTrw00q6+yxDgDwN19MUKiqqtLo0aO1aNGiVDelTfZCctW1UVXX1UuSMgOGsjN9EUoAANBU0wp6XbVUW93wfTaVdQCAv/misj5lyhRNmTIl1c1IiF1Zr6mN7lpcjqo6AAD+FAhImaHGqnp1w5fEMHgAgO9RDnYpt8kCc7v2WCdZBwDAt+zEvK6GBeYAAGnDF5V1tyKRiCKRiPO4oqJCUsNWM6ZptnSZK6ZpyrKsZvcLZTV8vlEdqVdVpGEYfE5Whmev2xW1FEu4Ryy9Qyy9Qyy94zaWxDxBWblSzTdSbVWTBeaYsw4A8Le0TNaLi4u1cOHCZsfLysoUDoc9eQ3TNFVeXi7LsmJWwDXrGu7/dXmltpY2HM8KWCotLfXkdbuilmIJ94ild4ild4ild9zGsrKyshNa1QU03b7Nrqxnd0tdewAASEBaJuvz5s3T3LlznccVFRUaMmSI8vPzlZeX58lrmKYpwzCUn58f84apX68KSdtkZAYV7NZDktQjJ6iCggJPXrcraimWcI9YeodYeodYesdtLEOhUCe0qguwF5NrusAclXUAgM+lZbIeDAYVDAabHQ8EAp6+UTQMo9k9c7MbQhauNxWpbxh+mJOdwRvUNsSLJZJDLL1DLL1DLL3jJpbEO0FZTZJ1FpgDAKQJXyTrO3fu1MaNG53HmzZt0vr169WnTx/ttddeKWxZc/ZictW19apuXA0+lwXmAADwLzsxryVZBwCkD18k62vXrtXxxx/vPLaHuM+YMUNLlixJUaviy3FWgzedrdtCbN0GAIB/OXPWq5usBs8weACAv/kiWZ8wYYIsy0p1MxJiV9HDtbu2bqOyDgCAj9mLydXV7Kqss8AcAMDnmOzmUsgeBl9X71TWc6isAwDgX00r6ywwBwBIEyTrLjnD4JtU1nOyfTFAAQAAxBN3gTkq6wAAfyNZd8ke8l5TG3UWmKOyDgCAj8VdYI7KOgDA30jWXdq1wFxUYaeyThgBAPAtFpgDAKQhskyXdm3dFlV1bX3jMYbBAwDgW84Cc9VSbVXsMQAAfIpk3SW7sh6pNxkGDwBAOrCr6DXfSrJijwEA4FMk6y7lNqmif1td23iMZB0AAN+yF5Or/rrJsdzUtAUAgASRrLsUzNwVsm92NiTrVNYBAPAxu4pe1ZisB7KkjKzUtQcAgASQrLsUCBgKZTWEbXtVY7JOZR0AAP9ykvWyhv9mU1UHAPgfyXoS7KHwtfWmJCrrAAD4mr2YXDTS8F+GwAMA0gDJehJ2T86prAMA4GO7LybH4nIAgDRAsp6E3ZNzKusAAPhYVrfWHwMA4EMk60mgsg4AQBqhsg4ASEMk60nYPTln6zYAAHxs9wXlWGAOAJAGSNaTsHtlPZRJsg4AgG/tvqAcC8wBANIAyXoSmlbSQ1kBBQJGClsDAABalZEtGU0+WCdZBwCkAZL1JDStrLO4HAAAPmcYsQk6c9YBAGmAZD0JoWySdQAA0krTBJ3KOgAgDZCsJyG3aWWdxeUAAPC/povKscAcACANkKwnoWmCTrIOAEAaiBkGT7IOAPA/kvUkNE3Qc7MyU9gSAACQEJJ1AECaIVlPQtN56iEq6wAA+F/MnHUWmAMA+B/JehJyYyrrJOsAAPhedrf43wMA4FMk60kIscAcAADphco6ACDNkKwnIWYYPJV1AAD8jznrAIA0Q7KehNzszCbfk6wDAOB7JOsAgDRDsp6EnOxdYcuhsg4AgP8xDB4AkGZI1pOQ02S7NuasAwCQBlhgDgCQZkjWk9A0QaeyDgBAGqCyDgBIMyTrSYjZuo3KOgAA/hczZ53KOgDA/3yVrC9atEjDhg1TKBTSuHHj9Oabb6a6SXGxdRsAoKtx2wc//fTTGjlypEKhkA455BC98MILndTSJMUk61TWAQD+55tk/cknn9TcuXM1f/58vf322xo9erQmT56s0tLSVDetGbZuAwB0JW774NWrV2vatGm66KKL9M4772jq1KmaOnWqPvjgg05uuQtNE/TMUOraAQBAgnyTrN9xxx2aOXOmLrzwQh144IG69957lZubqwcffDDVTWsmOzOgzIAhiWHwAID057YPvvvuu3XyySfr6quv1gEHHKAbb7xRhx9+uO65555ObrkL9qJyWblSwDdvfwAAaJEveqva2lqtW7dOkyZNco4FAgFNmjRJa9asSWHLWmZX11lgDgCQzpLpg9esWRNzviRNnjzZt322pF2VdYbAAwDSRGbbp3S87du3KxqNqn///jHH+/fvr48//rjZ+ZFIRJFIxHlcUVEhSTJNU6ZpetIm0zRlWVaL9+vTLVuVkXr1ys3y7DW7qrZiicQRS+8QS+8QS++4jaUXMXfbB0tSSUlJ3PNLSkpafJ2U9905fRSQZOX2k8Xvapv4u/YOsfQOsfQOsfROR/bdvkjW3SouLtbChQubHS8rK1M4HPbkNUzTVHl5uSzLUiDOcLl5E4doy7dhdTerVFpa5clrdlVtxRKJI5beIZbeIZbecRvLysrKTmiVN1Led1t9lXPsjarvs5/qfLgejt/wd+0dYukdYukdYumdjuy7fZGs9+vXTxkZGdq2bVvM8W3btqmwsLDZ+fPmzdPcuXOdxxUVFRoyZIjy8/OVl5fnSZtM05RhGMrPz48b9JMKCjx5nT1BW7FE4oild4ild4ild9zGMhRq/0JpbvtgSSosLHR1vuSPvlv9Z3vyOnsC/q69Qyy9Qyy9Qyy905F9ty+S9ezsbI0ZM0bLly/X1KlTJTX80MuXL9fs2c071mAwqGAw2Ox4IBDw9JfNMAzP77mnIpbeIZbeIZbeIZbecRNLL+Lttg+WpKKiIi1fvlxz5sxxji1btkxFRUUtvg59d/ohlt4hlt4hlt4hlt7pqL7bF8m6JM2dO1czZszQEUccobFjx+quu+5SVVWVLrzwwlQ3DQCALq2tPnj69OkaNGiQiouLJUlXXnmljjvuON1+++065ZRT9MQTT2jt2rW6//77U/ljAADQpfgmWT/33HNVVlam66+/XiUlJTr00EP10ksvNVvABgAAeKutPnjLli0xlYDx48frscce03XXXaef//zn2m+//bR06VIdfPDBqfoRAADocnyTrEvS7NmzWxxyBwAAOk5rffCKFSuaHTv77LN19tlnd3CrAADYczFBAQAAAAAAnyFZBwAAAADAZ0jWAQAAAADwGV/NWU+WZVmSGvZs9YppmqqsrFQoFGI7g3Yilt4hlt4hlt4hlt5xG0u737P7wXRC3+1vxNI7xNI7xNI7xNI7Hdl3d4lkvbKyUpI0ZMiQFLcEAIDOV1lZqZ49e6a6Ga7QdwMA9mSJ9N2GlY4fx+/GNE199dVX6tGjhwzD8OSeFRUVGjJkiL744gvl5eV5cs89FbH0DrH0DrH0DrH0jttYWpalyspKDRw4MO0qI/Td/kYsvUMsvUMsvUMsvdORfXeXqKwHAgENHjy4Q+6dl5fHL7BHiKV3iKV3iKV3iKV33MQy3SrqNvru9EAsvUMsvUMsvUMsvdMRfXd6fQwPAAAAAMAegGQdAAAAAACfIVlvQTAY1Pz58xUMBlPdlLRHLL1DLL1DLL1DLL1DLNuH+HmHWHqHWHqHWHqHWHqnI2PZJRaYAwAAAACgK6GyDgAAAACAz5CsAwAAAADgMyTrAAAAAAD4DMk6AAAAAAA+Q7IOAAAAAIDPkKwDAAAAAOAzJOsAAAAAAPgMyToAAAAAAD5Dsg4AAAAAgM+QrAMAAAAA4DMk6wAAAAAA+AzJOgAAAAAAPkOyDgAAAACAz5CsA4hr8+bNMgxDS5YsSXVTAADo0pYsWSLDMLR27do2z50wYYImTJjgPI7XXy9YsECGYbhqA/0+4D8k64CP2Z23/ZWZmalBgwbpggsu0Jdffpnq5nnmo48+0oIFC7R58+ZUNwUAAMf777+vs846S0OHDlUoFNKgQYN04okn6je/+U3MeTfddJOWLl2amkYC6LIyU90AAG274YYbNHz4cIXDYb3xxhtasmSJXn/9dX3wwQcKhUKpbl67ffTRR1q4cKEmTJigYcOGpbo5AABo9erVOv7447XXXntp5syZKiws1BdffKE33nhDd999t6644grn3JtuuklnnXWWpk6d2uHteuWVV9o857rrrtO1117r6r5Dhw5VTU2NsrKykm0aAI+RrANpYMqUKTriiCMkSRdffLH69eunX/3qV/rLX/6ic845J8Wta66qqkrdunVLdTPi8nPbAAD+8X//93/q2bOn3nrrLfXq1SvmudLS0tQ0SlJ2dnab52RmZioz093bfMMwfFUAoL8GGAYPpKVjjjlGkvTpp5/GHP/444911llnqU+fPgqFQjriiCP0l7/8Jeacb775RldddZUOOeQQde/eXXl5eZoyZYrefffdpNpiD9VfuXKlLr/8chUUFGjw4MGSpM8//1yXX365RowYoZycHPXt21dnn312zHD3JUuW6Oyzz5YkHX/88c6Q/xUrVjjnvPjiizrmmGPUrVs39ejRQ6eccoo+/PDDdrUNAIDWfPrppzrooIOaJeqSVFBQ4HxvGIaqqqr08MMPO33YBRdcICmxfrCp6upq/fjHP1bfvn2Vl5en6dOn69tvv405Z/c56/HsPmf9ggsuiJlW1/RrwYIFkuLPWb/gggvUvXt3ffnll5o6daq6d++u/Px8XXXVVYpGozGv+fXXX+v8889XXl6eevXqpRkzZujdd99NaB58e/vrJ554QmPGjFGPHj2Ul5enQw45RHfffXfC1wN+RWUdSEN2J9+7d2/n2IcffqijjjpKgwYN0rXXXqtu3brpqaee0tSpU/WnP/1JZ555piTps88+09KlS3X22Wdr+PDh2rZtm+677z4dd9xx+uijjzRw4MCk2nT55ZcrPz9f119/vaqqqiRJb731llavXq3vf//7Gjx4sDZv3qzFixdrwoQJ+uijj5Sbm6tjjz1WP/nJT/TrX/9aP//5z3XAAQdIkvPfRx55RDNmzNDkyZP1q1/9StXV1Vq8eLGOPvpovfPOOwkNm4/XNgAAWjN06FCtWbNGH3zwgQ4++OAWz3vkkUd08cUXa+zYsbrkkkskSfvss4+kxPrBpmbPnq1evXppwYIF+uSTT7R48WJ9/vnnWrFihesF45r68Y9/rEmTJsUce+mll/Too4/GfPAQTzQa1eTJkzVu3DjddtttevXVV3X77bdrn3320WWXXSZJMk1Tp512mt58801ddtllGjlypP785z9rxowZrtqZTH+9bNkyTZs2TRMnTtSvfvUrSdK///1v/fOf/9SVV17p6vUB37EA+NZDDz1kSbJeffVVq6yszPriiy+sZ555xsrPz7eCwaD1xRdfOOdOnDjROuSQQ6xwOOwcM03TGj9+vLXffvs5x8LhsBWNRmNeZ9OmTVYwGLRuuOGGmGOSrIceeiihNh599NFWfX19zHPV1dXNzl+zZo0lyfrDH/7gHHv66actSdZrr70Wc25lZaXVq1cva+bMmTHHS0pKrJ49ezY77qZtAAC05pVXXrEyMjKsjIwMq6ioyLrmmmusl19+2aqtrW12brdu3awZM2Y0O55oP2j3V2PGjIm5/y233GJJsv785z87x4477jjruOOOcx7H66/nz59vtfY2f8OGDVbPnj2tE0880ekf491nxowZlqSY9weWZVmHHXaYNWbMGOfxn/70J0uSdddddznHotGodcIJJ7T7vURbrrzySisvL49+Hl0Sw+CBNDBp0iTl5+dryJAhOuuss9StWzf95S9/cYaIffPNN/r73/+uc845R5WVldq+fbu2b9+ur7/+WpMnT9aGDRuc1eODwaACgYY//Wg0qq+//lrdu3fXiBEj9PbbbyfdxpkzZyojIyPmWE5OjvN9XV2dvv76a+27777q1atXQq+1bNky7dixQ9OmTXN+pu3btysjI0Pjxo3Ta6+9lnTbAABozYknnqg1a9bo9NNP17vvvqtbbrlFkydP1qBBg5pNMWuJ237wkksuiVng7bLLLlNmZqZeeOGF9v9AjaqqqnTmmWeqd+/eevzxxxPqHy+99NKYx8ccc4w+++wz5/FLL72krKwszZw50zkWCAQ0a9YsV21Lpr/u1auXqqqqtGzZMlfXAemAYfBAGli0aJH2339/lZeX68EHH9SqVasUDAad5zdu3CjLsvSLX/xCv/jFL+Leo7S0VIMGDZJpmrr77rv129/+Vps2bYqZc9a3b9+k2zh8+PBmx2pqalRcXKyHHnpIX375pSzLcp4rLy9v854bNmyQJJ1wwglxn8/Ly0u6bQAAtOXII4/Us88+q9raWr377rt67rnndOedd+qss87S+vXrdeCBB7Z6vdt+cL/99ot53L17dw0YMMDTrU1nzpypTz/9VKtXr06o3w+FQsrPz4851rt375i59J9//rkGDBjQbFj/vvvu66ptyfTXl19+uZ566ilNmTJFgwYN0kknnaRzzjlHJ598sut7AX5Dsg6kgbFjxzqrwU+dOlVHH320fvCDH+iTTz5R9+7dZZqmJOmqq67S5MmT497D7jBvuukm/eIXv9CPfvQj3XjjjerTp48CgYDmzJnj3CcZTasHtiuuuEIPPfSQ5syZo6KiIvXs2VOGYej73/9+Qq9ln/PII4+osLCw2fOJrnQbr20AACQqOztbRx55pI488kjtv//+uvDCC/X0009r/vz5rV7X3n7Qa3fffbcef/xx/fGPf9Shhx6a0DWdOTItmf66oKBA69ev18svv6wXX3xRL774oh566CFNnz5dDz/8cAe0Eug8JOtAmsnIyFBxcbGOP/543XPPPbr22mu19957S5KysrKaLSCzu2eeeUbHH3+8HnjggZjjO3bsUL9+/Txt6zPPPKMZM2bo9ttvd46Fw2Ht2LEj5ryWFs2xF+gpKCho8+cCAKAz2B+eb9261TnWUj+WaD9o27Bhg44//njn8c6dO7V161Z997vfbXe7//GPf+iqq67SnDlzdN5557X7fk0NHTpUr732mqqrq2Oq6xs3bvT0dVqSnZ2t0047TaeddppM09Tll1+u++67T7/4xS9cV/cBP2HOOpCGJkyYoLFjx+quu+5SOBxWQUGBJkyYoPvuuy/mzYOtrKzM+T4jIyNmGJ4kPf30086cdi/Fe63f/OY3zbZ7sfdR3f3Ny+TJk5WXl6ebbrpJdXV1ze7f9OcCAMBLr732WrM+TJIzf3zEiBHOsW7dusVNwBPtB233339/TH+3ePFi1dfXa8qUKcn8CI6tW7fqnHPO0dFHH61bb721XfeKZ/Lkyaqrq9Pvfvc755hpmlq0aJHnr7W7r7/+OuZxIBDQqFGjJEmRSKTDXx/oSFTWgTR19dVX6+yzz9aSJUt06aWXatGiRTr66KN1yCGHaObMmdp77721bds2rVmzRv/973+dfdRPPfVU3XDDDbrwwgs1fvx4vf/++3r00Ued6ryXTj31VD3yyCPq2bOnDjzwQK1Zs0avvvpqszlyhx56qDIyMvSrX/1K5eXlCgaDOuGEE1RQUKDFixfr/PPP1+GHH67vf//7ys/P15YtW/T888/rqKOO0j333ON5uwEAuOKKK1RdXa0zzzxTI0eOVG1trVavXq0nn3xSw4YN04UXXuicO2bMGL366qu64447NHDgQA0fPlzjxo1LuB+01dbWauLEiTrnnHP0ySef6Le//a2OPvponX766e36WX7yk5+orKxM11xzjZ544omY50aNGuUkt8maOnWqxo4dq5/+9KfauHGjRo4cqb/85S/65ptvJLU88sALF198sb755hudcMIJGjx4sD7//HP95je/0aGHHupsAwukK5J1IE1973vf0z777KPbbrtNM2fO1IEHHqi1a9dq4cKFWrJkib7++msVFBTosMMO0/XXX+9c9/Of/1xVVVV67LHH9OSTT+rwww/X888/r2uvvdbzNt59993KyMjQo48+qnA4rKOOOkqvvvpqs3n1hYWFuvfee1VcXKyLLrpI0WhUr732mgoKCvSDH/xAAwcO1M0336xbb71VkUhEgwYN0jHHHBPzRgkAAC/ddtttevrpp/XCCy/o/vvvV21trfbaay9dfvnluu6669SrVy/n3DvuuEOXXHKJrrvuOtXU1GjGjBkaN25cwv2g7Z577tGjjz6q66+/XnV1dZo2bZp+/etftzvZLSsrUzQa1dy5c5s9N3/+/HYn6xkZGXr++ed15ZVX6uGHH1YgENCZZ56p+fPn66ijjlIoFGrX/Vvzwx/+UPfff79++9vfaseOHSosLNS5556rBQsWOLvfAOnKsOKN7wEAAACAdli6dKnOPPNMvf766zrqqKNS3Rwg7ZCsAwAAAGiXmpqamNXco9GoTjrpJK1du1YlJSXszAIkgWHwAAAAANrliiuuUE1NjYqKihSJRPTss89q9erVuummm5JK1KPRaJsLyXbv3l3du3dPtsmA71FZBwAAANAujz32mG6//XZt3LhR4XBY++67ry677DLNnj07qftt3rxZw4cPb/Wc+fPna8GCBUndH0gHJOsAAAAAfCUcDuv1119v9Zy99967Q3azAfyCZB0AAAAAAJ9hPwMAAAAAAHymSywwZ5qmvvrqK/Xo0aPd+1ACAJAuLMtSZWWlBg4cmHb7CdN3AwD2RG767i6RrH/11VcaMmRIqpsBAEBKfPHFFxo8eHCqm+EKfTcAYE+WSN/dJZL1Hj16SGr4gfPy8jy5p2maKisrU35+ftpVK/yGWHqHWHqHWHqHWHrHbSwrKio0ZMgQpx9MJ/Td/kYsvUMsvUMsvUMsvdORfXeXSNbt4XN5eXmedvjhcFh5eXn8ArcTsfQOsfQOsfQOsfROsrFMx2Hk9N3+Riy9Qyy9Qyy9Qyy905F9N/8yAAAAAAD4DMk6AAAAAAA+Q7IOAAAAAIDPkKwDAAAAAOAzJOsAAAAAAPgMyToAAAAAAD7TJbZu89r7Ze/r0lcvVZ/sPvrzmX9O6h7/+O8/dP3q6xWuD3vcuvRkWqYCBp8NeYFYeodYeodYuvPcGc+psFthqpvRpZT95h598/DDyj79dOm6/5fUPbbdeqt2PPW0ZFkety49mZal8jTcFtCPiKV3iKV3iGXigiNHaNgf/9jpr0uyHkdGIEMVtRXKNrKTvsfyLcu1vWa7h60CAHQVFsmg9yxT5s6dsqqrk75F+bPPyays9LBR6c9MdQO6EGLpHWLpHWKZGLMdfUt7kKzHEcoMSZLC0eSr4tX1Df+gFx9ysabuO9WLZqUt0zT19ddfq2/fvgoEqLy1B7H0DrH0DrF0r19uv1Q3ocsxQjmSJCucfN9t1tRIkvZaskRZhf09aVe6Mk1LX3/ztfr26atAgMpbexBL7xBL7xBLd4zs5Iu47UGyHkduZq4kKRKNJH0Pe/j7gG4DNDRvqCftSlemaSonnKOCvALeyLcTsfQOsfQOsYQfBHIak/VIcsm6ZZpOoh/cdx9l9tuzP1AxTVMZuTnKLuDvur2IpXeIpXeIZXrgXyaOUEZDZb3OqlO9WZ/UPWrqGz6dz8nM8axdAAAgvkBOQ9+tcHIftDetyNuJPwAAqUSyHkdO1q5OOtkF4uzrSNYBAOh4Rk77hsGbTa4zQiFP2gQAQHuQrMeRHciWoYa5G8nOW7evI1kHAKDjBdqZrFuN89WNYFBGRoZn7QIAIFkk63EYhuEsMmcPZ3fLvs6+DwAA6DiBxmp40pX1xmQ9QFUdAOATJOstsCviyQ6DZ846AACdxx4Gr0hyc9bNmob+3sjN9apJAAC0C8l6C+xF5qisAwDgf84w+Jrk+m2zpmHLVSrrAAC/IFlvgV0RTzZZdxaYy6CyDgBAR9u1dVv7VoM3ckjWAQD+QLLeArsinswCc/VmverMOkkMgwcAoDMYocb+NhyWZVmurzerG+es5zAMHgDgDyTrLWhPZb3pPHeGwQMA0PECuY3JumnKqqtzfb0ZZoE5AIC/kKy3oD0LzNnVeEOGghlBT9sFAACaa5pkJzNv3R4G7yT9AACkGMl6C9pTWa+p27W4nGEYnrYLAAA0Z2RlSZmZknZtw+aGPQzeGU4PAECKkay3wF4NPpk56zVRtm0DAKCzOYvMJbHXujMMPoe+GwDgDyTrLbDnmidVWWePdQAAOp3ROBTerpK7YQ+dD7AaPADAJ1wn66tWrdJpp52mgQMHyjAMLV26NOb5Cy64QIZhxHydfPLJbd530aJFGjZsmEKhkMaNG6c333zTbdM81a45643X2NV5AABSZU/pt6VdVXG7Su6GWdO43gzD4AEAPuE6Wa+qqtLo0aO1aNGiFs85+eSTtXXrVufr8ccfb/WeTz75pObOnav58+fr7bff1ujRozV58mSVlpa6bZ5nnK3bkkjWqawDAPxiT+m3pV1V8aSGwddUN96DvhsA4A+Zbi+YMmWKpkyZ0uo5wWBQhYWFCd/zjjvu0MyZM3XhhRdKku699149//zzevDBB3Xttde6baInvNi6jW3bAACptqf025JkNO6Rntww+MbV4BkGDwDwCdfJeiJWrFihgoIC9e7dWyeccIJ++ctfqm/fvnHPra2t1bp16zRv3jznWCAQ0KRJk7RmzZq410QiEUUiEedxRUWFJMk0TZmm6cnPEAw0bLlWU1/j+p7VdQ2fzudk5njWnnRmmqYsyyIWHiCW3iGW3iGW3nEbS69i3tH9ttQ5fbcRaui7ozXVru/prCAfCvG7LP6uvUQsvUMsvUMsvdORfbfnyfrJJ5+s733vexo+fLg+/fRT/fznP9eUKVO0Zs0aZWRkNDt/+/btikaj6t+/f8zx/v376+OPP477GsXFxVq4cGGz42VlZQonMfQtnrrqOklSeXW562F9pd82nl+vlA8J9APTNFVeXi7LshQIsKZhexBL7xBL7xBL77iNZWVlZbtfszP6bamT+u5AQ3srtpWq1mX/Gy4vlyRV1ta6vrYr4u/aO8TSO8TSO8TSOx3Zd3uerH//+993vj/kkEM0atQo7bPPPlqxYoUmTpzoyWvMmzdPc+fOdR5XVFRoyJAhys/PV15enievUbCzQJJkZpgqKChwdW1WWZYkqXe33q6v7YpM05RhGMrPz+d/Bu1ELL1DLL1DLL3jNpahUPuHbHdGvy11Tt9d17OndkrqlpWlvi773xrTVL2kXv0L1YO+m79rDxFL7xBL7xBL73Rk390hw+Cb2nvvvdWvXz9t3Lgxbqffr18/ZWRkaNu2bTHHt23b1uL8uWAwqGAw2Ox4IBDw7JctJ2vXnHW397T3Zs/JyuGXv5FhGJ7+++zJiKV3iKV3iKV33MSyI+LdEf221Dl9d4a9OFw47Pqe9tZtGbm5/B434u/aO8TSO8TSO8TSOx3Vd3f4v8x///tfff311xowYEDc57OzszVmzBgtX77cOWaappYvX66ioqKObl6L2LoNALAnStd+W5KM9mzdFmafdQCAv7hO1nfu3Kn169dr/fr1kqRNmzZp/fr12rJli3bu3Kmrr75ab7zxhjZv3qzly5frjDPO0L777qvJkyc795g4caLuuece5/HcuXP1u9/9Tg8//LD+/e9/67LLLlNVVZWzymwqOMl6tB1bt2Wx/QsAILX2lH5bat/WbVa1nazTdwMA/MH1MPi1a9fq+OOPdx7b889mzJihxYsX67333tPDDz+sHTt2aODAgTrppJN04403xgx9+/TTT7V9+3bn8bnnnquysjJdf/31Kikp0aGHHqqXXnqp2eI1nak9W7fZ11BZBwCk2p7Sb0tNKutJbN1mNib4RohkHQDgD66T9QkTJsiyrBaff/nll9u8x+bNm5sdmz17tmbPnu22OR3G3iO9PcPg7YQfAIBU2VP6bUkKNCbayVTW7WQ9kEvfDQDwB1YTaEHTynprb3LicYbBk6wDANBp7CHszp7pCbLq6qS6hi1bAx6ssA8AgBdI1ltgD2G3ZKnWrHV1rbMaPMk6AACdxmics+52gTmzSSXeyM31tE0AACSLZL0F9jB4Saqpc9fp2+c3vQcAAOhYdlXccjln3ZnjHgjIyMryulkAACSFZL0FmYFMZRkNHbbbFeHt80nWAQDoPEZOQ1XcdDln3bK3bQuFZBiG5+0CACAZJOutCGY0rIRbXV/t6jrmrAMA0Pmcrdtczlm357gzBB4A4Cck662w5627XRGerdsAAOh8yS4wZ5/P4nIAAD8hWW+FXVl3m6zb5+dm8gk9AACdxbDnrLseBt+4bVsOI+IAAP5Bst4KuzJuV8oTYVnWrso6c9YBAOg0AXvOerLD4EnWAQA+QrLeimQq67VmrSw17MvOnHUAADqPvXWbFYnIMs2Er3OGwZOsAwB8hGS9FXZl3c0Cc023eQtmBj1vEwAAiK/pnHM3i8xZzFkHAPgQyXornAXmXGzdZp+bGchUVoC9WgEA6CxGk2TbzfZtZk3DuQyDBwD4Ccl6K4KBhsp402p5W+wqPEPgAQDoXEYgIAUb+m4389YZBg8A8COS9VYkVVlvnN+ek0GHDwBAZ3NWhHczDD5sJ+sMgwcA+AfJeiuSWWDOXgk+J4tkHQCAzmYn666GwVezGjwAwH9I1luRzNZtdmJvXwsAADqRnaxXuxgGb1fWQyTrAAD/IFlvRXuSdeasAwDQ+YzGOev20PZEWI0LzAVy6bsBAP5Bst4Kexi8m2TdXmAulEllHQCAzuYMg09igTmDrdsAAD5Cst4KZ4E5F3PW7cXoSNYBAEgBJ1l3MWedYfAAAB8iWW9FMpV1e5s3hsEDAND5jJC9dVt1wtdYjfPbGQYPAPATkvVWJLV1W5Q56wAApMqurdvcVNbDMdcCAOAHrpP1VatW6bTTTtPAgQNlGIaWLl3qPFdXV6ef/exnOuSQQ9StWzcNHDhQ06dP11dffdXqPRcsWCDDMGK+Ro4c6fqH8Voo4H4YvLN1G8k6AMAH9qR+W5IUtLducz9nPZCT2yFNAgAgGa6T9aqqKo0ePVqLFi1q9lx1dbXefvtt/eIXv9Dbb7+tZ599Vp988olOP/30Nu970EEHaevWrc7X66+/7rZpnrPnnbN1GwAgXe1J/bYkGTl2Zd3NavB2sk7fDQDwj0y3F0yZMkVTpkyJ+1zPnj21bNmymGP33HOPxo4dqy1btmivvfZquSGZmSosLHTbnA4VDCQxZ53KOgDAR/akfluSjGAyC8w1DoPPoe8GAPiH62TdrfLychmGoV69erV63oYNGzRw4ECFQiEVFRWpuLi4xTcJkUhEkUjEeVxRUSFJMk1Tpml60m7TNGMWmEv0vvYCc8GMoGdtSXemacqyLOLhAWLpHWLpHWLpHbex7IiYd0S/LXVe363GBeai1dWJx9Guwgfpu238XXuHWHqHWHqHWHqnI/vuDk3Ww+Gwfvazn2natGnKy8tr8bxx48ZpyZIlGjFihLZu3aqFCxfqmGOO0QcffKAePXo0O7+4uFgLFy5sdrysrEzhcOKfpLfGNE3V7qyV1JCsl5aWJnRdeXW5JKmupi7ha7o60zRVXl4uy7IUCLCmYXsQS+8QS+8QS++4jWVlZaWnr99R/bbUeX132LQkSTU7diTUD1uW5QyD/2ZnlQL03ZL4u/YSsfQOsfQOsfROR/bdHZas19XV6ZxzzpFlWVq8eHGr5zYdnjdq1CiNGzdOQ4cO1VNPPaWLLrqo2fnz5s3T3LlznccVFRUaMmSI8vPzW31z4YZpmqqoa/jUv86sU99+fZURyGjzumhGVJJU0LtABQUFnrQl3ZmmKcMwlJ+fz/8M2olYeodYeodYesdtLEMerl7ekf221Hl9d23vXqqRlG2ZCfXDZk2NdjR+X7DXEAW6dfOkLemOv2vvEEvvEEvvEEvvdGTf3SHJut3hf/755/r73//uuhPu1auX9t9/f23cuDHu88FgUMFgsNnxQCDg6S9b03nntVatugXa7sAj0YYhfrlZufziN2EYhuf/PnsqYukdYukdYukdN7H0Kt4d3W9Lndd3BxrnnVvhSEL3NWtrne8zcnNl8Dvs4O/aO8TSO8TSO8TSOx3Vd3v+L2N3+Bs2bNCrr76qvn37ur7Hzp079emnn2rAgAFeN8+V7EC2DBmSEl9kjgXmAADppCv125Kkxg8EEl0N3qquliQZ2dkyMtoeQQcAQGdxnazv3LlT69ev1/r16yVJmzZt0vr167VlyxbV1dXprLPO0tq1a/Xoo48qGo2qpKREJSUlqm3yyfXEiRN1zz33OI+vuuoqrVy5Ups3b9bq1at15plnKiMjQ9OmTWv/T9gOhmG43r6NrdsAAH6yJ/XbkmSEGj4sNxNM1lkJHgDgV66Hwa9du1bHH3+889iefzZjxgwtWLBAf/nLXyRJhx56aMx1r732miZMmCBJ+vTTT7V9+3bnuf/+97+aNm2avv76a+Xn5+voo4/WG2+8ofz8fLfN81woI6Sa+honCW+LU1nPotMHAKTentZvG42rwZsJLlpnb/EWIFkHAPiM62R9woQJsiyrxedbe862efPmmMdPPPGE22Z0mpzMHH0b+db9MPgMOn0AQOrtaf22QvY+69UJnW41nhfwcLE+AAC8wGoCbbCHwSdaWXeGwWfS6QMA0NmMxqTbqkmwss4weACAT5Gst8FeKC6RynrUjKrWrI25DgAAdB6jcYE5s6YmoVEDZnVD/84weACA35Cst8FJ1qNtJ+vh6K5P8amsAwCQAo0LzCkalerq2jzdCjcm6wyDBwD4DMl6G+xV3RMZBt+0+s5q8AAAdD57gTkpsUXm7FXjjVwq6wAAfyFZb4ObYfBN91g3DKND2wUAAJozsrKkzIb1cxPZvs1ZDT5Esg4A8BeS9Ta4WWDOPof56gAApE7AWWSu7WTdGQbPnHUAgM+QrLchmco6Q+ABAEgde2X3hCrrjQvMGTn03QAAfyFZb0MylXUWlwMAIHUCzl7rCcxZDzMMHgDgTyTrbbCr5NX11W2e23TOOgAASI1dlfW2+277nAALzAEAfIZkvQ124p3QavCN27tRWQcAIHXs+edWAqvBW43Vd4Ot2wAAPkOy3gZnGHw0gWS9jso6AACp5moYfI29wFxuh7YJAAC3SNbb4GaBOTuhJ1kHACB17D3TExkGv2s1eCrrAAB/IVlvgz1nna3bAABID/ZicVZClfXGYfBs3QYA8BmS9TawdRsAAOkl4GbrNnsYPKvBAwB8hmS9Da6GwVNZBwAg5ezF4sxw2323ZSfrrAYPAPAZkvU22AvMJZKs29u7sRo8AACpY88/t6oTr6yzGjwAwG9I1tvgZus2+xySdQAAUsfZZz2BrdvscwLMWQcA+AzJehucBeYS2bqtnq3bAABINWeBuQSGwe/auo2+GwDgLyTrbWg6Z92yrFbPZes2AABSz9m6rY1h8FZdnVRX13ANw+ABAD7jOllftWqVTjvtNA0cOFCGYWjp0qUxz1uWpeuvv14DBgxQTk6OJk2apA0bNrR530WLFmnYsGEKhUIaN26c3nzzTbdN6xD2kHbTMlVn1rV6LgvMAQD8Zk/rtyUp4Cww1/qoODMS2XVNbm6HtgkAALdcJ+tVVVUaPXq0Fi1aFPf5W265Rb/+9a9177336l//+pe6deumyZMnK9xKh/nkk09q7ty5mj9/vt5++22NHj1akydPVmlpqdvmea7p/PO2Fplj6zYAgN/saf221HTrtupWzzOrG583DBnZ2R3dLAAAXHGdrE+ZMkW//OUvdeaZZzZ7zrIs3XXXXbruuut0xhlnaNSoUfrDH/6gr776qtkn+U3dcccdmjlzpi688EIdeOCBuvfee5Wbm6sHH3zQbfM8lxXIUmYgU1LiyXpOFpV1AIA/7Gn9tiQZ9pz1mtYr61aTxeUMw+jwdgEA4Ianc9Y3bdqkkpISTZo0yTnWs2dPjRs3TmvWrIl7TW1trdatWxdzTSAQ0KRJk1q8prMlutc6lXUAQDrpqv22vWe6vXhcS5xt21hcDgDgQ5le3qykpESS1L9//5jj/fv3d57b3fbt2xWNRuNe8/HHH8e9JhKJKNJknllFRYUkyTRNmaaZdPubMk1TlmXJNE2FMkKqVKWq66pbvb89Zz0YCHrWjq6gaSzRPsTSO8TSO8TSO25j2d6Yd1a/LXVu363sYMPjmppW7x1tHAYfCIX4/d0Nf9feIZbeIZbeIZbe6ci+29NkvbMUFxdr4cKFzY6XlZW1OsfODdM0VV5eLsuylGVkSZK2lm1V3/q+LV5TXdfQ6VeXV6u03h/z9vygaSwDATYgaA9i6R1i6R1i6R23saysrOyEVnmjM/vu+sYkPFpd3eo8+rqvvmo4LyvLN/Pt/YK/a+8QS+8QS+8QS+90ZN/tabJeWFgoSdq2bZsGDBjgHN+2bZsOPfTQuNf069dPGRkZ2rZtW8zxbdu2Offb3bx58zR37lzncUVFhYYMGaL8/Hzl5eW186doYJqmDMNQfn6+egR7SNVSqEdIBQUFcc+3LEsRs6FiMKj/IBXkxj9vT9Q0lvzPoH2IpXeIpXeIpXfcxjLUzu3GOqvfljq37+6Vm6udkhSJtNhvS9LOUEg7JWX36N7qeXsi/q69Qyy9Qyy9Qyy905F9t6fJ+vDhw1VYWKjly5c7nXxFRYX+9a9/6bLLLot7TXZ2tsaMGaPly5dr6tSpkhp+4OXLl2v27NlxrwkGgwoGg82OBwIBT3/ZDMNQIBBwVoSPmJEW718brZVpNQxp6JbdjV/63dixJC7tRyy9Qyy9Qyy94yaW7Y13Z/XbUuf23RmN27BZ4bAMSUZL928clh/IyeV3Nw7+rr1DLL1DLL1DLL3TUX2362R9586d2rhxo/N406ZNWr9+vfr06aO99tpLc+bM0S9/+Uvtt99+Gj58uH7xi19o4MCBTocuSRMnTtSZZ57pdOpz587VjBkzdMQRR2js2LG66667VFVVpQsvvNBt8zpEIgvMNX2u6XZvAACk0p7YbweaLBhnhcMyWthDfdcCc/TbAAD/cZ2sr127Vscff7zz2B7SNmPGDC1ZskTXXHONqqqqdMkll2jHjh06+uij9dJLL8WU+z/99FNt377deXzuueeqrKxM119/vUpKSnTooYfqpZdearZ4TarYybe9gFw8drKeGchUViCrU9oFAEBb9sR+22jSdjMcVqDFZN3eui3+8wAApJLrZH3ChAkNK622wDAM3XDDDbrhhhtaPGfz5s3Njs2ePbvV4XOp5KaynpPB9i8AAP/YE/ttIxCQEQrJCodlVtdIfeKfZ9bsWg0eAAC/YYJCAuxkvbXKuv0cQ+ABAEg9OwG3wi1/0G41VtYZBg8A8COS9QSEMho68YQq65lU1gEASDWjcd66PdQ9HnvOOsPgAQB+RLKegESGwVNZBwDAPwJOsl7d4jlmY9WdYfAAAD8iWU+As8BctJUF5qJU1gEA8Itdw+Bb7rvtYfCBXPpuAID/kKwnwM0Cc1TWAQBIPaMxATerW+67na3bQiTrAAD/IVlPgJsF5qisAwCQeoHGBNxsZYE5Zxh8Dn03AMB/SNYTwNZtAACkFzsBt2paWQ2+2k7WGRUHAPAfkvUEOHPW2boNAIC0YG/H1upq8I3z2RkGDwDwI5L1BLB1GwAA6SWhYfCNK8WzwBwAwI9I1hPAAnMAAKSXhIbB26vBs3UbAMCHSNYT4Cww18rWbfZzVNYBAEg9V8Pgc3I7pU0AALhBsp4AVwvMkawDAJBygcYE3B7qHo+9dRsLzAEA/IhkPQFuFpgjWQcAIPXsBNxqobJuWZYzRJ6t2wAAfkSyngA7AY9EI4qa0bjnMGcdAAD/MBoTcLOFOetWJCJZVsy5AAD4Ccl6Apom4JFoJO45ztZtGSTrAACkWlurwTdN4llgDgDgRyTrCQhmBJ3vq+vjz31jzjoAAP7hDIOvbqGy3pisG1lZMjIzO61dAAAkimQ9AQEjsGtF+BbmrTMMHgAA/3CGwYfj99u7VoLnQ3YAgD+RrCfIHt7eUrJub92Wm8n2LwAApFogJ7Fh8CwuBwDwK5L1BLW1fRuVdQAA/MNOwtsaBs98dQCAX5GsJ8jZvi3aQmWdrdsAAPANozEJb3EYfOOWbkYuI+IAAP7kebI+bNgwGYbR7GvWrFlxz1+yZEmzc0M+/JS7tcp61Iw6q8RTWQcApJuu2HcHGpPwlrZuM2saFoylsg4A8CvPlz996623FI3u2ov8gw8+0Iknnqizzz67xWvy8vL0ySefOI8Nw/C6We1mJ+HxkvWm27mxdRsAIN10xb7bScLr62XV1cnIyop53mqsuNurxgMA4DeeJ+v5+fkxj2+++Wbts88+Ou6441q8xjAMFRYWet0UT7VWWW+6nRuVdQBAuumKfXfThePMmhpl7Jasm41z2Y0chsEDAPypQzcWra2t1R//+EfNnTu31U/cd+7cqaFDh8o0TR1++OG66aabdNBBB7V4fiQSUSSyq5pdUVEhSTJNU6ZpetJ20zRlWZZzP7tiXlNX0+w1qmurd51jSablTRu6it1jieQRS+8QS+8QS++4jWVHxLyr9N1GRoaUkSFFo4pWV8vo3j3m3GjjMHgjFOR3Nw7+rr1DLL1DLL1DLL3TkX13hybrS5cu1Y4dO3TBBRe0eM6IESP04IMPatSoUSovL9dtt92m8ePH68MPP9TgwYPjXlNcXKyFCxc2O15WVqZwCwvJuGWapsrLy2VZlgKBgFTfcHz7ju0qLS2NOfernV9JkoKBYLPnECeWSBqx9A6x9A6x9I7bWFZWVnrehi7VdweDUnW1yv77pTJ2O7dm+9eSpIgM+u44+Lv2DrH0DrH0DrH0Tkf23R2arD/wwAOaMmWKBg4c2OI5RUVFKioqch6PHz9eBxxwgO677z7deOONca+ZN2+e5s6d6zyuqKjQkCFDlJ+fr7y8PE/abpqmDMNQfn6+AoGAenfvLUnKCGWooKAg5txtgW2SpNzs3GbPoXkskTxi6R1i6R1i6R23seyIRd26Ut9dkZuraHW1eufmKLRb/1wWCCgsKbd3b/ruOPi79g6x9A6x9A6x9E5H9t0dlqx//vnnevXVV/Xss8+6ui4rK0uHHXaYNm7c2OI5wWBQwWCw2fFAIODpL5thGM497TnrYTPc7DVqzVpJDfPa+WWPr2ks0T7E0jvE0jvE0jtuYul1vLta3x3IyVFUkiKRZq9hRRqq+Rm5ufzetoC/a+8QS+8QS+8QS+90VN/dYf8yDz30kAoKCnTKKae4ui4ajer999/XgAEDOqhlyXEWmKtrvsCcvegci8sBANJZV+u77UXmrDjbt9nHWA0eAOBXHZKsm6aphx56SDNmzFBmZmzxfvr06Zo3b57z+IYbbtArr7yizz77TG+//bZ++MMf6vPPP9fFF1/cEU1Lmp2Ih6PN59U5yTrbtgEA0lRX7LuNxkTcjDMn3qxpOGaEcpo9BwCAH3TIMPhXX31VW7Zs0Y9+9KNmz23ZsiWm9P/tt99q5syZKikpUe/evTVmzBitXr1aBx54YEc0LWmtbd1mH8vJosMHAKSnrth3Bxq3ZbO3aWvKdCrr9N0AAH/qkGT9pJNOkmVZcZ9bsWJFzOM777xTd955Z0c0w1POnPX65p/O28dyMujwAQDpqSv23YHGRXysMMPgAQDph9UEEmQPcW81Wc8kWQcAwC+cYfA1cYbBNw6NN6isAwB8imQ9QYkMg2eBOQAA/MMZBh9ngTmGwQMA/I5kPUF2Il4TjZOsNx6jsg4AgH8kNgyevhsA4E8k6wlqdeu2OirrAAD4TSC3oe9ubYE5VoMHAPgVyXqCnAXm4mzdZh+jsg4AgH/YibgZp7Juz1lngTkAgF+RrCcooa3bSNYBAPANe4i7FWfOulVdHXMOAAB+Q7KeIHuIe7g+3GxrG3s1eHvFeAAAkHotrQZv1dfLqqtrPIdkHQDgTyTrCbKT9agVVb1ZH/McW7cBAOA/gRaGwZvhyK5zSNYBAD5Fsp6gpol4dX11zHNs3QYAgP/YC8xZuy0wZ9U09uOGISMY7OxmAQCQEJL1BGUFspRpZEraVUm3sXUbAAD+YzRu3WYvJmezHxs5OTIMo9PbBQBAIkjWXWhpkTl76zaSdQAA/COQkytp1zZtNnsrN3sfdgAA/Ihk3QVnkbndtm+zHzMMHgAA/7C3Zdt9NXgrTLIOAPA/knUXWqyss3UbAAC+Yy8e16yy3vjYyKXfBgD4F8m6C3blvGmyblkWW7cBAOBD9rZszeas19iVdZJ1AIB/kay70HSvdVu9Wa+oFZUk5WTR6QMA4Bf2MHerpkaWZTnHrcbknW3bAAB+RrLuQrxh8E23ccvJoNMHAMAvmibjVpPqur3AnJHDiDgAgH+RrLtgJ+NNK+v295lGprIyslLSLgAA0JzRZAG5pkPhTXuBucbV4gEA8COSdRfiVdbt71kJHgAAfzEyMmQEg5Ikq3rXSDirhtXgAQD+R7LuQryt29i2DQAA/7IT8pjKek3D9wyDBwD4mefJ+oIFC2QYRszXyJEjW73m6aef1siRIxUKhXTIIYfohRde8LpZnrAr69V1uz6dZ9s2AEC668p9t5HbMNTdnqcuNVkNnmHwAAAf65DK+kEHHaStW7c6X6+//nqL565evVrTpk3TRRddpHfeeUdTp07V1KlT9cEHH3RE09olXmWdYfAAgK6gq/bdzorw4Sbbrjpz1um7AQD+1SHJemZmpgoLC52vfv36tXju3XffrZNPPllXX321DjjgAN144406/PDDdc8993RE09rFrp7HW2COyjoAIJ111b47EGev9V3D4Om7AQD+1SHJ+oYNGzRw4EDtvffeOu+887Rly5YWz12zZo0mTZoUc2zy5Mlas2ZNRzStXVpbYI5t2wAA6ayr9t12Qh53GHyIvhsA4F+ZXt9w3LhxWrJkiUaMGKGtW7dq4cKFOuaYY/TBBx+oR48ezc4vKSlR//79Y471799fJSUlLb5GJBJRJBJxHldUVEiSTNOUaZqe/BymacqyrJj7BQMNK8rW1Nc4x2vqdg2D9+q1u5p4sURyiKV3iKV3iKV33MbSq5h35b7bCDX03dGaaue4nawbIfrulvB37R1i6R1i6R1i6Z2O7Ls9T9anTJnifD9q1CiNGzdOQ4cO1VNPPaWLLrrIk9coLi7WwoULmx0vKytTuMkwt/YwTVPl5eWyLEuBQMMAhLrqOklSeVW5SktLJUmlOxr+a9QbzjHEihdLJIdYeodYeodYesdtLCsrKz153S7ddwcyJEkV20oVaeynI+XlkqTK2lrnGGLxd+0dYukdYukdYumdjuy7PU/Wd9erVy/tv//+2rhxY9znCwsLtW3btphj27ZtU2FhYYv3nDdvnubOnes8rqio0JAhQ5Sfn6+8vDxP2m2apgzDUH5+vhP0gpqChucyTBUUNHyftS1LktSzW0/nGGLFiyWSQyy9Qyy9Qyy94zaWoQ7aJ7wr9d31PXuqTlK3rEz1aeyna6JR1Uvq1b9A3em74+Lv2jvE0jvE0jvE0jsd2Xd3eLK+c+dOffrppzr//PPjPl9UVKTly5drzpw5zrFly5apqKioxXsGg0EFg8FmxwOBgKe/bIZhxNwzN6thi5ea+hrnWE20xnmOX/SW7R5LJI9YeodYeodYesdNLDsq3l2p785o3LrNCoedY/Zq8BnduvE72wr+rr1DLL1DLL1DLL3TUX235/8yV111lVauXKnNmzdr9erVOvPMM5WRkaFp06ZJkqZPn6558+Y551955ZV66aWXdPvtt+vjjz/WggULtHbtWs2ePdvrprVbvK3b7O/Zug0AkK66ct9tb89m1cRZDb6DRiYAAOAFzyvr//3vfzVt2jR9/fXXys/P19FHH6033nhD+fn5kqQtW7bEfJowfvx4PfbYY7ruuuv085//XPvtt5+WLl2qgw8+2OumtVtuZsOn82zdBgDoSrpy323E27qt8ftAY9UdAAA/8jxZf+KJJ1p9fsWKFc2OnX322Tr77LO9born7Oo5W7cBALqSrtx329uzmTXVzjGrurrxOSrrAAD/YoKCC84weCrrAACkhd2HwVuW5VTW7ao7AAB+RLLugp2Qh6NhmVbjPuv1u/ZZBwAA/uIMg2/cW92qrZUa97gNkKwDAHyMZN2FUMauhNyuqJOsAwDgX3ZCbq8Ab9XsmsrGMHgAgJ+RrLvQNCG3k3RnzjrD4AEA8B07WTerG/pru8KurCwZWVmpahYAAG0iWXchYASc6rq9ZZv9X5J1AAD8xwjFrgZvb9tGVR0A4Hck6y4589Ybh8GzwBwAAP4VyG0cBm/PWW8cDs98dQCA35Gsu7T79m3OnPUMPqEHAMBv7Aq6Pfzd/q+RQ78NAPA3knWXdk/Wncp6Fp/QAwDgNy0Og8/JTVmbAABIBMm6S/Zw95r6GpmW6cxZp7IOAID/2MPgd1XWqxuOM2cdAOBzJOsuOQvM1YedqrrEnHUAAPzIScrr6mTV1clqrLAzDB4A4Hck6y7Zw91r6mucofAS+6wDAOBHRu6u4e5mOOxs4cYweACA35Gsu5STsWs1eHsIfDAjqIBBKAEA8BsjK0sKNPTRZk3NrtXgGQYPAPA5MkyXnK3bomG2bQMAwOcMw3C2abPCYWeBOSOXvhsA4G8k6y7Zw92r66t3bdvGEHgAAHzLyNm1yJy90FwgRLIOAPA3knWX7MQ8XB92knUq6wAA+Jc95N1qOgw+h74bAOBvJOsuNd26zamss20bAAC+FWhaWW9cYI7V4AEAfkey7pIzZ72eOesAAKSDXcPgwzIbt25jGDwAwO9I1l2KV1knWQcAwL92VdarZdZUNxxjgTkAgM+RrLtkD3lvWllngTkAAPzLmbMeDsuyV4Nn6zYAgM+RrLvkVNajNc4+61TWAQDwL3ubtphh8Dm5qWwSAABt8jxZLy4u1pFHHqkePXqooKBAU6dO1SeffNLqNUuWLJFhGDFfIZ9+4m1X0Wvqa1RdXx1zDACAdNTV+257fnrMMHgWmAMA+JznyfrKlSs1a9YsvfHGG1q2bJnq6up00kknqaqqqtXr8vLytHXrVufr888/97ppnmCBOQBAV9PV+257zrpVs2sYPFu3AQD8LtPrG7700ksxj5csWaKCggKtW7dOxx57bIvXGYahwsJCr5vjObZuAwB0NV2977a3aTNramTWNG7dxmrwAACf8zxZ3115ebkkqU+fPq2et3PnTg0dOlSmaerwww/XTTfdpIMOOijuuZFIRJFIxHlcUVEhSTJNU6ZpetJu0zRlWVaz+2UHsiU1VNZr6nYl6169blfUUizhHrH0DrH0DrH0jttYdlTMu1rfbQTtZL3aSdYVzOZ3thX8XXuHWHqHWHqHWHqnI/vuDk3WTdPUnDlzdNRRR+nggw9u8bwRI0bowQcf1KhRo1ReXq7bbrtN48eP14cffqjBgwc3O7+4uFgLFy5sdrysrEzhxoVjvGh7eXm5LMtSILBrtkB1VcNct6q6Ku2o2iFJqg/Xq7S01JPX7YpaiiXcI5beIZbeIZbecRvLysrKDmlDV+u7w2ZUklT97bcyqxv68W+qq5VB390i/q69Qyy9Qyy9Qyy905F9d4cm67NmzdIHH3yg119/vdXzioqKVFRU5DweP368DjjgAN1333268cYbm50/b948zZ0713lcUVGhIUOGKD8/X3l5eZ603TRNGYah/Pz8mKBb1ZYkqTZaKyuz4fv8XvkqKCjw5HW7opZiCfeIpXeIpXeIpXfcxrIjFnTrin33t/36qUZSdtRUbV2dJCl/8GBltjFyYE/G37V3iKV3iKV3iKV3OrLv7rBkffbs2frb3/6mVatWxf2EvTVZWVk67LDDtHHjxrjPB4NBBYPBZscDgYCnv2yGYTS7Z7fsbpKkeqtelbUNn4rkZuXyS96GeLFEcoild4ild4ild9zE0ut4d9W+OyO3oe+O7vjWOZbZrRu/r23g79o7xNI7xNI7xNI7HdV3e/4vY1mWZs+ereeee05///vfNXz4cNf3iEajev/99zVgwACvm9duORm7FqT5NtLQ6bN1GwAgnXX1vtvepi36za5k3YjzwQEAAH7ieWV91qxZeuyxx/TnP/9ZPXr0UElJiSSpZ8+eymncJmX69OkaNGiQiouLJUk33HCDvvOd72jffffVjh07dOutt+rzzz/XxRdf7HXz2i0rI0uZRqbqrXrtCO+QxNZtAID01tX7bqPxZ4h++63z2KCSBADwOc+T9cWLF0uSJkyYEHP8oYce0gUXXCBJ2rJlS+xcsm+/1cyZM1VSUqLevXtrzJgxWr16tQ488ECvm+eJUGZIO+t2akdkhySSdQBAeuvqfXegcZu26I4djY8ZEQcA8D/Pk3XLsto8Z8WKFTGP77zzTt15551eN6XD2Mm6pYaflX3WAQDprKv33fYweDX+nPa+6wAA+BljwJKweyWdyjoAAP5lD4O3BXJyU9QSAAASR7KehN0XlGOBOQAA/Cuwe7LOMHgAQBogWU8ClXUAANJHs2Q9h34bAOB/JOtJaLp9m0SyDgCAnxmh2H5692HxAAD4Ecl6Epom5xlGhrICWSlsDQAAaE1gtwXlqKwDANIByXoSms5RD2WGZBhGClsDAABaY2RkyMjOdh7vnrwDAOBHJOtJaJqsMwQeAAD/azr0nWHwAIB0QLKehKYJOnusAwDgf02HvgdCJOsAAP8jWU/C7sPgAQCAvzXdrs1gGDwAIA2QrCehaWU9NzM3hS0BAACJMHKbVNZz6LsBAP5Hsp6Eplu3UVkHAMD/mg59b1plBwDAr0jWk9C0ss4CcwAA+F/MnPVc+m4AgP+RrCeBOesAAKSXpvPUDRaYAwCkAZL1JLB1GwAA6SVmGDyVdQBAGiBZTwJbtwEAkF5it26j7wYA+B/JehKYsw4AQHphGDwAIN2QrCeBZB0AgPTSdLs2hsEDANIByXoSmg59Z4E5AAD8L9Ckss4weABAOiBZT0JOFpV1AADSSdM560aTKjsAAH5Fsp4EKusAAKSXpvPUm1bZAQDwqw5L1hctWqRhw4YpFApp3LhxevPNN1s9/+mnn9bIkSMVCoV0yCGH6IUXXuioprUbc9YBAF1NV+63pdh56k2r7AAA+FWHJOtPPvmk5s6dq/nz5+vtt9/W6NGjNXnyZJWWlsY9f/Xq1Zo2bZouuugivfPOO5o6daqmTp2qDz74oCOa127ssw4A6Eq6er8tSYY9Tz0zU0ZWVmobAwBAAjokWb/jjjs0c+ZMXXjhhTrwwAN17733Kjc3Vw8++GDc8++++26dfPLJuvrqq3XAAQfoxhtv1OGHH6577rmnI5rXbgEjoGBGUBL7rAMA0l9X77clKdA4DJ7F5QAA6SLT6xvW1tZq3bp1mjdvnnMsEAho0qRJWrNmTdxr1qxZo7lz58Ycmzx5spYuXRr3/Egkokgk4jyuqKiQJJmmKdM02/kTyLmXZVkt3i8nM0eRaETBjKBnr9lVtRVLJI5YeodYeodYesdtLL2IeWf025IP+u5Qw4fsRk4Ov6sJ4O/aO8TSO8TSO8TSOx3Zd3uerG/fvl3RaFT9+/ePOd6/f399/PHHca8pKSmJe35JSUnc84uLi7Vw4cJmx8vKyhQOh5NseSzTNFVeXi7LshQINB+AMDJvpD7c8aG6Rbq1OEwQDdqKJRJHLL1DLL1DLL3jNpaVlZXtfs3O6Lel1PfdZl6ejO7dFThgJP12Avi79g6x9A6x9A6x9E5H9t2eJ+udYd68eTGf6FdUVGjIkCHKz89XXl6eJ69hmqYMw1B+fn7coC+evFi10VpWg09AW7FE4oild4ild4ild9zGMpRGQ7pT3ncXFKhg1UoZwaAMw/Dk9boy/q69Qyy9Qyy9Qyy905F9t+fJer9+/ZSRkaFt27bFHN+2bZsKCwvjXlNYWOjq/GAwqGAw2Ox4IBDw9JfNMIwW7xlQQJkZaflZR0q0Fku4Qyy9Qyy9Qyy94yaWXsS7M/ptySd9dy77q7vB37V3iKV3iKV3iKV3Oqrv9vxfJjs7W2PGjNHy5cudY6Zpavny5SoqKop7TVFRUcz5krRs2bIWzwcAAN6g3wYAwJ86pDQ8d+5czZgxQ0cccYTGjh2ru+66S1VVVbrwwgslSdOnT9egQYNUXFwsSbryyit13HHH6fbbb9cpp5yiJ554QmvXrtX999/fEc0DAABN0G8DAOA/HZKsn3vuuSorK9P111+vkpISHXrooXrppZecxWi2bNkSU/4fP368HnvsMV133XX6+c9/rv32209Lly7VwQcf3BHNAwAATdBvAwDgP4ZlWVaqG9FeFRUV6tmzp8rLyz1dpKa0tFQFBQXM42gnYukdYukdYukdYukdt7HsiP6vs9B3+xux9A6x9A6x9A6x9E5H9t38ywAAAAAA4DMk6wAAAAAA+EyX2HvMHslfUVHh2T1N01RlZaVCoRBDQ9qJWHqHWHqHWHqHWHrHbSztfi8dZ7TRd/sbsfQOsfQOsfQOsfROR/bdXSJZr6yslCQNGTIkxS0BAKDzVVZWqmfPnqluhiv03QCAPVkifXeXWGDONE199dVX6tGjhwzD8OSeFRUVGjJkiL744ou0W7THb4ild4ild4ild4ild9zG0rIsVVZWauDAgWlXGaHv9jdi6R1i6R1i6R1i6Z2O7Lu7RGU9EAho8ODBHXLvvLw8foE9Qiy9Qyy9Qyy9Qyy94yaW6VZRt9F3pwdi6R1i6R1i6R1i6Z2O6LvT62N4AAAAAAD2ACTrAAAAAAD4DMl6C4LBoObPn69gMJjqpqQ9YukdYukdYukdYukdYtk+xM87xNI7xNI7xNI7xNI7HRnLLrHAHAAAAAAAXQmVdQAAAAAAfIZkHQAAAAAAnyFZBwAAAADAZ0jWAQAAAADwGZL1OBYtWqRhw4YpFApp3LhxevPNN1PdpLSwatUqnXbaaRo4cKAMw9DSpUtjnrcsS9dff70GDBignJwcTZo0SRs2bEhNY32suLhYRx55pHr06KGCggJNnTpVn3zyScw54XBYs2bNUt++fdW9e3f9z//8j7Zt25aiFvvX4sWLNWrUKOXl5SkvL09FRUV68cUXneeJY/JuvvlmGYahOXPmOMeIZ+IWLFggwzBivkaOHOk8Tyzdo+92j37bO/Td3qHv7jj03clLVb9Nsr6bJ598UnPnztX8+fP19ttva/To0Zo8ebJKS0tT3TTfq6qq0ujRo7Vo0aK4z99yyy369a9/rXvvvVf/+te/1K1bN02ePFnhcLiTW+pvK1eu1KxZs/TGG29o2bJlqqur00knnaSqqirnnP/93//VX//6Vz399NNauXKlvvrqK33ve99LYav9afDgwbr55pu1bt06rV27VieccILOOOMMffjhh5KIY7Leeust3XfffRo1alTMceLpzkEHHaStW7c6X6+//rrzHLF0h747OfTb3qHv9g59d8eg726/lPTbFmKMHTvWmjVrlvM4Go1aAwcOtIqLi1PYqvQjyXruueecx6ZpWoWFhdatt97qHNuxY4cVDAatxx9/PAUtTB+lpaWWJGvlypWWZTXELSsry3r66aedc/79739bkqw1a9akqplpo3fv3tbvf/974pikyspKa7/99rOWLVtmHXfccdaVV15pWRa/l27Nnz/fGj16dNzniKV79N3tR7/tLfpub9F3tw99d/ulqt+mst5EbW2t1q1bp0mTJjnHAoGAJk2apDVr1qSwZelv06ZNKikpiYltz549NW7cOGLbhvLycklSnz59JEnr1q1TXV1dTCxHjhypvfbai1i2IhqN6oknnlBVVZWKioqIY5JmzZqlU045JSZuEr+XydiwYYMGDhyovffeW+edd562bNkiiVi6Rd/dMei324e+2xv03d6g7/ZGKvrtzHZd3cVs375d0WhU/fv3jznev39/ffzxxylqVddQUlIiSXFjaz+H5kzT1Jw5c3TUUUfp4IMPltQQy+zsbPXq1SvmXGIZ3/vvv6+ioiKFw2F1795dzz33nA488ECtX7+eOLr0xBNP6O2339Zbb73V7Dl+L90ZN26clixZohEjRmjr1q1auHChjjnmGH3wwQfE0iX67o5Bv508+u72o+/2Dn23N1LVb5OsAz42a9YsffDBBzFzYuDOiBEjtH79epWXl+uZZ57RjBkztHLlylQ3K+188cUXuvLKK7Vs2TKFQqFUNyftTZkyxfl+1KhRGjdunIYOHaqnnnpKOTk5KWwZgPai724/+m5v0Hd7J1X9NsPgm+jXr58yMjKardy3bds2FRYWpqhVXYMdP2KbuNmzZ+tvf/ubXnvtNQ0ePNg5XlhYqNraWu3YsSPmfGIZX3Z2tvbdd1+NGTNGxcXFGj16tO6++27i6NK6detUWlqqww8/XJmZmcrMzNTKlSv161//WpmZmerfvz/xbIdevXpp//3318aNG/nddIm+u2PQbyeHvtsb9N3eoO/uOJ3Vb5OsN5Gdna0xY8Zo+fLlzjHTNLV8+XIVFRWlsGXpb/jw4SosLIyJbUVFhf71r38R291YlqXZs2frueee09///ncNHz485vkxY8YoKysrJpaffPKJtmzZQiwTYJqmIpEIcXRp4sSJev/997V+/Xrn64gjjtB5553nfE88k7dz5059+umnGjBgAL+bLtF3dwz6bXfouzsWfXdy6Ls7Tqf12+1anq4LeuKJJ6xgMGgtWbLE+uijj6xLLrnE6tWrl1VSUpLqpvleZWWl9c4771jvvPOOJcm64447rHfeecf6/PPPLcuyrJtvvtnq1auX9ec//9l67733rDPOOMMaPny4VVNTk+KW+8tll11m9ezZ01qxYoW1detW56u6uto559JLL7X22msv6+9//7u1du1aq6ioyCoqKkphq/3p2muvtVauXGlt2rTJeu+996xrr73WMgzDeuWVVyzLIo7t1XRFWcsinm789Kc/tVasWGFt2rTJ+uc//2lNmjTJ6tevn1VaWmpZFrF0i747OfTb3qHv9g59d8ei705OqvptkvU4fvOb31h77bWXlZ2dbY0dO9Z64403Ut2ktPDaa69Zkpp9zZgxw7Kshm1gfvGLX1j9+/e3gsGgNXHiROuTTz5JbaN9KF4MJVkPPfSQc05NTY11+eWXW71797Zyc3OtM88809q6dWvqGu1TP/rRj6yhQ4da2dnZVn5+vjVx4kSns7cs4theu3f4xDNx5557rjVgwAArOzvbGjRokHXuuedaGzdudJ4nlu7Rd7tHv+0d+m7v0Hd3LPru5KSq3zYsy7LaV5sHAAAAAABeYs46AAAAAAA+Q7IOAAAAAIDPkKwDAAAAAOAzJOsAAAAAAPgMyToAAAAAAD5Dsg4AAAAAgM+QrAMAAAAA4DMk6wAAAAAA+AzJOgAAAAAAPkOyDgAAAACAz5CsAwAAAADgMyTrAAAAAAD4zP8HPfpDBu8xdUoAAAAASUVORK5CYII=", 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_series(df, title):\n", " if not HAVE_PLT:\n", " print(f\"Skipping plots for '{title}' (matplotlib not available)\")\n", " return\n", " fig, axs = plt.subplots(2, 2, figsize=(10, 6), sharex=True)\n", " axs = axs.ravel()\n", " axs[0].plot(df[\"y\"], label=\"y\"); axs[0].set_title(\"Output y\")\n", " axs[1].plot(df[\"pi\"], label=\"pi\", color=\"tab:orange\"); axs[1].set_title(\"Inflation pi\")\n", " axs[2].plot(df[\"r\"], label=\"r\", color=\"tab:green\"); axs[2].set_title(\"Real rate r\")\n", " axs[3].plot(df[\"r_s\"], label=\"r_s\", color=\"tab:red\"); axs[3].set_title(\"Stabilizing r_s\")\n", " for ax in axs:\n", " ax.grid(True, alpha=0.3)\n", " fig.suptitle(title)\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "plot_series(baseline_df, \"Baseline\")\n", "for name, df in scenario_dfs.items():\n", " plot_series(df, name)\n" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 2 }