diff --git a/PANDAS.ipynb b/PANDAS.ipynb new file mode 100644 index 0000000..5c38303 --- /dev/null +++ b/PANDAS.ipynb @@ -0,0 +1,1128 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "1edeef46", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "561745bf", + "metadata": {}, + "outputs": [], + "source": [ + "coffee = pd.read_csv('./warmup-data\\coffee.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "700bd8ea", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DayCoffee TypeUnits Sold
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" + ], + "text/plain": [ + " Day Coffee Type Units Sold\n", + "0 Monday Espresso 25\n", + "1 Monday Latte 15\n", + "2 Tuesday Espresso 30\n", + "3 Tuesday Latte 20\n", + "4 Wednesday Espresso 35\n", + "5 Wednesday Latte 25\n", + "6 Thursday Espresso 40\n", + "7 Thursday Latte 30\n", + "8 Friday Espresso 45\n", + "9 Friday Latte 35\n", + "10 Saturday Espresso 45\n", + "11 Saturday Latte 35\n", + "12 Sunday Espresso 45\n", + "13 Sunday Latte 35" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "coffee" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1b0a1a2e", + "metadata": {}, + "outputs": [ + { + "ename": "ImportError", + "evalue": "Unable to find a usable engine; tried using: 'pyarrow', 'fastparquet'.\nA suitable version of pyarrow or fastparquet is required for parquet support.\nTrying to import the above resulted in these errors:\n - Missing optional dependency 'pyarrow'. pyarrow is required for parquet support. Use pip or conda to install pyarrow.\n - Missing optional dependency 'fastparquet'. fastparquet is required for parquet support. Use pip or conda to install fastparquet.", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mImportError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[11], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_parquet\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m./data/results.parquet\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\raiha\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\io\\parquet.py:651\u001b[0m, in \u001b[0;36mread_parquet\u001b[1;34m(path, engine, columns, storage_options, use_nullable_dtypes, dtype_backend, filesystem, filters, **kwargs)\u001b[0m\n\u001b[0;32m 498\u001b[0m \u001b[38;5;129m@doc\u001b[39m(storage_options\u001b[38;5;241m=\u001b[39m_shared_docs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstorage_options\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[0;32m 499\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mread_parquet\u001b[39m(\n\u001b[0;32m 500\u001b[0m path: FilePath \u001b[38;5;241m|\u001b[39m ReadBuffer[\u001b[38;5;28mbytes\u001b[39m],\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 508\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m 509\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m DataFrame:\n\u001b[0;32m 510\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 511\u001b[0m \u001b[38;5;124;03m Load a parquet object from the file path, returning a DataFrame.\u001b[39;00m\n\u001b[0;32m 512\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 648\u001b[0m \u001b[38;5;124;03m 1 4 9\u001b[39;00m\n\u001b[0;32m 649\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 651\u001b[0m impl \u001b[38;5;241m=\u001b[39m \u001b[43mget_engine\u001b[49m\u001b[43m(\u001b[49m\u001b[43mengine\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 653\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m use_nullable_dtypes \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m lib\u001b[38;5;241m.\u001b[39mno_default:\n\u001b[0;32m 654\u001b[0m msg \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m 655\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe argument \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124muse_nullable_dtypes\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m is deprecated and will be removed \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 656\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124min a future version.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 657\u001b[0m )\n", + "File \u001b[1;32mc:\\Users\\raiha\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\io\\parquet.py:67\u001b[0m, in \u001b[0;36mget_engine\u001b[1;34m(engine)\u001b[0m\n\u001b[0;32m 64\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mImportError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m 65\u001b[0m error_msgs \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m - \u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mstr\u001b[39m(err)\n\u001b[1;32m---> 67\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mImportError\u001b[39;00m(\n\u001b[0;32m 68\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnable to find a usable engine; \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 69\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtried using: \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpyarrow\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m, \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfastparquet\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 70\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mA suitable version of \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 71\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpyarrow or fastparquet is required for parquet \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 72\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msupport.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 73\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mTrying to import the above resulted in these errors:\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 74\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00merror_msgs\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 75\u001b[0m )\n\u001b[0;32m 77\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m engine \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpyarrow\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m 78\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m PyArrowImpl()\n", + "\u001b[1;31mImportError\u001b[0m: Unable to find a usable engine; tried using: 'pyarrow', 'fastparquet'.\nA suitable version of pyarrow or fastparquet is required for parquet support.\nTrying to import the above resulted in these errors:\n - Missing optional dependency 'pyarrow'. pyarrow is required for parquet support. Use pip or conda to install pyarrow.\n - Missing optional dependency 'fastparquet'. fastparquet is required for parquet support. Use pip or conda to install fastparquet." + ] + } + ], + "source": [ + "results = pd.read_parquet('./data/results.parquet')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "17960c12", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "^C\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "[notice] A new release of pip is available: 23.2.1 -> 25.1.1\n", + "[notice] To update, run: python.exe -m pip install --upgrade pip\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting pyarrow\n", + " Obtaining dependency information for pyarrow from https://files.pythonhosted.org/packages/54/96/46613131b4727f10fd2ffa6d0d6f02efcc09a0e7374eff3b5771548aa95b/pyarrow-20.0.0-cp311-cp311-win_amd64.whl.metadata\n", + " Downloading pyarrow-20.0.0-cp311-cp311-win_amd64.whl.metadata (3.4 kB)\n", + 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pip\n" + ] + } + ], + "source": [ + "pip install pyarrow" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "62467a02", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "results = pd.read_parquet('./data/results.parquet')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "24eb0d92", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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01912.0SummerTennisSingles, Men (Olympic)Jean-François Blanchy1FRANone17.0TrueNone
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31920.0SummerTennisDoubles, Mixed (Olympic)Jean-François Blanchy1FRAJeanne Vaussard8.0TrueNone
41920.0SummerTennisDoubles, Men (Olympic)Jean-François Blanchy1FRAJacques Brugnon4.0FalseNone
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01Jean-François Blanchy1886-12-12BordeauxGirondeFRAFranceNaNNaN1960-10-02
12Arnaud Boetsch1969-04-01MeulanYvelinesFRAFrance183.076.0NaN
23Jean Borotra1898-08-13BiarritzPyrénées-AtlantiquesFRAFrance183.076.01994-07-17
34Jacques Brugnon1895-05-11Paris VIIIeParisFRAFrance168.064.01978-03-20
45Albert Canet1878-04-17WandsworthEnglandGBRFranceNaNNaN1930-07-25
.................................
145495149222Polina Luchnikova2002-01-30SerovSverdlovskRUSROC167.061.0NaN
145496149223Valeriya Merkusheva1999-09-20Moskva (Moscow)MoskvaRUSROC168.065.0NaN
145497149224Yuliya Smirnova1998-05-08KotlasArkhangelskRUSROC163.055.0NaN
145498149225André Foussard1899-05-19NiortDeux-SèvresFRAFrance166.0NaN1986-03-18
145499149814Bill Phillips1913-07-15Dulwich HillNew South WalesAUSAustraliaNaNNaN2003-10-20
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"https://localhost:8080/" + }, + "id": "uQL49meEJHkt", + "outputId": "673f959c-6648-4089-d27d-0f80b5cfcb9c" + }, + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "System:\n", + " python: 3.11.13 (main, Jun 4 2025, 08:57:29) [GCC 11.4.0]\n", + "executable: /usr/bin/python3\n", + " machine: Linux-6.1.123+-x86_64-with-glibc2.35\n", + "\n", + "PyCaret required dependencies:\n", + " pip: 24.1.2\n", + " setuptools: 75.2.0\n", + " pycaret: 3.3.2\n", + " IPython: 7.34.0\n", + " ipywidgets: 7.7.1\n", + " tqdm: 4.67.1\n", + " numpy: 1.26.4\n", + " pandas: 2.1.4\n", + " jinja2: 3.1.6\n", + " scipy: 1.11.4\n", + " joblib: 1.3.2\n", + " sklearn: 1.4.2\n", + " pyod: 2.0.5\n", + " imblearn: 0.13.0\n", + " category_encoders: 2.7.0\n", + " lightgbm: 4.6.0\n", + " numba: 0.60.0\n", + " requests: 2.32.3\n", + " matplotlib: 3.7.5\n", + " scikitplot: 0.3.7\n", + " yellowbrick: 1.5\n", + " plotly: 5.24.1\n", + " plotly-resampler: Not installed\n", + " kaleido: 1.0.0\n", + " schemdraw: 0.15\n", + " statsmodels: 0.14.5\n", + " sktime: 0.26.0\n", + " tbats: 1.1.3\n", + " pmdarima: 2.0.4\n", + " psutil: 5.9.5\n", + " markupsafe: 2.0.1\n", + " pickle5: Not installed\n", + " cloudpickle: 3.1.1\n", + " deprecation: 2.1.0\n", + " xxhash: 3.5.0\n", + " wurlitzer: 3.1.1\n", + "\n", + "PyCaret optional dependencies:\n", + " shap: 0.48.0\n", + " interpret: Not installed\n", + " umap: 0.5.9.post2\n", + " ydata_profiling: Not installed\n", + " explainerdashboard: Not installed\n", + " autoviz: Not installed\n", + " fairlearn: Not installed\n", + " deepchecks: Not installed\n", + " xgboost: 3.0.2\n", + " catboost: Not installed\n", + " kmodes: Not installed\n", + " mlxtend: 0.23.4\n", + " statsforecast: Not installed\n", + " tune_sklearn: Not installed\n", + " ray: Not installed\n", + " hyperopt: 0.2.7\n", + " optuna: Not installed\n", + " skopt: Not installed\n", + " mlflow: Not installed\n", + " gradio: 5.38.2\n", + " fastapi: 0.116.1\n", + " uvicorn: 0.35.0\n", + " m2cgen: Not installed\n", + " evidently: Not installed\n", + " fugue: Not installed\n", + " streamlit: Not installed\n", + " prophet: 1.1.7\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import time\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "from pycaret.datasets import get_data\n", + "from pycaret.time_series import TSForecastingExperiment\n" + ], + "metadata": { + "id": "c6NfHXUsJHiX" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# We want to forecast the next 12 months of data and we will use 3 fold cross-validation to test the models.\n", + "fh = 12 # or alternately fh = np.arange(1,13)\n", + "fold = 3" + ], + "metadata": { + "id": "zzAqU7M4JHfp" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Global Figure Settings for notebook ----\n", + "# Depending on whether you are using jupyter notebook, jupyter lab, Google Colab, you may have to set the renderer appropriately\n", + "# NOTE: Setting to a static renderer here so that the notebook saved size is reduced.\n", + "fig_kwargs = {\n", + " # \"renderer\": \"notebook\",\n", + " \"renderer\": \"png\",\n", + " \"width\": 1000,\n", + " \"height\": 600,\n", + "}" + ], + "metadata": { + "id": "8nHlZuuEJHdA" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# 4. Load your Excel data\n", + "file_path = '15skulist.xlsx' # adjust path as needed\n", + "df = pd.read_excel(file_path, engine='openpyxl')\n", + "df['Months'] = pd.to_datetime(df['Months'])\n", + "df = df.sort_values(['Items', 'Months']).reset_index(drop=True)" + ], + "metadata": { + "id": "hlqSiIF8JHaI" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# 5. Define global forecasting params\n", + "fh = 12 # forecast next 12 months\n", + "fold = 3 # 3-fold CV\n", + "fig_kwargs = {\"renderer\": \"png\", \"width\": 1000, \"height\": 600}\n" + ], + "metadata": { + "id": "4LuGE9LmJHXQ" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8b1b8269", + "outputId": "7c779943-253a-40ac-e444-1a65517992e1" + }, + "source": [ + "import dask\n", + "import sktime\n", + "\n", + "print(f\"dask version: {dask.__version__}\")\n", + "print(f\"sktime version: {sktime.__version__}\")" + ], + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/lib/python3.11/importlib/__init__.py:126: FutureWarning: \n", + "Dask dataframe query planning is disabled because dask-expr is not installed.\n", + "\n", + "You can install it with `pip install dask[dataframe]` or `conda install dask`.\n", + "This will raise in a future version.\n", + "\n", + " return _bootstrap._gcd_import(name[level:], package, level)\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "dask version: 2024.12.1\n", + "sktime version: 0.26.0\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 549 + }, + "id": "7c332a08", + "outputId": "76a57de0-4aa7-4866-b429-135554739163" + }, + "source": [ + "!pip install \"dask<2025.0.0\"" + ], + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting dask<2025.0.0\n", + " Downloading dask-2024.12.1-py3-none-any.whl.metadata (3.7 kB)\n", + "Requirement already satisfied: click>=8.1 in /usr/local/lib/python3.11/dist-packages (from dask<2025.0.0) (8.2.1)\n", + "Requirement already satisfied: cloudpickle>=3.0.0 in /usr/local/lib/python3.11/dist-packages (from dask<2025.0.0) (3.1.1)\n", + "Requirement already satisfied: fsspec>=2021.09.0 in /usr/local/lib/python3.11/dist-packages (from dask<2025.0.0) (2025.3.0)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from dask<2025.0.0) (25.0)\n", + "Requirement already satisfied: partd>=1.4.0 in /usr/local/lib/python3.11/dist-packages (from dask<2025.0.0) (1.4.2)\n", + "Requirement already satisfied: pyyaml>=5.3.1 in /usr/local/lib/python3.11/dist-packages (from dask<2025.0.0) (6.0.2)\n", + "Requirement already satisfied: toolz>=0.10.0 in /usr/local/lib/python3.11/dist-packages (from dask<2025.0.0) (0.12.1)\n", + "Requirement already satisfied: importlib_metadata>=4.13.0 in /usr/local/lib/python3.11/dist-packages (from dask<2025.0.0) (8.7.0)\n", + "Requirement already satisfied: zipp>=3.20 in /usr/local/lib/python3.11/dist-packages (from importlib_metadata>=4.13.0->dask<2025.0.0) (3.23.0)\n", + "Requirement already satisfied: locket in /usr/local/lib/python3.11/dist-packages (from partd>=1.4.0->dask<2025.0.0) (1.0.0)\n", + "Downloading dask-2024.12.1-py3-none-any.whl (1.3 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m32.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hInstalling collected packages: dask\n", + " Attempting uninstall: dask\n", + " Found existing installation: dask 2025.5.0\n", + " Uninstalling dask-2025.5.0:\n", + " Successfully uninstalled dask-2025.5.0\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "rapids-dask-dependency 25.6.0 requires dask==2025.5.0, but you have dask 2024.12.1 which is incompatible.\n", + "cuml-cu12 25.6.0 requires scikit-learn>=1.5, but you have scikit-learn 1.4.2 which is incompatible.\n", + "distributed 2025.5.0 requires dask==2025.5.0, but you have dask 2024.12.1 which is incompatible.\u001b[0m\u001b[31m\n", + "\u001b[0mSuccessfully installed dask-2024.12.1\n" + ] + }, + { + "output_type": "display_data", + "data": { + "application/vnd.colab-display-data+json": { + "pip_warning": { + "packages": [ + "dask" + ] + }, + "id": "34bf39f96b2f4810bbdc049564fbd816" + } + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt" + ], + "metadata": { + "id": "Xa3YCQRlMpM6" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# 6. Prepare container for all forecasts\n", + "all_forecasts = []\n", + "\n", + "# 7. Loop over each SKU\n", + "for sku in df['Items'].unique():\n", + " sku_df = df[df['Items'] == sku].copy()\n", + " sku_df = sku_df.set_index('Months').asfreq('MS') # enforce monthly freq\n", + "\n", + " # skip if too short for 3 folds + 12-step horizon\n", + " if len(sku_df) < fold + fh:\n", + " print(f\"Skipping {sku}: insufficient data ({len(sku_df)} records)\")\n", + " continue\n", + "\n", + " # 8. Initialize PyCaret experiment\n", + " exp = TSForecastingExperiment()\n", + " exp.setup(\n", + " data=sku_df['Sales'],\n", + " fh=fh,\n", + " fold=fold,\n", + " fig_kwargs=fig_kwargs,\n", + " session_id=42,\n", + " verbose=False,\n", + " numeric_imputation_target='mean'\n", + " )\n", + "\n", + " # 9. Train, tune, finalize\n", + " best = exp.compare_models(sort='MAE')\n", + " tuned = exp.tune_model(best, optimize='MAE')\n", + " final = exp.finalize_model(tuned)\n", + "\n", + " # 10. Generate forecast DataFrame\n", + " forecast = exp.predict_model(final, fh=fh).reset_index()\n", + " forecast = forecast.rename(columns={'index': 'Months', 'y_pred': 'Sales'})\n", + " forecast['Items'] = sku\n", + " forecast['Type'] = 'Forecast'\n", + "\n", + " # 11. Append to master list\n", + " all_forecasts.append(forecast[['Months', 'Items', 'Type', 'Sales']])\n", + "\n", + " # 12. Plot actual + forecast\n", + " plt.figure(figsize=(10, 6))\n", + " # actual historical\n", + " plt.plot(sku_df.index, sku_df['Sales'], label='Actual', color='blue')\n", + " # forecast\n", + " plt.plot(forecast['Months'], forecast['Sales'], label='Forecast', color='red', linestyle='--')\n", + " plt.axvline(sku_df.index[-1], color='gray', linestyle=':', label='Train/Test Split')\n", + " plt.title(f'Forecast for {sku}', fontsize=16)\n", + " plt.xlabel('Months')\n", + " plt.ylabel('Sales')\n", + " plt.legend()\n", + " plt.tight_layout()\n", + " plt.savefig(f'forecast_{sku}.png', dpi=300)\n", + " plt.close()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000, + "referenced_widgets": [ + "a6a16706ae394391b0c8af4c6a3f18a9", + "08a9de672baf4ba6a01a377803f0b3ff", + "6e5ebef05c45422cbfd9a4f7aa986078", + "80790362936c4e8589de1b2215f68527", + "c7024a073e7f404d86243b4f30743920", + "512fdde96b5349d7bc0d263c7dfa7fc3", + "34a7d7c1627e4ed58a326c0187df9929", + 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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
snaiveSeasonal Naive Forecaster0.87850.86612371.94442848.47120.34140.3077-0.76910.0867
grand_meansGrand Means Forecaster0.92030.90572493.43582982.90840.38670.3300-0.97460.0533
stlfSTLF0.97170.92262620.38893030.38880.37820.3174-1.20210.0733
arimaARIMA0.98480.95922654.83203151.63460.37170.3239-1.31840.1033
crostonCroston0.98810.95042667.22143134.68580.37300.3582-0.88430.0433
polytrendPolynomial Trend Forecaster1.04971.02762841.51333376.45110.47830.3572-1.69500.0433
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending1.23411.25413350.91724116.37710.54310.3957-3.68170.3400
naiveNaive Forecaster1.27091.16133420.55563832.54240.44930.4708-1.63571.4600
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending1.32001.23903566.50464078.89660.49820.4471-2.48310.8067
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending1.36071.26473675.49204163.82630.50760.4597-2.60030.5067
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending1.41291.34653818.22954434.97110.51440.4825-3.06330.3133
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending1.41131.36013825.45734471.33270.54630.4492-3.87100.3900
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending1.46671.36993973.28374507.61760.56180.4855-3.74160.5667
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending1.47981.37644006.52684528.58230.55930.4862-3.71900.6000
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending1.49431.43404044.76144716.90630.55940.4853-4.05760.4833
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending1.49431.43404044.76144716.90620.55940.4853-4.05760.3167
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending1.55281.49384200.70434915.87240.56700.5113-4.27320.3700
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.60791.52224356.14545007.86950.59720.5234-4.84770.4400
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending1.65581.55744486.55515121.29320.61310.5274-5.26290.3600
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.71611.65404648.40565437.73300.62270.5358-6.16842.2033
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending1.84711.80144984.83725940.00490.63770.6610-5.74520.3167
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending1.84711.80144984.83805940.00590.63770.6610-5.74520.3100
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-051.00880.97502688.33333245.90770.30150.3336-0.0157
12022-051.08971.01152925.83333295.38950.44020.3599-1.5753
22023-050.53700.61191501.66672004.11660.28260.2295-0.7165
MeanNaT0.87850.86612371.94442848.47120.34140.3077-0.7691
SDNaT0.24370.1804622.9709597.39050.07030.05630.6378
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
snaiveSeasonal Naive Forecaster0.47560.4471469.6667566.97860.22920.25400.59170.0900
stlfSTLF0.58180.5372546.3446652.96460.29900.25190.44960.0767
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending0.68200.6246638.0273767.74280.35010.29050.27170.7300
grand_meansGrand Means Forecaster0.69800.8199642.2334976.35370.30790.2868-0.18560.0533
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending0.72880.6787673.9344830.34840.36940.29710.13920.6800
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending0.78690.7594698.9098914.94180.37580.3021-0.05360.4500
crostonCroston0.72450.8455709.07911033.42710.33150.3313-0.32140.0533
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending0.81930.7856767.9463950.48800.39810.3557-0.11460.5133
polytrendPolynomial Trend Forecaster0.88280.8657771.96441001.93050.47220.3238-0.26340.0467
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending0.87240.7923831.5985978.24400.41050.3839-0.19570.3267
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending0.83820.7707842.7825980.52900.39990.4041-0.21220.5533
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending0.92900.8781897.94541068.05570.42950.4165-0.40682.1833
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending1.03110.9305941.53371105.99990.48890.3981-0.52050.3533
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending0.90690.8039948.39921088.68090.46070.5845-0.62240.3233
arimaARIMA0.84250.7757953.34321114.20610.47280.4034-0.84090.1467
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.02490.92661082.72971241.95100.58430.5612-1.05110.4167
naiveNaive Forecaster1.22181.12291221.33331441.22810.57150.7341-1.64660.0600
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending1.95831.61591515.40311675.14030.78730.6596-3.61820.3833
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending1.95831.61591515.40551675.14310.78730.6596-3.61820.3267
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending2.07901.72741704.30721892.09370.87460.8860-4.28420.3233
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending3.32032.92133644.39004212.37241.69831.0598-27.85440.5133
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending3.32032.92133644.40624212.38531.69831.0598-27.85420.3133
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-050.44590.4238697.0000823.63340.32070.39460.3686
12022-050.49470.4715406.0000499.19130.18320.20690.6011
22023-050.48620.4460306.0000378.11110.18380.16060.8056
MeanNaT0.47560.4471469.6667566.97860.22920.25400.5917
SDNaT0.02130.0195165.8520188.09370.06470.10120.1785
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
snaiveSeasonal Naive Forecaster0.95801.02074689.58336024.01120.29160.2753-0.05990.0933
arimaARIMA0.97811.03504788.86576109.96640.29620.2783-0.09110.1467
grand_meansGrand Means Forecaster1.01331.08824924.44856354.83240.33630.2944-0.01670.0533
polytrendPolynomial Trend Forecaster1.02171.09004972.37126367.93380.34920.2967-0.02420.0467
stlfSTLF1.02551.07785028.25166374.05170.32310.2884-0.22050.0733
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending1.10121.19685282.16346891.46810.30960.3141-0.23150.3300
crostonCroston1.09391.17335294.44926823.01060.31790.3199-0.14150.0600
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending1.14841.25095515.19747208.75080.31750.3303-0.36660.5767
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending1.17801.28835681.12537456.81360.32500.3361-0.42980.6167
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending1.18051.32215702.34907677.48980.33320.3368-0.50740.4567
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending1.24951.37136050.66747966.29790.34190.3568-0.61610.4467
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.30631.40676368.23368234.76910.37490.3686-0.76670.6467
naiveNaive Forecaster1.45821.47507061.11118608.16640.44950.4024-1.22180.0700
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending1.51541.61367482.02259573.35690.43570.4532-1.54190.3700
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending1.51881.60317528.65949522.24320.45490.5132-1.53290.3200
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.55811.74537730.067610415.67560.44750.4486-2.16592.2900
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending1.90081.87649580.741211345.95020.60030.5664-3.32680.3900
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending1.90081.87649580.741711345.95060.60030.5664-3.32680.3267
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending1.94961.93119803.864811641.26520.61090.5827-3.40930.5233
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending1.95331.93649820.904011669.97980.60880.5840-3.41770.3233
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending1.95331.93649820.904011669.97980.60880.5840-3.41770.3200
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending2.24172.168911475.794613373.23130.76840.5859-6.75320.3433
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-051.20671.23655520.83336681.48090.38350.34170.3965
12022-050.80000.82414308.33335368.28070.25270.25920.0665
22023-050.86731.00164239.58336022.27200.23870.2252-0.6427
MeanNaT0.95801.02074689.58336024.01120.29160.2753-0.0599
SDNaT0.17800.1689588.4522536.11320.06520.04890.4336
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
arimaARIMA2.66112.53452608.52842993.71990.46590.5499-2.22060.1333
stlfSTLF2.73702.59432731.45053142.99240.46010.5858-2.69130.0733
naiveNaive Forecaster2.70892.65882738.20143237.05470.46920.7035-2.30680.0600
polytrendPolynomial Trend Forecaster2.63282.22643063.25073357.86750.58690.5536-2.55550.0500
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending2.74132.46553335.43983688.09770.45560.6187-3.27220.7233
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending3.20763.22133363.76854193.26880.58720.6456-4.78670.3433
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending2.79272.56273374.62113936.82610.46900.6636-3.81640.4667
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending2.76102.50083421.63503847.75720.45880.6298-3.61330.6133
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending2.75592.50513534.73143955.52340.46140.6278-3.80880.5800
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending2.91762.59783549.68913932.02850.50230.6998-3.77860.5167
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending2.85142.55533551.81153995.86350.48620.6769-3.93640.3633
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending2.76752.48813555.55723986.55270.46150.6351-3.96970.4033
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending2.91522.79783590.05294426.37250.50010.7421-5.06910.3133
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending2.91522.79783590.05324426.37320.50010.7421-5.06910.3233
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending2.85322.54103624.11164105.96790.49300.6954-4.20542.2500
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending3.26723.16873730.84414588.29840.55760.8840-5.46110.3333
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending3.31902.99643804.40904177.60210.57320.8630-4.36150.3200
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending3.58113.41463856.38864695.67130.65740.9603-5.78110.3233
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending3.58113.41463856.38864695.66910.65740.9603-5.78110.3167
snaiveSeasonal Naive Forecaster3.16672.91673943.75694239.29040.55920.7572-4.55980.0867
crostonCroston3.10922.74824225.41414585.17700.55560.7510-5.46510.0500
grand_meansGrand Means Forecaster3.39252.90015080.35655386.44820.65060.8985-8.05420.0600
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-05nannannannannannannan
12022-051.37671.19871516.82842005.13320.19620.2304-0.2434
22023-050.54510.49071561.36771803.81950.11750.12630.3853
MeanNaTnannannannannannannan
SDNaTnannannannannannannan
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
snaiveSeasonal Naive Forecaster0.54050.55854858.33336800.26380.18610.17940.72100.0867
arimaARIMA0.66800.62085858.53527508.70120.24040.21610.65600.1033
stlfSTLF0.68350.59575955.08967221.69330.26730.23250.67940.0700
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending1.03391.00859250.995412340.94680.36380.28470.07710.3433
grand_meansGrand Means Forecaster1.09891.09309605.573613321.93630.50540.3424-0.07090.0900
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending1.16881.069010368.099013276.78650.52650.3550-0.06060.7500
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending1.19471.031610417.256312672.27350.51880.36620.02600.5800
crostonCroston1.14871.126210513.276814048.90940.50940.3793-0.18380.0467
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending1.17971.064610658.204713383.74560.52550.3698-0.07320.3200
polytrendPolynomial Trend Forecaster1.27211.178610703.515514065.71670.63990.3654-0.20930.0467
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending1.11930.983910976.454513172.00510.42530.4043-0.10810.3167
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending1.35731.171211597.347014192.57120.59470.3892-0.21670.5933
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.29541.251311742.451115753.26000.52990.3981-0.49061.9233
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending1.28321.156111872.664614860.87780.57160.4138-0.33240.4467
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending1.39191.168812076.966014359.68440.56210.4168-0.25610.5467
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.38701.205113476.622215720.27290.63110.4799-0.55600.4067
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending1.65781.364413511.663715888.62100.53530.5252-0.77630.4933
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending1.65781.364413511.663815888.62110.53530.5252-0.77630.3167
naiveNaive Forecaster1.42421.304213771.527816901.55770.65060.5225-0.73730.1367
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending1.73871.434914899.268617299.43400.54530.5884-1.02990.3233
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending1.98211.762719078.105823853.17340.67630.7684-2.93880.3167
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending1.98221.762719078.107323853.17500.67630.7685-2.93880.4033
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-050.33580.39815762.50007960.92670.20250.22210.7042
12022-050.67060.62604956.25006608.63150.19290.17300.7327
22023-050.61530.65133856.25005831.23330.16300.14320.7262
MeanNaT0.54050.55854858.33336800.26380.18610.17940.7210
SDNaT0.14660.1139781.2972879.93970.01680.03250.0122
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
snaiveSeasonal Naive Forecaster0.59250.6244300.0000389.09910.36970.30040.76380.1400
stlfSTLF0.78670.7446394.9114461.84840.48340.37290.66920.0767
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending0.77670.8706397.2334563.63730.36390.30050.45850.5800
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending0.91271.1045456.8402697.76350.40470.33290.20091.1033
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending0.97781.0765483.0627676.96440.43650.34600.26790.6200
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending0.96751.1264490.8505714.07060.40930.36990.16890.3267
crostonCroston1.02661.3868497.0164831.40700.42110.3408-0.05640.0433
grand_meansGrand Means Forecaster1.02901.3663500.1297816.72260.46390.3423-0.02020.0900
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending1.00091.0508500.6248665.97110.41290.38070.29060.3733
arimaARIMA0.94020.9249534.3580621.63110.57630.45880.27060.1533
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending1.09651.1306541.4788705.71980.47320.46240.21950.3300
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending1.09651.1306541.4792705.72030.47320.46240.21950.3200
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.07751.1252575.8079739.50030.43510.53300.02910.4133
polytrendPolynomial Trend Forecaster1.19711.3866588.7880832.85130.62190.3979-0.05920.0733
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.08281.0587588.8137690.78140.51900.51560.18602.2000
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending1.17711.1743591.1004730.62880.67390.45050.14460.4767
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending1.17251.2432623.3858813.95530.56480.4960-0.14080.3800
naiveNaive Forecaster1.29801.5816684.0278992.83210.46250.6097-0.55870.0700
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending1.24211.2122739.5273851.82030.65460.7878-0.66070.4900
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending1.52371.4820856.5387994.53580.73980.8963-0.87880.3233
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending4.17584.82402812.47883740.87462.22560.9270-45.62570.3233
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending4.17614.82442812.71383741.24402.22580.9270-45.63620.3233
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-050.54240.6288400.0000516.70030.68120.42710.6338
12022-050.59500.5994266.6667341.86990.22160.27870.8158
22023-050.64030.6450233.3333308.72720.20630.19550.8417
MeanNaT0.59250.6244300.0000389.09910.36970.30040.7638
SDNaT0.04000.018972.008291.23650.22040.09580.0925
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
snaiveSeasonal Naive Forecaster0.67760.6767606.2500733.09050.42830.34930.71730.0933
stlfSTLF0.83450.8141752.4737895.77690.57100.42310.58470.0800
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending0.83180.8955812.86071103.33060.45670.41700.31580.3233
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending0.92140.9089895.49031097.67890.72230.43190.35620.5800
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending1.05551.1265978.06351291.37000.73200.46020.15280.7400
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending1.04811.0545991.59281247.68010.80920.46890.19280.3600
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending1.07181.1262999.89821297.70610.74190.46990.14560.5167
arimaARIMA0.96420.96051008.10591199.56140.63450.45840.19460.1500
crostonCroston1.16091.31541027.69161452.15100.78320.4935-0.07470.0467
grand_meansGrand Means Forecaster1.17051.29621033.82451426.56480.84710.4936-0.04030.0533
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending1.07191.09421042.75381270.58020.66520.48640.18590.4133
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending1.14331.14791058.48851321.63530.78080.47430.11410.6267
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending1.25721.27311161.90081436.79311.06540.5668-0.04670.3400
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.21931.19471201.26911445.58930.92600.5577-0.10780.5533
polytrendPolynomial Trend Forecaster1.33621.36941214.39461527.85531.11090.5473-0.18560.0500
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending1.52191.52591312.00761635.68911.16150.7484-0.44520.3233
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending1.52191.52591312.00881635.69031.16150.7484-0.44520.3200
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending1.52511.56821316.65131708.03540.99790.7746-0.54620.3667
naiveNaive Forecaster1.54301.57661350.00001741.31780.97880.6403-0.58210.0733
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.81711.81431633.71982032.35231.14630.6441-1.23912.2733
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending2.02842.24192046.56542857.68801.43430.9829-3.77750.3267
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending2.02852.24192046.58992857.70911.43440.9829-3.77760.3200
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-050.46550.4637675.0000791.29380.53210.41070.7586
12022-050.71590.6664562.5000650.48060.26870.29950.7730
22023-050.85140.9001581.2500757.49720.48430.33780.6204
MeanNaT0.67760.6767606.2500733.09050.42830.34930.7173
SDNaT0.15980.178349.212560.02140.11460.04610.0688
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
snaiveSeasonal Naive Forecaster0.71120.73629627.083311069.12200.26860.30840.22360.0833
stlfSTLF0.76900.788110601.751412264.77100.31400.27750.00910.0733
naiveNaive Forecaster0.95171.061112856.250016027.46170.36390.3845-0.58630.0667
arimaARIMA0.95630.964212982.954714771.97470.36410.3530-0.38510.0933
polytrendPolynomial Trend Forecaster0.98431.082813314.522016724.84690.45480.3319-0.92840.0500
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending0.98251.087313407.135816941.40670.41890.3152-1.02980.3633
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.01681.094713743.300716770.83310.40690.3514-0.81740.5733
crostonCroston1.01581.113913820.199016892.38960.35100.4212-0.76170.0433
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending1.02101.075713886.000316489.52110.41160.3600-0.73530.3800
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending1.03201.111413937.890217098.54360.43660.3570-0.91920.5667
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending1.03741.091213951.522816659.05210.42140.3542-0.84050.5667
grand_meansGrand Means Forecaster1.02051.141614013.772817476.43760.34510.4146-0.89940.0500
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending1.03901.123014030.834617262.06660.43990.3616-0.95060.4633
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.06611.163814302.822117743.75710.41310.3506-1.13562.2533
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending1.07911.122614630.258717230.09940.44680.3690-0.96930.6133
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending1.10341.179814776.150418013.46650.40930.3669-1.13470.3433
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending1.11851.153915126.241617694.55940.44280.3753-1.09440.3567
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending5.48256.330885442.2114111419.03832.72330.8044-209.17530.3233
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending5.48256.330885442.2378111419.07732.72330.8044-209.17540.3133
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending5.51516.361785867.3519111853.38652.72710.8212-209.24620.4433
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending5.55086.440686319.9743112941.89312.73550.8429-209.05240.3133
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending5.55086.440686320.0875112942.06092.73550.8429-209.05310.3233
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-051.28241.331916718.750018750.96800.48100.5865-0.4922
12022-050.45420.47197354.16678569.08810.18850.20950.4716
22023-050.39690.40494808.33335887.30980.13610.12940.6914
MeanNaT0.71120.73629627.083311069.12200.26860.30840.2236
SDNaT0.40460.42215121.14045541.12220.15180.19930.5140
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
stlfSTLF0.64300.85621638.42242600.38640.88680.68600.69250.0767
snaiveSeasonal Naive Forecaster0.70360.88051751.12992660.05690.71630.70260.72590.0867
arimaARIMA0.68300.88611779.94022699.45681.14750.74270.63040.1233
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending0.99051.26082543.74793998.96541.17061.15880.22990.3200
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending1.04731.42572672.26264460.97501.00131.00850.15190.6333
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending1.05011.41202688.13144422.21751.07950.99310.14530.3700
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending1.05141.38052691.93954335.84151.13440.97530.16080.5800
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.08981.44442781.78154522.46081.14371.09470.11922.1900
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.14671.43702904.99134515.63161.28071.05240.13700.4200
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending1.15351.42742920.46584457.30361.43131.15790.14000.3300
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending1.20851.26312935.06083874.82332.12741.09960.53330.3200
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending1.16431.51002947.17094691.90401.34361.04310.08730.6100
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending1.22071.28502976.40893948.82512.11941.14290.50080.5267
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending1.21711.43622992.45054475.60451.51930.95280.22930.3433
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending1.19491.73603014.30495300.72761.24331.0211-0.08990.4567
grand_meansGrand Means Forecaster1.31141.95553228.97386017.93101.65440.7973-0.09610.0567
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending1.29991.46153244.13754545.94981.78701.29360.12910.3300
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending1.30681.46613267.68484561.40291.83421.31230.11690.3300
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending1.30681.46613267.68494561.40301.83421.31230.11690.3167
crostonCroston1.33341.94153272.49795971.76901.62060.8095-0.08770.0500
naiveNaive Forecaster1.37652.12363359.57346535.52500.66840.8587-0.32200.0967
polytrendPolynomial Trend Forecaster1.39051.97173386.82756076.04311.10150.8124-0.17780.0600
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-050.48840.72691651.93142458.60741.55221.14980.4496
12022-050.86251.29491951.82433538.89860.49210.52300.6852
22023-050.57790.54701311.51141803.65310.61600.38500.9427
MeanNaT0.64300.85621638.42242600.38640.88680.68600.6925
SDNaT0.15950.3187261.5811715.46960.47320.33280.2014
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
arimaARIMA0.57720.67036349.18328123.92710.21210.18170.88830.1800
stlfSTLF0.66560.75857263.49169043.73030.22310.20210.84890.0733
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending1.05391.423111255.418516541.72460.35880.29120.45500.3733
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending1.05801.374111264.265315785.02550.36770.30230.47130.8400
snaiveSeasonal Naive Forecaster1.02841.099911355.555613606.75490.24900.29730.71300.1600
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending1.10011.386211784.686616178.92060.38100.31880.48960.3233
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.12491.394611990.521616337.07430.39950.33350.49240.4100
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending1.15431.465412045.695816442.46180.36790.35840.34170.3800
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.23451.542713061.788317775.66360.45070.35910.34711.8900
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending1.24771.544813300.979917845.47470.35570.34980.34670.3267
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending1.26051.612913892.825819677.74900.50940.34670.32880.6467
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending1.40071.795915625.868922565.32450.49850.37590.15890.6700
polytrendPolynomial Trend Forecaster1.65172.136918683.737327682.77470.60170.4037-0.06570.0800
crostonCroston1.81882.350920522.895030498.67200.50580.4612-0.29170.0467
naiveNaive Forecaster1.89632.418020934.722230509.77210.58150.5135-0.35820.0833
grand_meansGrand Means Forecaster1.99452.488422637.494132519.20630.50680.5175-0.45630.0600
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending58.385581.8779749924.77571310601.133220.77220.6763-6945.19700.5200
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending58.385581.8779749924.80631310601.190720.77220.6763-6945.19760.3167
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending58.711582.3671753121.81991315602.908420.85530.7581-6950.82840.3167
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending58.711582.3671753122.02881315603.300920.85530.7581-6950.83260.3867
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending58.817982.5012754143.26101316918.714820.85950.7988-6950.90770.3200
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-05nannannannannannannan
12022-050.59210.55717618.89918939.05260.32390.22370.8909
22023-050.46240.42935395.03786140.87050.17640.14380.9578
MeanNaTnannannannannannannan
SDNaTnannannannannannannan
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
stlfSTLF0.40900.38998277.789910129.51340.12790.12580.88150.0767
arimaARIMA0.49390.470610505.010212827.91560.15630.17410.77360.1000
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending0.69200.758314558.365820299.75680.21260.20500.47310.3200
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending0.69200.758314558.365820299.75680.21260.20500.47310.3300
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending0.69640.740414634.580419984.83170.23170.21320.48000.5800
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending0.71290.748715597.041820781.59430.21680.24000.33250.4533
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending0.75870.862015983.541922990.71670.26030.23130.35670.3767
snaiveSeasonal Naive Forecaster0.84120.757516413.055618996.15450.21540.25400.62740.0900
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending0.79940.908416504.617923915.02320.26810.22890.33350.6233
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending0.76320.817216519.343522364.11660.22150.24780.29640.3267
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending0.75680.774817076.949621928.95740.26710.27290.19110.4167
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending0.84481.000217318.192726091.21010.26640.23650.20980.6167
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending0.85191.000817538.905526155.18490.26950.24180.20350.3233
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending0.90941.023919473.928027632.01190.29400.27860.03030.4167
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.03201.195921151.300430780.24510.38810.2892-0.09652.2867
polytrendPolynomial Trend Forecaster1.10661.341421296.861832751.97110.33240.2646-0.03590.0500
naiveNaive Forecaster1.33911.524827722.777839079.29010.36680.4263-0.64640.0833
crostonCroston1.47881.646428903.797540642.95610.33470.3985-0.61960.0567
grand_meansGrand Means Forecaster1.63181.752730872.956542292.99660.34770.4172-0.70970.0533
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending1.66191.892241243.441260057.71860.56110.5455-8.61360.3233
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending1.66191.892241243.441860057.71990.56110.5455-8.61360.3300
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending77182902475.0370188056772441.17382123494604338965.00006593948834022640.000028646509897.50720.7741-164923094633919776030720.00000.5200
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-050.38200.390710509.307213698.36840.19570.19430.7627
12022-050.32350.28465974.54846785.94050.08990.08430.9549
22023-050.52150.49458349.51419904.23130.09800.09880.9267
MeanNaT0.40900.38998277.789910129.51340.12790.12580.8815
SDNaT0.08310.08571852.00212826.47940.04810.04880.0847
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
stlfSTLF0.43430.43685002.35556326.94910.16670.14950.91020.0767
arimaARIMA0.61600.57767233.40078513.73690.20790.21330.81440.1000
snaiveSeasonal Naive Forecaster0.72450.70768457.638910264.14410.20620.24280.76310.0900
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending0.83230.91779701.340913511.98840.31120.25020.54590.5333
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending0.87530.928210218.332313711.83260.34750.28490.48750.5700
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending0.89080.940010443.851113997.06720.35170.29090.42092.2433
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending0.88530.897910489.170813480.08010.30710.30080.43220.3167
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending0.89080.931610505.708313909.12250.34690.29220.45660.3533
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending0.90130.954610521.714614088.78950.31240.27840.48300.3233
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending0.90130.954610521.714614088.78940.31240.27840.48300.3200
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending0.90630.965110756.936014487.70650.35510.31170.38220.3833
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending0.96611.030311276.494715203.58670.37590.30540.43370.3833
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending0.96111.000911342.721414886.62420.31170.31320.39250.3200
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending1.03151.136111974.003316657.80780.44350.31700.35240.6200
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.02511.031412263.135615478.46800.43660.36100.31010.4100
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending1.14201.265313234.234118471.42500.44430.33900.20710.8067
polytrendPolynomial Trend Forecaster1.44141.641615995.551422843.76090.53850.3696-0.03000.0500
crostonCroston1.59951.865618133.452926244.58670.42950.4607-0.38430.0467
naiveNaive Forecaster1.61581.782618474.305625352.28040.51940.4878-0.33980.0767
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending1.49351.706918642.997427064.08060.51220.5269-2.14510.3300
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending1.49351.706918642.997527064.08050.51220.5269-2.14510.3433
grand_meansGrand Means Forecaster1.68821.938918852.497026973.51200.42690.4697-0.43570.0567
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-050.42990.47715895.54108228.77910.20900.19760.8347
12022-050.40700.38964580.90085444.99400.17940.14700.9425
22023-050.46580.44364530.62475307.07430.11190.10410.9534
MeanNaT0.43430.43685002.35556326.94910.16670.14950.9102
SDNaT0.02420.0361631.91101345.97510.04060.03820.0536
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
stlfSTLF1.29111.39051039.81541354.93090.45280.38640.84640.0767
arimaARIMA1.32281.40431058.27681356.55870.46330.42750.84850.1167
snaiveSeasonal Naive Forecaster1.41401.43591101.01501344.28480.43920.47770.85420.0867
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending1.87092.47881522.40812269.27080.52700.46430.43240.3200
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending1.92252.46601568.96572245.26020.54060.52520.40740.3600
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending2.07282.63941694.74022411.17230.55480.53300.35630.5700
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending2.15632.40641799.47712290.23800.80860.54460.47600.5200
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending2.25482.96541804.93912663.70640.54220.58420.27070.3700
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending2.37983.03111893.51492735.23950.60270.56020.27400.5900
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending2.30052.82811965.09432764.32310.70990.61830.22220.3200
grand_meansGrand Means Forecaster2.53173.98002001.84183702.21410.56170.4824-0.10130.0533
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending2.52853.13452012.30322842.10880.75150.58640.23530.3600
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending2.61103.59442016.45253153.69020.60820.56070.09630.5967
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending2.37622.89662028.42522822.02250.71250.66010.17830.3233
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending2.37622.89662028.42652822.02410.71250.66010.17830.3100
crostonCroston2.58763.97752056.19583688.87510.58480.5009-0.09750.0500
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending2.55523.20792071.98662952.54310.67990.64050.17380.3933
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending2.79363.67052220.28443353.41620.72390.63000.02522.2067
naiveNaive Forecaster2.84494.24722253.47223910.83910.53960.6026-0.24800.0800
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending2.82983.75282408.32753542.99780.80870.7672-0.54820.3167
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending2.82983.75282408.33663543.00770.80870.7672-0.54820.3100
polytrendPolynomial Trend Forecaster3.16713.81142549.57703565.97031.01020.6284-0.02330.0533
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-050.73080.9348612.0175787.11580.27910.38220.9346
12022-051.76271.97781123.41471554.31750.44950.34540.8435
22023-051.33751.30571348.92731739.94490.55940.36770.7622
MeanNaT1.27701.40611028.11981360.45940.42930.36510.8468
SDNaT0.42350.4317308.2962412.43710.11530.01510.0704
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
stlfSTLF0.80550.9416870.31841233.23520.26850.24400.82300.0800
arimaARIMA0.92160.99931004.42171316.26840.35650.29840.80320.1133
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending1.01631.37021108.15721732.39980.33700.30460.51060.4133
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending1.03691.46981140.97491882.27790.32870.29310.48360.5700
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending1.10181.46321187.51731855.07460.36260.31990.47700.3567
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending1.10941.51011216.89091939.85000.36550.31720.47040.6133
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending1.19531.63501285.01532089.84540.37000.32060.39360.6000
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending1.19911.61751295.04232078.99310.38760.38620.41550.3133
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending1.24941.67021342.45622145.78140.37890.39710.38200.3100
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending1.25691.93621348.23392487.43670.35470.32160.16610.4500
snaiveSeasonal Naive Forecaster1.39021.42181493.05561873.88170.38320.48220.60120.0900
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending1.40271.77731503.72572288.98900.43090.43920.31750.3133
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending1.40661.76981508.17772280.46380.44340.44090.32540.4100
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending1.40661.76981508.17982280.46520.44340.44090.32540.3100
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending1.48271.91811537.28362437.42870.50140.37200.06682.0467
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending1.46121.74671562.90782252.36960.53110.46970.34720.3367
polytrendPolynomial Trend Forecaster1.50942.27781642.35342990.04090.48860.3857-0.03110.0533
naiveNaive Forecaster1.76352.58401883.33333381.38490.39030.4755-0.35390.0800
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending1.76522.43731914.38323039.31870.56320.6114-0.73470.3133
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending1.78552.48081937.22473088.88480.56990.6223-0.82790.4667
crostonCroston1.83952.64171983.20033464.25530.39420.4995-0.39790.0467
grand_meansGrand Means Forecaster2.06162.77082231.33763656.16130.44310.5684-0.51630.0533
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-050.54010.8963607.62921020.42300.35520.25940.7905
12022-050.85660.7269792.3153931.18570.21930.25450.8664
22023-051.01981.20171211.01081748.09690.23110.21820.8120
MeanNaT0.80550.9416870.31841233.23520.26850.24400.8230
SDNaT0.19910.1965252.4291365.88050.06150.01840.0319
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 ModelMASERMSSEMAERMSEMAPESMAPER2TT (Sec)
stlfSTLF0.66520.75351535.33222026.54770.19530.21280.29730.0767
et_cds_dtExtra Trees w/ Cond. Deseasonalize & Detrending0.74390.88041682.22312292.10610.19870.21920.01890.5600
ada_cds_dtAdaBoost w/ Cond. Deseasonalize & Detrending0.72880.87421710.96932346.67250.20070.20840.00950.5800
rf_cds_dtRandom Forest w/ Cond. Deseasonalize & Detrending0.81000.93051870.42642449.00120.21470.2371-0.11300.5967
gbr_cds_dtGradient Boosting w/ Cond. Deseasonalize & Detrending0.82170.97981890.19592594.10830.22120.2457-0.21030.3633
dt_cds_dtDecision Tree w/ Cond. Deseasonalize & Detrending0.80560.92501895.91122478.93060.22410.2472-0.12102.1067
polytrendPolynomial Trend Forecaster0.75910.85941919.40222413.84890.22790.20490.02420.0867
br_cds_dtBayesian Ridge w/ Cond. Deseasonalize & Detrending0.85760.98961978.01842613.60930.23020.2543-0.23320.3167
omp_cds_dtOrthogonal Matching Pursuit w/ Cond. Deseasonalize & Detrending0.91561.04851993.56452658.20860.23800.2929-0.43800.3200
xgboost_cds_dtExtreme Gradient Boosting w/ Cond. Deseasonalize & Detrending0.86500.99452002.90262607.88890.22610.2583-0.24330.4500
lightgbm_cds_dtLight Gradient Boosting w/ Cond. Deseasonalize & Detrending0.93171.02342238.42992763.54280.24330.2643-0.31960.4933
huber_cds_dtHuber w/ Cond. Deseasonalize & Detrending0.95251.06902485.05163108.97370.28320.2783-1.51610.3400
ridge_cds_dtRidge w/ Cond. Deseasonalize & Detrending1.09951.24132677.95433426.46110.30180.3323-1.36600.3900
lr_cds_dtLinear w/ Cond. Deseasonalize & Detrending1.09951.24132677.95463426.46150.30180.3323-1.36600.3167
llar_cds_dtLasso Least Angular Regressor w/ Cond. Deseasonalize & Detrending1.23981.36762935.78023691.43090.33090.3895-1.73090.3167
naiveNaive Forecaster1.42651.49063272.22223916.04080.35690.4844-1.81300.0800
en_cds_dtElastic Net w/ Cond. Deseasonalize & Detrending1.42621.72893278.13544449.43300.36590.4733-3.19290.3433
lasso_cds_dtLasso w/ Cond. Deseasonalize & Detrending1.42621.72893278.13854449.43860.36590.4733-3.19290.4667
snaiveSeasonal Naive Forecaster1.32961.28333321.52783591.69650.36170.4655-1.25250.1433
crostonCroston1.69591.71684236.85474795.51330.41380.5456-2.98360.0467
arimaARIMA2.29832.32794539.84345342.47610.65210.7425-8.40400.1833
grand_meansGrand Means Forecaster1.93701.94235048.91275622.69790.46670.6352-4.39960.0567
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 cutoffMASERMSSEMAERMSEMAPESMAPER2
02021-050.58890.66751082.08981400.49730.19470.17660.6474
12022-050.40760.44911177.58891444.46960.12930.12550.4949
22023-050.43360.54281322.91941835.17060.12730.11320.6251
MeanNaT0.47670.55311194.19941560.04590.15040.13840.5891
SDNaT0.08000.089599.0174195.36910.03130.02750.0672
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Processing: 0%| | 0/7 [00:00" + ], + "text/html": [] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# 13. Combine all SKU forecasts and export CSV\n", + "if all_forecasts:\n", + " result_df = pd.concat(all_forecasts, ignore_index=True)\n", + " result_df.to_csv('15skulist_all_sku_forecasts.csv', index=False)\n", + " print(\"✅ All SKU forecasts saved to '15skulist_all_sku_forecasts.csv'\")\n", + "else:\n", + " print(\"⚠️ No forecasts generated.\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Mtr6ut0dH8Op", + "outputId": "2a877b3a-424c-441d-8607-c2267d52374c" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "✅ All SKU forecasts saved to '15skulist_all_sku_forecasts.csv'\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ], + "metadata": { + "id": "kkwsge49ID-3" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "fc=pd.read_csv('/content/15skulist_all_sku_forecasts.csv')" + ], + "metadata": { + "id": "M-_QbsC8IMBy" + }, + "execution_count": 10, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "fc" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "id": "bGTrCORwIP57", + "outputId": "54a0f55d-139f-4c8a-d85b-12823d7efd53" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Months Items Type Sales\n", + "0 2025-06 B10003-2.5 Forecast 3980.0000\n", + "1 2025-07 B10003-2.5 Forecast 4710.0000\n", + "2 2025-08 B10003-2.5 Forecast 5040.0000\n", + "3 2025-09 B10003-2.5 Forecast 5070.0000\n", + "4 2025-10 B10003-2.5 Forecast 4300.0000\n", + ".. ... ... ... ...\n", + "175 2026-01 B8015-5 Forecast 18750.8132\n", + "176 2026-02 B8015-5 Forecast 23174.1316\n", + "177 2026-03 B8015-5 Forecast 20792.4010\n", + "178 2026-04 B8015-5 Forecast 20196.2155\n", + "179 2026-05 B8015-5 Forecast 21788.2530\n", + "\n", + "[180 rows x 4 columns]" + ], + "text/html": [ + "\n", + "
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MonthsItemsTypeSales
02025-06B10003-2.5Forecast3980.0000
12025-07B10003-2.5Forecast4710.0000
22025-08B10003-2.5Forecast5040.0000
32025-09B10003-2.5Forecast5070.0000
42025-10B10003-2.5Forecast4300.0000
...............
1752026-01B8015-5Forecast18750.8132
1762026-02B8015-5Forecast23174.1316
1772026-03B8015-5Forecast20792.4010
1782026-04B8015-5Forecast20196.2155
1792026-05B8015-5Forecast21788.2530
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\"num_unique_values\": 177,\n \"samples\": [\n 936.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 11 + } + ] + } + ] +} \ No newline at end of file diff --git a/XGBtimeanal.ipynb b/XGBtimeanal.ipynb new file mode 100644 index 0000000..f6271a9 --- /dev/null +++ b/XGBtimeanal.ipynb @@ -0,0 +1,1751 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "id": "b3f08ec8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting xgboost\n", + " Using cached xgboost-3.0.2-py3-none-win_amd64.whl.metadata (2.1 kB)\n", + "Requirement already satisfied: numpy in c:\\users\\raiha\\anaconda3\\lib\\site-packages (from xgboost) (1.26.4)\n", + "Requirement already satisfied: scipy in c:\\users\\raiha\\anaconda3\\lib\\site-packages (from xgboost) (1.13.1)\n", + "Downloading xgboost-3.0.2-py3-none-win_amd64.whl (150.0 MB)\n", + " 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as xgb" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import mean_squared_error" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "0088069d", + "metadata": {}, + "outputs": [], + "source": [ + "color_pal = sns.color_palette()\n", + "plt.style.use('fivethirtyeight')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"C:/Users/raiha/CODE/PJME_hourly.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "70d14b77", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DatetimePJME_MW
02002-12-31 01:00:0026498.0
12002-12-31 02:00:0025147.0
22002-12-31 03:00:0024574.0
32002-12-31 04:00:0024393.0
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1453652018-01-02 00:00:0038608.0
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" + ], + "text/plain": [ + " Datetime PJME_MW\n", + "0 2002-12-31 01:00:00 26498.0\n", + "1 2002-12-31 02:00:00 25147.0\n", + "2 2002-12-31 03:00:00 24574.0\n", + "3 2002-12-31 04:00:00 24393.0\n", + "4 2002-12-31 05:00:00 24860.0\n", + "... ... ...\n", + "145361 2018-01-01 20:00:00 44284.0\n", + "145362 2018-01-01 21:00:00 43751.0\n", + "145363 2018-01-01 22:00:00 42402.0\n", + "145364 2018-01-01 23:00:00 40164.0\n", + "145365 2018-01-02 00:00:00 38608.0\n", + "\n", + "[145366 rows x 2 columns]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "87af9a9b", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.set_index('Datetime')\n", + "df.index = pd.to_datetime(df.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "b5c50cd4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DatetimeIndex(['2002-12-31 01:00:00', '2002-12-31 02:00:00',\n", + " '2002-12-31 03:00:00', '2002-12-31 04:00:00',\n", + " '2002-12-31 05:00:00', '2002-12-31 06:00:00',\n", + " '2002-12-31 07:00:00', '2002-12-31 08:00:00',\n", + " '2002-12-31 09:00:00', '2002-12-31 10:00:00',\n", + " ...\n", + " '2018-01-01 15:00:00', '2018-01-01 16:00:00',\n", + " '2018-01-01 17:00:00', '2018-01-01 18:00:00',\n", + " '2018-01-01 19:00:00', '2018-01-01 20:00:00',\n", + " '2018-01-01 21:00:00', '2018-01-01 22:00:00',\n", + " '2018-01-01 23:00:00', '2018-01-02 00:00:00'],\n", + " dtype='datetime64[ns]', name='Datetime', length=145366, freq=None)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.index" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "df9bcaf1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "DatetimeIndex: 145366 entries, 2002-12-31 01:00:00 to 2018-01-02 00:00:00\n", + "Data columns (total 1 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 PJME_MW 145366 non-null float64\n", + "dtypes: float64(1)\n", + "memory usage: 2.2 MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "f4eb9a3c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(figsize=(15, 5))" + ] + }, + { + "cell_type": "markdown", + "id": "c551b186", + "metadata": {}, + "source": [ + "#Train / Test Split" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "4b017b0c", + "metadata": {}, + "outputs": [], + "source": [ + "train_size = int(len(df)*0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "75fe7507", + "metadata": {}, + "outputs": [], + "source": [ + "train , test =df[:train_size],df[train_size:]" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "26fb3ccc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(15, 5))\n", + "train.plot(ax=ax, label='Training Set', title='Data Train/Test Split')\n", + "test.plot(ax=ax, label='Test Set')\n", + "ax.axvline('01-01-2015', color='black', ls='--')\n", + "ax.legend(['Training Set', 'Test Set'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "5ed090e8", + "metadata": {}, + "outputs": [], + "source": [ + "from xgboost import XGBRegressor" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "3365adf6", + "metadata": {}, + "outputs": [], + "source": [ + "def create_features(df):\n", + " \"\"\"\n", + " Create time series features based on time series index.\n", + " \"\"\"\n", + " df = df.copy()\n", + " df['hour'] = df.index.hour\n", + " df['dayofweek'] = df.index.dayofweek\n", + " df['quarter'] = df.index.quarter\n", + " df['month'] = df.index.month\n", + " df['year'] = df.index.year\n", + " df['dayofyear'] = df.index.dayofyear\n", + " df['dayofmonth'] = df.index.day\n", + " df['weekofyear'] = df.index.isocalendar().week\n", + " return df\n", + "\n", + "df = create_features(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "0a979932", + "metadata": {}, + "outputs": [], + "source": [ + "train = create_features(train)\n", + "test = create_features(test)\n", + "\n", + "FEATURES = ['dayofyear', 'hour', 'dayofweek', 'quarter', 'month', 'year']\n", + "TARGET = 'PJME_MW'\n", + "\n", + "X_train = train[FEATURES]\n", + "y_train = train[TARGET]\n", + "\n", + "X_test = test[FEATURES]\n", + "y_test = test[TARGET]" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "c3ee5d27", + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib.pyplot import grid\n", + "import param\n", + "from sklearn.model_selection import GridSearchCV\n", + "param_grid = {\n", + "\n", + " 'learning_rate': [0.01, 0.1, 0.2],\n", + "\n", + " 'max_depth': [3, 5, 7],\n", + "\n", + " 'subsample': [0.8, 0.9, 1.0]\n", + "\n", + "}\n", + "gridsearch = GridSearchCV(XGBRegressor(),param_grid ,cv = 3)\n", + "gridsearch.fit(X_train,y_train)\n", + "best_params = gridsearch.best_params_" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "5b5793f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'learning_rate': 0.1, 'max_depth': 3, 'subsample': 0.8}" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "best_params" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "d51c9a61", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0]\tvalidation_0-rmse:6172.12820\tvalidation_1-rmse:6306.54323\n", + "[99]\tvalidation_0-rmse:3038.96834\tvalidation_1-rmse:3872.88259\n" + ] + }, + { + "data": { + "text/html": [ + "
XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
+       "             colsample_bylevel=None, colsample_bynode=None,\n",
+       "             colsample_bytree=None, device=None, early_stopping_rounds=None,\n",
+       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "             feature_weights=None, gamma=None, grow_policy=None,\n",
+       "             importance_type=None, interaction_constraints=None,\n",
+       "             learning_rate=0.1, max_bin=None, max_cat_threshold=None,\n",
+       "             max_cat_to_onehot=None, max_delta_step=None, max_depth=3,\n",
+       "             max_leaves=None, min_child_weight=None, missing=nan,\n",
+       "             monotone_constraints=None, multi_strategy=None, n_estimators=None,\n",
+       "             n_jobs=None, num_parallel_tree=None, ...)
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" + ], + "text/plain": [ + "XGBRegressor(base_score=None, booster=None, callbacks=None,\n", + " colsample_bylevel=None, colsample_bynode=None,\n", + " colsample_bytree=None, device=None, early_stopping_rounds=None,\n", + " enable_categorical=False, eval_metric=None, feature_types=None,\n", + " feature_weights=None, gamma=None, grow_policy=None,\n", + " importance_type=None, interaction_constraints=None,\n", + " learning_rate=0.1, max_bin=None, max_cat_threshold=None,\n", + " max_cat_to_onehot=None, max_delta_step=None, max_depth=3,\n", + " max_leaves=None, min_child_weight=None, missing=nan,\n", + " monotone_constraints=None, multi_strategy=None, n_estimators=None,\n", + " n_jobs=None, num_parallel_tree=None, ...)" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg= XGBRegressor(**best_params)\n", + "\n", + "reg.fit(X_train, y_train,\n", + " eval_set=[(X_train, y_train), (X_test, y_test)],\n", + " verbose=100)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "fe9aa400", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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12002-12-31 02:00:0025147.0
22002-12-31 03:00:0024574.0
32002-12-31 04:00:0024393.0
42002-12-31 05:00:0024860.0
.........
1453612018-01-01 20:00:0044284.0
1453622018-01-01 21:00:0043751.0
1453632018-01-01 22:00:0042402.0
1453642018-01-01 23:00:0040164.0
1453652018-01-02 00:00:0038608.0
\n", + "

145366 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " Datetime PJME_MW\n", + "0 2002-12-31 01:00:00 26498.0\n", + "1 2002-12-31 02:00:00 25147.0\n", + "2 2002-12-31 03:00:00 24574.0\n", + "3 2002-12-31 04:00:00 24393.0\n", + "4 2002-12-31 05:00:00 24860.0\n", + "... ... ...\n", + "145361 2018-01-01 20:00:00 44284.0\n", + "145362 2018-01-01 21:00:00 43751.0\n", + "145363 2018-01-01 22:00:00 42402.0\n", + "145364 2018-01-01 23:00:00 40164.0\n", + "145365 2018-01-02 00:00:00 38608.0\n", + "\n", + "[145366 rows x 2 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "87af9a9b", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.set_index('Datetime')\n", + "df.index = pd.to_datetime(df.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b5c50cd4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DatetimeIndex(['2002-12-31 01:00:00', '2002-12-31 02:00:00',\n", + " '2002-12-31 03:00:00', '2002-12-31 04:00:00',\n", + " '2002-12-31 05:00:00', '2002-12-31 06:00:00',\n", + " '2002-12-31 07:00:00', '2002-12-31 08:00:00',\n", + " '2002-12-31 09:00:00', '2002-12-31 10:00:00',\n", + " ...\n", + " '2018-01-01 15:00:00', '2018-01-01 16:00:00',\n", + " '2018-01-01 17:00:00', '2018-01-01 18:00:00',\n", + " '2018-01-01 19:00:00', '2018-01-01 20:00:00',\n", + " '2018-01-01 21:00:00', '2018-01-01 22:00:00',\n", + " '2018-01-01 23:00:00', '2018-01-02 00:00:00'],\n", + " dtype='datetime64[ns]', name='Datetime', length=145366, freq=None)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.index" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "df9bcaf1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "DatetimeIndex: 145366 entries, 2002-12-31 01:00:00 to 2018-01-02 00:00:00\n", + "Data columns (total 1 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 PJME_MW 145366 non-null float64\n", + "dtypes: float64(1)\n", + "memory usage: 2.2 MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "f4eb9a3c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.plot(figsize=(15, 5))" + ] + }, + { + "cell_type": "markdown", + "id": "c551b186", + "metadata": {}, + "source": [ + "#Train / Test Split" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "4b017b0c", + "metadata": {}, + "outputs": [], + "source": [ + "train_size = int(len(df)*0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "75fe7507", + "metadata": {}, + "outputs": [], + "source": [ + "train , test =df[:train_size],df[train_size:]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "26fb3ccc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(15, 5))\n", + "train.plot(ax=ax, label='Training Set', title='Data Train/Test Split')\n", + "test.plot(ax=ax, label='Test Set')\n", + "ax.axvline('01-01-2015', color='black', ls='--')\n", + "ax.legend(['Training Set', 'Test Set'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5ed090e8", + "metadata": {}, + "outputs": [], + "source": [ + "from xgboost import XGBRegressor" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "3365adf6", + "metadata": {}, + "outputs": [], + "source": [ + "def create_features(df):\n", + " \"\"\"\n", + " Create time series features based on time series index.\n", + " \"\"\"\n", + " df = df.copy()\n", + " df['hour'] = df.index.hour\n", + " df['dayofweek'] = df.index.dayofweek\n", + " df['quarter'] = df.index.quarter\n", + " df['month'] = df.index.month\n", + " df['year'] = df.index.year\n", + " df['dayofyear'] = df.index.dayofyear\n", + " df['dayofmonth'] = df.index.day\n", + " df['weekofyear'] = df.index.isocalendar().week\n", + " return df\n", + "\n", + "df = create_features(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "0a979932", + "metadata": {}, + "outputs": [], + "source": [ + "train = create_features(train)\n", + "test = create_features(test)\n", + "\n", + "FEATURES = ['dayofyear', 'hour', 'dayofweek', 'quarter', 'month', 'year']\n", + "TARGET = 'PJME_MW'\n", + "\n", + "X_train = train[FEATURES]\n", + "y_train = train[TARGET]\n", + "\n", + "X_test = test[FEATURES]\n", + "y_test = test[TARGET]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "09a35cab", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0]\tvalidation_0-rmse:32511.95569\tvalidation_1-rmse:31963.96555\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\raiha\\anaconda3\\Lib\\site-packages\\xgboost\\callback.py:386: UserWarning: [16:25:17] WARNING: C:\\actions-runner\\_work\\xgboost\\xgboost\\src\\objective\\regression_obj.cu:250: reg:linear is now deprecated in favor of reg:squarederror.\n", + " self.starting_round = model.num_boosted_rounds()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[100]\tvalidation_0-rmse:12549.77393\tvalidation_1-rmse:12011.52852\n", + "[200]\tvalidation_0-rmse:5826.12289\tvalidation_1-rmse:5572.75707\n", + "[300]\tvalidation_0-rmse:3919.35487\tvalidation_1-rmse:4216.78274\n", + "[400]\tvalidation_0-rmse:3446.09319\tvalidation_1-rmse:4021.28544\n", + "[500]\tvalidation_0-rmse:3283.14213\tvalidation_1-rmse:3939.27149\n", + "[600]\tvalidation_0-rmse:3207.80607\tvalidation_1-rmse:3903.40494\n", + "[700]\tvalidation_0-rmse:3156.04559\tvalidation_1-rmse:3884.25481\n", + "[800]\tvalidation_0-rmse:3111.94301\tvalidation_1-rmse:3874.19935\n", + "[900]\tvalidation_0-rmse:3077.73978\tvalidation_1-rmse:3868.91185\n", + "[993]\tvalidation_0-rmse:3051.91659\tvalidation_1-rmse:3869.16903\n" + ] + }, + { + "data": { + "text/html": [ + "
XGBRegressor(base_score=0.5, booster='gbtree', callbacks=None,\n",
+       "             colsample_bylevel=None, colsample_bynode=None,\n",
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+       "             enable_categorical=False, eval_metric=None, feature_types=None,\n",
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+       "             importance_type=None, interaction_constraints=None,\n",
+       "             learning_rate=0.01, max_bin=None, max_cat_threshold=None,\n",
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+       "             max_leaves=None, min_child_weight=None, missing=nan,\n",
+       "             monotone_constraints=None, multi_strategy=None, n_estimators=1000,\n",
+       "             n_jobs=None, num_parallel_tree=None, ...)
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" + ], + "text/plain": [ + "XGBRegressor(base_score=0.5, booster='gbtree', callbacks=None,\n", + " colsample_bylevel=None, colsample_bynode=None,\n", + " colsample_bytree=None, device=None, early_stopping_rounds=50,\n", + " enable_categorical=False, eval_metric=None, feature_types=None,\n", + " feature_weights=None, gamma=None, grow_policy=None,\n", + " importance_type=None, interaction_constraints=None,\n", + " learning_rate=0.01, max_bin=None, max_cat_threshold=None,\n", + " max_cat_to_onehot=None, max_delta_step=None, max_depth=3,\n", + " max_leaves=None, min_child_weight=None, missing=nan,\n", + " monotone_constraints=None, multi_strategy=None, n_estimators=1000,\n", + " n_jobs=None, num_parallel_tree=None, ...)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg = xgb.XGBRegressor(base_score=0.5, booster='gbtree', \n", + " n_estimators=1000,\n", + " early_stopping_rounds=50,\n", + " objective='reg:linear',\n", + " max_depth=3,\n", + " learning_rate=0.01)\n", + "reg.fit(X_train,y_train,\n", + " eval_set=[(X_train,y_train),(X_test,y_test)],\n", + " verbose = 100)" + ] + }, + { + "cell_type": "markdown", + "id": "e6ff7317", + "metadata": {}, + "source": [ + "FEATURE IMPORTANCE" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "478926b3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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MU9GiRSU9+JZaJ0+ezHKdmalTp46ke08Re9CTxvKihIQEHT16NNMyBw4ckCRVq1bN4kPQk08+KUm6dOmS+a4DGUm9r26FChUyvKNDVmT1WLLVsWsLab+V2Lt3b7b2rVmzpvks8S+//GLrrgGPhPAKwKY6dOhg/vPkyZMf6ivRtF9ZZnSmMzk5WfPnz8+0nrS3qUr7JKj0pN4Z4PDhwxn2+dq1a9q+fXum9WRV6p0Y4uPj9dVXX9mkTqPJ7NZfu3fv1pkzZyTJ6jZRzz//vPnPCxcuzLCOvXv36s8//7Ta52GkPZYSEhIyLJeVY1dSpg9wsJU2bdqYQ3dm9y5Oj6urq3new8LCtHPnTlt3D3hohFcANlW3bl21bt1a0r0bu7///vuZBtirV69qwYIFFttSb5EkSYsXL053vw8//NB8NXVG0l6s89dff2Va9rnnnpN07ylTS5cutXo9Pj5eQ4YMydJz5LOif//+5guSPv/8c61ZsybT8n/88Ue6D2Iwsnnz5qV7dj46Olr/+te/JN1bj5p679hUAQEB8vLykiRNnTpVhw4dsqojKipKI0aMkHTvrOlrr732SH3N6rGUlWP322+/1fr16x+pP1lRpUoV8z2CN2/enOkdAxISEqyWYYwcOdK8nGbQoEHmDwIZCQkJeeDZdMAWWPMKwOamT5+uFi1a6Pz585o+fbp27Nihvn37ysfHR66uroqOjtbx48e1fft2bd68WbVq1bJY19qyZUuVLl1a165d0yeffKKIiAgFBASoZMmSOnPmjObPn6/t27fr2WefzfTr0LS3B/rPf/6jt99+W2XKlDGfjapYsaJ5zWXPnj01YcIERUdHa8SIEfrrr7/0j3/8Q46Ojjp69KhmzZqlEydOqGHDhgoLC3vkOSpatKjmzp2rLl26KDExUa+88oratWunLl26qHLlynJ0dNS1a9f0+++/a8OGDQoLC9OwYcPUrl27R247NyhVqpRcXV3VrVs3DR48WK1bt7Z4PGzqmuchQ4aoZs2aFvs6OztrypQp6t69u27duqWAgAAFBQWpZcuWFo+HTX161uuvv271dK3sqlChgry8vHThwgVNmzZN5cqVU7Vq1cwXe5UuXVpubm7y9fVVrVq1dOzYMc2dO1fR0dHq0aOHypQpowsXLuiHH37Qjz/++MBj11a++OIL7d+/XxcuXNC4ceO0bds29e7d2/x42AsXLmjv3r1auXKlRo0apd69e5v3bdCggUaPHq2PPvpIFy9eVPPmzdW7d2+1bNlSZcuW1d27d3XhwgX99ttvWrNmjc6ePaulS5c+8BZowKMivAKwOQ8PD23cuFEDBgzQ3r179fvvv5vPpKXn/rWIRYoU0axZs9S7d2/FxcXpu+++s/qa1d/fX5999pkaNWqUYb2VK1dWly5dFBwcrC1btmjLli0Wrx8+fFiVKlWSdO8ClenTp6t///6Kj4/XxIkTNXHiRHNZJycnTZgwQdevX7dJeE0dw5o1azRw4EBduHBB69evz/SM3KOs2cxtXF1dtWDBAnXv3l1TpkzRlClTrMr06NFDH3zwQbr7t2rVSrNnz9brr7+uW7du6fPPP9fnn39uVe61117LsI7seuutt/T2228rPDxcvXr1snhtxowZ6t27txwcHDRr1ix16tRJUVFRWrVqlVatWmVRtlatWpo3b55VKM8JpUqV0s8//6zevXvryJEj2rNnj/mCsqx46623VKxYMY0ePVp37tzRN998o2+++SbdsgUKFMj2LbmAh0F4BZAjypUrpw0bNigkJEQrV65UWFiYrl69qvj4eLm7u+uJJ55Q/fr11bp163TXI7Zs2VJbt27VpEmTFBoaquvXr6tYsWKqUaOGevTooT59+pjPrGVm9uzZ8vPz048//qhTp04pNjY2w2UMHTt21ObNmzV58mTt3r1bN2/eVKlSpdSoUSMNHTpU9evX17hx4x55btJq1KiRfvvtNy1dulQ///yzjhw5Yr4/Z4kSJVStWjU9++yzCggIkK+vr03btjc/Pz/t2LFD06ZN08aNG3Xx4kUVLFhQderU0YABA/TCCy9kun/37t3VqFEjzZo1S1u2bFFERIQSEhLk4eGhxo0ba8CAAdm+OX9mXn31VZUuXVpz587VkSNHFBUVle4Tz+rUqaPQ0FBNmjRJmzZt0uXLl1W0aFFVrlxZL7zwgl577bUMHxucEypWrKjt27dr5cqVCg4O1qFDh3T9+nUVKVJEZcuWlY+Pj7p06ZLh09VeffVVdezYUXPnztW2bdt06tQpRUVFycXFRZ6enqpZs6aaNm2qTp06mZdzADnJISoqKnfdHBEAkGcFBQVpyZIlqlChQq57pC8AY+CCLQAAABgG4RUAAACGQXgFAACAYRBeAQAAYBiEVwAAABgGdxsAAACAYXDmFQAAAIZBeAUAAIBhEF6Rp8XFxenMmTOKi4uzd1fshjlgDvL7+CXmQGIOJOYgr4yf8Io8Lykpyd5dsDvmgDnI7+OXmAOJOZCYg7wwfsIrAAAADIPwCgAAAMMgvAIAAMAwCK8AAAAwDMIrAAAADIPwCgAAAMMgvAIAAMAwCK8AAAAwDMIrAAAADIPwCgAAAMMgvAIAAMAwCK8AAAAwDMIrAAAADMMhKioqxd6dQM6rsviSIuOT7d0NAABgMFH9vezdBQuceQUAAIBhEF4BAABgGIRXAAAAGAbhFQAAAIZBeAUAAIBhEF4BAABgGIRXAAAAGAbhFQAAAIZBeM3lxo0bJ5PJpNDQUHt3BQAAwO4Ir3YWHh4uk8mkoKAge3cFAAAg1yO8AgAAwDAIrwAAADCMPBteQ0NDZTKZNG7cOO3bt08dOnRQ+fLlVaVKFb399tu6c+eOJGnz5s1q06aNypUrp2rVqmnMmDFKSkqyqOvu3buaMWOGnnvuOZUpU0YVK1ZUhw4dFBISYtXuokWLZDKZtGjRIm3fvl1t27ZVuXLl9MQTT2jw4MG6ceOGRVlfX19J0pIlS2Qymcy/0lvjGhwcrKZNm6pMmTKqUaOG3nnnHfM4AAAA8oM8G15T/fbbb+rcubPc3d3Vr18/lS9fXt9++62GDx+u1atXq0+fPvLy8lK/fv1UrFgxTZkyRZMmTTLvn5KSov79+2vUqFGKj4/XwIED1a1bN/3xxx/q2bOnZs2alW67GzZsUPfu3eXh4aEBAwboiSee0NKlS9WrVy9zmdq1a2vw4MGSJB8fH7377rvmXxUrVrSo75tvvtGwYcNUo0YNDRgwQCaTSbNnz9Ybb7yRA7MGAACQOzlERUWl2LsTOSE0NFQdO3aUdO8MZ0BAgCQpMTFRzZs317Fjx1SiRAktX75c9erVkyTFxsaqXr16SkpK0smTJ+Xk5KSlS5dq8ODBeu655xQcHCwXFxdJ0oULF9S8eXNFRUUpLCxM3t7e5raGDh0qJycn/fTTT3r22WclSUlJSercubN27typTZs2qWHDhpLuXbDl6+urwMBAzZw502oc48aN04QJE+Tu7q5ffvlF1apVkyTduXNHTZo00enTp3Xs2DGVLVs20/mosviSIuOTH3FWAQBAfnM5sGSO1l+oUKFslc/zZ179/f3NwVWSnJ2d1blzZ6WkpKht27bm4CpJbm5uatOmjW7cuKELFy5IkhYvXixJ+uijj8zBVZK8vLw0ZMgQJSYmavny5VbtduvWzRxcJcnR0VGBgYGSpAMHDmR7HIMHDzYHV0lydXVV165dlZKSokOHDmW7PgAAgKyIiIjIsV8XL17Mdn+ccmCMuUqdOnWstpUpU0bSva/tM3rt0qVLqlSpkn7//Xe5urqqfv36VmX9/f0lSUeOHLF6LXUta1peXl6SpOjo6GyMIGfqAwAAyIoKFSrYuwsW8nx4dXNzs9rm6Oj4wNcSExMl3VtKkBoS7+fh4SFJiomJsXrN3d09w7rvvyAsK2xdHwAAQFZk92v9nJbnlw08Kjc3N127di3d11K3pxeCAQAAYHuE1weoU6eO7ty5o99++83qtV27dklKf/lBVnH2FAAAIOsIrw+QepHVhx9+aF5KIEkXL17UjBkz5OTkpB49ejx0/SaTSQ4ODg+1YBkAACC/yfNrXh/VSy+9pLVr12r9+vV67rnn1KZNG92+fVvBwcG6ceOGPvnkE/Ntsh5G0aJFVa9ePe3evVtDhgxRlSpVVKBAAXXr1i3XLZAGAACwN8LrAzg4OGjBggWaOXOmlixZotmzZ8vFxUV16tTR0KFD1b59+0du4+uvv9Z//vMfrVu3TjExMUpJSVGDBg0IrwAAAPfJsw8pgCUeUgAAAB5GVP/077pkL6x5BQAAgGEQXgEAAGAYhFcAAAAYBuEVAAAAhkF4BQAAgGEQXgEAAGAYhFcAAAAYBvd5RZ4WFxeniIgIVahQQYUKFbJ3d+yCOWAO8vv4JeZAYg4k5iCvjJ8zrwAAADAMwisAAAAMg/AKAAAAwyC8AgAAwDAIrwAAADAMwisAAAAMg/AKAAAAwyC8AgAAwDAIrwAAADAMwisAAAAMg/AKAAAAwyC8AgAAwDAIrwAAADAMwisAAAAMg/AKAAAAwyC8AgAAwDAIrwAAADAMwisAAAAMg/AKAAAAwyC8AgAAwDAIrwAAADAMwisAAAAMg/AKAAAAwyC8AgAAwDAIrwAAADAMwisAAAAMg/AKAAAAwyC8AgAAwDAIrwAAADAMwisAAAAMg/AKAAAAw3CydwfweFRZfEmR8cn27oadFJYUae9O2BlzwBzk9/FLRpmDqP5e9u4CkKtx5hUAAACGQXgFAACAYRBeAQAAYBiEVwAAABgG4RUAAACGQXgFAACAYRBeAQAAYBiEVwAAABgG4RUAAACGQXh9gNDQUJlMJo0bN87eXQEAAMj3CK8AAAAwDMIrAAAADIPwCgAAAMMgvGbDoUOH9OKLL6p8+fKqWLGievfurfDwcKty+/btU48ePeTt7S1PT081bNhQ48aN0+3bty3KhYeHy2QyKSgoKN32TCaTAgICLLYFBATIZDIpPj5eY8eOlZ+fn0qVKsWaXAAAkC842bsDRnHo0CFNmzZN/v7+6tevn37//XetW7dOx44d0549e1SoUCFJ0o8//qhXX31VLi4u6tKli0qXLq1t27ZpwoQJ2rp1q9auXauCBQs+cn/69Omjo0ePqkWLFipevLi8vb0fuU4AAIDcjvCaRSEhIfruu+/04osvmrf985//1LJly7Ru3Tp17dpVsbGxeuONN+To6KiNGzfKx8dHkpSSkqJBgwZp+fLlmjp1qkaOHPnI/bl06ZJ27dql4sWLP3JdAIDcIy4uLkfqTUhIsPg9P8rvc5Bbx596AjCrCK9Z1LhxY4vgKkkvv/yyli1bpgMHDqhr165at26doqOj9eqrr5qDqyQ5ODhozJgxCg4O1uLFi20SXt977z2CKwDkQRERETla/5UrV3K0fiPI73OQm8bv6OioypUrZ2sfwmsW+fr6Wm3z8vKSJEVHR0uSfv/9d0mSv7+/Vdny5cvriSee0KlTpxQbGys3N7dH6k/9+vUfaX8AQO5UoUKFHKk3ISFBV65ckaenp1xcXHKkjdwuv89BXhk/4TWL3N3drbY5OjpKkpKSkiRJsbGxkqTSpUunW4eHh4fNwquHh8cj7Q8AyJ2y+xVqdrm4uOR4G7ldfp8Do4+fuw3YUGogvXbtWrqvp25PLVegwL3pTw2/aaWezc2Ig4PDQ/cTAADAqAivNlSnTh1J0s6dO61eu3jxov766y95e3ubw2uxYsXMr90vdQkCAAAA/g/h1Ybat28vd3d3LVq0SMePHzdvT0lJ0YcffqjExET16tXLvN3d3V1Vq1bV3r17debMGfP22NhYffTRR4+17wAAAEbAmlcbcnd319SpU/Xqq6+qVatW6tKli0qVKqXt27fr4MGDql+/vt544w2LfYYOHao333xT//jHP/TCCy8oOTlZmzZtkp+fn51GAQAAkHsRXm3shRdekIeHhyZNmqS1a9fqzp07qlixokaOHKkRI0ZYLZDu37+/EhMTNWvWLC1YsECenp7q1auXRo4cmeGFXwAAAPmVQ1RUVIq9O4GcV2XxJUXGJ9u7GwCAB4jq75Uj9cbFxSkiIkIVKlQw9JXmjyK/z0FeGT9rXgEAAGAYhFcAAAAYBuEVAAAAhkF4BQAAgGEQXgEAAGAYhFcAAAAYBuEVAAAAhsFDCvKJ073K2rsLdpFX7mn3KJgD5iC/j19iDoC8hDOvAAAAMAzCKwAAAAyD8AoAAADDILwCAADAMAivAAAAMAzCKwAAAAyD8AoAAADDILwCAADAMAivAAAAMAzCKwAAAAyD8AoAAADDILwCAADAMAivAAAAMAzCKwAAAAyD8AoAAADDILwCAADAMAivAAAAMAzCKwAAAAyD8AoAAADDILwCAADAMAivAAAAMAzCKwAAAAyD8AoAAADDILwCAADAMAivAAAAMAzCKwAAAAyD8AoAAADDILwCAADAMAivAAAAMAzCKwAAAAyD8AoAAADDcLJ3B/B4VFl8SZHxyfbuhp0UlhRp707YWd6Yg6j+XvbuAgDAzjjzCgAAAMMgvAIAAMAwCK8AAAAwDMIrAAAADIPwCgAAAMMgvAIAAMAwCK8AAAAwDMIrAAAADIPwCgAAAMOwWXgNDw+XyWRSUFCQraq0uUuXLmnQoEF68sknVbx4cZlMJnt36YGMMK8AAACPS756POyQIUO0bds2de/eXd7e3nJwcLB3lwAAAJAN+Sa8JiQkaPv27WrRooVmz55t7+4AAADgIeSbNa9XrlxRcnKyPDw87N0VAAAAPKRsh9ekpCRNnjxZfn5+8vT0lJ+fn7788kulpKRYld2xY4eGDh2qBg0ayMvLS15eXmrevLnmzZtnUS42Nlbly5fXs88+m2GbNWvWVJUqVZSQkGDefvv2bY0bN04NGzaUp6envL291aNHD+3bt89i/4CAANWuXVuStGTJEplMJplMJo0bN07+/v564oknlJycbNFexYoVZTKZtGzZMou6xowZI5PJpP3791tsP3r0qAYMGKAaNWqodOnS8vHx0ciRI3Xjxo10x5Td8veLj49Xnz59ZDKZ9Mknn2RpHwAAAKPL9rKB4cOHa+HChapUqZIGDhyo+Ph4zZgxwyowStKUKVN05swZNWzYUOXKlVN0dLQ2b96sESNG6NSpUxo7dqwkyc3NTV27dtX8+fO1b98+PfPMMxb1hISE6PLlyxo2bJhcXFwk3QtvnTt3VlhYmHx9fRUUFKRr164pODhYW7Zs0XfffadOnTpJknr16qXatWtr1qxZ8vHxUUBAgCTJ399fMTExmjlzpo4cOSJfX19J0uHDhxUTEyNJCg0NVc+ePc192blzp9zc3FS3bl3ztvXr16t///5ydHRUu3bt5OXlpT///FNz5szRli1b9Msvv1hcHJbd8veLiYlRr169tGvXLk2YMEH//Oc/s/juAcYWFxf3UPulfuhN++E3P8nv45eYA4k5kJiD3Dr+QoUKZat8tsJraGioFi5cKB8fH4WEhKhIkSKSpLfeektNmjSxKv/FF1/I29vbYtvdu3fVvXt3zZo1S4MHD1aFChUkSf369dP8+fO1YMECq/D6/fffS5L69u1r3jZlyhSFhYWpR48e+vrrr80XXwUFBally5Z644039Pzzz8vNzU29e/dWeHi4Zs2apdq1a+u9994z1xMbG6uZM2cqNDTUHF5DQ0Pl4OAgf39/hYaGmsvGxMTo0KFDatmypZyc7k3djRs3NHjwYJUqVUobNmwwj0eSVqxYoYEDB2rs2LH67LPPHqr8/a5evaquXbvqzz//1DfffKOuXbumWw7IiyIiIh5p/ytXrtioJ8aU38cvMQcScyAxB7lp/I6OjqpcuXK29slWeF26dKkk6Z133jEHV0kqV66cBg8ebD6Tmur+4CpJTk5O6t+/v7Zu3arQ0FD16tVLkuTn5ydfX1+tXr1a48ePl5ubm6R7E7xp0yY1atRI1atXN9ezePFiOTs7a8yYMRZ3DfDx8VGvXr00d+5crV+/3uKsaXoaN26sAgUKKDQ0VMOGDZN0L7w+9dRTeuGFF/T2228rPDxclSpV0p49e5SUlCR/f3/z/kuWLFFMTIw+++wziyAqSd26ddO0adO0atUqcxjNbvm0/vrrL3Xp0kXXr1/XsmXL9Pzzz2c6NiCvuf/fTFYlJCToypUr8vT0NH97k5/k9/FLzIHEHEjMQV4Zf7bC69GjRyXdC3z3a9SokdW22NhYTZs2TevWrdPZs2d169Yti9cvX75s8ff+/ftrxIgRWrlypfr16yfpXki9e/eu+vTpYy4XExOjs2fPqkaNGvLy8rJq19/fX3PnztWRI0ceGF5NJpNq165tDqYpKSnau3ev+vTpYz6bHBoaqkqVKpnPwqY9y5y69nX//v06c+aMVf3x8fGKjIxUZGSkSpYsme3yqU6dOqU2bdooKSlJa9asUb169TIdF5AXZferpfu5uLg8ch1Glt/HLzEHEnMgMQdGH3+2wmtMTIwKFChgEapS3X8Vf0JCgjp06KDDhw+rTp066tmzp0qUKCFHR0edO3dOS5YsUXx8vMU+3bp10+jRo7VgwQJzeF24cKHc3d31wgsvmMvFxsZKkkqXLp1uP1P7krpu9UGaNGmiw4cP69ChQ0pKStLff/+tJk2aqHr16ipTpoxCQ0P18ssvKzQ0VO7u7qpTp45535s3b0qS5syZk2kbt27dUsmSJbNdPtX//vc/RUVFqVGjRqpZs2aWxgUAAJDXZCu8uru7Kzk5WZGRkSpVqpTFa1evXrX4+/r163X48GH17dtXU6dOtXht5cqVWrJkiVX9RYsWVbdu3TRv3jwdPXpUN2/e1OnTpzVw4EAVLlzYXC51ScG1a9fS7Wfq9tRyD9KkSRNNnz5doaGhSk5OVoECBcxnl/39/bVz505FRUXpyJEjat26tRwdHa36snv3btWqVeuBbWW3fKp27dqpUqVKGj9+vHr27Klly5ZZzAkAAEB+kK1bZfn4+Ei6F7zut2fPHou///XXX5Luha4HlU0r9YzrggULzBdqpV0yIN0L0d7e3jpz5owuXrxoVceuXbskyXx7rAdp1KiRHB0dtWPHDvOFW6lX+zdt2lQXLlzQ999/r+TkZIv1rpLUoEEDSVJYWFiW2spu+bT+/e9/6z//+Y9CQ0PVo0cP3b59O9t1AAAAGFm2wutLL70kSZo4caLF+tWLFy9q1qxZFmVTL6zYu3evxfadO3dq/vz5GbZRt25d1a1bVz/88IPWrl2runXrmu8CkFZgYKASExP14YcfWtxj9tixY1q0aJHc3d3Nt8R6EHd3d/n6+mrfvn3at2+fxZrW1D9PmTLF4u+pevfuLTc3N3388cc6fvy4Vd23b9+2CKrZLX+/d955R6NGjdLOnTvVvXt3q3XEAAAAeVm2lg00adJEvXv31qJFi9S4cWN16NBBCQkJWrVqlRo0aKCQkBBz2bZt26pixYqaMmWKjh8/rieffFKnTp1SSEiIAgICtGbNmgzb6d+/v4YPHy7J8vZYaQ0fPlwbN27UsmXLdPLkSTVr1kzXr19XcHCwEhMTNWvWrCwvG0gd24EDB8x/TvXEE0+ofPnyOn/+vPnirrRKlSqlb775Rv369ZO/v79atWqlatWqKT4+XufOndPu3bv19NNPa+XKlQ9VPj0jR45UgQIF9PHHH6t79+5avny5xd0fAAAA8qpsP2Fr6tSp5ttTzZkzR5s2bdLQoUM1fvx4i3JFixbVmjVr1KlTJx04cEBz5szR5cuXNWfOHL322muZttG1a1c5OzurcOHC6tatW7plChUqpDVr1mjkyJGKjY3VV199pbVr16px48b66aefLC7wyorUwOrk5GR154TUpQKpt9W6X5s2bbRjxw716tVLx44d0+zZs7V8+XJFRESoV69eGjVq1COVT8/bb7+t//73v9q9e7e6deumv//+O1vjBQAAMCKHqKgo6+e62tlvv/2mli1bqnfv3poxY4a9u5MnVFl8SZHxyQ8uCORiUf2tb42XFXFxcYqIiFCFChUMfXuYh5Xfxy8xBxJzIDEHeWX82T7z+jhMmzZNkjRgwAA79wQAAAC5SbbWvOakiIgIrVixQsePH9fq1avVqlUr1a9f397dAgAAQC6Sa8Lr2bNn9eGHH6po0aJq166dJk+ebO8uAQAAIJfJNeG1SZMmioqKsnc3AAAAkIvlyjWvAAAAQHoIrwAAADAMwisAAAAMI9eseUXOOt2rrL27YBd55Z52j4I5AADkJZx5BQAAgGEQXgEAAGAYhFcAAAAYBuEVAAAAhkF4BQAAgGEQXgEAAGAYhFcAAAAYBuEVAAAAhkF4BQAAgGEQXgEAAGAYhFcAAAAYBuEVAAAAhkF4BQAAgGEQXgEAAGAYhFcAAAAYBuEVAAAAhkF4BQAAgGEQXgEAAGAYhFcAAAAYBuEVAAAAhkF4BQAAgGEQXgEAAGAYhFcAAAAYBuEVAAAAhkF4BQAAgGEQXgEAAGAYhFcAAAAYBuEVAAAAhkF4BQAAgGEQXgEAAGAYhFcAAAAYhpO9O4DHo8riS4qMT7Z3N+yksKRIe3fCzrI/B1H9vXKmKwAAPALOvAIAAMAwCK8AAAAwDMIrAAAADIPwCgAAAMMgvAIAAMAwCK8AAAAwDMIrAAAADIPwCgAAAMMgvAIAAMAwHlt4DQ8Pl8lkUlBQ0ONqMtsuXbqkQYMG6cknn1Tx4sVlMpns3SUAAACkweNh0xgyZIi2bdum7t27y9vbWw4ODvbuEgAAANIgvP5/CQkJ2r59u1q0aKHZs2fbuzsAAABIB2te/78rV64oOTlZHh4e9u4KAAAAMmDz8JqUlKTJkyfLz89Pnp6e8vPz05dffqmUlBSrsjt27NDQoUPVoEEDeXl5ycvLS82bN9e8efMsysXGxqp8+fJ69tlnM2yzZs2aqlKlihISEszbb9++rXHjxqlhw4by9PSUt7e3evTooX379lnsHxAQoNq1a0uSlixZIpPJJJPJpFGjRj1UuykpKfr+++/Vpk0bVahQQWXLllXz5s31/fffW9Vx6dIlffrpp2rVqpWqVq0qDw8P1a5dW2+//bauXbtmVT4oKEgmk0lnz57VjBkz9Oyzz8rDwyNXryUGAACwFZsvGxg+fLgWLlyoSpUqaeDAgYqPj9eMGTOsAqMkTZkyRWfOnFHDhg1Vrlw5RUdHa/PmzRoxYoROnTqlsWPHSpLc3NzUtWtXzZ8/X/v27dMzzzxjUU9ISIguX76sYcOGycXFRZIUHx+vzp07KywsTL6+vgoKCtK1a9cUHBysLVu26LvvvlOnTp0kSb169VLt2rU1a9Ys+fj4KCAgQJLk7++vv//+O1vtpqSkaNCgQVq+fLmqVq2qbt26ydnZWdu2bdPrr7+uP//8U5988om5jt27d2vGjBlq2rSp6tevL2dnZ/3+++/69ttv9csvv2j79u0qVqyY1dy98847CgsLU+vWrdWmTRuVLl36Yd8yIF1xcXH27oLNpH64TPshMz/J7+OXmAOJOZCYg9w6/kKFCmWrvENUVJT1KdGHFBoaqo4dO8rHx0chISEqUqSIJOnixYtq0qSJIiMjFRgYqJkzZ0qSzp49K29vb4s67t69q+7du2vHjh06dOiQKlSoIEk6ePCgnn/+efXu3VszZsyw2CcwMFA///yzfv31V1WvXl2SNHHiRH366afq0aOHvv76a/PFV0ePHlXLli3l6uqqI0eOyM3NTdK9uyH4+vpa9O9h2p0/f76GDx+uPn36aNKkSXJyuvf5ICEhQX379tWGDRu0bds21a1bV5J07do1ubq6qmjRohZ1L1myREFBQRo9erT+9a9/mbcHBQVpyZIl8vLy0oYNG8zz8yBVFl9SZHxylsoCkhTmf9veXQAA5HGOjo6qXLlytvax6ZnXpUuXSrp3VjA1uEpSuXLlNHjwYPOZ1FT3B1dJcnJyUv/+/bV161aFhoaqV69ekiQ/Pz/5+vpq9erVGj9+vDl0XrlyRZs2bVKjRo3MAVKSFi9eLGdnZ40ZM8birgE+Pj7q1auX5s6dq/Xr16tnz56Zjim77c6ePVtFihTRZ599Zg6ukuTi4qL3339fGzZs0IoVK8zhNaMzpi+99JLeffddbdu2zSK8pnr99dezHFyBh5GXjq+EhARduXJFnp6e5m9J8pP8Pn6JOZCYA4k5yCvjt2l4PXr0qCSpcePGVq81atTIaltsbKymTZumdevW6ezZs7p165bF65cvX7b4e//+/TVixAitXLlS/fr1k3QvpN69e1d9+vQxl4uJidHZs2dVo0YNeXl5WbXr7++vuXPn6siRIw8Mr9lp9/bt2zp27JjKli2rSZMmWdVz9+5dSdKpU6cstq9Zs0bz5s3T4cOHFRUVpaSkpAznIFX9+vUf2G/gUWT3axwjcHFxyZPjyqr8Pn6JOZCYA4k5MPr4bRpeY2JiVKBAAZUsWdLqtfuv4k9ISFCHDh10+PBh1alTRz179lSJEiXk6Oioc+fOacmSJYqPj7fYp1u3bho9erQWLFhgDpELFy6Uu7u7XnjhBXO52NhYSRmf1UztS0xMTJbGldV2o6KilJKSoosXL2rChAkZ1pc2pE+bNk3vv/++SpUqpRYtWqhcuXLmA2rmzJlWc5CKNa4AACA/sml4dXd3V3JysiIjI1WqVCmL165evWrx9/Xr1+vw4cPq27evpk6davHaypUrtWTJEqv6ixYtqm7dumnevHk6evSobt68qdOnT2vgwIEqXLiwuVzqV/vpXa2fdntquQfJbrt169bVtm3bHljv3bt39dlnn6ls2bIKDQ21mLOUlBSreUmLBygAAID8yKa3yvLx8ZF07wr6++3Zs8fi73/99ZckqV27dg8sm1bqmc8FCxaYbz2V9qt76V6I9vb21pkzZ3Tx4kWrOnbt2iVJ5ttjZUVW2nVzc1ONGjV08uRJRUVFPbDOyMhIxcTEqEGDBlZh/+DBg7pz506W+wcAAJAf2DS8vvTSS5LuXemf9qvxixcvatasWRZlUy8G2bt3r8X2nTt3av78+Rm2UbduXdWtW1c//PCD1q5dq7p168rX19eqXGBgoBITE/Xhhx9a3GP22LFjWrRokdzd3c23xMqKrLb7z3/+U7dv39bw4cOt1vBK9+6wEB4eLuneV/+urq46fPiwbt/+vyu7o6Ki9M4772S5bwAAAPmFTZcNNGnSRL1799aiRYvUuHFjdejQQQkJCVq1apUaNGigkJAQc9m2bduqYsWKmjJlio4fP64nn3xSp06dUkhIiAICArRmzZoM2+nfv7+GDx8uSerbt2+6ZYYPH66NGzdq2bJlOnnypJo1a6br168rODhYiYmJmjVrVpaXDWSn3f79+yssLExLlizRvn371KxZM5UtW1ZXr17VqVOntH//fn3zzTeqVKmSChQooFdffVXTp0+Xv7+/2rZtq9jYWG3evNn8cAMAAAD8H5s/YWvq1Knm21PNmTNHmzZt0tChQzV+/HiLckWLFtWaNWvUqVMnHThwQHPmzNHly5c1Z84cvfbaa5m20bVrVzk7O6tw4cLq1q1bumUKFSqkNWvWaOTIkYqNjdVXX32ltWvXqnHjxvrpp58sLrTKqqy06+DgoJkzZ2ru3LmqWbOmQkJCNGPGDG3btk0FCxbUxx9/rObNm5vLjxkzRu+//74cHBz07bffauvWrXrxxRe1atUqi1ttAQAAwMYPKXhcfvvtN7Vs2TLdBwfkxXZtgYcUILui+lvfZs6o4uLiFBERoQoVKhj69jAPK7+PX2IOJOZAYg7yyvhtfub1cZg2bZokacCAAfmiXQAAANxjmO+lIyIitGLFCh0/flyrV69Wq1atHsuN+u3VLgAAAKwZJryePXtWH374oYoWLap27dpp8uTJebpdAAAAWDNMeG3SpEmW7p2aV9oFAACANUOueQUAAED+RHgFAACAYRhm2QAezele+fOBB3nltiCPgjkAAOQlnHkFAACAYRBeAQAAYBiEVwAAABgG4RUAAACGQXgFAACAYRBeAQAAYBiEVwAAABgG4RUAAACGQXgFAACAYRBeAQAAYBiEVwAAABgG4RUAAACGQXgFAACAYRBeAQAAYBiEVwAAABgG4RUAAACGQXgFAACAYRBeAQAAYBiEVwAAABgG4RUAAACGQXgFAACAYRBeAQAAYBiEVwAAABgG4RUAAACGQXgFAACAYRBeAQAAYBiEVwAAABgG4RUAAACGQXgFAACAYRBeAQAAYBiEVwAAABgG4RUAAACG4WTvDuDxqLL4kiLjk+3djSyL6u9l7y4AAIBciDOvAAAAMAzCKwAAAAyD8AoAAADDILwCAADAMAivAAAAMAzCKwAAAAyD8AoAAADDILwCAADAMAivAAAAMAzCaw4LCgqSyWRSeHi4vbsCAABgeIRXAAAAGAbhFQAAAIZhyPCalJSkyZMny8/PT56envLz89OXX36ps2fPymQyKSgoyFzWZDIpICAg3Xpq166t2rVrW2z73//+p//+979q2rSpnnjiCXl6eqp+/fr64IMP9Pfff1vVERAQIJPJpPj4eI0dO1Z+fn4qVaqUxo0bp9q1a2vJkiWSJF9fX5lMpnT7c/bsWb3++uvy8fGRh4eHatSooaCgIJ07d86qvdT9L168qKCgIFWvXl3FixdXaGhotucRAADAaJzs3YGHMXz4cC1cuFCVKlXSwIEDFR8frxkzZmjfvn2PXPfatWv1/fffq0mTJvL391dycrL279+vyZMna9euXVq/fr2cnZ2t9uvTp4+OHj2qFi1aqHjx4vL29lZQUJAWL16so0ePavDgwSpWrJgkqWLFiub99u/frxdffFG3b99W27ZtVblyZZ07d07Lly/X5s2btWnTJnl7e1u0dfPmTbVu3Vomk0ldunRRYmKi3NzcHnnsAAAAuZ3hwmtoaKgWLlwoHx8fhYSEqEiRIpKkt956S02aNHnk+nv27KmhQ4fKxcXFYvuECRM0btw4BQcHq0ePHlb7Xbp0Sbt27VLx4sUtth85ckRHjx5VUFCQKlWqZPFaYmKiBgwYoJSUFG3dutXiLPCePXvUoUMHvfvuu1q2bJnFfseOHVPv3r01depUOTo6PuqQc6W4uDib1JOQkGDxe37EHDAH+X38EnMgMQcSc5Bbx1+oUKFslTdceF26dKkk6Z133jEHV0kqV66cBg8erLFjxz5S/eXKlUt3+6BBgzRu3Dht27Yt3fD63nvvWQXXB9mwYYPOnTunUaNGWS1faNSokdq3b69169YpJiZG7u7u5tdcXFz00Ucf5dngKkkRERE2re/KlSs2rc+ImAPmIL+PX2IOJOZAYg5y0/gdHR1VuXLlbO1juPB69OhRSVLjxo2tXmvUqNEj15+SkqKFCxdq8eLFOn78uGJiYpScnGx+/fLly+nuV79+/Wy3tX//fknSqVOnNG7cOKvXr169quTkZJ0+fVp+fn7m7ZUqVVLJkiWz3Z6RVKhQwSb1JCQk6MqVK/L09LQ6m55fMAfMQX4fv8QcSMyBxBzklfEbLrzGxMSoQIEC6YY3Dw+PR67/nXfe0Zw5c1S+fHm1a9dOZcqUMb/BEyZMUHx8fLr7PUzbN2/elCT98MMPmZa7deuWxd9Lly6d7baMJrtfITyIi4uLzes0GuaAOcjv45eYA4k5kJgDo4/fcOHV3d1dycnJioyMVKlSpSxeu3r1qlV5BwcHJSUlpVvX/V/HX7t2Td98842eeuopbdq0SYULFza/duXKFU2YMCHDfjk4OGR3KOaLrJYuXaq2bdtmeb+HaQsAACAvMNytsnx8fCRJu3fvtnptz549VttMJpMuXrxotT08PFzR0dEW286ePauUlBQ1b97cIrhmVHdWpK5LTbv0IFWDBg0kSWFhYQ9VNwAAQH5juPD60ksvSZImTpxo8XX6xYsXNWvWLKvyfn5+OnfunMV9UBMSEjRq1CirsqnrLH/99VeLsHnhwgV98MEHD9Xf1Iu4Lly4YPVa+/btVb58ec2YMUO7du2yej0xMfGhQzMAAEBeZLhlA02aNFHv3r21aNEiNW7cWB06dFBCQoJWrVqlBg0aKCQkxKL8kCFDtGXLFvXs2VNdu3aVq6urtm3bpmLFiqlMmTIWZcuUKaNOnTppzZo1at68uZo1a6arV68qJCRETZs21dmzZ7Pd36ZNm2ratGl688031blzZxUpUkTly5dX9+7dVbBgQS1YsEDdunVTQECAmjVrpieffFKSdP78ee3Zs0clSpTgzCwAAMD/Z7gzr5I0depUjRkzRg4ODpozZ442bdqkoUOHavz48VZlW7Vqpblz58rb21vLli3Tjz/+qObNmys4ODjdhw189dVXGjZsmKKiojR79mzt379fQ4cO1bfffvtQff3HP/6hjz76SMnJyZoyZYo+/PBDzZs3z/x6vXr1tHPnTg0ePFjnz5/X3LlztXjxYp06dUoBAQH6/PPPH6pdAACAvMghKioqxd6dsJXw8HD5+voqMDBQM2fOtHd3cpUqiy8pMt563W1uFdXfyyb1xMXFKSIiQhUqVDD0lZWPgjlgDvL7+CXmQGIOJOYgr4zfkGdeAQAAkD8RXgEAAGAYhFcAAAAYhuHuNpCZSpUqKSoqyt7dAAAAQA7hzCsAAAAMg/AKAAAAwyC8AgAAwDDy1JpXZOx0r7L27gIAAMAj48wrAAAADIPwCgAAAMMgvAIAAMAwCK8AAAAwDMIrAAAADIPwCgAAAMMgvAIAAMAwCK8AAAAwDMIrAAAADIPwCgAAAMMgvAIAAMAwCK8AAAAwDMIrAAAADIPwCgAAAMMgvAIAAMAwCK8AAAAwDMIrAAAADIPwCgAAAMMgvAIAAMAwCK8AAAAwDMIrAAAADIPwCgAAAMMgvAIAAMAwCK8AAAAwDMIrAAAADIPwCgAAAMMgvAIAAMAwCK8AAAAwDMIrAAAADIPwCgAAAMMgvAIAAMAwCK8AAAAwDCd7dwCPR5XFlxQZn/xY24zq7/VY2wMAAHkfZ14BAABgGIRXAAAAGAbhFQAAAIbBmlcAAHKZ5ORk3bp1S3FxcTat08XFRdHR0YqNjbVZvUaS3+fgcY+/UKFCKlKkiAoUsO25UsIrAAC5SHJysiIjI1W0aFGVKlVKDg4ONqs3ISFBLi4uNg8TRpHf5+Bxjj8lJUVxcXGKjIxUyZIlbdpe/nvnAADIxW7duqWiRYvK1dXVZsEVeNwcHBzk6uqqokWL6tatWzatm/AKAEAuEhcXp0KFCtm7G4BNFCpUyKbLXyTCKwAAuQ5nXJFX5MSxTHgFAACAYRBeAQAAYBiEVwAAABgG4RUAAACGwX1eH2DHjh3q1KmTBg4cqM8//9zq9RMnTujZZ59Vu3bttGTJEklSbGyspk2bpjVr1ujs2bNycXFRw4YN9a9//UuNGjWy2P/QoUNatGiRdu7cqQsXLighIUGVK1dW9+7dNWzYMDk7O1uUr127tiQpNDRUn376qdatW6fLly9r6tSp6t27dw7NAgAgtzDNvWDvLmQoqr/XI9cRHh4uX19fBQYGaubMmTboFfIazrw+QNOmTVW1alX98MMPunPnjtXrCxYskCS98sorkqSbN2+qdevWmjhxoooXL64BAwaoU6dOOnjwoDp27KiffvrJYv/58+frp59+Uq1atdSvXz/16dNHKSkp+vDDDzVgwIB0+5SQkKBOnTpp8+bNatu2rV577TV5eHjYeOQAAMDWFi1aJJPJpEWLFtm7K4bFmdcseOWVV/T+++9r9erVCgwMNG9PSEjQsmXLVK5cOf3jH/+QJL3zzjs6fvy4pk+frpdfftlc9urVq2rRooVGjBihVq1ame/h9+abb+rzzz+Xo6OjuWxKSopef/11LVy4UHv37tWzzz5r0Z8rV67oqaeeUkhIiFxdXXNy6I/E1vd1exgJCQkWv+dHzAFzkN/HLxlrDpKTk5WcnGzvbjwUW/S7TJky2rt3r9zd3W0+DykpKebf7TXH9uyDvdpOTk7ONBNk977GhNcs6NWrlz755BMtWLDAIryuX79ekZGR+te//iVHR0dFRkZq1apVatasmUVwlSQPDw+9/vrrevfdd7Vt2za1bdtWklSxYkWr9hwcHDRw4EAtXLhQ27ZtswqvkvTRRx/l6uAqSREREfbugtmVK1fs3QW7Yw6Yg/w+fskYc+Di4mKIkJ0eW/Xb29vbpvXdLzExMUfqzYq7d++af7fX+/y4xx8XF6eYmJh0X3N0dFTlypWzVR/hNQtKliypjh07asWKFfrf//6nqlWrSpK+//57OTg4qE+fPpKkAwcOKCkpSfHx8Ro3bpxVPWfOnJEknTp1yhxeExISNHv2bK1atUqnTp3S33//bf5kJEmXL1+2qqdQoUJ66qmnbD5OW6tQoYK9u6CEhARduXJFnp6ecnFxsXd37II5YA7y+/glY81BdHR0ru9jRmzR73Pnzqlu3boKDAzUjBkzJEkdO3bUrl27dOnSJU2cOFE//PCDIiMjVaNGDY0ZM0bNmzdXbGysxo4dq7Vr1+rGjRuqXbu2JkyYID8/P3PdKSkp8vX1lYODg7Zv364xY8Zow4YNio2NVa1atfT222+rXbt2Vn26ffu2pk6dquDgYJ07d06urq5q2LCh3nrrLT3zzDMWZcePH6+JEydqzZo1ioiI0OzZs3Xy5EnVq1dPFStWNF8fM2LECI0YMcK8340bNyTduxZm8eLF5mthEhMT9cQTT6h79+4aOnSo1bUwvr6+kqTdu3fr008/1erVqxUZGamqVatq5MiR6ty5s8X4ExMTlZKSorlz52rFihU6efKkUlJS5OXlpZYtW2rkyJEymUzmfa5du6ZJkyYpJCREFy5cUNGiRdW4cWP9+9//Vq1atbL0nhYqVEienp5ZKpsVhNcseuWVV7RixQotWLBAH330kSIiIrR161Y1b95clSpVknRvvask7d27V3v37s2wrrTP+O3bt682bNigqlWrqkuXLipdurScnJwUHR2tWbNmKT4+3mr/UqVKGeLpK7np8YYuLi65qj/2wBwwB/l9/JIx5iA2NlYFChjzkhRb9Dvt/2/31/fqq6/q2LFjat++ve7cuaPly5crMDBQISEhevPNNxUfH69OnTqZvwnt1q2bDh8+LHd3d0n/t6whMTFRXbp0UVxcnAIDAxUdHa1Vq1bp5Zdf1tdff60ePXqY24yPj1eXLl0UFhYmX19fBQUF6dq1awoODtbWrVv13XffqVOnTlb9nz59ukJDQ9WuXTs9//zzcnJyUt26dRUdHa3169erffv25ouw0471+++/14YNG9S4cWO1bt1ad+7c0c6dO/XRRx/p4MGD+v77763m7O7du+rWrZtu3rypDh066M6dO1q1apUGDBiglStXqkWLFubxx8XFqVevXtq9e7eqVKmiXr16qWDBgjp9+rTmzZunwMBAlShRQpL0119/qUOHDrp48aJatGihgIAAXbt2TWvXrtXWrVv1448/qkGDBg98TwsUKGDTf3eE1yxq0qSJqlWrpqVLl+r999/XwoULlZycbL5QS5Lc3NwkScOGDdMnn3zywDoPHDigDRs2qGXLlvrhhx8s1r2GhYVp1qxZ6e5nhOAKAICt3bhxQ7t27VKRIkUkSS1atNCAAQPUuXNnPf/88/rmm2/k5HQv2tSuXVtjxozR999/r6FDh1rUc/nyZVWvXl2bN282n8kcOnSomjVrppEjR6pdu3bm/9OnTJmisLAw9ejRQ19//bX5/+CgoCC1bNlSb7zxhp5//nlz+VS7du3S5s2brb4pTQ2vAQEB6d4l6GGuhbl06ZL8/Py0du1a89nv7t27q3PnzpoxY4Y5vErSxIkTtXv3bvXs2VNfffWVRTvR0dEWfx88eLCuXLmiVatW6fnnnzdvHzlypJ5//nm98cYb2r17t/UblcOM+dHOTvr27aurV69q/fr1WrRokUqWLKn27dubX69Xr54cHBwUFhaWpfr++usvSVLr1q0tDhZJ2rNnj+06DgBAHjB69GhzcJWkzp07y9nZWdHR0fr444/NwVWSunbtKkk6evRounWNGjXK4iv46tWr6+WXXzaHy1SLFy+Ws7OzxowZY3HyyMfHR7169VJUVJRF+VSvvPLKQy3xq1ixolUmSL0WRpK2bduW7n6ffvqpxbKNZs2aqUKFCjpw4IB5W1JSkr7//nu5u7trwoQJVu0UK1ZMRYsWlSQdPnxY+/btU2BgoEVwlaSqVauqb9++OnbsmI4dO5btMT4qwms29O7dWwULFtS///1vnT9/XoGBgRYHiqenp7p06aJ9+/Zp6tSpFmtXU+3fv1+3b9+W9H9rQu9fYnD8+HF9+eWXOTgSAACMp06dOhZ/d3R0VOnSpVWsWDGr6yzKlCkj6d5Zyfs5OzurYcOGVttT78V+5MgRSVJMTIzOnj2rypUry8vL+h62/v7+FuXTql+/flaGZCUhIUHTp09XixYtVKFCBRUvXlwmk0nNmzeXlP61MMWKFTNf5JaWl5eXoqOjzX8/efKkYmNj5efnZ7GuNT379++XdO9uSePGjbP6derUKUky//44sWwgG0qUKKFOnTpp+fLlku6dib3fF198oVOnTum///2vli5dqqefflru7u66cOGCDh06pNOnT+vPP/9U4cKFVb9+fdWvX1/BwcG6fPmyGjZsqPPnz+vnn39W69at9eOPPz7uIQIAkGulrl1Ny9HRMd3tqWdh07uyvkSJEumuzy1durQkma+Mj42Ntdh+v9R7rKd3JX1G+zzIw1wLk974pXtzk/aWWKlBtly5cg/sR+p1PCEhIQoJCcmwXNrreB4Xwms2BQYGavny5WrUqJGqV69u9Xrx4sW1ceNGzZkzR6tWrdLy5cuVnJwsDw8P+fj4aOTIkSpZsqSkewfVsmXL9MEHH+iXX37RwYMHVblyZX388cdq1aoV4RUAgBxw48YNJScnWwXYa9euSfq/MJi6jjV1+/1St9+/3lV6uOtTHvZamKwqVqyYJOnixYsPLJs6pokTJ2rQoEGP1K6tEV6zKfWrgfTOuqZydXXVG2+8oTfeeOOB9ZUqVUrTp09P97WoqKgM2wcAAA8nMTFRYWFhVre5Sr3eJPUuAO7u7vL29taZM2d08eJFqzOWu3btsiifFamBNCkpyeq1nL4Wplq1anJzc9PBgwcVFRWV6dKB1LsIhIWF5brwyprXbIiLi9OcOXNUvHhxvfDCC/buDgAAeEhjx461WFJw8uRJLVy4UO7u7hYXYwcGBioxMVEffvihxbUsx44d06JFi+Tu7q6AgIAst1u8eHFJ6Z/9zOlrYZycnNSnTx/FxMTo3XfftQrQ0dHR+vvvvyXdW7PboEEDrVixQqtWrbKqKzk5WTt37nzkPj0MzrxmwZ49e7Rr1y798ssvOn/+vD744INc/3QrAACQvjJlyig6OlpNmjRR69atFRMTo5UrVyouLk5TpkyxWAYwfPhwbdy4UcuWLdPJkyfVrFkzXb9+XcHBwUpMTNSsWbPSXTaQkaefflqurq6aOXOmYmNjVapUKUn3bpH1OK6Feeedd3Tw4EEtW7ZM+/fvV6tWrVSwYEGdPXtWv/zyi37++WfzhXHffPONOnbsqAEDBmjmzJmqW7euChYsqPPnzyssLEzXr1+3y1PrCK9ZsG3bNk2YMEElS5bUkCFDNGzYMHt3CQCQT0X1t77qPSuSk5OVkJAgFxcXwz4EwVacnZ21evVqjRkzRkuWLFFMTIxq1aqlkSNHWpx1le49cGfNmjWaPHmygoOD9dVXX8nV1VWNGzfWW2+9Zb5DQVYVL15c8+fP1/jx4/Xdd9/pzp07ku6F18dxLUyhQoW0atUqffPNN/rhhx+0YMECOTo6qnz58urfv7/FY+u9vb0VGhqq6dOna/369Vq4cKEcHR3l6empxo0bWzyc4XFyiIqKsr6fE/KcKosvKTI++cEFbehhf8DaUlxcnCIiIlShQoVc/1SdnMIcMAf5ffySsebg2rVrD32lemYIr/fmoE6dOnJwcMiX15DY6xiw9TGdP49eAAAAGBLhFQAAAIZBeAUAAIBhcMFWPnG6V1l7dwEAALvbv3+/xaPdYTyceQUAAIBhEF4BAABgGIRXAAAAGAbhFQCAXKRAgQLpPvceMKKkpCSb31OW8AoAQC7i5uamyMhIxcXFKSWF5wjBmFJSUhQXF6fIyMhsPT43K7jbAAAAuYiLi4tKlSqlmJgYxcbG2qze5ORkxcXFqVChQvn6CVv5eQ4e9/idnZ1VqlQpm7dFeAUAIJcpUKCATCaTTeuMi4tTTEyMPD09c/0jcnNKfp+DvDL+/PexAwAAAIZFeAUAAIBhEF4BAABgGIRXAAAAGAbhFQAAAIZBeEWe5+joaO8u2B1zwBzk9/FLzIHEHEjMQV4Yv0NUVBR3QAYAAIAhcOYVAAAAhkF4BQAAgGEQXgEAAGAYhFcAAAAYBuEVAAAAhkF4BQAAgGEQXgEAAGAYhFcAAAAYBuE1lzpw4IC6d++uSpUqqVy5cmrRooWWL1+erTqSk5M1e/ZsNW7cWGXKlFGVKlXUr18/nT59OkfbtRV7zEHt2rVlMpnS/fXmm2/aYlhZ9qjjv3btmr788kv17dtXderUMY8jp9u1JXvMQW46BqRHn4M9e/Zo1KhRatasmZ544gl5enqqYcOGGjNmjKKionKsXVuyxxzkpuPgUccfGhqqgQMH6umnn1bFihVVtmxZNWjQQEOHDtWpU6dyrF1bsscc5KZjQLL9+5GYmCh/f3+ZTCY1bNjwsbVrC052bR3pCg0NVdeuXeXi4qIXX3xR7u7uWrt2rV577TWdO3dOb7/9dpbqefPNNzV//nzVrFlTgwYN0tWrVxUcHKwtW7Zo48aNqlmzZo60awv2mgNJcnd3V1BQkNV2Pz+/Rx5XVtli/CdOnNBHH30kBwcHValSRYULF9bt27dzvF1bsdccSLnjGJBsMwevvPKKIiMj9eyzz+qll16Sg4ODdu7cqSlTpmjNmjXauHGjSpcubfN2bcVecyDljuPAFuPfvn279u7dq/r166tFixZycXHRn3/+qaVLl2rFihVavny5mjZtavN2bcVecyDljmNAypn3Y+LEifrrr78ee7u2wONhc5m7d++qYcOGunjxojZu3ChfX19JUmxsrFq3bq1Tp05p3759qlKlSqb17NixQ506dVKjRo20evVqFSxYUNK9f8AvvPCCGjVqpPXr19u8XVuw1xxI9z5pS9KRI0dyYGRZY6vxX716VadOnVKdOnXk5uamhg0b6tSpUxmeacqLx0B250DKHceAZLs5mDx5sl566SWVKVPGvC0lJUX/+te/9O2332rgwIH6/PPPbd6uLdhrDqTccRzYavxxcXEqVKiQ1fbt27erc+fO8vPz09atW23eri3Yaw6k3HEMSDnzfhw6dEitWrXS2LFj9e6776patWoKCwvL8XZthWUDucyOHTv0119/qVu3buYDRZLc3Nw0cuRI3b17V4sWLXpgPQsWLJAkjR492hzaJKlZs2Zq2bKldu/erf/97382b9cW7DUHuYWtxu/h4aHnnntObm5uj7VdW7DXHOQmtpqDESNGWIQ2SXJwcNDIkSMlSbt27cqRdm3BXnOQW9hq/OmFNunez0KTyaQzZ87kSLu2YK85yE1s/X4kJCRoyJAhatiwoQYNGvTY2rUllg3kMjt37pQktWjRwuq11G1Z+UG7c+dOFSlSRM8++2y69WzevFm7du1S1apVbdquLdhrDlIlJCRo8eLFunTpkkwmk55++mnzJ/DHwV7vRV48Bh6WvY8BKefnwNnZWZLk6Oj4WNvNDnvNQSp7Hwc5Pf5ff/1VUVFRatSo0WNtNzvsNQep7H0MSLafg/Hjx+vMmTPauXOnHBwcHlu7tkR4zWVSLyRK7zS8yWRSyZIlM73gSpJu3bqly5cvq1atWun+UE6tO209tmjXVuw1B6muXLmiIUOGWGxr1aqVvv76a5UsWTLL43hY9nov8tox8CjsfQxIOT8HCxculGT9H5O95/5x9iWjOUhl7+PA1uMPDQ3Vzp07lZCQoNOnTyskJEQlS5bUp59+mqPtPgp7zUEqex8Dkm3n4MCBA5oyZYr++9//Wp24ycl2bY1lA7lMTEyMpHuLxNPj5uZmLvModaQtZ6t2bcVecyBJL7/8sn766SedPn1aERER2rx5s/7xj39o8+bNCgwMVEpKzi8Rt9d7kdeOgYeVG44BKWfn4Pfff9eECRNUunRpDR8+/LG1m132mgMpdxwHth7/zp07NWHCBE2aNElr1qyRl5eXVq5caXXxUV4+BrI6B1LuOAYk281BfHy8hgwZojp16mjYsGGPrd2cQHgF0nj33Xfl7++vkiVLys3NTQ0aNNCyZcvUqFEj/frrr9q4caO9u4gcltePgbNnz+qll15SUlKSvv3228d29ig3ycoc5MXj4L333lNUVJQuXLigLVu2qFq1amrTpo3db3v0OGVnDvLaMTB27FidPn1a06dPz3CpjFEQXnOZ1E84GX2aiY2NzfBTUHbqSFvOVu3air3mICMFChRQr169JEn79u17YPlHZa/3Iq8dA7b0uI8BKWfm4Ny5c+rYsaOuX7+u+fPnZ3hrIFu3+7DsNQcZySs/C4oUKaJ69epp0aJFqlatmkaMGKHr16/neLsPw15zkBGj/iw4dOiQZsyYobfffltPPfXUY2s3pxBec5nM1mJGRUUpMjLygbelKFKkiMqUKaPw8HAlJSVZvZ7eOhZbtGsr9pqDzKSemcnKPUIflb3ei7x2DNja4zwGJNvPQXh4uDp06KDLly9r7ty5atu27WNp91HYaw4yk5d+Fjg5OalJkya6deuWDh48+NjazQ57zUFmjPiz4I8//lBSUpLGjx9v9cAFSTp16pRMJpMqVqxo03ZzCuE1l3nuueckSVu2bLF6LXVbapkH1XPr1i3t3bs3S/XYql1bsNccZOa3336TJIt/2DnFXu9FXjwGbOlxHgOSbec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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fi = pd.DataFrame(data=reg.feature_importances_,\n", + " index=reg.feature_names_in_,\n", + " columns=['importance'])\n", + "fi.sort_values('importance').plot(kind='barh', title='Feature Importance')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "db93983d", + "metadata": {}, + "source": [ + "Forecast on Test" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "test['prediction'] = reg.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "06778f35", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PJME_MWhourdayofweekquartermonthyeardayofyeardayofmonthweekofyearprediction
Datetime
2002-12-31 01:00:0026498.0114122002365311NaN
2002-12-31 02:00:0025147.0214122002365311NaN
2002-12-31 03:00:0024574.0314122002365311NaN
2002-12-31 04:00:0024393.0414122002365311NaN
2002-12-31 05:00:0024860.0514122002365311NaN
.................................
2018-01-01 20:00:0044284.020011201811137180.476562
2018-01-01 21:00:0043751.021011201811137165.738281
2018-01-01 22:00:0042402.022011201811135851.773438
2018-01-01 23:00:0040164.023011201811133668.238281
2018-01-02 00:00:0038608.00111201822129717.654297
\n", + "

145370 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " PJME_MW hour dayofweek quarter month year \\\n", + "Datetime \n", + "2002-12-31 01:00:00 26498.0 1 1 4 12 2002 \n", + "2002-12-31 02:00:00 25147.0 2 1 4 12 2002 \n", + "2002-12-31 03:00:00 24574.0 3 1 4 12 2002 \n", + "2002-12-31 04:00:00 24393.0 4 1 4 12 2002 \n", + "2002-12-31 05:00:00 24860.0 5 1 4 12 2002 \n", + "... ... ... ... ... ... ... \n", + "2018-01-01 20:00:00 44284.0 20 0 1 1 2018 \n", + "2018-01-01 21:00:00 43751.0 21 0 1 1 2018 \n", + "2018-01-01 22:00:00 42402.0 22 0 1 1 2018 \n", + "2018-01-01 23:00:00 40164.0 23 0 1 1 2018 \n", + "2018-01-02 00:00:00 38608.0 0 1 1 1 2018 \n", + "\n", + " dayofyear dayofmonth weekofyear prediction \n", + "Datetime \n", + "2002-12-31 01:00:00 365 31 1 NaN \n", + "2002-12-31 02:00:00 365 31 1 NaN \n", + "2002-12-31 03:00:00 365 31 1 NaN \n", + "2002-12-31 04:00:00 365 31 1 NaN \n", + "2002-12-31 05:00:00 365 31 1 NaN \n", + "... ... ... ... ... \n", + "2018-01-01 20:00:00 1 1 1 37180.476562 \n", + "2018-01-01 21:00:00 1 1 1 37165.738281 \n", + "2018-01-01 22:00:00 1 1 1 35851.773438 \n", + "2018-01-01 23:00:00 1 1 1 33668.238281 \n", + "2018-01-02 00:00:00 2 2 1 29717.654297 \n", + "\n", + "[145370 rows x 10 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.merge(test[['prediction']] , how='left' , left_index=True , right_index=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "807b4a06", + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'prediction'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "File \u001b[1;32mc:\\Users\\raiha\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3805\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 3804\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 3805\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[0;32m 3806\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", + "File \u001b[1;32mindex.pyx:167\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32mindex.pyx:196\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32mpandas\\\\_libs\\\\hashtable_class_helper.pxi:7081\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32mpandas\\\\_libs\\\\hashtable_class_helper.pxi:7089\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m: 'prediction'", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[28], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m ax \u001b[38;5;241m=\u001b[39m df[[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPJME_MW\u001b[39m\u001b[38;5;124m'\u001b[39m]]\u001b[38;5;241m.\u001b[39mplot(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m15\u001b[39m, \u001b[38;5;241m5\u001b[39m))\n\u001b[1;32m----> 2\u001b[0m df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mprediction\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mplot(ax\u001b[38;5;241m=\u001b[39max, style\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 3\u001b[0m plt\u001b[38;5;241m.\u001b[39mlegend([\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTruth Data\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPredictions\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m 4\u001b[0m ax\u001b[38;5;241m.\u001b[39mset_title(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRaw Dat and Prediction\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "File \u001b[1;32mc:\\Users\\raiha\\anaconda3\\Lib\\site-packages\\pandas\\core\\frame.py:4102\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 4100\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m 4101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[1;32m-> 4102\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mget_loc(key)\n\u001b[0;32m 4103\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[0;32m 4104\u001b[0m indexer \u001b[38;5;241m=\u001b[39m [indexer]\n", + "File \u001b[1;32mc:\\Users\\raiha\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3812\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 3807\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(casted_key, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[0;32m 3808\u001b[0m \u001b[38;5;28misinstance\u001b[39m(casted_key, abc\u001b[38;5;241m.\u001b[39mIterable)\n\u001b[0;32m 3809\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28many\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m casted_key)\n\u001b[0;32m 3810\u001b[0m ):\n\u001b[0;32m 3811\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key)\n\u001b[1;32m-> 3812\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m 3813\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[0;32m 3814\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[0;32m 3815\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[0;32m 3816\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[0;32m 3817\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n", + "\u001b[1;31mKeyError\u001b[0m: 'prediction'" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = df[['PJME_MW']].plot(figsize=(15, 5))\n", + "df['prediction'].plot(ax=ax, style='.')\n", + "plt.legend(['Truth Data', 'Predictions'])\n", + "ax.set_title('Raw Dat and Prediction')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "349695fd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['PJME_MW', 'hour', 'dayofweek', 'quarter', 'month', 'year', 'dayofyear',\n", + " 'dayofmonth', 'weekofyear'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "print(df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e7d047af", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test['prediction'] = reg.predict(X_test)\n", + "df = df.merge(test[['prediction']], how='left', left_index=True, right_index=True)\n", + "ax = df[['PJME_MW']].plot(figsize=(15, 5))\n", + "df['prediction'].plot(ax=ax, style='.')\n", + "plt.legend(['Truth Data', 'Predictions'])\n", + "ax.set_title('Raw Dat and Prediction')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a9989fa9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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9+/bZgrFJSUkIDg4WrW/Nxk1PT0dKSoqt3q1Go0GHDh3s1r3jjjtsP2/fvr1K+xcWFoZGjRoBKM2ktGb5VlePHj3w888/w8/PzxbATU5OrtY2+/fvj+joaAClTdYcbZJVUFCAlStXAgB8fX0xbNiwau1HTVi4cKHt5yFDhtgtO3funO3nhx9+WHIb1uZ1UjiOc2hfrK8XEhIiGbh15PUIIYQQQjwZBW8JIYQQQuqBbt26QSYrPfUrG7yVyv5s3LgxGjRoAKA0IGsNkHXu3BlKpdJu3SZNmtgyZdetW2drPOas+++/HwBw8+ZNrFq1qkrbYOnZs6ctgJudnY2hQ4faBSKdpVKpbE3ZjEYjXnzxRZjN5kqf9/bbbyMrKwsAMH78eISGhlZ5H2rCzz//jPXr1wMAYmJiMHLkSLvlZUtbSNWg5Xkey5Ytq/B11Gq17WeDwSC5nvX1DAaDZDBfp9Php59+qvD1CCGEEEI8GQVvCSGEEELqgaCgIFu914MHD+LAgQMA2PVurazlFL788ksYjUYA0sHeadOmAQBMJhPGjh2L27dvS27XYrHg559/xs2bN+0ef+GFF+Dr6wsAeOONN2zZvlL279+PPXv2VLiOVc+ePfHTTz9Bo9G4JID77LPP2j67v//+G08++SQKCgqY6xqNRrz55pv44YcfAADNmzfHf/7znyq/tqvp9XrMmzcPU6ZMAQDI5XJ88cUXthq2Vk2bNrX9bM0gLm/GjBk4efJkha9Xto7u1atXJdezvp5Op7NrPmdlsVjwwgsvVDjWCCGEEEI8HdW8JYQQQgipJ3r06IFTp07ZBRlZ9W7LLvvtt99sdU4Bcb1bq4ceeggTJkzA0qVLkZycjG7dumHChAno06cPIiIioNfrcf36dRw6dAjr1q1Deno69u3bh4YNG9q2ERsbi/nz5+Ppp59GQUEBhgwZgmHDhmHQoEGIj48Hz/NIT0/HiRMnsGHDBiQnJ+PDDz9Er169HHr/vXr1wk8//YTHHnsMWVlZGDp0KDZs2IDExESHnl+WXC7H0qVLMWzYMJw5cwZr167FgQMHMHbsWPTs2ROhoaHIz8/HsWPHsHz5cly5cgUAEBcXh1WrVsHPz8/p16wqs9lsVyrCbDYjPz8fN2/exOHDh7F27VpkZ2cDKM2KnTdvHvr37y/aTv/+/REREYGsrCzMnj0baWlpGDx4MMLCwpCSkoJly5Zh586d6Natm+3mAEvXrl1tP7/11lt49dVXER0dbSunEBcXB4VCgYcffhizZs2CwWDAc889hzNnzuCuu+5CYGAgzp07h8WLF+PEiROVvh4hhBBCiCfjtFottWQlhBBCCKkH1q1bZ9dkKj4+vsIsydOnT6N37962f/v4+CA1NdVu2ntZPM9jzpw5+OSTTyotI6BSqXDgwAG7bE6r9evX4/nnn3eoEdXChQsxatQou8esNXynT5+ON998U/ScXbt2YeTIkdDpdIiMjMT69eurFMAFSuvYvvHGG1i1alWldXrvv/9+fPLJJ7Z6uSwrVqywlWQ4efIk4uPjq7RfANC2bVukpaU5tC7Hcbj77rsxe/ZsJCUlSa63fft2jBkzBnq9nrm8V69e+N///mfLSv7yyy8xZswY0XoTJ05kZtMC9u97+fLleOGFFyQ/20ceeQTjx4/Hgw8+CKB07JQds4QQQgghno4ybwkhhBBC6omePXuC4zgIQum9+4qybgGgdevWCAwMtGXqduzYUTJwCwAymQxvv/02xowZg6VLl2Lnzp1ITU1FQUEB1Go1YmJi0Lp1a9x1110YMmQIwsLCmNsZMmQI+vbti2XLlmHbtm04f/48cnNzoVAoEBYWhpYtW6Jnz54YMmQIEhISnP4c+vTpg1WrVmHkyJHIzMzE0KFDsX79erRo0cLpbQUGBmLBggWYOnUqVq9ejR07diAtLQ1arRYBAQGIiYlB79698cgjj6BLly5Ob78m+Pr6IjAwEKGhoWjVqhU6dOiABx54AI0bN670uf3798eOHTvwySefYPfu3cjOzkZQUBASExMxYsQIPP744w4FjBcvXowOHTpg7dq1uHTpEgoLC23jsqyxY8eiefPmmD9/Pg4ePIj8/HyEhYWhTZs2GDNmDB5++GHs3r27Kh8DIYQQQohHoMxbQgghhBBCCCGEEEIIcUPUsIwQQgghhBBCCCGEEELcEAVvCSGEEEIIIYQQQgghxA1R8JYQQgghhBBCCCGEEELcEAVvCSGEEEIIIYQQQgghxA1R8JYQQgghhBBCCCGEEELcEAVvCSGEEEIIIYQQQgghxA1R8JYQQgghhBBCCCGEEELcEAVvCSGEEEIIIYQQQgghxA1R8JYQQgghhBBCCCGEEELcEAVv6zm9Xo+UlBTo9fq63hVCKkRjlXgSGq/EU9BYJZ6ExivxJDReiaegsUo8SX0drxS8JbBYLHW9C4Q4hMYq8SQ0XomnoLFKPAmNV+JJaLwST0FjlXiS+jheKXhLCCGEEEIIIYQQQgghboiCt4QQQgghhBBCCCGEEOKGKHhLCCGEEEIIIYQQQgghboiCt4QQQgghhBBCCCGEEOKGKHhLCCGEEEIIIYQQQgghbkhR1ztACCGEEEIIIYQQQkhleJ5HcXEx9Hp9Xe8KqQM8z0OlUiE/Px+FhYV1vTtMarUafn5+kMlcly/rVPBWq9Xi/fffx/Hjx5GamgqtVouwsDAkJCTgqaeewtChQ8FxnOTzr127hp49e6K4uBgTJ07EJ598wlzvl19+wcKFC3H+/HkolUp06dIFb731Fjp06MBc/8qVK5g1axZ2796N4uJiNG3aFBMmTMBTTz3F/LAMBgM+/fRT/Pzzz7hx4waCg4MxcOBAvPPOO4iKinLmIyGEEEIIIYQQQgghNYzneeTk5MDf3x/h4eEVxp+Id+J5HkajESqVyqXBUVcRBAF6vR45OTkICwtz2T46tZXc3FysWLECGo0GgwcPxtSpU3HPPffg/PnzGD9+PF566SXJ5wqCgOeee67S15g3bx4mTZqEzMxMTJw4EQ8//DAOHjyIe++9F7t37xatf/78efTr1w8bN25E//798cwzzwAApk2bhpdfflm0Ps/zGD16NObMmYOQkBBMmTIF3bp1w4oVK9C/f39kZGQ4/oEQQgghhBBCCCGEkBpXXFwMf39/+Pr6UuCWuCWO4+Dr6wt/f38UFxe7bLtOZd7Gx8cjNTUVCoX90woLCzFgwAAsW7YMkydPRlJSkui5X331FQ4ePIgZM2bg7bffZm7/ypUrmDNnDhISErB9+3YEBQUBAJ555hn0798fL7zwAg4fPmz3+q+88goKCgrw888/Y+DAgQCAd955B48++iiWLVuGYcOGoU+fPrb1V65cie3bt2PYsGFYsmSJ7Q9++fLlmDp1Kt577z0sWrTImY+FEEIIIYQQQqrlVI4R804VIs8gYFgTX4xroaHgBCGElKHX6xEeHl7Xu0FIpdRqNbKzsxEQEOCS7TmVeSuXy0WBWwAICAjA3XffDQBISUkRLU9JScHMmTPx4osv4o477pDc/ooVK2A2m/Hqq6/aArcAkJSUhJEjR+Lq1avYtWuX7fHLly9j37596N27ty1wCwBKpRL/+c9/AADff/+93WtY//3ee+/ZnQyNHTsWiYmJWLNmjdvWzSCEEEIIIYR4n2uFZtyzIQtrr+mx67YBL+7T4suzRXW9W4QQ4nbophbxBK4epy5pWKbX67Fr1y5wHIeWLVvaLeN5Hs899xxiY2Mxbdo0HDp0SHI7e/bsAQBbILisu+++G99++y327t1rW17R+p06dUJQUBD27t1rt59HjhxB8+bNERcXJ3pOv379sGjRIhw5cgT9+vVz6H17OqPRaPd/QtwVjVXiSWi8Ek9BY5V4Em8er1+eKoaRt39szvECjIiTI1DlfjX9SOW8ebwS7+JJY5XnefA8X/mKxGsJgmD7v7uPBZ7nK4wbqtVqh7dVpeCtVqvFwoULwfM8srOzsXXrVty4cQPTp09Hs2bN7NZdsGABDh48iD///BM+Pj4VbvfKlSvw9/dnNg2zbvfKlSt26wNA06ZNRetzHIemTZvi+PHj0Ol00Gg0uHr1KnieZ65f/jUcCd7eunULFoul0vU8AdX6JZ6CxirxJDReiaegsUo8iTeO179vqFF+UmSxGVhwLANjGprrZqeIS3jjeCXeyRPGqkql8oggM6l5JpOprnehUnq9HgUFBcxlcrlcMjbJUqXgbX5+PubOnWv7t1KpxKxZszB16lS79S5fvoz/+7//w+TJk9GlS5dKt1tQUICIiAjmMmudiLJv3Ppz2RILUs/RaDROre+IBg0aOLSeOzMajcjIyEBUVBRUKlVd7w4hkmisEk9C45V4ChqrxJN463jNN/K4rMtjLvs1U43XugRDIaNpwp7GW8cr8T6eNFbz8/Pdfh9JzRIEASaTCUql0u1LaKjVamZyalVUKXgbHx8PrVYLi8WCGzdu4LfffsOsWbNw8OBBLF26FAqFAjzP49lnn0V0dDTeeecdl+ysu3EmxdndqVQqr3o/xHvRWCWehMYr8RQ0Vokn8bbxujNLD0Fi2Y1iHtszgQcbe8/7rW+8bbwS7+UJY7WwsBAyGZWSqc+spRI4jnP7sSCTyVz2N1WtdyqXyxEfH4+XX34Z77zzDjZs2IBly5YBABYtWoTDhw9j/vz50Gg0Dm0vMDBQMuvV2kQsMDDQbn2g9O5LRc+xZtQ6un7Z1yCEEEIIIYSQmrI/w1Dh8oXUuIwQQogbSk1NRXBwMKZMmVLXu+L1XBamttaItTYRO336NARBwJAhQxAcHGz7b8iQIQCA7777DsHBwRg9erRtG82aNUNRURGz1oq1vm3ZmrrWn1NSUkTrC4KAlJQUxMTEwM/PDwDQpEkTyGQy5vpSr0EIIYQQQgghNWV/RsX1Gw9kGnEsi2o8EkJIfVU2pubIf640ePBgl2+TZcqUKXbvISwsDPHx8ejatSsmTZqEtWvXuqzecXBwMAYPHuySbdWWKpVNYElPTy/doKJ0kz179rT9XFZGRga2bNmCFi1aoGvXrrjjjjtsy3r27IlDhw7hr7/+wqhRo+ye99dff9nWserVq5dt2csvv2y3/tGjR5Gfn48BAwbYHlOr1ejUqRMOHz6M69evIy4uzu45O3bsgI+PDzp16uT0+yeEEEIIIYQQZ5SYBRzLrvxidEFyEZb0Da2FPSKEEOJupk+fLnps7ty5CAwM9Lqs18cffxwNGjSAIAgoLCzElStX8Oeff+KXX35BYmIilixZgubNm9f1btY6p4K3p06dQnx8vKjhV15eHmbOnAkAuOeeewAAY8eOxdixY0Xb2L17N7Zs2YKePXvik08+sVs2ZswYfP7555g3bx4GDRpke51z585h1apVaNKkCfr06WNbPyEhAT169LBtc+DAgQBKu87Nnj0bADBu3Di71xg/fjwOHz6MGTNmYMmSJbYCx8uXL8eFCxcwcuRIKptACCGEEEIIqXFHs40w8ZWv9/vVEsy404KGfvKa3ylCCCFu5c033xQ9NnfuXAQFBTGXebJx48ahc+fOdo8VFhbi/fffx8KFCzFs2DBs2bJFlIzp7ZwK3q5cuRI//PADevXqhbi4OGg0GqSlpWHLli0oKirC0KFDMXz48CrvTEJCAt544w3Mnj0bPXv2xIMPPgidTofVq1fDZDLhs88+E2Xzfvzxxxg4cCDGjh2Lhx56CDExMdi2bRvOnj2LcePG2QV7AWDUqFFYs2YNVq9ejdTUVPTq1QvXrl3DunXr0KhRI8yYMaPK+08IIYQQQgghjtqfXnG9WyuzACw5V4T37gyqfGVCCKmnBmzIrOtdkLT1gcgaf43U1FS0a9cOo0aNwssvv4yZM2di3759yM3NxcmTJwHAtnzhwoWi5wcHB6Nnz57YuHGj7d9ll1mxnn/t2jW8++672LlzJ0wmEzp37ozZs2ejbdu21X5fAQEBmDNnDgoKCrBixQp88skndsmgu3btwk8//YSDBw/i9u3bAIDmzZtjwoQJmDBhgm293bt320q57t271+49ffnllxgzZgzy8/Px3XffYcuWLUhJSUFOTg7CwsLQt29fvPHGG2jSpEm1309VOBW8ffDBB1FQUIAjR45g//790Ol0CAkJQbdu3TBy5EgMGzbMlslaVa+99hri4uKwcOFCfPvtt1AqlejSpQveeustdOzYUbR+y5Yt8ddff2HWrFnYtm0biouL0bRpU8ydOxeTJk0SrS+Xy7Fy5Up8+umn+Omnn7BgwQJb7d133nkHUVFR1dp/QgghhBBCCHEEq96tSlYarOUF+8e/u1CM19oFwE/p3t21CSGkrhzOMtX1LriFq1ev4p577kFSUhJGjRqFvLw8qFQqp2vGTp8+HStXrkRaWppd6YbyAdnr16+jf//+SExMxNixY3H16lVs2rQJQ4YMwaFDhxAZ6ZrA9euvv44VK1Zg/fr1+Pjjj22Pf/bZZ0hJSUHnzp3RoEED5OfnY9u2bXjppZdw6dIl/N///R8AIC4uDtOnT8fcuXMRGxtr14PL+p4uXryI999/H71798YDDzwAjUaDixcv4tdff8WWLVuwc+fOOsn6dSp42717d3Tv3r1aL9i7d29otdoK1xkxYgRGjBjh8DYTEhKwbNkyh9f38fHB9OnTmXVDCCGEEEIIIaSmmXkBhzLFF9KdI1UIV8uw9pre7nGtUcCqKzo82dK/tnaREEKIBzpw4ABef/11vP3223aPp6amOrWdN998E3v27EFaWlqF5Rn27t2L//73v3jppZdsj82ePRsfffQRVqxYIepRVVWNGzdGw4YNcfPmTaSmpqJp06YAgHnz5qFx48Z265rNZgwfPhyLFi3C5MmTERsbi/j4eLz55puYO3cu4uLimO+pRYsWuHDhAkJCQuwe37VrFx566CF89NFHmD9/vkvejzPoti0hhBBCCCGE1LIzuSYUmQXR492jfPBsK3aAduHZYvCC+DmEEEKIVVRUFF5//fVae734+Hi88MILdo89/vjjAIBjx4659LWio6MBADk5ObbHygduAUChUGDixImwWCzYvXu3w9sPCgoSBW4BoE+fPmjZsiX+/vtvp/fZFZzKvCWEEEIIIYQQUn37GCUTAKBHlApdIlXoFK7E0Wz7KcCXC8zYdsOAgbHq2thFQgghHqhNmzZQqVS1+noymX1uaMOGDQEA+fn5Ln0tgXEDs7CwEJ9//jk2btyIa9euobi42G55enq6U6+xe/duLFy4EEePHkVOTg7MZrNtWW1+rmVR8JYQQgghhBBCatn+DHGzMhlXWjaB4zg829ofT+7ME62zILmIgreEEMLQOUJZ17vgFiIiImr19QIDA0WPKRSl4UaLxeLS18rIyAAAhIeHAwCMRiMeeOABnDx5EnfccQcee+wxhIaGQi6X4/r16/jxxx9hMDjWHBQAfv/9d0ycOBH+/v64++67ERcXB19fX3AcZ6v/WxcoeEsIIYQQQgghtUgQBGazsjtClQj4pyHZ0Ma+aHi4ADd19he+f98y4GyuCa1DKUhBCCFlbX3ANY2xPB3HcczHrdmxrICqqzNka8K1a9dw8+ZNhIaG2pqGbdq0CSdPnsS4ceNEtWhXr16NH3/80anX+OCDD6BWq/H333+jWbNmdst+++236r2BaqCat4QQQgghhBBSiy4XmJGt50WPd4/6dzqmUsZhUpIf8/kLk4tqbN8IIYR4p6CgIADArVu3RMtOnTrFfI5cLgfg+gzaqvjwww8BAA899JAtQH316lUAwP333y9af//+/cztyGQy8Lz4O9i6vRYtWogCt7dv37a9Vl2g4C0hhBBCCCGE1CJW1i1Q2qysrAmJftAoxBlUv6TokFVS9xfShBBCPEdgYCASEhJw4MABpKSk2B4vLCzEzJkzmc+xNu+6efNmrewjS2FhId566y2sXLkS0dHRePHFF23LYmNjAQAHDhywe86ePXuwbNky5vZCQkIk309sbCyuXr2KzMxM22N6vR6vvPKKXe3b2kZlEwghhBDiFi5oTTiUaUQDPzl6RPnAlxGwIIQQb7AvnV1/r2zmLQAE+8gwOkGDJeftm68YLMC3F4oxvb24ziAhda3ELOBothH+Cg7tw+umuQ8hhO25557Dyy+/jAEDBuChhx4Cz/PYunUrOnTowFy/T58+WLt2LSZMmIABAwZArVajVatWuPfee2tk/77//nts27YNgiCgqKgIV65cwb59+1BYWIikpCR8/fXXiIqKsq1/3333IS4uDp999hnOnTuHpKQkXLp0CZs3b8bgwYOxbt065ntas2YNxo0bhzvuuANyuRwDBw5E69at8fTTT2PatGno06cPhg4dCovFgh07dkAQBLRp0wZnzpypkfddGQreEkIIIaROlZgFvHlQi6UXdbbHfOUc+jTwwX2N1BgYq0ZDP3kd7iEhhLgWK/O2eZACEb7iY90zrfxEwVsA+OZ8MV5qGwAfOd3oIu7jeLYRT/ydi6uFpZnh98aqsbhPCIJUNOmXEHcwceJEmEwmLFq0CN9//z2ioqIwevRovP7668xGZ+PHj8f169exevVqzJs3D2azGaNGjaqx4O0PP/wAoLRcg7+/P2JiYnD//fdj8ODBGDRoEORyOYzGf79D/f39sW7dOrz77rvYt28f9uzZg5YtW+Lrr79GREQEM3j7wQcfAAB27dqFDRs2gOd5REZGonXr1pg0aRKUSiUWL16M77//HkFBQRg4cCDeffddTJgwoUbesyM4rVYr1Nmrkzqn1+uRlpaG2NhYqNXUtZa4LxqrxJPQeHXcea0JT+zIRbK24mlIbUOVuDdWjSHxarQLoyweV6GxSjyJt4zXW8UWtPo5XfT4uBYazO8ZwnzOY1uzsfmGOFv3y17BGNOcXReX1C1vGa/OOJdnwqA/spBnsA8xdIlQYfW9YbZmfMS9eNJYzcrKYgYYSf3B8zyMRiNUKpWtAZu7cuV4de93SgghhBCvJAgCVlwqxt3rsyoN3ALA6VwTPjpZiL7rsjDurxzk6r2v1uOu2wZM3ZOHaQe0SCmou5pahJCatT9DqmSCD/NxAHi2tT/z8QVniyAIlItD6t61QjMe2ZItCtwCwKEsI4ZvyUGRid0giBBCSMUoeEsIIYSQWlVo4vHM7jw8t0cLndn5oMO6VD16rc3E7tvsAIgnWp9agqF/ZmP5JR0WnytG998zsOl6SV3vFiGkBkg3K5OeVdAnxgetQ8QV787mmbE7nb09QmpLhs6Chzdn47ZOOjh7INOIEVtzUEwBXEIIcRoFbwkhhBBSa07lGNFvXRZ+vlK9wOQtHY+hf2Zj9tECmHjPzjoz8QLeOJBv95jBAjz+Vy5WXdZJPIsQ4qn2MTJvG2hkiPeXru3NcRymVJB9S6qu2MQj30gBxarSGng8siXbVuO2IvsyjHhsWw50Zvq8CSHEGdSwjBBCCCEupzXwuJhvwnmtGRe0ZlzQlv58o7jiiztrbdutN/Q4mWOqcF0BwEenCrHzth5f9w1F4wDPPK35/WoJburEn4tFACbvzoPWyGNyK3bQhhDiWbQGHufyxGVRukf5gOMqbjz2aBMNZhwpQJbePvC1OU2PK/lmNAvyzGNgXeEFAW8dysfic8XgBeDBxmos6BUCP6rL6rBiE4/HtuXgLGNMS9mTbsTIbblYdU8oNAr6rAkhxBH0DU8IIYQQl9l2Q4/3juQ7dSFnNSnJD7PuDIJaweGdjoG4VWzB1ht6/Jmmx9+3DCixsDNsD2eZ0GdtJj7uEYxHm2qq+xZqlSAI+KKSrLk3DuYjz8DjjfYBlQZ3CCHu7UCmAawjWUUlE6zUCg5PtPTD3BOFdo8LABYlF+F/3YNdso/1xY+XdViUXGz799presT7F2Jm56A63CvPYbQIGLcjFwcz2WU72oYqkVViQXqJOMt2120DRm/PxY/9w+CroO81QgipDN3qIoQQQohLHM82YvR25zJwACBIxeH7fqH4X7dgqMtcxDXwk2N8oh9+vCcMJx6Nwt0NpJv5FJgEPLUzD1P35MEgEeR1R3vSjZVmGAPA3BOFmH4wHzw1JiLEo+2XqE9bUbOysp5s6QcV4wpuxWUdtAaaiu6MHy6Ky9Isu1js8aV4aoOFF/DMrjxsv8muPd88SIE194Zh3X3hiPRlhxz+vmXA2L9y6PMmhBAHUPCWEEIIIdVm5gW8uFcLZ8sG3hmhxK6hkRja2LfC9aI0cvw6MAyzOgeiohmtyy/p8NDmbOToK6+95w4qy7ota/G5YkzenUcXuoR4MFazsmAVhyRGMzKWSF85hjcTzzDQmQV8f7GY8QzCUmTicSRL/LvINwrYm+49zTBryvwzRVhzjV27vpGfHGsGhiFcLUeLYCXW3ReOCDX7i3v7TQM+P0M1mwkhpDIUvCWEEEJItX11rhincivPILWSc8ALbfzxx6AIxDtYq1bGcXi+TQC2Do5As0Dpxj77M4zovyELF7SO709duKg1YXOaXvS4r1x6CunPV0rw+F+5FMAlxAOVmAUczxEHDLtG+UDmREkUqRrYi88Vw0zHBofsSzfCLPFRbUwVH5fJv/RmAZ+dLmQuC1fLsObeMDTy//d7vWWwEmvvC0eYDzv0sOBsEfRSvwxCCCEAKHhLCCGkHtubbsCSc0U4yOj8TRyXVmTG+8cKKlwnXC1Dz2gVnmzphw+7BuHko1GY2TkISpnzte7ah6uwc2gkxjSXrm97rdCCARuzsOOm+16ES3WIf6GtP77sFQypj+bPND0+PcW+cCaEuK8jWUaYGLMTejhQ77astqFK9IkRl1m4UWzBOolsSGJv523p7/2N10sgUIkaSee0JmiN4s8nUMnh1wFhaB6kFC1rFVIawA1lBHCz9Tx+SRGXsCCEEPIvCt4SQgipl2YcycfgP7Lx2oF83LspGzOO5Nf1Lnms6QfzUczImmkRpMDG+8NxeVQ0Lo+Kwcb7IzCvezCebuVvl5VTFf5KGb7sFYJv+oYgQMmOchYYBTy6NQffnne/qcTZegtWXRFfrPrIgada+mFMcz983y+UWdsSAH67SgEaQjzNfokbhY40Kyvv2dZ+zMcXJtMUdEdUFLy9peNxwoFa5PXVaYlZNp/3CkH7cOmx3CZUiW/vCmEuW5hcRAFzQgipAAVvCSHEywmCAKMHNXCqDT9f0eGT0/YXuPPPFOFqgXONtgiwIbUEm66zs1s/6RGMntE+CFdLlziormFNNdgyOAJx/uzXsAjAK/u1ePOgFhY3mk78zflisMryjmymQYRv6Xt5IN4XvwwIhz+jE/eFfDOKWCl8hNSxIhOPmUfz8fDmbEw7oEVmiWfUn64NrBqrvnIO7cOcD94ObKRmlo85nGXC4Ux2UzRSKltvwZlKyvxsSKUbZFJOSwS2e0VXPo77xvigbag4Mzc5z4xdt2ncEkKIFAreEkKIFyoxC/gtRYcRW7PRcPltRH5/C21/ScfIbTmYfawAv18tweV8k1sFs2pLaqEZr+3Xih63CMA2N55i744KTTymHdAyl41trkHPaMe6p1dXUogS2x+IQNdI6QvHhcnFGL09ByVuUFdPbxaw5Bw7G/i51va1LPs28MGbHQNF6/ECcJIyw4gbevLvXHx8qgg7bhmw+FwxRmzNqZffNSw3isWB7LahSqgqqHMtRcZxkrVvpUqykFK7blVeKmmjxE1JApzJE3/3NNTIEebAjVqO4zClFTtrfAFljRNCiCQK3hJCiJfghdIOyc/vyUPiqtt4YmcettwwQPdPsCqtyII/0/T46GQhJvydizt/y0TsitsYuCELyy8V14vpahZewOTdeSgwsd/rAUYXcCLt/WMFuKUTZ3+G+cgw805xwLEmRfjKsfbecIxo6iu5zuYbBry4N6/Ox/rPKTpk6cWf272NfNAiWJyRdGe4+DEAOMbI4iOkLp3JNWHzDfvA2IkcEwXC/pFVIv67j9ZU/XJsVIIGQSpx4HddagluMgLFpFRFJROszmvNuJxPN8jK4wWBmbXcJtTxUkjDmmoQ6Sse95vT9LiSTzOgCCGEhYK3hBDi4dJ1FvzfsQK0/zUDg//Ixg+XdJLByfJ0ZgGHsoyYukeLL+tBps4np4uwv4IA7f4MQ50H9jzFiWwjvpLIHv2/LkEIrcFSCVLUCg5f9QnBWx0CJNf5OaUEX5ypu7HOCwK+lHj959qw9/uOMBVYiXnHsimwQNzLbomg2MbrNAXdwgvIMYiDt5G+VT9W+itlmNBCnMVoEYBlF92v1re7cCR4C0CyJFB9llpoQSHjHLNtqOOlP3zkHJ5syc6+XXTO+89FCfE2qampCA4OxpQpU+weHzx4MIKDg2vsddu1a4e2bdvW2PbdDQVvCSHEg53INqLzbxn438lCXC+qXpbNB8cLUWD03hqaR7OM+OB4QYXr3NLxSKNspUpZeAEv7dOCNRO6T4wPHmsmnf1a0ziOw7T2gfi2bwik4sfvHS3A9joqkbHthgEXGJlFd4Qq0VuiXqCvgkOrEHH27bFsyrwl7mWfREOuzWl6mOp56YQcA888ZkYwMhCdMSnJDzLGzZ3vLxTX+8+cJbXQjGuFjn3Pb0il4G15pyRqBbcNY88QkfJEoh+zIefKSzpoGTc5CCGlrIHSsv9FRESgdevWeOqpp3DmzJm63kWXmTJlCoKDg5GamlrXu+IWKHhLCCEeyvxPCQBWBkRVFJkFrLqsc8m23E2RiceknblwpNwplU6o3Nfni5mduFUy4OPuQeA45+s3utojTTXYcH8Ec0oxLwBP/J1bJ9Mzv5DIcJ/axr/Cz60jo3RCapEF2ayuZ4TUAUEQJGc2aI0C9qXX72NrJqNkAgBEVnOWQiN/Be6LVYseTy/h8QdljopIZd36MH4Nh7OMSNfRMbas01LBW0YTsopE+MoxvJlG9HixWcAPlyhrnJDKNGnSBNOnT8f06dPxzDPPIDY2Fr/++iv69++PgwcP1vXuAQAWLVqEQ4cO1dj2f//9d6xbt67Gtu9uKHhLCCEe6tvzxTivrTz41DxIgTHNNegSoYIfo2t9WUvOe2ft27cO5SPFwUwbCt5W7LbOgtlH2RnMr7YLQEKQcxdwNenOCBW+6RvKzErLNwoYvT2nVrPND2UasIsROGiokePhJhVnK3eKYGflHqfSCcRNXMo3I5tRy9mqvpdOyCphfwdVN/MWgOQU9O8uUBCsPNYxGACeZTR/EwD8mUYB8LJY9W79FRwaBzh/E0Kq4d5XycUwU9Y4IRVq2rQp3nzzTbz55puYPXs2/vzzT7z22mswGAyYNWtWXe8eACA2NhYtWrSose03adIETZo0qbHtuxsK3hJCiAfKM/CYc0K6BECojwyTkvzw1wMROPRwJL7sFYItD0QgbWwMjg+Lwvf9QtE6RNxc4mK+WfLCxlOtTy3B9xcdzyg+IDHtl5T67kIxihgpzM2DFHiprXSt2bpyTyM1/tuJ3TztQr4ZT+/KA1+DNywMFgFrrurw8OZs3Lsxm7nOM638oGRFmMvoEM4O3lLpBOIu9lVy42vTdb1X3hx0FKtJIQBm4yZn9Wvgwwye7bhloAZQZQiCwDzHSQxS4AmJAPjG1Pp906E8VvC2dagSsirMuGkbqkSfGB/R4zeKLdTkkNQ5LjcT8nPHweVm1vWuOOzpp58GABw/fhwAEBwcjMGDB+PWrVuYMmUKWrRogZCQEOzevdv2nL179+Kxxx5D06ZNERkZiY4dO2L27NnQ6cTXThaLBZ9++ik6dOiAqKgodOjQAR9//LHkd3tFNW83bdqERx55BE2aNEFUVBTatm2Lp59+GsnJyQCAtm3b4scffwRQWtvWWiJi8ODBtm1I1bzV6XSYM2cOOnfujKioKDRu3BgjRoxgZiTPmTMHwcHB2L17N9asWYM+ffogOjoaiYmJmDZtGkpK3Oc7wPG2kIQQQtzGnOMFyDOIvyibBsgxq3MQBjRSQ8XocCTjODQJVKBJoAJGXsBTO/NE63x9rhh9G4inYHqi2zoLXtgrfo8A0CVChYZ+cqy5Zv+lnKw1Q2vgEexD9zdZ9qezg9sfdw+GD6urlht4vo0/TuWa8GuK+ATszzQ95hwvxNsd2QHeqjqba8IPl4rx85US5FZQv89fwWEco+FQeUnBCvjKOZRY7P/uj2VR8Ja4B6l6t1Y3ii04lWtCuzDHGxt5k0yJzNvqNCyzknEcJib64b0j4pu6Sy8WY1bnoGq/hjc4pzUzy1f0aeCDWH8F2ocpRSWBdt42oMDII5BVoLWeydVbcIPRF8DZkgllTWnlxwyoLzxbhAcb1139fFK/KXZuhM9388AJPAROBsPEV2HuO7jyJ9YxVvmtvLw8DBw4EMHBwXj44YdhMpkQEFCabPHtt9/i1VdfRXBwMO677z6Eh4fj2LFj+Oijj7B7926sX78eKtW/39kvvvgili9fjvj4eDz11FMwGAz48ssvnS7T8O6772L+/PkICQnB4MGDERERgZs3b2Lnzp1o3749WrVqhSlTpmDlypU4c+YMJk+ejKCg0u+xuLi4CrdtMBjw4IMP4vDhw2jXrh2mTJmCrKwsrFmzBn/99Re+/fZbDB06VPS8JUuWYNu2bRg0aBB69eqF7du3Y/HixcjLy8PXX3/t1PurKRS8JYQQD3Nea8I359lTIT/uEYy7HAy8Do33RaRvvuhCZlOaHmlFZsT6e/ZXhCAIeHZ3HjPI7a/gsLhvCLbf1IuCtwBwMNOIexk1BOs7QRBwJk+cddM7WoXejOwZd8FxHOb3DMalfDNOMmr1/u9kIdqEKl1yoXgsy4i3D+dL1v4sb2wLjUM3ChQyDu3ClDiQab/dY9kmCILgFnWGSf3mSE3bjdf19TZ4myVR8zZC7Zqg4JjmGvzfsQKUrwSz4pIOb3cIhLqSskn1wc5b7BsMff/5/hocpxYFb408sO2GHo80FddnrW9O57KzuKsTvL03Vo0mAXJcLVfa6kCmEceyjOgoUTKIkJrC5WbaArcAwAk8fJbOg6VtZwihkXW8dxX76quvAAAdOnSwPZacnIwxY8Zg/vz5kMv/vVl4/vx5TJs2DW3btsXatWsREhJiW/bJJ59gxowZ+Oqrr/D8888DAHbv3o3ly5ejTZs22Lx5M/z8ShMPXnnlFfTu3dvhfdyyZQvmz5+PVq1aYcOGDQgNDbUtM5vNyM3NBQA8++yzOH36NM6cOYMpU6YgPj7eth7PSydFfPbZZzh8+DBGjBiBr776ynZ+PGXKFPTv3x8vvPAC+vXrZwtgW+3YsQN///03mjdvDgAoKSlB79698euvv2LmzJmIiYlx+D3WFLqFSAghHkQQBLx1MB8WxuyUQXFqhwO3AKCScxjPyPjjBWCpF9TJ25dhxA6JC7UPuwWhcYAC3SLZAUcqncB2W8czg+HtJab0uxONQobld4dKBkqm7M7DkWpksRaaeEw/oMU9G7McDtyG+sicKjXRgdG0LEvPMzOhCKlN14vMDo3D+jwFPZNRNkGj4OCndM3lWLhazrwBlWvgsbYef+5lsZqVyTigV/Q/wdt49g08msJfinXzFgDaVCN4K+M4ydq3i5LZDT4JqUmyjJu2wK0Vx/OQZdysoz1iS0lJwZw5czBnzhy88847uO+++/DRRx9BrVbj3Xffta2nUqkwc+ZMu8AtAHz33Xcwm82YO3euXeAWKM2wDQ8Px+rVq22PrVq1CgAwbdo0W+AWABo0aIDJkyc7vN9LliwBAHzwwQd2gVsAUCgUiIysXoB85cqVUCqVeO+99+wSG9q0aYPRo0dDq9Vi06ZNoudNnjzZFrgFAF9fXwwbNgyCIODEiRPV2idX8ey0KkIIqWc239DjL0ZAUikDZldhWuTERD98fKpQFAxedlGHae0D3XYavCM2SzQZebixL0YllGbQJIUoEKjiUGC0/wDKZzeSUqxad0D1LtxqU6y/Asv6hWLon9koX7ZXZxYw9M9sfHtXCO6LdS4Dd2NqCaYdyMdNB7uSyzng/lg1/ntnIKI1jk+Z7hiuAiC+sXIs2+TxmfLEszl6w+JsnhnXCs1oHFD/xiurYZmrsm6tJib64RdGeZhvzxfjsWb1O3PUzAvYyyj70z5MaZv9kBSsQNMAuajB6ZYbehgsgkefE7nC6Rzx37mMKz2Xqo7R/2SNF5jsv5h/u1qC/95pQQO/6pcWIcRRfFRDCJzMLoAryGTgoxrW4V6JXb16FXPnzgUAKJVKREZGYvjw4XjppZfQunVr23rx8fEICwsTPf/IkSMAgO3bt+Pvv/8WLVcqlbh06ZLt32fOnAEA9OjRQ7Ru9+7dHd7vo0ePwsfHB7169XL4OY4qKCjAtWvXkJiYiIYNxb+vXr164bvvvsPp06fx2GOP2S1r166daH3rNvLz812+r1VR/86cCCHEQxktAt4+xP7ymNLKH00DnT+kN/CT44F4NdZesw90Zut5/H6txKMv9lgXaYEqDp/0CLbdiZVxHLpFqrDlhv26R7OM0JsFmmZazlmJrJvWIZ4RvAWAHtE++F+3YLy8XytapjMLGL09Fx93D8aExMrr0N4stmDaAa3DWVnNAuV4vLkfRiVoEOVE0Naqk8T00WNZRqoNSOrUPola2Cwbr+vxXGt2pp03Y9VadUWzsrK6R6mQFKzAOa399PaDmUacyTV5zI22mnAs24hCk3jmSN8yJX84jsPgeF98fsY+47PQJGD3bQPuaVS/yymdZtzAbR6ogEZRvXEcoJRhXAs/fHHW/nM3C8CS80V4txPVbCa1RwiNhGHiq/BZOg8cz0OQyWCY8KrblUzo37+/XWaslIiICObjeXmlPUE++ugjh16voKAAMpmMGQh2Jls2Pz8fMTExkMlcXwSgsLAQgPR7tu5nQYG4PnxgoLj3hTVb2WJxjxluVDaBEEI8xOJzRbhSwM7cea2d41Ovy3uqJfsiesk5z52uVmDkRXXrAKBnlI+ovmi3KHHpBCMPnGBkmNR3rMxbpQxoEeRZ94IntvTDxET2jQleAF7ap8XsYwWS3XOLTTwWJReh25qMSgO3vnIOoxI02HR/OI48EoWX7gioUuAWAJoEyBGsEt9QOJZNY5XUrX2MzNsItQwyxv2v+lo6IUvP+P52QbOysjiOwxMt2TeevvOCckjVIVnvtoH9OcDgOHaAduP1+jlurQwWARe04pq3rrohMCnJj3m8+P6iDkZWrTBCapC572Do5q1CyRufQDdvlUc0K5Mi1RPBWvM1LS0NWq1W8j+rwMBA8DyPnJwc0bYyMzMd3p+goCBkZmZWWLe2qqzvKSsri7nc+nj5ereegoK3hBDiAbL1Fnx4spC57D+dAqvVBblXdGmmTnmHs0w44aFBoYOZRmZd4F6MplrdItnZjAccnAZcn7Ayb1sEKaDywKmkc7sGV9iU7qOThXh2jxYmvnQgmXgBW9L0mLQzF81XpeONg/nMLC6rJqYcLA6/iosD5VjYOwQ9on1sJ9Bcbibk546DyxWf7Fa0TJaXhQmWi2iotz9xPpFjAi8RaCakMlUdj9ZlubfScSlfHNR5NLgQUwTxeD2QaUQ2I5DpzXhBYDYsi3Rx2QQAGNFMAw1j1shPl3UoNLn+YtlTsOrd+siBruVq33eOUDEzojdd19fr4+wFrUlUbgioXrOysuIDFHiAETjP1vP1PnBO6oYQGglLUge3y7h1lTvvvBPAv+UTKtOmTRsAwL59+0TL9u/f7/DrdurUCQaDAXv27Kl0XWvmq6OB3sDAQDRu3BgpKSm4deuWaPnevXsBAG3btnV4f90JBW8JIcQD/N+xAlFdVqD0pHlMQvVKG3Ach6eS2Jk6X5/3zEwdVskEAOgZJQ7UdgxXgRX73k91b+3ozQIzQOOp03BVcg4r7g7F+BbSfz8/XtZh+NYcvLZfi5ar0jFiWw5+SSmBjnUFW8ac4t24uO8lPPHrO4h+YxQUOzfalil2boTmlZHw/eBlaF4Z6fSyj7b/FykHXsTE23/blhWa2L8bQipT3fHo+8HLiH1rlN14BICJt//GZz89g8/+niEar7wA/ClRk9xbaQ08M/Dl6sxbAAhSyTC8qbiMSpFZwK9X6mcQTGfmcYjxnd4lQgXfcoFuuYzD/YwbexklfLWaWno6VskEAGgb5rpzgElJ7Jlg313Quew1CCGlnnzySSgUCkybNg03btwQLddqtTh58qTt3yNHjgQAfPjhhygu/vf68NatW1i0aJHDr/vUU08BAN544w1b6QYrs9lsl8VrbaR286bjzeJGjRoFk8mEGTNm2M2gS05OxooVKxAYGIjBgz0zk9qp4K1Wq8W0adMwYMAAtGjRApGRkUhKSsKQIUOwdu1auw/HZDJh7dq1mDJlCrp06YIGDRqgUaNG6N+/P5YsWVJh3YhffvkFd999Nxo0aID4+HgMHz4cx48fl1z/ypUrmDBhApo1a4bo6Gj06NEDixcvlozQGwwGzJ07F506dUJUVBQSExPx/PPPIyMjw5mPgxBCasWZXBOWXWSfuH7QNQhy1jwzJz3WTINApXg7q1N0yHWTDClnssP2lAneNtTn4K68s2jJ5zIzRNQKDh3CxUHdgxmGep1lU955rYmZzdzGg+rdlqeQcfi0RzDe7iA9fervWwYsOV+MHEPld/1DfDgsvcOM144stjW64AS+tG5abia43Ez4fDev2svkELDwwjd2GY3HstkX1oRIcdV45AT78dhQn4NFF5ZA9s/xkzVeN6bWr+Btpp59/HB1zVuriRI1u7+5UCxZDsabHcwwwsj4FdzVgD37YnAcu4Z4fRu3ZUkGb114A7dXtAoJjP4Nu24bcIVuUBLiUq1atcK8efOQkpKCzp07Y9y4cXjvvffwyiuv4JFHHkFiYiKWLl1qW793794YM2YMzpw5gx49euDtt9/G66+/jt69e9uyeB0xcOBAPP/880hOTkbHjh3x/PPPY+bMmZg8eTLuuOMO/Prrr7Z1+/TpAwB4+eWXMXv2bHzyySf45ZdfKtz+iy++iE6dOuGnn37C3Xffjf/+97+YOnUqBgwYAJPJhPnz59ePsgm5ublYsWIFNBoNBg8ejKlTp+Kee+7B+fPnMX78eLz00ku2da9evYrx48djw4YNSEhIwKRJkzB8+HDcunULr732GsaMGcM8eZg3bx4mTZqEzMxMTJw4EQ8//DAOHjyIe++9F7t37xatf/78efTr1w8bN25E//798cwzzwAApk2bhpdfflm0Ps/zGD16NObMmYOQkBBMmTIF3bp1w4oVK9C/f38K4BJC3M7Mo/ngGddaDzX2Rc9ocRmAqvBXyjCSkcGrtwDLL9V9xoMz2WHmvzbg+D+BrIm3/0bKgRex7eT7OLXrBfjs3iTaNpebiTHG86KpvVqjgPOM+m71lVSzMk/NvLXiOA6vtw/El72CUZ3+dCOb+eLwI1EYpsm161AMABzPQ5ZxE7KMmy5bpgCPhJJ/z1mO1eOMMFI1NTUem5ekQw5BcjkA7LilR3E9msLPalYGAJE1kHkLAO3DVegULj42n8k14UhW/bvRwyqZAIjr3ZZ93J/xhbCpnmWMl8UK3kb6ylw6hjmOw3iJevTLLnrmTDBC3Nn48eOxdetWDBo0CIcPH8aCBQuwdu1a5OTk4Nlnn8WUKVPs1p8/fz7ee+89cByHr7/+Glu3bsVzzz2HDz74wKnXnTVrFr7//nu0adMGa9euxZdffol9+/ahd+/e6Nevn229AQMGYObMmeB5Hp999hlmzJhhF1BmUavVWLduHV5//XUUFhZiwYIFWL9+PXr06IENGzbgoYcecmpf3Qmn1Wodvv1qsVggCAIUCvs7YoWFhRgwYADOnz+P/fv3IykpCbdu3cIff/yBUaNGQaP59yBcXFyMBx54AMePH8fSpUvtPrwrV66ga9euaNy4MbZv346goNLOkufOnUP//v0RFRWFw4cP273+oEGDsG/fPvz8888YOHAggNKs30cffRQ7d+7EunXrbBF7AFi+fDmmTp2KYcOGYcmSJbb6c9bHR44c6VTat6fT6/VIS0tDbGws1Or63UGVuLf6Ola1Bh5NVt5G+QO1jxw49HAU4gNc1yjqotaELmvEWa1x/nIcHxblkgzfquByM6F5ZaRdsECQyaCbtwoARMt4ToYmXT8FAKQceNEuiGB9nrV+lWLnRlsGmQUcJic+he9i7rKt/3H3YMnmLxXxxvH65kEtFiaLL54ujoyusQBEbdt+U4/xf+WiqJKyCEBpdmHzknRwMY3wUt+m6PtPBpez47Wqy8yQoVm3T3FTXdr1t1O4EtuHOF+XzRvHKhHjcjMhy7gJPqqh7fjnyrFadjw21Ofg6sEXbZm35Zdb/XB3KIbEszMcpXjqeF2dosOTO/NEj2+6Pxw9XHQTtrzll4oxdY9W9PioBA0W9g6pkdd0V/3WZ9pu6loFKjmkjI6BQuLcZuKOXKy5Ji4zkTY2BgFKx/KfPHW8licIAhqvvI38cuW7+jf0weqB4S59rRy9BUk/pYsypcN8ZEh+LBo+Hlhj3xN40ljNyspCREREXe8GqUM8z8NoNEKlUkEmc+9KsK4cr069U7lcLgrcAqXd2u6++24AQEpKCgCgQYMGePLJJ+0CtwDg5+eH5557DsC/BYOtVqxYAbPZjFdffdUWuAWApKQkjBw5ElevXsWuXbtsj1++fNkWobcGbgFAqVTiP//5DwDg+++/t3sN67+tdwysxo4di8TERKxZswaFheymQIQQUtv2ZRhEgVsAeK61v0sDtwDQIliJuxhZKNeLLNh6s+6yTZzNAJMJpRlerOwv6/MA8ZRh1tTeAxnsbJ366GyeOAvZ1Vk3da1/QzU2DgpHVCVTmV/K2YmrB0szurdsnor+l7bblgmhkTBMfBXCPyeTgkwGw4RXIYRGumyZhZNhSuKTdoGw07km6shNmKRmLrhqPJphPx5vqsOw9d7n/30uY7wCwMbU+lN/VTrztuYuOh9p4osglTjQteaq+5RDqgpnG+xpDTxOZJtsJZSs3/E9o31sgVvW87ozauQDqJfT99OKLaLALeDakglWYWo5hjYW39TJMfD16phBCCHlueTKX6/XY9euXeA4Di1btqx0faWy9EBv7R5nZe04Zw0El3X33Xfj22+/xd69e23LK1q/U6dOCAoKsgsQ6/V6HDlyBM2bN0dcXJzoOf369cOiRYtw5MgRu3RtKXq950+dMRqNdv8nxF3V17G68wa7ZMGQhvIaOQaNb6bC37fEActFZwpxV0TdZDvIgsOh5jhwgn0GbUlwabZH+WUWTobLvlGlP4MTZd6WBIeD1+uhTLsqOfXXGmTYl2Go0ufsbeNVEAScyRG/l6SgmhmHdSnRD1h/TyDG7izExYJ/AxxBSg4PxKkwKrgQ9378tW3MWWuB6lrcAT7knzvrXftD1+IOyDNvwRLZoPRx6+fkgmWL80Lw3VX7jHAjDxxLL0b7MOdO7bxtrBJ7srws+H33kfR4reZ4XLkvBf/LDBEFZn3uGoi8uzpDnnkL5ogYbNmtBHT2x9s/0/Qo0pVIZj6yeOp4vV3E3t9AzgR9DQVSZQBGNPbB1xftj9F6C/BNcgGeb+Vc1rM78NnzJ/yWfwZOECBwHIrGvghDr/sqXPZXmgETbv+NRReWQA7BNsumWcdB0Ov1ks+L82UH3M9ll6Clv2MlPzx1vJZ3LJ29/y0DauZ6eFRjJX5NEQdqvz1fiEEN3DvLzlN50ljleV6ytxGpH6zlVwVBcPuxwPN8hcdJZzLdqxS81Wq1WLhwIXieR3Z2NrZu3YobN25g+vTpaNasWaXPX758OQBx0PXKlSvw9/dHVFSU6DnW7V65csVufQBo2rSpaH2O49C0aVMcP34cOp0OGo0GV69eBc/zzPXLv4Yjwdtbt25V2HjNk1CtX+Ip6ttY3XlDjfKTJIIVAjQFt5FWA5MEWgpAtI8a6Qb71/w73YTNyTfRKqBmvyCVBbnwyc2EITQSpsBQ2+OFgx5H3Kbl4AQeAifD9fvHIrdIz1z2bIsnbIGEyYlPYeGFb6BAuecVpUFpBgLLBX7N+DfwCwA3inkcvnwD0T5Vy2j0lvGaZeCQaxRf6MfKdUhLy6+DPapZHIBlbYDNWXLkmDjE+wroHmKBSlYM/2vn7cYMUJrRnXPmJIoaJ9pvSBMK/DPeRKqxLMDIvnjdcSULYbqqZYV5y1gl9vyvnUeoI+O1iuPxW6EJbqrtkzH85QL8C28jlfvnucUG9Ari8ZPOPktPaxSw/uwt3Bns/PeKp43XazkqlL/sUnECtOk3kV+D90UH+nP4GuJj99fnivCAXzYUHhQHUxbkovU/QVagtFGe//L5SA2JAQDJZQdSlbbALfDvLJvNvZsj/awg+TyNKgxgfHbHb+biTrlzx1lPG6/l7buuACDORA7VZyEtzfUzPmIFIM5Xjesl9gN0T4YZey/eQJwvzTKpKZ4wVlUqlUcEmUnNM5ncv4a7Xq9HQUEBc5lcLpeMTbJUKXibn5+PuXPn2v6tVCoxa9YsTJ06tdLnLl26FFu3bkWfPn3sSh0AQEFBgWQ9CGtHuLJv3Ppz2RILUs/RaDROre+IBg0aOLSeOzMajcjIyEBUVBRUKvb0IELcQX0cq/lGHheKxTXyekb7ID7OtTXGynqisATvnxJn/C7LDMDKVoE19ro+e/6Ev0RGDWJHI6/3AFsGmF9IBGx5h2WW7REi8M3xf0s/fBdzF7aEtMXMhvkY0rmx/fMQi6KxL8J/xXxwPA+ek2FKC/HU3pvKCHSOda4mobeN14u3jADEdwu6xoYg1snPxpNMjhc/JvNXQ2Bkgoe1aYeQkNqpwRYYxQNnxMeGVD4AsbH+Tm3L28YqsVeT47XELODcvlzR492iVGhc7jtquMqEn26Lz6+PGoPxcKzjdcU9dbzqUgoA2F9kRvjKERcXW6OvGwug760C7Ey3f+1MowzHhUg84kHHb+WFXPGNM4FHrML6M3tZSVYes4FezwABHCf9vMiEhlAfz0X5xOgszh+xsY51KvfU8Vpe2jXx+PWVAz2bN6yxfggTi0sw44T4XHR7cQjebeF8LwJSMU8aq/n5+W6/j6RmCYIAk8kEpVJpVwrVHanVamZyalVUKXgbHx8PrVYLi8WCGzdu4LfffsOsWbNw8OBBLF26lFkXFwA2b96M119/HbGxsVi8eHG1dtwduHsxb2eoVCqvej/Ee9Wnsbojs4RZ77ZPQ98a/Qyeaq3E/OQSUdOmv26bcKqAQ5dI11/scbmZ0Cyfb5/9smI+ZB172JrrICYWiIkFs8LqP8t2Hc0HUGS36KY6DE26t4QqgnGid89D0HXsAVnGTaT6ReO77eIMsKO5AkYmVu3z9pbxeqmIfWe7Q5QGarXra965tZhYGCa+Bp+l88DxvK0WqCqmZoMwZanVQLPAAlwpsI8qnMyzVHm8ectYJeXU4Hg9fNsAEyNptleM+DvqrlgfBKsKoS1XN3PzLRP+18PH6YsvTxuvOUZx4DpKI6+V9zC1LbAzPUf0+NeXDBiVGOh2F76s5noAwMU2gcDJRE30FLFNSn9mLDPHNMFOIV1UQsnCyaCMk36eIrYJ5L6+aBqoQHK5eu9XiwSnf2+eNl7LS9ZqRY+1ClHCT1NzpTfGJSkx55RO1Ljsp6tGvNcllBqX1RBPGKuFhYVu36SK1CxrqQSO49x+LMhkMpf9TVXrncrlcsTHx+Pll1/GO++8gw0bNmDZsmXMdbdv345x48YhMjIS69evR3R0tGidwMBAyaxXaxOxwMBAu/WB0rsvFT3HmlHr6PplX4MQQurKXokaY71qqDO1Vahajsmt2dl77x+vmYaOFTUlc8YexmcWoORwR5h0gFEIjYQlqQMaxkYjRiP+WtyfSVOzzuSJg7cKDmgR5NqmeZ7C3HcwdPNWoeSNT6CbtwrmvoNrfR86hYtvRpzXmlHIiqaReq2mxus+iYaOPaLFY1Mh43BfrPjiJa3IgtO57j/tsbqyGA3LImqp2WP/hj7MY/XxbBMOuNn3m1RzPaBqDfbOcMG47hOGyYlPwYx/G+z9OfC5ShvzAUBCoPhzu1JgttVbrA+0Bh6pReIygTXRrKysMLUcD0o0LttAjcsIIfWQy666rDVi9+zZgyeffNJu2bZt2zB27FiEhYVh/fr1aNy4MXMbzZo1w6FDh2wp+2VZ69uWralr/TklJUW0LUEQkJKSgpiYGPj5lU6taNKkCWQyGXN9qdcghJC6siddfGEc6iNDUkjNB8ymtvbH4nNFKCiXJfX3LQP2phvQ08UBZD6qITP7hY9q6PA2ik08jmaJL0S7R6kcaojDcRy6RfpgzTX7i4KzuSbkG3kEqdz7zm5NOssIrrQIVkDlIZkvUplc1VkmhEbCUu6x2tQhXIWfyzV0EQCczDHV+A0eUrM8ZbzuY9ws85VzaB/Gns46KM4Xq66Igy47bxlwh8RzvIEgCMgsEQe/ItW1850i4zg829ofL+3TipZ9eaYI3aPc43jB5WbC57t5tvMAa3M9S9vOtvFs7jsYlradmeOctezU+WIA/5ZQSijJwGXfKCy4K7HC51k1ZwS9C00CMkp4RGtqJ/he184ybt4CQJsaDt4CwPhEP/zCaFy29EIxhjXV1PjrE0KIO3HZWUN6ejoAiEombNu2DWPGjEFwcDDWr19fYUHenj17AgD++usv0TLrY9Z1AKBXr16S6x89ehT5+fl266vVanTq1AmXLl3C9evXRc/ZsWMHfHx80KlTJ8l9JISQ2qA18DjFCJj1iFJBVgtTHIN9ZJgqkX37f8cKXJ51Uln2iyMOZxlhZuyWM4HmblHiAIIA4LCbZSfVJr1ZwMV8cXOW2rhwc4WKMrmquswddAxnf/7HGTcwiOfwlPFq4gUcZoy1zpEqyZs6/Rv6gLXoPOP44k3yjYJo6jcARPrW3g3Bx5ppEOojfr2N1/W4Vugen7+jM3Css2VY5wfll53M+XeM3lSHYWdIK9xUh4lm40htsxkj8xYALhe4x2dWG6Qy42s68xYAekapmAH03elGXM73/ox9Iq0+Zb8Tz+XqcerUWcOpU6eYJQfy8vIwc+ZMAMA999xje7x84LayjNYxY8ZAoVBg3rx5dq9z7tw5rFq1Ck2aNEGfPn1sjyckJKBHjx7YvXs3tmzZYnvcZDJh9uzZAIBx48bZvcb48eMBADNmzLD7MJcvX44LFy7g4YcfprIJhJA6dyDTAJ5xvO8VU3sZMpNb+SPER3ylvS/DiJ232dNlq6O6U3v33K5+mQlW8BYADmTU34DYhXwTLIyx2CbE/YO3UplcXG5mlZe5izvCVMxA2LFsuqD1VJ40Xk/mmKBj3C3rLnEMBQA/pQyNA8TZihe13j1ms8p3vPpHbZVNAABfBYcnEsVNngQAi5KLxE+oA9YZOGU5OwOnPNZN8Dh/OUIYgWyWBInSQJe9/IZDWWcYnyEHoFUtBG85jsP4FuwM22UXxc3MSP2gVquh1+vrejcIqZRer3dpDWmn5t6uXLkSP/zwA3r16oW4uDhoNBqkpaVhy5YtKCoqwtChQzF8+HAAwMWLFzFmzBgYDAb06tULv/76q2h7cXFxGDNmjO3fCQkJeOONNzB79mz07NkTDz74IHQ6HVavXg2TyYTPPvtMlNn78ccfY+DAgRg7diweeughxMTEYNu2bTh79izGjRtnF+wFgFGjRmHNmjVYvXo1UlNT0atXL1y7dg3r1q1Do0aNMGPGDGc+EkIIqRF1Ve+2rECVDC+0CcCMo+Ja5Iv3XMXdbUogRDdiZr/UxdTevYz6i/4KDu0qqHdbXusQJQKUHApN9kGJ/ZmuD1Z7CtaFG1A3mbfOjqvKMrmqsqwuSyWU5avg0CpEKcqKOppdf280uJOqHAM9abzuY5T1AYAelUzBbxGkFDXau5BfWkPU3RpnuUomo94tUHtlE6yeSvLDZ2cKRU3mll/U4c0OgXVeGsg6A6d8cz1nZuCUZeIF5pT/O5z47moexF63PgVvWZm3TQPlCFDWzngZnaDBzKMFouz1lZd0eKdjIDUuq4f8/PyQk1PahFGtVnvtdwfxXIIgQK/Xo6ioCGFhYS7brlPB2wcffBAFBQU4cuQI9u/fD51Oh5CQEHTr1g0jR47EsGHDbH88GRkZMBhKT+xWr17N3F7Pnj3tgrcA8NprryEuLg4LFy7Et99+C6VSiS5duuCtt95Cx44dRdto2bIl/vrrL8yaNQvbtm1DcXExmjZtirlz52LSpEmi9eVyOVauXIlPP/0UP/30ExYsWIDg4GCMHj0a77zzjqjWLiGE1AVWvdsQHw6taqHebVmTkvzw5dkiZOv/PWueePtvLLqwBPKNAgROBsPEV+2yZBU7N9qywMovr2hZdejMPI4wpvB2c7DerW3fZRw6R6jw1y37z/9olhFGi+AxNV5dSareXesayryVCmxVZVxVVku5qsvcRcdwcfD2epEF2XoLwtX1ox5jXXLlWAUqr/3tTuN1H2M2goIDOkdWfFxIDFbgjzT7xwqM3l1DlNWsDKjdzFsAiNbIMayJuO5wkVnA9xeL8XybgFrdH5aK6s8666LWDAMj6bmiBqblhfjIEOojQ67B/nd4qZ6UTTDxAs4xzgFq8+Zt6D+Ny8rXvrU2LqPat/WPTCZDWFgYiouLkZ2dXde7Q+oAz/O2rFaZzD17kqjVaoSFhbl0/5yKAnTv3h3du3d3aN3evXtDq9VWZZ8wYsQIjBgxwuH1ExISsGzZMofX9/HxwfTp0zF9+vSq7B4hhNSofCOPkzmserc+tVLvtix/pQwvtfXHO4dLs28b6nNKA7cozUwt31CkooYjACptRlJVhzONomwioGqZyt2ixMFbvaV0mnDnSO9tqiPlTK74IjVCLUNUDQRapAJb1RlXFWVyVXWZu+gUoWJOHT2ebcKARt4ZCHMXNTFWPWW88oKA/YyZDh3CldAoKr5IaSExDf2C1uy1wVtWszKgdmveWj3b2p/ZNO6r5GJMaeXv1M1OwL2b67FKJgBAOyeb4zUPUuBgubr3V+pJ5u1FrZlZr7ltaO2eC02QaFz2HTUuq7dkMhkCAgIQEFD3N51I7dPr9SgoKEBUVJRLyxK4u9pN4SKEEFKpgxlGdr3bOuog/2RLf3xxpgjpJTyal6TbArdWZafnVnXab3Uv1PZIlJlwplmZVbcoHwCFosePZhvrXfBWEARm2YTW1ci6kbporyjoVZ1x5Wx3ckeWuYsO4ezxeDTLiAGN6s/JbE1ijdeaGqtA1cdkbY7X5Dwz8o3iL6nKSiYAQGIw+9hxMd+Evg3q5juupmXqJcom1HLmLVBaK7tXtEr0nXmj2IINqXo81MTX4W1VNcO8pmbglHcqh31e4EzmLVDatKx88PZaoRkmXoDSyWC3pzkjMfOmNpqVldUjSoUWQQpR89Q96Ubc1lkQ46U3fgghpCwK3hJCiJthlUwAqt6srLqZMZqohnjljgBMO5iPS77RsICzC+CWnZ5bnWm/1cH6zPwUHNqHO3+B0VHiOfUl06asjBJeNF0UqHqzsoou2isKelV3XFWUyVXVZe4gKVgBXzmHknId5Y5T3VuXkBqvNTlWAfcfr8ckxlcPB26WsTrHAxAFZbxJFiPzVikDglV1E/h7rrU/9qTnih7/8mwhM3jr7A0MQDrDvKJlrr7hwJrBFKGWIdrJjGfWmDULQGqhGQkSNXG9xWnGZwjUfvCW4ziMa6GxzQIra2NqCZ5K8q/V/SGEkLrgngUiCCGkHmMFIoNVHFpXod6tYudGaF4ZCd8PXobmlZFQ7NxYpWVPZ/yNhho5bqrDMDnxKZj/+fowQ4YDD7xgu+iyTvsV/qnvU3b6bkXLqqPELOAoo95t10hVlbJi/JUyNNCIvx7rS427sqSalVUl81bqYp/LzQRQcafxuhhXnkAhYzfkOy5xwU0cV9F4re9j9azEceHOiMqPC4Eq9vH1otZ7j6+shmURalmdNdm5N1aNZoH2mYoN9Tnwu3gCpy7etHtc6jyhohsYVV3mSrzErJF2YUqnP/dmgexzr8v14JyA1aws1EeGGMbfcE17uAm7PML6VH0t7wkhhNQNyrwlhBA3UmDkcYJV7zba+Xq3rsyM8fv+Y7w35Ts8fVaB72LuwpaQtkgoycBl3yj4c1HYxwuQ/xMore2pvYezjMyabFXNVAaAhCAlbunsg+j1qbu0lVSzssqalbAytSq6aLc4UO/TXaaMu5s7wpQ4UG5Kb2YJj2ITD79a6gbu6Zwer0kd6vVYZR0XYjQyhDnYJK854/h6Md97bzhk6cWZt7XdrAz4d5xzUQ0xuZU/Xj+QD6BME1II4E9xME58rdL6ze7eXC+10IICk7i0h7MlEwAgQSJb/FK+GffFOr05jyEIAjN42zbU+QC4KzT0k6NTuBJHs+33aU+6AXkGHiE+9H1HCPFuFLwlhBA3cjDTdfVuq1p7UWrZo365mO0fg+tFFtxUh+GmOqx0Yb4Zf6Tp8UD8v9Mta3Nqr2SZieiq16dNCFRg12377d4otqDELMBX4d017spiZS4pOOmmQ4D0VPPKLvaBygNb7jBl3N3EB7B/FzeKLUgMpovZylR1vNbXsSoIApLzxDeyWjlRSqVFsAI7yx1fb+t45Bt5BKm8b8yyMm8j1bX7PsuP8yfGvYL/U3WEX0G2XRNSmSA4VL+5shsYdd1cj1UyAQDuqEKjraYBCnAAyp+aeXsppds6dtmk2i6ZUNaQeF9R8NYiAH9cL8Ho5n51tFeEEFI7KHhLCCFuZM/tqgUiWZljrs6Mkcc0xDSVH6bu0Ype//MzRXbB29q0lxG81Sg4yWZOjmgmEZxMKTBXq1mXp2FNj24RrICPnB3ArihTq7LMWitPDmzVhVg/dgZfWpFFsjkUKVXd8Vofx6pUHWxngreJFWQy3hnhXU0hBUFAFqtsQg1k3jrTDDLwh4/x4vivsTNDuglpdW5g1HX2+alcdl1mVpmZyqgVHGL95bheZJ9B7e2llKTKQlQ286YmPRCvxn+Piuvebriup+AtIcTrUfCWEELcCCuLNEjFoXUFF8ZSmWOVBR+qsmxksIAPTxSKLmIOZhpxMMOArg50G3clvVnAERfWu7VKqKDGXX0J3hosArOJUEXNyiorjeANU8bdTZy/dPCWVIzGq/OkSqk4l3nLXveC1uR1wdsisyBqKAgAkU42zapMVZpBjg/SYqlG3ITUDBn04Q2hrOYNjLrMPj/FyLwNVHKID6ha0Lx5kEJ03uPtmbfpOvZ3SFU/Q1dICFIiKViBc+VqZP91U48iEw9/KhVECPFiFLwlhBA3UWiSqHcb5QO5jHO647NQSfChKssUMg7PtvbHGwfzRfv5xdmiWg/eHs4ywsC4vuhZhTITZUl1RK9PdW8vaE0wM0p4VJR140hphPqYrViTYqWCt8X1Z6xWFY1X5yVLNTF0oqFmRZm33oaVdQtUPfO2KucBUuM8LD4WHbUKTM59CgsvfAMFeJghw5TEJ9Gz0B+PRnhmjWZBEJhlE9qEKp3uHWDVLFCB7Tftb66nl/AoMPII9MJSHwCQIRG8ja6Des1lPRDvi3PaQrvH9BZg+00DHmxcNzPACCGkNnjntw0hhHiggxlGMBJ00CvGp0odn62E0EhYkjowL7qqsmxscw2CVeILoA2peqTU8jTCr88VMR+vTr1boDSbkVXatj50l7Zi1bsFUGHmsTXbW5CVnl7UVD1D8q9QHxk0jMFKmbeVo/HqPFbmrZyDUyU6In1lCGJ8h1zQet/xNbOE/XdYlZq3VT0PqGicP9HSD9/F3IVm3T5F/3Zvo1m3T/FdzF345nyxbVsVnSe4o/QSHll6cdC8KiUTrKRm49T2OU9tSpe48RClqdvwwZB4NfPxDakltbwnhBBSuyjzlhBC3IRU461+PvlV7vhcE/yVMjzZ0g/zTtkHTgUAX54twrzuwTX22mVtSdNjXape9LhGwaFjNerdAqUZxk0CFaJMMG+fJlnWWUZTIqDisgmAZ2ZqeTKO4xDrJ8eFcmOTgreOofHqHFazsoRA6TrYLBzHoUWQAoez7APBF/PZN4w8GatZGeB82YSKsmur0wyyV7QKiUEKXECZJqQA9mcYkZxncqochrtglUwAgDvCqn5eIDUb51K+Ge2reb7hrjIYNx4CVRw0iroN3rYNVSKOUYN4c5oeRosAlRPHIkII8SSUeUsIIW6C1XgrUMWhlSFDMqumrjLHJiX5gzVTcMWlYmTraz5opDPzeP2AlrnssWa+Ljl5b8bItLlU4H3BBSmszNtwtcyhoIOnZWp5OlbpBAreOo7Gq2PMvIALjABrVQJ8rLq3VwstMLCmn3iwLInvQ2fLJlSUXevoeQBrnHMch4kt2Y2eviuTfetJTuawm5XdUY169VJNTL15Ns5tRtmEui6ZAJSO2SGMBrkFJgG7JJr+EkKIN6DgLSGEuIEiE49j2ex6t1xMIwic/eG6fMdn3bxVKHnjE+jmrbI1KalJ0Ro5RjTTiB7XW2A33bKmfHyyCKmM4FSwisPbHQNd8hqsTJs8g4DcWghO1zVBEJjB2zahSnBVrBlIag4reHu7xAIT712BMFK3rhSYmTXGq9LEkVX3lhdKX8ObuCrz1ppdW5arzgNGNtMwS6+suqJDkYm9/+6MlXmrlgOJwVWfcNrITw41I27pbeO1rAyd+Hcf5eJGe1X1gETphPVUOoEQ4sXc4whMCCH13MFMiXq30SqHsmrqInNsaht/5uNfnytGCavTlYtc1Jrw2ZlC5rIZdwYhnHWFVQVSNe68OdPGKqOER45BfOHW2gOn0NYHcf4KNNTn4K68s2iozwFQGgi7Wez9Nxqq40q+GXNPFGD4lmw8sysXyYx6ruRfUp9PKyealVm14/LsxqvVRS+re8tqWCbnSmtVO6MmzwOCfWQY1kScyVhoErA6xfOCYacYNx5bhSihkFX9xqOM49CUNRvHi0spscomxGjqPvMWALpEqJg3QDZd18PiRjctudxMyM8dB5eb6bJljiwnhHgnqnlLCCFuYI/EVK9e0T4A3LMuY8tgJe5t5IPNN+z3PVvPY9VlneRUzOoQBAGv7NeClQzUJUKFx1uIs4GrSnKaZL4ZXSJ9XPY67ojVlAgozbwl7ufui9vw1oH5kEOABRwmJz6F72LuQlqRBY0D6FSvrAydBb9dLcEvKTrRbIcNqXpsvD/ca2tYVpdUHWxnyyYodm7EoO/mYbDA241XAP+UZfCejvGshmXhahlkVZjBUJPnAU+29MMPl3Six785X4xxLTQeM+Miz8CLaqEC1SuZYNU8SCGq+Xwl3wxBEDzm83FUkYlHoUkcBI1yk+CtXMZhcJwa312wH7NZeh4HM43oEV3352iKnRttdaoFTgbDxFdtGfFVXebIckKI96LMW0IIcQN708U12gKVHNqWueBwx7qMU9sEMB//4mwheMH12Q8/p5RgD+OzknPAvB7BVboglpIQKM5mBOpH5i2rZAIAtK5Chh2pWVxuJnps+BxylP69ySFg4YVv0FCfg7Qi7x+rjig08VhxqRgPb85G0s/pePNQPrNMTbFZwJjtucyAGwHOMo4L/goOcYyyHVLKN94qO14B78tkzNKL7zQ6W++2rJo6D2gfrkLHcHGA81SuCUcZfyvuSqpZWbtqNCuzYs3GKTILSJcojeHJWCUTAPcpmwAADzDq3gLuUTpBqsEgl5tZ5WWVbZcQ4v3c5whMCCH1VLGJx7FscUCye7QP5NWY5lcbekWr0IFxwXelwII/rutd+lpaA493DuUzl01u5W8X6HaFRof+QMqBF7Ht5PtIOfAiJt7+G0Bp5q23YwVpFByQyGgyROoWq5GRAjwSSjKYGWj1zYEMA7r+loHn9mix45YBlc2ovamzYNxfuV7XOMsVWGUTWoUonbppVtF4BYALXlY2gXUjIFLtnpdfExPZs2Vqo469q5zKlWhWFlb97y5WE1PAO88J0iVuYLlL2QQA6B3tg0CV+Niz4boeQg0kDzijogaDVV1W2XYJId7PPc8eCCGkHjmvNYNVIrZXlPtP3eU4Ds+3Zte+/fxMkUtfa9axAmYWUwONDG90YGcAVxWXmwmfpR8zsxnrQ+btRcbFaIsgBXzk7n0zoT5iNTIyQ4bLvlFIq+c1by28gBf2anFLIotMyoFMI14/oK3zAIA7KTTxzCaRzta7rWi8AqWBsJqYtVFXWDVvI9woe7GsYU19EcQIhq25qkMeowa6O2Jl3so550t7sDQPYm/DG4O3GTr2d4e7lE0AAJWcw32NxI3L0oosOCmRgV0TWPVnK2owWNVllW2XEOL93PPsgRBC6pFrhewTf1dkitSGoY19mdNmD2QacSiTXcvXWUezjPhWIvvng67BCFC69uusouywlALvCi6wsBqVNC6XdUQNM9yDtZGR5Z8LOjNkmJL4JG6qw5BWzzNvz+aZbDciWCVQKvL9RR2WeFDGYU07J9mszLnvqfKNt8qOVwAosQhekzGuM/MoYtyZjaxG2YSapFHIMCpBXDdebwFWXPKMvwVW8DYxSAFfRdVvPFq/6xL5POZyb7yhK1UKItrNbjxIlU7Y4OKZX1IUOzdC88pI+H7wMjSvjIRi50YAFTcYrOqyyrZLCPF+VLyOEELq2NVC9oVqvIc0GlLIODzb2h9vHBSXNPjiTBG+v7t6jSPMvICX92nBCpcObOSDIfHizIvqsmY3lA3gWrPD9BbgZrEFsf6e8ftxFi8IzGyxsrXuqGGGezH3HYzHs5shNzUNl32jbIGw+l7z1lrXduLtv7HowhJRQ7ceUSo83MQXX54twjXGcfiNg/lIDFaiT0zdN7+pa+UbNVm1qkK5GmvjrT0nUvD0BY1tvFpd1Jq9otFepkQAzF3LJgDAE4l+WJQsDtR+d6EYz7b2d2ldeVcrNvG4xAiktq3GjfCy33VqTobnWz2FzyP62q3jlcFbD8i8BYD+DX3gK+dQUq7MzYbUErzTMbBGX1uq/qylbWcIoZEVNhis6jJHlhNCvJf7nj0QQkg9wcq8VXBAIz/3OkmuyNjmGuZ0y/WpepyWaH7lqIXJRTjF2IZaDnzYLbhGujxbsxt4RjYj4J3TJK3yDDyzjIc1W4waZrgn38go7AxpZRcIu1ls8fos8YoczTKioT7HFrgFSkugfHXxG5y/R4ZNgyIwKckfK/uHwZ+RmWcRgAk7ciVnR9QnZyUyb1tXcTq6EBqJoPadRIFbALiQ7zkNsirCugkGVK9hWU1rEaxE72hxyaYrBRbsuu2amTQ15WyeiVnTuqrNyljfdR8lLxFl71/2kvFaFqvmrb+Cc/ksp+ryU8pwd0PxzbXzWjMu1fDvxZH6sxU1GKzqMkeWE0K8k3sdgQkhpB66yggMxPrLoXDzZmVl+StleLKluNmJAOC53XkwVdYlSMJ5rQmzjxUwl73eLrBGs7PMfQfjyDs/oH+7t9Gs26f4LuYu2zJvzLSxypAIOET9E3CghhnuKZZRusTIS/8+64Oj2UY0L0m3BW6tZAKPhkXptn+3ClHiqz4hzG3kGniM3p6DIpNrP0dPq6fLalbWQCNDiE/VLyUSAhVgfc1d9JKmZaxmZQAQ6WZTz8t7siW7jr27Ny5jlUwAql6CivVdJxf+ba5nda3QUuVzHHeVwagTHqWpvXFbUVmm8suGlCmdULY8zoZUcekEZ7Zb2TKqP0sIqW2ePyeJEEI83LUC8QVeEw+cMvp0kj++OFMEY7lz/lO5JnxyqhDT2js3hc3EC5i8Kw8GxvVviyAFnm/DvsB0pUZxMdjJiOl4c+ZtZQEHVkkJumCpe6zgLVBaOsGdOoTXliITj/NaM/J9o2EBZxfAZY3XwfG+eKtDAN4/XijaVnKeGaO25eDVdgHoHe0DeTVurP1+tQTzThXiUr4JXSN98HmvYMS5eQkWQRBwljH7obpNoNQKDvH+clHpoEtecnxlNdgE3DvzFgAGx6sR5SsT3fjZdF2P2zqL2x5PWDN0AKBtFUp7AOzvOp77t7melUUonUEl1dDME7Hq3kfV0ritqCwTa9l93e6HggMev2VfHmeO6RngjpFV3m5ly6wztHyWzgPH81R/lhBS49z71i8hhHg5vVnArTK1xaxZAx1k2rrbqSqK1sjxQpsA5rL/nSzEGSfLJ3x8qhAnGJk0HIBPewRDJa/5zORAlcyu1qvVlXqceUsNM9xTrB87AFhfm5adzCmdQn1THYbJiU/B/M8pL89Jj9fX2gVgqEQN7d3pRjy0OQdtfknHu4fznT6eaQ08Ju3MxYS/c3E61wS9Bdh524BBm7KRJXHDxF3c1vHQGsWZhdUN3gKl0/TLu5Bv8rjMZBbJG2GV1Lyt62aQShmHx5uLZ9JYBODLM0V1sEeOOck4X2gSIEeQqmqXu6zvukNDXmCW+vC2G7q3GTVvXR20Z43zisoySS0LKc7Gw0FFovI4bxxdjIwb6VXebmXLgNIZWrp5q1DyxifQzVtFtf8JITXKvW/1E0KIl7teZLblg5VtqsOf4mBUveZxJ4Kvtw/AxuslOFdu2quJB57dnYftQyKgdCBr7US2Ef87Ic6AA4BnW/ujR3TtNRBKCFIgo8Ro95i3ZIaxZEo0Kik71ZcaZrifOMnMW/cODNaUY1n//s1+F3MXtoS0RUJJBmY+kIR2LRoxnyPjOCzoHYIrBVk4K9Gg67aOx/wzRZh/pgitQxQY2UyDh5v4olEF2bM7b+nx7G4tbjL+tm4UWzBuRy7W3hteKzekqoJVMgEAWlcxo7GsFkEKbE6zfyzPICBbz7t9hmplWDVvOQBhFQRv3aUZ5PhEDT4+XSiqIbsouQhjmmuQ5ILAvSuZeAHnGOO0qiUTrMp/18m5EOB3cVDdm4K3JWYB+YybNa4smyA1zisryyS1bLimRFQeRwEex8+k4L5G0VXebkXLLP+c9wihkbafCSGkJlHmLSGE1CFrh/PyTXVkguCRTaB85KXBD1YM4lSuCZ+eYgdky9KbBUzZncdsmpUYpMB/ariDcHkJgeKgzPUiCwwWz88MY5HKvI0sF0ihhhnupaGfHKzQX1px/QzeHs22D+TcVIdhb2grtGhacXkPf6UMK/uHIcyBWq5n88z4z5ECtPklAwM2ZOLzM4VILVPDvMQs4M2DWjy4OYcZuLXan2HEtANat802lWpW5pLM2yB20PuCFwTDMvXi33mYWiZZz96dmkHG+itwf6w4C90sAK+54Vg9rzWLSjYBwB2hVWtWVlbZ77omAQrmcdab6uCzSiYAQLSLbqZUNM4rqiNb0bIObZrCUu43Y4YMv5WUZklXdbtU15YQ4k4oeEsIIXXI2qyM1VTHU5tAdQhX4cW27Hq0HzpQPuH94wWizF0AkHPAoj4hUDO6wtckVvBWALvRnDdgTfUNVHHwreXPnThHJecQzciMSivyznFamaPZRtFjrUOVDo3j+AAFlvcPRagTzbgOZ5nwn8MFaPdrBvqtz8SHJwrQb30mFiY71uRp6UWd2zaEYgVv5Zx04NUZicHsbXhD07JMxo2wikomuFszyP90CgTrz2VvuhG/pJTU/g5V4GSO+O8dANpVM/O2PLWCY85y8KbZOOkSN5qiqlA2gVUaoaJxXlFZpoqWRTSMxpxOz9jK45ghw5TEJ7GmwB/5Rr7K26UyUYQQd0JlEwghpA5ZA4CXHGyq4ymmtw/Eput6nGeUT3huTx62PcAun3Agw4DPJWrqvdouAB3Cq59F46xmEgGKy/lmtGTUa/R0rMzbSLVnT1+uL2L9FLitsw9i1MeyCZklFub77uTE8aN7lA/2PhSJz88U4teUEmYgTsrxbBOOZztXExcA3jiYjxbBSvSJqb2yMI5IZpSQaB6kgI8Lyjy0kGjydEHr/OfnblhlEyoqBeFuzSBbBivxbGt/zGd8J79zOB/3xqqrXE/W1U4x6t0C1S+bwJIQpEBqueOLN9XBl5p942zmrVRphMrGeUVlmSpaZuk7GM2UrZBQkoHLvlGltYl5YNsNPYY11VR5u1QmihDiLtzjG5cQQuopa9mE8k11PP3uvo+cw4Je7PIJJ3PY5ROKTDym7M4DazLmHaFKvHYHuxlaTWNl3gLeVeOuLFbmbSSjaRtxP7GMjLC0IovbTXGuaccYWbcA0DHCuUBOjEaO97sEI3lENH4ZEIZHm/rC1wUBy57RKvgxUhrNAjBhRy6uuVFWv4kXcJERSHVFyQQACPZhN4X0hkxGVtmEio6l7pjlN619ABoyMi4zS3i8f6ygDvaI7TRjRk+0r0xU7scVWOcEGSU8Clh1GzyQVOYta2aHlIpKIzgyzisqyyS1bFCcGjfVYdgZ0squqdym6/pqbbeyZYQQUlso85YQQupQ2Yt0a1OdwT45+N9DrT3+JLFjRGn5hI9PibN2PjxZiACVDHIO0FsEGCzAoUwDrhaKLxpUstJyCXXVzKdxgAJyrrTTdlneVOOuLFaGYZSHNw6qL1jB2yKzAK1RQIhP/Sl7cTSLnYXnTOZtWQoZhwGN1BjQSI0CI4/1qSX46UoJdt82MG82SVHLgRl3BmFSkh82pOoxbkeuaJ1cA4/R23OwZXAE/JV1f9Pkcj67lmhrFzasasFoCnnRw4O3erOAAkbTp4hKboS5W5afv1KG97sGYTxjrH59vhhjmmtwR1jtz4gpK7XQjCNZ4hs2ri6ZYJUgMRvnSoG5TmYHuZpUzVtnzgMqKo1gCY2skXHeMliBJgFy0Xnk1ht6GC2C2zaEJIQQR9X9WSEhhNRTgiCIMqxuqsOgbdauzi/YXGV6+0C0ZNQ0NPGlU4RfP5CP/xwuwOxjBdhyw8DcxtsdA12W5VUVKjmHeEZQzJumSVqZeAE5BkbZBMq89Qhx/uygwvV6VveWlXnrr+BcUqM1UCXDmOZ+WHdfOM49Fo3/dQtCr2gVJHpQ2bQPU2Ln0Eg808ofMo7D0Ma+eKM9ezZBcp4Zk3flgXeDjOlkyWZlrsv/aMEoP3Oj2IIik+dmMmYxsm4Bx0rQuFuW39B4Ne5uIC7lwQvAa/vz63yczj1RCNZQqalAqrfPxrmtE3+YvnIOQSrHg5+ONPpy9TjnOA6D4nxFjxeYBOxNZ59fEkKIJ6GrMUIIqSPpJTxY13eNJS4MPJGPnMOXvUIqDWxI6RqpwtTW7OZntYmVaeMtF2plsWo0AlVrVEJqHyvzFqhfdW8FQcBRRhZe+3Al5FU9EEmI1sgxKckfG+6PwPnHovFJ92Dc1cDHrlyMjANebxeArQ9EILFckHJa+wAMjVczt73huh4fnhCXl6lt0sFb12besnhy6QSpY2llmbfuiOM4/K9bMFjlbQ9lGbHikq72d+ofF7UmrLoifn05B4xopqmR15TKvL3kJTd0MxhlE6I0MnCc48fPuioBMiiOfTwtWzqBEFI7cvUWrLxUjC/OFLpVOShP5j0RAkII8TBXJU70G0sEYDxVpwgVXmzjj09OsxuRSdEoOCzsHeLygEtVNAtUALDP3MjS89AaeAQ70ZHe3bHq3QKUeespKHgLXC20QMuYrl7VkgmOivSVY2JLP0xs6YccvQU7bxmQZ+QxoJFaMiNaxnFY0DsEVwqycJbRFOyjk4UYlaBBfEDdna6z9itAySHOhd9TiYzZGQBwQeu509BZ9W4B1EgN1trQLEiBF9oG4KOT4hsK/z1SgAfifRFSB9+Fc44Xgmck/o5prkHTGroR3tBPDl85h5JytZSuePDNhrLSGecBzjYrA+qmBEjXSBVCfWTILTeD6I80PT7sJjgVgCaEVF2egce9m7JtN2H/71gh/hgUjvYe+p3uLuhqjBBC6ojUXcgmXpR5ayVVPqEiszsH1djFl7OaS3RE97bSCVJdpqnmrWeI9ZMI3hZ71zitCCvrFiitwV1bwtRyPNJUgydb+ksGbq38lTKs7B+GMEbgyywAKy/XXVYjAJxlZN62ClG6NAjSQuL4ejGfnfXrCVi1wwEgQu25l16v3OHPDNrnGHjMPJpf6/tzKseINddKRI+rZKXZ7jVFxnFoGij+HDw5U7ysDEbZhCgnmpWVVdslQBQyDvfFirNvbxRbcDLHc48nzuByMyE/dxxcbmZd7wqpx947km93TCyxCJi8O6/eNdB1Nc89gyCEEA/Has4FlDbI8jZqBYef7glzKIAb5y/Hh12D8ERLv1rYM8c0k6px53XBW8q89WR+ShlCGUHA+pR5e5RR7xYAOoXXXd3sysQHKLDs7lCw+un8eFlXZzVFC4w8c+y4st4tAMRoZAhQit/8Ba3nHl+lyiZ4auYtAGgUMsztGsRctvSCDsckbpzUlP87zi4rMjHRD7GV3DSpLlbphCsFZo8PTBgt7Lr3Vcm8rSuSpRPSvL90gmLnRmheGQnfD16G5pWRUOzcWNe7ROqh2zoLVjFuPJ/XmrHzNtWfrg6nrsa0Wi2mTZuGAQMGoEWLFoiMjERSUhKGDBmCtWvXMr+wCgoK8NZbb6FNmzaIjIxEmzZt8NZbb6GgoEDydX755RfcfffdaNCgAeLj4zF8+HAcP35ccv0rV65gwoQJaNasGaKjo9GjRw8sXrwYPM8+cTIYDJg7dy46deqEqKgoJCYm4vnnn0dGRoYzHwchhFQLK/PWV84h2ksDZfEBCux/KBLHhkVhx5AI7HsoEkcficKZ4VG4PCoaaWNjkDW+AU4+GoWnW9V9nduypGrceVvdW6lsMcq89Rys0gn1KXh7LEucXRXlK0NDiaxkd9Er2gf3MzLGrhdZsDe9doNiVudqod4tUFpTlVX31pMzGaVK0Hhizduy7o/zZWY2CgBmH5O+tnO1w5lGbGYE4zQKDq/WYNatVfNA8d9AsVlgNvvyJFI3cKM9qO59vwY+YPUF9Pa6t1xuJny+mwdOKB2DnMDDZ+k8ysAltW7h2SIYJQ6Fi5KLa3dnvIxTZxC5ublYsWIFNBoNBg8ejKlTp+Kee+7B+fPnMX78eLz00kt26xcXF2Pw4MFYsGABmjdvjmeffRYtW7bEggULMHjwYBQXi3958+bNw6RJk5CZmYmJEyfi4YcfxsGDB3Hvvfdi9+7dovXPnz+Pfv36YePGjejfvz+eeeYZAMC0adPw8ssvi9bneR6jR4/GnDlzEBISgilTpqBbt25YsWIF+vfvTwFcQkitYQVvGwfIvbomF8dxaBqoQIdwFVqFKNEsSIFG/gqEq+UIUMqglHFu+f5jNDJoFOL98rbgLevCjQMQ7sFTfesbVumE6/UkeGviBZzMFQc6O4ar3PK4Ut7o5uwGS3VVOoFV7xZwffAWAFoEi7eZUmCGiVXQ1ANk6cVXriE+HJRuUMO9uj7oGsQMjv11y4BLtVTqYpZEoPiZJL9ayW6WuqF7QevZU/OlSyd5zjmAn1KGuxqIbzCcyTUh1YubJskybtoCt1Ycz0OWcbOO9ojUR1oDj+8uSAdoN6fpJXu+kMo5dSSOj49Hamoq1q5di08++QTvvvsuPv/8cxw7dgwtW7bEsmXLcO7cOdv6n332GU6fPo0XX3wRa9aswX//+1/8+uuvmDZtGk6fPo3PPvvMbvtXrlzBnDlzkJCQgL179+L//u//8Omnn2Lz5s1QKBR44YUXYDbb/7JfeeUVFBQUYMWKFVi8eDFmzJiBnTt3om/fvli2bBl27dplt/7KlSuxfft2DBs2DFu3bsV///tfLFu2DPPnz8eNGzfw3nvvOfsZEkJIlbDKJtRlYxoiTcZxzNIJ3lY2gZUtFqaWQeEFAYf6gpV5m2vgUWzy7IwwR5zNNcHAiFN3qsV6t9UxoJGaeaNk3bUSFNXB7y9ZIvO2dU0EbxnBMLNQGsD1RKxjaSQr4umBGgco8GJbdnbr1+dqPqtq5y0DdjGm3gYqObwgsV+uJlUCKtmDS30AQLrO8zNvAenSCX94cekEPqohBM7++0OQycBHNayjPSL10XcXilFokr7pKgD4+rxzDazJv5wK3srlcigU4i+rgIAA3H333QCAlJQUAIAgCPjhhx/g7++PadOm2a3/yiuvIDg4GMuXL7crtbBixQqYzWa8+uqrCAr6t6ZSUlISRo4ciatXr9oFYy9fvox9+/ahd+/eGDhwoO1xpVKJ//znPwCA77//3u61rf9+77337LIwxo4di8TERKxZswaFhewaSoQQ4iqFJh7ZjMycJgGedYJcnyQwgrfeUOOuLFbZBKp361mkaj2mFXt/9u2xbHaw0Z3r3ZallHEY0cxX9HixWcBaRmOmmsZqVtZQI0cwo65ydbGCt4Dn1r1l1bz19JIJZT2d5AcfxunKj5d1KKzBGw2CIGD2MXZztKlt/BFSA2OTpUWwAqxbmuclbnh4Cm8J3t4Xq2b+fry5dIIQGgnDxFchyEr/BgSZDIYJr9ZaszhC9GYBC5MrD8wuv6irkxvS3sAl33B6vR67du0Cx3Fo2bIlgNIs2tu3b6Nr167w87NvOqNWq9GjRw/cunXLFuwFgD179gCALRBclvWxvXv3OrR+p06dEBQUZLe+Xq/HkSNH0Lx5c8TFxYme069fPxgMBhw5csTh904IIVVxrR41K/MWzRjBBZ0X1Lgri5UtRvVuPQsr8xaoH3VvpZqVdQj3jMxbABidwG7UWNulEwRBYGbeurpZmVWiRCbjRQ8tTZOpZ2TeetGxNEwtx6NNxWU+Ck0CfrxUc2N18w09DjPqWof5yDClde3VytcoZIhn3Gw/7+FlE9IlyiZ4Wi+GSF85ukSKj/t70w3QMhqyeQtz38HQzVuFkjc+gW7eKpj7Dq7rXSL1yKorOsneGWUVmARmQzNSuSqdgWm1WixcuBA8zyM7Oxtbt27FjRs3MH36dDRr1gxAafAWAJo2bcrcRtn1yv7s7++PqKioCte3qug1OI5D06ZNcfz4ceh0Omg0Gly9ehU8zzu0T/369av0c9DrPf/undFotPs/Ie7K28bqxRx2t82Gat4rji3eKN6XnWGbnK1DqNw+s89Tx2sGIxAdphJoTHqQKCU7SJuSp4c+XPy4p45VliOZ4uNqswAZ1IIRnjKEEzRA2xA5TufZ/x73phtxIbsY8RLBeVe7WWxBvlF8zGsRyNXI8SBaKUAlg6jJSXKOHnr9v8dXTxivJl5AnkH82YUqvetYOr6pEisuiR9fnFyIx5u4vn4/LwiYdUQi6zZJDaXFCEbMvMa0CJSJbsSf15pRUlJie++eMF7LulUo3k+VDPAVjNDr2b9PWV4W5Jm3YIlsAD4koqZ30WEDYhQ4mGn/fiwCsPFqIYY19qmjvaoFmkCgSWDpz04cbzxtrBL3YuEFfHbK8aaVXyUXYXRjOWRV/J7wpvGqVrPLvLBUKXibn5+PuXPn2v6tVCoxa9YsTJ061fZYQUHpL69s+YOyAgIC7Naz/hwRwT7oS63v6GtoNJoq7VNFbt26BYvFOzJZqFEb8RTeMlZP3lAAEGcF+BRmIi3Ne6bhe5OAEhkA8RfskdRsxBvZ2WGeNF5LLECRWZxJ5WsqRlqatvZ3iFQJZwIA8e8xOV2LNLV0VpgnjVWWYjNwMd8XKDdZtoXaiLS0tLrZqSoaGKLA6Tzx98OSE1l4Or52Mvv25rKPd1GWfKSl5dbIa8aq1biis8/wO52tZx5/3Hm8Zho4AOLyFypDQY19dnUhBMAdAT44VWh/Q+FyIY/Vp2+ha4hrMxy3ZslxVisOukWoeNzjm43a/jOP4ZQA7G/cFpoEHLlyE9E+9udx7jxey0rN8wFg//sMU/K4ceMGc/3Q47sRt+kHcIIAgeNwfdDjyO3Quxb2tHLt5Oy/wzWXtOgi9/yAT03xlLFK3Mu2bDmuFomPzy39eChlAk6X+564VGDB6tO30K2a3xOePl7lcrlkYilLlYK38fHx0Gq1sFgsuHHjBn777TfMmjULBw8exNKlS5l1cb1RgwYN6noXqs1oNCIjIwNRUVFQqTxnWiGpf7xtrGrTiwDYZ4lxALokNISPnJpDuaMAIw+czBM9nqcIRGys/VRnTxyvqUUWAFrR480igxAbK74AIu6pkSBAczQXunL3EwrkfoiNFTfz8cSxyrI3wwQB4pvvPeMCPW78PhHJY/61PJQvCfdnrg9m9IyqcqaKM1LzdADEdXZ7NY1EbA2VTmh7vRBXrtsHVa6XyBDTsJGtaaInjFdtrhmAOEM0ISoEsbGOZ9h4gmd5AybvE9c4XKcNwKN3BLrsdYwWAd+c1AIQX+i/ekcAmjeu/YzPzmYDlt0Qv/dCTSQ6Nygdm54wXsvKP6MFYJ+Y1MBfhdhY8ecry8tCyD+BWwDgBAFxfyxHQO8BbpGBGwsg4VIeLhfaj5n9WgUiG0TSuXY5njZWifsQBAE/Juej/LEDAF5uHwhBAPN7Ym1eAIZX8Xuivo7Xap19yeVyxMfH4+WXX4ZcLse7776LZcuW4cknn0RgYOkvIj+fPb3F2hTMup71Z6msV6n1HXkNa0ZtVfapIs6kOLs7lUrlVe+HeC9vGas3dOIvsYZ+cgT5eVaQoT6JVgPh6nxRo7lrxYLkmPSk8arNlyjlEeDjMe+BlIrzV+B8uUZPt0oqPm/xpLHKcqaAnZHaLcYParVnndg3VAP3NirBhnLNddKKeRzVytA7pman/AqCgN+va0WP+8iBNpF+UNVQ0KN1mBG/lwveGnjgtkmB5kH2GY7uPF7zefZU5QaB3ncsfSTBB/89rhPVSt1604R0k8Jldfy/PlOIK4XiwG2cvxxPtAqqsTFZkbaRMgDic7krOg6Dyv2e3Xm8lpXJKPcR46dg7rtcm20L3FpxPA9fbTYsMbE1to/OGByvwWdn7H9HxWbgcB6Hexq5/++jLnjKWCXuY+ctPU7ligO3TQLkeDQhEDyAGSd0oh4h226ZcNOgYPYUcVR9G68uqz5urRFrbSJmrR9btiFZWdZ6tdb1rD8XFRUx05+l1pd6DUEQkJKSgpiYGFvDtCZNmkAmkzm1T4QQUhOuFoqn2bOaXxD3khAoPsG4XOCZDXXKy5BoMuBNTXbqi1g/8e8srcg7xqmUo1niabBKGdAmRMlY2/2NShCXvgBqp3HZ4SwjrjKaavZvqK7RIFmSxO/qXJ5njV1W40cAiFR737FUJecwIVHcZE8A8M35Ype8RobOgg9PFDKXvdE+oE4CtwDQIkgJGeOly9848xRmXkAW4zwgWsMet3xUQwicfShBkMnARzWskf2rikFx7KDOpuveU3uakLr26WnxTSwAeL5NAOQyDkoZhycY3xMAsPgc+7mEzWXB2/T0dACwlUxo1qwZYmJicPDgQRQX23956/V67Nu3DzExMXY1Hnr27AkA+Ouvv0Tbtz5mXQcAevXqJbn+0aNHkZ+fb7e+Wq1Gp06dcOnSJVy/fl30nB07dsDHxwedOnVy7E0TQkgVmHmB2fm9iYsyVEjNSWDcHb5WaIHR4vl1iiUDDh7WZZoAsf7icXpbx3vFOJVyLFucedsmVAm1wjOnxg6MVSNcLf7bW3etBEXl6ym42E9XxOUSAOCxZuyAsqskBUsEb7W1U+fXVbL07N9PhJceSycm+kHJeGs/XCyGzlz9sfrfowUoNImPXW1ClTU+Jiviq+DQmNFA8HyeZ41Xqyw9D9Y3hFTwVgiNhGHiqxBkpb98QSaDYcKrEEIja3AvnXNnhAoRjOPoH2kl4AXv/T4ktafYxGN/hgHXvfwGuZQT2UbsuCWeuRfpK8PoMjehJyT6QcX4nlh5WYeC8p1KiSSnziJOnTrFLDmQl5eHmTNnAgDuueceAADHcXj88cdRVFSEDz/80G79jz/+GFqtFo8//rhdJ9IxY8ZAoVBg3rx5dq9z7tw5rFq1Ck2aNEGfPn1sjyckJKBHjx7YvXs3tmzZYnvcZDJh9uzZAIBx48bZvfb48eMBADNmzIBQ5qC9fPlyXLhwAQ8//LDDZRMIIaQqbhRbYGacM1Lw1v2xMm8tApDqBSdtUpm3UV4acPBmsYyAggDgls47mqyWl66z4Eax+L11CvescgllKWUchjcVl9EpNgtYe40dXHUFo0XAb1fF2b1BKg731vA048YBcrCSU897XOatRPDWCzNvASBKI8dDjcVjVWsU8GtK9cbq4UwjfpTINv+waxDkrNTXWsTKFr+gNdtdY3qKdInvh4rOAcx9B0M3bxVK3vgEunmrYO47uKZ2r0rkMg73MepM39bxOMG44UeIM/amG9Dq53Tcvykb7X/NwFuHtDDznve3Xx3zz7AzZye38re7eR7hK8ewpuKbbYUmQfIYT8ScihSsXLkSP/zwA3r16oW4uDhoNBqkpaVhy5YtKCoqwtChQzF8+HDb+i+++CL++OMPfPbZZzh16hTat2+PM2fOYOvWrWjbti1efPFFu+0nJCTgjTfewOzZs9GzZ088+OCD0Ol0WL16NUwmEz777DNRM7SPP/4YAwcOxNixY/HQQw8hJiYG27Ztw9mzZzFu3Di7YC8AjBo1CmvWrMHq1auRmpqKXr164dq1a1i3bh0aNWqEGTNmOPsZEkKIU64xSiYApReuxL1J1WW6nG8W1WT0NKzMW6UMCPah4K2niWMEbwHgepHFZTUo3cmxbHbn8I7hnv03Obq5HxYmi6eer7ysw5jm7CmI1bX1hh55jLqXDzX2rfEsZrmMQ4sgJU7l2gdVPC7zlnEsDVRxHpsF7ohJSX74hRGo/Sq5CI8319gl6ziKFwRMO6hlLhve1Bc9omu29rMjkoKV2FhuCn6RWUBasQVxjBkQ7kwqeCuVeWslhEbC4kbZtuUNjlfjh0vi4NCedAM6RnjuDT5StwqMPMbvyEW+sfT7kheABWeLkVpowTd9Q736eG91tcCM3xk3kwOU7DIJzyT5MQO1i88VYVKSX600Y/V0Tl2RPfjgg3jwwQdx9epV/PTTT/jyyy+xe/dudOvWDUuWLMGyZcsgk/27ST8/P2zYsAHPPvssLl26hC+++ALnzp3Ds88+iw0bNthq0Zb12muvYfHixYiIiMC3336L1atXo0uXLti8ebMoEAsALVu2xF9//YX7778f27Ztw6JFi8DzPObOnYtPP/1UtL5cLsfKlSvx5ptvIjc3FwsWLMC+ffswevRobNu2DVFRUc58JIQQ4rRrjFqCAGXeegJW5i3gHXVvWZm3kWo5nUx5IFbmLeC9dW+PZbGDe508/MK8bagSbUPFAei96UbJm4DV9dMVdgZMbU1PbxnCqCueb/aokh+ZjLIJ3ljvtqzOESq0DxOP1bN5ZuzLYN9cqczySzocZ2RH+ik4zLgzqErbdDXWeAU8L1sckJ59U1nw1t31ifFhlvXYW8VxSQgALEwuEjUwBoCN1/V4ZEs2tAbvLwWwMLkIrETjCYl+zMSP9uEqdIsUn5ddKbBg+01202Riz6lIQffu3dG9e3enXiAoKAjvv/8+3n//fYefM2LECIwYMcLh9RMSErBs2TKH1/fx8cH06dMxffp0h59DCCGuclUi0EeZt+6vaaACMg6ik5VL+Z53oVYeK1ssUkNZt56IVfMWALPWtjc4ysi8DVByaF6NDsbuYnSCBm8eEpcs+/GyDm92cG2ZL62Bx59p4kY+sf5ydIuqnUB4q2AlAPtMHrNQeoOslYc0n2PNYvDWerdWHMfh6SQ/PLtHK1q2+FwRejqZJas18Jh5tIC57LV2AWjAaMpYF1pK1Gk+rzVhIGO6vju7LZV56+FjV6OQoX2YEofL3eQ7mGEALwh0g5o4LVdvwZcS5QIAYF+GEYP+yMLqgeGI8fCbH1IEQWA2/lPKgCmt/CWfN7mVPw5k5ooe/yq5CANquDSTN/DsozEhhHigq4yMqUAVhxCanu72fOQcYhkXjd4QvGVm3vp650mnt4vylTEbQ6Qx6sJ6Ol4QmGUTOoSrvOKifHgzX7BmX/54Wefyhjtrr5WA1TfksaaaWvsspTMZPad0QrqOdSz1/u/3R5poEMY4j9mQqsdNJ489H5woYGa1NQmQ49nW0oGB2tY8SAE540/jnNbzzgkyGMFbBQeEMRp+eZoeUeKbB1qjgHMeliF9UWvCsC3ZaPTDLfRem4n9GZStWBc+O12EAkYTxbKS88y4d2MWLud7zneXMy7lm5m9Bh5p4lvhzbXB8Wo0ZAS0/7plqBfZytXl+UdjQgjxMKyyCU0CFFWqCUdqXwtGNt9lDw/eCoLAzBajZmWeScZxaMg4efbGzNuUArOt5lxZnTy83q1VuFqOexkZfNeLLNib7tppv6skSiaMaCZuRlVTkiQyGZM9JBhWaOKRy7gAZf09ehu1gsP4RHF5DYsAfHC8wOGbDcl5Jnx9TlzrGQDmdA2CDytaWkd85ByaMsopnfewOs0AkM68gSvziptg3aPZMwf2eVDw82CGAQM3ZmH7TQOKzAJO55owZnsu8ijgVatu6yxYLHF8Ku96kQX3bszGsSzvK9Gx4xb7b+f+2IrPF5QyDhNbikun8gKw67bn/D3WFboqI4SQWiQIArNWIZVM8BwJjOBtlp736DvG+UaBmXFHmbeei1U6wRtr3kplvXcI9+x6t2WNTmDXm11xybELSEekFpqxn1EDskO4Ei0kAqo1IdZfDj9GqrGnZN5el6hpH+9hzauq6olEP2Ym6g+XdJi8K6/S2sWCIOCNg/lgrTawkQ/uqyQwUBdaBot/txe0Zpdnxte0DMYNXE+vd2vVLdIHrBA065jnjrbe0OOhzTnQlrtRmWvg8YvETTdSM+adLESJEzXYcww8hvyZjR03xSUGPNlf/8/ee4fJUZ3Z/6dCx+nJOfWMZkY5gAIChIQEBoECyWBMMqA1LPbaxmvw2l4b/7ws7NdmbWEwtgU2YLABG7wEGwWSRBCSCJKQBMoaSZNz7ulcdX9/9EzPdNetUeep7r6f5+GZoatDqafq1q1zz3teinjLAbiw9Mxzr7VV9HiE91QEYcYYTLxlMBiMBNLrkqmlNqxZWfIwLZsuZCRzdALtpg1gzttkhta0rGVYSjpB4UzQStQBUN1wycrKSiMKKKXL/zjtxCBt1SUC/n5S2TEaSFyjslF4jqOKYUeSxHnboLJAUpUmC7QVFhFrrPQb85dOOnDd2z0YmOCYfbHeQXVf6Xjg/y3WRpOyYGi5t3YvQWOSVTq0U2ITilNkATfHwGMWJZJlZ7sLROPXxL/X23HjOz2qguHbzaklCmqZ00NePHNUuWjKAXjpknxMV8nZH/YS3LKtFydToLkxAHhkgh2UcfrsAh3yQmjOOT1bRCmlp8Z7rexYPhPsrozBYDASCC0yAWDibTJBc94CwLEkzrVS6zLNnLfJCy2b2S2r/62TlXaVhYeSFGq2p+M5anSBQyJ49RRddA0HQghepLi3BA64dkrinY4zKI3JTg554fRqW2QBgAaVa7w1TZy3gK+hmE7l9PugzYVVm7sUGbifdLpw7Vvd+Mb2PurrvjXbgjqVhdPJZiZlsQFIrugESSbopFwbUmkcpeXetjtk1Xm5FnjikA13ftCHiYa+7e0u2L2pdV3XKg/tG6L+La6rMWFlpRFvrCnE4kK683TYS/Cr/UNx3sPE8GmnGzbKF3FxWWiNKTmOw/JS5XNPDklooFSnMsZInRGZwWAwkgBaszKAxSYkE7TMWyC5c29pebdAejTZSVVozlsg9aITaG4xkQPyUqwB5C1TlRlxAPD88ehLZj/r9lArB75UbkDhJCzg0MQwmSTHApma89aqcj6mIvPy9diwLFdVwD3U58XKjV041Ofxi7YrN3Vjawu9ZLbExOPeszLjuMfRQVtsAIAjSdQMq8clU6MqUiU2AQCWJFHuLSEE/7N3ED/8eOCMz3VKwPa25Ih/SGaO9HtUFzn/c34WACDXwOO1y/OxsoIuYv7fSTu6VObbyQQtMgEAVpTRqy5oXFTOohMiIbVmtgwGg6Fx1Fb4q5nzNmkoMvHI0inT044lsXir5sZMlZLJdISWeQukXtMyWpOdErOQEk12xjMrV4cFlCZsn3S5cTRKhx/thhRIfGTCKDNVxLDDSRCdQCuVLzDysKgpmSnKdTVm/N+l+dRrJQC02CWs+GfnhKLtKP99TjYyNfz91WWJoMQ043ASOW9pi2AAUJJCc4DzKc5bANipsdxbSSa4d9cAfhmGS/MtFp0Qd/7f3kHIlAWOr001B8Q0mUUez38pH1dQcl3dMvDsseTPKKbFG2SIHBYXhd5rgOa89b03E28nQrtXQgaDwUhBaM5bkUuPTtSpAsdxmEpx3ya181blxo05b5MXNadfsuUwngl6TmNqHrc3T1VrXBb5zaBHJniZEr2QqeOwSiW7NN7MVGmQlgxNy2gln1Vp5Lodz/IyIzavLkSZSul9KHHN19WY8JUa7TUpG49e4FBLydhOlpxmQD07vDiFYhNKzAKmUKrcdrVrSyz60ScDeJqSqzoKbaHgrWan5rN7k5l93W78s0EpWBoE4D/OzlI8ruM5/NdCekb300ds8NBU4CSh3yVjb7fyWnxBiR4GWrdKFUrMAmZRqmzeb3OlXG+GWJI6IzKDwWAkAacoYfVWiwCRTy2XWKpDy709OeSFN0knZLSGZRkil3ZusVSizCxQu2unmvO2gyLeplKp73iunWIGrRfI3+rtEd8MbmtxodupFG6uqDLBLE7O+V9q5pGlVx69hzQuhhFCb1KVTnm3wczJ0+GtNYWqubBqZOs5/HRBFp5YlgsuCVz0MyjNsI72eyAlyZxANTs8hZy3ALCkhJ6zqeY8TjR7u9z442F14faBc7JwPaUioskmJdViQbLx4N5B6uNfn5Ghar6pzRap8QmtdhkbG6LPqp8sfOKq8vGLwohMGGU5JSO31yXjQI/2F2onC3ZXxmAwGAmE1sxkSgp1RU8XplEap3hk9WY1WqeLIt4w121yoxc4ajffVMq8lWSCTsqxm6ribY6BxxVVShdip0PGOxGWzb6kscgEwFfdMIvivtW687bPJWPIo7yrrUrzTPsKi4gtqwuxVCVzdDzZeg4/np+JA18pwb1nZUJIkoXtGZTj1SkBjcPJ0UiKtggGpN5Yen4x/RjcpZHcWzXHrcABv1+ag+/MycTKCrpI9jaLTogLO9pdeIcS7WIROdwzb+Is7rtmWaiPP3FIXaDXOu+20I+zi8pDa1YW8BoVwZdFJ6jD7swYDAYjQTi9BK2UCTLLu00+aM5bIDka6tCgZd6yvNvkh5Z72zScnAsMNLqcMtUBUpLCCw+3qEQnPBdBdMKgW8amRqUDqMzMhyS0xZMZFKdmg03CMEUc1QpqkSRVaey8HSXHwOPllQW4dgo9AmG8aPuDs7OQrU+uc1gt6uPoQHKMt7Q5AM8Bhcbk+juciSUazr0ddMt4hRJhYxCA5y7Ow00jTSsvKjeAVp3Ocm9jDyFE1XX7jdkWFNBKYcZxUZkBdRSDzkedbuzrnvxjLlwIIdRmZWVmHtNV7osmYkmJntrY8l0m3qqSWiMyg8FgaJhGmxe0287qNHflJCPTVCYpyZp720kpmWTO2+SnkpK12WSTUiYbT63UtTjF3GLjWVZqoP5d32xyUs/jiXj5pANOyku+UmOedMejWtOyY4PaFcMa1MRbdo0HABgEDn9cnosfnp3pv2HPSXLRdhRabAIAHE2SOUEbZSwtNPKTPg7EmimZAnVxb6cGcm9fPumA3au8Nt86NQOrrGOLHtl6HudRHMQfdbgxEEqQNCNkPu/1YBdF2M/Rc/j2bLqrdjw8x+FfZ2ZQtz0xQTyGVjk1JFEXKVeUGSOKt7HoeJxTSDmWO11wUM4FBhNvGQwGI2GcUimpZ87b5KMmSwTtnuZYktyojUeSCTXzkjlvk59KShbbsJeg15UaN3hqOY2lKSze8hyHm+qU7lsvAV5UiUCg0eOUVB1FX6W8f6KhlaEDwBENj7G0ZmWAevPAdITnOPzn/Cwc+WoJPriyEMduKE1q0XaU2iyR6iBLHudtemSHcxyH8ynu20N9XvRP8nXxmWN0Me/W6Urxjxad4CWs3DzWbGmiu5n/fW4mcgyhjVk3TjUjU6e8YXj5pB1dYS64TjbvttK/j4sjiEwY5SJK7q1LAj7SSJSJ1kjuKyWDwWAkEadUbuymMPE26TAIHLWD+AlKQzqt061Sel7InLdJT5XK2KK2kJRsdKh1SE/xY5cm3gLA88ftIbuq7/t0ED0UsWJung6zVFyviWSWqpNRu8cuzXnLgR5fku7kGwXMy9dDH0Z3ci2j4zlMpZRHa/l4HU87ZSxN1fiZJZRIGALg487JK2Pf1+3GfkqTpoUFOszNU47Harm3b6qIjYzIoH2fBgH4uoqblkamjsfNlLgjtww8eyz8uKPJZBsl+xcAlpdGId6W049lFp1AJzVHZQaDwdAgp1XEWxabkJxMpUQnHEvCbr80xw3AnLepwOjCULmzByv6DqLc2QMAOJmEiww0aKW+QGo6xsZTlSniQsrN0pF+L/Z2nzl3+/1WF/56gn7T+KOzJ27Akgi43k6UnD6AOaRPse1ov3bFsEbKNb7UzMOQIgIlY2JmUBY9TgxKkDRe/UsIoc4DUjV+hua8BSY3OuHPKiLebRTXLeDLBK+gVNa80+KEnCKxSJNNh12iXk8vLDEgk2azn4A7Z9AjFp46YoOH5p7QIF6ZYHub8hyZl6dDYRT3C2fn65ClV14jmYucDhNvGQwGI0HQ3G6FRh6WMCcBDG0wNVt5o9bjktFLC5HUMJ2URiUAy7xNBWqzBKxrew8nP/ou3tn//3Dyo+/6/j9FxFua4CBwQEGKNdmhod64bOIcPYeX4Hs7laIoAKyxGrGmit5QKlGI72+C+Z4bYPrF97Dn/e9gXdt7AduPJlnmrZr7nZF60JrsuWSg2alt8b7XJcNDmQak6gLurFwR2RSxiJZtmghsHhl/P6kUby0ihy+rNPjjOA6XVSodi50OmergZYSPWgM42vd+JmqzRaysUC4atNllvH5a2aROi+zpcmOQ0jCUFnsQDiLP4cIS5Xsc6PWgO8nupxJB6s9uGQwGQyPQ8vBYZELyQnPeAsBxDWcy0mDO29Sl3NWLx48+CWGkVaIAgg1Hn0J/W/sk71lsaKOU+habePARNM5INq6oMlHdKr6mN+rZjev3D+EkZSExU8fhf8/LieUuhg3X2wnDn9aDI779Hz1eRx3jANBql6FSxDKpEELQaFPuGK25HCM1UctpPjms7dttWmQCkLrZ4TzH4TyK+3Zvt3vCsTNevHrKgSGKKHZdjWlCc8elFDEQUBcdGeGhFkGxMgLxFgDumkV33/4hSRqXqcUYRJN3O8oKFQH4fea+VaDtqwmDwWCkCDIh1NgEFpmQvMwhfQGl6KMcTzJXI3Pepi5iZ4tfuPU/Bhlye8sk7VFsSZcmOzRMIofrpijdt4Mego0N9JvOQ30ePPL5EHXbTxdkoZxShptI+I4Wv3A7iggZdY6OgMdO2rU3NnU4ZNBMQlUs7zZtmKmS03zSru3FJPUFXO2dZ7FiSbEy99ZLgN1diXet/lmlUdntKpEJoywrMcBAGbLfZuJt1LgkQhUrZ+WKsEY4pl9UZkAdJRf7o0439nVPXt5yqNC+D6MAnFsUvXh7URldEGfRCUpSd1RmMBgMDdFup9/YVVMu5AztI76/Cct/cWtAKfoox5Ms91btxi2aDCuGNpCLyyEHuVC94PEhCiZpj2JLOyXzNp0c47QmKADw3HFlCa5MCL63sx9eSrzeokIdvj4j9AYs8UIuLgfhAm9NvOBxwlQc8Fi9BsUwmusWAKrYAm3aMCVThJ5yZ63FxYbx0MZRILUXws6niLcAsCvBHe4P9nrwKUUwnpenw9kF9H0cJUPHYxml3HxPFys3j5YP210YplwsL4/QdQv4HN//qtLo7AmNu28H3DJ2dykF5gtKDDCK0V+Pa7IEapXKu62ukJuwpgvavpowGAxGiqDWrIzFJiQfZyrtTQXnba6BY012UgCSV4QXV3wL3pHpnhc8vjn96zjE5aHPlfjy0FgiyYR67KZqqS+NBQU6zKTkbH7Q5sK/vNeL91td/uY1zxy1U7upCxzwyJJcCPzkn+8krwiudfeC8L7jlfC+47XFmB/wPC2WoTdQoigA5rxNdbjeTgiHPwPX2wmR56hxSpoXb1Wqb1JZvD07Xw8TZY6zsz2xDshnI3TdjnJphVJMJADeaWaOxWh4QyUyIRrxFgBunGpGpo4Wd2RHl4qRQgtsb3NRGy+qxR2EC8dxWEFpwto8LOGkhnPuJwM2o2AwGIwE0DysdmOXupPjVGWi0t4WY37SZd520rpMp5F7MdXpPm8Vah3TUOfowAlTsV8IOzXoRW7hxM4eLdPtlKk3E8VmbQslsYTjONw81Yz7Ph1UbHvllAOvnHKgJlPAjXVmPPaFjfoe35ljwZw8elbnZOBdvgbS3HPAd7RALi7HlrckIEhc0qIYRmtWBgBWdo1PWcT3N/kXcgnHw7XuXszMPR8H+wLnAA0ODl4Nd5SnOW85pHZ0kl7gsKhQh+1BYu2nXW54ZAJdAhazHF6CF+uVVRJmkcN1NaE1jrys0ogffjygePytZiduqKNXZjAmhhBCzbvNN/BYeAY39JnI1PG4eaoZjx8KFO3dMvDnY3bce1ZmVO8fL9TiCy5WiTuIhIvKDPgLpWro3VYnarPpecHpSOqOygwGg6Eh1ErTyyY5Y5ARPmcq7T016IVHwzdqwdDci0VMvE0ZarIEtBjz8X7urAAHY32SOcSDaVcZU9PJeQsAX601Y6KqxZNDEv7nsyFql+gqi4AfnK29m0WSVwRp5nyQvCLMyFUKy/VaFG8p1TUCh0nPEWbEh+AKHI7IMDyzHosFpZDmIRxO2bRb6UCbn+Yb+YQImJPJEkrkgN1LsL8nMbm3/zjtwIBbOS5fM8WELFr+BoXqTJHq9t7a4tT0goGWOdLvRSNlMe7SCkNMKlTunEEXIl+qt2s2ImBbi1LMLjbxmKWS8x0JF6q4eNUapaUr2pv9MBgMRgrSodLNN5WdDalKcGnvaCn6qDDmJUCDhm/UgqHduLHjMnWYopKrfVIlyiVZUOuQnm6u8UKTELHD6tdLcmAWtX2u02Ihej0cejQW+0G72a/IECCmuACWrtAqcDhZxtneTurzj2q4Ioc2lqZys7JRaE3LAGBXe2LEItXIhGnh5Y9fWqEUvQbcBJ9QYnIYZ4bmugWAyytDc0OfidpsEZeUK/9mRwe8ONSnvXHi9JAXJymxQCvKDOC42F3fCowC5lGqgLa3u9hCxDhSf2RmMBgMDUArTc/ScZq/cWbQ8S5fA/v6v+Gd2x9C7XmP4E+lKwK21ydJRpPTS6jODybepg4VGQK1I3WyO2/TsUO6Gv+zODvkMttRrq8x4eLy2JU8xouZFOctABwd0NYY20BpWFbFMu1TFloFDuF5lFRbqc/X2vE6HlpsQjpUMCwq1FOrFnZ2xF/0PNbvwS7K58zKEbGoMLwYm8soubcA8HYzXYRkTMyblO9N5ICLKIJrpFxfS19wffWUI2afESvUIhMuimFkwth7Kr/jQTfBZ92JccMnA+k3w2UwGIxJgNYQojgNJsepDMkrQs78BYpmOgBwPEnE206VjsTp5l5MZXiOQzWladKpJBdv21Q6pKeD6BBMtp7Hk8vz8Nm1xfjeXAsKjRNP73MNHP5ncXaC9i46ZuZoX7yVZIJmivOW5d2mLrTmeq7b70W5tQRGyp9dS8freAgh1IWwdJifZuh4nF2gHF92dYw1eowXzx5TZnsCwG3TM8J2M55fbICFokK/xcTbsOl1StTGnktKDMgOMcoiFFZZjdRx4uVT2otOeLeVfhzFqllZKO+ptg/pCFsSZjAYjARAc94yd2PyMyVTBM8BwRU99UMSoL0oSQW0vFuAZd6mGjVZoqJsN9k7+NKiaHgOKDiDcJnKTMkS8bNF2fjP+VnY0uTEs0eHsY3imnno3BwUJsk5Pp0SmwD4cgm1Qotdgpdyv80akqY2wc31SF4RBABTs3X4vDfQKaZV8XbATUBbwy1Jk/np+cUG7O4K/Fv1uwmO9HsxS8X1Hw1H+z14/rgdzxxVRiYYBV+GebjoBQ4rygzY2BgocB3s86LZ5kUFZfGWQeedFpdiPg8Al1fG1mWaqeNxaYURrzcE/s1ODUnY3+PB2VE2RosVHXYJb1BiJGbliiiJYIHHKxN0OGS02SW0DEtos0toHZbQOvKzSaW593utLvzg7LA/LiVhZzODwWAkAFpZWkmS3Dwz1DEIHKotgiIP6sSgBJRN0k6FQYeKezEdS89TmRpK7m2PS0a/S4b2C+fp0Jy3xSY+Jg1Fkh29wOGqahOuqjbh9JAXfzk2jA/afCLuv8604CsRCASTRZaeR0WGgOagmzotiWG0vFuAxSakAySvCFJeEYY8Mva2urCn240+Sh7zySEJHplorgmYWuPHdKm+Ob9Yj8e+UD6+pdEZM/F2yCPj1VMOPHfMjk+61CMZrqw2IccQ2dxrZaVRId4CwNYWF26bzsahUKEJlUDsxVsA+PIUk0K8BYBXTjk0I95uOGSDizJEfIkSueTwEp8YOyLE0gTaDodMFcfPxKddbgx7ZGTo2L0JO5sZDAYjzrgkgn6WK5qyTM0WFeJtsmTeMudtelCTRf97nhryYia98bHmoZb6suNWQXWmiJ8uTI6IBDVm5ohU8ZYQEtOGKZHSoNL8jzlvUxOvTHC434s9XW7s7nJjT5cbR/q9mEiT8Mi+nPEZKjEgk4XaAm4krrpk5PxiAzhA8bd74rAN35ptgZEWihsiXQ4J/7VnEK+ecsBOs+YHEW6jsvFcopJf/lm3G7dNj/x90wmPTPBOi1JMnZotUhfAo2VlhREZIofhoGPj1dMO3L8oa9Kvbf0uGU8doTfVax2W8N0dfeMEWhm9cWwi6pEBh0SQoa3hc1Jg4i2DwWDEGbXGOukyOU51pmbr8GZzYGlyr5ug3wNUTtI+hQpr+pQe1KrceNQPejHTkpx/a1psAhtTU5OZuTq83RI4xva5CTodsiayORtUnLdW5rxNegghaBmWsKfbg90jYu3+Hk9IYlwwQ5RF/MmmlTKOAkCJOTmvC+GSa+CxosyAd4PiZTodMl44Yce/zIhM+Dwx4MEVb3SjTeX7DWZ+gQ7nF0futizLEFBlERRj0cG+wEgIrrczIOaDMcZHHW4MUs5RtYZw0ZKh43F5pREvBzUpa7JJ2N3lwTlF8XffyoSg2ymjdXicS3bEKfu3evXmacH7HG9KTDwymesWABNvGQwGI+4wd2NqMzWbfiltcPCYm+B9CRfasSlwQF6EpXsMbTJFRUQ6OegFyrRRnhcOskqTnXTJaUw3Zqjk3h7u92hDvKU4bw0CWwRLRoY8Mj7r9gS4amkNZ8PFJABTVCogJpOTKo0ryzPSRyL497kWhXgLAL/5Ygi3TjNDDDPqwiURrHuvL2Thdm6eDn+8MDdqp+WsXJ1CvD3U54VMCHiOg/j+Jhj+tB4ckUE4Hq5198K7fE1Un5lKvKkSmXBZHCITRrlmiokqhL5yyh61eOuWCNodgREGrXYJbcOyT6C1S2i3S/DEzzAbE/INPDYsy4VBmPwqGy2QPiMzg8FgTBK0vFuACQ2pgpp4e9qu/YkGrZFeoZHlhqYaFRkC9DzgDpqk+27ck0+87XHK1AZRzHmbGsiEoHlYQv2AFycGvdjZTs+JPNznxQoNZIvTMm+tFhG8BiIdGOoExx/s7XLj8BniDyLBLBA8dE4mCmjt5SeZeop4axY5lKWJ8xYALiw1YH6BDp91B7pUTw9J+MdpB66tCS8j/P49A4qGdcEYBODKKhNumWrGslJDTMaK2Xk6bAkSIIe9BA1DEmq8vX7hFgA4IsPwzHpIc89hDtwR3mxWirdZeg7nReGIPhOXlBuRpeMw6AkcdV477cD/LM5WPS5sHnlclqyszJi1S6rGIS2SpeNQliGg1Cz4f5abBVRYBCwrMUQVX5JqMPGWwWAw4oxaaTpz3qYGEzlvtQ5tcpcsXegZoSPwHKozRRwbCLxRP5kk2czB0JqVAUy8TSYIIehyyqgf9OLEgDfg58khL7VJSjCH+ycWSBJF45ByZ1nerfZoGZb8btrdXW7sizD+4EzoeWBevg4LC/Q4K4fDVLkTc6cUxPxzYsGJAaV4W5slTnreZiLhOA7/PjcTt73bq9j2689t+PIUU8jfxzvNTvz+ID0nFADOztfhlqlmXFdjjrg5mRpzVBqsHezzoM7e4hduR+FkGXxHCyQm3qJ+wIvjlHPhknJjXJsMGkUOq6xGvBgUUdBml/HfewZRnSn6Ywz8Aq1dosY7aJVCI+8XZcv8P3n//5dmCCwSIQyYeMtgMBhxpkNl9TNdMsVSnQIjjxw9p2hKd9qh/ZsfetMndlymIlOyKOKtSqMlraM2prJjV3sMuGWcHCfM1g/63LT1A16F2yhc1JotJRKXRNBK2Q+rhd1iTSbj4w/2dLmxp9sdchl7uNRmCVhYqMeiAj0WFuoxJ0/nL/F1Op1oaorLx0YNIYTqvK2LQ3MmrbPWakRdlogTQd/HF70ebG1x4ZIQck87HRK+ub2Pum1mjog/LM/D3Lz4dVyanUf/ux3s8+AKazkIxwcIuITnIReXx21/kgma6xYALo9hZIIkE3Q45KAIAwlvqMQ1PPK5LWafHQ9EzrdgXuZ3y/JBAq2AErPA4g5iTPqNzgwGg5FgaDeYOt7XKIGR/HAch6nZIj7tCnSBad15SwihOm+ZIzw1qaXkLXY7ZQwGZykkAWrO21LmvJ0UnF6CU0NjoqxfoB30xrV0Uwu5nM02iVpmX5XJjsVEIQXFH+zpcuPIgBdyHMxpuQbOL9IuKvT9TNa5XJtdVnS6B4BalWqiVEbgOdw914K7d/Qrtv3686EzircyIfjm9j50OZXjnVEAnlqRh1kqzthYUZMpwigAzqDL48FeD8jZRXCtuxeGZ9aDk2UQnofr9ntZZMIItLxbngMuKTeE9HqnlwQ0+woQaEce63DIkJLHMKvgsgoDvjYtA+UjsQYsYm1ySL/RmcFgMBIMzSVWZBRYHl4KMTVbpxBvWxwc3BJB/FodRMeQh8BBmUky92JqUqPStOyUTUZegvclWtQcl1poXpWqSDJB07CEEwNjIu2oQNukImDGk3wDh/84OzPBn6qk0UZ3r1cx523caBmW/I7a3d1u7Ov2UEXIaBmNP1hQ4BNqFxXqMSVTSJlIgWCX6ShqUVCpzldrzfj5Z4MKh/aOdjc+6XRhcZG6kPf7gzZsbVE2PQOAB8/JjrtwC/gE6Bk5OuzrCZyLHuzz/b93+RpIc88B39ECubicCbcjDLhl7GhX/u3OLfItzAy4x/Jl/Zmy/ggDGW3DEnpcybMInqP35cuWj0QWjHfK7uxw4eEDSsfv3Dwd/nZJfsqMfclMWKNza2srXnvtNbz99ts4fvw4Ojo6kJubi3PPPRff/e53sWjRIsVr6uvrsX79enz00UdobW1Fbm4upk+fjn/913/F6tWrqZ/z97//HRs2bMCRI0eg0+mwePFi/PjHP8b8+fOpz6+vr8cDDzyA7du3Y3h4GDU1Nbj99ttxxx13gOeVN6EulwuPPPIIXnrpJTQ3NyMnJwcrV67Efffdh+Li4nC+EgYj6eF6O1Uv5JFuYwRCLU1nkQkpBe1mRwKHhmEZczMmYYdCgNasDGDO21SlRqUU9tSQhLwkG45o3d95zpetxogcQgjaHb4c2lFxdjTu4PSQV9HwLpEUm3jUZImYksGhkhvCHfOLUagBsT64u/soVpZ5GxNs4+IPdsc5/qAmU/C7aRcFxR+kIvWUjE8gPWMTAMAgcPi32Rb89NNBxbZfH7Dhr5fQxdt93W7cv0f5GgBYbTXi6zMSNwmcnacUb08OSrB7ZZhFHiSviGXcjiATgm6njD8cHqY2QN3V4Ublc22wxWFhKB5w8F0nxzf+Gi/M+vJleZhF+jxJJgS/++AkVvQ147ipBC3GfP+2e+dlgu/rYpqABghrdP7DH/6ARx55BFOmTMGKFStQWFiI+vp6bNq0CZs2bcJTTz2Fa665xv/83bt344orroDH48GqVatw5ZVXoqurC6+//jpuuukm/OhHP8KPfvSjgM9Yv349HnjgAVRUVGDdunUYHh7GK6+8gssuuwwvv/wyli1bFvD8I0eOYOXKlXA4HLjmmmtQWlqKt99+Gz/4wQ9w8OBBPProowHPl2UZN910E7Zu3YpFixbhiiuuwKlTp/D888/j3XffxdatW5mAy0gbxPc3+buPEo6Ha9298C5fE9U2gA3iwXRSbjSYQJZaqDlVTgxKmKvRU4DlhqYXE4m3C7MTvDNR0k5x3hYaeYishC8k+l2y3zU7vlnYyUHvpN6oZuk41GWLqMsSUZMlBvyepfeNS74M0T7NNDhpUMmNZrEJ4SPJBEf6vdjT7RNqd3e5caQ/fvEHC8fHHxTokGdMr7+ZmvO2Nk3FWwC4fXoGfrV/CANBPQy2NDlxuM+DmUEOWptHxh3v98FDmU6Vmnk8dkFOQt2KsykOXwLgSJ8XCwr1CduPycYjE7SPNvqyS2i1y363bOu4OAPa3208WhFu9TwUgmypWRiJMOBRZhZQbBaiaq529LV/4I03H4UAAgkcvjH9DvypdAXqskR8uWErTM88zDQBDRDW6LxgwQJs3rwZS5YsCXh8586duOqqq3DPPfdg9erVMBh8K1MPPfQQHA4HXnjhhQCX7Y9+9CNccMEFePTRR/G9733P//z6+nr8/Oc/R11dHbZu3YrsbN/dxF133YUvfelLuPvuu/Hpp59CFMd2+5577sHg4CBeeuklrFy5EgBw33334brrrsOzzz6La6+9FhdeeKH/+S+88AK2bt2Ka6+9Fk8++aR/QH3uuefw7W9/Gz/72c/w+OOPh/O1MBhJCdfb6R9sAYAjMgzPrIc09xwAiGgbySs64yCebsiEUJ23JUwgSykmEm+1iqrzVgNuNkbsqcgQoOOhuFk5ZZOBFBBvS9hxG4DdK+PkoDTWJGycSDuZJZ4GAajNFFFLEWkLjHzSlWXSnLcWkUNekuagJpLWYcmfURvP+AMdD8zL0/mF2lSLP4gUmnhbYOSRk8bHbqaOx50zLfjV/iHFtkc/H8LjF46FDLXZJfzkkwHq98gBeOLCPOQneEGAJt4CwBd9npQRb4c9o02/ZH/ObNuwhJZxcQadDjnhUT6RkqnjUGYWcFTFCf/4slx8tdYU3/GqpxMLXvMJtwAggGDD0afwVu5c/GReNkyPPcw0AY0Qlnh75ZVXUh9fsmQJli1bhm3btuHQoUP+eIPTp0+D4zhccsklAc+vrKzEzJkz8fHHH8Nms/nF2+effx5erxf33nuvX7gFgJkzZ+KGG27A008/jQ8++AAXX3wxAODEiRPYuXMnli1b5hduAUCn0+GnP/0p3n//ffz5z38OEG///Oc/AwB+9rOfBZwEt9xyCx577DG8+uqr+OUvf4nMzMnP0WIw4gnf0RLQdRQAOFkG39Hi+z2CbTImHsTTkT6XTC3HYQJZajElU4TAQdGMQMviLXPephciz6E6U8TxoBuEU0PaPUbVoB276bgg5pEJGockX7zBuGZh9YNeNA9P3t+V54Aqi4C6rDGRti7bJ9RWZKRW3jst89bKhEEFNo+MfT2egKZirXGKP5gSFH8wN8XjDyLlxIBH8Vi6RiaM5xuzMvC7L2yKngD/d9KBO2e68Vm3G6+ccmBXh1tVIPzePAsuLA2t2VUsmZ1H//sd7FX+rbUGIQT9bhKQK9syIsyOF2iDXdFapsDI+x2z5eYRl2yQe3a0qmR7mwtXvNGteI/321y4oc4c1/384vApnBd0NIuQcT66cLXRyzQBDRGzEVqn8630CMKYIDFjxgwcP34c27Ztw+WXX+5/vLm5GYcPH8asWbOQnz+Wp/Hhhx8CgF+cHc/FF1+Mp59+Gjt27PBvn+j5CxcuRHZ2Nnbs2OF/zOl0Yvfu3Zg6dSqsVqviNRdddBEef/xx7N69GxdddFFY/34GI9mQi8tBOD5g0CU8D7m43Pd7BNsmEoTTNWOpXeXmpITFJqQUeoFDdaaA+iCxtl7DwhjLvE0/ajKFpBdvZULSynkrE4I2uzzmnB30jIi0Ek4PeamLg4mi1MyjNktUiLRVFhH6NBHLGijnjzXNm5WNjz8YFWsPxyn+IEfPYVGhHgsK9VhUoMfCQl3C3Y7JiEcmOE05dmvTtFnZeAqMAr42zYw/HB4OeNxLgC9t7Drj6xcV6vCf87PitXsTUmAUUGziFQuch/omV7yVZIJOpzwWY6Ai0DqTZDoicL4Yg1ExttTsE2fH582WmoWwFo2WFOtRYuIVmf6bGh1wSTlxXYB6pCsHz4PzO28BwAseF8+vBV9qZpqAhojJCN3U1IT33nsPxcXFmD17tv/xn/zkJ/joo4/wta99DatXr0ZNTQ26u7vx+uuvo6KiAs8880zA+9TX18NisVAzZ2tra/3PGf98AKipqVE8n+M41NTU4LPPPoPdbofZbMapU6cgyzL1+cGfEYp463Q6z/gcreN2uwN+MtIIcxbkW+6G5fnfgJNlEJ6H7ea74TL7JhyRbONzXDByHDgyNvgTnocjpwBylOdLsh6rzQP0/c0VpZQYQxhj1GbyCvH2+IAXDodDky6sNptyMm/gAb3kgtOpvf1lRI/VrPy7drsIbN7kGVu7nfRqhnw9SdoxlRCCXjfBqSEJ9YMSTg7JqB+ScHJIwqkhCSrrLAkhR8+hNlPAlEwetZkCarIE3/9bBGToaOOEBNkjwRknrUBLc4FhL0GXU7lAW2FKjXuEUGm3y9jb48HeHi/29nixv9eLYXoFcFToeGB2joAF+TosyBexoEDEFEtw1IYHzngdfBGgpeN1PPWDkqJSCACqzel17Kpx51QdnjqirKY6ExaRw+/Oy4DkdmGyhu2Z2YJCvD3Y6znjXDTSY9Ul+Rpdttl9/7U6ZLSP+9nmkNHhkMP+LiebJUUiysw8Skw8Ss08Sk0jLlozjwIDB0E1X5YA8IJ4vGFfB9dW6vHkscDzb9BN8MapIVxWEZ/YiyMDXvxfvwWZ0+/AhqNPQYQML3j8x+yv4545xXCInOY0AUC7Y2skGI3GkJ8btXjr8Xhw1113weVy4f7771c4b99++23cfvvt+Mc//uF/PCcnBzfffLNfLB1lcHAQhYWF1M8ZjTEYHBwMeD6AgIgFtdeYzeawnh8Kra2tkKQkWSI6Ax0dHZO9C4zJoGo2dN/+OQy9XXDlFcKTlQc0NUW1bWj112Dd/Jw/36Zx1S3otTkBW1NMdjnZjtXDHQIASunUYBeamiaxdTcj5hRBByAwb2zAA3x+qhkqMWSTSmOfAUCgQylPJ6O5uXlydogRd3K8IgDlDUCzk4MlScbW48McAJPicb1jAE1NPYnfoTCwS0CTg0Ojg0fj6E+n7+egd/IWTAw8gdVEUGWSUWkksJpkWE2+nzm0scsG9NqA3oTv6RhamAuctNOPxUzPIJqaJvPbiR8OCThs43FwiMcXI/91uuMTWVJulDEnU8Zsi+/nNIuMgDjWfqC5Py4fHXO0cLyO5+NeHoBSMMh29aGpSVm6nY5cVqDH5q7wpJL/rHWC7xtGU1+cdioEKgTlXLTXTfBZfQsKDWdWUMcfqzYv0Onm0OXi0DHys9PNodPFj/zk0D+J165wyRIJCvUERQaCIj3BR/08OlzK8ev3c5w4J4dyj2YH3HagNU77d56Rx5OU8/KFI32YReIjUv6u3ne8/Kl0Bd7KnYs6RwdOmIpx9fRMdLeN3A9oVBMAtDe2hosgCKrGUhpRibeyLONb3/oWdu7cidtuuw033HBDwPbPPvsMN910E2bMmIH33nsP06ZNQ2dnJ5566in85Cc/wa5du/Dcc89FswuTSllZ2WTvQtS43W50dHSguLgYen1qBJkzwqUyttsqb0LfskshdLZCKipDRm4hMqLZvRGS9Vj1DDkA2BWPz6kqQWUGK+1LJRa4nXiuZVjxuN1SgnlF2lNvhw72A0HekFKLHpWV9EVURvKzQHQDJ5WNWJocPJbXFiTF2Hq81Q1A+W+YWZaPyjg5U8LBLRE0DI80Cxtxzo66aNsdk2c9EjmgysKjJlPw/+dz0vqcRcmSQ6ulucCRFvqxeFaFNo7FaJFkgmODEj4bcdTu7fHiyIAUt/iD+Xki5heIWJAvYn6+iPwUaJylpeN1PIPD9Lnp4poiVLLoBADAf2R6sXnLwBmfxwE4t1DEt2aacGl5/hmfH28We114rsWmeLzfXIQFZb5jUCYEPS7id8a22WU02zw42WvHAAzocAJtdhm2yczlCQMOQKGR88UYjLhly8xCgGu2xMwjQwy8zv1s7zCeOKp0gS6bWopCY+LHn3JCUH6iHy1BkXvv9YiwFBUiN8Zjos1DsOWjPmAkLqHFmI8WYz5MAvCdRbnI0Y//PO1oAoB2x9Z4E/HoTAjB3XffjZdeegnXX389fv3rXwds93g8WLduHTiOw/PPPw+z2Re0XF1djQceeAAtLS145ZVX8MEHH/gbimVlZam6XoeGhvzPGWX094EB+sA6+ppRR22ozx//GRMRjsVZ6+j1+pT69zAmmdJKoLQS8ZAmk+1Y7fXQS0OsOWbWQCPFmFnAAVCKt41OHis0eMx2uZST8pIMManOL0Z4zCwQQRObmpxc0oytvSoVT5XZRhiNiZnAy4SgeVhC/YCvUdiJAS9OjjQNa7DFR9wKlYoMwZdDmy2O5dFmibBmCtCplnkmH1o4Xttc9GyA2jwTjEbtLdidiXa75G8mtrvLjX09Hgx5Yn8w63hgTp5uJKNWj0WFOtRmiZqMF4oVWjhex9Ngdyge4wDMyM+AUUzdv0M4zC8Brqp24R+n6fP4xYV6XDPFhKuqTSjTkBljTgEPQCne3vT+EM4v1qNlWEK7XYKbWvwnInhRf7LR8b582fLRPFmzgNKM0YxZX5RBiTmy69vRIeX3VGjkUZkT3wZhE3FtjRu/+SJwv1wy8FqzjG/Ojn6/uN5OX0Ox4nK80JlBFeivqzGjJCtG30EcNQFAe2NrvIlIvJVlGd/5znfw/PPP47rrrsOGDRvA84ErAceOHcPp06dxxRVX+IXb8Vx44YV45ZVXsH//fr94W1tbi08++cSvoo9nNN92fNTC6O8nT55UvD8hBCdPnkRpaSkyMnwa/5QpU8DzPPX5ap/BYDAY0UDrip6j55hwmyIMeWRsa3FhU6MDbzXRJ/jH+uMQ/hclDi+hNtNjjfRSm4oMASIHRWZskyN5HG6qTSBj3LCMEIJup+wXZ+vH/Tw55IVrEu9v8w38mDg7TqSdkiXALCbP3zLZabDRD4Iqi/bH0WGPjH09Hr9Qu7fbg+bh+BzU1ZkCFhXqsXCkodi8PD0TCCeZ4MaVAFBpEdjfJYhHl+Si29mDHe2+kvUFBTpcU23CVVNMk9KY0O6V0TYs+5p8jTT88jcBG2n8Fdzwajy7OrSVD2oRuYAmX+VmAaUZPtfsqGCbb4xfZchhSiO3mZOcc3bLVLNCvAWAZ44O4xuzMqJa5BLf3wTDn9b7Ywx6zr4TyL5Q8byvz4iVP5YRa8IedcYLt1/+8pfxxBNPBOTcjuLx+E6G7m56bs7o4+NtzhdccAE++eQTbNu2DTfeeGPA87dt2+Z/zihLly71b/ve974X8Pw9e/ZgYGAAl156qf8xo9GIhQsX4tNPP0VjYyOsVmvAa959910YDAYsXLhw4i+BwWAwQqSD0mkmVbuipwstwxLeaHJgc6MT29tcKu6FMRpt2hNvTw15QfNT1WSxYzOVEXkOVZmCorFecxI1qOuwK8dUDkCRKTLRctAt+12zfpF20Iv6AS8G4+A6DBWLyKFmvDibPeaizUmBcvJUgDa25xo4ZOm19feRZIJjA94xV223B4f7PHFpIJSt50ZEWr1PsC3UocDIritao35QeexOZXEJCnIMPDatKkTrsASzyMVt7CWEYMBN0DIixLbZJbQMjxNoR372u5MjxgDwLTKWZfgafCkFWp+DdjLHyh6nRDXYzMqd3PNgWo4OF5To/QsGoxwd8GJXhxtLSih9VEKA6+30C7cAwBEZP/3sj3jmvNloMY7FfZxTqMPZBekTQ5BshHV0yrKMb3/723jhhRdw9dVX4w9/+ANVuAWAmTNnIisrCx9//DG2bduGiy++2L+tra0NTz31FIAxARYAbr75Zjz22GNYv349Vq9e7W8sdvjwYfztb3/DlClT/C5dAKirq8OSJUuwfft2vPXWW1i5ciUAn3D84IMPAgBuvfXWgP267bbb8Omnn+L+++/Hk08+6V+9eO6553D06FHccMMNIccmMBgMxpnooLjEipm7MakghODzXg+2NDmxudGJ/T3htY+NdUZVLDhBcd0AQG0Wu3lLdWqzRIV425hEzts2inhbaOIhTlAy6fQSnBryibInR0TaE4M+obZzApdSvNHxQE2miNrxEQcjIm2xiU/pMvJUoGFIeSxWTYIbL5jR+IO93W7s7vLgs253XOIPRA6Ym68bJ9b64g+SJT85XbF5fBmnwbDrvzrRxCJIMkGXUw4QYdvsElrG/d46LMMRj9WUOCBwviqtUYds2YgQOyrQlmcIKDFp38V9qI8+D56lgQ7D66ZnKMRbAHjm2HDE4i3f0eIXbkcRIaPO0REg3n59hiWi92ckhrBG6YceeggvvPACLBYL6urq8Mtf/lLxnDVr1mDevHkwGAx48MEHcffdd+O6667DypUrMX36dHR2dmLTpk0YHBzEnXfeidmzZ/tfW1dXhx/96Ed48MEHccEFF+Cqq66C3W7Hyy+/DI/Hg0cffRSiGLjLDz/8MFauXIlbbrkFV199NUpLS/HOO+/g4MGDuPXWWwPEXgC48cYb8eqrr+Lll19GQ0MDli5ditOnT+Of//wnKioqcP/994fzlTAYmmd8tg3JK5rs3Uk7OinO2+IIHWKMxOGWCHa0u7C5yYktjc6Iy0n1PPDN2dqbCNFcNwBQF+S8YeNH6jElUwTgCnis18PB5iFIhtgwWjVDsUmAJBO0Nbej+3QjvtAXYz9y/Jm0TTaJ6jRPBBx85cijwuyoSFuXLfpiLFIohzbdaKA4b60Jjkywe2Xs6x6JP+h2Y09X/OIPqiwj8QcjQi2LP0hOVK//TLwNG5dE/O7YAJesXULbsOx30SaJLgsDT3xCrEX0OWRHxdlxAm2RkYeQAtctWmQCoA3x9ooqE/IMA+h1BYqt/zjtwC8WS8iLoJpBLi4H4fgAAdcLHidMY1GleQYeV1ebIt9xRtwJa5RubGwEANhsNvzqV7+iPsdqtWLevHkAfK7Xqqoq/P73v8fu3bvx9ttvIyMjA7Nnz8att96qiEYAgO9///uwWq3YsGEDnn76aeh0OixevBg//vGPsWDBAsXzZ8yYgW3btuGBBx7AO++8g+HhYdTU1OChhx7CnXfeqXi+IAh44YUX8Mgjj+DFF1/E73//e+Tk5OCmm27Cfffdp8jaZTCSmeBsG9e6e+FdvmaydyttsHtlatltMYtN0CT9LhnvtPjcte80O6Mqmc7WcViS48FPFhdgRs7kTwSDOUG5eRO4QNcYGz9SEzV31akhCQWZCd6ZMCGEYB/F+f55rwc/eugF/PbIk5gBgvPB4RvT78C20hUJ27ciEx8gzNaM5tBmikzgSkH6XTIGKCXMVZnxE8BkQnC034s93aNNxTw4FKf4g6yA+AOfu7aQVQ2lBPUqlTfBi7fpzpBHHnPJDktos/v+v2UkW7bVLqHbOXmVG5HypXJDQNOvUYE2T/DA1tECq7UyLRpAHVIRb6fnTP55YBA43FRnxm8PBjUuk4C/1jvwrQhMISSvCK5198LwzHpwsgwveHxz+tcDXLdfm2pm8xWNE9bRuWHDBmzYsCGsD1i+fDmWL18e1muuv/56XH/99SE/v66uDs8++2zIzzcYDPjhD3+IH/7wh2HtF4ORTNCybQzPrIc095xJddClk5NPrRw30mxGRuxpGPL64xB2trsUjZzCwWoRsNpqxGqrCfOzZbS3NKNSoxmyJynibZVFgH6kkZ5Wxw9G9NSoibc2CeckeF/U6HfJ/uzZ4GZhHsqwWu7swW+PPAlhxF8rgGDD0afwVu7cgBuTaMnScf5Yg/E5tDVZouZyThnxRS3LPJbNyjpG4g/2JCD+YE6eLsBVy+IPUpfjKs7bdIlNIISgxzU+xkAOiDMYfTwe51o8GM18Lx0XYUAAPHVkWPHcf59rwX8tyqa+j9MpYTiNTvnDlGbCVouATJ02ruW3TVeKtwDw7NFh/FuEjcu8y9fANfsc3PX3z7ELhQHzIw7AugQ3KksnTSBWpMcozWCkIbRsG06WwXe0QJqkATLdnHztlGxGwJcVxZgcZEKwr9uDzU1ObG50qGZehcrCAh1WWU1YbTViZo7on0w5nc5Y7G7coGXejnfdaHH8YMQGNfH29FBiHUR2r4yTgxLqBwPF2RMDXvS4wtuXqY52v3A7Ci3LLRQMwkgOLaVZWIGR5dAyfDTY6Nf3SJ23dq+M/T2ekaZivp/xij+wjo8/KNBhXr4eJua2ShtozluDAFREkeuqFbwyQbt9xCU7Togddc+2Dktod0hwxefUijk63tfkWBlhwPvdsyWmsYX3UQgh+PtJOwaDqgMO9obXsyFVIYRQYxO0EJkwytRsHZaW6PFhUPbtsQEvdna4cUGE2bdvDGfi/4wzFI9fWmFAdRwrR4JJN00gVjDxlsFIUWjZNoTnIReXT8r+pKOTj9bFFACKmHibUJxegg/aXNjS5MAbTU5qo45QMQjAilIDVllNuKzSiNIkjMDod8noopT6jXfdaG38YMQOq0WAyEHhMj9Jab4ULR6ZoHFI8jcHGy/SxlKYOm4qgQQuQMANznIbD8/5HJKjrtlRcbY225fzlwp5foz40jBEX/gLJfNWJgTHBrwjQm2C4g8K9FhY6HPXsviD9IYWm1SbKWp+3HN4ybgIA0kRYdBml9DhkCEnh2EWGSLnd8qWmnmUZwgB7tmyDAEFRj4iBzzHcZidq8OujkDhL1rDQqrQPCxRo9Fm5WpLGls3PUMh3gI+922k4i3NkQ0ktlFZOmoCsUJbRyiDwYgZwdk2hOfhuv3eSRsU09HJ10Fx3pY7e1DX0grOWMUuUHGkxynhrWYXNjc6sK3FheEo8hDyDDwuqzRitdWIi8oMsGikpCpSaJEJQKDzVmvjByN2iDwHq0VQiLWnVZyEZ0ImBG12ecw5O+hB/aCE+gEvTg95o4oiCZUWYz6+Mf0ObDj6FESMZbnJeYVYmjUWczAaeVCdKSqcSgxGOKg5b60W5a1Vp0MKEGo/63Yjc6gbUx3tOG4qiVm0h8gBs0fjDwp8P+uyWfwBYwxCCF28ncS8W0IIBtwkwCnbGizQ2iX0uZJElYVv3jjeIVs2IsyOF2izdFxcKznmUMTbFruEPpeMXENyz2OjRU3E1pLzFgDWVpmQbxhQVCP9o8GBXzjDb1xWP+DFtlaX4nGrRcAl5ZGJwZGQjppArGDiLYORwniXr4E09xxN5Mmko5MvOPN2Xdt7ePzokxA+IqxEJA7UD3ixucmBzY1OfNzpjsp9UZslYPVIHMLiQr3mHSnhQLtxA5SdprU0fjBiS22WqBBvz+S87XVKgRm0g17UD0o4OeiFPREK7QRwAOxLV+HRZedjrqcTuVWVeMBail8n+UILQ7s0UsTbYhMPAoJdHT6hdk+XB7u73WgKeq5/LgACaaS53p8iaK5XaRGwaJyj9iwWf8A4A91OWVFKDyiv/7FCJgRdDlkhzI4JtL5tk30NCRWeA0pMvF+MLQtyypaZBZSYBU2ch7Pz6ELkwT4Plkbo2kwVaJEJADBTYw2GDQKHm6aa8dgXysZlL5yw49tzwusy+/RRuuv2X6ZnJPQ+Jx01gVjBxFsGI8UheUWaWMVKRydfu2Pshq3c2eO/WQNYiUgskGSC3V1ubGlyYkujE0dVOiiHAgfg3CI9VlmNWFVpxDSNTeBiiZp4S8tC1cr4wYgtU7JEoCXQfdHpJOh0SGi3S/54gxPjog76KTf8icIkcKjJEnBQxS3z+VeKUWERAeQBqEnovjHSk0ZKbEKHQ0blc20Txh8EzwVCba6XpeOwoFDvF2sXFupZBBMjbNSu/5E4b92SL8agdSS6YNQh2zos++MN2u1SQqovYoFBwEiEgc8hO5opO16YLTLxEJNkMX+2iov0YC8Tbw9RxFuRA6ZOogNdjdumKcVbAHj2mB3fmm0J2b1t98p4/rhSvNXzwC3TzFHvZzikoyYQK7R3hDIYjJQl3Zx842MTaA11WIlI+Ni9Mt5rdWFzoxNvNjmp2a2hYhI4XFxuwCqrEZdVGNMmB5DWrMQoAOUp0KyEcWbcElF1pU/7W3tid2YcIgdUZ4qozRJG4g10/mZhpWZf7t9/fNSPPx5W3nwUJ2H2NCP56BqJP/i0y03tVA7gjLm1oTTXEzif8OJrKub7OZXFHzBiwHGVRe5g563NI/ujC1rGOWTH581GM/9KNFl6LqDpV7BAW27mkWtIrYaUM1TyW2nCZbpxiDJ+T83WZpxSXbYOy0r02B6UfXt8wIsdHe6QhfhXTjmoi/BXTzGhIMz4hViQbppArGDiLYPBSCjp5OQb37CM1lCHlYiERqdDwhtNTmxudOK9ViecUfQ5KjLxWFVpxCqrEctLjZoobUs09RTnTU0WEwZSCZkQNA/7cmf9zcJGfm+wSZPa0KUiQ/Dlz47LoK3LEmHNFKA7g6OJliNeYOTP+DoGI1wcXoL9Pe6RrFoP9nS7qVEJ4UJtrsfxqJtWhUurs7CwUI+z8nUwiyzygxF7TqiIt498boN735A/zoDWzEmrFJl4f4RBYNOvsXiDZO9VEAmZOh7VmQJOB0UiHUxz8dYjExzrV34H8cq75Xo7VQXKULetm24JEG/LnT2Y6mjHP/dWY+nqaWd8T5dE8PghemTCHTMyYvHPjIh00gRiBRNvGQwGI050jItNGG2o8/ixpyAQViIyEYQQHB3wYkujE5sbHdjd5UE0txEzc0Ssshqx2mrCggJdWouUhBCqeBuvvDtG/CCEoNspB+TQjoq0J4e8US1yREu+gUddtugXaUd/r8kSohKl2u1Kp1cJc90yokQmBCcGvD6httuD3V1uHOz1xKXceyizAL9e/A3c8+kT4EfmAt7b78X65dPO/GIGYwK8MkGHQx7nllXmzAYLeaO80eRM8N6eGZHDWGyBWUBpBu//vSzD91+JSdCkW1IrzM7VKf7mh/q8kAlJ27nwyUEv3BTT+Mw4iLfi+5tg+NN6cERW9DoJZ9uXb7sH/2FYiB6XHJiZvp9Dv/4eGC65QvU9nctW4873e/FFr1KwnpunwzmF+pj/uxnxg92tMRgMRhyQZKIoKftT6QrknXMu/qtiiJWIBOGVCT7qdPsF21NnaJ40EQIHnF+sxyqrCasrjb58TwYAXxO9IYqjpk6DOV8MH4NuGSdHGoQFNgvzUhvPJIoMkQsQZsf/Hq9O1uNzxEcpMaWfo4oRHaPxB6MNxfZ2u+NyLo3GH4xm1C4q1GNatgie+yocvRexclFGyDi9vnzZFn+jr0CBts0uod0hT2pVRTiYRc4vwpaa+bEIg3Hu2UITn7YCY6yYnafDpsZAYd7uJTg9JFH7HKQDh1Wy82epxExECtfb6RdSgcBeJwDC2pbx54fxb7f+EU8fGVZkpuc+92s4Fpyr+p4/dEzDP9vombZ3zMhIqaiQdCA9z1oGg8GIM91O+iTaUFgEaWZd4ndIgwx5ZGxrcWFzowNvNTvR54r8rsMicrikwheHsLLCGDfxKNlRbVaSppN4reCSCE4NjRNnx8UddDomL1dQxwNTMseE2bqRqIPaLBElpsTmAxJC0E6JTWDOW8ZEOLwEB3rc2N3twZ4uXwxCLOIPaFRkCAE5tRPFH7ByUQbgG9cG3GONv0Ydsm0jP0fzZntdyZMvm2vgFBEGARmzZgHZeo6JRglAtWlZnydtxVu12IhYxybwHS1+IXWU0V4nAMLednNmH7Y7ehWZ6TyRsWHbUZ8QS3ndF4dOA7mzFPtntQj4Sq0pon8bY/JIz7OWwWAw4kwHxSEGAMVp0hRLjdZhCVuaHNjS6MQHbS5q6VKolJsFrLL6BNulJQYYWOncGaFFJgAsNiERSDJB07AUKM6O/GyySVFFg8SSX5yb7cuhzRZRkSFoprN2v5tQx4uSNB9TGWOMjz/YOxJ/8EWc4g+CeeyCHHxt2uRlBzKSB5dE8Mt9Q9jU6ECjTcJwIg7QGMBzQLGJ9wuwZRnBGbO+39Oxl4BWma3iJj3Y68EVVekp3B2miLcZIgerJbZzCbm4HITjAwTV8b1Owt1WWmNFXmMmpP1Bmeng8VhXNt70iHgr6HVe8DhhKlbsW5aew18uzmPZ6kkIu1tjMBiMONCh4pYrNqfXhZIQgi/6vNjS6MDmRif29UTXKGFuns6XX1tpxFn5OubcCBO1ZiW1LDYhJhDiyxwcFWb9EQcDXpwaouesJYoiE4/aLBECBxzp96JbpVP416aakaHB5i5tFNctkH5jKmOMbqcv/mB3lwcfd7gU3bhjhcD5XFkLCnR49phdsT1bz+GrtfSyVAYjmLt39OHFesdk70YAeh5+AXa8EDv+sWITr5nFPEZoTMkUYRI4OKTABYJ0blp2iPJvn5ET+6a9JK8IrnX3wvDMenCystdJJNtuOCcL3zhyBzYcfQoiZHjB45vTv44WYz5anMC3Z3wdjx15CjwJ3DYes8jhpUvycVY+y7pNRtjdGoPBYMSBdHbeemSCHe0ubG50YkuTE01RlKiKHLCs1IBVlT6HbaWFXbaigRabkK3nkM9iJsKi3yX7hdngZmG2SXRRZek41I7EG9RkjcQcZIlwSAQftLmwscGBgyp5b6OcGpIwJ097x0OHinjLYhPSA6eX4ECvGx+1OvBhkx5HPutD43B8VkMqMgRf9EGBHgtH4g8ydDx2dbio4u1qq4k1TWKExLBHxiunEivcZuk4lGUIONJPH/tfuywfy0sNbDE8BRF4DjNzReztDhQsD1KaV6UDdq9M7akRbbMyrreTmmHuXb4G0txzYrZtZaURO1euRW3uXNQ5OnDCVBwgzj5RvAIbs+nbAN8izXMX5+G8YkNU/17G5MHughkMBiMOdFC6ogOpK972u2S80+LElkYn3m5xRtX8JUvP4bIKI1ZVGvGlCiOy9doTkpKVkxTxti5LZDdtFBxe4m8UVh8k0qq5VhOBQQBqxuXQjoq0ddkiCo2+HFqZEHzS6cbGBif+57NB1Q7jNDRougWg7rxlsQmph0wI6ge92N01llMbGH8gAoj9OXh5pRHX1ZhwbpEeZWYBQpDL8DUV0e2a6vQsP2aET6zjnQqNvDLCwMyPuWczBGSODOr/sasffzwyrHiPcwr1bA6QwszK1SnE21NDEoY9siarbOLJ0X4vNaIqmrxb8f1N/kZhhOPhWncvvMvX+LdPlG8eybb/WpSN6Tl1+P6uAmrkSosxXyHaAr7YkyeX5+HicmOo/zSGBmHiLYPBYMQBmvOWA1CYQp3RG4a8eKPJic2NTuxod0WVK2i1CFhVacRqqwlLSvTQsdK8mCPJhCrepnNkglcmaLRJAQ3CRkXa5uH4NDUKBZ7znROjztm6cW7aigylqAQAbolgW6sLr592YHOTM6JGZzNyREzJ1ObxoBZFU8JiE5KebqeEPV2+jNo9XW7s6XZjIIoFwEh5o8mJN5p8ndl1vO8crM4UUZ0pwmoR8MRhpfCVreewooy5mBihIfIcLioz4K1m18TP43xVBWX+hl8+QbZ8RJAtMwsoMQthicG0yptys5B2Al66QWtaRuCLT1pYmF6l87TIBACYpZINfCa43k6/cAv4Go0ZnlkPae45AU7aWHNjnRmLCnVY914fvgjRRf3bC3JwJVtoTHq0OUNnMBiMJIcm3uYb+aQWJQkh2NfjweZGJzY3nrn8+kwsKND5BdtZucz9GW+ahiVq5mqqNysjhKDVLuPEgNfvpB3NoT095E1IMyM1Sky8P+agLkv0/16VKYZ0Uz7skfFOiy8O4c3m6BzvFxbr8OsL8jRb/q2aecuct0nFaPzB7i4P9nb7XLXhOMMThUcG6gcl1A9KANSFtgE3wS/2DaI6U0SVRUR1ps8BybJBGWp8bVoGVbxdWKDDr87PQZlZQKGJj3kGJ028TefF23Rhdh7dVXqwz5OG4i39viVS5y3f0RLQIAwAOFkG39Gi6qiNFVOzdXhnTSF+unsAf6QsLI7nf8/Nxk1TWUPNVICN2AwGgxEHaK63oiR03bpGsjK3NDqxpcmBNpU4iFAwCMDyUgNWVZpwWaURZRlMdEkk9ZQbNyB1xNtepxSUQev7/5ODXtgnUaHN1nOYOj7eYESkrckS/eWs4dDrlLClyYmNDU682+qEM0Ldi+eAJcV6XF4m4iy+B+dMzYfRqN1jgbogZuA1KzYzfAsnAfEH3b74A88kNu6LBw8fsAX8v8gBlX7X7ph7t2rksRyWMZ7WXF5pRKGRR1dQ/M4XfR5UZ4rIjcPx4fASNFP6D6TK9Z+hzmwVV2mojs1U4jDFeZtv4FFojOyck4vLQTg+QMAlPA+5uDzifQwHo8jhl+fl4MJSA779YR+1YuW+BVn411mWhOwPI/6wEZvBYDDiQDvFJZYs2Yy9TglvNbuwudGBbS2uqBow5Rl4XFbpy6+9uNwACyvPmzRODNDF22Ry3gx7ZH/u7GjUwaibts81eQKtSeBQkyWgLtsXc1A7Loc2z8BH7SpvGZawqcGBjSMRJVKE/1SDAKwoM2Kt1dcAsMAowOl0oqlpEu3HIULLES9mkQmaoscpYfdI/MHebl8EQn8c4g94EMzIEXFOkQELC/VYVKhHn0vGmi3d1OcbBMCVQHOvl/gyJWmNcQAgR8/5Bd0xcdf3szxDSOoKHcaZ0fEcbqwz4zdfBIr+Lgl4qd6Ou+IgtJwcpGd9JtP1nxEZ+UYBJSYe7UGmEpqQmerQYhOiqfwjeUVwrbsXhmfWg5NlEJ6H6/Z74xqZQOOKKhPOytfhzvf78HGnG4Avqu/7Z2Xi3nlMuE0l2IjNYDBiypBHxnutLhACXFJhgFlMv5trQgg1n7FYw13RTw56sbnRgc2NTnzU6YYcxf12TaaA1VYTVluNWFykZ+WjGoFWMgkAtRpz3rglggbbmDhbP06kbY3C+R0tAgdUZwp+5+yoQFubJaIsQ4h5ievxAQ82NjjxeoND0WwkHDJ1HFZWGLG2yohLKowRuX21AC02oVTDY2qq4/QSfN47klMb5/iDcrOAhYU6LCrUY042kG9vx/TqShiNgY1Xbqg14W/1yqZi1RYRb68tRJtdwukhCaeHvCP/SWgY8uK0TUqoO7/f7Ysg2tejPK8FDqjICHbtjrl3c/QcixhKAb42TSneAsCfjw3jX2dmxPxvrHb9Z87b9GBWrg7tjsCojsP90UWfJRu9TkkhYAPAzCialQGAd/kaSHPPAd/R4nPiJli4HcVqEbFldQG2tbhQP+jFOYV6LEizWIx0gI3YDAYjZjTZvLjijW7/DVx1poAtqwvT7gbb5iXUG8FiDcUmyIRgd5cbWxp9DceOqrgyQ4EDsLhIP5Jfa8TUbJZfq0XqKX/jEhM/KW5omRA0D0s+12yQSNtokyJ2lsaCcrPgz571ibSCP4c2no640UzpjQ0ObGyI7pwsMPJYYzVibZUJF5YaYt7hPNH4FsSUwiDLu00MhBCcHJSwe0Sk3dPlxudxij/IEDnML/AJtaOu2vFzCJ9TnP7a/z4nG5sbnRj0BA4gRwe8ePboML4zNxPTcyjNewhBl1P2C7rjfzYMSWhRyVuOBxIBGmwSGmwS3m9Tbs/Sc6i2BAq6o79XZAgsRiRJmJqtw/nFeuzqcAc8frDPi309HswviK3oohabNJU5b9OCmbk6bGsNFG+7nTK6HBIK0+Q6ekhFrKY1dAsXklcU94zbUOA5DpdUGHHJZO8II26wEZvBYMSMX+0fCnDenB6S8N0dfXjp0oJJ3KvE06HRxjp2r88VvaXR11E7OG8tHEwCh4vKDVhVacRllUYUpcnkL5mh3bzFs2SSEIJup+wTZseJs/UDXpwc8kac1RoL8gx8QIOw0biDmiwhodUCXplgV4cbGxsc2NToRPNw5F+K1SJgbZURa60mnFukh5BCjvcBN6EeLyUsNiEu9Dgl7OnyYPdI9EHc4g84YGaO6BdpFxboMSNHjPjYLTIJ+MmCLPzw4wHFtl/sG8KXa8wop2StcxyHIpOAIpOAxUH33zIhqP1rGzWWZVq2iNZhKapooXAZdBMc6PXgACWvkueA8gwB1RalsFudKcQkwoURO26dlqEQbwGf+zbW4i0tNknkfNeNUOB6OyfdWciInJkqubeH+rxYnibzd7WYCLXvhsHQIuxoZTBSAC1Mqggh2NToVDz+VrMLbzc7cWmFkfKq1IQWmQBMjvO20yHhjSYntjQ68V6rC44oLI2FRh6Xj7hrl5elZyRGsuKSCBrj1Kxk0C37c2dPDIxl0J4Y9GIwDoJPqGSInL9JWLBIG4+GMKHi9BK81+bE6w2+87LXFfkiyqwcEWuqTFhbZcS8PF3KCjPtFNctkDw54lrGJY2LP+jyOWvVslqjpczMjwm1hXqcna+LufP/6zMy8JfjdkUznmEvwU8/HcDTK/LCer+PO91U4fbGOjM2LMsFIQQ9Llnh2B39vWVYomaNxgOZAE02CU02CdvblaJgpo5DVaY4Ttwd+1lpEZPeoZ9sXFVtxA8/4hRO8ZdPOvDgOdnIiOG5QVu8nZIlhhRrJb6/CYY/rQdHZBCOh2vdvfAuXxOzfWPEn1mUigMAONzvwfIyQ4L3ZnI43Ed33s5Q+W4YDC3CxFsGI8FMJLRGsk0rk6oj/V50qzg5f/zJAFaUGc5YcqwFEToWqDpvExAfQQjBsQEvNjf6hKFPu9xR3TjOyBFH4hBMWFioi3muJyMxnBqiNysJVbx1SQSnhnzibHCzMLXFikSg44EpmeOahGWP/SwxacdlNuiW8VazExsbnHin2RmVU++cQh3WVpmw1mpKm2YztAaQgLZzxLVIcPzB3pH4A3ec4g/OLtBhUcFY/EEZxfUaa0Sew6/Oy8blm5XNy1455cBt05xYXhb6YvKrp5QZugBwTbUJgM+1W2AUUGAUsIiSL+iWCJpsEk7bvNRYhiFP4ha4hjwEX/R6qF3mOfhcu1Wjgm6Qe7fAqJ3xNFUwizyuqzHj6aPDAY8Pegj+cdqBm6ZmxOyzaM7bUPLuud5O/z0GAHBEhuGZ9ZDmnpPU8/R0Y3oO/W+dTk3LaM3KKi0CsvTMiKJFUkUTiDXpMetnMBJMJEJrJNu0NKn6sN2luu34gBd/PDyMf5ut3vFSKyJ0LEi089YrE3zcOZpf68DJKFxTPAecX6z3C7Y1rJlFSkC7cQMCYxMkmaBpWAoQZ0ejDppsiXOPBcMBqLD4cmfrskSfm3bESVtpETTbEK/LIWFzoxMbGxx4r80VcT6oyAHLSg1YW+U7J9MtQxwA2lUa1ZWy2IQJ6XVK2NM95qrd0013kUYLz/kW+hbFKP4gWs4rNuDGOjP+esKu2PaDjwaw/SpDSNmwMiF4vUEp3mbrOawI0a2mFzhfdjZloYUQgr7xrl1boLDbPCxF1Tw0HAiA5mEJzcMSdlBcuxkiNybsZgojubu+360WEUZRm+Ow1rl1mlK8BYC/HLfHTLztc8nooVR4hLJ4y3e0+O8xRuFkGXxHiyYyPhmhkaHjUZ0pKJpKqrlRUw1CCA71K8XbWSqiNmNySSVNINawI5bBiDGRCK0AItqmpUnVROItAPxi3yCurzWhwEjJm9OQCB0LaI11gNi6xGweGVtbXNjS6MBbza6oSq8tIocvVRiwqtKElRUG5FH+RozkRq1ZyZ+P2fHccTvqB7w4NeSNiwMvVAqN/Jhz1t8sTMSUTBGmJBEGGoa82Dgi2H7UEbnr3SRw+FK5AWurTLi80oicSYx50AKnh+jHb0kaCtlqjMYf7BkXfxDNQt5ElJp5LCwYF39QoEPmJDQ+nIj7F2VhU6NDEd1ydMCL73/Uj4fOzTnjuPJxpxttlIWD1VZTTBqDcRyHPKOAPKNA7QrukQmagwRdn4NXwqmhxMbSDHsJDvV5cUhF7Ckz875IhvFxDCPu3SINVUFojbPydZiTp1O4oXd1uHGs34NpMSjpVlu8rQuhckMuLgfh+IB7DcLzkIvLo94vRmKZkaNTiLdH+j0ghKT8+dkyLFHHy1kxaFbGiC2ppgnEGibeMhgxZKIBZyKhdfS54W7TyqRKJgQftimdGuMZdBP8z95B/HpJrmKblkToWEBz3ppFDpYoBag2u4QtjU5saXTg/TZXVEJbqZnHqkoTVluNWFpiYK6ZFKPfJfsctCPNwv533xD1eW80KXOq40mmjguMNxj5vSZLRHYSlq4RQnC434vXGxzY2ODE55Ry5FDJ1nO4vNKIK6pMuLicZUqP5zhFfDAKQHmaireEEJwakrB7RKTdk4D4g4Xj4g9oTb+0RpFJwE/m05uX/fmYHZ90uvHEhbk4K5/eGIoQgpfqlc5dYCwyId7oeA5TskRMUXFI9rtkZc7uiNjbZJMQRcR92LTaZbTa3dQGXCaBQ3WmMCLuBubtVlmSZ3EuHnAch1unmvEDynH63HE7/vuc7Kg/44TK4m0o4i3JK4Jr3b0wPLMenCyD8Dxct9/LRJQkZFauiDeaAh8b9BC0DEuosKS2JHS4n34OzGTireZINU0g1qT2mcpgJJiJBpwzCa2RbNPKpOpIv5dakhXMs8fs+JcZFszNC7xYakWEjhW0zNviCJwnhBAc7PNiS6MDm5uc+Kw7umyqOXk6rKo0Yo3ViLPyU7e5kRbg+7pgOX0EvMUIlFbG5TMcXuJvDlYf1CxMLX86ERgEoCZTpDYLK0yB3ESZEOzucmNjg89hG427scTE+/Jrq4y4oOTMueDxIBHHarQcU8lrnKyy/ETT55L9blpf/IEnqmoLNTgAM3PEgKZiM3JCa2qkRdSalwG+ecslG7vwn/Oz8N05Fv+xRAjBW80uPHxgCB93KoXIcCIT4k2OgcfZBj3OLlBu88oEzcMSGoJzdkeyd+MRn6GGQ/ItcqkJKCUm3ifkZgbm7FZniig28SmftX99rRk/3T0AV9Cl5K8n7LhvQVbULu+NlOgPIPTMe+/yNX4TCsufTF5mqjYt86a8eEvLuwWY81aLpJomEGtS+0xlMBLMRAPOmYTWSLdpYVL1YdvEkQmjyAT4z4/78frlBQECjlZE6FhBi00oDrErukcm2Nnu8jUca3Ki0Ra5MCRywNJSA1ZVGnF5pRFVmWzITwTi+5uQ8adfIY8QEI6Da933I85q8soEjTZpLIN2cKxpWPNwfEqiQ4HnAOtIDm3NOAdtbZaIigwh5UQ1j0zwYZsLGxud2NTgQHsUTdpqswSstZqwtmrymwDG8liNFzIh1LLfqdmpedPlknxNpXYnIP6gxMQHCLXzNRh/EA0iz2H9edlYvaWb6kL1yMB/7xnEW01O/G5pLg70urH+gI0q9o4Sq8iEeCPynF8IXU7Z3u+S0TASwdAQ5N5ttEmIoqdi2LQ7ZLQ73PioU7nNKABVFnGcc3e8a1dARgocrzkGHldVmfDSyUCRtcsp440mJ66Mwul9rN+DzY3KCptiEx9WHwaSV8Rcb0mOmsv0cJ8Hl1aE3sQxGaFVRQkcMDVNmr4mE6mmCcQadsQyGDHkTAPOREJrpNtGP3cyJ1XbKXm3HAC9AIWT4MN2N/7Z4MRVQZNRLYjQsYIWm1A8QWOdAbeMd5p9Yu1bzc6ocuyydBwurTBitdWIL5WzrMxEMxad4vsbcoScMauJEII2uxzQIGz099ND3oTeRAdTYuL9ztnakf/qsn030IYkEDCiwe715Uq/3uDAm01ODERxXs7L02FtlS8SYUaOqAn3cSTH6mTQMizBQVHeUuGmixCC0+PjD7rdONATn/gDs8jh7HydX6hdVKhHmTn5nfBn4txiAx5flovv7OiDU0UD/6jTjYWvdIT0ftdOSUxkQrzJMfDIMehxVr5ymyQTtNglv6Ab7N4NpdIqVjglX07x0QEvAOVcs8jEjzRPC45lEFFqTh7X7i3TMhTiLQD85dhwVOLtY1/YqNnrX5uWkfLnPiOQqdkiBA6KhSw1V2oqcaBH+W+cnhPePFatGTkj9qSSJhBrkn/my2BojGiE1ki3TSYyIdTOxHPzdFhZYcSvDiizNn/66QBWVhgVOWda/TeGg0cm1JL1oiDnbaPNizcandjc5MSHba6oBLpKi+CPQzi/OLQu2oz4cKasJrdE8HazLwJjVKQ9OeiFfRIV2mw9FxhvMOKmrc0WU8qFFwp9Lp/TaWODA9taXFTRMBQ4AOcV632RCFZtut6TJVeMlncLANOSULwdH3+wt9uNPV2euAhhHIAZQfEHM5M4/iBavlJrxrx8Hf71gz7sp9zEh8pFZQZ8qVwbkQnxROA5WC0irBYRF5Yq/72DbhkNtjGnbsM4YbfRltjGl50OGZ0ONz7pUm7T8/AJuiON08bHMlRlCpq6vi0t0WNKpoBTQS77ra0uNNm8qIygrL3NLuFFSm6zQQDumpkR8b4ykhOD4JvrHQ26pqrFmaQKNo9MnUeo5Z3TUGtGzogfqaAJxIPkm/kyGElAOg04h/u81Oy9ZaUG/Ps8C54/Mazo1txok/C7gzZ8/6zMRO1mwuhSKacuNgnY1+3G5iYnNjc6JyzLDIX5Bb782lVWE+bkasPJx5g4OqXfJWPtG91R/+1jxY/OzsQdMzOQb0h9991EtNklbGpwYGOjE9vbXBE3+dHzwIoyA9ZWmbCq0ojCEKNSJotkyRWj5d0C2nfeusfFH+zu9kUg1A/GP/5gQYEv/iArCRsAhkKkGc3Tc3R4e00h/nf/EB4+MAQ5jPM838DjW3Ms+PZsS1qPlaNk6XnMzeMV/QsAn2u3zS75G6eNxTL4fu9KYB67W/Yt/hxXce0WGPkxp65lvLgroMyc2PgfnuPwtWkZ+O89gwGPywT49539eOmS/LD354lDNqqQfnNdhuavT4z4MDNXpxBvj/Z7IIUzICYZX/R6qO7zs/JDi16aqBk5c4QyEo22Z74MBkPz0CITAJ+LwKLj8V+LsnHXB32K7b8+MISb6swoS4Ku1eFAy7sFgAf3DuLBvZG/r54HLiw1YLXVhMsqjUnR7TsdmSg65ekDQ3EVbgUOqLII/uzZuhEn7f+ddOAvx5Xum5ummlFgTM/j6MSAx9dwrNGB3V2R/00soi+mZG2VEZdWGJNKMEuWXDE1520ondITxWj8wZ7usaZiB3o9itigWGAWOZw1En+wqFCPhQU6lGcIaSEqRpvRrBc43LcgCysrDLjrgz6FyzGYMjOP78zJxK3TzCmRrZoIBJ5DhUVEhUXE0hKla9fmkcecurbAWIYGmzcu54wa3U4Z3U6Zeg3Q8b5cd38DNUtgLEM8xvob68z4n72DigXErS0uPLR/CD+enxXyew24ZTx9ZFjxOM8B355jiXZXGUnKzFwRr50OfMwpAaeHJKRqUYFatUWo4m2yVCkx0gPtzHwZDEZSQmtWxnPA+cW+WcBXakx48rANnwZNjoe9BP+7bxCPXJCbkP1MFEdiWH6Ua+CwssKI1VYTLi43aKrEj6GOd/ka2KfNQ88X+5E/5yzoR9xhJwdjc2yUmwXUZouozRICRNqqTBE6ijPnOYpwaxCAijRaACCE4ECvB683+BqORVMmmG/gscrqy69dXmqAUUxe0UztWNUSx/qVN14VGQIskzge9rvkAKE23vEHCwr1WFSgx8JCHWbl6tIy/iCWGc2LiwzYflUR7vtkAM8cU46PUzIFfG9eJr5aa075bO9EY9HxmJ3HYzbFtSsTgna77I9jGBN3fT9p/QTihUcG6gelEbe8cp6bZxjn2vU3UPP9Xp4hRHSOlpoFXDPFhP+jZN/+774hLCrQY2VlaI2lnj06jEGP0m94ZZUJNVns9j9dmZlDFywP9XtQXpyaYx1NvOUAzKGMQTSSpUqJkR6w0ZvBiBAWXD6Sd9uhnNTOy9P5G2XxHIdfnJuDL21UBpK9etqB9efnJH1n+lODXmxqdGBLk5Oa/xsOUzIFrLaasNpqxLlF+rS8SU8F5NxC2KqnIze30P/YWfk6PHc8tNfnGXh/Dm3tSA5tbbaImszwu2ufoIjGtZli0jRyiRRJJvio042NI5EITbbILV0VGQLWVhmxtsqE81LsvKQdq1qC5rxNZGSCWyI42OcZayrW5aGeU7GgeFz8wcIUjz8Il1i7nyw6Ho9ckIvLrUb8+oANB3o8mJevw50zM3B1tSmlzvFkgec4lGUIKMsQsITi2h32yGgcF8cwKvCOxjKoNaSLB70uGb0uGXu7lcKQyPl6EVRniqg0A9leEfOIC1PzeFRnihM2kv1/i7Oxo92liBsDgH/9oBfvXVmE6jNkqLskgg2HbNRtdzPXbVozK5d+7Bzu8+DS4tAzYJOJA5SKt9qs0Hs6JEuVEiM9YOItgxECMiHoc8nocMjockjI3rkFSzb+BjwhaR1cfrDPiz6XcmU/uFRuYaEeX6014cX6QDfBgJvg814Pzi5IrgmDTAj2dHmweUSwjcZtywE4p1CPVVYjVlmNmJ7N8mtTletqzLjv0wFqWeh35lgwK1fnE2mzBOTFKM6AEIJ6iviVqs4bl0TwfqsLGxsd2NzopDYPDJUZOSLWWk1YW2XEWfk6dl5OAoNuGe0Ut128xFtCCBps0jihNn7xByaBw9kFOiwsGG0qpkNFmsQfREK83E+XV5pweaUJhBD23WucDB2Pmbk8ZuYqHXOEEHQ45EBhd8jrb6xGE0PjhZcAp4akcbEceuC0DYBPUM3Rc2NxDEHu3fIMAc+syMOaLd2KRrb9boJbt/XizTWFioa/4/n7STv137usRI8Fhck132bElimZIgwCFNe0w31eAKl3bDi9BEf6lOJtqJEJo5ypGTmDkSjCmv22trbitddew9tvv43jx4+jo6MDubm5OPfcc/Hd734XixYtor7u9OnTePjhh7Ft2zZ0dnYiOzsb06dPxx133IGrr75a8fy///3v2LBhA44cOQKdTofFixfjxz/+MebPn099//r6ejzwwAPYvn07hoeHUVNTg9tvvx133HEHeF65quJyufDII4/gpZdeQnNzM3JycrBy5Urcd999KC4uDucrYaQobXYJfzhkw9YWFzodvgYLoxlU5c4enPzoN+AxWrqXvsHltMgEAFhaqpwAfKXGrBBvAV9mbjKItw4vwXutTmxpcuKNJic6oyjfMwrAijIjVluNuKzCiGJz+pSvpzO5Bh5XVysXMQBf+dZXa80x/8xup0wtndRSXmi0DHlkvN3kxMZGJ95udmKI8u8NlYUFOlxR5RNs67LDm9wzYs+JODcr63fJ2Ds+/qDbE5XgrwYHYHqO6HPVjsQfzMzVUWNOGHTi7X5iwm1yw3EcSswCSswCzqPcyjm8BI22QGHX30zNJsEerJTGkX43wb4eD/ZRyrkFzlfpobY7B3o9+I+P+vHbpfTIMZkQ/OZzuuv23+elXpNgRngIPIfp2TqFG/UwJZ4oFTjc76GeS+GKt0B6NSNnaJewZr9/+MMf8Mgjj2DKlClYsWIFCgsLUV9fj02bNmHTpk146qmncM011wS85t1338XNN98MALj88stRXV2N/v5+HDx4EO+9955CvF2/fj0eeOABVFRUYN26dRgeHsYrr7yCyy67DC+//DKWLVsW8PwjR45g5cqVcDgcuOaaa1BaWoq3334bP/jBD3Dw4EE8+uijAc+XZRk33XQTtm7dikWLFuGKK67AqVOn8Pzzz+Pdd9/F1q1bmYCb5ji9BF95u0e1sdBURzuEoL6VnCzj5LEGTDkvvQb1DynNysbn3Y7n3GI9BA6KRgwftrnwnTnanFB2OSS80eQTbN9tccERaRt6+LoaX17pE2xXlBlgFlkpbDqybnoGVbx95uhwXMRbtfLu2iR33nY7JWxu9OXXvtfmitgZKXDABSUGXFHly5ZmjQC1xTEV8XZaBOJtcPzB3m6PajO0aCky8X5H7aJCHc4u0CObxR9ETTJkNDO0iUnkMD1Hh+mUzE9CCLqcwa7dsbzdVrtE7VYfDyQCNJwh4ue543Y8d9yOu+dYAly7FRkC3mlxUsfN2bkiLi5L0Y5UjLCYkSsqxNsTA164o7jH0SrRNitjMLRGWLPfBQsWYPPmzViyZEnA4zt37sRVV12Fe+65B6tXr4bB4Ls4NDc347bbbkNpaSlee+01VFYGTrK83sCLS319PX7+85+jrq4OW7duRXZ2NgDgrrvuwpe+9CXcfffd+PTTTyGKY7t9zz33YHBwEC+99BJWrlwJALjvvvtw3XXX4dlnn8W1116LCy+80P/8F154AVu3bsW1116LJ5980r/S/txzz+Hb3/42fvazn+Hxxx8P52thpBjPnxiesCP8cVMJJHABAq4XPL6834BvZtlw58yMtHBwyIRgB0W8PStfR71JzdTxWFCgUzQu29XhhlcmmsiXI4Tg+IAXmxt9gu0nne6YTdiPfrUk6bN9GdFzbpEeM3NERcOsXR1uHOn3YIZKM4lIUXMuJqPzttHmxaYGJzY2OrCrww05wpPTKAAXlxux1mrE5ZXGmEVUMGLP8QGVRdQzuKJH4w/2jMup3d/rjmv8wYICn1C7sFCPShZ/EDe0ntHMSD44jkORSUCRScBiigfD6SVoGlYKxALQCQAAnMxJREFUu6Pirm0C1265swdTHe04bipBizE/pvv9my8CHbY8B9Xr4i1TM2L62YzkZVaODkCgicBLgPohCamWiLy/h96HZF6+9is+GQwaYd29XXnlldTHlyxZgmXLlmHbtm04dOiQP97g4YcfxuDgIP7yl78ohFsAASIsADz//PPwer249957/cItAMycORM33HADnn76aXzwwQe4+OKLAQAnTpzAzp07sWzZMr9wCwA6nQ4//elP8f777+PPf/5zgHj75z//GQDws5/9LGBifcstt+Cxxx7Dq6++il/+8pfIzNSmE5ARf16gdGYfT4sxH9+Yfgc2HH0KImR4weOb07+OU/p8/ODjAXzQ5sJvl+ZO2JAgFfii14N+95nzbsezrNSgEG8HPQQHejxnzOHi+7pgOX0EvMUIxNBtI8kEH3e6saXJic2NjpHOwpGhNnG+tNzAhFsGAN9N4u3TM/DDjwcU2545OoxfnJsT08+rV3He1iWB85YQgqMDXrx+2tdwTM1BEQpZeg6XVxixpsqES8oNYTd9Y0wONAeZReRQag78+43GH+zpcmN3twd7utxxiT8AgOnZ4lhTsUIdZrH4AwYjpTGKHKZm66iLRoQQ9LhkqrC7+ODb+Pnnf4QAAgkcvjH9DvypdEXc9nOiBc3//GQA/++zQVRliqi2CIq83UqLCIPAxrF0gJYZDQBHByQsTLGp0QHKvLHSIiA3xe/RGalLzO7edDrfQCAIPgcLIQSvvvoq8vLysHz5cuzbtw8ffvghCCGYO3cuLrzwQkUe7YcffggAfnF2PBdffDGefvpp7Nixw799oucvXLgQ2dnZ2LFjh/8xp9OJ3bt3Y+rUqbBarYrXXHTRRXj88cexe/duXHTRRZF8DYwk50i/B3sonWOD+VPpCryVOxd1jg6cMBUHrKZvbHRi/z878dTyXCwuSt0Spe3t9NXMZROJtyUGPHxAmcW1vd01oXgrvr8JGX/6FfIIAeE4uNZ9P6oGcTaPjG0tLmxpcuLNJid6XZHf5GeIHL5UbsAqqwkrKwyY9VK7wt3FMm0Z4/lqrRn/tXtQEcPx1xN2/Gxh9oSNSMKF5rzN0nMoMGpz4ioTgr3dHmxscGBjg1M19iEUik08VluNuKLKhKUlBujZjWnSQYs1qM4Ssb9nLP5gTxzjDwqNvF+oXVSow3wWf8BgMMbBcRwKjAIKjAIWjZvHcr2dML/4JLiR+i0BBE8cewrl55+H/STHL/JGk9EeLkMegi96PdTqQg5AeYaAqlFB1y/w+sTdAiPPqglShJm5dPnnyICEhfQo5aTEIxN8QWtWlsciExjJS0zE26amJrz33nsoLi7G7NmzAQANDQ3o6+vDggULcM899+Dpp58OeM28efPw17/+FeXlY11i6+vrYbFYqJmztbW1/ueMfz4A1NTUKJ7PcRxqamrw2WefwW63w2w249SpU5Blmfr84M8IRbx1Op1nfI7WcbvdAT/Tnb8cGaY+fkmZDvPyRBQZeRQaOWTqOPzv5yLe76aXQDXZJKza3I2HF2fgqzXGeO7ypPFBi9KhzHPA/BxZ9dyYl02g4wFPkFb6XosDd02lX0z5vi5k/OlX4MhogzgCwzPrYZ82D3IYZZPtdhlvtbrxZosbH7Z7EIVei2ITh8vK9bisXI8LinUwjohCA2569ma+jqTEeMEInYnGViOAK616vHgqMHZkwE3w9+ODuH5K7BZ9aGXnNRYeLhe92eBk4JEJPur0YnOzC280e9AWRTPAaguPVRV6rK7QY2GBCH7kZlP2uOBMzX4cUaPVeYBXJlTn+Be9Hqx4vSvmn2cUgHm5Iubni1hQIGJBvogKc5BgIbvBhvLJRavHK4MxHl3TKXAk8FrGExnfy+uGZ7rv3pcQgj43QYNNRoNNQqNNRsOwhAabhAabjBa7HHE8ULgQAM3DEpqHJeygmDPMIlCVIaDKwqPKIsA68rPKIqAyg/fPgxnap1AgyBCB4aDL66FeD5CbOmPr4X4v9Z5sdjbH7slSgFSaCxiNoWtFUYu3Ho8Hd911F1wuF+6//36/87aryzex3r9/P44dO4bf/e53WLNmDQYGBvDwww/j2WefxW233YZ33nnH/16Dg4MoLKSLMaMxBoODgwHPBxAQsaD2GrPZHNbzQ6G1tRWSFIcAtUmgo6Njsndh0vES4MV6I4BAV42BJ/ixdQCZ488WD/DYNGCDUYc/N9NFR4kA3//EhkJ3N6ZmpFYIvESAne0m+Nbqx5iRIaG/vQX9E7x2lsWA/YOBTtSPO9041dAEWg8vy+kjyCPKBnE9X+yHrXq66ucQAtTbOXzQK+D9HgGHbNG5X6eaZSzLl7A8T8IMiwyeGwYkoKt17Dmn7BwAk+K1eucAmpp6ovp8RnKiNrZelsnjRSgv1k8eHMD5YmyEVa8MnBpUnqclggtNTU0x+YxIcUrAx/0C3u0RsL1XwKA38hu/qRkyLsr3YkW+hDozAccBcAItzbHb33RAC/OAIS9waIjHF0M83ugS4ZHj53KtNsmYnSljTqaMOZm+YyfgGtQLNPfG7eMZUaKF45XBUEPnBbI4zm88AADC8WjyAp6g628BgAIeWJgFIGvsca8MtLs4tDg5NDh4/PLk5OV02r3A4QEJhwckAMqV0CK9jHIjQZmRoNzo+7185Pd8HcBMu9qixmTA50OB90WH+nwiWKqMre91CACUZohSqY/dk6UQyX68CoKgaiylEZV4K8syvvWtb2Hnzp247bbbcMMNNwRsAwBJkvDjH/8YN998MwAgJycHjz76KA4ePIjdu3dj165dOP/886PZjUmjrKxssnchatxuNzo6OlBcXAy9Pr3Du7e2utHtHlI8vrrSgFlTCqiv+d8q4PJWN77zkQ09LqVA6yEcXunLxm9npFaG8oFeL4YkZWbnRZUZqKykdHsYx8V9duw/GBiUb5c49GaUYGGBUgjnLUaQ4AkwzyN/zlmKhiUemeDjTi/ebPE5bBuHI3fwiRxwfpEOl5XrcGm5HlWWM4u/De0eAMrFn+lleaisTN0IDYaSM42tFYRgZsPAyI3QGAeGBNgySzEzJ/rCmFdPu+AmypiSOcWZqKw0R/3+4TLglvF2iwdbmt3Y1uaGI8K1Tw7AOQUiVlfqsaoitHOToc5kzQM8MsHhfgl7e7zY2+PFZz1eHI8ic3wiCgyc3027IF/E2Xkislj8QVLC5q2M5KAStlu+C8tzvwFHZBCOh+2Wu1Ey+6yw3mXKuN9vP1vGbR8MYXd3fGJioqHTzaPTDXxG8T+ZBMBqGXHtjrh3R/+/MkOAOYZRUYzQmNdmw+dDgUaBFicPhwRUl6XG2NrSOQxA6bC9eFopikzs+p/spOtcIOK7Q0II7r77brz00ku4/vrr8etf/zpge1bW2NLh6tWrFa+//PLLsXv3bnz22Wd+8TYrK0vV9To0NKR439HfBwaUItL414w6akN9/vjPmIhwLM5aR6/Xp9S/JxL+3kBvVPa16ZkTfjera4yYX5KBf32/l5oD+49GN/7nXF1K5Z5+0qsUuQFgRUXGGY+jFRXAr4PEWwD4uBe4oILy2tJKuNZ9H4Zn1oOTZRCeh+v2e6EfaVo24JaxtdmJLU1OvNXsxACliVqoZOk4XFJhxGqrEZeUG8NuOtcn0cXiiiwjjEYm3qYjE42t/zJTwn98pLwevXDai1+eF13PX0II/nicfj1dVp6RsOOx3S5hc6MTGxsc+KDNhQmack+IjgeWlxqwtsqEVZXGlBpPtUI85wGEEDTapJGGYm7s7fJgX48bzjhotUYBOCvf10xsUYEeCwv1sFoElteYYrB5K0PzXHI1+mYvRM8X+5E/5yzoSysp9TahU24E3l5rwmfdHmxvd+HDNhd2dbhhU7mwXlNtwu3TzYHN1Gy+Zmp9FMNJvHBIvmZYR1VcuyUmHtWZ4lje7rhmasUm3h9/xIgdc/K9QH2geEsAnLLzmJYiY+vBAeW9arGJhzU38eYFRvxIt7lAROKtLMv4zne+g+effx7XXXcdNmzYoGg+VlNTA0EQIEkSNaZg9LHxmSO1tbX45JNP/Cr6eEbzbUdzacf/fvLkScX7E0Jw8uRJlJaWIiMjAwAwZcoU8DxPfb7aZzDSgz6XjM2NSkGxzMxjeemZRY5Ss4DXLivAtz7sw9/qA9/HIwN/OjqMH80PbVEgGfiQIlILHHBe8ZlXvhYXGaDnAXeQzrm9zYV75tEdyt7la2CfNs8/Ae7ILMWWQzZsaXLiw3aXIkM3HCoyBKyyGrHGasSS4uiaGrXb6UpECROaGBSurzXjZ7sHYQ+68Xqx3o77F2XBTMsRCZGPO93YS2m+OC1bxLLS+K5Qnxr0YmODA683OPFplxuR3iJmiBwuqTBgrdWElZVG1igqiRhwy/is243dXb7GYnu73eiMIst4IqZli1hYqMfCAh0WFeoxO08HHc9u9hkMxuQj5xbCVj1dUSkWKRzHYUGhHgsK9fju3Ex4ZYIDPR582O7CjnYXdnd5IBGCr9aa8eDibOh4Dssp79PvktFg8wm6DaPC7pBP2G20SREvtEZCu0NGu8ONjzqV24wCUGXxiblVQcJulUVAho7NCyJhlkrTsnp7alw7ZULweQ+lWVk+a1bGSG7CFm/HC7df/vKX8cQTT/hzbsdjMBiwePFi7Nq1C0eOHFFEIxw9ehQAYLVa/Y9dcMEF+OSTT7Bt2zbceOONAc/ftm2b/zmjLF261L/te9/7XsDz9+zZg4GBAVx66aX+x4xGIxYuXIhPP/0UjY2NAZ8NAO+++y4MBgMWLlwY8vfBSA1ePmlXiIkAcEOdGUKIN4ECz+GHZ2fhxXqHQqx4+ugw7pmXmRLdziWZYGeHMpNzfoEOmSFMokwih0WFeuzsCBSAP+50wy0R6ndECME+kouXuDn46CMdvuiPLt/m7HwdVlmNWG01YU6uGDNHVqONLt4Wm5h4y1CSrefx5SkmPHc80PU/6CZ45ZQDt0zNiPi9f39QGZcAAN+YZYm5i4UQgs97Pdg44rA91Bd5SWeugcOqShPWVhlxUZkRJlZOqXk8MsHBXg/2dLuxp8uDPV1uHBvwRizan4nLKo1YNCLUzi/Qh10hwWAwGKmCyI+JuXfPDT2iLcfAI8egx1mUvsuSTNBil/yCbqC4K6Enmo6/YeKUgKMDXhwd8AJQ3nsUmXhUB4i7Y+7dUjNz7aoxM5cuYtbbU+N6enLQS3Wkz8tPn/J6RmoSlngryzK+/e1v44UXXsDVV1+NP/zhD1ThdpSvf/3r2LVrF37xi1/gpZdegsHgczAeO3YML7zwAjIzM3HJJZf4n3/zzTfjsccew/r167F69Wq/O/fw4cP429/+hilTpuDCCy/0P7+urg5LlizB9u3b8dZbb2HlypUAfE3UHnzwQQDArbfeGrBPt912Gz799FPcf//9ePLJJ/2izXPPPYejR4/ihhtuCDk2gZE6vHCCHplwU114pRVTskRcVmnEG02BGTudDhmvnXbg+trkL9X4vNeDQUo0wdKS0Muwl5UaFOKt3Uuwt9uN84p97+OSCD5sd2FzoxNvNDrRYpcA6ACEX2er54ELSw1YZTXi8koTyjPiI6aeHlKKVqVmnglQDFXWTc9QiLcA8MzR4YjF24YhLzY2KnO+cg0cbqhTNtSLBEkm+KTLjY0NPsG2QWXhIhTKzQLWVBmxtsqEJcV6iMw1qVkIIWgaHok/GBFq9/d44JASY9NaWWHAi5dQ1AYGg8FgxASB52C1iLBaRFxIqT4cdMtosI05dRvGCbuNNi/VDBMvOh0yOh1ufNKl3Kbn4RN0LYIilqEqUwjJcJKqFBp55Bt4hRBfP5wa38l+iusWYM5bRvITlnj70EMP4YUXXoDFYkFdXR1++ctfKp6zZs0azJs3DwBw7bXX4vXXX8c//vEPLF26FBdffDEGBwfx+uuvw+l04vHHH0dOTo7/tXV1dfjRj36EBx98EBdccAGuuuoq2O12vPzyy/B4PHj00UchioG7/PDDD2PlypW45ZZbcPXVV6O0tBTvvPMODh48iFtvvTVA7AWAG2+8Ea+++ipefvllNDQ0YOnSpTh9+jT++c9/oqKiAvfff384XwkjBTjc56GWF59bpEdddviD/DdnZSjEWwB4/JANX6kxJX3u3vZ25co3EJ54u7TEgIegzCL654gItKXRia0tTgx5IhcEcvQcVlYascZqwkVlhoQ0pzlNEbCqM6NvPMVIXRYU6DA3T4fPewPHoN1dHnze68HcvPDHoD8cHoZMOXXWTc+IKorBLRF80ObCxgYHNjU60eWM/A5tWraItVVGrLWaML9Al/TjYqrikQl2jpTi7u5yY08c4w+mZov+6IMpWSKufUvZDXpaBNdkBoPBYMSOLD2PuXk8dX4iyQRtdgmnbWOCbsOIyHt6SIpq3hAubhk4PuDFcRXXboGRH3PqWsaLuwLKzELIlZfJCMdxmJkrKmLwTqZIbAITbxmpSliqQmNjIwDAZrPhV7/6FfU5VqvVL95yHIennnoKixcvxnPPPYdnnnnGH6dwzz33+GMPxvP9738fVqsVGzZswNNPPw2dTofFixfjxz/+MRYsWKB4/owZM7Bt2zY88MADeOeddzA8PIyamho89NBDuPPOOxXPFwQBL7zwAh555BG8+OKL+P3vf4+cnBzcdNNNuO+++xRZu4zU568xct2OcmGpATNyRBzpD3Rh7u32YHeXB+cUJXfJxodtyglQqHm3o5xTqIdBAFxBWufvDw4DGI5436ozBaweiUM4ryixDj6ZEDTalM7bKguLTGCow3Ec1k3PwD27+hXbnjpswyMX5Ib1fkMeGX85pjyHRA64Y0b4TdBsHhnvNLuwsdGBt5qcGIxiQWV+gQ5rrb5IhOk5bAKtdT7tdOOuD3pxcij2XcXyDTwWFeqwsFCPRYV6LAiKP9hFieYBgGk5bDGMwWAwtIrAc6iwiKiwiFRTh80jjzl1bYGxDA02r+K+IJ50O2V0O2Xs7lIKfToesFrGNVCzBMYyJMIQEm9m5ugU4m2nm8eAW0ay93860Kv8m+boOVTGqfKSwUgUYc2CN2zYgA0bNoT3AaKIb33rW/jWt74V8muuv/56XH/99SE/v66uDs8++2zIzzcYDPjhD3+IH/7whyG/hpGaeGWCF+uV4q1RAK6eEll5McdxuGumBd+jiDFPHLbhnKK8iN5XCxDiK5UOZkGBDpYQy49kQvBFnydmE7RzCnVYZfV1oJ+RE7v82nBpt8vUfxNz3jLOxHU1Jvz00wEMB+VzPXvMjquqTbioPPRZ9HPH7FSB9ctTTCgLcdLa45SwpcmJjQ1OvNvqjPhc5TlgSbEeV1SZsMZqRIWFnQvJglcm+PaHfTERbg0CcFaeHgsLfa7ahYV6VFmECcdqn1NKydRsdgwxGAxGsmLR8Zidx2M2xbUrE4J2u+yPYxgTd30/O+JU9UHDIwP1gxLqByXQXLt5hnGuXX8DNd/v5RlCUsQ/qeXeHh2QUJzECZKEEOzvUd6rnpWvZ1VejKSHzYIZac3WFhd1MnBFlSmqzubX15pw/54B9Adlw752yoH/XiSFLKJojU6HjD6XUhg6t2jiyASHl+D9Nie2NDrxRpMzqgmYUQCWlxmxxmrEZRVGFJu18V3S8m4BJt4yzkyWnsd1NSY8eyxwIYkAuPODPnxwZVFIY4YkEzx+iN6o7N9mT+y6bbZ5sWmk4djODjcijTA1CMBFZUasrTJiVaUR+UZtnJ+M8LB7yUiDmPCpyxL9Qu2iQj1m5+rCbtapJt5OY+Itg8FgpCQ8x6EsQ0BZhoAlFNfusEdG47g4hlGBdzSWwZlA126vS0avS6bG7okcUGkJFHZ94q7vd6002ZyZS7+eHhmQcGFlgncmhjQNS9R71TNFJnC9neA7WiAXl4PkFcVr9xiMqGCzYEZa88IJeol+pJEJo2ToeNw6LQO/+SJQSPES4Omjw7hvQXIuaQZHQYxCmwB0OyW80eQTbN9tdcFO6foZKgVGHpeU6rDIOIhr5pQi3xKbpkuxRF28ZeIV48z822wLnj9uR/Bp0u2U8S/v9eL1VQXQncHJsbnJSW0cdn6xHmcXKGNNjvV7sLHRidcbHPiMcgMSKlk6X770WqsJl1QYQnbhM7SLRcchQ+QUbvBgRuMPFowItQuD4g8i5RhFvM0z8GwxgMFgMNKUDB2Pmbk81TFKCEGHQw4Udoe8/sZqbfbEuXa9BDg1JOGUSuVKjp4bi2MIcu+WZwhnnOvFipkq8VVH+hOogseBSPJuxfc3wfCn9eCIDMLxcK27F97la+K1iwxGxDDxlpG29Dp9jbGCqcgQqN1Vw+WOmRn47UGbonHQM0eH8f15mTCKyVe6cbSffkGcMTIBOD7gweZGn2D7cacb0fQfn5YtYlWlEautRiwq1MPjdqGpqQ8ZGv3eaM3KAF+nWwbjTEzP0eG/FmXhvk8HFds+6nTjgT2D+O9zsid8j98fnNh1SwjBZ90ebGx0YGODkyqQhUqhkcdqqxFrq0y4sNQAQ5jOSoa24TkOq6xG/N9Jh2LbaqsRX55iwqIQ4g8i5TjlWsMiExgMBoNBg+M4lJgFlJgFnEdpX+Pw+vpSjBd2/c3UbFJUBpNw6XcT7OvxYB9FZBQ4330oTditzhSRo+dids3NMfAoM/NoDRK2j0QxN9QC4Yq3XG+nX7gFAI7IMDyzHtLcc5gDl6E52EyYkba8fMoBN2Uh9oZac0w6jFotItZYjXi9IVAg7nbKePmUHTdPzYj6MxKNWhnt88ftuOuDPpwYjM0F/8OrijAnKA8rcl9gYqA5b40CUGxiLkRGaHxrtgUfdbixkbKo9JsvbDivWI/VVrrrfF+3G7s6lBlfFRkCMnUcfvBRPzY3OtE8HLmjwmoRcEWVr+HY4kJ9SndiZvhykmnibXmGgOtqoqtOmQiXRKiLYUy8ZTAYDEYkmEQO03N01GaphBB0OYNdu2N5u612KSozSjhIBGiwSWiwSXi/Tbk9S8+h2hIo6I7+XpEhhB1RNDNXh1Z7YKbvkX4JhJCkzYf9nJJ3axE51GTR5xB8R4tfuB2Fk2XwHS2QmHjL0BhsJsxIW144oWxUBgA3jkQmxCL75q5ZFoV4CwBPHBrGTXXmpLswHlFx3j59lB4/ESm9rsSVN8WKBkp5VJVFBJ9kf2PG5MFxHH67NBdfvN6J05Tj6Zvb+/D+lTpqjrKa67Z5WMLVb/ZEvE+zckWsrTJhrdWIuXm6pBuzGJHzpXIjsvQcBinZ7T9fnB23hiwnB72KihWA5d0yGAwGI/ZwHIcik4Aik4DFlNs9p5egaVgp7I6Ku7YEunYH3QQHej040Ku8H+M53+JqtUUp7FZnCsgz8Io53MwcHba2BIq3vW6fmF1kSs6YIprzdm6+TvV+TC4uB+H4AAGX8Dzk4vK47SODESlsJsxISw71eagZj+cV6VGbLcYs++aCYj3m5OnwRdBF9kCvB7s63NRAfi3Sbvfl1+5oV65mhkuJicfllUastppgEDhc9Wa34jnb21wxia5IJA0U5y3Lu2WES46Bx7MX5WHlpi64gvTbATfB7e/24o3VhQGxK63DEl6iOCQjZXGhHmurfJEIak4FRupjEDhcUWXC88cDFzq7nDJ2tLuwvMwYl89Vi/NgzlsGg8FgJBqjyGFqtg5Ts+mu3R6XTBV2Tw9JaBlOnGtXJkCTTUKTTcJ2yv1apo5DVaY4TtwV4FDpTnu4z5OU4m27XUI7pSn2vDz1vFuSVwTXuntheGY9OFkG4Xm4br+XRSYwNAmbCTPSktdO04WOm6aaY5p9w3Ec7pqZge/s6Fdse+KwTbPiLSEEh/u9I/m1DuyJopkR4HPvra40YZXViPkFY6ufHpnALHKKrKkP2120t9Esdq9MnSywvFtGJJyVr8dD5+bg33f2K7bt6/Hgzg96MT1bh8963ArHRCSIHHBhqQFrq0xYbTWixJx8E3ZGfLhuilK8BXyxQ/ESb4+riLfTKDfODAaDwWBMFhzHocAooMAoYFGhsjGsWyJoskk4bfMqYhkahrwY9CTOtTvkIfii16MwFI1S7uzBVEc7jptKcKgvG8vLErZrMeNABM3KAMC7fA2kuedEXXHLYMQbpiww0pIdFHHQKABXV5vA1x+LafbNV2rM+K/dg+gJigLY2OBEk82LSos2TkOPTLCrw40tjQ5sbqR3rQ8VgQOWjORzrrIaqWXeAKDjOZxXpMe21sC/x+4uN+xeGWYxOfJiG1W+K7V/N4NxJm6bZsbODhdeqlcuNL3e4MTrUMaxhINZ5PClcp9ge1mFETmG5DjXGIllWakBBUYe3c7A69c/Tzvwq/Nyws7XC4XjA8qbLx0PVLFKBgaDwWAkEXqBQ222iFpK5QghBH3jXbu2QPdu87BEjRCKB+va3sPjR5+EAAIJHP6s/zdg9lcS8+ExZD8l7xbwmSLOBMkrYhm3DM3DlAVG2uGSCHZ3KQf384sNyNLzMc++MYocbp9uxvoDgZmUEgGeO27Hf87Piuh9Y8GgW8bWFic2NzrxVrMTA+7IZwmZOg6XlBux2mrEpWGIQctKDQrx1iMDn3S6sSJOzq5YQ2tWBrDYBEbkcByHX5+fgwM9Hhzpj00jwBw9h8srfXEIF5cbkmZxhDF5iDyHq6tNePJIYK55v5vg3VYXLquM/RhNc97WZolxy9hlMBgMBiPRcByHPKOAPKOABRTXrkcmaA4SdH0OXgmnhryKPPpIKXf2+IVbABBAcOv2DXBeszzpHKi0LGCDAEzLYZIXIzVgRzIj7djT5VZkSQLABSMRBvHIvvmXGRY88rkNwdFCmxqdCRdvm2xevNHkxJZGJ7a3u+CJsjfY9TUm3FBnxtISQ0QurGUq2bbb21xJJN7SnbdVGnFVM5ILmRB82unGxkZn1MJtqZnHWqsJa6uMWFJigI4JYIww+fIUpXgLAC+fssdcvCWEUMVblnfLYDAYjHRCx3OYkiViikrvgX6XrMzZHRF7m2yS4p5TjamOdr9wO4pAIq84nUxozcpm5+rY3JeRMrDZMCPt2NlBL6lYUjy26hnr7JvyDAGXVBjxZlNgqfMXvR40DHnjmo1KiK8zqS+/1kldlYyUEhOPPyzPi+o9zs7XwSJyim6t29uib46WKNSct6zMlxEqbongw3YXNjY4sbnRQc1QDod/n2vB2ioTFhSod9hlMELhvGI9ysw8Wu2Bx+TmBiccXgKTGLvjq90hY4iSATiNibcMBoPBYPjJMfA426DH2QXKbV6ZoHnYl6sb0ExtJHu3zzV2nT1uKoEELkDAlbnIK04niz6XTI2xO1PeLYORTLDZMCPt2EnJuzUIwIKCwJKVWGffrLEqxVsA2NLkxDdmWWL2OcCYEDQq2LbYI8+v1fHAshJltAEAzMiN/oIo8hzOL9bj7aDGS3u7kyf3lua8LTTysOi0v++MyWPYI2NriwsbGxx4o9kZkxK431yQg69NNYNjgi0jRvAch2ummPG7g4HRPzYvwVvNTlxVbYrZZx1TcZrXsWZlDAaDwWCEhMhzqM4UUZ0pYjlle79LRoNttHFaFp4z/Btu+WADBCJD5ni410VXcToZHIgi75bBSBaYeMtIK7wywcedysF9YYEexhi6h2hcXmkEByBYntncGBvxtt8l461mn1j7TouT6l4KlWw9h8sqjFht9WVjygSofqFN8bzpMXJDLS01KMRbL/E5kxcX0WMVtEQDxXnL8m4ZNPpcMrY0OrCx0YltLU44I19XwZJiPdZWmbDGaoyre5/BuHaKSSHeAsArp+wxFW9pzcoA5rxlMBgMBiNW5Bh45Bj0OCt/5IG5X8HAqvPQ88V+5M85C/rSykndv0igRSYAzHnLSC3YbJiRVhzo8WDYqxQ1l5TEXyAsMglYXKRXiMc72l3oc8nIjaDb++kh74i71oGdHe6Q841oVFkErLYascpqwvnF+oB8oI87lK5bAJiRE5sL4kJKUD8A7O3WvnhLCEEDpUynmolpjBFahyVsanRgY4MTH7a7UOLowVRHO/JNJWgx5p/5DUbQ88BFZQasqTJhtdWIAiNbIGDEH663E4u6mnGeaMBH3pyAbW82OTHkkZEZoyqDY5S8WwCoY+Itg8FgMBhxQ84thK16OnJzCyd7VyKCJt4KHDAzRveqDIYWYLNhRlqxQ0WEvKA4MSUVa6xGhXgrEeCtZie+Wms+4+tlQvBZtwebGx3Y0ujEoSibGS0s0GG11YRVViNm5oiqpdZqTZOmx6h751n5OqoreW+39nNvu5wy7JQFAeaETG/qByW80CRi5+EBfNYzdv6sa3vP39VXAodvTL8Dfypdofo+FpHDykoj1lqNuKTCiCw9i+JgJA7x/U0w/Gk9OCLjA47DXdMCj1enBGxpdOL6EK5foXCCIt6WmHhks+OewWAwGAyGCvsosQkzcsS4V9YyGImEqQuMtGJnu3JgFzlgcVFixNvVViP+v92Disc3NzpUxVuHl+CDNhe2NDrwRpMzqkZGBgFYUWrAaqsJl1UaUWIOzbl3pJ9eijIjRuJtpo7HtGwRR4Nu3Pd1x665WrxQa1bGYhPSC0II9vd4sLHBiY2NjpEFDz2AseOj3NnjF24BQADBhqNP4a3cuQEO3AIjj1WVRlxRZcLyMgMMQnwnnlxvZ8yaMzJSB6630y/cAgBP6Mfry6ccMRNvac7bqeNct+xYZTAYDAaDMZ5+l4z6QWUV5PwClnfLSC2YeMtIG2RCsIvivD27QIeMBDWWqsvWYVq2qLhBfafZBaeX+FcHu50S3mzy5ddua3VRnZ2hkm/gcVmlEausRlxcZojo33qU4rwtNPLIi2HZ9vwCnUK8PT7gxaBb1rTbkNasDGCxCemAJBPs6nRjY4MvEqF5eOIA26mO9oBuvgAgQkadowN8QRHWWo1YW2XCeUV6CHxinALjnZWE4+Fady+8y9ck5LMZ2obvaPELt6OMHq/jxdttLc6Io3/GM+yRqefQtJGSR3asMs4EE/cZDAYj/VDLu51fwCITGKkFUxcYacOhPi/6Kd3clxQnNlN1jdWIY58HNn4Z9hI8fXQYXplgS5MTH3e6IUeRX1uXJY7k1xqxuDB6IYgm3sYqMmGUBQV6/K3eEfAYAbCvx4MLS7Wbe6vmvK2yMOdtKuL0Erzf5sLGBgc2NzrR4wrdCX/cVAIJXICAK3M8fn7lLMysLVaNLYkXwc5KjsgwPLMe0txzmPDB8AlgHB8g4MocjxOm4oDneWTg9QYHbp2WEdXnnRikj6VTs0V2rDLOCBP3GQwGIz2hRSYAwPx85rxlpBZMvGWkDTvb6Xm3S0oSO7Cvtprw68+VXbt//MlAxO/JATi3SO8XbKdmx26lcdAto8WudEPFqlnZKGqlLfu63RoXb5XfjY4HykKMpGBon0G3jHeanXi9wYm3m52wReiEbzHm4xeL7sJ/7vkDeCKD8Dzct9+LWXXlMd7j0KA5KzlZBt/RAokJYmkPySuCa929MDyzHpzsO16bv/rvaGlTNtl75VT04u1xlWZl07JFdqwyJoSJ+wwGg5G+fEaJ2dPxwOw85rxlpBZMvGWkDTs7lKtyHIDzihInDA57ZLRRhNBIMIscLiozYLXViMsq49d5Xq37d6ydt3PzdBA5IFgX26vx3Fua89ZqERJW9s6ID10OCVuanNjY4MB7rS64I4yaFjhgaYkBV1QZsdpqQlnGDXD0XqyJ0l6as5LwPOTiyRGTGdrDu3wNpLnn+I/XvLwinPXPTkWJ4gdtLnQ6JBSZIr8OfdJJd87UZYuQTexYZajDxH0Gg8FIXz6jNLielauLe88IBiPRMPGWkRYQQrCTknc7O0+HnChz+s5Eu92XX7u50YH32lxwRaHdFpt4XD6SX7u81AhTAjpoqjcri+1qplHkMCtXhwO9gZ+3l3JBpjFZWXeNNuUfdJEwAOFw26SLc4zwaLR5fQ3HGhz4KIroEqMAXFSqw7kmG746twSl2YHNnEhekSYEBZqz0nX7veyYZQQQfLxeO8WkEG9lAvzmcxseXJwd0Wf0u2S8cNyueNwicqjIEEAs7FhlqKPVhSiWwctgMBjxpdcpoYFyLzY/n7luGakHE28ZaUH9oBedDqV1bklx7CMTCCE43O/FlkYntjQ5sLsrOuforBwRq6xGrLKasKBABz7BuZi0vFsAmBFj5y3gC5YPFm8bbRJ6nBImKsidrKw7l0TQEtRgZ13be3ji/SfBE8Jy9zQOIQRH+r14faThWPCxFw7Zeg6XVRqx1mrCl8oNECQ3mpoGom7iFG+CnZVMYGCciWummPD/7R5UPP77QzZcPcWERYXhX1efOTpMjSNZXWX0X/PYscpQQ4sLUSyDl8FgMOLPPtVmZSzvlpF6MPGWkRbsaKe7Ny8oiU1kglcm2NXhxuZGB7Y0Oak5qKEicD5ReZXVhFWVRkzJmtzT9CjFeZtn4FFgjL0otaBAj2ePKd1Xn3V7sLSA/prJzLprsnkxXm4od/bg8aNPgh95lOXuaQ+ZEOzp8mBjgwMbGx2oH4z8XC028VhjNeGKKiOWlhqgGxeV4YxNOkpC0IoTmJEcVFpEXFxmwLbWwGoWmQDf/rAP719ZFFapoksiePyQMgceAL492xLw/+xYZaihJXGfZfAyGAxGYqDl3QLAWRTnLauGYCQ7TLxlpAU7KJEJQHTO20G3jG0tLmxudOCtZif63RHWWAfx5prCiJxL8eIIxXk7PUcEFwcH8PwCeonL3m43lqqsoE5m1l2wSD/V0Q4BgccBy92bfDwywY52FzY2OLGp0YE2e4QBtgBqMgWsrTJhbZURiwr1CXfCMxha4OfnZmPZPzoVWdBH+r341f4h/GRBVsjv9feTdrRTKmNWlBkwj3WKZoSBVsR9lsHLYDAYiYGWd6vnfZm342HVEIxUgIm3jLRgJ8V5Oy1bRGGYzVWabV680eTEliYnPmhzwRO5BqTKznaXZsTbYY9MzXSNR2QCAMzM1cEoKF2LvlVV+ncymVl3wc3KjptKIIELEHC1kLuXjti9vsWV1xsceLMpusWVuXk6rK3yRSLMyo3PwgWDkUxMz9HhB2dn4cG9yviEXx8YwpXVJswNocuzTAh++wXddXv3HAv1cQZD62g1g5fBYDBSDVpswpw8HfTjKoBYNQQjVWDiLSPlabR50TysFCBDcd0SQvB5rwebG32CbXCTlnCZl6fz5ddWGlGVKaLur22QgjSlzY1O3D03M6rPiRXHB+h5t9Nj3KxsFB3PYW6eDp8G5QT7VlXpqbeTmXUX7LxtMebjG9PvwB+OP6WZ3L10ot8l440mX8OxrS0uOIJPrhDhAJxXrMcaqxFrq0yozmSXSgYjmO/OteAfpx34PCgr2jsSn7B1bSFEfuKFjrebXdTqjjl5OlxUFptYIwYj0Wgxg5fBYDBSjS6HRL3HD867ZdUQjFSB3ZEyUh6a6xYAlqjk3bolX4n1qGBLuyiEio4HlpYYsNpqxOWVRlRaAk+5JcV6bA/av4873eh0SCgK0xUcD2g31UD8nLeA74IbLN62O2S02dX/DpOVdRfsvAWA16ovwiPfuJRlKiWIdruETY2+hmPb21yg9DwKCR0PLC814IoqE1ZZjZo4/xgMLaPjOfx2aQ4ufr1LsQi5v8eDx76w4XvzJl6IfPTzIerj35ljYQ53RlKjpQxeBoPBSEXUmpWdHZR3y6ohGKkCE28ZKc/OCfJuR4PL+3PL8MZwJjY3OrG1xYlBT+Ql1tl6DisrjFhtNeLiciOy9eqNvdZUmRTiLQHwRpMTt06jO00TCa1ZGRA/5y0wulo6rHh8f6+E2RO8bjKy7hookRLVmaJmcvdSlZODXmxscOD1BodC6A+HDJHDpRVGrK0y4tKKic9VBoOh5Kx8Pb43NxO/OqAUYX+xbxBrrEZMU7le7OlyY2eHcnG1IkPAl6eYYr6vDEaiYXMBxkSw5kkMRnTQ8m4BpfOWVUMwUgUm3jJSnh3tSvG2yiIgc8cWmP76MHhCoAeHndPvwKulKyL6DKtFwGqrEasqTVhSog/oOj8Rq61G/OjjAcXjmxu1Id4epjhvs/QcSkzxE7kWqDQt29frxezcuH1s2BBC0EBx3lZb2LAaa0bjS15vcGJTgwOHVBzhoZBn4LHKasRaqxEryowwiczdx2BEw3+cnYnXGxw4GhSz45KA7+zox+ZVBRAo18TffEF33X5jVkbI11AGg8FIRljzJAYjenw9UQIxCvQKUVYNwUgFmMrASGna7RLqB5XuSG93J0o2Pgx+pLGUAIINR5/CW7lz0WLMD+m9FxbosMpqwqpKY8RNjKwWEXPydPgiKDPwvVYnhj0yMnST6wSkOW9nZOviWs46NVuEReRgC6p/39fjxc0aEm/7XDLVoV2dycrtY4EkE3zc6cbGkUgEWuO8UKnI8C2uXFFlwvnF+jPmcDIYjNAxCBweW5qDyzZ1I3hE/LjTjT8eGcY3ZgU2Hzs16MXrDU7Fe2XpOdw2ffIXLhkMBiNesOZJDEZs2NejdN7Oy1Of57NqCEayw8RbRkrzbis9MmGqox1C0G2mCBl1jg5V8dYg+DIxV1tNuKzSiFJzbES6NVajQrx1SsC2VheuqJq80lGHlygacgHA9Djm3QIAz3E4q0CHHUFxEvt7vSCRp1nEHNp3A4A1t4oCl0TwQZsLGxsc2NzoRJdTPvOLVJieLWJtla/h2Nn58V1wYDDSncVFBnxzdgZ+f1AZefP/fTqAU4NefHduJsoyfNfN3x20QaaM5/8yPQOZk7xoyWAwGPGENU9iMKKnzS6hza68TzhbpYKTwUgFmMrASDl6nBLebPI1G6M5ewDguKkEErgAAdcLHidMxQHPyzPwuKzSl197UZkBljjcVK62GvHQPmX56HPH7ZMq3h4f8ChcVED8xVsAWFCgV4i3fW6CFhcHa9w/PTRozcoAoIo5b8NiyCPjnWYnNjY48VazE0NR5E0vKNBhbZUJayfI2WQwGPHhvgVZ2NzoVCxsuWXgicPD+NPRYdw6LQNfm2bG88ftitfreOCuIIcug8FgpBqseRKDET37Qsy7ZTBSCSbeMlKCEwMebGl0YnOTEx93uqmOnvG0GPPxjel3YMPRpyBChhc8vjn962gx5qM2S8DqkTiEc4v01Ky+WDIvT4eKDAHNw4E3vG82OfFRhwvnFRvi+vlqHP3/27vv8CjqtY3j391N7ySQ0BI6iEi3UERUFKSDggeEAwIWFJUjYO8iKqJiOUoRRDyAiiIKUqQpoIiIFJUqEBKaQQhJID278/6RNythN5CElJ1wf67rXEd3ys7EO5PdZ37z/AroK3pZGRTFCup7u/O0lbal/u6Fc7CAx/g18vbCTmbYWRqfwTfxGXx/NIPMYnZEsFlyJx7sWcufbjF+1FS/YZFyE+Bl5Z32lei1/ITb5VkOmLE7lRm7XUfnAtxeL6DEnmgREfFUmjxJ5OJtPel+wuKWGnkrFZi+6Yop2R0Gv/ydxbL43BG2e5OLPoHRrGrXs6JSU+qnJxAcHc1Vl9VgU3TZj9izWCwMqBfgdrbu5zensKxb5XJ55Lvg4m3pXzYKumu664znPE7rbuStzQI1AlV8cOfQmRyWxGfwTVw6GxIufIOlIL42uKG6Hz1r+dE12o9wP/28RTzFddV8ueuywAILtOfz4BUadSsilwZNniRycdyNvA30stAgROUtqbiUbjGN1GwH3x/NZOmhDL49lMGJi+iH6W+zcEMNX7rF1KNLzSZU8S/fAtCoK4L4YPcZkrPyV7Q2Hs9i+aEMusaUffuE3W4mKwvyspRJcbJWkI1wXyuJmfn/G+887UnFW9fhojUDbZol/Sx7krL5Ji6DxXHpbCvgDnlhhHhb6BKd27+2U43SaV8iIiVj4jWh2CwwfVeq29Y77nSp6VsmT3WIiHgKTZ4kUjyGYbD1hOv3imYR3qX+xKxIeSrSN+CjR4/y/vvv07dvX6644gqqVKlCw4YN+fe//83mzZsvuP3BgwepUaMGYWFhPPzwwwWu9/nnn3PjjTdSvXp1atWqRf/+/dm6dWuB6+/fv58777yTevXqUbVqVdq1a8f06dNxONwX9zIzM5k4cSKtW7cmKiqKRo0a8eCDD5KQkHDhH4KUqYQ0Ox/vTeVfq05S75NjDFqTyNw/0y6qcPtc6xAO3FGNeZ0iGNwgsNwLtwCVfK083DTY7bIXf03BXtxhihdhj5vRzI3CvMpkFLDFYnH72MvuVGu5/CzciXMz8vZSb5lgGAa//p3FC5uTuerLBK5ZeJzxW1KKVbiN9LdyZ8MAvrg5gn0Dq/FBx3B61/ZX4VbEw9msFia2CWNj30hur+tPYb5HPVjA3z8RERGRsx1Jtbud1FgtE6SiK1KlYfr06bz11lvUqVOH66+/nipVqrB//36WLFnCkiVLmDlzJn379nW7rWEYjBo16oLv8cYbbzB+/Hhq1qzJsGHDSE1N5csvv6RLly4sWLCADh065Ft/9+7ddO7cmfT0dPr27Uu1atVYuXIljz76KDt27ODtt9/Ot77D4eCOO+5g9erVXHnllfTs2ZPY2Fjmzp3Ld999x+rVq4mKyj9plZQdwzDYnZTDskMZLItPZ/Pf7ifNKq5wXyujmwZh9cCZ5++5PJBpu864zJy5KymHz/ancUeDwDI7lky7wYEUd8Xbsvuj2DLCh9VHMvO9lma3sP+0nWYBZXYYbmU7DJcexQC1L8HJynIcBj/+lcU38eksjcvgSFoxG9iSO+K6Zy1/etTy46oqpd9vWkRKT6Mwb6Z3DOfRFtm8vv00nx9Ix+7mD3qryt60j9IEIyIiInJhBfa7jdBnCanYilS8bdWqFUuXLqVdu3b5Xt+wYQO9e/dmzJgxdOvWDV9f1wmWpk2bxs8//8wLL7zAU0895Xb/+/fv55VXXqF+/fqsXr2a0NBQAO699146derEQw89xC+//IKX1z+HPWbMGFJSUpg/fz6dO3cG4Omnn6Zfv37Mnj2b2267jeuuu865/rx581i9ejW33XYbM2bMcI4inDNnDg888ADPPfccU6dOLcqPRS5SjsNg4/Eslsansyw+g1g3j6MXltUCbaN8CPe1sjguw2X59dV9PbJwC7mTvTzeIoTRG5Jclr289TS31gnAz6tsjn1/So7bL9ll0e82T0F3T7cl2mlWzvdXjqTa3f58LpWRt+k5Bt8dzWBxXAbLD6VzKrP4t1iaVPKiRy1/etTy54pKZTOyW0TKTv1Qb6ZeF86jLXJ487fTfLovjZz/v2QEe1t479pK+r0XESlHlsTj6r8rpuGu3y1o5K1UfEWqNPTq1cvt6+3ataNDhw6sWbOGnTt30rJly3zLDxw4wIsvvsjo0aNp1qxZgfufO3cuOTk5jB071lm4BWjcuDEDBgzgww8/ZN26ddx4440A7Nu3jw0bNtChQwdn4RbA29ubZ555hrVr1/Lxxx/nK95+/PHHADz33HP5viwMHjyYd999l4ULFzJp0iSCg/UIX2k6ne1gzZFMlsSns+JQBklZxS/+BHlZ6FTTl24x/txcw5dwPxtjf0pyu26/umXfO7YoBjUI4L87zvDnOS0LDqfambH7DA9cUTa53OOm3y2U7cjbVlXc3z3ddjKHIWV2FO65m6wMKvbI26RMBysO5044tvpIJqk5xfudtQBXR/rQIya3h20dTSwgckmoG+LFf6+txKMtgllzJJMz2Q761PanZpCuASIi5cVr7RJ8Z72BxXBgWKxkDhtLTsfu5X1YIgVy1+822NtCXX2nkAquxBLu7Z1b1LHZ8hcvHA4Ho0aNIjo6mkcffZRNmzYVuI8ffvgBwFmcPduNN97Ihx9+yI8//uhcfr71W7duTWhoKD/++KPztYyMDDZv3kyDBg2IiYlx2eaGG25g6tSpbN68mRtuuOFCpyxFdCTVzvJD6SyNz2D9sUyyit+2luoBVrrG+NM12o8O1Xzxtf1TiM92GCyMTXfZJszHwk01/Ir/pmXAy2rhmVYhDPku0WXZG7+d5t8NAwn1Kf2en7uT3BcnG5XhyNtqATaqBVhd2khsT3R/bGXJ3WRlALUqWBEiIc3O0vgMvolPZ92xTLKL+TvrZcmdhb5nLX+6xfgRFVBxi9wicn4xQV7c2ahiXStFRMzIknjcWbgFsBgOfD96A3vTqzQCVzySYRhu59JoHuHtsU/XipSUEvn0fOjQIb7//nuioqJo0qRJvmXvv/8+P//8M8uXL3fbTuFs+/fvJygoyG3P2Xr16jnXOXt9gLp167qsb7FYqFu3Llu3biUtLY2AgABiY2NxOBxu1z/3PQpTvM3IcH0s32yysrLy/X9JMgyDHUl2vj2SxbdHsvgtsfjtEACahNnoUtOHLjV8aFbJ5hw5bWRnknHWNXzV0SwSM12rTD2ifXCcs64nujkKWkV4seVk/iLlqUyDN7cm8UTz0m/4uvNkpstr/jaI9MomI6PsiqfNKtlcird/nMrhdFo63uXYD3XfKfe/+1V9csi4iMn0PEHcGTtLD2Wx9HAWm0/kFLvntL8NbqzuQ7eaPtxU3fusmw7ZZHj6L2EJKO611Xrqb2zHj2KPrI6jUpXSODSRfC7mc4DyKmWtND+3ipQ0T8+r96FYZ+E2j8XhIOdQLNkBIeV0VFIezpdVT/pbH3/G7vZ7ftMwa4WozUjhePq1tSj8/Ao/uPCii7fZ2dnce++9ZGZm8sILL+Qbebtv3z4mTJjAyJEjufrqqy+4r5SUFKpUcX9ByGtjkJKSkm99IF+LhYK2CQgIKNL6hXH06FHs9osrSHqKhISEEtlPtgO2pFhZd9LGukQbf2UWf5SozWLQOtRBx3A7HcLtVPP7/zJSKhxOLXi7OXt8cBfta/2TOXToVLGPpyzdU83KyJOuv8hTd6dxS9BJKpdyP/YdJ/2A/P/tavk5OHL4cOm+8Tnq2LyA/Ceb6YC1e47QKKgkp7Irmt1/u2Ys0GZwJuEIqSa76WsYsC/NwncnvPj+pI0/04r/OxvqZXBtuJ0bIuxcE2bHz5YGQEoCFO6qWvEU5doavnU9MUv/h8UwMCwW4rv9m8SWHS68oUgJKOrnAOVVylNJfW4VKQuemlfvHAixWLAY/3ymNixWDuVA9qFD5XhkUl7Ozaqn/a1fc8IGuA4IrGkkc+iQ65OrUrF56rW1sGw2W4EDS925qOJtXkuEDRs2MHToUAYMGJBv2f3330/VqlV5+umnL+ZtPFb16tXL+xAuWlZWFgkJCURFReHjU7yKYHKWgzVHs1l+JIs1x7I5nV38olqIt4VO1b3pUsOHG6t5E1LEFgGpOQbrNrpeuKv5W+nZpLppZq+PjobPTqbw3bH8IxQzHRY+SazEa1cFldp7J2c5OJThWuS+ooof0dFle7e1o1cWU+NPu7z+l3dlboouvxYYf+9MAvLfuKkT7EVMTHS5HE9ROQyDzSdyWHo4i2WHs4g7U/zRwtX8rdxS05tuNX1pE+lVriOiPUlRr63WU39T6f8/HANYDIOYZXMI7nBzuY9ykIqtOJ8DlFcpLyXxuVWkrHh+XqM5M3g0QXPfweJwYFitnBn0EFWbNC/vA5My5i6rnvi3/vDJVMB1hG2nBlFEV+C5RyQ/z7+2lo5iF28Nw+Chhx5i/vz53H777UyePDnf8qlTp/LLL7+waNEiAgIK95h3SEhIgaNeT58+7Vzn7PUBkpOTz7tN3ojawq5/9nucT1GGOHs6Hx+fIp1P3Okclh3KYFl8Bj/+lUkx5y4CIDrIRrdoP7rF+NGuqu9FFX+WHEgjzc1T/bfVDSAwwLMnKzvXi1fbuO7r4y6Prc/dn8lDzUKpH1o6k4dN3XvabW/TJhF+ZZ75q6t5A67F29+TjXL9/YtPdf0B1Qn19uhrQpbdYP1fmXwTl9t3OiG9+AXb+iFe9KyVO+FYy8rqMXU+hb222pJO5Bv5ArmPLvonncBezRw3BcTcivI5QHmV8lbUz60i5cmj83pTH9JatcOacARHVA0s4ZF46JFKGTg7qwX9rfc7dQJHOf2t/z3pjMtroT4WGlUOyDcZvVwaPPraWgqKVbx1OBw8+OCDzJ07l379+jFlyhSs1vwjJH///XcMw6Bnz55u9zFr1ixmzZpFt27dmDdvHpDbc3bTpk3OKvrZ8vrb5vWlPfufDxw44LJ/wzA4cOAA1apVIzAwEIA6depgtVrdrl/Qe0guh2Gw7UQ2Sw9lsCw+nR2nLq7vacvK3nSL9qNrjD9NKnmV2MX28wOuE5UB9KtrrsItQNNwb/rX9Wf+OedkN+CVraeZeX14ib9npt1g6k7XP4oAnWuW/YUxws9GrSAbcWfyj3Ld4maW0bKSlOngVKbr3YrawZ43AU9qtoNVR3ILtt8eziAlq/h3WVpEeNOjlj89avnRKLTkfmcllyOqBobFmq/3nGG14oiqUY5HJeKe8ioiUnEY4ZHYNUGZnMMe6fq3Pgcrf/hEcnk5HI9hGGw96drjtGVlH30vkUtCkasNZxdub731VqZNm5avz22e9u3b4+XluvuEhARWrFhBw4YNueaaa2jWrFm+bTZt2sSaNWsYOHBgvu3WrFnjXCfPtdde61z28MMP51v/119/JTk5mZtvvtn5mp+fH61bt+aXX34hPj6emJiYfNt89913+Pr60rp168L+OCq0jByDdccyWXYoneWHMlwmjioKHyt0rOZL1xh/bon2o3pgyT/WkJhhZ9Vh18coGoR60TyidEaplrYnW4Ww8GC6y0jYL2PTeaJldomPvv3iQBp/uRmReX11X5qEl8/PsFVlH+LO5C9g7zqVTXqOgb9X2f+hjjvj/sZFbQ95VCcxw86yQxl8E5fBd0czyChmW26rBdpG+dAjxp/utfyICfK84nRFYoRHkjlsLL4fveF8dDHzzrGa7Vk8kvIqZmNJPO4cWaiciohc2JIzwaxqOIIpe2bihYMcrNzXaAThyUHlUryNPW13OxClpUm/54sUVZG+jTscDh544AHmzZtHnz59mD59utvCLcDgwYMZPHiwy+vr169nxYoVtG/f3qXVwqBBg3j33Xd544036Natm3NisV27dvHpp59Sp04drrvuOuf69evXp127ds59du7cGcidRO2ll14CYMiQIfneY+jQofzyyy+88MILzJgxw3mXZs6cOezZs4cBAwYUum1CRWUYBtN2pfLylhRSLqJ/bSVfC11q5o6uvbGGL8HexZ8IqTAWxWW4bd/Qr66/ae/G1Q72YlijQKbvyj9DmwFM/v0M711bqcTeyzAM/vuH+1G3D11Rej12L6RlZW8WHkynko+FRgE5tKkRxFVR/pRXa9WDp91XQ2uVY3HzSKqdJXHpfPP/bUzsxfy19bHCDTX86BHjR9cYPyr7eUZB+lKR07E79qZXqcAgpqC8ill4rV2C76w3sBgODIuVzGFjyenYvbwPS0TEo11f3Ze7at7AikpNqZ+ewD7/KI74RdAgLoOnW4WU+ffrrSdcR90CtCjtmbxFPESRqg0TJ05k3rx5BAUFUb9+fSZNmuSyTvfu3fONpi2K+vXr8/jjj/PSSy/Rvn17evfuTVpaGgsWLCA7O5u3337bZTTvm2++SefOnRk8eDB9+vShWrVqrFq1ih07djBkyJB8xV6AgQMHsnDhQhYsWEBcXBzXXnstBw8eZNGiRdSsWZMXXnihWMdekSyJz+Dxn933Bb6QusE2usX40zXGj2siffAqwwrb/P1pbl/vX7dwPZc91cPNgvloTypZ5wyI/WxfGo+1CC6xEZErD2eyK8l1VGmTSl7cUN11Vs+yMqB+AL1q+xPllc3hw4eJjo4s1942cac9Y+Ttn8nZfBOXweK49ItqIxHsbaFzTT961PLjppp+pX6TRc7vfI8uXmjk2PmWa9SZlIbi5lVZlbJiSTzuLNwCWAwHvh+9gb3pVcqXiMh5BHpb6VTDl2/iIzjiF+F8/c/kHHYn5dC4UtmOeN1awPedlpU18lYuDUWq+sTHxwNw5swZXn/9dbfrxMTEFLt4CzBu3DhiYmKYMmUKH374Id7e3lx99dU8+eSTtGrVymX9yy67jDVr1jB+/HhWrVpFamoqdevWZeLEidx9990u69tsNubNm8dbb73FZ599xvvvv09YWBh33HEHTz/9tEuv3UvRooPu+8a6YwGuquJDt/8fqdewnHphHj6Tw4YE17txrSt7UzfE3I97VwuwMbhBIB/uyT/6NseAd38/w6S2YSXyPu/+4ToxGMCDVwSX68jlSP/comhGRvH7LJdkMWBPsutxWIDoUh55axgG205m801cOt/EZbg9jsKq7GelW4wfPWL86VjdF1+bOUemX0ouNHLsfMs16kzKWnHzqKxKSbMmHMnXrxFyJ9yxJhxRj08RkQvoVdufb+Jd2xIuiksv8+Ltr25G3kb4WokuhXaMIp6oSNWGKVOmMGXKlIt6ww4dOpCUlHTedW6//XZuv/32Qu+zfv36zJ49u9Dr+/r68thjj/HYY48VeptLSZjv+Ufe+dssXF/dl64xftwS7ecsrpWnL2MLmqgsoEKM4nmoaRCz96a6PA7/8Z+pjGseTFTAxf032HYii/V/uf5BrBFg4zYTTvZ2tpIuBvxwLNPltVrBtlIpgOY4DH5KyOKbuHSWxGdwOLWYDWyB6CAbPWL86FnLn2sifbCVV98JKbILjRw733JAo86kTBU3j+dbpqxKcWlyPRGR4usS7Ye3FZf5VxYdTOexFmXXajIxw86m467fVVtU9jZte0SRojL3kEQpFTfX9HPpsQpQP8SLF68K4frqvgR4edaj1Z8fcC3eWi0w5Oh3BEyabPpRPLWDvehf159P9+c/z0w7vLfjDC9eFXpR+3+ngF63I5sE4m3iIl9JPy558HQOcWdcC6jXVi25thIZOQbfH8udcGxZfAYnM4s/UeDlYV50r+VPj1p+NAvXhxuzutDIsfMtBzTqTMpUcfN4vmXKqhSXJtcTESm+UB8rN1b35dvD+Qev7DiVw4GUnDJ7wnXZoQy3c3p0rFZ+rf1EypqKt+Li+uq+hPtaSTynaJSY6eDmmn4eV8zbnZTN74muPXBuDT1D5NzJFWYUz5hmwXy2P51z/259uDuVh5sFU+kCI6YLcvB0Dl+5aZUR4m1haMPAYu3TU5T045Lr3Yy6hYv/4JCS5WDl4QwWx2Ww6nAGZ9zNvFdIV1Xxpkctf3rE+FMvVJf4iuBCI8cutFyjzqQsXUwelVUpDReaXE/9xEVECtaztr9L8RZgcVw6o5sGl8kxfBPn2roBoEctcz8hKlIUnjV8UjyCt9VC79quE0IlZjr4/qj74lV5+sLNqFuAO4JOnneEj9k0DPOml5v/LmdyDKbudD9ytjCm7DiDw02t8M5GgYT4mPsSkVdEONvFFAMKKt52KEbx9u90O7P3pNJ/xQnqf3KMEWtP8dXB9CIXbr0suTdcXm8Tys7bq7KyRySjmwarcFuB5I0cM6y5WT535Nj5ll9oW5GSVtw8KqtSmozwSOyNW7rkyWvtEgLGDMD/1YcJGDMAr7VLCr38QtuKiFQE3aL9cNcdrijz5FyMM9kOvjvqWry9vJKX6ee2ESkKpV3curVOALP2pLm8vuBAGjfXdC0glhfDMPjigOtx+trgqqb1KtwonjHNgvn6oOsfr2k7z/DAFUEEexet2Hoq08H//nT9+XlZYOTlQcU+Tk9Rko9LGobBOjfF20ahXlQtZM/huNM5fBOfwTdx6WxMyHIZRV1Y/jYLnWr40qOWP7dE+12wT7WY34VGjp1v+YW2FSlpxc2jsiplSf3ERUQuLNzPRodqvi6DuH49kc3hMznULOVJm1cfySTDzbQfGnUrlxoVb8WtdlE+VAuwciwt/8jVJfEZpOcY+Ht5RuuEX09kc/C069W8c00/gqtGVLg+Z80jfOhc05cV5zy6kpRl8OHu1CI/ujJzdyppbkZ69qvrT/UKMnNnSRUD/kzO4a/0f34famScpEH6X1xVsy4Q5XYbwzDYlZTD4rh0vonLcNveo7BCfSzcEu1Hj1r+dKrheX2npfQZ4ZHnbfdxvuUX2lakpBU3j8qqlBX1ExcRKZxetfzdPoG7OC6D+5qU7oCfb+Lcj/DtEeM6oEytbKQiU/FW3LJZLdxZOZWfth/gT/+qHPGLAOB0tsHKwxn0qu0Zd7o+3+86ahSgX90AoGKO4hnbLNileAu5E5fd0zio0IX1jByD6bvct1t48Iqy6V9UVs5XDChsL7u1CQHO14cd+56pe2Zgw8D4zUKmzzjnRHgOw2Dz31l8E5c7wvaAm5sLhVXV30r3Wv70rOVH+6q+HtdvWkRExKzUT1xEpHC6x/gx9idcnhpcFJdeqsXbLLvBt4dcnzqtFWSjabh3vte81i5xPhFh5onKRQqi4q245bV2CS/+L/fiZ8fCyEZ3Mava9QB8GZvuEcVbu8MocKKtzme1dqhoo3iuifLl2qo+/PBXVr7Xj6c7+N/eVO4pZLuD+QfSOJ7ucHn9phq+NDnnj2FFdb4/8ucu8257L/hcS42Mk87CLYDFMPD96A3WV2nGF8nBLIlLzzdCt6jqBtvoUcufnrX8aV3FG6tFBVsREZGSdqHWShdaXtGe7hIRKUhUgI02UT78lJD/++fGhCwS0uxEFbKFXFGtO5ZJSrbrU6I9avljOes70oXa4IhUBCreiotzL342DKbsmcmKSk054hfB8kPpnM52FLm/akn7MSGLBDdFsu61/D2mrUNpGdssmB/+Ouny+jt/nOHORoH4uOsqf5a/0+28sf2022UPXmH+XreFUdRediM3TGNSm8Y0SP/LWbh17svh4NXlu1lb6fJiHUuzcG961MptidA4zCvfhxEREREpHeonLiJSOL1q+bsUbw1y2yoOvyywVN6zwJYJtfK3TLhQGxyRikDFW3Hh7uLnhYP66Qkc8Ysgww7L4jO4vV5AAXsoGwtjC2qZUP6jgkvb9dV9aVXZmy0n8vdQPZxq539/pjLisoILsIkZdnp/e4K4M66P8zcL9+a6ar4lfryeqKi97PJ+B/70r4odS74Cbg5W9vm773vrjgVoE+VDj1r+dI/xo3awLsUiIiLlQf3ExdOob6d4op61/HhiU7LL64vi0kuleGt3GCyJd22ZEOlv5eoqPvleu1CbG5GKQDPeiIu8i9/Zzi1OLTjgvnBaVnIcBosOul7Mw32tl0Tx0WKxMLaZ+760j2xM5t0/TmMYro+YJGU66LviJDtP5bjd9sErgi6ZUZ/ucp73R/58vwNH/CIY2egucv7/8pmDlfsajXD2hS6IjxVuruHLO+3D2DugKsu6VWFUkyAVbkVEREQEyG3bFTBmAP6vPkzAmAF4rV1S3ockAkDNIC9aV3Ztrbf+WCaJGcWf46Mgm/7O4u8M16dsu0X7YTtnHpC8NjeGNff7mVrZSEWkqoG4OLfHl91i5b6G+YtTq49kcirTQSXf8qn/rzuWyclM14t5r1p+l8ykTl1j/Lg8zIudSfkLsQ4Dnvklhd8Ts3m7XSVnC4mULAf9Vp5g+8lsd7ujdWVv+tap+KOW85yvl93+5BwOdR5F1xXvYTMcLgXaWdWuZ0WlptRPT3AWdN0J8rJwc00/etTy4+aafoT46H6ZiIiIiLhS307xdL1q+/PrOU9+2g1YeiiDwQ1KdvTtN3GuA7Ugt9+tO2plIxWdirfi1tkXv/dOhDJrX/7RrDkGLI5LZ0jD0ulvcyFfxrrvf9O3Tvm2cihLVouFR1uEcOf3iW6Xz9+fzp/JOcy9MYIQHwv/WnWSzX+7L9zWD/FiXqcIvC6RwneevJxb/jrCDt9IFiQHs2RhAruScoA21LimQYEF2iN+EW6LthG+VrrG5BZsr6/mh18F778sIiIiIhdPfTvF0/Wq5c9zm1NcXl98ML1Ei7eGYbDYTb/bEG/LeZ+yVSsbqchUvJUC5V38bk7O4fF9CS7LvzhQPsXbLLv7i3mkv5Vrq/q42aLi6l3bjxGXBTJzd6rb5VtPZHP94uPUCfbi5+NZbtepHWxj0S2VS22WUE9ldxhsPJ7FN3E+fBNfjUNn7ED+SdwKKtCeq2agje4xfvSs7U+bSJ9LrgguIiIiIhdHfTvF09UJ8eKKcG/+SMw/IOi7o5mkZDlK7CnD3xOziXczP0uXaL8LTswtUlGpeCsXVC/UixYR3mw753H79ccy+SvNTtUyLvp9dzST5CzXfq69a/m79L+p6CwWC6+3CaVWkI3nNqfg+lOB4+kOjqe7L9zWDMwt3FYPvDQKt5l2g7VHM/kmPp2l8RmccNNHqSjGNQumRy0/mkd4XzK9gkVERESk5J2vpVee801mVtxlIkXRq5afS/E2ywHfHsqgfwlNaP6Nm4nKoOCWCSKXAhVvpVBuq+PvUrw1gK8PpnPv5UFleiwLYt1PlnYp9Ws9m8Vi4aGmwVxeyZvhaxNJcVPYdqd6gJXFt1QmJqhiXwZOZztYeSiDb+IzWHk4g9PZhfv5XMhf/66ulggiIiIiUmLO17fTa+0SZ09cw2Ilc9hYcjp2v6hlIkXVq7Y/L2897fL6orj0kiveHnR9ytbPBp1q+OpGhFyyNHuOFEpBhdEFB9z3ni0tGTkGy9zciaseYKVN1KXVMuFcN9X0Y02PKjQIvXAxNtLfyte3VKZOSMUs3J7IsPPx3lT+tfIE9T85xvC1p/gyNr3ECrfXVfNV4VZERERESpwRHom9cUuXEbfuJjOzJB4v9jKR4rgszJuGbr5vLo3PYGNC5kXv/0BKjsuE3AA3VPcjbMMyAsYMwP/VhwkYMwCvtUsu+v1EzELFWymUmkFetHVTHN30dxZxp10vrqVl5RH3Iyf71PHHqsfWqR/qzaoeVehcs+BG7hG+Vr7uUpkGod5leGSl79CZHKbsOEP3ZX/T8NO/eOjHJL49nEmma7uk8/KzQddoP96/NoyPrg93u875GuWLiIiIiJSk801mVtxlIsXVy037ArsBd609RWJGEb98neMbN3PbAAyodEY3IuSSpuKtFNptBYy+XRhbdqNvC3qvW+uUzCMaFUGoj5VPOkUwpplrO4swHwtf3VKZxpUqTuH2WJqdf606SdPPE3hiUzI//pWFo4gDbEN8LNxe15/ZN4Szf2A1PrkpgjsaBLr0c8rTUcVbERERESkjeZOZnS1vMrPiLhMprkENArBZoEbGSa4/tYMaGScBOJxq5/4fkjCM4j/t6G5icpsFbvY6oRsRcklT8VYKrXdtf9zNBzZ3Xxo5Ra2WFUNqtoPlh1xbJsQE2WhdueIUI0uCzWrh2dahzL4hnPohXliAK6t4s7RbFZqGV6yf1ZA1J/nWTS4uJMrfyrBGASzoHMG+AdWY3jGc3rX9CfT+57K49pjrfoO9LbRU3kRERESkjORNZmZYcz+nnj2ZWXGXiRRXnRAv5ntt5MDG0aza/jIHNo5m2LHvAVh+KIMpO1OLtd9jaXZ++dt18Ez7qr4ERkfrRoRc0ipmw0spFVX8bXSs5st3R/P3svkzOYd5+9IY0jCwVN9/xeEM0nJci8R9a/tjUcsEt3rX9qdnLT+ACtlW4vCZHLd/4AtSO9hGz1r+9Ijx46pIn/P+TFKyHGw54brvdlE+eLm7iyEiIiIiUkrON5lZcZeJFIcl8Ti9Vr2Hhdzv5jYMpuyZyYpKTTniF8Fzm5NpG+VDy8pFm5NmSQEtE3rW8sMIDyJz2NjcVgkOh25EyCVHxVspkoH1A1yKtwCvbE3htjr5Ry2WtC8LaJlQ0GRqkqsiFm3zRPrb8LZCtqPgdZpU8sot2Nbyp0klr0IX+n9KyMLuZkB5B7VMEBEREZFyYIRHYi+gWFXcZSJF5a6XshcO6qcncMQvgmwHDPs+kbW9Ign1KVx9INthMHdfmttl3WNyv+/rRoRcytQ2QYrk1jr+bmeXPJbmKPbjEYWRkuVgxWHXR9jrBttoHqFH2C9VPjaL84/5uVpV9mZbvyh+7BPF4y1DuCLcu0gjtNcdcz9bqiYrExERERGRS5W7Xso5WNnnH+X894On7fznx8L1vzUMg3E/JbHVzVOPrSt7Uz3Q9s+64ZHYG7dU4VYuOSreSpF4WS08f2WI22Vv/36aExc5u2RBlh3KINPNrm+tE6CWCZe4x1oE4y4BfyRm430R7Q3cFW8r+Vq4ooL1DBYRERERESmsc3spOyxW7ms0giN+EfnWW3gwnY/2uB9Ne7apO1OZvdf9en1q6ylbEVDbBCmGrtF+tI3y4aeErHyvn842eG3baV5rE1bi76mWCVKQxpW8ua2uP18cyJ+RLAe8sf00b7YLK/I+EzPs/J7oeue3Q1XfCt2GQkRERERE5ELObmGQVaUGuzdZ4Kz6QI2MkzRI/4t31lWlVZXLaB6Rv/+tJfE41oQjfO+ozFO/5B9TmLftmYgaDLusWpmcj4inU/FWisxisfDilaHcvORvl2Uf7k5l5OVB1A0puWglZTpYc8S1ZcJlYV5cXkkRltzRt1/GpuM456mc//2ZyuimQdQKLlpO1v+V5fZ1tUwQERERERH5p5eyDZjR0U6Hr4+TmOlg2LHvmbpnBjYM7Fh4MPEuVnbtxYNXBOFrs+C1dgm+s97AYjjojIWhje5iVrXrAfJta1isZNYeS07H7uV6niKeQG0TpFiuivShd20/l9dzDBj/a0qJvtc38eluJ6TqW8dfLRMEgAah3txe13UUdrYDXt9+ukj7MgyDTwtolq/irYiIiIiISH41Am1M6VCJGhknncVXABsG7+yayawNsXT4+ji/7D7sLNzmLZ+yZyY1Mk66bGsxHPh+9AaWxOPldl4inkLFWym2Z1uF4uWmdrrwYDqb/3Y/crGoDMNg3p/uC2m3qmWCnOWxFiHY3ORx3r40YlNyCr2f2XvTWHbIdaR3tQArDdxM1iciIiIiInKp6xLtxyNRyc7iax4vHNRPT2Bvcg4Tlu50Fm7PXd4g/S+XbS0OB9aEI6V+7CKeTsVbKbZ6oV4MaxTodtmzvyQXambJC/lkXxobElwLwVeEe9MgVBNHyT/qhHhxR/0Al9ftBrxWyNG3O09l8/jPSW6X9YjRSG8REREREZGCDOrQCPs500nnYGWffxQAf/pXLXD5n/5VcZzzfcuwWnFE1SjdgxYxARVv5aI82iKYIDfDbzckZPHtYdfRi0VxLM3OE5uS3S7rp1G34sa45sF4u7mqfbY/jT+TXScgO1tajoPh3yeSYXddFu5rZUzz4BI6ShERERERkYrHu0okqXeOxW7J/VKWg5X7Go3giF8EAEf8IhjZ6C5ycF0eU6saaUPHYlhzlxlWK5l3jsUIjyyfkxHxIHoGWC5KFX8bDzUN4uWtriMbn9+cwk01/PCyFn20omEY/GdDEslZrqN3I/2t3FnAiF+5tNUK9uLfDQL5cE9qvtcdBry27TQfdAwvcNsnfk5md5L79grvdwijWoCtRI9VRERERESkorHe0IOM5lezb08cjx0MYlVGSL7ls6pdz4pKTamfnsA+/6jcwm2Qjf/dGA5+PUhrfjXWhCM4omqocCvy/zTyVi7aqCZBRPm7Rml3Ug5zCuhXeyHzD6TzrZu+owCT24YR5qvointjmgXh4yYeXxxIZ9cp96NvvzyQxuy97rN63+WB3BKtkd4iIiIiIiKFYYRHUq/tVXz6r8t49ZpQgr3zD+g64hfB2kqXc8QvgmBvC5/eFEFlP5tzW3vjlircipxFFTC5aIHeVp5sGeJ22WM/J7GigCJsQRLS7Dy2Mcntsn51/eley7WQZkk8jm3XVs1EKdQM8nI7MtsAHvs5mZ3nFHAPns7hPxuS3O6reYQ3z18ZWgpHKSIiIiIiUrF5WS2MvDyIn/tG0bu2n8tyqwVmdgzn8kqaz0bkfFS8lRIxqEEADUNdu3Bk2mHQmpN8fTC9UPsxDIMxPyWR5KZdQhU/KxOvcS2kea1dQsCYAfi/+jABYwbgtXZJ0U9AKpSHmwXj56bLwbpjmbT76jhtFybw+vbT7E3KZsT3iaRku+YtyMvChx3D8bVpkjIREREREZHiqh5oY/YNEcy/KYJm4bmF2kh/Kx/fEE7naNeirojkp+KtlAgvq4Xnr3Q/+jbbAcO/T2T+/gu3UPgyNp0l8e5H6r7RNoyIcypylsTj+M56A4vhyP13w4HvR29oBO4lrlqAjeGXFdwXeVdSDi9tSeHqhcf59YT7VgpvtgujnpsbEiIiIiIiIlJ0naP9WNc7kkODq7HnX1Xp4eapWhFxpeKtlJiu0X4MbRjgdpndgHvXneLjvalulwMcT7fzyMZkt8tureNPr9quF3ZrwhFn4TaPxeHAmnCkCEcuFdF/mgYT4FW8UbN31A/g9nrusywiIiIiIiLFF+xtxWLRE44ihVWk4u3Ro0d5//336du3L1dccQVVqlShYcOG/Pvf/2bz5s351s3Ozubrr7/mvvvu4+qrr6Z69erUrFmTTp06MWPGDOx2e4Hv8/nnn3PjjTdSvXp1atWqRf/+/dm6dWuB6+/fv58777yTevXqUbVqVdq1a8f06dNxOBxu18/MzGTixIm0bt2aqKgoGjVqxIMPPkhCQkJRfhxyDovFwuR2YdxZQAHXAB76MYlpO8+4LLM7DMb9lERiput/s8p+Vl5r477vqCOqBoYlf4wNqxVHVI2in4BUKJH+Nl4sYDT4+TQI9SowbyIiIiIiIiIiZalIzwRPnz6dt956izp16nD99ddTpUoV9u/fz5IlS1iyZAkzZ86kb9++AMTGxjJ06FCCg4Pp0KEDXbt2JSUlheXLlzNu3DhWrVrFJ5984nK35Y033mD8+PHUrFmTYcOGkZqaypdffkmXLl1YsGABHTp0yLf+7t276dy5M+np6fTt25dq1aqxcuVKHn30UXbs2MHbb7+db32Hw8Edd9zB6tWrufLKK+nZsyexsbHMnTuX7777jtWrVxMVFVWcn+UlxZJ4HGvCkdzi6VmzQFr/v4Dr52Vh6k73o2wf+zmZ3xKzMQw4dCaH+DN2jqTayXFtOwrA623CnDNPnssIjyRz2NjcVgkOB4bVSuadYzUzpQBwV+MgGoV588GuM3x7OIPMgu8ZAeBrg5kdKxHkrYcSRERERERERKT8WZKSkgoomblatGgRlStXpl27dvle37BhA7179yYoKIjdu3fj6+vL0aNHWbZsGQMHDiQg4J+RmKmpqfTo0YOtW7fy0Ucf0adPH+ey/fv3c80111C7dm1Wr15NaGju6Lddu3bRqVMnoqKi+OWXX/Dy+qfm3K1bNzZs2MD8+fPp3LkzkDvqt1+/fqxdu5ZFixZx3XXXOdefM2cODzzwALfddhszZsxwFo/zXh8wYABTp04two/Q3DIyMjh06BDR0dH4+RWuUbjX2iXOPrOGxUrmsLHkdOyebx3DMHhpSwpv/OY6yrYoetf2Y/YNERdcr6BislQcxcnq2VKyHCyNz+DL2DTWHMl0e7NgUptQ7m4cVAJHK5e6i82rSFlRVsVMlFcxE+VVzEJZFTO5VPNapOFlvXr1cincArRr144OHTpw6tQpdu7cCUD16tUZMWJEvsItQGBgIKNGjQLgxx9/zLds7ty55OTkMHbsWGfhFqBx48YMGDCA2NhY1q1b53x93759bNiwgQ4dOjgLtwDe3t4888wzAHz88cf53iPv35977rl8o34HDx5Mo0aNWLhwIadPny78D+USU9gJwiwWC8+0DuXpVkV/bD1PuK+V19uEFWpdIzwSe+OWKtxKgUJ8rAyoH8D8myuzZ0BV3moXxrVVffC1QYSvlfFXhXDXeSY5ExEREREREREpayX2bLC3tzcANpv7x9sLs+4PP/wAwI033uiyTd5rZxd8z7d+69atCQ0Nzbd+RkYGmzdvpkGDBsTExLhsc8MNN5CZmenSv1f+UdQJwsY1D2bC1cXrHzqpTShV/C+cJ5GiivCzcWejQL7pWoVj/67O3gFVefCKYDXNFxERERERERGPUqSetwU5dOgQ33//PVFRUTRp0uSC68+ZMwdwLbru37+foKAgtz1n69Wr51zn7PUB6tat67K+xWKhbt26bN26lbS0NAICAoiNjcXhcLhd/9z3uOGGGy54HhkZGRdcx9NlZWXl+/8LsYZVxs9iwWL888y5YbWSHlYZRwE/jxH1vPByBPLYZvc9cN15sLEf3apZKsTPWEpGUbNaVNmlsle5VJV2XkVKirIqZqK8ipkor2IWyqqYSUXKa1HaPlx08TY7O5t7772XzMxMXnjhhQuOvP3oo49YuXIl1113Xb5WBwApKSlUqVLF7XbBwcHOdc5eH8jXYqGgbQICAoq0fmEcPXoUu/0CMyCZREJCQqHXPd3t38QsnePseRvfdTCJZzLgzKECt7nRDyY0svHafh+Sc3JHN3pbDKr65v6vup9BVV8H1XwNWoQ6qOGXxuHDifn24Z2SiG/icTLDI8kOCS/eiYrpFSWrIuVNeRWzUFbFTJRXMRPlVcxCWRUzMXtebTZbgQNL3bmo4q3D4WDUqFFs2LCBoUOHMmDAgPOu/+233/LII48QHR3N9OnTL+atPUL16tXL+xAuWlZWFgkJCURFReHj41O4jaLv4FSHm7EdP4o9sjqBlapQmE6hI6LhjmYGR9McBHpZiPS3YC3kY+q+PywnaM7bWAwDw2LhzODRZF57S+GOVyqEYmVVpJwor2IWyqqYifIqZqK8ilkoq2Iml2pei128NQyDhx56iPnz53P77bczefLk866/evVqhgwZQmRkJIsXL6Zq1aou64SEhBQ46jVvErGQkJB86wMkJyefd5u8EbWFXf/s9zifijSznY+PT9HOp1o0VIumqB1p/YBKQUXbxpJ4nIA57zhbNVgMg6C572Bt1U4TlF2CipxVkXKkvIpZKKtiJsqrmInyKmahrIqZXGp5LdaEZQ6HgwceeIA5c+bQr18/pkyZgtVa8K5WrVrFoEGDiIiIYPHixdSuXdvtevXq1ePMmTNuhz/n9bfN60t79j8fOHDAZX3DMDhw4ADVqlUjMDB3XGidOnWwWq1u1y/oPaT8FXWSNBERERERERERkYqgyMVbh8PBgw8+yNy5c7n11luZNm3aefvc5hVuw8LCWLx48Xl7OrRv3x6ANWvWuCzLey1vHYBrr722wPV//fVXkpOT863v5+dH69at+fPPP4mPj3fZ5rvvvsPX15fWrVsXeIxS9hxRNTAs+aNqWK04omqU0xGJiIiIiIiIiIiUviIVb/NG3M6dO5c+ffowffr0IhVuLzSiddCgQXh5efHGG2/ka22wa9cuPv30U+rUqcN1113nfL1+/fq0a9eO9evXs2LFCufr2dnZvPTSSwAMGTIk33sMHToUgBdeeAHj/x/DB5gzZw579uyhb9++hW6bIGXDCI8kc9hYjP8f3W1YrWTeOVYtE0REREREREREpEIrUs/biRMnMm/ePIKCgqhfvz6TJk1yWad79+40a9aMvXv3MmjQIDIzM7n22mv54osvXNaNiYlh0KBBzn+vX78+jz/+OC+99BLt27end+/epKWlsWDBArKzs3n77bfx8sp/yG+++SadO3dm8ODB9OnTh2rVqrFq1Sp27NjBkCFD8hV7AQYOHMjChQtZsGABcXFxXHvttRw8eJBFixZRs2ZNXnjhhaL8SMQNS+JxrAlHckfMnlNgPd+y8y3P6dgde9OrzrutiIiIiIiIiIhIRVKk4m1eq4EzZ87w+uuvu10nJiaGZs2akZCQQGZmJgALFixwu2779u3zFW8Bxo0bR0xMDFOmTOHDDz/E29ubq6++mieffJJWrVq57OOyyy5jzZo1jB8/nlWrVpGamkrdunWZOHEid999t8v6NpuNefPm8dZbb/HZZ5/x/vvvExYWxh133MHTTz9NVFRUUX4kcg6vtUvwnfUGFsOBYbGSOWwsOR27X3BZYZYb4ZHYVbQVEREREREREZFLhCUpKcm48GpSUWVkZHDo0CGio6MveqY+S+JxAsYMyDe5mGG1kvbGpwAFLjPCI8+7rUbZCpRsVkVKm/IqZqGsipkor2ImyquYhbIqZnKp5rXIE5aJFMSacCRf8RXA4nBgTThy3mUX2lZERERERERERORSVKS2CSLn44iqgWGxuoyedUTVyP3n8yy70LYiIiIiIiIiIiKXGo28lRJjhEeSOWwshjU3VobVSuadYzHCI8+77ELbioiIiIiIiIiIXIo08lZKVE7H7tibXoU14UjuaNqziq/nW1aY5SIiIiIiIiIiIpcSFW+lxBnhkdgLKLyeb1lhlouIiIiIiIiIiFwq1DZBRERERERERERExAOpeCsiIiIiIiIiIiLigVS8FREREREREREREfFAKt6KiIiIiIiIiIiIeCAVb0VEREREREREREQ8kIq3IiIiIiIiIiIiIh5IxVsRERERERERERERD6TirYiIiIiIiIiIiIgHUvFWsNls5X0IIoWirIqZKK9iFsqqmInyKmaivIpZKKtiJpdiXi1JSUlGeR+EiIiIiIiIiIiIiOSnkbciIiIiIiIiIiIiHkjFWxEREREREREREREPpOKtiIiIiIiIiIiIiAdS8VZERERERERERETEA6l4KyIiIiIiIiIiIuKBVLwVERERERERERER8UAq3oqIiIiIiIiIiIh4IBVvRURERERERERERDyQirciIiIiIiIiIhWMYRjlfQgiUgJUvBURERERkTJ37Nix8j4EkUI7evQoWVlZ5X0YIhe0bt06JkyYQEZGBhaLpbwPR0RKgIq3FURGRkZ5H4JIoSUlJZGYmEhycrLzNYfDUY5HJOLeyZMn2bNnD4cOHSIxMRFQVsVzxcfH06NHD2bPng1otI14rtjYWLp3786YMWOIi4sr78MROa+DBw8yatQoevfuzWuvvVbehyNSoNjYWP71r3/Ru3dvli9fzpkzZ8r7kEQKdOzYMebOncvChQtZtWpVeR+Ox/Mq7wOQi2O323niiSc4ePAgkydPpkaNGuV9SCIFstvtvPzyyyxbtozTp09jGAb9+vVjzJgxhISElPfhiTjZ7XZeeeUVFi1aREJCAjk5OTRr1owpU6ZQu3bt8j48EReHDx9m4MCB7Ny5k4MHD9K7d2/CwsLK+7BE8snJyeHpp59m+vTpREVFcf/99+vvv3gswzB48803ee2116hatSqXXXYZ4eHh5X1YIi7yrq3Tpk0jKiqKoKAg4uLinKNuDcPQCFzxGHa7nfHjxzN79myys7NJTU0F4J577mHcuHFUqVJFmXVDI29NbPPmzXTt2pUPPviAlStXsnr1aux2e3kflohby5cv56qrrmLq1KmEhobSuHFjvL29efvttxk3blx5H56I0+LFi2nZsiXTpk2jQYMGDBo0iOuuu46NGzcybtw4srOzy/sQRVz4+/sTHx9P3bp1OXLkCJMnTwY0+lY8x5w5c6hXrx5z5sxh+PDhfPjhh4wcOZJKlSqV96GJuPXxxx/zzjvv0KtXL9555x1mz57N/fffX96HJZLPRx995Ly2jhgxgvnz53Pddddx+vRpfvrpJwAVwcRj7Nu3j169ejF79my6d+/OK6+8wltvvcXVV1/N3Llzldnz0Mhbk1q7di3PPfcc27dvp3Pnzvz222/897//pV27dtSvX7+8D08kn2XLlvH4448TERHBU089RadOnQgLCyM2NpYBAwbw+eefM2LECK655hrdZZNyk5OTw8cff8zrr79O7dq1eeaZZ7jxxhuJiIggJSWF4cOHs3r1avbu3UuTJk3K+3BF8jl+/DiRkZEMHjyYOXPmMGXKFAYOHMhll11W3ocmlzi73U63bt3YtGkT7du35+GHH6ZZs2ZUqVLFZV19BhBPYBgGf//9N++++y4NGzZkwoQJREZGlvdhieQTGxvL4MGD2blzJ127duWOO+6gffv2VKpUiTZt2rB06VLnug6HA6tV4/ak/H355Zds2rSJJ598kkGDBjmvrZUrV2bw4MHOtor6POBKv8EmFRsby/bt23nvvff47LPPGDRoEH/++SeffPKJ+t+KRzl+/Dj//e9/SU9P56WXXuK2224jLCyM7Oxs6tSpw1133QXAypUrAd1lk/KTnZ3Ntm3bCAgI4OWXX6Z///5EREQAEBISQr169bDZbPrwKx7Jz8+PAwcOcOutt3L33XeTnZ3Nq6++Wt6HJZc4h8OBzWbjxhtvBCAmJoZOnTpRpUoVMjIySE5O5tChQ+zYsQO73a7PAOIRLBYLf/zxBwcOHOCBBx4gMjKStLQ0Nm/ezNdff80rr7zC559/zt9//13ehyqXsPj4eJo1a8Zrr73Ga6+9Ro8ePVyeZNi8eTOAPruKR4iNjWXatGk0bNiQhx9+ON9NMYfDQUREBDExMYBqAu5o5K1J5N15yPv/O++8k9q1a3P99dcD0LVrV1auXMmsWbPo0qULV199dfkesFzSzr5TFhwcTOPGjXn66adp27atc7mXV+7lp3nz5gDOi7fusklZOjtv/v7+jB49msmTJ2Oz2fKtt3btWr744gt69OhB7dq1yc7OxtvbuzwOWS5h57s+7tu3j+DgYBwOB/369WPhwoV8/fXXrFy5kptvvlnXVilTeXnLy9xjjz3GvHnzWLx4Mf3796dp06Z8/PHHrFixgl9//ZXg4GDq1avHqFGj6NOnT/kevFxy3F0f9+7di2EYBAYGAjB37lzef/99Dh486Fznyiuv5IEHHqB3794a2ShlIq8VksVioUOHDjRp0oTKlSs7l+d9Pu3QoQOQO9leWloaAQEB5XK8cmk799paqVIlvL29sVgs7N27l4YNG2K32/n999+ZMmUKvr6+ZGdns2XLFi6//HL8/Px0bT2Lfgoe7q+//gL+ufNgsVicfW3zCrcArVu3pn///qSkpDBjxgySkpLK+lBFXPIKuQWxMWPGcOWVVzpfO/sL3f79+53rnbutSGlxl1XAObo27zp79OhRZs6cyVNPPUViYiIJCQm0adOGoUOH8tNPP5GTk1Pmxy6XHnd5zfsCl/f//v7+pKWlYbfbqVy5MsOHDwdgwoQJzm3z9iNSWtx9bs3KygLg5Zdf5syZM0yePJlRo0Yxfvx4LBYLt956Ky1btmTz5s2MGjWKefPmObcRKU3urq15f//z2nocPnyYr7/+mqeeeop69eqxbNky5s2bx/3338/mzZsZM2YMx48fx2q1qse4lJqzs5qXV6vV6izc5mUvb2CBt7c3VatWJSkpiYCAAGVTylRB37NsNhtdunRhx44dvPzyyyxZsoRJkyYxZswYfvrpJyIiIhg+fDidOnVixIgRnDx5UtfWs2jkrYfatm0bL7/8MnFxcWRnZ3P99dfTv39/2rZt63LnIe9uRK9evVi3bh1ffvklPXr0oGfPniqESZk4X14Bqlev7rJNXm5/++03fH19adasWVkftlyCzpfVs+8O22w2cnJy+Pbbbxk3bhyXXXYZ7777LoGBgc7r7O7du3nppZfo1q1bOZ+VVFQXurbCPx+MDxw4QHBwMKGhoQD06dOHlStXsmDBAp577jlWrlxJaGgon376qXMdkZJyvqzmPWnTvXt3OnTowPr162nQoAFz5syhe/fuzs8DM2fOZPLkyUyZMoXGjRvTsmXLcj4rqagK8z2rRo0aBAcH8+OPP5KSksKVV17JF1984dxH165dSU9PZ9asWYwfP553331X37ukxBX2c+u52atevTo5OTn8/PPPHD58mJo1a5bH4csl5kKfW4ODgxk9erTzptjSpUvJzs6mQYMGzJs3j+bNm3Ps2DGmTJnCggULCAsL47333ivns/IcGnnrQQzDwOFwMHXqVLp06UJcXBy1a9cmKiqK2bNn079/f9asWeNycc77kBETE8Ptt99OYGAgU6ZM4dixY0BukUykpBU2r2evf7a8XG7ZsoU6depQp04dHA6H7qxJiSvqtTUvg15eXrRs2ZL33nuPn376icGDB9O3b1/efPNNxo8fz+HDh1m5ciVpaWnleXpSwRQ1r3mjv3NycnA4HM5/9/X1pV+/fvj6+vLuu+9y/PhxWrZs6RxVJnKxCpvVswcdTJo0iRYtWvDhhx/SvXt3534AbrvtNvr168fOnTv5448/8i0TuVhFvbZGRkbSqFEjvvzyS1asWMGtt94KQFZWlvM6+uSTTxIYGMjSpUvztVMQuRjFrQnkcTgcVKpUibZt2+Ln58fx48fL+AzkUlLUmkDdunWZNWsWmzZt4uWXX+amm25i8eLFdO3alerVq9O6dWsmTZpEREQE8+bNY+fOnbox9v9UvPUgFouFY8eOMWPGDJo0acK7777LZ599xrJly3jzzTcBeOihh1i9erXLtnkfbjt37kyvXr3YuHEjX331FdnZ2c4PzadPny67k5EKr6h5Pfei6+XlxYkTJ9ixYwctW7YkJCQk36NAehxdSkpxspp3TW3RogV33HEH8M+jlBaLhVatWhEQEMDu3bvx8/Mrh7OSiqqoec0b1RgXF0elSpWoVq0aAG+99RZ33nkn2dnZGIZB27ZtefnllwkPDy+fE5MKpzifWxs1asTUqVNp0qSJ87W8HuNhYWE0adIEh8PBzz//7HwPkZJQ1LzWrVuXTp06ERISAvzzGLCPjw82m43MzEwqV65Mx44dnU/riJSEi6kJQO7ArqysLEJDQ0lKSuLMmTOABnRJ6ShOXoOCgqhRowazZs2iSpUqREVFOb97paenU6lSJXr16oXValXLr7OoeOthPv/8c/bv388999yTb9KxoUOH8uKLL3L69GnefvttlxEJecWGkJAQ+vXrR61atZgxYwZHjhzhwIEDvPzyy0ydOpWEhIRyOS+pmAqT13feeafAETTff/89qamptGnTBsjNcUJCAh9//DGLFi0iMzOz7E5GKrSiXlvdObsXbuXKlUlOTsbLy0s5lRJXnLzabDbCwsL44osvaNmyJS+88AJt27blueeec/Zp3LFjB6DRjFJyipPVRo0auRRl8wpfeZNDRUdHl8HRy6WmsHndvn07AIMHD+byyy8H4Pfffyc2NhbInRTK19cXyO2Nn5aWRlBQUBmfjVRkxa0J5P2zj48P9evXB+CHH34A0KRPUmqKmler1crff//NoUOHaNy4MZB7c8HhcDjnwTl8+DAOh4OIiIiyPyEPpd9gD3HunbB69eoBuSO98i7GvXr1YvDgwfzwww8sWbKE9PR0t5OXdOzYkTvuuIPY2FgeeeQR7rvvPiZNmsTq1as1gkFKRFHyun79epe85hXA1q5dS1hYGDfccAOZmZmsWLGCp59+mtGjRzNz5kwVxeSiXcy19ewPwnn7sdlsnDx5kvHjxwO5H0ryPmSIXKzi5DWvbUdiYiLbt29n5MiR2Gw2nn/+eSZPnsxDDz3Efffdh91u5z//+Q+g0Yxy8Yp7bS1oP15eXpw6dYoPP/wQi8WSb1JekYtV1LwuX76c1NRUatasyd13303Dhg1Zt24dH3/8MZA7GVRycjIffPABu3fvZsiQIVStWrVsT0oqpJKoCeRp2bIlXl5ezptjGnkrJe1iPgucOnUKPz8/vv76a44fP47NZsNqtZKUlMT06dP54Ycf6NevH82bNy/bk/JgKt56iHPvhO3cuRPIP6Nk5cqV6d+/P40aNWLhwoXs3r27wH1EREQQGhrKqlWr+P333xk/fjzLly8nMjKylM9ELgUXm9e8dbZt20ZMTAwHDx7kxRdfZOTIkSxevJjnn3+eJUuWOB9VEymui8nq2R+ErVYrdrudDRs2MH78eBYuXEj//v254YYbyuhM5FJQnLzu2rULgHvvvZdmzZoxdOhQpk+fzujRo6lduzYAffv25aabbqJXr15ldzJSoZXE59a8/eRdWx9//HHWrVvH3XffzZVXXln6JyGXjIvJa8+ePXniiSeIiIjgrbfeYtiwYYwfP55HH32U8ePHU6dOHfr161e2JyQVVklcW8/+/JqTk8Mvv/zidt8iF+tiPrdefvnltG3bll9//ZV77rmHzz//nM8++4yXXnqJ8ePHExMTw7Bhw8r2hDycfoM9RN5di7zHxxcsWEB6ejpWqzXf6K9GjRpx6623snfvXrZu3Qrkf0xi165dPPHEE0yYMIHk5GSGDx/Onj17eOCBB8rwbKSiu9i8Wq1W9u7dS2xsLCdPnuSZZ57h/fffp0uXLuzdu5fRo0eX/UlJhXSxWc3OziY2Npa5c+cyevRoRo0axezZsxk8eDBvv/22HuWRElWcvOY93tu4cWNmzJjBK6+8QqtWrZz7s9vthIeH8+mnn/Lggw+W8RlJRVUS19aDBw/y8ccf85///IdRo0Yxf/587r77bp5//nlnH1yRknAx11abzUafPn2YMWMGnTt35quvvuK9995j5cqV9OnTh2+//dZ5zRW5WCVVEwBo164dAIcOHVLrRCkVxcnrtm3bgNz+4aNGjaJr166sXbuWe+65h5EjR/Lxxx/Tu3dvVq5c6cyw5FLx1kPk3bVo06YNbdq0YcuWLSxfvtxlPX9/f6655hqCgoL45ptvgPx31zZs2MDUqVNp2LAh69ev54033iA4OLhsTkIuGSWR182bN5OamsqRI0fw9/fn+++/Z8qUKRptKyXqYrPq7e3N3LlzefLJJ/nuu++4/PLL+eGHH3jttdfULkFK3MXkFaBBgwb4+Pg4P0xbrVZnEUzFMClJJXFtXbx4Mc888wzLly/nsssuY/369UyYMEHXVilxF3ttzdv2s88+Y9u2baxcuZK1a9fyzjvv6HuWlKiSqgkAJCcn89hjj/HJJ58QFRVV+gcvl5yLvbZeffXVzJo1i7fffpuJEyfy4osv8tNPP/Hf//5X11Y3VLwtZcXp2XnXXXeRmprKp59+SkJCAhaLJV8/kXbt2hEVFcXu3bs5duwY8M+dtj59+vDVV1+xfPlyrrjiipI5CblklFVeIfdRieuuu47//e9/LFu2TP1spEjKMqsjRoxg1qxZzJ8/n7lz5+abJV2kMMoyr6BHI6X4yjKr/fv3Z+rUqSxYsIBPPvlEn1ulyMr62gpQq1YtmjZtqkn1pEjKI6sRERE8/vjjzgmhRAqrrPLqcDjw9fVlyJAh3HPPPTz44IPOvrniSp/uS4lhGIwbN44777yT48ePX3Dds3Xq1IkuXbqwYsUK/ve//wG5X8TyZuDz8vKiRo0aBAYGOpvj591pi4iIoGPHjqVwRlKRlXVeAVq0aMHXX39Njx49Sv6EpMIqj6xWq1aNG2+8UUVbKbLyyKtIcZRHVqtWrUrXrl1p1qxZyZ+QVGi6topZKKtiJmWdVw02KBr9tEqB3W5n0qRJzJw5k+XLl7Ny5UqXcMM/gc8rvB49epRDhw4RFhbGo48+SlBQEK+99horV64EcsNttVr56aef+PXXX7nsssswDMPtvkUKS3kVs1BWxUyUVzELZVXMRHkVs1BWxUyUV8+n4m0psNls7Nu3j8DAQBo0aMDkyZOJi4tzWS8v8ElJSSxatIjRo0fz8ssvk5CQQKtWrXjttdfIzs5mxIgRTJw4kc2bNzN37lwmTJiAj48PI0aMwGq1uvS3ESkK5VXMQlkVM1FexSyUVTET5VXMQlkVM1FePZ8lKSlJJe8S5HA4sFqtDB8+nLS0NOrVq8f777/PuHHjeOyxx/Dy8nKua7fb2bRpE5999hlffvkl2dnZvPvuu/Tr18+5zpw5c5gxYwbbt2/Hx8cHu91OREQEr776Kn379i2PU5QKRHkVs1BWxUyUVzELZVXMRHkVs1BWxUyUV3NQ8baUdOjQgc6dOzNo0CAGDRpEQkICCxYsoGXLls514uPjGTt2LKtWrWLUqFGMHz/eeQfCbrc7Z4Y+efIkq1evJjExkaCgIAYNGqQ7FVKilFcxC2VVzER5FbNQVsVMlFcxC2VVzER59Wxqm1AKTp8+jdVqxW63U7duXf71r39x6tQppk6dSnJysrO/R0xMDLfeeiu//fYbL730EhaLhZycHABn6A3DICIigttvv52RI0cyePBghV5KlPIqZqGsipkor2IWyqqYifIqZqGsipkor55PxdsiOn78OCkpKaSnpztfczgc+dYJDg7m1KlTeHt7A9CnTx86duzIF198wZYtW7BYLBw6dIiUlBQGDhxIdHQ0drvdOQvf2RRyuRjKq5iFsipmoryKWSirYibKq5iFsipmorxWDCreFlJKSgoPP/wwN998M23atKFz587MmDEDwzCwWvP/GE+cOEFaWhrVq1cHoHbt2gwePJjAwEAmTpzIkCFDuPLKK9m4caPzDobNZnPZj0hxKa9iFsqqmInyKmahrIqZKK9iFsqqmInyWrHoJ10ImzZt4oYbbmDx4sW0aNGCa6+9llOnTvHII4/w8MMPc/LkyXzrW61WsrKy8r3Wq1cv6taty88//8y3337LjTfeSNWqVXVXQkqc8ipmoayKmSivYhbKqpiJ8ipmoayKmSivFY/XhVeRefPmcfToUd5880169uxJUFAQe/fu5ZlnnmH27NkEBATw8MMPU6VKFQCOHj1Keno6TZo0AWDJkiU8++yzHDhwAF9fX0JDQ3nkkUdo1qxZeZ6WVFDKq5iFsipmoryKWSirYibKq5iFsipmorxWPBp5ewF79uxh0aJFtG3bloEDBxIUFITdbqdhw4Y888wzdOrUiY8++oiFCxc6t7FarQQFBbFlyxYGDhzI4MGDsVqtPPPMMwwcOJDjx4+zdOnSfD1HREqC8ipmoayKmSivYhbKqpiJ8ipmoayKmSivFZNG3l6Ar68vqampVKtWDYfDka8hc5MmTXj44YfZvHkz8+bNo02bNjRr1oykpCSSkpJ46qmnCA4O5p577uG2227j6quv5uDBg2zZsoU33niDLl26cNVVV5XzGUpForyKWSirYibKq5iFsipmoryKWSirYibKa8Wk4u0FZGZmEhERQWxsLFarNV9DZovFwpVXXsmwYcN46623WLFiBU2aNKFdu3b069ePxMRERowYwU033YSPjw+Q2/j5tttuo1WrVs4h6SIlRXkVs1BWxUyUVzELZVXMRHkVs1BWxUyU14rJkpSUZJT3QXiy7Oxsbr75ZrZv387SpUtp27Ytdrsdm83mXOf3339n4MCB1K5dm6lTp1KzZk2Sk5PJzMwkMjISAIfDgWEY2Gw2cnJynHc+REqS8ipmoayKmSivYhbKqpiJ8ipmoayKmSivFZN63p6H3W7H29ubIUOGAPDhhx8C5As9QHR0NNdeey2bNm0iMzMTgODgYCIjIzEMA8MwsFqtzu0UeikNyquYhbIqZqK8ilkoq2ImyquYhbIqZqK8Vlwq3p6HxWIBYNCgQdSrV49FixbxzTffALm/FHnCwsKoU6cO2dnZbNq0CcA5NN1isTj3I1KalFcxC2VVzER5FbNQVsVMlFcxC2VVzER5rbguqeLt6tWref3113nnnXf4/vvvOX36NJA/xACGkdtJIi+8vr6+PPbYY2RlZTF58mRSUlKcQ8ezs7MBqFevHgA1a9Ysq9ORCk55FbNQVsVMlFcxC2VVzER5FbNQVsVMlFfJc0mMff7tt98YN24cO3fuxOFwkJ6ejpeXF0OHDuX111/PN4TcMAznXYakpCQOHTpE48aN6d+/P1999RVLly7lySef5M0333Q2cD5x4gSfffYZQUFBREdHl8s5SsWhvIpZKKtiJsqrmIWyKmaivIpZKKtiJsqrnKvCTliWF+ClS5fyyCOPUKlSJfr160fLli0BuPfeezl16hTLly93vpYnOzubzZs389lnn7F582Yee+wxevbsSUJCAnfccQdbtmyhY8eODBs2DLvdzrp16/j000+5++67GT9+fHmcrpic8ipmoayKmSivYhbKqpiJ8ipmoayKmSivcj4VduStxWIhPT2dGTNmkJ6ezltvvUWnTp2cw8hHjRrFs88+S0ZGRr7tYmNjmT9/Pp9++ikHDx5k5MiRdO/eHYCoqCjeeecdZs+ezcyZM1m7di1WqxUvLy/uu+8+nn322TI/T6kYlFcxC2VVzER5FbNQVsVMlFcxC2VVzER5lfOpsMVbgC1btvDdd99x//33c/PNNzv7gACcPn2aOnXqOPt8AGRmZrJ8+XJeffVVOnbsyMKFC6lduzYADocDq9VKkyZNeO211+jVqxcnTpwgJSWFTp06UaNGjbI+PalglFcxC2VVzER5FbNQVsVMlFcxC2VVzER5lYJU6OJt3h2K3bt3Y7fbsdlsJCUlsXr1aj744AMaNmzIjz/+SHh4OFdeeSWBgYG0bt2aFStWcNVVVwG5jaAtFotzX3lD2a+99tpyOy+pmJRXMQtlVcxEeRWzUFbFTJRXMQtlVcxEeZWCmL7nbd7dhILccsst/PzzzwwePJiGDRuya9cuvvnmG7Kzs2nRogWbNm3C4XDQt29fPvjgA2fjZ8MwcDgc+RpBi1ws5VXMQlkVM1FexSyUVTET5VXMQlkVM1FepThMXbx95513WLFiBZ988gnBwcH5luXdXfjzzz/5z3/+w8aNG7FareTk5DBw4ECee+45vL29SUpKYvTo0fzwww+88sorjBw58oK/TCLFobyKWSirYibKq5iFsipmoryKWSirYibKqxSXKYu3+/bt45lnnmH58uUATJw4kXvuucdlvbwAnzlzhszMTN58800yMzN5/fXXAcjJycHLy4u1a9cyfPhwKleuzM8//1ym5yIVn/IqZqGsipkor2IWyqqYifIqZqGsipkor3KxTFea3759O2PHjmX58uW0bduWiIgIXn/9dQ4fPuyybt6dh6CgIBITE5k+fTpXXnklkBv6vOXXXXcd0dHR/Pnnn+zfv7/sTkYqPOVVzEJZFTNRXsUslFUxE+VVzEJZFTNRXqUkmK54e/jwYdatW8cjjzzC0qVLGT58OH///TfvvPPOebfbtWsXOTk5ztn6bDabM/hJSUmcOHGCevXqERERUernIJcO5VXMQlkVM1FexSyUVTET5VXMQlkVM1FepSR4fPHW4XDk+/ebbrqJL774gkceeQSA2267jcsvv5wZM2awefPmAvdTrVo1/P39WbNmDXv37sVisQC5w9efffZZjhw5wr333ktYWFipnYtUfMqrmIWyKmaivIpZKKtiJsqrmIWyKmaivEpp8NietydPnnS5g5DXwPncf582bRqPP/44N998M59++qnbRs2xsbE89dRTLFu2jFatWjFixAgOHDjAzz//zA8//ED//v15+eWXqVy5cqmfm1Q8yquYhbIqZqK8ilkoq2ImyquYhbIqZqK8SmnyuOLtsWPHmDBhAjt27MBqtXLFFVdw11130bRpU5d17XY7NpuN5ORkhg8fzpo1a5g1axZ9+vRxu+9t27bxwgsv8P333ztfi4mJ4cknn+Rf//pXKZ2RVGTKq5iFsipmoryKWSirYibKq5iFsipmorxKWfCI4m3e3YcvvviCsWPH4u/vT/369UlKSmLv3r2EhoYyceJEbr31Vpdt82bjW7x4MSNHjiQmJobly5cTGhrqXHa2pKQkNm7cyJkzZwgMDKRr165ldZpSQSivYhbKqpiJ8ipmoayKmSivYhbKqpiJ8iplzSOKtwCpqal0796d9PR0JkyYwI033ohhGCxcuJD77rsPPz8/PvvsM9q2bet22DnAqFGjmDdvHk8//TRjx451rpORkYGfn1+Zn5NUXMqrmIWyKmaivIpZKKtiJsqrmIWyKmaivEpZ8pgJy77++mu2b9/OHXfcwU033YTVasVisdCvXz8mTJiAxWLhpZdeYu/evfm2s1gszobQd955JzVq1OC///0vx48f5+TJk7z77rtMmTKFpKSkcjgrqaiUVzELZVXMRHkVs1BWxUyUVzELZVXMRHmVslTuxdu80Obk5AA4+4JkZ2c717n99tsZPHgwP/30E1999RWpqan59mG1WnE4HFx11VUMGzaMpKQk7rvvPh588EGeffZZpk2bxpkzZ8rojKQiU17FLJRVMRPlVcxCWRUzUV7FLJRVMRPlVcpDmRdv9+/fz99//+0Mb14/j7x//+WXXwDw9vZ2LgsLC+O2226jadOmfPLJJ8TGxrrsN2/dBg0aULlyZdasWcOyZcu4//77+f3336lZs2apn5tUPMqrmIWyKmaivIpZKKtiJsqrmIWyKmaivIonKLPi7eLFi+ncuTM9evSgefPm9OvXjwULFjiXd+7cGYANGzaQkJAA5PYCydOiRQt69uxJXFycc6Y9u93uXB4XF8crr7zCCy+8wIkTJ+jatStbt25lwoQJeHt7l8EZSkWivIpZKKtiJsqrmIWyKmaivIpZKKtiJsqreJJSL97+9ddf3HvvvQwdOpSsrCyuvPJKbrjhBjZu3Mh9993Hd999h2EYREdHc8stt7B161bWrVsH4GzibBgGNpuNjh07EhISwmeffQaAzWZzvs/WrVt57bXXsFgsfP7558ybN4/atWuX9ulJBaO8ilkoq2ImyquYhbIqZqK8ilkoq2Imyqt4olIt3iYkJPDss8+ycuVK/vOf/zBt2jT+97//MXfuXF544QUMw2DatGlYLBYsFgv9+/cnKyuLhQsXcvDgQSC3n0jeL8DVV19NvXr1SEhIYN++ffneq0+fPsyYMYPNmzdz0003leZpSQWlvIpZKKtiJsqrmIWyKmaivIpZKKtiJsqreKpSLd5+//33fP755/z73//mqaeeolGjRs5ld9xxB7Vr12bNmjUkJCTg7e3NNddcQ48ePVi1ahULFizAMAysVis5OTnOZtDVq1fHZrNRo0YN577yhqbfdtttpXk6UsEpr2IWyqqYifIqZqGsipkor2IWyqqYifIqnqpUi7eNGjXiueee4/nnn8dmszkDarfbqVy5MjVr1qRq1arOuxI1atRgxIgRVK1alffee4/58+cD4OXlhZeXFwcOHGDLli3Url3bOTsf/DM0XeRiKK9iFsqqmInyKmahrIqZKK9iFsqqmInyKp7KqzR33rx5c2rVqoXFYsEwDGdAbTYbdrud2NhYAgMDCQwMdG7Ttm1bXnrpJYYOHcoDDzzAyZMnad++PYcPH2bevHmcOXOGESNG4OvrW5qHLpcg5VXMQlkVM1FexSyUVTET5VXMQlkVM1FexVNZkpKSjAuvVvLi4uK4/vrrueWWW5gyZQoOhwOr9Z+BwLNmzeLDDz/kjz/+wM/PL/dgLRaefvpp7r///vI4ZLmEKa9iFsqqmInyKmahrIqZKK9iFsqqmInyKuWpVEfeupMX8D/++IOkpCSuuuqqfK/nGTp0KLfeeiuff/45p0+fxmazMXjwYMLDw8v6kOUSpryKWSirYibKq5iFsipmoryKWSirYibKq3iCMi/e5oX7hx9+wMfHh1atWuUeiFfuoWRmZuLl5YXNZiM0NJS77rqrrA9RxEl5FbNQVsVMlFcxC2VVzER5FbNQVsVMlFfxBOXSNiEnJ4dOnTqRnp7Opk2bAMjKyuKnn35i8+bNdOjQgauvvrqsD0vELeVVzEJZFTNRXsUslFUxE+VVzEJZFTNRXqW8lfnIW4A///yT2NhYBg0aBMC2bdtYsWIFs2fP5ujRo3z66aflcVgibimvYhbKqpiJ8ipmoayKmSivYhbKqpiJ8irlrUyLt3mz9W3bto3U1FTCw8OZN28eH3zwAdu2beOWW25h6dKl1KpVqywPS8Qt5VXMQlkVM1FexSyUVTET5VXMQlkVM1FexVOUafHWYrEA8OOPP+JwOFi5ciXbtm2jTp06fPXVV3Ts2LEsD0fkvJRXMQtlVcxEeRWzUFbFTJRXMQtlVcxEeRVPUeZtEzIyMjh8+DCQO/T8xRdfZOTIkWV9GCKForyKWSirYibKq5iFsipmoryKWSirYibKq3iCcpmwbMqUKSQmJjJu3Dh8fX3L+u1FikR5FbNQVsVMlFcxC2VVzER5FbNQVsVMlFcpb+VSvM3rGyJiBsqrmIWyKmaivIpZKKtiJsqrmIWyKmaivEp5s5bHmyr0YibKq5iFsipmoryKWSirYibKq5iFsipmorxKeSuX4q2IiIiIiIiIiIiInJ+KtyIiIiIiIiIiIiIeSMVbEREREREREREREQ+k4q2IiIiIiIiIiIiIB1LxVkRERERERERERMQDqXgrIiIiIiIiIiIi4oFUvBURERERERERERHxQCreioiIiIiUs7CwMMLCwoiLiyvvQxERERERD+JV3gcgIiIiItK9e3d+/PHHfK/5+voSEhJCZGQkzZo1o0OHDvTp04eAgIASfe+5c+cSHx9P9+7dadasWYnuOy4ujnnz5hEaGsr9999fovsWERERkYpPxVsRERER8Rg1a9akZs2aAOTk5JCSksL+/fvZsWMHn3zyCY8//jjPP/88w4cPL7H3nDdvHj/++CMxMTElXryNj49n4sSJREdHn7d426BBAwC8vb1L9P1FRERExNxUvBURERERjzFo0CCeeOKJfK9lZ2ezadMm/vvf/7Js2TLGjBnD3r17efXVV8vpKEveL7/8Ut6HICIiIiIeSD1vRURERMSjeXt70759ez755BOeffZZAKZOncqiRYvK+chEREREREqXirciIiIiYhpjxoyhY8eOALz22mv5lm3fvp0JEybQpUsXLr/8cqpUqUKdOnXo2bMnn376KYZh5Ft//fr1hIWFOXvtjho1yjlxWFhYGN27d3d5/x07djBq1CiaN29OVFQUMTEx3HLLLXz88cfY7fZ863bv3p2ePXsCcOjQoXz7DgsLY/369c51C5qw7L777iMsLIxXXnmFlJQUnn76aZo3b07VqlVp1qwZL730EpmZmQAYhsGsWbPo2LEjNWrUoHbt2gwbNoz4+Pjz/kyXL1/OgAEDaNiwIVWqVKF+/foMGDCAdevWnXc7ERERESl9apsgIiIiIqZy7733snbtWv744w/i4+OJiYkBYPTo0Wzbto2QkBCqVq1KVFQUf/31F+vXr2f9+vWsWbOG6dOnO/cTEhJCmzZt2LlzJykpKdSrV48qVao4l19++eX53veDDz7g8ccfx263ExgYSP369UlOTmbjxo1s3LiRpUuXMmfOHLy8vJzbnzp1ip07d+Lr60vLli3z7S8kJKTQ55ySksLNN9/Mvn37aNy4MRaLhbi4OF5//XV27NjBvHnzGDFiBF9++SV16tShVq1a/PnnnyxcuJBNmzbxww8/UKlSpXz7zMnJ4f7772f+/PkAhIeH07hxYw4fPszy5ctZvnw5zz33HA8//HChj1NERERESpaKtyIiIiJiKu3atcNisWAYBps3b3YWb0eNGkWTJk1ciq5btmzh7rvvZv78+XTr1o0+ffoA0Lx5c5YvX0737t358ccfGTNmDIMGDXL7nitWrODRRx/Fz8+PCRMmMHToUGw2GwDbtm1jxIgRLF++nEmTJjl79k6aNIn169fTs2dPIiMjWb58ebHPecaMGbRq1YrffvuNGjVqALB69Wr+9a9/sWzZMu688042btzIt99+yzXXXANAbGwsPXv25PDhw7z33ns8/fTT+fY5fvx45s+fT+3atXnrrbe4/vrrncs+//xz/vOf//Diiy/SunVrrrvuumIfu4iIiIgUn9omiIiIiIiphIWFERwcDMDx48edr/fv39+lcAvQqlUr3njjDQDmzp1b5PczDINnn30WwzB4+eWXGT58uLNwC9CiRQtmzpyJxWJhypQpzjYGJclmszFjxgxn4RagU6dO9OjRA4Cvv/6aiRMnOgu3AHXq1GH06NEAfPvtt/n2d/ToUd5//328vb2ZO3duvsIt5P4sn3jiCQzD4O233y7x8xERERGRwtHIWxERERExnaCgIFJSUjhz5ky+1+Pj4/nyyy/Zvn07J0+eJCsrC8BZUN2+fXuR32v37t3s3r0bPz8/Bg4c6HadFi1aEB0dTXx8PNu2bctXRC0JnTp1Ijo62u37fvXVV4SFhTlHFJ8tr1XDwYMH872+ZMkSsrOzad++PU2aNHH7nr169eLpp59mw4YN2O32fAVrERERESkbKt6KiIiIiOnkFW3zRuACTJs2jWeeecZZsHUnMTGxyO/1xx9/AGCxWNwWSPOcOnUKyB3VWtLq1q3r9vXKlSsDuaNsz7f83CJ33jnt27ePW265xe22eRO8paenk5iYmK8fsIiIiIiUDRVvRURERMRUTp06RUpKCgCRkZEAbNq0icceewyAu+++m4EDB1K3bl2Cg4Ox2WwcPHiQFi1akJOTU+T3S0pKAnKLmBs3brzg+mlpaUV+jwsJCAhw+7rFYinU8rxCbJ68c0pISCAhIeGC718a5yQiIiIiF6birYiIiIiYyoYNG5z/fNVVVwHwySefANCnTx8mTZrksk1xRtzmCQwMBKBp06asX7++2PvxJHnndN999/HKK6+U89GIiIiISEE0YZmIiIiImMq0adMAaNasGTVr1gQgLi4OgLZt27rd5ueffy5wf3mjUwuSNwna7t27nSNWC+tC+y4veed0vp+LiIiIiJQ/FW9FRERExDTefPNN1q1bB8AjjzzifN3f3x+Av/76y2Wb9PR0PvjggwL3mddyICMjw+3y5s2bU69ePbKzs3n77beLdLwX2nd56dmzJ15eXmzZsoXVq1eX9+GIiIiISAFUvBURERERj5aTk8OGDRsYOHAgL774IpD7uH/Pnj2d67Rv3x6AmTNn8ssvvzhf//vvvxkyZMh5JxHLm+zrhx9+cOkNC7mjZydMmIDFYuGtt97ixRdfJDk5Od86qampLFq0iAcffNBl3xaLhb///ptdu3YV8cxLT61atbj//vsBGDZsGJ988olLP+CEhARmzpzJ5MmTy+MQRURERAT1vBURERERDzJ37lzWrl0LgN1uJyUlhfj4eNLT0wEICQnh+eefZ/jw4fm2GzJkCLNnz2bPnj107tyZunXrEhgYyK5du7BarUyaNImHHnrI7XvefvvtfPDBByxcuJBNmzYRExOD1WqladOmvPrqqwDccsstvPPOO4wbN44333yTd999lwYNGhAQEMCpU6c4ePAgdrud6OjofPuuVKkSnTt35ttvv6Vjx440btyYoKAgAF555RWaNWtWoj+/onjuuec4ffo0s2bN4r777uPRRx+lbt262Gw2EhISOHLkCAADBw4st2MUERERudSpeCsiIiIiHuPw4cMcPnwYAB8fH0JCQqhbty5Nmzbluuuuo0+fPs5WBGcLCgpi2bJlTJgwgaVLlxIfH094eDg9evRg7NixBAcHF/ierVu3Zu7cubz33nv8/vvv/PzzzzgcDpf1/v3vf3Pttdcybdo0vv/+e+Li4nA4HERFRdG+fXs6depEjx49XLabNm0aEyZMYOXKlezatYusrCwAl9G7Zc1mszF58mT69evHRx99xMaNG9m9eze+vr5Uq1aNHj160KVLF7p161auxykiIiJyKbMkJSW5PhsmIiIiIiIiIiIiIuVKPW9FREREREREREREPJCKtyIiIiIiIiIiIiIeSMVbEREREREREREREQ+k4q2IiIiIiIiIiIiIB1LxVkRERERERERERMQDqXgrIiIiIiIiIiIi4oFUvBURERERERERERHxQCreioiIiIiIiIiIiHggFW9FREREREREREREPJCKtyIiIiIiIiIiIiIeSMVbEREREREREREREQ+k4q2IiIiIiIiIiIiIB1LxVkRERERERERERMQD/R9vpIt2fYWwrwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = df.loc[(df.index > '04-01-2018') & (df.index < '04-08-2018')]['PJME_MW'] \\\n", + " .plot(style='-' , figsize=(15, 5), title='Week Of Data')\n", + "df.loc[(df.index > '04-01-2018') & (df.index < '04-08-2018')]['prediction'] \\\n", + " .plot(style='.')\n", + "plt.legend(['Truth Data','Prediction'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cd7f2312", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE Score on Test set: 3867.76\n" + ] + } + ], + "source": [ + "score = np.sqrt(mean_squared_error(test['PJME_MW'], test['prediction']))\n", + "print(f'RMSE Score on Test set: {score:0.2f}')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "efb6d590", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "date\n", + "2016-08-13 13680.814128\n", + "2016-08-14 13532.786377\n", + "2017-12-31 12272.275960\n", + "2016-09-10 12030.493815\n", + "2015-02-20 11801.689290\n", + "2016-09-09 11568.275879\n", + "2018-01-06 11137.322428\n", + "2016-08-12 10980.305420\n", + "2015-02-21 10716.235758\n", + "2017-12-28 10378.862793\n", + "Name: error, dtype: float64" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test['error'] = np.abs(test[TARGET] - test['prediction'])\n", + "test['date'] = test.index.date\n", + "test.groupby(['date'])['error'].mean().sort_values(ascending=False).head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "47f91d8b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.query('PJME_MW < 19_000').plot(figsize=(15,5) , style='.')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "52fee899", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.query('PJME_MW > 19_000').copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "26c70eb6", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import TimeSeriesSplit" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "4389498c", + "metadata": {}, + "outputs": [], + "source": [ + "tss = TimeSeriesSplit(n_splits =5 , test_size = 24*365*1, gap = 24)\n", + "df= df.sort_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(5, 1, figsize=(15, 15), sharex=True)\n", + "\n", + "fold = 0\n", + "for train_idx, val_idx in tss.split(df):\n", + " train = df.iloc[train_idx]\n", + " test = df.iloc[val_idx]\n", + " train['PJME_MW'].plot(ax=axs[fold],\n", + " label='Training Set',\n", + " title=f'Data Train/Test Split Fold {fold}')\n", + " test['PJME_MW'].plot(ax=axs[fold],\n", + " label='Test Set')\n", + " axs[fold].axvline(test.index.min(), color='black', ls='--')\n", + " fold += 1\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6bb59148", + "metadata": {}, + "source": [ + "2. Forecasting Horizon Explained¶\n", + "The forecast horizon is the length of time into the future for which forecasts are to be prepared. These generally vary from short-term forecasting horizons (less than three months) to long-term horizons (more than two years)." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "2d1f29c3", + "metadata": {}, + "outputs": [], + "source": [ + "def create_features(df):\n", + " \"\"\"\n", + " Create time series features based on time series index.\n", + " \"\"\"\n", + " df = df.copy()\n", + " df['hour'] = df.index.hour\n", + " df['dayofweek'] = df.index.dayofweek\n", + " df['quarter'] = df.index.quarter\n", + " df['month'] = df.index.month\n", + " df['year'] = df.index.year\n", + " df['dayofyear'] = df.index.dayofyear\n", + " df['dayofmonth'] = df.index.day\n", + " df['weekofyear'] = df.index.isocalendar().week\n", + " return df\n", + "\n", + "df = create_features(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "a91fa8f7", + "metadata": {}, + "outputs": [], + "source": [ + "def add_lags(df):\n", + " target_map = df['PJME_MW'].to_dict()\n", + " df['lag1'] = (df.index - pd.Timedelta('364 days')).map(target_map)\n", + " df['lag2'] = (df.index - pd.Timedelta('728 days')).map(target_map)\n", + " df['lag3'] = (df.index - pd.Timedelta('1092 days')).map(target_map)\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "af097e71", + "metadata": {}, + "outputs": [], + "source": [ + "df = add_lags(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "733b0ed9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0]\tvalidation_0-rmse:32732.49608\tvalidation_1-rmse:31956.60163\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\raiha\\anaconda3\\Lib\\site-packages\\xgboost\\callback.py:386: UserWarning: [16:47:27] WARNING: C:\\actions-runner\\_work\\xgboost\\xgboost\\src\\objective\\regression_obj.cu:250: reg:linear is now deprecated in favor of reg:squarederror.\n", + " self.starting_round = 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"stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\raiha\\anaconda3\\Lib\\site-packages\\xgboost\\callback.py:386: UserWarning: [16:47:41] WARNING: C:\\actions-runner\\_work\\xgboost\\xgboost\\src\\objective\\regression_obj.cu:250: reg:linear is now deprecated in favor of reg:squarederror.\n", + " self.starting_round = model.num_boosted_rounds()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[100]\tvalidation_0-rmse:12445.87740\tvalidation_1-rmse:11963.42706\n", + "[200]\tvalidation_0-rmse:5752.44568\tvalidation_1-rmse:5611.92884\n", + "[300]\tvalidation_0-rmse:3951.51709\tvalidation_1-rmse:4156.41403\n", + "[400]\tvalidation_0-rmse:3539.25569\tvalidation_1-rmse:4006.58873\n", + "[440]\tvalidation_0-rmse:3479.88018\tvalidation_1-rmse:4011.05271\n" + ] + } + ], + "source": [ + "tss = TimeSeriesSplit(n_splits=5, test_size=24*365*1, gap=24)\n", + "df = df.sort_index()\n", + "\n", + "\n", + "fold = 0\n", + "preds = []\n", + "scores = []\n", + "for train_idx, val_idx in tss.split(df):\n", + " train = df.iloc[train_idx]\n", + " test = df.iloc[val_idx]\n", + "\n", + " train = create_features(train)\n", + " test = create_features(test)\n", + "\n", + " FEATURES = ['dayofyear', 'hour', 'dayofweek', 'quarter', 'month','year',\n", + " 'lag1','lag2','lag3']\n", + " TARGET = 'PJME_MW'\n", + "\n", + " X_train = train[FEATURES]\n", + " y_train = train[TARGET]\n", + "\n", + " X_test = test[FEATURES]\n", + " y_test = test[TARGET]\n", + "\n", + " reg = xgb.XGBRegressor(base_score=0.5, booster='gbtree', \n", + " n_estimators=1000,\n", + " early_stopping_rounds=50,\n", + " objective='reg:linear',\n", + " max_depth=3,\n", + " learning_rate=0.01)\n", + " reg.fit(X_train, y_train,\n", + " eval_set=[(X_train, y_train), (X_test, y_test)],\n", + " verbose=100)\n", + "\n", + " y_pred = reg.predict(X_test)\n", + " preds.append(y_pred)\n", + " score = np.sqrt(mean_squared_error(y_test, y_pred))\n", + " scores.append(score)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "7e4f48e7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Score across folds 3742.5833\n", + "Fold scores:[3760.8277187583353, 3420.313091887879, 3478.018038580526, 4052.5712055405547, 4001.186553933809]\n" + ] + } + ], + "source": [ + "print(f'Score across folds {np.mean(scores):0.4f}')\n", + "print(f'Fold scores:{scores}')" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "adbfde05", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0]\tvalidation_0-rmse:32403.88991\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\raiha\\anaconda3\\Lib\\site-packages\\xgboost\\training.py:183: UserWarning: [16:55:13] WARNING: C:\\actions-runner\\_work\\xgboost\\xgboost\\src\\objective\\regression_obj.cu:250: reg:linear is now deprecated in favor of reg:squarederror.\n", + " bst.update(dtrain, iteration=i, fobj=obj)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[100]\tvalidation_0-rmse:12426.83220\n", + "[200]\tvalidation_0-rmse:5751.73275\n", + "[300]\tvalidation_0-rmse:3971.53256\n", + "[400]\tvalidation_0-rmse:3571.21833\n", + "[500]\tvalidation_0-rmse:3456.23244\n", + "[600]\tvalidation_0-rmse:3401.28695\n", + "[700]\tvalidation_0-rmse:3365.32547\n", + "[800]\tvalidation_0-rmse:3334.20660\n", + "[900]\tvalidation_0-rmse:3307.11413\n", + "[954]\tvalidation_0-rmse:3295.31495\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "XGBRegressor(base_score=0.5, booster='gbtree', callbacks=None,\n", + " colsample_bylevel=None, colsample_bynode=None,\n", + " colsample_bytree=None, device=None, early_stopping_rounds=None,\n", + " enable_categorical=False, eval_metric=None, feature_types=None,\n", + " feature_weights=None, gamma=None, grow_policy=None,\n", + " importance_type=None, interaction_constraints=None,\n", + " learning_rate=0.01, max_bin=None, max_cat_threshold=None,\n", + " max_cat_to_onehot=None, max_delta_step=None, max_depth=3,\n", + " max_leaves=None, min_child_weight=None, missing=nan,\n", + " monotone_constraints=None, multi_strategy=None, n_estimators=955,\n", + " n_jobs=None, num_parallel_tree=None, ...)" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Retrain on all data\n", + "df = create_features(df)\n", + "\n", + "FEATURES = ['dayofyear', 'hour', 'dayofweek', 'quarter', 'month', 'year',\n", + " 'lag1','lag2','lag3']\n", + "TARGET = 'PJME_MW'\n", + "\n", + "X_all = df[FEATURES]\n", + "y_all = df[TARGET]\n", + "\n", + "reg = xgb.XGBRegressor(base_score=0.5,\n", + " booster='gbtree', \n", + " n_estimators=955,\n", + " objective='reg:linear',\n", + " max_depth=3,\n", + " learning_rate=0.01)\n", + "reg.fit(X_all, y_all,\n", + " eval_set=[(X_all, y_all)],\n", + " verbose=100)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "ba126be4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Timestamp('2018-08-03 00:00:00')" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.index.max()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "afe59161", + "metadata": {}, + "outputs": [], + "source": [ + "# Create future dataframe\n", + "future = pd.date_range('2018-08-03','2019-08-01', freq='1h')\n", + "future_df = pd.DataFrame(index=future)\n", + "future_df['isFuture'] = True\n", + "df['isFuture'] = False\n", + "df_and_future = pd.concat([df, future_df])\n", + "df_and_future = create_features(df_and_future)\n", + "df_and_future = add_lags(df_and_future)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "b1e8d4c0", + "metadata": {}, + "outputs": [], + "source": [ + "future_w_features = df_and_future.query('isFuture').copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "d9a42274", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2018-08-03 00:00:00NaN0438201821533133539.032094.031695.0True
2018-08-03 01:00:00NaN1438201821533130781.029503.029128.0True
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..........................................
2019-07-31 20:00:00NaN202372019212313146912.039352.040243.0True
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21:00:00 212 31 31 45985.0 38699.0 \n", + "2019-07-31 22:00:00 212 31 31 44094.0 37346.0 \n", + "2019-07-31 23:00:00 212 31 31 40666.0 34555.0 \n", + "2019-08-01 00:00:00 213 1 31 37158.0 31646.0 \n", + "\n", + " lag3 isFuture \n", + "2018-08-03 00:00:00 31695.0 True \n", + "2018-08-03 01:00:00 29128.0 True \n", + "2018-08-03 02:00:00 27373.0 True \n", + "2018-08-03 03:00:00 26233.0 True \n", + "2018-08-03 04:00:00 25643.0 True \n", + "... ... ... \n", + "2019-07-31 20:00:00 40243.0 True \n", + "2019-07-31 21:00:00 39183.0 True \n", + "2019-07-31 22:00:00 37759.0 True \n", + "2019-07-31 23:00:00 34641.0 True \n", + "2019-08-01 00:00:00 31470.0 True \n", + "\n", + "[8713 rows x 13 columns]" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "future_w_features" + ] + }, + { + "cell_type": "markdown", + "id": "49e82f1d", + "metadata": {}, + "source": [ + "Predict the future¶" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "22fe1bdf", + "metadata": {}, + "outputs": [], + "source": [ + "future_w_features['pred'] = reg.predict(future_w_features[FEATURES])" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "84eb2f59", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "future_w_features['pred'].plot(figsize=(10, 5),\n", + " color=color_pal[4],\n", + " ms=1,\n", + " lw=1,\n", + " title='Future Predictions')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "ea82f6c1", + "metadata": {}, + "outputs": [], + "source": [ + "# Save model\n", + "reg.save_model('model.json')" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "9ad269e0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "reg_new = xgb.XGBRegressor()\n", + "reg_new.load_model('model.json')\n", + "future_w_features['pred'] = reg_new.predict(future_w_features[FEATURES])\n", + "future_w_features['pred'].plot(figsize=(10, 5),\n", + " color=color_pal[4],\n", + " ms=1, lw=1,\n", + " title='Future Predictions')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/arimaaa.ipynb b/arimaaa.ipynb new file mode 100644 index 0000000..cb0b208 --- /dev/null +++ b/arimaaa.ipynb @@ -0,0 +1,145 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "00ee0dcb", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "\n", + "from statsmodels.tsa.arima.model import ARIMA\n", + "from pmdarima import auto_arima\n", + "from sklearn.metrics import mean_squared_error" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'pd' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[1], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m# Load your dataset\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtrain.csv\u001b[39m\u001b[38;5;124m\"\u001b[39m, parse_dates\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDate\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m 3\u001b[0m df \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39msort_values(by\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mStore\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDate\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[0;32m 5\u001b[0m \u001b[38;5;66;03m# Ensure Date is datetime and set index\u001b[39;00m\n", + "\u001b[1;31mNameError\u001b[0m: name 'pd' is not defined" + ] + } + ], + "source": [ + "# Load your dataset\n", + "df = pd.read_csv(\"train.csv\", parse_dates=['Date'])\n", + "df = df.sort_values(by=[\"Store\", \"Date\"])\n", + "\n", + "# Ensure Date is datetime and set index\n", + "df['Date'] = pd.to_datetime(df['Date'])\n", + "forecast_horizon = 365 # 1 year" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9e377eb1", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b6f57678", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c80a3d4c", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": 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